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create_rep
2022-11-15 17:16:08 +08:00
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=110, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11017MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp18/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp18
Starting training for 110 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/109 1.89G 0.1243 0.04066 0.03015 122 640: 0%| | 0/56 [00:51<?, ?it/s] 0/109 1.89G 0.1243 0.04066 0.03015 122 640: 2%|▏ | 1/56 [00:53<48:43, 53.15s/it] 0/109 1.96G 0.1257 0.03987 0.03029 138 640: 2%|▏ | 1/56 [00:53<48:43, 53.15s/it] 0/109 1.96G 0.1257 0.03987 0.03029 138 640: 4%|▎ | 2/56 [00:53<19:53, 22.10s/it] 0/109 2.11G 0.1257 0.04 0.03013 164 640: 4%|▎ | 2/56 [00:53<19:53, 22.10s/it] 0/109 2.11G 0.1257 0.04 0.03013 164 640: 5%|▌ | 3/56 [00:53<10:43, 12.14s/it] 0/109 2.11G 0.1267 0.03967 0.03041 201 640: 5%|▌ | 3/56 [00:54<10:43, 12.14s/it] 0/109 2.11G 0.1267 0.03967 0.03041 201 640: 7%|▋ | 4/56 [00:54<06:28, 7.46s/it] 0/109 2.11G 0.1264 0.03946 0.03032 161 640: 7%|▋ | 4/56 [00:54<06:28, 7.46s/it] 0/109 2.11G 0.1264 0.03946 0.03032 161 640: 9%|▉ | 5/56 [00:54<04:06, 4.83s/it] 0/109 2.11G 0.1268 0.03903 0.03031 170 640: 9%|▉ | 5/56 [00:54<04:06, 4.83s/it] 0/109 2.11G 0.1268 0.03903 0.03031 170 640: 11%|█ | 6/56 [00:54<02:41, 3.23s/it] 0/109 2.11G 0.1268 0.03887 0.03028 142 640: 11%|█ | 6/56 [00:54<02:41, 3.23s/it] 0/109 2.11G 0.1268 0.03887 0.03028 142 640: 12%|█▎ | 7/56 [00:54<01:49, 2.23s/it] 0/109 2.11G 0.1264 0.03898 0.03026 143 640: 12%|█▎ | 7/56 [00:54<01:49, 2.23s/it] 0/109 2.11G 0.1264 0.03898 0.03026 143 640: 14%|█▍ | 8/56 [00:54<01:16, 1.59s/it] 0/109 2.11G 0.1263 0.03863 0.03019 119 640: 14%|█▍ | 8/56 [01:28<01:16, 1.59s/it] 0/109 2.11G 0.1263 0.03863 0.03019 119 640: 16%|█▌ | 9/56 [01:28<09:02, 11.55s/it] 0/109 2.11G 0.1261 0.03845 0.03008 125 640: 16%|█▌ | 9/56 [01:28<09:02, 11.55s/it] 0/109 2.11G 0.1261 0.03845 0.03008 125 640: 18%|█▊ | 10/56 [01:28<06:09, 8.03s/it] 0/109 2.11G 0.1259 0.03848 0.02998 158 640: 18%|█▊ | 10/56 [01:28<06:09, 8.03s/it] 0/109 2.11G 0.1259 0.03848 0.02998 158 640: 20%|█▉ | 11/56 [01:28<04:12, 5.62s/it] 0/109 2.11G 0.1256 0.03827 0.0299 121 640: 20%|█▉ | 11/56 [01:28<04:12, 5.62s/it] 0/109 2.11G 0.1256 0.03827 0.0299 121 640: 21%|██▏ | 12/56 [01:28<02:53, 3.95s/it] 0/109 2.11G 0.1254 0.03838 0.02979 165 640: 21%|██▏ | 12/56 [01:28<02:53, 3.95s/it] 0/109 2.11G 0.1254 0.03838 0.02979 165 640: 23%|██▎ | 13/56 [01:28<02:00, 2.80s/it] 0/109 2.11G 0.1253 0.0381 0.02968 144 640: 23%|██▎ | 13/56 [01:28<02:00, 2.80s/it] 0/109 2.11G 0.1253 0.0381 0.02968 144 640: 25%|██▌ | 14/56 [01:28<01:23, 2.00s/it] 0/109 2.11G 0.125 0.03796 0.02958 112 640: 25%|██▌ | 14/56 [01:29<01:23, 2.00s/it] 0/109 2.11G 0.125 0.03796 0.02958 112 640: 27%|██▋ | 15/56 [01:29<00:58, 1.44s/it] 0/109 2.11G 0.125 0.03768 0.02953 137 640: 27%|██▋ | 15/56 [01:29<00:58, 1.44s/it] 0/109 2.11G 0.125 0.03768 0.02953 137 640: 29%|██▊ | 16/56 [01:29<00:41, 1.05s/it] 0/109 2.11G 0.1247 0.0374 0.02942 135 640: 29%|██▊ | 16/56 [02:02<00:41, 1.05s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.00109 0.175 0.00424 0.0011
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/109 2.65G 0.1014 0.03468 0.01729 116 640: 0%| | 0/56 [00:40<?, ?it/s] 1/109 2.65G 0.1014 0.03468 0.01729 116 640: 2%|▏ | 1/56 [00:40<37:01, 40.39s/it] 1/109 2.65G 0.1023 0.03189 0.01843 86 640: 2%|▏ | 1/56 [00:40<37:01, 40.39s/it] 1/109 2.65G 0.1023 0.03189 0.01843 86 640: 4%|▎ | 2/56 [00:40<15:03, 16.72s/it] 1/109 2.65G 0.1034 0.03463 0.01853 206 640: 4%|▎ | 2/56 [00:40<15:03, 16.72s/it] 1/109 2.65G 0.1034 0.03463 0.01853 206 640: 5%|▌ | 3/56 [00:40<08:04, 9.14s/it] 1/109 2.65G 0.1025 0.03791 0.01854 151 640: 5%|▌ | 3/56 [00:40<08:04, 9.14s/it] 1/109 2.65G 0.1025 0.03791 0.01854 151 640: 7%|▋ | 4/56 [00:40<04:50, 5.59s/it] 1/109 2.65G 0.1023 0.03788 0.01877 115 640: 7%|▋ | 4/56 [00:40<04:50, 5.59s/it] 1/109 2.65G 0.1023 0.03788 0.01877 115 640: 9%|▉ | 5/56 [00:40<03:04, 3.62s/it] 1/109 2.65G 0.1028 0.03839 0.01854 143 640: 9%|▉ | 5/56 [00:41<03:04, 3.62s/it] 1/109 2.65G 0.1028 0.03839 0.01854 143 640: 11%|█ | 6/56 [00:41<02:01, 2.44s/it] 1/109 2.65G 0.102 0.03835 0.01834 116 640: 11%|█ | 6/56 [00:41<02:01, 2.44s/it] 1/109 2.65G 0.102 0.03835 0.01834 116 640: 12%|█▎ | 7/56 [00:41<01:22, 1.68s/it] 1/109 2.65G 0.1015 0.03792 0.01839 103 640: 12%|█▎ | 7/56 [00:41<01:22, 1.68s/it] 1/109 2.65G 0.1015 0.03792 0.01839 103 640: 14%|█▍ | 8/56 [00:41<00:57, 1.19s/it] 1/109 2.65G 0.1013 0.03826 0.01824 136 640: 14%|█▍ | 8/56 [01:14<00:57, 1.19s/it] 1/109 2.65G 0.1013 0.03826 0.01824 136 640: 16%|█▌ | 9/56 [01:14<08:52, 11.34s/it] 1/109 2.65G 0.1014 0.03824 0.01802 176 640: 16%|█▌ | 9/56 [01:18<08:52, 11.34s/it] 1/109 2.65G 0.1014 0.03824 0.01802 176 640: 18%|█▊ | 10/56 [01:18<06:50, 8.92s/it] 1/109 2.65G 0.1013 0.03841 0.01795 152 640: 18%|█▊ | 10/56 [01:18<06:50, 8.92s/it] 1/109 2.65G 0.1013 0.03841 0.01795 152 640: 20%|█▉ | 11/56 [01:18<04:40, 6.23s/it] 1/109 2.65G 0.1016 0.03896 0.01786 166 640: 20%|█▉ | 11/56 [01:18<04:40, 6.23s/it] 1/109 2.65G 0.1016 0.03896 0.01786 166 640: 21%|██▏ | 12/56 [01:18<03:12, 4.38s/it] 1/109 2.65G 0.1018 0.03907 0.0177 156 640: 21%|██▏ | 12/56 [01:21<03:12, 4.38s/it] 1/109 2.65G 0.1018 0.03907 0.0177 156 640: 23%|██▎ | 13/56 [01:21<02:44, 3.82s/it] 1/109 2.65G 0.1014 0.03893 0.01749 117 640: 23%|██▎ | 13/56 [01:21<02:44, 3.82s/it] 1/109 2.65G 0.1014 0.03893 0.01749 117 640: 25%|██▌ | 14/56 [01:21<01:54, 2.72s/it] 1/109 2.65G 0.1013 0.03848 0.01744 132 640: 25%|██▌ | 14/56 [01:21<01:54, 2.72s/it] 1/109 2.65G 0.1013 0.03848 0.01744 132 640: 27%|██▋ | 15/56 [01:21<01:19, 1.93s/it] 1/109 2.65G 0.1009 0.03828 0.01739 109 640: 27%|██▋ | 15/56 [01:21<01:19, 1.93s/it] 1/109 2.65G 0.1009 0.03828 0.01739 109 640: 29%|██▊ | 16/56 [01:21<00:55, 1.40s/it] 1/109 2.65G 0.1007 0.03836 0.01739 123 640: 29%|██▊ | 16/56 [01:49<00:55, 1.40s/it
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 666, in <module>
main(opt)
File "/host/zjc/yolov5/train.py", line 561, in main
train(opt.hyp, opt, device, callbacks)
File "/host/zjc/yolov5/train.py", line 326, in train
for i, (imgs, targets, paths, _) in pbar: # batch -------------------------------------------------------------
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/tqdm/std.py", line 1195, in __iter__
for obj in iterable:
File "/host/zjc/yolov5/utils/dataloaders.py", line 158, in __iter__
yield next(self.iterator)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 435, in __next__
data = self._next_data()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1068, in _next_data
idx, data = self._get_data()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 1024, in _get_data
success, data = self._try_get_data()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/utils/data/dataloader.py", line 872, in _try_get_data
data = self._data_queue.get(timeout=timeout)
File "/opt/conda/envs/torch1.7/lib/python3.9/queue.py", line 180, in get
self.not_empty.wait(remaining)
File "/opt/conda/envs/torch1.7/lib/python3.9/threading.py", line 316, in wait
gotit = waiter.acquire(True, timeout)
KeyboardInterrupt
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11017MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp19/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp19
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:45<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:46<47:57, 106.57s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:47<47:57, 106.57s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:47<19:22, 44.72s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:48<19:22, 44.72s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:48<10:10, 24.44s/it] 0/99 3.82G 0.1263 0.03946 0.03026 336 640: 11%|█ | 3/28 [01:48<10:10, 24.44s/it] 0/99 3.82G 0.1263 0.03946 0.03026 336 640: 14%|█▍ | 4/28 [01:48<05:58, 14.92s/it] 0/99 3.82G 0.126 0.03939 0.03019 312 640: 14%|█▍ | 4/28 [01:48<05:58, 14.92s/it] 0/99 3.82G 0.126 0.03939 0.03019 312 640: 18%|█▊ | 5/28 [01:48<03:41, 9.61s/it] 0/99 3.82G 0.1262 0.03894 0.03004 338 640: 18%|█▊ | 5/28 [01:49<03:41, 9.61s/it] 0/99 3.82G 0.1262 0.03894 0.03004 338 640: 21%|██▏ | 6/28 [01:49<02:21, 6.41s/it] 0/99 3.82G 0.1258 0.03844 0.02992 240 640: 21%|██▏ | 6/28 [01:49<02:21, 6.41s/it] 0/99 3.82G 0.1258 0.03844 0.02992 240 640: 25%|██▌ | 7/28 [01:49<01:32, 4.38s/it] 0/99 3.82G 0.1255 0.03816 0.02979 269 640: 25%|██▌ | 7/28 [01:49<01:32, 4.38s/it] 0/99 3.82G 0.1255 0.03816 0.02979 269 640: 29%|██▊ | 8/28 [01:49<01:01, 3.05s/it] 0/99 3.82G 0.1253 0.03783 0.02967 264 640: 29%|██▊ | 8/28 [02:58<01:01, 3.05s/it] 0/99 3.82G 0.1253 0.03783 0.02967 264 640: 32%|███▏ | 9/28 [02:58<07:30, 23.70s/it] 0/99 3.82G 0.125 0.03756 0.02956 289 640: 32%|███▏ | 9/28 [03:02<07:30, 23.70s/it] 0/99 3.82G 0.125 0.03756 0.02956 289 640: 36%|███▌ | 10/28 [03:02<05:18, 17.67s/it] 0/99 3.82G 0.1246 0.03744 0.02942 305 640: 36%|███▌ | 10/28 [03:02<05:18, 17.67s/it] 0/99 3.82G 0.1246 0.03744 0.02942 305 640: 39%|███▉ | 11/28 [03:02<03:29, 12.33s/it] 0/99 3.82G 0.1243 0.03725 0.02926 310 640: 39%|███▉ | 11/28 [03:03<03:29, 12.33s/it] 0/99 3.82G 0.1243 0.03725 0.02926 310 640: 43%|████▎ | 12/28 [03:03<02:18, 8.64s/it] 0/99 3.82G 0.1237 0.03749 0.02911 295 640: 43%|████▎ | 12/28 [03:03<02:18, 8.64s/it] 0/99 3.82G 0.1237 0.03749 0.02911 295 640: 46%|████▋ | 13/28 [03:03<01:31, 6.08s/it] 0/99 3.82G 0.1232 0.03749 0.0289 307 640: 46%|████▋ | 13/28 [03:03<01:31, 6.08s/it] 0/99 3.82G 0.1232 0.03749 0.0289 307 640: 50%|█████ | 14/28 [03:03<01:00, 4.31s/it] 0/99 3.82G 0.1228 0.03728 0.02866 332 640: 50%|█████ | 14/28 [03:03<01:00, 4.31s/it] 0/99 3.82G 0.1228 0.03728 0.02866 332 640: 54%|█████▎ | 15/28 [03:03<00:39, 3.07s/it] 0/99 3.82G 0.1224 0.03707 0.02846 293 640: 54%|█████▎ | 15/28 [03:03<00:39, 3.07s/it] 0/99 3.82G 0.1224 0.03707 0.02846 293 640: 57%|█████▋ | 16/28 [03:03<00:26, 2.21s/it] 0/99 3.82G 0.1219
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.65it/s]
all 98 501 0.00118 0.172 0.00368 0.00102
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1056 0.0352 0.02019 223 640: 0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1056 0.0352 0.02019 223 640: 4%|▎ | 1/28 [00:00<00:05, 4.86it/s] 1/99 4.9G 0.1049 0.03591 0.01928 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.86it/s] 1/99 4.9G 0.1049 0.03591 0.01928 252 640: 7%|▋ | 2/28 [00:00<00:05, 4.91it/s] 1/99 4.9G 0.1046 0.0379 0.01912 278 640: 7%|▋ | 2/28 [00:00<00:05, 4.91it/s] 1/99 4.9G 0.1046 0.0379 0.01912 278 640: 11%|█ | 3/28 [00:00<00:05, 4.92it/s] 1/99 4.9G 0.1044 0.03591 0.01913 204 640: 11%|█ | 3/28 [00:00<00:05, 4.92it/s] 1/99 4.9G 0.1044 0.03591 0.01913 204 640: 14%|█▍ | 4/28 [00:00<00:04, 4.93it/s] 1/99 4.9G 0.104 0.0363 0.01893 255 640: 14%|█▍ | 4/28 [01:03<00:04, 4.93it/s] 1/99 4.9G 0.104 0.0363 0.01893 255 640: 18%|█▊ | 5/28 [01:03<08:41, 22.66s/it] 1/99 4.9G 0.1041 0.03651 0.01861 305 640: 18%|█▊ | 5/28 [01:12<08:41, 22.66s/it] 1/99 4.9G 0.1041 0.03651 0.01861 305 640: 21%|██▏ | 6/28 [01:12<06:38, 18.12s/it] 1/99 4.9G 0.1037 0.03682 0.01855 276 640: 21%|██▏ | 6/28 [01:12<06:38, 18.12s/it] 1/99 4.9G 0.1037 0.03682 0.01855 276 640: 25%|██▌ | 7/28 [01:12<04:17, 12.26s/it] 1/99 4.9G 0.1032 0.03768 0.01836 308 640: 25%|██▌ | 7/28 [01:12<04:17, 12.26s/it] 1/99 4.9G 0.1032 0.03768 0.01836 308 640: 29%|██▊ | 8/28 [01:12<02:48, 8.42s/it] 1/99 4.9G 0.1028 0.03837 0.01809 301 640: 29%|██▊ | 8/28 [01:13<02:48, 8.42s/it] 1/99 4.9G 0.1028 0.03837 0.01809 301 640: 32%|███▏ | 9/28 [01:13<01:51, 5.85s/it] 1/99 4.9G 0.1021 0.03883 0.01778 247 640: 32%|███▏ | 9/28 [01:13<01:51, 5.85s/it] 1/99 4.9G 0.1021 0.03883 0.01778 247 640: 36%|███▌ | 10/28 [01:13<01:13, 4.11s/it] 1/99 4.9G 0.1021 0.03866 0.0176 270 640: 36%|███▌ | 10/28 [01:13<01:13, 4.11s/it] 1/99 4.9G 0.1021 0.03866 0.0176 270 640: 39%|███▉ | 11/28 [01:13<00:49, 2.91s/it] 1/99 4.9G 0.1018 0.03892 0.01756 265 640: 39%|███▉ | 11/28 [01:13<00:49, 2.91s/it] 1/99 4.9G 0.1018 0.03892 0.01756 265 640: 43%|████▎ | 12/28 [01:13<00:33, 2.09s/it] 1/99 4.9G 0.1013 0.03921 0.01738 253 640: 43%|████▎ | 12/28 [02:11<00:33, 2.09s/it] 1/99 4.9G 0.1013 0.03921 0.01738 253 640: 46%|████▋ | 13/28 [02:11<04:45, 19.03s/it] 1/99 4.9G 0.1008 0.03947 0.01723 258 640: 46%|████▋ | 13/28 [02:21<04:45, 19.03s/it] 1/99 4.9G 0.1008 0.03947 0.01723 258 640: 50%|█████ | 14/28 [02:21<03:47, 16.28s/it] 1/99 4.9G 0.1004 0.03931 0.01709 234 640: 50%|█████ | 14/28 [02:21<03:47, 16.28s/it] 1/99 4.9G 0.1004 0.03931 0.01709 234 640: 54%|█████▎ | 15/28 [02:21<02:28, 11.43s/it] 1/99 4.9G 0.09994 0.0395 0.017 236 640: 54%|█████▎ | 15/28 [02:22<02:28, 11.43s/it] 1/99 4.9G 0.09994 0.0395 0.017 236 640: 57%|█████▋ | 16/28 [02:22<01:36, 8.05s/it] 1/99 4.9G 0.09961 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s]
all 98 501 0.532 0.0395 0.025 0.00657
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/99 4.9G 0.09622 0.03935 0.01393 257 640: 0%| | 0/28 [01:09<?, ?it/s] 2/99 4.9G 0.09622 0.03935 0.01393 257 640: 4%|▎ | 1/28 [01:09<31:24, 69.80s/it] 2/99 4.9G 0.09625 0.03907 0.01236 255 640: 4%|▎ | 1/28 [01:12<31:24, 69.80s/it] 2/99 4.9G 0.09625 0.03907 0.01236 255 640: 7%|▋ | 2/28 [01:12<13:07, 30.30s/it] 2/99 4.9G 0.09395 0.03993 0.01313 267 640: 7%|▋ | 2/28 [01:12<13:07, 30.30s/it] 2/99 4.9G 0.09395 0.03993 0.01313 267 640: 11%|█ | 3/28 [01:12<06:53, 16.54s/it] 2/99 4.9G 0.09244 0.04017 0.01298 260 640: 11%|█ | 3/28 [01:12<06:53, 16.54s/it] 2/99 4.9G 0.09244 0.04017 0.01298 260 640: 14%|█▍ | 4/28 [01:12<04:02, 10.09s/it] 2/99 4.9G 0.0915 0.04117 0.01278 278 640: 14%|█▍ | 4/28 [01:12<04:02, 10.09s/it] 2/99 4.9G 0.0915 0.04117 0.01278 278 640: 18%|█▊ | 5/28 [01:12<02:29, 6.52s/it] 2/99 4.9G 0.09125 0.04211 0.01255 294 640: 18%|█▊ | 5/28 [01:13<02:29, 6.52s/it] 2/99 4.9G 0.09125 0.04211 0.01255 294 640: 21%|██▏ | 6/28 [01:13<01:36, 4.37s/it] 2/99 4.9G 0.09128 0.04237 0.01256 300 640: 21%|██▏ | 6/28 [01:13<01:36, 4.37s/it] 2/99 4.9G 0.09128 0.04237 0.01256 300 640: 25%|██▌ | 7/28 [01:13<01:02, 3.00s/it] 2/99 4.9G 0.09106 0.04254 0.01251 277 640: 25%|██▌ | 7/28 [01:13<01:02, 3.00s/it] 2/99 4.9G 0.09106 0.04254 0.01251 277 640: 29%|██▊ | 8/28 [01:13<00:42, 2.11s/it]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=110, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp20/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp20
Starting training for 110 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/109 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:38<?, ?it/s] 0/109 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:40<45:04, 100.17s/it] 0/109 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:40<45:04, 100.17s/it] 0/109 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:40<18:03, 41.66s/it] 0/109 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:41<18:03, 41.66s/it] 0/109 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:41<09:35, 23.01s/it] 0/109 3.82G 0.1263 0.03946 0.03026 336 640: 11%|█ | 3/28 [01:41<09:35, 23.01s/it] 0/109 3.82G 0.1263 0.03946 0.03026 336 640: 14%|█▍ | 4/28 [01:41<05:37, 14.05s/it] 0/109 3.82G 0.126 0.03939 0.03019 312 640: 14%|█▍ | 4/28 [01:45<05:37, 14.05s/it] 0/109 3.82G 0.126 0.03939 0.03019 312 640: 18%|█▊ | 5/28 [01:45<03:54, 10.22s/it] 0/109 3.82G 0.1262 0.03894 0.03003 338 640: 18%|█▊ | 5/28 [01:45<03:54, 10.22s/it] 0/109 3.82G 0.1262 0.03894 0.03003 338 640: 21%|██▏ | 6/28 [01:45<02:29, 6.81s/it] 0/109 3.82G 0.1258 0.03845 0.02992 240 640: 21%|██▏ | 6/28 [01:47<02:29, 6.81s/it] 0/109 3.82G 0.1258 0.03845 0.02992 240 640: 25%|██▌ | 7/28 [01:47<01:52, 5.35s/it] 0/109 3.82G 0.1255 0.03816 0.02979 269 640: 25%|██▌ | 7/28 [01:48<01:52, 5.35s/it] 0/109 3.82G 0.1255 0.03816 0.02979 269 640: 29%|██▊ | 8/28 [01:48<01:14, 3.71s/it] 0/109 3.82G 0.1253 0.03783 0.02967 264 640: 29%|██▊ | 8/28 [02:50<01:14, 3.71s/it] 0/109 3.82G 0.1253 0.03783 0.02967 264 640: 32%|███▏ | 9/28 [02:50<07:00, 22.16s/it] 0/109 3.82G 0.125 0.03756 0.02956 289 640: 32%|███▏ | 9/28 [02:56<07:00, 22.16s/it] 0/109 3.82G 0.125 0.03756 0.02956 289 640: 36%|███▌ | 10/28 [02:56<05:07, 17.09s/it] 0/109 3.82G 0.1246 0.03744 0.02942 305 640: 36%|███▌ | 10/28 [02:58<05:07, 17.09s/it] 0/109 3.82G 0.1246 0.03744 0.02942 305 640: 39%|███▉ | 11/28 [02:58<03:29, 12.35s/it] 0/109 3.82G 0.1243 0.03725 0.02926 310 640: 39%|███▉ | 11/28 [02:58<03:29, 12.35s/it] 0/109 3.82G 0.1243 0.03725 0.02926 310 640: 43%|████▎ | 12/28 [02:58<02:18, 8.65s/it] 0/109 3.82G 0.1237 0.03749 0.02911 295 640: 43%|████▎ | 12/28 [02:58<02:18, 8.65s/it] 0/109 3.82G 0.1237 0.03749 0.02911 295 640: 46%|████▋ | 13/28 [02:58<01:32, 6.18s/it] 0/109 3.82G 0.1232 0.03749 0.0289 307 640: 46%|████▋ | 13/28 [02:59<01:32, 6.18s/it] 0/109 3.82G 0.1232 0.03749 0.0289 307 640: 50%|█████ | 14/28 [02:59<01:01, 4.37s/it] 0/109 3.82G 0.1228 0.03728 0.02867 332 640: 50%|█████ | 14/28 [02:59<01:01, 4.37s/it] 0/109 3.82G 0.1228 0.03728 0.02867 332 640: 54%|█████▎ | 15/28 [02:59<00:42, 3.30s/it] 0/109 3.82G 0.1224 0.03707 0.02846 293 640: 54%|█████▎ | 15/28 [03:00<00:42, 3.30s/it] 0/109 3.82G 0.1224 0.03707 0.02846 293 640: 57%|█████▋ | 16/28 [03:00<00:28, 2.37s/it] 0/109 3.82G 0.1219
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.50it/s]
all 98 501 0.00119 0.175 0.00449 0.00133
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/109 4.9G 0.1057 0.03522 0.02021 223 640: 0%| | 0/28 [00:00<?, ?it/s] 1/109 4.9G 0.1057 0.03522 0.02021 223 640: 4%|▎ | 1/28 [00:00<00:05, 4.87it/s] 1/109 4.9G 0.1048 0.03604 0.0193 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.87it/s] 1/109 4.9G 0.1048 0.03604 0.0193 252 640: 7%|▋ | 2/28 [00:00<00:05, 4.93it/s] 1/109 4.9G 0.1045 0.03801 0.01913 278 640: 7%|▋ | 2/28 [00:00<00:05, 4.93it/s] 1/109 4.9G 0.1045 0.03801 0.01913 278 640: 11%|█ | 3/28 [00:00<00:08, 2.84it/s] 1/109 4.9G 0.1042 0.03592 0.0192 204 640: 11%|█ | 3/28 [00:01<00:08, 2.84it/s] 1/109 4.9G 0.1042 0.03592 0.0192 204 640: 14%|█▍ | 4/28 [00:01<00:07, 3.40it/s] 1/109 4.9G 0.1037 0.03629 0.01898 255 640: 14%|█▍ | 4/28 [01:22<00:07, 3.40it/s] 1/109 4.9G 0.1037 0.03629 0.01898 255 640: 18%|█▊ | 5/28 [01:22<11:16, 29.40s/it] 1/109 4.9G 0.1036 0.03657 0.01863 305 640: 18%|█▊ | 5/28 [01:22<11:16, 29.40s/it] 1/109 4.9G 0.1036 0.03657 0.01863 305 640: 21%|██▏ | 6/28 [01:22<07:08, 19.47s/it] 1/109 4.9G 0.1031 0.03689 0.01857 276 640: 21%|██▏ | 6/28 [01:22<07:08, 19.47s/it] 1/109 4.9G 0.1031 0.03689 0.01857 276 640: 25%|██▌ | 7/28 [01:22<04:36, 13.17s/it] 1/109 4.9G 0.1028 0.03771 0.01835 308 640: 25%|██▌ | 7/28 [01:22<04:36, 13.17s/it] 1/109 4.9G 0.1028 0.03771 0.01835 308 640: 29%|██▊ | 8/28 [01:22<03:00, 9.04s/it] 1/109 4.9G 0.1024 0.03837 0.01808 301 640: 29%|██▊ | 8/28 [01:22<03:00, 9.04s/it] 1/109 4.9G 0.1024 0.03837 0.01808 301 640: 32%|███▏ | 9/28 [01:22<01:59, 6.28s/it] 1/109 4.9G 0.1018 0.03877 0.01778 247 640: 32%|███▏ | 9/28 [01:23<01:59, 6.28s/it] 1/109 4.9G 0.1018 0.03877 0.01778 247 640: 36%|███▌ | 10/28 [01:23<01:19, 4.40s/it] 1/109 4.9G 0.1018 0.03859 0.0176 270 640: 36%|███▌ | 10/28 [01:23<01:19, 4.40s/it] 1/109 4.9G 0.1018 0.03859 0.0176 270 640: 39%|███▉ | 11/28 [01:23<00:52, 3.12s/it] 1/109 4.9G 0.1015 0.03884 0.01754 265 640: 39%|███▉ | 11/28 [01:23<00:52, 3.12s/it] 1/109 4.9G 0.1015 0.03884 0.01754 265 640: 43%|████▎ | 12/28 [01:23<00:35, 2.23s/it] 1/109 4.9G 0.1011 0.03914 0.01735 253 640: 43%|████▎ | 12/28 [02:29<00:35, 2.23s/it] 1/109 4.9G 0.1011 0.03914 0.01735 253 640: 46%|████▋ | 13/28 [02:29<05:22, 21.53s/it] 1/109 4.9G 0.1006 0.03937 0.01718 258 640: 46%|████▋ | 13/28 [02:29<05:22, 21.53s/it] 1/109 4.9G 0.1006 0.03937 0.01718 258 640: 50%|█████ | 14/28 [02:29<03:31, 15.09s/it] 1/109 4.9G 0.1003 0.03917 0.01703 234 640: 50%|█████ | 14/28 [02:29<03:31, 15.09s/it] 1/109 4.9G 0.1003 0.03917 0.01703 234 640: 54%|█████▎ | 15/28 [02:29<02:17, 10.60s/it] 1/109 4.9G 0.09983 0.03938 0.01693 236 640: 54%|█████▎ | 15/28 [02:30<02:17, 10.60s/it] 1/109 4.9G 0.09983 0.03938 0.01693 236 640: 57%|█████▋ | 16/28 [02:30<01:29, 7.47s/it] 1/109 4.9G 0.09949 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.18it/s]
all 98 501 0.524 0.0508 0.0248 0.00622
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/109 4.9G 0.1039 0.03738 0.01415 257 640: 0%| | 0/28 [01:20<?, ?it/s] 2/109 4.9G 0.1039 0.03738 0.01415 257 640: 4%|▎ | 1/28 [01:20<36:20, 80.77s/it] 2/109 4.9G 0.104 0.03697 0.01225 255 640: 4%|▎ | 1/28 [01:20<36:20, 80.77s/it] 2/109 4.9G 0.104 0.03697 0.01225 255 640: 7%|▋ | 2/28 [01:20<14:27, 33.38s/it] 2/109 4.9G 0.1016 0.03811 0.01288 267 640: 7%|▋ | 2/28 [01:21<14:27, 33.38s/it] 2/109 4.9G 0.1016 0.03811 0.01288 267 640: 11%|█ | 3/28 [01:21<07:35, 18.22s/it] 2/109 4.9G 0.1002 0.03845 0.01268 260 640: 11%|█ | 3/28 [01:21<07:35, 18.22s/it] 2/109 4.9G 0.1002 0.03845 0.01268 260 640: 14%|█▍ | 4/28 [01:21<04:26, 11.11s/it] 2/109 4.9G 0.09898 0.0394 0.01246 278 640: 14%|█▍ | 4/28 [01:21<04:26, 11.11s/it] 2/109 4.9G 0.09898 0.0394 0.01246 278 640: 18%|█▊ | 5/28 [01:21<02:44, 7.16s/it] 2/109 4.9G 0.09854 0.04022 0.01221 294 640: 18%|█▊ | 5/28 [01:21<02:44, 7.16s/it] 2/109 4.9G 0.09854 0.04022 0.01221 294 640: 21%|██▏ | 6/28 [01:21<01:45, 4.80s/it] 2/109 4.9G 0.0978 0.04073 0.01223 300 640: 21%|██▏ | 6/28 [01:21<01:45, 4.80s/it] 2/109 4.9G 0.0978 0.04073 0.01223 300 640: 25%|██▌ | 7/28 [01:21<01:08, 3.29s/it] 2/109 4.9G 0.09709 0.041 0.01221 277 640: 25%|██▌ | 7/28 [01:22<01:08, 3.29s/it] 2/109 4.9G 0.09709 0.041 0.01221 277 640: 29%|██▊ | 8/28 [01:22<00:46, 2.30s/it]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=110, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp21/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp21
Starting training for 110 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/109 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:46<?, ?it/s] 0/109 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:48<48:39, 108.11s/it] 0/109 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:48<48:39, 108.11s/it] 0/109 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:48<19:22, 44.70s/it] 0/109 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:48<19:22, 44.70s/it] 0/109 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:48<10:10, 24.42s/it] 0/109 3.82G 0.1263 0.03946 0.03026 336 640: 11%|█ | 3/28 [01:48<10:10, 24.42s/it] 0/109 3.82G 0.1263 0.03946 0.03026 336 640: 14%|█▍ | 4/28 [01:48<05:57, 14.89s/it] 0/109 3.82G 0.126 0.03939 0.03019 312 640: 14%|█▍ | 4/28 [01:49<05:57, 14.89s/it] 0/109 3.82G 0.126 0.03939 0.03019 312 640: 18%|█▊ | 5/28 [01:49<03:40, 9.59s/it] 0/109 3.82G 0.1262 0.03894 0.03004 338 640: 18%|█▊ | 5/28 [01:49<03:40, 9.59s/it] 0/109 3.82G 0.1262 0.03894 0.03004 338 640: 21%|██▏ | 6/28 [01:49<02:20, 6.40s/it] 0/109 3.82G 0.1258 0.03845 0.02992 240 640: 21%|██▏ | 6/28 [01:49<02:20, 6.40s/it] 0/109 3.82G 0.1258 0.03845 0.02992 240 640: 25%|██▌ | 7/28 [01:49<01:31, 4.37s/it] 0/109 3.82G 0.1255 0.03816 0.02979 269 640: 25%|██▌ | 7/28 [01:49<01:31, 4.37s/it] 0/109 3.82G 0.1255 0.03816 0.02979 269 640: 29%|██▊ | 8/28 [01:49<01:00, 3.05s/it] 0/109 3.82G 0.1253 0.03783 0.02967 264 640: 29%|██▊ | 8/28 [02:59<01:00, 3.05s/it] 0/109 3.82G 0.1253 0.03783 0.02967 264 640: 32%|███▏ | 9/28 [02:59<07:31, 23.79s/it] 0/109 3.82G 0.125 0.03756 0.02956 289 640: 32%|███▏ | 9/28 [02:59<07:31, 23.79s/it] 0/109 3.82G 0.125 0.03756 0.02956 289 640: 36%|███▌ | 10/28 [02:59<04:57, 16.51s/it] 0/109 3.82G 0.1246 0.03744 0.02942 305 640: 36%|███▌ | 10/28 [02:59<04:57, 16.51s/it] 0/109 3.82G 0.1246 0.03744 0.02942 305 640: 39%|███▉ | 11/28 [02:59<03:15, 11.52s/it] 0/109 3.82G 0.1243 0.03725 0.02926 310 640: 39%|███▉ | 11/28 [02:59<03:15, 11.52s/it] 0/109 3.82G 0.1243 0.03725 0.02926 310 640: 43%|████▎ | 12/28 [02:59<02:09, 8.07s/it] 0/109 3.82G 0.1237 0.03749 0.02911 295 640: 43%|████▎ | 12/28 [03:00<02:09, 8.07s/it] 0/109 3.82G 0.1237 0.03749 0.02911 295 640: 46%|████▋ | 13/28 [03:00<01:25, 5.69s/it] 0/109 3.82G 0.1232 0.03749 0.0289 307 640: 46%|████▋ | 13/28 [03:00<01:25, 5.69s/it] 0/109 3.82G 0.1232 0.03749 0.0289 307 640: 50%|█████ | 14/28 [03:00<00:56, 4.03s/it] 0/109 3.82G 0.1228 0.03728 0.02866 332 640: 50%|█████ | 14/28 [03:00<00:56, 4.03s/it] 0/109 3.82G 0.1228 0.03728 0.02866 332 640: 54%|█████▎ | 15/28 [03:00<00:37, 2.88s/it] 0/109 3.82G 0.1224 0.03708 0.02845 293 640: 54%|█████▎ | 15/28 [03:00<00:37, 2.88s/it] 0/109 3.82G 0.1224 0.03708 0.02845 293 640: 57%|█████▋ | 16/28 [03:00<00:24, 2.08s/it] 0/109 3.82G 0.1219
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.56it/s]
all 98 501 0.00117 0.172 0.0044 0.00121
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/109 4.9G 0.1057 0.03511 0.02011 223 640: 0%| | 0/28 [00:00<?, ?it/s] 1/109 4.9G 0.1057 0.03511 0.02011 223 640: 4%|▎ | 1/28 [00:00<00:05, 4.87it/s] 1/109 4.9G 0.105 0.03585 0.01923 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.87it/s] 1/109 4.9G 0.105 0.03585 0.01923 252 640: 7%|▋ | 2/28 [00:00<00:05, 4.92it/s] 1/109 4.9G 0.1046 0.03785 0.0191 278 640: 7%|▋ | 2/28 [00:00<00:05, 4.92it/s] 1/109 4.9G 0.1046 0.03785 0.0191 278 640: 11%|█ | 3/28 [00:00<00:05, 4.93it/s] 1/109 4.9G 0.1045 0.03584 0.01909 204 640: 11%|█ | 3/28 [00:00<00:05, 4.93it/s] 1/109 4.9G 0.1045 0.03584 0.01909 204 640: 14%|█▍ | 4/28 [00:00<00:04, 4.94it/s] 1/109 4.9G 0.104 0.03629 0.01891 255 640: 14%|█▍ | 4/28 [01:25<00:04, 4.94it/s] 1/109 4.9G 0.104 0.03629 0.01891 255 640: 18%|█▊ | 5/28 [01:25<11:49, 30.83s/it] 1/109 4.9G 0.1038 0.0366 0.01859 305 640: 18%|█▊ | 5/28 [01:26<11:49, 30.83s/it] 1/109 4.9G 0.1038 0.0366 0.01859 305 640: 21%|██▏ | 6/28 [01:26<07:29, 20.42s/it] 1/109 4.9G 0.1034 0.03687 0.01857 276 640: 21%|██▏ | 6/28 [01:26<07:29, 20.42s/it] 1/109 4.9G 0.1034 0.03687 0.01857 276 640: 25%|██▌ | 7/28 [01:26<04:50, 13.81s/it] 1/109 4.9G 0.103 0.03765 0.01838 308 640: 25%|██▌ | 7/28 [01:26<04:50, 13.81s/it] 1/109 4.9G 0.103 0.03765 0.01838 308 640: 29%|██▊ | 8/28 [01:26<03:09, 9.48s/it] 1/109 4.9G 0.1025 0.03835 0.01808 301 640: 29%|██▊ | 8/28 [01:26<03:09, 9.48s/it] 1/109 4.9G 0.1025 0.03835 0.01808 301 640: 32%|███▏ | 9/28 [01:26<02:04, 6.58s/it] 1/109 4.9G 0.1018 0.03881 0.01776 247 640: 32%|███▏ | 9/28 [01:26<02:04, 6.58s/it] 1/109 4.9G 0.1018 0.03881 0.01776 247 640: 36%|███▌ | 10/28 [01:26<01:22, 4.61s/it] 1/109 4.9G 0.1019 0.03861 0.01759 270 640: 36%|███▌ | 10/28 [01:27<01:22, 4.61s/it] 1/109 4.9G 0.1019 0.03861 0.01759 270 640: 39%|███▉ | 11/28 [01:27<00:55, 3.26s/it] 1/109 4.9G 0.1016 0.03887 0.01754 265 640: 39%|███▉ | 11/28 [01:27<00:55, 3.26s/it] 1/109 4.9G 0.1016 0.03887 0.01754 265 640: 43%|████▎ | 12/28 [01:27<00:37, 2.33s/it] 1/109 4.9G 0.1012 0.03914 0.01734 253 640: 43%|████▎ | 12/28 [02:33<00:37, 2.33s/it] 1/109 4.9G 0.1012 0.03914 0.01734 253 640: 46%|████▋ | 13/28 [02:33<05:23, 21.60s/it] 1/109 4.9G 0.1007 0.03937 0.01717 258 640: 46%|████▋ | 13/28 [02:33<05:23, 21.60s/it] 1/109 4.9G 0.1007 0.03937 0.01717 258 640: 50%|█████ | 14/28 [02:33<03:31, 15.13s/it] 1/109 4.9G 0.1003 0.03921 0.01703 234 640: 50%|█████ | 14/28 [02:33<03:31, 15.13s/it] 1/109 4.9G 0.1003 0.03921 0.01703 234 640: 54%|█████▎ | 15/28 [02:33<02:18, 10.64s/it] 1/109 4.9G 0.09989 0.03939 0.01695 236 640: 54%|█████▎ | 15/28 [02:33<02:18, 10.64s/it] 1/109 4.9G 0.09989 0.03939 0.01695 236 640: 57%|█████▋ | 16/28 [02:33<01:29, 7.49s/it] 1/109 4.9G 0.09962 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.34it/s]
all 98 501 0.542 0.0678 0.0301 0.00791
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/109 4.9G 0.1 0.03823 0.01409 257 640: 0%| | 0/28 [01:05<?, ?it/s] 2/109 4.9G 0.1 0.03823 0.01409 257 640: 4%|▎ | 1/28 [01:05<29:28, 65.50s/it] 2/109 4.9G 0.1007 0.03776 0.01237 255 640: 4%|▎ | 1/28 [01:05<29:28, 65.50s/it] 2/109 4.9G 0.1007 0.03776 0.01237 255 640: 7%|▋ | 2/28 [01:05<11:44, 27.09s/it] 2/109 4.9G 0.09906 0.03855 0.01322 267 640: 7%|▋ | 2/28 [01:05<11:44, 27.09s/it] 2/109 4.9G 0.09906 0.03855 0.01322 267 640: 11%|█ | 3/28 [01:05<06:09, 14.80s/it] 2/109 4.9G 0.09796 0.03882 0.013 260 640: 11%|█ | 3/28 [01:06<06:09, 14.80s/it] 2/109 4.9G 0.09796 0.03882 0.013 260 640: 14%|█▍ | 4/28 [01:06<03:36, 9.04s/it] 2/109 4.9G 0.09766 0.03961 0.01283 278 640: 14%|█▍ | 4/28 [01:06<03:36, 9.04s/it] 2/109 4.9G 0.09766 0.03961 0.01283 278 640: 18%|█▊ | 5/28 [01:06<02:14, 5.84s/it] 2/109 4.9G 0.09736 0.04051 0.01263 294 640: 18%|█▊ | 5/28 [01:06<02:14, 5.84s/it] 2/109 4.9G 0.09736 0.04051 0.01263 294 640: 21%|██▏ | 6/28 [01:06<01:26, 3.92s/it] 2/109 4.9G 0.09663 0.04106 0.01269 300 640: 21%|██▏ | 6/28 [01:06<01:26, 3.92s/it] 2/109 4.9G 0.09663 0.04106 0.01269 300 640: 25%|██▌ | 7/28 [01:06<00:56, 2.70s/it] 2/109 4.9G 0.09597 0.04131 0.01261 277 640: 25%|██▌ | 7/28 [01:06<00:56, 2.70s/it] 2/109 4.9G 0.09597 0.04131 0.01261 277 640: 29%|██▊ | 8/28 [01:06<00:38, 1.90s/it]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=110, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train' images and labels...: 0%| | 0/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train' images and labels...661 found, 0 missing, 0 empty, 0 corrupt: 74%|███████▍ | 661/890 [00:00<00:00, 6598.08it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train' images and labels...890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<00:00, 6743.56it/s]
train: New cache created: /host/zjc/yolov5/VOCdevkit/labels/train.cache
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val' images and labels...: 0%| | 0/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val' images and labels...98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<00:00, 4113.79it/s]
val: New cache created: /host/zjc/yolov5/VOCdevkit/labels/val.cache
Plotting labels to runs/train/exp25/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp25
Starting training for 110 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/109 1.89G 0.1243 0.04071 0.03015 122 640: 0%| | 0/56 [00:52<?, ?it/s] 0/109 1.89G 0.1243 0.04071 0.03015 122 640: 2%|▏ | 1/56 [00:54<49:40, 54.19s/it] 0/109 1.96G 0.1257 0.03989 0.03029 138 640: 2%|▏ | 1/56 [00:54<49:40, 54.19s/it] 0/109 1.96G 0.1257 0.03989 0.03029 138 640: 4%|▎ | 2/56 [00:54<20:13, 22.48s/it] 0/109 2.11G 0.1258 0.04001 0.03013 164 640: 4%|▎ | 2/56 [00:54<20:13, 22.48s/it] 0/109 2.11G 0.1258 0.04001 0.03013 164 640: 5%|▌ | 3/56 [00:54<10:53, 12.34s/it] 0/109 2.11G 0.1267 0.03967 0.03041 201 640: 5%|▌ | 3/56 [00:55<10:53, 12.34s/it] 0/109 2.11G 0.1267 0.03967 0.03041 201 640: 7%|▋ | 4/56 [00:55<06:33, 7.57s/it] 0/109 2.11G 0.1264 0.03946 0.03032 161 640: 7%|▋ | 4/56 [00:55<06:33, 7.57s/it] 0/109 2.11G 0.1264 0.03946 0.03032 161 640: 9%|▉ | 5/56 [00:55<04:10, 4.91s/it] 0/109 2.11G 0.1268 0.03903 0.03031 170 640: 9%|▉ | 5/56 [00:55<04:10, 4.91s/it] 0/109 2.11G 0.1268 0.03903 0.03031 170 640: 11%|█ | 6/56 [00:55<02:44, 3.29s/it] 0/109 2.11G 0.1268 0.03887 0.03028 142 640: 11%|█ | 6/56 [00:55<02:44, 3.29s/it] 0/109 2.11G 0.1268 0.03887 0.03028 142 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/109 2.11G 0.1264 0.03898 0.03026 143 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/109 2.11G 0.1264 0.03898 0.03026 143 640: 14%|█▍ | 8/56 [00:55<01:16, 1.59s/it] 0/109 2.11G 0.1263 0.03863 0.0302 119 640: 14%|█▍ | 8/56 [01:25<01:16, 1.59s/it] 0/109 2.11G 0.1263 0.03863 0.0302 119 640: 16%|█▌ | 9/56 [01:25<08:11, 10.46s/it] 0/109 2.11G 0.1261 0.03845 0.03008 125 640: 16%|█▌ | 9/56 [01:25<08:11, 10.46s/it] 0/109 2.11G 0.1261 0.03845 0.03008 125 640: 18%|█▊ | 10/56 [01:25<05:34, 7.27s/it] 0/109 2.11G 0.1259 0.03848 0.02998 158 640: 18%|█▊ | 10/56 [01:26<05:34, 7.27s/it] 0/109 2.11G 0.1259 0.03848 0.02998 158 640: 20%|█▉ | 11/56 [01:26<03:58, 5.31s/it] 0/109 2.11G 0.1256 0.03827 0.0299 121 640: 20%|█▉ | 11/56 [01:26<03:58, 5.31s/it] 0/109 2.11G 0.1256 0.03827 0.0299 121 640: 21%|██▏ | 12/56 [01:26<02:44, 3.74s/it] 0/109 2.11G 0.1254 0.03838 0.02979 165 640: 21%|██▏ | 12/56 [01:28<02:44, 3.74s/it] 0/109 2.11G 0.1254 0.03838 0.02979 165 640: 23%|██▎ | 13/56 [01:28<02:10, 3.03s/it] 0/109 2.11G 0.1253 0.0381 0.02968 144 640: 23%|██▎ | 13/56 [01:28<02:10, 3.03s/it] 0/109 2.11G 0.1253 0.0381 0.02968 144 640: 25%|██▌ | 14/56 [01:28<01:30, 2.16s/it] 0/109 2.11G 0.125 0.03796 0.02958 112 640: 25%|██▌ | 14/56 [01:28<01:30, 2.16s/it] 0/109 2.11G 0.125 0.03796 0.02958 112 640: 27%|██▋ | 15/56 [01:28<01:03, 1.55s/it] 0/109 2.11G 0.125 0.03769 0.02953 137 640: 27%|██▋ | 15/56 [01:28<01:03, 1.55s/it] 0/109 2.11G 0.125 0.03769 0.02953 137 640: 29%|██▊ | 16/56 [01:28<00:45, 1.13s/it] 0/109 2.11G 0.1247 0.03741 0.02942 135 640: 29%|██▊ | 16/56 [01:59<00:45, 1.13s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.00121 0.189 0.00612 0.00171
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/109 2.65G 0.101 0.03541 0.01753 116 640: 0%| | 0/56 [00:43<?, ?it/s] 1/109 2.65G 0.101 0.03541 0.01753 116 640: 2%|▏ | 1/56 [00:43<39:25, 43.01s/it] 1/109 2.65G 0.102 0.03238 0.01841 86 640: 2%|▏ | 1/56 [00:43<39:25, 43.01s/it] 1/109 2.65G 0.102 0.03238 0.01841 86 640: 4%|▎ | 2/56 [00:43<16:01, 17.80s/it] 1/109 2.65G 0.1028 0.03515 0.01857 206 640: 4%|▎ | 2/56 [00:43<16:01, 17.80s/it] 1/109 2.65G 0.1028 0.03515 0.01857 206 640: 5%|▌ | 3/56 [00:43<08:35, 9.73s/it] 1/109 2.65G 0.1019 0.0385 0.01864 151 640: 5%|▌ | 3/56 [00:43<08:35, 9.73s/it] 1/109 2.65G 0.1019 0.0385 0.01864 151 640: 7%|▋ | 4/56 [00:43<05:09, 5.94s/it] 1/109 2.65G 0.1018 0.03848 0.01877 115 640: 7%|▋ | 4/56 [00:43<05:09, 5.94s/it] 1/109 2.65G 0.1018 0.03848 0.01877 115 640: 9%|▉ | 5/56 [00:43<03:15, 3.84s/it] 1/109 2.65G 0.1024 0.0388 0.01861 143 640: 9%|▉ | 5/56 [00:43<03:15, 3.84s/it] 1/109 2.65G 0.1024 0.0388 0.01861 143 640: 11%|█ | 6/56 [00:43<02:09, 2.59s/it] 1/109 2.65G 0.1017 0.03875 0.01838 116 640: 11%|█ | 6/56 [00:43<02:09, 2.59s/it] 1/109 2.65G 0.1017 0.03875 0.01838 116 640: 12%|█▎ | 7/56 [00:43<01:27, 1.78s/it] 1/109 2.65G 0.1014 0.03825 0.01839 103 640: 12%|█▎ | 7/56 [00:43<01:27, 1.78s/it] 1/109 2.65G 0.1014 0.03825 0.01839 103 640: 14%|█▍ | 8/56 [00:43<01:00, 1.26s/it] 1/109 2.65G 0.1012 0.03862 0.01826 136 640: 14%|█▍ | 8/56 [01:16<01:00, 1.26s/it] 1/109 2.65G 0.1012 0.03862 0.01826 136 640: 16%|█▌ | 9/56 [01:16<08:43, 11.15s/it] 1/109 2.65G 0.1012 0.03857 0.01805 176 640: 16%|█▌ | 9/56 [01:16<08:43, 11.15s/it] 1/109 2.65G 0.1012 0.03857 0.01805 176 640: 18%|█▊ | 10/56 [01:16<05:56, 7.75s/it] 1/109 2.65G 0.1012 0.03865 0.01801 152 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 1/109 2.65G 0.1012 0.03865 0.01801 152 640: 20%|█▉ | 11/56 [01:17<04:03, 5.42s/it] 1/109 2.65G 0.1014 0.03925 0.01796 166 640: 20%|█▉ | 11/56 [01:17<04:03, 5.42s/it] 1/109 2.65G 0.1014 0.03925 0.01796 166 640: 21%|██▏ | 12/56 [01:17<02:47, 3.81s/it] 1/109 2.65G 0.1017 0.03928 0.01783 156 640: 21%|██▏ | 12/56 [01:17<02:47, 3.81s/it] 1/109 2.65G 0.1017 0.03928 0.01783 156 640: 23%|██▎ | 13/56 [01:17<01:55, 2.69s/it] 1/109 2.65G 0.1013 0.03918 0.01763 117 640: 23%|██▎ | 13/56 [01:17<01:55, 2.69s/it] 1/109 2.65G 0.1013 0.03918 0.01763 117 640: 25%|██▌ | 14/56 [01:17<01:20, 1.92s/it] 1/109 2.65G 0.1014 0.03866 0.01758 132 640: 25%|██▌ | 14/56 [01:17<01:20, 1.92s/it] 1/109 2.65G 0.1014 0.03866 0.01758 132 640: 27%|██▋ | 15/56 [01:17<00:56, 1.38s/it] 1/109 2.65G 0.101 0.0385 0.01751 109 640: 27%|██▋ | 15/56 [01:17<00:56, 1.38s/it] 1/109 2.65G 0.101 0.0385 0.01751 109 640: 29%|██▊ | 16/56 [01:17<00:40, 1.01s/it] 1/109 2.65G 0.1008 0.0386 0.0175 123 640: 29%|██▊ | 16/56 [01:50<00:40, 1.01s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.90it/s]
all 98 501 0.539 0.0706 0.0248 0.00734
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 2/109 2.65G 0.08806 0.04135 0.01376 119 640: 0%| | 0/56 [00:44<?, ?it/s] 2/109 2.65G 0.08806 0.04135 0.01376 119 640: 2%|▏ | 1/56 [00:44<40:22, 44.05s/it] 2/109 2.65G 0.08581 0.0421 0.01151 131 640: 2%|▏ | 1/56 [00:44<40:22, 44.05s/it] 2/109 2.65G 0.08581 0.0421 0.01151 131 640: 4%|▎ | 2/56 [00:44<16:24, 18.23s/it] 2/109 2.65G 0.08453 0.04265 0.01298 142 640: 4%|▎ | 2/56 [00:44<16:24, 18.23s/it] 2/109 2.65G 0.08453 0.04265 0.01298 142 640: 5%|▌ | 3/56 [00:44<08:47, 9.96s/it] 2/109 2.65G 0.08463 0.04257 0.01304 138 640: 5%|▌ | 3/56 [00:44<08:47, 9.96s/it] 2/109 2.65G 0.08463 0.04257 0.01304 138 640: 7%|▋ | 4/56 [00:44<05:15, 6.07s/it] 2/109 2.65G 0.08435 0.04241 0.01272 137 640: 7%|▋ | 4/56 [00:44<05:15, 6.07s/it] 2/109 2.65G 0.08435 0.04241 0.01272 137 640: 9%|▉ | 5/56 [00:44<03:20, 3.93s/it] 2/109 2.65G 0.08462 0.04353 0.01225 153 640: 9%|▉ | 5/56 [00:44<03:20, 3.93s/it] 2/109 2.65G 0.08462 0.04353 0.01225 153 640: 11%|█ | 6/56 [00:44<02:11, 2.63s/it] 2/109 2.65G 0.08453 0.04335 0.01222 142 640: 11%|█ | 6/56 [00:44<02:11, 2.63s/it] 2/109 2.65G 0.08453 0.04335 0.01222 142 640: 12%|█▎ | 7/56 [00:44<01:28, 1.81s/it] 2/109 2.65G 0.08408 0.04201 0.01229 94 640: 12%|█▎ | 7/56 [00:44<01:28, 1.81s/it] 2/109 2.65G 0.08408 0.04201 0.01229 94 640: 14%|█▍ | 8/56 [00:44<01:01, 1.28s/it] 2/109 2.65G 0.08454 0.04236 0.01237 161 640: 14%|█▍ | 8/56 [01:17<01:01, 1.28s/it] 2/109 2.65G 0.08454 0.04236 0.01237 161 640: 16%|█▌ | 9/56 [01:17<08:44, 11.15s/it] 2/109 2.65G 0.08487 0.0419 0.01219 132 640: 16%|█▌ | 9/56 [01:17<08:44, 11.15s/it] 2/109 2.65G 0.08487 0.0419 0.01219 132 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 2/109 2.65G 0.08451 0.04164 0.01215 117 640: 18%|█▊ | 10/56 [01:18<05:56, 7.75s/it] 2/109 2.65G 0.08451 0.04164 0.01215 117 640: 20%|█▉ | 11/56 [01:18<04:04, 5.42s/it] 2/109 2.65G 0.08459 0.04157 0.0119 122 640: 20%|█▉ | 11/56 [01:18<04:04, 5.42s/it] 2/109 2.65G 0.08459 0.04157 0.0119 122 640: 21%|██▏ | 12/56 [01:18<02:47, 3.81s/it] 2/109 2.65G 0.08476 0.04154 0.01178 122 640: 21%|██▏ | 12/56 [01:18<02:47, 3.81s/it] 2/109 2.65G 0.08476 0.04154 0.01178 122 640: 23%|██▎ | 13/56 [01:18<01:55, 2.69s/it] 2/109 2.65G 0.0849 0.04118 0.01171 110 640: 23%|██▎ | 13/56 [01:18<01:55, 2.69s/it] 2/109 2.65G 0.0849 0.04118 0.01171 110 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 2/109 2.65G 0.08518 0.04197 0.01167 181 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 2/109 2.65G 0.08518 0.04197 0.01167 181 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 2/109 2.65G 0.08526 0.04202 0.01161 144 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 2/109 2.65G 0.08526 0.04202 0.01161 144 640: 29%|██▊ | 16/56 [01:18<00:39, 1.00it/s] 2/109 2.65G 0.08522 0.04186 0.0116 140 640: 29%|██▊ | 16/56 [01:51<00:39, 1.00it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.90it/s]
all 98 501 0.109 0.18 0.0671 0.0189
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 3/109 2.65G 0.09076 0.04024 0.01 147 640: 0%| | 0/56 [00:43<?, ?it/s] 3/109 2.65G 0.09076 0.04024 0.01 147 640: 2%|▏ | 1/56 [00:43<40:11, 43.85s/it] 3/109 2.65G 0.08844 0.04179 0.009234 129 640: 2%|▏ | 1/56 [00:44<40:11, 43.85s/it] 3/109 2.65G 0.08844 0.04179 0.009234 129 640: 4%|▎ | 2/56 [00:44<16:19, 18.14s/it] 3/109 2.65G 0.08759 0.04547 0.008719 145 640: 4%|▎ | 2/56 [00:44<16:19, 18.14s/it] 3/109 2.65G 0.08759 0.04547 0.008719 145 640: 5%|▌ | 3/56 [00:44<08:45, 9.91s/it] 3/109 2.65G 0.08717 0.04283 0.008564 126 640: 5%|▌ | 3/56 [00:44<08:45, 9.91s/it] 3/109 2.65G 0.08717 0.04283 0.008564 126 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 3/109 2.65G 0.08696 0.04253 0.008325 164 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 3/109 2.65G 0.08696 0.04253 0.008325 164 640: 9%|▉ | 5/56 [00:44<03:19, 3.90s/it] 3/109 2.65G 0.08705 0.04242 0.008376 171 640: 9%|▉ | 5/56 [00:44<03:19, 3.90s/it] 3/109 2.65G 0.08705 0.04242 0.008376 171 640: 11%|█ | 6/56 [00:44<02:11, 2.62s/it] 3/109 2.65G 0.08563 0.04146 0.008546 121 640: 11%|█ | 6/56 [00:44<02:11, 2.62s/it] 3/109 2.65G 0.08563 0.04146 0.008546 121 640: 12%|█▎ | 7/56 [00:44<01:28, 1.80s/it] 3/109 2.65G 0.08441 0.04138 0.008433 139 640: 12%|█▎ | 7/56 [00:44<01:28, 1.80s/it] 3/109 2.65G 0.08441 0.04138 0.008433 139 640: 14%|█▍ | 8/56 [00:44<01:00, 1.26s/it] 3/109 2.65G 0.08373 0.04126 0.008309 131 640: 14%|█▍ | 8/56 [01:17<01:00, 1.26s/it] 3/109 2.65G 0.08373 0.04126 0.008309 131 640: 16%|█▌ | 9/56 [01:17<08:43, 11.15s/it] 3/109 2.65G 0.08325 0.04157 0.008208 124 640: 16%|█▌ | 9/56 [01:17<08:43, 11.15s/it] 3/109 2.65G 0.08325 0.04157 0.008208 124 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 3/109 2.65G 0.08279 0.04155 0.008254 195 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 3/109 2.65G 0.08279 0.04155 0.008254 195 640: 20%|█▉ | 11/56 [01:17<04:03, 5.42s/it] 3/109 2.65G 0.08251 0.04132 0.008081 164 640: 20%|█▉ | 11/56 [01:17<04:03, 5.42s/it] 3/109 2.65G 0.08251 0.04132 0.008081 164 640: 21%|██▏ | 12/56 [01:17<02:47, 3.81s/it] 3/109 2.65G 0.08248 0.04194 0.008012 181 640: 21%|██▏ | 12/56 [01:18<02:47, 3.81s/it] 3/109 2.65G 0.08248 0.04194 0.008012 181 640: 23%|██▎ | 13/56 [01:18<01:55, 2.69s/it] 3/109 2.65G 0.08238 0.04165 0.007936 133 640: 23%|██▎ | 13/56 [01:18<01:55, 2.69s/it] 3/109 2.65G 0.08238 0.04165 0.007936 133 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 3/109 2.65G 0.08202 0.0412 0.007991 99 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 3/109 2.65G 0.08202 0.0412 0.007991 99 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 3/109 2.65G 0.08177 0.04096 0.008135 128 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 3/109 2.65G 0.08177 0.04096 0.008135 128 640: 29%|██▊ | 16/56 [01:18<00:39, 1.00it/s] 3/109 2.65G 0.08164 0.04068 0.008008 105 640: 29%|██▊ | 16/56 [01:51<00:39, 1.00it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.37it/s]
all 98 501 0.296 0.301 0.208 0.0745
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 4/109 2.65G 0.06215 0.03914 0.005922 117 640: 0%| | 0/56 [00:38<?, ?it/s] 4/109 2.65G 0.06215 0.03914 0.005922 117 640: 2%|▏ | 1/56 [00:38<35:18, 38.52s/it] 4/109 2.65G 0.06534 0.03267 0.007169 90 640: 2%|▏ | 1/56 [00:38<35:18, 38.52s/it] 4/109 2.65G 0.06534 0.03267 0.007169 90 640: 4%|▎ | 2/56 [00:38<14:21, 15.95s/it] 4/109 2.65G 0.06449 0.03677 0.007441 159 640: 4%|▎ | 2/56 [00:38<14:21, 15.95s/it] 4/109 2.65G 0.06449 0.03677 0.007441 159 640: 5%|▌ | 3/56 [00:38<07:42, 8.72s/it] 4/109 2.65G 0.06506 0.04186 0.006934 207 640: 5%|▌ | 3/56 [00:38<07:42, 8.72s/it] 4/109 2.65G 0.06506 0.04186 0.006934 207 640: 7%|▋ | 4/56 [00:38<04:36, 5.32s/it] 4/109 2.65G 0.06521 0.04348 0.007002 147 640: 7%|▋ | 4/56 [00:39<04:36, 5.32s/it] 4/109 2.65G 0.06521 0.04348 0.007002 147 640: 9%|▉ | 5/56 [00:39<02:55, 3.45s/it] 4/109 2.65G 0.06471 0.04321 0.006806 122 640: 9%|▉ | 5/56 [00:39<02:55, 3.45s/it] 4/109 2.65G 0.06471 0.04321 0.006806 122 640: 11%|█ | 6/56 [00:39<01:55, 2.32s/it] 4/109 2.65G 0.06663 0.04303 0.006508 145 640: 11%|█ | 6/56 [00:42<01:55, 2.32s/it] 4/109 2.65G 0.06663 0.04303 0.006508 145 640: 12%|█▎ | 7/56 [00:42<02:10, 2.66s/it] 4/109 2.65G 0.06687 0.04262 0.006297 135 640: 12%|█▎ | 7/56 [00:42<02:10, 2.66s/it] 4/109 2.65G 0.06687 0.04262 0.006297 135 640: 14%|█▍ | 8/56 [00:42<01:29, 1.86s/it] 4/109 2.65G 0.06697 0.04237 0.006154 123 640: 14%|█▍ | 8/56 [01:12<01:29, 1.86s/it] 4/109 2.65G 0.06697 0.04237 0.006154 123 640: 16%|█▌ | 9/56 [01:12<08:13, 10.50s/it] 4/109 2.65G 0.06752 0.04231 0.006001 168 640: 16%|█▌ | 9/56 [01:12<08:13, 10.50s/it] 4/109 2.65G 0.06752 0.04231 0.006001 168 640: 18%|█▊ | 10/56 [01:12<05:35, 7.30s/it] 4/109 2.65G 0.06749 0.04201 0.005778 125 640: 18%|█▊ | 10/56 [01:12<05:35, 7.30s/it] 4/109 2.65G 0.06749 0.04201 0.005778 125 640: 20%|█▉ | 11/56 [01:12<03:49, 5.10s/it] 4/109 2.65G 0.06747 0.04126 0.005767 108 640: 20%|█▉ | 11/56 [01:12<03:49, 5.10s/it] 4/109 2.65G 0.06747 0.04126 0.005767 108 640: 21%|██▏ | 12/56 [01:12<02:37, 3.59s/it] 4/109 2.65G 0.06783 0.04128 0.005628 126 640: 21%|██▏ | 12/56 [01:12<02:37, 3.59s/it] 4/109 2.65G 0.06783 0.04128 0.005628 126 640: 23%|██▎ | 13/56 [01:12<01:48, 2.53s/it] 4/109 2.65G 0.0679 0.04102 0.005533 119 640: 23%|██▎ | 13/56 [01:12<01:48, 2.53s/it] 4/109 2.65G 0.0679 0.04102 0.005533 119 640: 25%|██▌ | 14/56 [01:12<01:15, 1.81s/it] 4/109 2.65G 0.06846 0.0412 0.005582 151 640: 25%|██▌ | 14/56 [01:16<01:15, 1.81s/it] 4/109 2.65G 0.06846 0.0412 0.005582 151 640: 27%|██▋ | 15/56 [01:16<01:31, 2.24s/it] 4/109 2.65G 0.06909 0.04164 0.005523 124 640: 27%|██▋ | 15/56 [01:16<01:31, 2.24s/it] 4/109 2.65G 0.06909 0.04164 0.005523 124 640: 29%|██▊ | 16/56 [01:16<01:04, 1.61s/it] 4/109 2.65G 0.06962 0.04192 0.005542 148 640: 29%|██▊ | 16/56 [01:46<01:04, 1.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
all 98 501 0.357 0.266 0.22 0.0699
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 5/109 2.65G 0.06267 0.03701 0.003903 129 640: 0%| | 0/56 [00:30<?, ?it/s] 5/109 2.65G 0.06267 0.03701 0.003903 129 640: 2%|▏ | 1/56 [00:30<27:32, 30.05s/it] 5/109 2.65G 0.06354 0.0395 0.004448 148 640: 2%|▏ | 1/56 [00:30<27:32, 30.05s/it] 5/109 2.65G 0.06354 0.0395 0.004448 148 640: 4%|▎ | 2/56 [00:30<11:12, 12.46s/it] 5/109 2.65G 0.06159 0.03835 0.003975 125 640: 4%|▎ | 2/56 [00:30<11:12, 12.46s/it] 5/109 2.65G 0.06159 0.03835 0.003975 125 640: 5%|▌ | 3/56 [00:30<06:01, 6.82s/it] 5/109 2.65G 0.06102 0.03848 0.004365 96 640: 5%|▌ | 3/56 [00:30<06:01, 6.82s/it] 5/109 2.65G 0.06102 0.03848 0.004365 96 640: 7%|▋ | 4/56 [00:30<03:37, 4.18s/it] 5/109 2.65G 0.06119 0.0386 0.004636 112 640: 7%|▋ | 4/56 [00:30<03:37, 4.18s/it] 5/109 2.65G 0.06119 0.0386 0.004636 112 640: 9%|▉ | 5/56 [00:30<02:18, 2.72s/it] 5/109 2.65G 0.06032 0.03843 0.004361 121 640: 9%|▉ | 5/56 [00:30<02:18, 2.72s/it] 5/109 2.65G 0.06032 0.03843 0.004361 121 640: 11%|█ | 6/56 [00:30<01:32, 1.84s/it] 5/109 2.65G 0.06056 0.03848 0.004355 155 640: 11%|█ | 6/56 [00:45<01:32, 1.84s/it] 5/109 2.65G 0.06056 0.03848 0.004355 155 640: 12%|█▎ | 7/56 [00:45<04:50, 5.93s/it] 5/109 2.65G 0.0608 0.03896 0.004335 145 640: 12%|█▎ | 7/56 [00:45<04:50, 5.93s/it] 5/109 2.65G 0.0608 0.03896 0.004335 145 640: 14%|█▍ | 8/56 [00:45<03:15, 4.08s/it] 5/109 2.65G 0.06133 0.04011 0.004304 195 640: 14%|█▍ | 8/56 [01:03<03:15, 4.08s/it] 5/109 2.65G 0.06133 0.04011 0.004304 195 640: 16%|█▌ | 9/56 [01:03<06:47, 8.67s/it] 5/109 2.65G 0.0608 0.04002 0.004172 143 640: 16%|█▌ | 9/56 [01:04<06:47, 8.67s/it] 5/109 2.65G 0.0608 0.04002 0.004172 143 640: 18%|█▊ | 10/56 [01:04<04:37, 6.04s/it] 5/109 2.65G 0.06075 0.03945 0.004334 112 640: 18%|█▊ | 10/56 [01:04<04:37, 6.04s/it] 5/109 2.65G 0.06075 0.03945 0.004334 112 640: 20%|█▉ | 11/56 [01:04<03:10, 4.23s/it] 5/109 2.65G 0.06017 0.03886 0.004297 100 640: 20%|█▉ | 11/56 [01:04<03:10, 4.23s/it] 5/109 2.65G 0.06017 0.03886 0.004297 100 640: 21%|██▏ | 12/56 [01:04<02:10, 2.98s/it] 5/109 2.65G 0.06058 0.03867 0.004282 106 640: 21%|██▏ | 12/56 [01:04<02:10, 2.98s/it] 5/109 2.65G 0.06058 0.03867 0.004282 106 640: 23%|██▎ | 13/56 [01:04<01:31, 2.13s/it] 5/109 2.65G 0.06042 0.03922 0.004325 179 640: 23%|██▎ | 13/56 [01:04<01:31, 2.13s/it] 5/109 2.65G 0.06042 0.03922 0.004325 179 640: 25%|██▌ | 14/56 [01:04<01:04, 1.53s/it] 5/109 2.65G 0.06104 0.03918 0.004331 143 640: 25%|██▌ | 14/56 [01:18<01:04, 1.53s/it] 5/109 2.65G 0.06104 0.03918 0.004331 143 640: 27%|██▋ | 15/56 [01:18<03:36, 5.29s/it] 5/109 2.65G 0.0612 0.0395 0.004494 139 640: 27%|██▋ | 15/56 [01:18<03:36, 5.29s/it] 5/109 2.65G 0.0612 0.0395 0.004494 139 640: 29%|██▊ | 16/56 [01:18<02:29, 3.73s/it] 5/109 2.65G 0.06139 0.04034 0.004395 148 640: 29%|██▊ | 16/56 [01:37<02:29, 3.73s/it
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp26/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 4 dataloader workers
Logging results to runs/train/exp26
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:11<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:12<32:45, 72.81s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:27<32:45, 72.81s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:27<16:41, 38.54s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:27<16:41, 38.54s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:27<08:46, 21.07s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 11%|█ | 3/28 [01:27<08:46, 21.07s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 14%|█▍ | 4/28 [01:27<05:08, 12.87s/it] 0/99 3.82G 0.1261 0.03883 0.03018 245 640: 14%|█▍ | 4/28 [02:13<05:08, 12.87s/it] 0/99 3.82G 0.1261 0.03883 0.03018 245 640: 18%|█▊ | 5/28 [02:13<09:29, 24.74s/it] 0/99 3.82G 0.1259 0.03825 0.03009 267 640: 18%|█▊ | 5/28 [02:30<09:29, 24.74s/it] 0/99 3.82G 0.1259 0.03825 0.03009 267 640: 21%|██▏ | 6/28 [02:30<08:03, 21.96s/it] 0/99 3.82G 0.1257 0.03804 0.02997 282 640: 21%|██▏ | 6/28 [02:30<08:03, 21.96s/it] 0/99 3.82G 0.1257 0.03804 0.02997 282 640: 25%|██▌ | 7/28 [02:30<05:11, 14.85s/it] 0/99 3.82G 0.1255 0.03764 0.02986 284 640: 25%|██▌ | 7/28 [02:30<05:11, 14.85s/it] 0/99 3.82G 0.1255 0.03764 0.02986 284 640: 29%|██▊ | 8/28 [02:30<03:23, 10.18s/it] 0/99 3.82G 0.1251 0.0378 0.0297 306 640: 29%|██▊ | 8/28 [03:15<03:23, 10.18s/it] 0/99 3.82G 0.1251 0.0378 0.0297 306 640: 32%|███▏ | 9/28 [03:15<06:39, 21.02s/it] 0/99 3.82G 0.1247 0.03752 0.02952 243 640: 32%|███▏ | 9/28 [03:32<06:39, 21.02s/it] 0/99 3.82G 0.1247 0.03752 0.02952 243 640: 36%|███▌ | 10/28 [03:32<05:53, 19.65s/it] 0/99 3.82G 0.1244 0.03747 0.02939 285 640: 36%|███▌ | 10/28 [03:32<05:53, 19.65s/it] 0/99 3.82G 0.1244 0.03747 0.02939 285 640: 39%|███▉ | 11/28 [03:32<03:52, 13.69s/it] 0/99 3.82G 0.1239 0.03769 0.02924 319 640: 39%|███▉ | 11/28 [03:32<03:52, 13.69s/it] 0/99 3.82G 0.1239 0.03769 0.02924 319 640: 43%|████▎ | 12/28 [03:32<02:33, 9.59s/it] 0/99 3.82G 0.1236 0.03728 0.02901 245 640: 43%|████▎ | 12/28 [04:17<02:33, 9.59s/it] 0/99 3.82G 0.1236 0.03728 0.02901 245 640: 46%|████▋ | 13/28 [04:17<05:06, 20.40s/it] 0/99 3.82G 0.1231 0.037 0.0288 236 640: 46%|████▋ | 13/28 [04:33<05:06, 20.40s/it] 0/99 3.82G 0.1231 0.037 0.0288 236 640: 50%|█████ | 14/28 [04:33<04:27, 19.08s/it] 0/99 3.82G 0.1227 0.03678 0.02862 328 640: 50%|█████ | 14/28 [04:34<04:27, 19.08s/it] 0/99 3.82G 0.1227 0.03678 0.02862 328 640: 54%|█████▎ | 15/28 [04:34<02:54, 13.39s/it] 0/99 3.82G 0.1221 0.03689 0.02841 256 640: 54%|█████▎ | 15/28 [04:34<02:54, 13.39s/it] 0/99 3.82G 0.1221 0.03689 0.02841 256 640: 57%|█████▋ | 16/28 [04:34<01:52, 9.41s/it] 0/99 3.82G 0.1217 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.39it/s]
all 98 501 0.0012 0.178 0.00429 0.00138
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1067 0.03395 0.02049 257 640: 0%| | 0/28 [00:45<?, ?it/s] 1/99 4.9G 0.1067 0.03395 0.02049 257 640: 4%|▎ | 1/28 [00:45<20:41, 45.99s/it] 1/99 4.9G 0.1038 0.03667 0.01928 247 640: 4%|▎ | 1/28 [01:02<20:41, 45.99s/it] 1/99 4.9G 0.1038 0.03667 0.01928 247 640: 7%|▋ | 2/28 [01:02<12:21, 28.51s/it] 1/99 4.9G 0.1031 0.0373 0.01952 265 640: 7%|▋ | 2/28 [01:02<12:21, 28.51s/it] 1/99 4.9G 0.1031 0.0373 0.01952 265 640: 11%|█ | 3/28 [01:02<06:29, 15.58s/it] 1/99 4.9G 0.1029 0.03674 0.0193 253 640: 11%|█ | 3/28 [01:02<06:29, 15.58s/it] 1/99 4.9G 0.1029 0.03674 0.0193 253 640: 14%|█▍ | 4/28 [01:02<03:48, 9.50s/it] 1/99 4.9G 0.1024 0.03755 0.0191 272 640: 14%|█▍ | 4/28 [01:47<03:48, 9.50s/it] 1/99 4.9G 0.1024 0.03755 0.0191 272 640: 18%|█▊ | 5/28 [01:47<08:35, 22.39s/it] 1/99 4.9G 0.1021 0.03705 0.01874 315 640: 18%|█▊ | 5/28 [02:04<08:35, 22.39s/it] 1/99 4.9G 0.1021 0.03705 0.01874 315 640: 21%|██▏ | 6/28 [02:04<07:29, 20.45s/it] 1/99 4.9G 0.1017 0.03744 0.01846 290 640: 21%|██▏ | 6/28 [02:04<07:29, 20.45s/it] 1/99 4.9G 0.1017 0.03744 0.01846 290 640: 25%|██▌ | 7/28 [02:04<04:50, 13.83s/it] 1/99 4.9G 0.1013 0.03792 0.0185 271 640: 25%|██▌ | 7/28 [02:04<04:50, 13.83s/it] 1/99 4.9G 0.1013 0.03792 0.0185 271 640: 29%|██▊ | 8/28 [02:04<03:09, 9.49s/it] 1/99 4.9G 0.1006 0.03863 0.01827 242 640: 29%|██▊ | 8/28 [02:49<03:09, 9.49s/it] 1/99 4.9G 0.1006 0.03863 0.01827 242 640: 32%|███▏ | 9/28 [02:49<06:30, 20.54s/it] 1/99 4.9G 0.1005 0.03925 0.01807 286 640: 32%|███▏ | 9/28 [03:06<06:30, 20.54s/it] 1/99 4.9G 0.1005 0.03925 0.01807 286 640: 36%|███▌ | 10/28 [03:06<05:49, 19.43s/it] 1/99 4.9G 0.1005 0.03931 0.01779 243 640: 36%|███▌ | 10/28 [03:06<05:49, 19.43s/it] 1/99 4.9G 0.1005 0.03931 0.01779 243 640: 39%|███▉ | 11/28 [03:06<03:50, 13.54s/it] 1/99 4.9G 0.09981 0.03952 0.01769 216 640: 39%|███▉ | 11/28 [03:07<03:50, 13.54s/it] 1/99 4.9G 0.09981 0.03952 0.01769 216 640: 43%|████▎ | 12/28 [03:07<02:31, 9.48s/it] 1/99 4.9G 0.0996 0.03952 0.0175 267 640: 43%|████▎ | 12/28 [03:52<02:31, 9.48s/it] 1/99 4.9G 0.0996 0.03952 0.0175 267 640: 46%|████▋ | 13/28 [03:52<05:05, 20.34s/it] 1/99 4.9G 0.09922 0.0397 0.01736 213 640: 46%|████▋ | 13/28 [04:09<05:05, 20.34s/it] 1/99 4.9G 0.09922 0.0397 0.01736 213 640: 50%|█████ | 14/28 [04:09<04:29, 19.26s/it] 1/99 4.9G 0.09909 0.04019 0.01729 282 640: 50%|█████ | 14/28 [04:09<04:29, 19.26s/it] 1/99 4.9G 0.09909 0.04019 0.01729 282 640: 54%|█████▎ | 15/28 [04:09<02:55, 13.51s/it] 1/99 4.9G 0.09866 0.04041 0.01714 283 640: 54%|█████▎ | 15/28 [04:09<02:55, 13.51s/it] 1/99 4.9G 0.09866 0.04041 0.01714 283 640: 57%|█████▋ | 16/28 [04:09<01:54, 9.50s/it] 1/99 4.9G 0.09839 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.08it/s]
all 98 501 0.53 0.0339 0.0132 0.00351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/99 4.9G 0.09924 0.04084 0.01043 249 640: 0%| | 0/28 [00:45<?, ?it/s] 2/99 4.9G 0.09924 0.04084 0.01043 249 640: 4%|▎ | 1/28 [00:45<20:25, 45.37s/it] 2/99 4.9G 0.1021 0.03815 0.01164 266 640: 4%|▎ | 1/28 [01:02<20:25, 45.37s/it] 2/99 4.9G 0.1021 0.03815 0.01164 266 640: 7%|▋ | 2/28 [01:02<12:24, 28.65s/it] 2/99 4.9G 0.09958 0.03912 0.01186 290 640: 7%|▋ | 2/28 [01:02<12:24, 28.65s/it] 2/99 4.9G 0.09958 0.03912 0.01186 290 640: 11%|█ | 3/28 [01:02<06:31, 15.64s/it] 2/99 4.9G 0.09762 0.039 0.01188 275 640: 11%|█ | 3/28 [01:02<06:31, 15.64s/it] 2/99 4.9G 0.09762 0.039 0.01188 275 640: 14%|█▍ | 4/28 [01:02<03:49, 9.54s/it] 2/99 4.9G 0.09667 0.04041 0.0119 321 640: 14%|█▍ | 4/28 [01:47<03:49, 9.54s/it] 2/99 4.9G 0.09667 0.04041 0.0119 321 640: 18%|█▊ | 5/28 [01:47<08:33, 22.34s/it] 2/99 4.9G 0.09661 0.03953 0.01187 253 640: 18%|█▊ | 5/28 [02:04<08:33, 22.34s/it] 2/99 4.9G 0.09661 0.03953 0.01187 253 640: 21%|██▏ | 6/28 [02:04<07:30, 20.47s/it] 2/99 4.9G 0.09577 0.04004 0.01192 265 640: 21%|██▏ | 6/28 [02:04<07:30, 20.47s/it] 2/99 4.9G 0.09577 0.04004 0.01192 265 640: 25%|██▌ | 7/28 [02:04<04:50, 13.83s/it] 2/99 4.9G 0.09508 0.04057 0.01187 292 640: 25%|██▌ | 7/28 [02:04<04:50, 13.83s/it] 2/99 4.9G 0.09508 0.04057 0.01187 292 640: 29%|██▊ | 8/28 [02:04<03:09, 9.49s/it]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=64, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=4, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp27/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 4 dataloader workers
Logging results to runs/train/exp27
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/14 [00:00<?, ?it/s]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=48, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=4, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.000375
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp28/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 4 dataloader workers
Logging results to runs/train/exp28
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/19 [00:00<?, ?it/s]train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=4, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp29/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 4 dataloader workers
Logging results to runs/train/exp29
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:31<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:32<41:46, 92.84s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:33<41:46, 92.84s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:33<16:38, 38.40s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:33<16:38, 38.40s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:33<08:45, 21.00s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 11%|█ | 3/28 [01:33<08:45, 21.00s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 14%|█▍ | 4/28 [01:33<05:07, 12.83s/it] 0/99 3.82G 0.1261 0.03883 0.03018 245 640: 14%|█▍ | 4/28 [02:35<05:07, 12.83s/it] 0/99 3.82G 0.1261 0.03883 0.03018 245 640: 18%|█▊ | 5/28 [02:35<11:40, 30.47s/it] 0/99 3.82G 0.1259 0.03825 0.03009 267 640: 18%|█▊ | 5/28 [02:35<11:40, 30.47s/it] 0/99 3.82G 0.1259 0.03825 0.03009 267 640: 21%|██▏ | 6/28 [02:35<07:23, 20.17s/it] 0/99 3.82G 0.1257 0.03804 0.02997 282 640: 21%|██▏ | 6/28 [02:35<07:23, 20.17s/it] 0/99 3.82G 0.1257 0.03804 0.02997 282 640: 25%|██▌ | 7/28 [02:35<04:46, 13.64s/it] 0/99 3.82G 0.1255 0.03764 0.02986 284 640: 25%|██▌ | 7/28 [02:36<04:46, 13.64s/it] 0/99 3.82G 0.1255 0.03764 0.02986 284 640: 29%|██▊ | 8/28 [02:36<03:07, 9.36s/it] 0/99 3.82G 0.1251 0.0378 0.0297 306 640: 29%|██▊ | 8/28 [03:38<03:07, 9.36s/it] 0/99 3.82G 0.1251 0.0378 0.0297 306 640: 32%|███▏ | 9/28 [03:38<08:15, 26.09s/it] 0/99 3.82G 0.1247 0.03752 0.02952 243 640: 32%|███▏ | 9/28 [03:39<08:15, 26.09s/it] 0/99 3.82G 0.1247 0.03752 0.02952 243 640: 36%|███▌ | 10/28 [03:39<05:25, 18.10s/it] 0/99 3.82G 0.1244 0.03747 0.02939 285 640: 36%|███▌ | 10/28 [03:39<05:25, 18.10s/it] 0/99 3.82G 0.1244 0.03747 0.02939 285 640: 39%|███▉ | 11/28 [03:39<03:34, 12.62s/it] 0/99 3.82G 0.1239 0.03769 0.02924 319 640: 39%|███▉ | 11/28 [03:39<03:34, 12.62s/it] 0/99 3.82G 0.1239 0.03769 0.02924 319 640: 43%|████▎ | 12/28 [03:39<02:21, 8.84s/it] 0/99 3.82G 0.1236 0.03728 0.02901 245 640: 43%|████▎ | 12/28 [04:42<02:21, 8.84s/it] 0/99 3.82G 0.1236 0.03728 0.02901 245 640: 46%|████▋ | 13/28 [04:42<06:18, 25.25s/it] 0/99 3.82G 0.1231 0.037 0.0288 236 640: 46%|████▋ | 13/28 [04:42<06:18, 25.25s/it] 0/99 3.82G 0.1231 0.037 0.0288 236 640: 50%|█████ | 14/28 [04:42<04:07, 17.68s/it] 0/99 3.82G 0.1226 0.03678 0.02862 328 640: 50%|█████ | 14/28 [04:42<04:07, 17.68s/it] 0/99 3.82G 0.1226 0.03678 0.02862 328 640: 54%|█████▎ | 15/28 [04:42<02:41, 12.41s/it] 0/99 3.82G 0.1221 0.03689 0.02841 256 640: 54%|█████▎ | 15/28 [04:43<02:41, 12.41s/it] 0/99 3.82G 0.1221 0.03689 0.02841 256 640: 57%|█████▋ | 16/28 [04:43<01:44, 8.73s/it] 0/99 3.82G 0.1217 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.36it/s]
all 98 501 0.00117 0.172 0.00447 0.00121
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1073 0.03372 0.02069 257 640: 0%| | 0/28 [01:01<?, ?it/s] 1/99 4.9G 0.1073 0.03372 0.02069 257 640: 4%|▎ | 1/28 [01:01<27:53, 61.99s/it] 1/99 4.9G 0.1044 0.03637 0.01938 247 640: 4%|▎ | 1/28 [01:02<27:53, 61.99s/it] 1/99 4.9G 0.1044 0.03637 0.01938 247 640: 7%|▋ | 2/28 [01:02<11:06, 25.64s/it] 1/99 4.9G 0.1032 0.03711 0.01953 265 640: 7%|▋ | 2/28 [01:02<11:06, 25.64s/it] 1/99 4.9G 0.1032 0.03711 0.01953 265 640: 11%|█ | 3/28 [01:02<05:50, 14.02s/it] 1/99 4.9G 0.1032 0.03654 0.01927 253 640: 11%|█ | 3/28 [01:02<05:50, 14.02s/it] 1/99 4.9G 0.1032 0.03654 0.01927 253 640: 14%|█▍ | 4/28 [01:02<03:25, 8.56s/it] 1/99 4.9G 0.1027 0.03733 0.01909 272 640: 14%|█▍ | 4/28 [02:03<03:25, 8.56s/it] 1/99 4.9G 0.1027 0.03733 0.01909 272 640: 18%|█▊ | 5/28 [02:03<10:33, 27.55s/it] 1/99 4.9G 0.1024 0.03679 0.0187 315 640: 18%|█▊ | 5/28 [02:03<10:33, 27.55s/it] 1/99 4.9G 0.1024 0.03679 0.0187 315 640: 21%|██▏ | 6/28 [02:03<06:41, 18.25s/it] 1/99 4.9G 0.102 0.0373 0.01841 290 640: 21%|██▏ | 6/28 [02:04<06:41, 18.25s/it] 1/99 4.9G 0.102 0.0373 0.01841 290 640: 25%|██▌ | 7/28 [02:04<04:19, 12.35s/it] 1/99 4.9G 0.1016 0.03781 0.01847 271 640: 25%|██▌ | 7/28 [02:04<04:19, 12.35s/it] 1/99 4.9G 0.1016 0.03781 0.01847 271 640: 29%|██▊ | 8/28 [02:04<02:49, 8.48s/it] 1/99 4.9G 0.101 0.03848 0.01823 242 640: 29%|██▊ | 8/28 [03:05<02:49, 8.48s/it] 1/99 4.9G 0.101 0.03848 0.01823 242 640: 32%|███▏ | 9/28 [03:05<07:55, 25.05s/it] 1/99 4.9G 0.1009 0.03905 0.01802 286 640: 32%|███▏ | 9/28 [03:06<07:55, 25.05s/it] 1/99 4.9G 0.1009 0.03905 0.01802 286 640: 36%|███▌ | 10/28 [03:06<05:12, 17.37s/it] 1/99 4.9G 0.1008 0.03915 0.01775 243 640: 36%|███▌ | 10/28 [03:06<05:12, 17.37s/it] 1/99 4.9G 0.1008 0.03915 0.01775 243 640: 39%|███▉ | 11/28 [03:06<03:25, 12.11s/it] 1/99 4.9G 0.1002 0.03936 0.01765 216 640: 39%|███▉ | 11/28 [03:06<03:25, 12.11s/it] 1/99 4.9G 0.1002 0.03936 0.01765 216 640: 43%|████▎ | 12/28 [03:06<02:15, 8.49s/it] 1/99 4.9G 0.1 0.03936 0.01749 267 640: 43%|████▎ | 12/28 [04:08<02:15, 8.49s/it] 1/99 4.9G 0.1 0.03936 0.01749 267 640: 46%|████▋ | 13/28 [04:08<06:09, 24.63s/it] 1/99 4.9G 0.09962 0.03955 0.01736 213 640: 46%|████▋ | 13/28 [04:08<06:09, 24.63s/it] 1/99 4.9G 0.09962 0.03955 0.01736 213 640: 50%|█████ | 14/28 [04:08<04:01, 17.25s/it] 1/99 4.9G 0.09942 0.04006 0.01728 282 640: 50%|█████ | 14/28 [04:08<04:01, 17.25s/it] 1/99 4.9G 0.09942 0.04006 0.01728 282 640: 54%|█████▎ | 15/28 [04:08<02:37, 12.11s/it] 1/99 4.9G 0.09893 0.04032 0.01712 283 640: 54%|█████▎ | 15/28 [04:08<02:37, 12.11s/it] 1/99 4.9G 0.09893 0.04032 0.01712 283 640: 57%|█████▋ | 16/28 [04:08<01:42, 8.52s/it] 1/99 4.9G 0.09865 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.13it/s]
all 98 501 0.605 0.0424 0.0326 0.00795
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/99 4.9G 0.09206 0.04273 0.01051 249 640: 0%| | 0/28 [01:01<?, ?it/s] 2/99 4.9G 0.09206 0.04273 0.01051 249 640: 4%|▎ | 1/28 [01:01<27:36, 61.34s/it] 2/99 4.9G 0.09447 0.03985 0.01173 266 640: 4%|▎ | 1/28 [01:01<27:36, 61.34s/it] 2/99 4.9G 0.09447 0.03985 0.01173 266 640: 7%|▋ | 2/28 [01:01<10:59, 25.38s/it] 2/99 4.9G 0.09337 0.04062 0.01179 290 640: 7%|▋ | 2/28 [01:01<10:59, 25.38s/it] 2/99 4.9G 0.09337 0.04062 0.01179 290 640: 11%|█ | 3/28 [01:01<05:46, 13.87s/it] 2/99 4.9G 0.09234 0.04026 0.01185 275 640: 11%|█ | 3/28 [01:01<05:46, 13.87s/it] 2/99 4.9G 0.09234 0.04026 0.01185 275 640: 14%|█▍ | 4/28 [01:01<03:23, 8.47s/it] 2/99 4.9G 0.09257 0.04132 0.01178 321 640: 14%|█▍ | 4/28 [02:03<03:23, 8.47s/it] 2/99 4.9G 0.09257 0.04132 0.01178 321 640: 18%|█▊ | 5/28 [02:03<10:33, 27.56s/it] 2/99 4.9G 0.09294 0.04036 0.01167 253 640: 18%|█▊ | 5/28 [02:03<10:33, 27.56s/it] 2/99 4.9G 0.09294 0.04036 0.01167 253 640: 21%|██▏ | 6/28 [02:03<06:42, 18.29s/it] 2/99 4.9G 0.09181 0.04095 0.01174 265 640: 21%|██▏ | 6/28 [02:03<06:42, 18.29s/it] 2/99 4.9G 0.09181 0.04095 0.01174 265 640: 25%|██▌ | 7/28 [02:03<04:19, 12.37s/it] 2/99 4.9G 0.09114 0.04145 0.01171 292 640: 25%|██▌ | 7/28 [02:03<04:19, 12.37s/it] 2/99 4.9G 0.09114 0.04145 0.01171 292 640: 29%|██▊ | 8/28 [02:03<02:49, 8.49s/it] 2/99 4.9G 0.09093 0.0411 0.01169 248 640: 29%|██▊ | 8/28 [03:05<02:49, 8.49s/it] 2/99 4.9G 0.09093 0.0411 0.01169 248 640: 32%|███▏ | 9/28 [03:05<07:56, 25.06s/it] 2/99 4.9G 0.09076 0.04072 0.01156 250 640: 32%|███▏ | 9/28 [03:05<07:56, 25.06s/it] 2/99 4.9G 0.09076 0.04072 0.01156 250 640: 36%|███▌ | 10/28 [03:05<05:12, 17.39s/it] 2/99 4.9G 0.09025 0.04108 0.01151 305 640: 36%|███▌ | 10/28 [03:05<05:12, 17.39s/it] 2/99 4.9G 0.09025 0.04108 0.01151 305 640: 39%|███▉ | 11/28 [03:05<03:26, 12.12s/it] 2/99 4.9G 0.09034 0.04109 0.01149 277 640: 39%|███▉ | 11/28 [03:06<03:26, 12.12s/it] 2/99 4.9G 0.09034 0.04109 0.01149 277 640: 43%|████▎ | 12/28 [03:06<02:15, 8.49s/it] 2/99 4.9G 0.08973 0.04106 0.01134 287 640: 43%|████▎ | 12/28 [04:07<02:15, 8.49s/it] 2/99 4.9G 0.08973 0.04106 0.01134 287 640: 46%|████▋ | 13/28 [04:07<06:08, 24.57s/it] 2/99 4.9G 0.08944 0.04149 0.01136 337 640: 46%|████▋ | 13/28 [04:07<06:08, 24.57s/it] 2/99 4.9G 0.08944 0.04149 0.01136 337 640: 50%|█████ | 14/28 [04:07<04:00, 17.21s/it] 2/99 4.9G 0.08912 0.04103 0.0113 271 640: 50%|█████ | 14/28 [04:07<04:00, 17.21s/it] 2/99 4.9G 0.08912 0.04103 0.0113 271 640: 54%|█████▎ | 15/28 [04:07<02:36, 12.07s/it] 2/99 4.9G 0.08882 0.04078 0.0112 249 640: 54%|█████▎ | 15/28 [04:08<02:36, 12.07s/it] 2/99 4.9G 0.08882 0.04078 0.0112 249 640: 57%|█████▋ | 16/28 [04:08<01:41, 8.50s/it] 2/99 4.9G 0.08905 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.12it/s]
all 98 501 0.103 0.152 0.0638 0.0185
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 3/99 4.9G 0.07126 0.04044 0.009377 222 640: 0%| | 0/28 [00:59<?, ?it/s] 3/99 4.9G 0.07126 0.04044 0.009377 222 640: 4%|▎ | 1/28 [00:59<26:57, 59.92s/it] 3/99 4.9G 0.07353 0.04166 0.009341 243 640: 4%|▎ | 1/28 [01:00<26:57, 59.92s/it] 3/99 4.9G 0.07353 0.04166 0.009341 243 640: 7%|▋ | 2/28 [01:00<10:46, 24.87s/it] 3/99 4.9G 0.07663 0.03963 0.00938 271 640: 7%|▋ | 2/28 [01:01<10:46, 24.87s/it] 3/99 4.9G 0.07663 0.03963 0.00938 271 640: 11%|█ | 3/28 [01:01<05:54, 14.17s/it] 3/99 4.9G 0.0779 0.03911 0.009094 277 640: 11%|█ | 3/28 [01:01<05:54, 14.17s/it] 3/99 4.9G 0.0779 0.03911 0.009094 277 640: 14%|█▍ | 4/28 [01:01<03:27, 8.65s/it] 3/99 4.9G 0.07877 0.0397 0.008931 321 640: 14%|█▍ | 4/28 [02:01<03:27, 8.65s/it] 3/99 4.9G 0.07877 0.0397 0.008931 321 640: 18%|█▊ | 5/28 [02:01<10:20, 26.99s/it] 3/99 4.9G 0.0795 0.03911 0.008828 310 640: 18%|█▊ | 5/28 [02:01<10:20, 26.99s/it] 3/99 4.9G 0.0795 0.03911 0.008828 310 640: 21%|██▏ | 6/28 [02:01<06:34, 17.92s/it] 3/99 4.9G 0.07951 0.03926 0.008559 268 640: 21%|██▏ | 6/28 [02:03<06:34, 17.92s/it] 3/99 4.9G 0.07951 0.03926 0.008559 268 640: 25%|██▌ | 7/28 [02:03<04:24, 12.60s/it] 3/99 4.9G 0.07931 0.03859 0.00848 218 640: 25%|██▌ | 7/28 [02:03<04:24, 12.60s/it] 3/99 4.9G 0.07931 0.03859 0.00848 218 640: 29%|██▊ | 8/28 [02:03<02:53, 8.65s/it] 3/99 4.9G 0.07937 0.03826 0.008491 254 640: 29%|██▊ | 8/28 [03:02<02:53, 8.65s/it] 3/99 4.9G 0.07937 0.03826 0.008491 254 640: 32%|███▏ | 9/28 [03:02<07:42, 24.33s/it] 3/99 4.9G 0.07941 0.03846 0.008614 269 640: 32%|███▏ | 9/28 [03:02<07:42, 24.33s/it] 3/99 4.9G 0.07941 0.03846 0.008614 269 640: 36%|███▌ | 10/28 [03:02<05:05, 16.99s/it] 3/99 4.9G 0.07868 0.03885 0.008455 226 640: 36%|███▌ | 10/28 [03:04<05:05, 16.99s/it] 3/99 4.9G 0.07868 0.03885 0.008455 226 640: 39%|███▉ | 11/28 [03:04<03:29, 12.30s/it] 3/99 4.9G 0.07853 0.03941 0.008354 379 640: 39%|███▉ | 11/28 [03:04<03:29, 12.30s/it] 3/99 4.9G 0.07853 0.03941 0.008354 379 640: 43%|████▎ | 12/28 [03:04<02:17, 8.62s/it] 3/99 4.9G 0.07851 0.03917 0.008265 270 640: 43%|████▎ | 12/28 [04:03<02:17, 8.62s/it] 3/99 4.9G 0.07851 0.03917 0.008265 270 640: 46%|████▋ | 13/28 [04:03<05:58, 23.92s/it] 3/99 4.9G 0.07811 0.03886 0.008147 219 640: 46%|████▋ | 13/28 [04:04<05:58, 23.92s/it] 3/99 4.9G 0.07811 0.03886 0.008147 219 640: 50%|█████ | 14/28 [04:04<03:54, 16.76s/it] 3/99 4.9G 0.07799 0.03871 0.008024 240 640: 50%|█████ | 14/28 [04:05<03:54, 16.76s/it] 3/99 4.9G 0.07799 0.03871 0.008024 240 640: 54%|█████▎ | 15/28 [04:05<02:39, 12.25s/it] 3/99 4.9G 0.07799 0.03898 0.007908 330 640: 54%|█████▎ | 15/28 [04:06<02:39, 12.25s/it] 3/99 4.9G 0.07799 0.03898 0.007908 330 640: 57%|█████▋ | 16/28 [04:06<01:43, 8.62s/it] 3/99 4.9G 0.07783 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.92it/s]
all 98 501 0.19 0.27 0.113 0.0286
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 4/99 4.9G 0.06612 0.03738 0.005287 246 640: 0%| | 0/28 [01:00<?, ?it/s] 4/99 4.9G 0.06612 0.03738 0.005287 246 640: 4%|▎ | 1/28 [01:00<27:07, 60.27s/it] 4/99 4.9G 0.06631 0.04017 0.00542 344 640: 4%|▎ | 1/28 [01:01<27:07, 60.27s/it] 4/99 4.9G 0.06631 0.04017 0.00542 344 640: 7%|▋ | 2/28 [01:01<10:56, 25.25s/it] 4/99 4.9G 0.06757 0.03864 0.005628 234 640: 7%|▋ | 2/28 [01:02<10:56, 25.25s/it] 4/99 4.9G 0.06757 0.03864 0.005628 234 640: 11%|█ | 3/28 [01:02<05:56, 14.24s/it] 4/99 4.9G 0.06864 0.03872 0.005545 240 640: 11%|█ | 3/28 [01:02<05:56, 14.24s/it] 4/99 4.9G 0.06864 0.03872 0.005545 240 640: 14%|█▍ | 4/28 [01:02<03:28, 8.69s/it] 4/99 4.9G 0.07084 0.03871 0.005302 313 640: 14%|█▍ | 4/28 [02:02<03:28, 8.69s/it] 4/99 4.9G 0.07084 0.03871 0.005302 313 640: 18%|█▊ | 5/28 [02:02<10:25, 27.21s/it] 4/99 4.9G 0.072 0.03739 0.005501 226 640: 18%|█▊ | 5/28 [02:03<10:25, 27.21s/it] 4/99 4.9G 0.072 0.03739 0.005501 226 640: 21%|██▏ | 6/28 [02:03<06:39, 18.18s/it] 4/99 4.9G 0.07167 0.03758 0.005616 271 640: 21%|██▏ | 6/28 [02:04<06:39, 18.18s/it] 4/99 4.9G 0.07167 0.03758 0.005616 271 640: 25%|██▌ | 7/28 [02:04<04:27, 12.72s/it] 4/99 4.9G 0.07162 0.03789 0.005889 322 640: 25%|██▌ | 7/28 [02:04<04:27, 12.72s/it] 4/99 4.9G 0.07162 0.03789 0.005889 322 640: 29%|██▊ | 8/28 [02:04<02:54, 8.73s/it] 4/99 4.9G 0.0716 0.03799 0.005817 259 640: 29%|██▊ | 8/28 [03:04<02:54, 8.73s/it] 4/99 4.9G 0.0716 0.03799 0.005817 259 640: 32%|███▏ | 9/28 [03:04<07:46, 24.57s/it] 4/99 4.9G 0.07116 0.03764 0.005764 252 640: 32%|███▏ | 9/28 [03:04<07:46, 24.57s/it] 4/99 4.9G 0.07116 0.03764 0.005764 252 640: 36%|███▌ | 10/28 [03:04<05:10, 17.24s/it] 4/99 4.9G 0.07105 0.03776 0.005691 315 640: 36%|███▌ | 10/28 [03:06<05:10, 17.24s/it] 4/99 4.9G 0.07105 0.03776 0.005691 315 640: 39%|███▉ | 11/28 [03:06<03:30, 12.40s/it] 4/99 4.9G 0.07098 0.03779 0.005573 263 640: 39%|███▉ | 11/28 [03:06<03:30, 12.40s/it] 4/99 4.9G 0.07098 0.03779 0.005573 263 640: 43%|████▎ | 12/28 [03:06<02:18, 8.69s/it] 4/99 4.9G 0.07086 0.03845 0.005511 332 640: 43%|████▎ | 12/28 [04:06<02:18, 8.69s/it] 4/99 4.9G 0.07086 0.03845 0.005511 332 640: 46%|████▋ | 13/28 [04:06<06:01, 24.09s/it] 4/99 4.9G 0.0706 0.03842 0.005409 238 640: 46%|████▋ | 13/28 [04:06<06:01, 24.09s/it] 4/99 4.9G 0.0706 0.03842 0.005409 238 640: 50%|█████ | 14/28 [04:06<03:58, 17.05s/it] 4/99 4.9G 0.07037 0.03856 0.005362 280 640: 50%|█████ | 14/28 [04:08<03:58, 17.05s/it] 4/99 4.9G 0.07037 0.03856 0.005362 280 640: 54%|█████▎ | 15/28 [04:08<02:41, 12.42s/it] 4/99 4.9G 0.07003 0.0389 0.005323 289 640: 54%|█████▎ | 15/28 [04:08<02:41, 12.42s/it] 4/99 4.9G 0.07003 0.0389 0.005323 289 640: 57%|█████▋ | 16/28 [04:08<01:44, 8.74s/it] 4/99 4.9G 0.06981 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.79it/s]
all 98 501 0.271 0.323 0.207 0.0693
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 5/99 4.9G 0.06095 0.03757 0.004664 250 640: 0%| | 0/28 [00:59<?, ?it/s] 5/99 4.9G 0.06095 0.03757 0.004664 250 640: 4%|▎ | 1/28 [00:59<26:58, 59.95s/it] 5/99 4.9G 0.06254 0.03958 0.00527 282 640: 4%|▎ | 1/28 [01:00<26:58, 59.95s/it] 5/99 4.9G 0.06254 0.03958 0.00527 282 640: 7%|▋ | 2/28 [01:00<10:54, 25.18s/it] 5/99 4.9G 0.06448 0.04013 0.004835 291 640: 7%|▋ | 2/28 [01:02<10:54, 25.18s/it] 5/99 4.9G 0.06448 0.04013 0.004835 291 640: 11%|█ | 3/28 [01:02<05:57, 14.31s/it] 5/99 4.9G 0.06512 0.04025 0.004664 299 640: 11%|█ | 3/28 [01:02<05:57, 14.31s/it] 5/99 4.9G 0.06512 0.04025 0.004664 299 640: 14%|█▍ | 4/28 [01:02<03:29, 8.74s/it] 5/99 4.9G 0.06582 0.0392 0.004742 261 640: 14%|█▍ | 4/28 [02:02<03:29, 8.74s/it] 5/99 4.9G 0.06582 0.0392 0.004742 261 640: 18%|█▊ | 5/28 [02:02<10:23, 27.12s/it] 5/99 4.9G 0.06554 0.03899 0.004701 273 640: 18%|█▊ | 5/28 [02:02<10:23, 27.12s/it] 5/99 4.9G 0.06554 0.03899 0.004701 273 640: 21%|██▏ | 6/28 [02:02<06:36, 18.01s/it] 5/99 4.9G 0.06588 0.03968 0.004855 273 640: 21%|██▏ | 6/28 [02:03<06:36, 18.01s/it] 5/99 4.9G 0.06588 0.03968 0.004855 273 640: 25%|██▌ | 7/28 [02:03<04:25, 12.63s/it] 5/99 4.9G 0.06628 0.04038 0.00505 349 640: 25%|██▌ | 7/28 [02:04<04:25, 12.63s/it] 5/99 4.9G 0.06628 0.04038 0.00505 349 640: 29%|██▊ | 8/28 [02:04<02:53, 8.67s/it] 5/99 4.9G 0.06601 0.04115 0.004935 271 640: 29%|██▊ | 8/28 [03:04<02:53, 8.67s/it] 5/99 4.9G 0.06601 0.04115 0.004935 271 640: 32%|███▏ | 9/28 [03:04<07:48, 24.68s/it] 5/99 4.9G 0.06574 0.04059 0.004826 250 640: 32%|███▏ | 9/28 [03:04<07:48, 24.68s/it] 5/99 4.9G 0.06574 0.04059 0.004826 250 640: 36%|███▌ | 10/28 [03:04<05:10, 17.23s/it] 5/99 4.9G 0.06532 0.04052 0.004848 258 640: 36%|███▌ | 10/28 [03:06<05:10, 17.23s/it] 5/99 4.9G 0.06532 0.04052 0.004848 258 640: 39%|███▉ | 11/28 [03:06<03:31, 12.44s/it] 5/99 4.9G 0.06511 0.04045 0.004715 241 640: 39%|███▉ | 11/28 [03:06<03:31, 12.44s/it] 5/99 4.9G 0.06511 0.04045 0.004715 241 640: 43%|████▎ | 12/28 [03:06<02:19, 8.72s/it] 5/99 4.9G 0.06484 0.04038 0.004731 309 640: 43%|████▎ | 12/28 [04:05<02:19, 8.72s/it] 5/99 4.9G 0.06484 0.04038 0.004731 309 640: 46%|████▋ | 13/28 [04:05<06:02, 24.14s/it] 5/99 4.9G 0.06479 0.04072 0.004749 338 640: 46%|████▋ | 13/28 [04:06<06:02, 24.14s/it] 5/99 4.9G 0.06479 0.04072 0.004749 338 640: 50%|█████ | 14/28 [04:06<03:58, 17.02s/it] 5/99 4.9G 0.06473 0.04041 0.004704 255 640: 50%|█████ | 14/28 [04:08<03:58, 17.02s/it] 5/99 4.9G 0.06473 0.04041 0.004704 255 640: 54%|█████▎ | 15/28 [04:08<02:41, 12.41s/it] 5/99 4.9G 0.06477 0.04038 0.004649 241 640: 54%|█████▎ | 15/28 [04:08<02:41, 12.41s/it] 5/99 4.9G 0.06477 0.04038 0.004649 241 640: 57%|█████▋ | 16/28 [04:08<01:44, 8.73s/it] 5/99 4.9G 0.06464 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.03it/s]
all 98 501 0.358 0.43 0.362 0.143
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 6/99 4.9G 0.06301 0.04288 0.004017 281 640: 0%| | 0/28 [00:59<?, ?it/s] 6/99 4.9G 0.06301 0.04288 0.004017 281 640: 4%|▎ | 1/28 [00:59<26:58, 59.95s/it] 6/99 4.9G 0.05938 0.03997 0.003682 278 640: 4%|▎ | 1/28 [01:00<26:58, 59.95s/it] 6/99 4.9G 0.05938 0.03997 0.003682 278 640: 7%|▋ | 2/28 [01:00<10:54, 25.16s/it] 6/99 4.9G 0.05809 0.04117 0.003617 267 640: 7%|▋ | 2/28 [01:01<10:54, 25.16s/it] 6/99 4.9G 0.05809 0.04117 0.003617 267 640: 11%|█ | 3/28 [01:01<05:53, 14.16s/it] 6/99 4.9G 0.05771 0.04246 0.003526 314 640: 11%|█ | 3/28 [01:02<05:53, 14.16s/it] 6/99 4.9G 0.05771 0.04246 0.003526 314 640: 14%|█▍ | 4/28 [01:02<03:27, 8.64s/it]train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=64, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp30/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 2 dataloader workers
Logging results to runs/train/exp30
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/14 [00:00<?, ?it/s]train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=48, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.000375
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp31/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 2 dataloader workers
Logging results to runs/train/exp31
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/19 [00:00<?, ?it/s]train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp32/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp32
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 0%| | 0/28 [01:43<?, ?it/s] 0/99 3.75G 0.1267 0.03905 0.0302 252 640: 4%|▎ | 1/28 [01:44<47:04, 104.59s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 4%|▎ | 1/28 [01:44<47:04, 104.59s/it] 0/99 3.82G 0.1261 0.03978 0.03018 279 640: 7%|▋ | 2/28 [01:44<18:44, 43.24s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 7%|▋ | 2/28 [01:45<18:44, 43.24s/it] 0/99 3.82G 0.1261 0.03956 0.03017 318 640: 11%|█ | 3/28 [01:45<09:53, 23.74s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 11%|█ | 3/28 [01:47<09:53, 23.74s/it] 0/99 3.82G 0.1263 0.03947 0.03026 336 640: 14%|█▍ | 4/28 [01:47<06:01, 15.08s/it] 0/99 3.82G 0.126 0.03939 0.03019 312 640: 14%|█▍ | 4/28 [01:47<06:01, 15.08s/it] 0/99 3.82G 0.126 0.03939 0.03019 312 640: 18%|█▊ | 5/28 [01:47<03:43, 9.72s/it] 0/99 3.82G 0.1262 0.03894 0.03004 338 640: 18%|█▊ | 5/28 [01:47<03:43, 9.72s/it] 0/99 3.82G 0.1262 0.03894 0.03004 338 640: 21%|██▏ | 6/28 [01:47<02:22, 6.48s/it] 0/99 3.82G 0.1258 0.03845 0.02992 240 640: 21%|██▏ | 6/28 [01:47<02:22, 6.48s/it] 0/99 3.82G 0.1258 0.03845 0.02992 240 640: 25%|██▌ | 7/28 [01:47<01:32, 4.43s/it] 0/99 3.82G 0.1255 0.03816 0.02979 269 640: 25%|██▌ | 7/28 [01:48<01:32, 4.43s/it] 0/99 3.82G 0.1255 0.03816 0.02979 269 640: 29%|██▊ | 8/28 [01:48<01:01, 3.08s/it] 0/99 3.82G 0.1253 0.03783 0.02967 264 640: 29%|██▊ | 8/28 [02:56<01:01, 3.08s/it] 0/99 3.82G 0.1253 0.03783 0.02967 264 640: 32%|███▏ | 9/28 [02:56<07:29, 23.66s/it] 0/99 3.82G 0.125 0.03756 0.02956 289 640: 32%|███▏ | 9/28 [02:57<07:29, 23.66s/it] 0/99 3.82G 0.125 0.03756 0.02956 289 640: 36%|███▌ | 10/28 [02:57<04:55, 16.42s/it] 0/99 3.82G 0.1246 0.03744 0.02942 305 640: 36%|███▌ | 10/28 [02:58<04:55, 16.42s/it] 0/99 3.82G 0.1246 0.03744 0.02942 305 640: 39%|███▉ | 11/28 [02:58<03:21, 11.82s/it] 0/99 3.82G 0.1243 0.03725 0.02927 310 640: 39%|███▉ | 11/28 [02:58<03:21, 11.82s/it] 0/99 3.82G 0.1243 0.03725 0.02927 310 640: 43%|████▎ | 12/28 [02:58<02:12, 8.29s/it] 0/99 3.82G 0.1237 0.03749 0.02911 295 640: 43%|████▎ | 12/28 [02:58<02:12, 8.29s/it] 0/99 3.82G 0.1237 0.03749 0.02911 295 640: 46%|████▋ | 13/28 [02:58<01:27, 5.84s/it] 0/99 3.82G 0.1232 0.03749 0.0289 307 640: 46%|████▋ | 13/28 [02:59<01:27, 5.84s/it] 0/99 3.82G 0.1232 0.03749 0.0289 307 640: 50%|█████ | 14/28 [02:59<01:01, 4.36s/it] 0/99 3.82G 0.1229 0.03727 0.02867 332 640: 50%|█████ | 14/28 [03:00<01:01, 4.36s/it] 0/99 3.82G 0.1229 0.03727 0.02867 332 640: 54%|█████▎ | 15/28 [03:00<00:40, 3.11s/it] 0/99 3.82G 0.1224 0.03707 0.02846 293 640: 54%|█████▎ | 15/28 [03:00<00:40, 3.11s/it] 0/99 3.82G 0.1224 0.03707 0.02846 293 640: 57%|█████▋ | 16/28 [03:00<00:26, 2.23s/it] 0/99 3.82G 0.1219
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.54it/s]
all 98 501 0.00114 0.172 0.00377 0.00104
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1061 0.03489 0.02049 223 640: 0%| | 0/28 [00:00<?, ?it/s] 1/99 4.9G 0.1061 0.03489 0.02049 223 640: 4%|▎ | 1/28 [00:00<00:05, 4.89it/s] 1/99 4.9G 0.1053 0.03556 0.01949 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.89it/s] 1/99 4.9G 0.1053 0.03556 0.01949 252 640: 7%|▋ | 2/28 [00:00<00:05, 4.94it/s] 1/99 4.9G 0.1048 0.0377 0.01928 278 640: 7%|▋ | 2/28 [00:00<00:05, 4.94it/s] 1/99 4.9G 0.1048 0.0377 0.01928 278 640: 11%|█ | 3/28 [00:00<00:05, 4.94it/s] 1/99 4.9G 0.1047 0.03579 0.0193 204 640: 11%|█ | 3/28 [00:00<00:05, 4.94it/s] 1/99 4.9G 0.1047 0.03579 0.0193 204 640: 14%|█▍ | 4/28 [00:00<00:04, 4.97it/s] 1/99 4.9G 0.104 0.03632 0.01905 255 640: 14%|█▍ | 4/28 [01:05<00:04, 4.97it/s] 1/99 4.9G 0.104 0.03632 0.01905 255 640: 18%|█▊ | 5/28 [01:05<08:55, 23.28s/it] 1/99 4.9G 0.104 0.03658 0.01874 305 640: 18%|█▊ | 5/28 [01:05<08:55, 23.28s/it] 1/99 4.9G 0.104 0.03658 0.01874 305 640: 21%|██▏ | 6/28 [01:05<05:39, 15.44s/it] 1/99 4.9G 0.1034 0.0369 0.01868 276 640: 21%|██▏ | 6/28 [01:06<05:39, 15.44s/it] 1/99 4.9G 0.1034 0.0369 0.01868 276 640: 25%|██▌ | 7/28 [01:06<03:47, 10.85s/it] 1/99 4.9G 0.103 0.03768 0.01849 308 640: 25%|██▌ | 7/28 [01:06<03:47, 10.85s/it] 1/99 4.9G 0.103 0.03768 0.01849 308 640: 29%|██▊ | 8/28 [01:06<02:29, 7.46s/it] 1/99 4.9G 0.1026 0.03834 0.01817 301 640: 29%|██▊ | 8/28 [01:17<02:29, 7.46s/it] 1/99 4.9G 0.1026 0.03834 0.01817 301 640: 32%|███▏ | 9/28 [01:17<02:38, 8.35s/it] 1/99 4.9G 0.1019 0.03884 0.01785 247 640: 32%|███▏ | 9/28 [01:17<02:38, 8.35s/it] 1/99 4.9G 0.1019 0.03884 0.01785 247 640: 36%|███▌ | 10/28 [01:17<01:44, 5.83s/it] 1/99 4.9G 0.1018 0.0387 0.01766 270 640: 36%|███▌ | 10/28 [01:26<01:44, 5.83s/it] 1/99 4.9G 0.1018 0.0387 0.01766 270 640: 39%|███▉ | 11/28 [01:26<01:57, 6.94s/it] 1/99 4.9G 0.1015 0.03894 0.01758 265 640: 39%|███▉ | 11/28 [01:26<01:57, 6.94s/it] 1/99 4.9G 0.1015 0.03894 0.01758 265 640: 43%|████▎ | 12/28 [01:26<01:18, 4.89s/it] 1/99 4.9G 0.1012 0.03919 0.01738 253 640: 43%|████▎ | 12/28 [02:12<01:18, 4.89s/it] 1/99 4.9G 0.1012 0.03919 0.01738 253 640: 46%|████▋ | 13/28 [02:12<04:16, 17.10s/it] 1/99 4.9G 0.1007 0.03943 0.01722 258 640: 46%|████▋ | 13/28 [02:12<04:16, 17.10s/it] 1/99 4.9G 0.1007 0.03943 0.01722 258 640: 50%|█████ | 14/28 [02:12<02:48, 12.00s/it] 1/99 4.9G 0.1004 0.03924 0.01708 234 640: 50%|█████ | 14/28 [02:14<02:48, 12.00s/it] 1/99 4.9G 0.1004 0.03924 0.01708 234 640: 54%|█████▎ | 15/28 [02:14<01:55, 8.91s/it] 1/99 4.9G 0.09992 0.03947 0.017 236 640: 54%|█████▎ | 15/28 [02:14<01:55, 8.91s/it] 1/99 4.9G 0.09992 0.03947 0.017 236 640: 57%|█████▋ | 16/28 [02:14<01:15, 6.29s/it] 1/99 4.9G 0.09959 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.37it/s]
all 98 501 0.57 0.0678 0.0358 0.00957
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/99 4.9G 0.09447 0.03966 0.014 257 640: 0%| | 0/28 [00:45<?, ?it/s] 2/99 4.9G 0.09447 0.03966 0.014 257 640: 4%|▎ | 1/28 [00:45<20:17, 45.08s/it] 2/99 4.9G 0.0939 0.03962 0.01244 255 640: 4%|▎ | 1/28 [00:45<20:17, 45.08s/it] 2/99 4.9G 0.0939 0.03962 0.01244 255 640: 7%|▋ | 2/28 [00:45<08:11, 18.89s/it] 2/99 4.9G 0.09234 0.04018 0.01319 267 640: 7%|▋ | 2/28 [00:48<08:11, 18.89s/it] 2/99 4.9G 0.09234 0.04018 0.01319 267 640: 11%|█ | 3/28 [00:48<04:44, 11.39s/it] 2/99 4.9G 0.09125 0.0403 0.01306 260 640: 11%|█ | 3/28 [00:48<04:44, 11.39s/it] 2/99 4.9G 0.09125 0.0403 0.01306 260 640: 14%|█▍ | 4/28 [00:48<02:47, 6.98s/it] 2/99 4.9G 0.09125 0.04099 0.0129 278 640: 14%|█▍ | 4/28 [01:20<02:47, 6.98s/it] 2/99 4.9G 0.09125 0.04099 0.0129 278 640: 18%|█▊ | 5/28 [01:20<06:06, 15.92s/it] 2/99 4.9G 0.09155 0.04169 0.01265 294 640: 18%|█▊ | 5/28 [01:20<06:06, 15.92s/it] 2/99 4.9G 0.09155 0.04169 0.01265 294 640: 21%|██▏ | 6/28 [01:20<03:52, 10.58s/it] 2/99 4.9G 0.09136 0.04208 0.01262 300 640: 21%|██▏ | 6/28 [01:20<03:52, 10.58s/it] 2/99 4.9G 0.09136 0.04208 0.01262 300 640: 25%|██▌ | 7/28 [01:20<02:30, 7.18s/it] 2/99 4.9G 0.09075 0.04237 0.01256 277 640: 25%|██▌ | 7/28 [01:20<02:30, 7.18s/it] 2/99 4.9G 0.09075 0.04237 0.01256 277 640: 29%|██▊ | 8/28 [01:20<01:39, 4.96s/it] 2/99 4.9G 0.09079 0.04177 0.01247 259 640: 29%|██▊ | 8/28 [01:52<01:39, 4.96s/it] 2/99 4.9G 0.09079 0.04177 0.01247 259 640: 32%|███▏ | 9/28 [01:52<04:10, 13.20s/it] 2/99 4.9G 0.09087 0.04147 0.01232 297 640: 32%|███▏ | 9/28 [01:53<04:10, 13.20s/it] 2/99 4.9G 0.09087 0.04147 0.01232 297 640: 36%|███▌ | 10/28 [01:53<02:51, 9.52s/it] 2/99 4.9G 0.09048 0.04157 0.01224 305 640: 36%|███▌ | 10/28 [01:55<02:51, 9.52s/it] 2/99 4.9G 0.09048 0.04157 0.01224 305 640: 39%|███▉ | 11/28 [01:55<02:04, 7.34s/it] 2/99 4.9G 0.09026 0.04123 0.01228 231 640: 39%|███▉ | 11/28 [01:55<02:04, 7.34s/it] 2/99 4.9G 0.09026 0.04123 0.01228 231 640: 43%|████▎ | 12/28 [01:55<01:22, 5.17s/it] 2/99 4.9G 0.09028 0.0409 0.01228 255 640: 43%|████▎ | 12/28 [02:27<01:22, 5.17s/it] 2/99 4.9G 0.09028 0.0409 0.01228 255 640: 46%|████▋ | 13/28 [02:27<03:18, 13.21s/it] 2/99 4.9G 0.09024 0.04069 0.01204 250 640: 46%|████▋ | 13/28 [02:27<03:18, 13.21s/it] 2/99 4.9G 0.09024 0.04069 0.01204 250 640: 50%|█████ | 14/28 [02:27<02:10, 9.29s/it] 2/99 4.9G 0.09017 0.04034 0.01188 278 640: 50%|█████ | 14/28 [02:27<02:10, 9.29s/it] 2/99 4.9G 0.09017 0.04034 0.01188 278 640: 54%|█████▎ | 15/28 [02:27<01:25, 6.54s/it] 2/99 4.9G 0.09009 0.04017 0.01173 284 640: 54%|█████▎ | 15/28 [02:28<01:25, 6.54s/it] 2/99 4.9G 0.09009 0.04017 0.01173 284 640: 57%|█████▋ | 16/28 [02:28<00:55, 4.63s/it] 2/99 4.9G 0.0898 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.67it/s]
all 98 501 0.162 0.16 0.0977 0.0242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 3/99 4.9G 0.0765 0.03912 0.00735 238 640: 0%| | 0/28 [00:30<?, ?it/s] 3/99 4.9G 0.0765 0.03912 0.00735 238 640: 4%|▎ | 1/28 [00:30<13:53, 30.87s/it] 3/99 4.9G 0.07821 0.04432 0.008466 331 640: 4%|▎ | 1/28 [00:31<13:53, 30.87s/it] 3/99 4.9G 0.07821 0.04432 0.008466 331 640: 7%|▋ | 2/28 [00:31<05:33, 12.83s/it] 3/99 4.9G 0.07767 0.04172 0.008536 230 640: 7%|▋ | 2/28 [00:31<05:33, 12.83s/it] 3/99 4.9G 0.07767 0.04172 0.008536 230 640: 11%|█ | 3/28 [00:31<02:56, 7.05s/it] 3/99 4.9G 0.07805 0.04048 0.008346 272 640: 11%|█ | 3/28 [00:31<02:56, 7.05s/it] 3/99 4.9G 0.07805 0.04048 0.008346 272 640: 14%|█▍ | 4/28 [00:31<01:44, 4.35s/it] 3/99 4.9G 0.07911 0.04027 0.008044 252 640: 14%|█▍ | 4/28 [01:13<01:44, 4.35s/it] 3/99 4.9G 0.07911 0.04027 0.008044 252 640: 18%|█▊ | 5/28 [01:13<06:54, 18.01s/it] 3/99 4.9G 0.07953 0.04067 0.007932 303 640: 18%|█▊ | 5/28 [01:13<06:54, 18.01s/it] 3/99 4.9G 0.07953 0.04067 0.007932 303 640: 21%|██▏ | 6/28 [01:13<04:23, 11.96s/it] 3/99 4.9G 0.07992 0.0406 0.008183 328 640: 21%|██▏ | 6/28 [01:18<04:23, 11.96s/it] 3/99 4.9G 0.07992 0.0406 0.008183 328 640: 25%|██▌ | 7/28 [01:18<03:23, 9.69s/it] 3/99 4.9G 0.07977 0.04015 0.008081 266 640: 25%|██▌ | 7/28 [01:19<03:23, 9.69s/it] 3/99 4.9G 0.07977 0.04015 0.008081 266 640: 29%|██▊ | 8/28 [01:19<02:13, 6.67s/it] 3/99 4.9G 0.07977 0.04023 0.008026 287 640: 29%|██▊ | 8/28 [01:37<02:13, 6.67s/it] 3/99 4.9G 0.07977 0.04023 0.008026 287 640: 32%|███▏ | 9/28 [01:37<03:17, 10.40s/it] 3/99 4.9G 0.08006 0.03959 0.008084 246 640: 32%|███▏ | 9/28 [01:37<03:17, 10.40s/it] 3/99 4.9G 0.08006 0.03959 0.008084 246 640: 36%|███▌ | 10/28 [01:37<02:10, 7.26s/it] 3/99 4.9G 0.07979 0.03939 0.008015 260 640: 36%|███▌ | 10/28 [01:38<02:10, 7.26s/it] 3/99 4.9G 0.07979 0.03939 0.008015 260 640: 39%|███▉ | 11/28 [01:38<01:26, 5.09s/it] 3/99 4.9G 0.07996 0.03952 0.008078 250 640: 39%|███▉ | 11/28 [01:38<01:26, 5.09s/it] 3/99 4.9G 0.07996 0.03952 0.008078 250 640: 43%|████▎ | 12/28 [01:38<00:57, 3.60s/it] 3/99 4.9G 0.07932 0.03977 0.007982 246 640: 43%|████▎ | 12/28 [02:20<00:57, 3.60s/it] 3/99 4.9G 0.07932 0.03977 0.007982 246 640: 46%|████▋ | 13/28 [02:20<03:48, 15.25s/it] 3/99 4.9G 0.07878 0.04011 0.008035 288 640: 46%|████▋ | 13/28 [02:20<03:48, 15.25s/it] 3/99 4.9G 0.07878 0.04011 0.008035 288 640: 50%|█████ | 14/28 [02:20<02:29, 10.70s/it] 3/99 4.9G 0.07868 0.0402 0.007913 278 640: 50%|█████ | 14/28 [02:25<02:29, 10.70s/it] 3/99 4.9G 0.07868 0.0402 0.007913 278 640: 54%|█████▎ | 15/28 [02:25<01:58, 9.08s/it] 3/99 4.9G 0.07874 0.04039 0.007935 339 640: 54%|█████▎ | 15/28 [02:26<01:58, 9.08s/it] 3/99 4.9G 0.07874 0.04039 0.007935 339 640: 57%|█████▋ | 16/28 [02:26<01:16, 6.41s/it] 3/99 4.9G 0.07877
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s]
all 98 501 0.162 0.256 0.119 0.0337
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 4/99 4.9G 0.068 0.03967 0.005535 252 640: 0%| | 0/28 [00:59<?, ?it/s] 4/99 4.9G 0.068 0.03967 0.005535 252 640: 4%|▎ | 1/28 [00:59<26:58, 59.96s/it] 4/99 4.9G 0.07137 0.03878 0.006093 274 640: 4%|▎ | 1/28 [01:00<26:58, 59.96s/it] 4/99 4.9G 0.07137 0.03878 0.006093 274 640: 7%|▋ | 2/28 [01:00<10:44, 24.81s/it] 4/99 4.9G 0.07144 0.04011 0.006331 301 640: 7%|▋ | 2/28 [01:00<10:44, 24.81s/it] 4/99 4.9G 0.07144 0.04011 0.006331 301 640: 11%|█ | 3/28 [01:00<05:38, 13.56s/it] 4/99 4.9G 0.0715 0.03953 0.006174 275 640: 11%|█ | 3/28 [01:00<05:38, 13.56s/it] 4/99 4.9G 0.0715 0.03953 0.006174 275 640: 14%|█▍ | 4/28 [01:00<03:18, 8.28s/it] 4/99 4.9G 0.07168 0.04036 0.006047 285 640: 14%|█▍ | 4/28 [01:06<03:18, 8.28s/it] 4/99 4.9G 0.07168 0.04036 0.006047 285 640: 18%|█▊ | 5/28 [01:06<02:48, 7.34s/it] 4/99 4.9G 0.07149 0.03974 0.005922 252 640: 18%|█▊ | 5/28 [01:06<02:48, 7.34s/it] 4/99 4.9G 0.07149 0.03974 0.005922 252 640: 21%|██▏ | 6/28 [01:06<01:48, 4.91s/it] 4/99 4.9G 0.07044 0.03956 0.005833 284 640: 21%|██▏ | 6/28 [01:11<01:48, 4.91s/it] 4/99 4.9G 0.07044 0.03956 0.005833 284 640: 25%|██▌ | 7/28 [01:11<01:42, 4.88s/it] 4/99 4.9G 0.07003 0.04026 0.005811 275 640: 25%|██▌ | 7/28 [01:11<01:42, 4.88s/it] 4/99 4.9G 0.07003 0.04026 0.005811 275 640: 29%|██▊ | 8/28 [01:11<01:07, 3.39s/it] 4/99 4.9G 0.0695 0.0405 0.005671 310 640: 29%|██▊ | 8/28 [02:07<01:07, 3.39s/it] 4/99 4.9G 0.0695 0.0405 0.005671 310 640: 32%|███▏ | 9/28 [02:07<06:15, 19.78s/it] 4/99 4.9G 0.06905 0.04001 0.005584 265 640: 32%|███▏ | 9/28 [02:07<06:15, 19.78s/it] 4/99 4.9G 0.06905 0.04001 0.005584 265 640: 36%|███▌ | 10/28 [02:07<04:07, 13.74s/it] 4/99 4.9G 0.06949 0.04039 0.005517 279 640: 36%|███▌ | 10/28 [02:07<04:07, 13.74s/it] 4/99 4.9G 0.06949 0.04039 0.005517 279 640: 39%|███▉ | 11/28 [02:07<02:42, 9.59s/it] 4/99 4.9G 0.06966 0.04053 0.005443 317 640: 39%|███▉ | 11/28 [02:07<02:42, 9.59s/it] 4/99 4.9G 0.06966 0.04053 0.005443 317 640: 43%|████▎ | 12/28 [02:07<01:47, 6.73s/it] 4/99 4.9G 0.06975 0.0404 0.005349 265 640: 43%|████▎ | 12/28 [02:13<01:47, 6.73s/it] 4/99 4.9G 0.06975 0.0404 0.005349 265 640: 46%|████▋ | 13/28 [02:13<01:37, 6.47s/it] 4/99 4.9G 0.07001 0.04 0.005337 285 640: 46%|████▋ | 13/28 [02:13<01:37, 6.47s/it] 4/99 4.9G 0.07001 0.04 0.005337 285 640: 50%|█████ | 14/28 [02:13<01:04, 4.58s/it] 4/99 4.9G 0.07037 0.03999 0.005301 261 640: 50%|█████ | 14/28 [02:19<01:04, 4.58s/it] 4/99 4.9G 0.07037 0.03999 0.005301 261 640: 54%|█████▎ | 15/28 [02:19<01:01, 4.75s/it] 4/99 4.9G 0.07055 0.03996 0.005217 303 640: 54%|█████▎ | 15/28 [02:19<01:01, 4.75s/it] 4/99 4.9G 0.07055 0.03996 0.005217 303 640: 57%|█████▋ | 16/28 [02:19<00:40, 3.38s/it] 4/99 4.9G 0.07017 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 98 501 0.175 0.277 0.12 0.0371
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 5/99 4.9G 0.06775 0.04281 0.006565 292 640: 0%| | 0/28 [00:05<?, ?it/s] 5/99 4.9G 0.06775 0.04281 0.006565 292 640: 4%|▎ | 1/28 [00:05<02:26, 5.42s/it] 5/99 4.9G 0.06626 0.04109 0.005017 274 640: 4%|▎ | 1/28 [00:05<02:26, 5.42s/it] 5/99 4.9G 0.06626 0.04109 0.005017 274 640: 7%|▋ | 2/28 [00:05<01:01, 2.35s/it] 5/99 4.9G 0.06499 0.04308 0.004928 334 640: 7%|▋ | 2/28 [00:10<01:01, 2.35s/it] 5/99 4.9G 0.06499 0.04308 0.004928 334 640: 11%|█ | 3/28 [00:10<01:24, 3.38s/it] 5/99 4.9G 0.06394 0.043 0.00476 281 640: 11%|█ | 3/28 [00:10<01:24, 3.38s/it] 5/99 4.9G 0.06394 0.043 0.00476 281 640: 14%|█▍ | 4/28 [00:10<00:51, 2.13s/it] 5/99 4.9G 0.0643 0.04434 0.004669 337 640: 14%|█▍ | 4/28 [01:07<00:51, 2.13s/it] 5/99 4.9G 0.0643 0.04434 0.004669 337 640: 18%|█▊ | 5/28 [01:07<08:24, 21.92s/it] 5/99 4.9G 0.06369 0.04288 0.004368 216 640: 18%|█▊ | 5/28 [01:07<08:24, 21.92s/it] 5/99 4.9G 0.06369 0.04288 0.004368 216 640: 21%|██▏ | 6/28 [01:07<05:19, 14.54s/it] 5/99 4.9G 0.06467 0.04227 0.004283 267 640: 21%|██▏ | 6/28 [01:07<05:19, 14.54s/it] 5/99 4.9G 0.06467 0.04227 0.004283 267 640: 25%|██▌ | 7/28 [01:07<03:26, 9.84s/it] 5/99 4.9G 0.06455 0.04139 0.004235 203 640: 25%|██▌ | 7/28 [01:08<03:26, 9.84s/it] 5/99 4.9G 0.06455 0.04139 0.004235 203 640: 29%|██▊ | 8/28 [01:08<02:15, 6.77s/it] 5/99 4.9G 0.06452 0.04105 0.004269 267 640: 29%|██▊ | 8/28 [01:18<02:15, 6.77s/it] 5/99 4.9G 0.06452 0.04105 0.004269 267 640: 32%|███▏ | 9/28 [01:18<02:30, 7.91s/it] 5/99 4.9G 0.06459 0.04103 0.004327 300 640: 32%|███▏ | 9/28 [01:18<02:30, 7.91s/it] 5/99 4.9G 0.06459 0.04103 0.004327 300 640: 36%|███▌ | 10/28 [01:18<01:39, 5.53s/it] 5/99 4.9G 0.06453 0.04045 0.004187 244 640: 36%|███▌ | 10/28 [01:32<01:39, 5.53s/it] 5/99 4.9G 0.06453 0.04045 0.004187 244 640: 39%|███▉ | 11/28 [01:32<02:18, 8.17s/it] 5/99 4.9G 0.06456 0.04016 0.004152 231 640: 39%|███▉ | 11/28 [01:33<02:18, 8.17s/it] 5/99 4.9G 0.06456 0.04016 0.004152 231 640: 43%|████▎ | 12/28 [01:33<01:31, 5.75s/it] 5/99 4.9G 0.06453 0.04 0.004309 252 640: 43%|████▎ | 12/28 [02:14<01:31, 5.75s/it] 5/99 4.9G 0.06453 0.04 0.004309 252 640: 46%|████▋ | 13/28 [02:14<04:10, 16.67s/it] 5/99 4.9G 0.06415 0.04033 0.004254 302 640: 46%|████▋ | 13/28 [02:15<04:10, 16.67s/it] 5/99 4.9G 0.06415 0.04033 0.004254 302 640: 50%|█████ | 14/28 [02:15<02:43, 11.70s/it] 5/99 4.9G 0.06402 0.04 0.004269 252 640: 50%|█████ | 14/28 [02:15<02:43, 11.70s/it] 5/99 4.9G 0.06402 0.04 0.004269 252 640: 54%|█████▎ | 15/28 [02:15<01:46, 8.23s/it] 5/99 4.9G 0.06367 0.04017 0.004285 259 640: 54%|█████▎ | 15/28 [02:15<01:46, 8.23s/it] 5/99 4.9G 0.06367 0.04017 0.004285 259 640: 57%|█████▋ | 16/28 [02:15<01:09, 5.81s/it] 5/99 4.9G 0.06322 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.70it/s]
all 98 501 0.262 0.194 0.125 0.0475
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 6/99 4.9G 0.0566 0.03653 0.004647 208 640: 0%| | 0/28 [00:56<?, ?it/s] 6/99 4.9G 0.0566 0.03653 0.004647 208 640: 4%|▎ | 1/28 [00:56<25:38, 56.98s/it] 6/99 4.9G 0.0565 0.03713 0.004579 235 640: 4%|▎ | 1/28 [00:57<25:38, 56.98s/it] 6/99 4.9G 0.0565 0.03713 0.004579 235 640: 7%|▋ | 2/28 [00:57<10:13, 23.58s/it] 6/99 4.9G 0.05741 0.03769 0.004206 247 640: 7%|▋ | 2/28 [00:57<10:13, 23.58s/it] 6/99 4.9G 0.05741 0.03769 0.004206 247 640: 11%|█ | 3/28 [00:57<05:22, 12.89s/it] 6/99 4.9G 0.05786 0.03867 0.004024 281 640: 11%|█ | 3/28 [00:57<05:22, 12.89s/it] 6/99 4.9G 0.05786 0.03867 0.004024 281 640: 14%|█▍ | 4/28 [00:57<03:09, 7.88s/it] 6/99 4.9G 0.05702 0.03812 0.003823 238 640: 14%|█▍ | 4/28 [00:57<03:09, 7.88s/it] 6/99 4.9G 0.05702 0.03812 0.003823 238 640: 18%|█▊ | 5/28 [00:57<01:57, 5.10s/it] 6/99 4.9G 0.05693 0.03834 0.003696 294 640: 18%|█▊ | 5/28 [00:57<01:57, 5.10s/it] 6/99 4.9G 0.05693 0.03834 0.003696 294 640: 21%|██▏ | 6/28 [00:57<01:15, 3.44s/it] 6/99 4.9G 0.05716 0.03861 0.003755 283 640: 21%|██▏ | 6/28 [01:16<01:15, 3.44s/it] 6/99 4.9G 0.05716 0.03861 0.003755 283 640: 25%|██▌ | 7/28 [01:16<02:54, 8.30s/it] 6/99 4.9G 0.05703 0.03846 0.003668 230 640: 25%|██▌ | 7/28 [01:16<02:54, 8.30s/it] 6/99 4.9G 0.05703 0.03846 0.003668 230 640: 29%|██▊ | 8/28 [01:16<01:54, 5.72s/it] 6/99 4.9G 0.05731 0.03926 0.00362 331 640: 29%|██▊ | 8/28 [02:05<01:54, 5.72s/it] 6/99 4.9G 0.05731 0.03926 0.00362 331 640: 32%|███▏ | 9/28 [02:05<06:06, 19.28s/it] 6/99 4.9G 0.05728 0.03919 0.003575 294 640: 32%|███▏ | 9/28 [02:05<06:06, 19.28s/it] 6/99 4.9G 0.05728 0.03919 0.003575 294 640: 36%|███▌ | 10/28 [02:05<04:01, 13.39s/it] 6/99 4.9G 0.05779 0.03943 0.003546 281 640: 36%|███▌ | 10/28 [02:05<04:01, 13.39s/it] 6/99 4.9G 0.05779 0.03943 0.003546 281 640: 39%|███▉ | 11/28 [02:05<02:38, 9.35s/it] 6/99 4.9G 0.05816 0.03893 0.003554 228 640: 39%|███▉ | 11/28 [02:06<02:38, 9.35s/it] 6/99 4.9G 0.05816 0.03893 0.003554 228 640: 43%|████▎ | 12/28 [02:06<01:45, 6.57s/it] 6/99 4.9G 0.05775 0.0385 0.003476 207 640: 43%|████▎ | 12/28 [02:06<01:45, 6.57s/it] 6/99 4.9G 0.05775 0.0385 0.003476 207 640: 46%|████▋ | 13/28 [02:06<01:09, 4.63s/it] 6/99 4.9G 0.05778 0.03835 0.003472 228 640: 46%|████▋ | 13/28 [02:06<01:09, 4.63s/it] 6/99 4.9G 0.05778 0.03835 0.003472 228 640: 50%|█████ | 14/28 [02:06<00:46, 3.29s/it] 6/99 4.9G 0.05783 0.0386 0.003427 314 640: 50%|█████ | 14/28 [02:24<00:46, 3.29s/it] 6/99 4.9G 0.05783 0.0386 0.003427 314 640: 54%|█████▎ | 15/28 [02:24<01:38, 7.61s/it] 6/99 4.9G 0.05792 0.03884 0.003375 301 640: 54%|█████▎ | 15/28 [02:24<01:38, 7.61s/it] 6/99 4.9G 0.05792 0.03884 0.003375 301 640: 57%|█████▋ | 16/28 [02:24<01:04, 5.38s/it] 6/99 4.9G 0.05798 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.77it/s]
all 98 501 0.326 0.381 0.289 0.113
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 7/99 4.9G 0.05192 0.04183 0.002732 299 640: 0%| | 0/28 [00:00<?, ?it/s] 7/99 4.9G 0.05192 0.04183 0.002732 299 640: 4%|▎ | 1/28 [00:00<00:05, 5.30it/s] 7/99 4.9G 0.05442 0.03972 0.002477 293 640: 4%|▎ | 1/28 [00:00<00:05, 5.30it/s] 7/99 4.9G 0.05442 0.03972 0.002477 293 640: 7%|▋ | 2/28 [00:00<00:05, 5.08it/s] 7/99 4.9G 0.05536 0.03973 0.002702 286 640: 7%|▋ | 2/28 [00:16<00:05, 5.08it/s] 7/99 4.9G 0.05536 0.03973 0.002702 286 640: 11%|█ | 3/28 [00:16<03:02, 7.29s/it] 7/99 4.9G 0.05554 0.03901 0.003237 233 640: 11%|█ | 3/28 [00:16<03:02, 7.29s/it] 7/99 4.9G 0.05554 0.03901 0.003237 233 640: 14%|█▍ | 4/28 [00:16<01:47, 4.50s/it] 7/99 4.9G 0.05605 0.03901 0.003229 276 640: 14%|█▍ | 4/28 [01:15<01:47, 4.50s/it] 7/99 4.9G 0.05605 0.03901 0.003229 276 640: 18%|█▊ | 5/28 [01:15<09:20, 24.37s/it] 7/99 4.9G 0.05576 0.03996 0.003149 311 640: 18%|█▊ | 5/28 [01:16<09:20, 24.37s/it] 7/99 4.9G 0.05576 0.03996 0.003149 311 640: 21%|██▏ | 6/28 [01:16<05:55, 16.16s/it] 7/99 4.9G 0.05523 0.03966 0.003193 278 640: 21%|██▏ | 6/28 [01:16<05:55, 16.16s/it] 7/99 4.9G 0.05523 0.03966 0.003193 278 640: 25%|██▌ | 7/28 [01:16<03:49, 10.93s/it] 7/99 4.9G 0.05484 0.03922 0.003237 261 640: 25%|██▌ | 7/28 [01:16<03:49, 10.93s/it] 7/99 4.9G 0.05484 0.03922 0.003237 261 640: 29%|██▊ | 8/28 [01:16<02:30, 7.52s/it] 7/99 4.9G 0.05538 0.03936 0.003211 286 640: 29%|██▊ | 8/28 [01:16<02:30, 7.52s/it] 7/99 4.9G 0.05538 0.03936 0.003211 286 640: 32%|███▏ | 9/28 [01:16<01:39, 5.22s/it] 7/99 4.9G 0.05529 0.03951 0.003172 311 640: 32%|███▏ | 9/28 [01:16<01:39, 5.22s/it] 7/99 4.9G 0.05529 0.03951 0.003172 311 640: 36%|███▌ | 10/28 [01:16<01:06, 3.67s/it] 7/99 4.9G 0.05565 0.03902 0.00311 201 640: 36%|███▌ | 10/28 [01:31<01:06, 3.67s/it] 7/99 4.9G 0.05565 0.03902 0.00311 201 640: 39%|███▉ | 11/28 [01:31<01:59, 7.05s/it] 7/99 4.9G 0.05592 0.0389 0.003043 274 640: 39%|███▉ | 11/28 [01:31<01:59, 7.05s/it] 7/99 4.9G 0.05592 0.0389 0.003043 274 640: 43%|████▎ | 12/28 [01:31<01:19, 4.97s/it] 7/99 4.9G 0.05624 0.03881 0.00309 268 640: 43%|████▎ | 12/28 [02:24<01:19, 4.97s/it] 7/99 4.9G 0.05624 0.03881 0.00309 268 640: 46%|████▋ | 13/28 [02:24<04:51, 19.44s/it] 7/99 4.9G 0.05647 0.03887 0.003058 262 640: 46%|████▋ | 13/28 [02:24<04:51, 19.44s/it] 7/99 4.9G 0.05647 0.03887 0.003058 262 640: 50%|█████ | 14/28 [02:24<03:10, 13.63s/it] 7/99 4.9G 0.05678 0.03878 0.003031 285 640: 50%|█████ | 14/28 [02:24<03:10, 13.63s/it] 7/99 4.9G 0.05678 0.03878 0.003031 285 640: 54%|█████▎ | 15/28 [02:24<02:04, 9.57s/it] 7/99 4.9G 0.05717 0.03859 0.003004 268 640: 54%|█████▎ | 15/28 [02:25<02:04, 9.57s/it] 7/99 4.9G 0.05717 0.03859 0.003004 268 640: 57%|█████▋ | 16/28 [02:25<01:21, 6.75s/it] 7/99 4.9G 0.05736 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s]
all 98 501 0.477 0.453 0.416 0.166
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 8/99 4.9G 0.05304 0.0388 0.002378 249 640: 0%| | 0/28 [00:52<?, ?it/s] 8/99 4.9G 0.05304 0.0388 0.002378 249 640: 4%|▎ | 1/28 [00:52<23:32, 52.33s/it] 8/99 4.9G 0.05233 0.04167 0.002722 350 640: 4%|▎ | 1/28 [00:52<23:32, 52.33s/it] 8/99 4.9G 0.05233 0.04167 0.002722 350 640: 7%|▋ | 2/28 [00:52<09:23, 21.67s/it] 8/99 4.9G 0.05198 0.04016 0.002864 251 640: 7%|▋ | 2/28 [00:52<09:23, 21.67s/it] 8/99 4.9G 0.05198 0.04016 0.002864 251 640: 11%|█ | 3/28 [00:52<04:56, 11.86s/it] 8/99 4.9G 0.0515 0.03931 0.002836 246 640: 11%|█ | 3/28 [00:52<04:56, 11.86s/it] 8/99 4.9G 0.0515 0.03931 0.002836 246 640: 14%|█▍ | 4/28 [00:52<02:54, 7.26s/it] 8/99 4.9G 0.05162 0.03905 0.002851 283 640: 14%|█▍ | 4/28 [00:53<02:54, 7.26s/it] 8/99 4.9G 0.05162 0.03905 0.002851 283 640: 18%|█▊ | 5/28 [00:53<01:48, 4.70s/it] 8/99 4.9G 0.05307 0.03861 0.00272 281 640: 18%|█▊ | 5/28 [00:53<01:48, 4.70s/it] 8/99 4.9G 0.05307 0.03861 0.00272 281 640: 21%|██▏ | 6/28 [00:53<01:09, 3.17s/it] 8/99 4.9G 0.05339 0.03948 0.002688 306 640: 21%|██▏ | 6/28 [01:19<01:09, 3.17s/it] 8/99 4.9G 0.05339 0.03948 0.002688 306 640: 25%|██▌ | 7/28 [01:19<03:42, 10.58s/it] 8/99 4.9G 0.05353 0.03943 0.002711 257 640: 25%|██▌ | 7/28 [01:19<03:42, 10.58s/it] 8/99 4.9G 0.05353 0.03943 0.002711 257 640: 29%|██▊ | 8/28 [01:19<02:25, 7.28s/it]train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=100, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp33/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp33
Starting training for 100 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/99 1.89G 0.1243 0.04071 0.03015 122 640: 0%| | 0/56 [00:53<?, ?it/s] 0/99 1.89G 0.1243 0.04071 0.03015 122 640: 2%|▏ | 1/56 [00:54<50:05, 54.64s/it] 0/99 1.96G 0.1257 0.03989 0.03029 138 640: 2%|▏ | 1/56 [00:54<50:05, 54.64s/it] 0/99 1.96G 0.1257 0.03989 0.03029 138 640: 4%|▎ | 2/56 [00:54<20:22, 22.64s/it] 0/99 2.11G 0.1258 0.04001 0.03013 164 640: 4%|▎ | 2/56 [00:55<20:22, 22.64s/it] 0/99 2.11G 0.1258 0.04001 0.03013 164 640: 5%|▌ | 3/56 [00:55<10:58, 12.42s/it] 0/99 2.11G 0.1267 0.03967 0.03041 201 640: 5%|▌ | 3/56 [00:55<10:58, 12.42s/it] 0/99 2.11G 0.1267 0.03967 0.03041 201 640: 7%|▋ | 4/56 [00:55<06:36, 7.62s/it] 0/99 2.11G 0.1264 0.03946 0.03032 161 640: 7%|▋ | 4/56 [00:55<06:36, 7.62s/it] 0/99 2.11G 0.1264 0.03946 0.03032 161 640: 9%|▉ | 5/56 [00:55<04:11, 4.94s/it] 0/99 2.11G 0.1268 0.03904 0.03031 170 640: 9%|▉ | 5/56 [00:55<04:11, 4.94s/it] 0/99 2.11G 0.1268 0.03904 0.03031 170 640: 11%|█ | 6/56 [00:55<02:45, 3.31s/it] 0/99 2.11G 0.1268 0.03888 0.03028 142 640: 11%|█ | 6/56 [00:55<02:45, 3.31s/it] 0/99 2.11G 0.1268 0.03888 0.03028 142 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/99 2.11G 0.1264 0.03898 0.03026 143 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/99 2.11G 0.1264 0.03898 0.03026 143 640: 14%|█▍ | 8/56 [00:55<01:16, 1.59s/it] 0/99 2.11G 0.1263 0.03863 0.0302 119 640: 14%|█▍ | 8/56 [01:28<01:16, 1.59s/it] 0/99 2.11G 0.1263 0.03863 0.0302 119 640: 16%|█▌ | 9/56 [01:28<08:53, 11.34s/it] 0/99 2.11G 0.1261 0.03845 0.03008 125 640: 16%|█▌ | 9/56 [01:28<08:53, 11.34s/it] 0/99 2.11G 0.1261 0.03845 0.03008 125 640: 18%|█▊ | 10/56 [01:28<06:02, 7.89s/it] 0/99 2.11G 0.1259 0.03848 0.02998 158 640: 18%|█▊ | 10/56 [01:29<06:02, 7.89s/it] 0/99 2.11G 0.1259 0.03848 0.02998 158 640: 20%|█▉ | 11/56 [01:29<04:08, 5.52s/it] 0/99 2.11G 0.1256 0.03827 0.0299 121 640: 20%|█▉ | 11/56 [01:30<04:08, 5.52s/it] 0/99 2.11G 0.1256 0.03827 0.0299 121 640: 21%|██▏ | 12/56 [01:30<03:03, 4.16s/it] 0/99 2.11G 0.1254 0.03838 0.02979 165 640: 21%|██▏ | 12/56 [01:30<03:03, 4.16s/it] 0/99 2.11G 0.1254 0.03838 0.02979 165 640: 23%|██▎ | 13/56 [01:30<02:06, 2.94s/it] 0/99 2.11G 0.1253 0.0381 0.02968 144 640: 23%|██▎ | 13/56 [01:30<02:06, 2.94s/it] 0/99 2.11G 0.1253 0.0381 0.02968 144 640: 25%|██▌ | 14/56 [01:30<01:28, 2.10s/it] 0/99 2.11G 0.125 0.03796 0.02958 112 640: 25%|██▌ | 14/56 [01:30<01:28, 2.10s/it] 0/99 2.11G 0.125 0.03796 0.02958 112 640: 27%|██▋ | 15/56 [01:30<01:01, 1.51s/it] 0/99 2.11G 0.125 0.03769 0.02953 137 640: 27%|██▋ | 15/56 [01:30<01:01, 1.51s/it] 0/99 2.11G 0.125 0.03769 0.02953 137 640: 29%|██▊ | 16/56 [01:30<00:43, 1.10s/it] 0/99 2.11G 0.1247 0.03741 0.02942 135 640: 29%|██▊ | 16/56 [02:02<00:43, 1.10s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.00111 0.175 0.00363 0.000992
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/99 2.65G 0.103 0.03398 0.01751 116 640: 0%| | 0/56 [00:32<?, ?it/s] 1/99 2.65G 0.103 0.03398 0.01751 116 640: 2%|▏ | 1/56 [00:32<29:22, 32.05s/it] 1/99 2.65G 0.1031 0.0317 0.01849 86 640: 2%|▏ | 1/56 [00:34<29:22, 32.05s/it] 1/99 2.65G 0.1031 0.0317 0.01849 86 640: 4%|▎ | 2/56 [00:34<13:09, 14.62s/it] 1/99 2.65G 0.1039 0.03436 0.0185 206 640: 4%|▎ | 2/56 [00:40<13:09, 14.62s/it] 1/99 2.65G 0.1039 0.03436 0.0185 206 640: 5%|▌ | 3/56 [00:40<09:38, 10.92s/it] 1/99 2.65G 0.1029 0.03784 0.0185 151 640: 5%|▌ | 3/56 [00:43<09:38, 10.92s/it] 1/99 2.65G 0.1029 0.03784 0.0185 151 640: 7%|▋ | 4/56 [00:43<06:38, 7.66s/it] 1/99 2.65G 0.1026 0.03783 0.01867 115 640: 7%|▋ | 4/56 [00:43<06:38, 7.66s/it] 1/99 2.65G 0.1026 0.03783 0.01867 115 640: 9%|▉ | 5/56 [00:43<04:12, 4.95s/it] 1/99 2.65G 0.1028 0.0384 0.01849 143 640: 9%|▉ | 5/56 [00:43<04:12, 4.95s/it] 1/99 2.65G 0.1028 0.0384 0.01849 143 640: 11%|█ | 6/56 [00:43<02:45, 3.31s/it] 1/99 2.65G 0.1021 0.03838 0.01828 116 640: 11%|█ | 6/56 [00:44<02:45, 3.31s/it] 1/99 2.65G 0.1021 0.03838 0.01828 116 640: 12%|█▎ | 7/56 [00:44<01:51, 2.27s/it] 1/99 2.65G 0.1016 0.03794 0.01836 103 640: 12%|█▎ | 7/56 [00:44<01:51, 2.27s/it] 1/99 2.65G 0.1016 0.03794 0.01836 103 640: 14%|█▍ | 8/56 [00:44<01:16, 1.59s/it] 1/99 2.65G 0.1016 0.03828 0.01819 136 640: 14%|█▍ | 8/56 [01:05<01:16, 1.59s/it] 1/99 2.65G 0.1016 0.03828 0.01819 136 640: 16%|█▌ | 9/56 [01:05<06:03, 7.73s/it] 1/99 2.65G 0.1015 0.03827 0.01799 176 640: 16%|█▌ | 9/56 [01:08<06:03, 7.73s/it] 1/99 2.65G 0.1015 0.03827 0.01799 176 640: 18%|█▊ | 10/56 [01:08<04:45, 6.21s/it] 1/99 2.65G 0.1014 0.0384 0.01795 152 640: 18%|█▊ | 10/56 [01:14<04:45, 6.21s/it] 1/99 2.65G 0.1014 0.0384 0.01795 152 640: 20%|█▉ | 11/56 [01:14<04:41, 6.26s/it] 1/99 2.65G 0.1017 0.03895 0.01788 166 640: 20%|█▉ | 11/56 [01:16<04:41, 6.26s/it] 1/99 2.65G 0.1017 0.03895 0.01788 166 640: 21%|██▏ | 12/56 [01:16<03:43, 5.08s/it] 1/99 2.65G 0.1019 0.03906 0.01775 156 640: 21%|██▏ | 12/56 [01:17<03:43, 5.08s/it] 1/99 2.65G 0.1019 0.03906 0.01775 156 640: 23%|██▎ | 13/56 [01:17<02:34, 3.58s/it] 1/99 2.65G 0.1015 0.03895 0.01753 117 640: 23%|██▎ | 13/56 [01:17<02:34, 3.58s/it] 1/99 2.65G 0.1015 0.03895 0.01753 117 640: 25%|██▌ | 14/56 [01:17<01:46, 2.55s/it] 1/99 2.65G 0.1015 0.03847 0.01751 132 640: 25%|██▌ | 14/56 [01:17<01:46, 2.55s/it] 1/99 2.65G 0.1015 0.03847 0.01751 132 640: 27%|██▋ | 15/56 [01:17<01:14, 1.81s/it] 1/99 2.65G 0.1011 0.0383 0.01744 109 640: 27%|██▋ | 15/56 [01:17<01:14, 1.81s/it] 1/99 2.65G 0.1011 0.0383 0.01744 109 640: 29%|██▊ | 16/56 [01:17<00:52, 1.31s/it] 1/99 2.65G 0.1008 0.0384 0.01744 123 640: 29%|██▊ | 16/56 [01:38<00:52, 1.31s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
all 98 501 0.0567 0.096 0.0434 0.0134
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 2/99 2.65G 0.08394 0.04169 0.01309 119 640: 0%| | 0/56 [00:19<?, ?it/s] 2/99 2.65G 0.08394 0.04169 0.01309 119 640: 2%|▏ | 1/56 [00:19<17:37, 19.22s/it] 2/99 2.65G 0.08473 0.04167 0.01147 131 640: 2%|▏ | 1/56 [00:23<17:37, 19.22s/it] 2/99 2.65G 0.08473 0.04167 0.01147 131 640: 4%|▎ | 2/56 [00:23<09:07, 10.14s/it] 2/99 2.65G 0.08436 0.04167 0.0129 142 640: 4%|▎ | 2/56 [00:34<09:07, 10.14s/it] 2/99 2.65G 0.08436 0.04167 0.0129 142 640: 5%|▌ | 3/56 [00:34<09:39, 10.94s/it] 2/99 2.65G 0.08395 0.04176 0.01305 138 640: 5%|▌ | 3/56 [00:35<09:39, 10.94s/it] 2/99 2.65G 0.08395 0.04176 0.01305 138 640: 7%|▋ | 4/56 [00:35<05:46, 6.67s/it] 2/99 2.65G 0.08339 0.04165 0.01278 137 640: 7%|▋ | 4/56 [00:35<05:46, 6.67s/it] 2/99 2.65G 0.08339 0.04165 0.01278 137 640: 9%|▉ | 5/56 [00:35<03:40, 4.32s/it] 2/99 2.65G 0.08385 0.04291 0.01234 153 640: 9%|▉ | 5/56 [00:35<03:40, 4.32s/it] 2/99 2.65G 0.08385 0.04291 0.01234 153 640: 11%|█ | 6/56 [00:35<02:24, 2.89s/it] 2/99 2.65G 0.08346 0.04276 0.01244 142 640: 11%|█ | 6/56 [00:37<02:24, 2.89s/it] 2/99 2.65G 0.08346 0.04276 0.01244 142 640: 12%|█▎ | 7/56 [00:37<02:08, 2.63s/it] 2/99 2.65G 0.08285 0.04151 0.01252 94 640: 12%|█▎ | 7/56 [00:37<02:08, 2.63s/it] 2/99 2.65G 0.08285 0.04151 0.01252 94 640: 14%|█▍ | 8/56 [00:37<01:28, 1.84s/it] 2/99 2.65G 0.08314 0.042 0.01259 161 640: 14%|█▍ | 8/56 [00:53<01:28, 1.84s/it] 2/99 2.65G 0.08314 0.042 0.01259 161 640: 16%|█▌ | 9/56 [00:53<04:50, 6.18s/it] 2/99 2.65G 0.0832 0.04175 0.01234 132 640: 16%|█▌ | 9/56 [00:56<04:50, 6.18s/it] 2/99 2.65G 0.0832 0.04175 0.01234 132 640: 18%|█▊ | 10/56 [00:56<04:05, 5.35s/it] 2/99 2.65G 0.08266 0.04155 0.0123 117 640: 18%|█▊ | 10/56 [01:08<04:05, 5.35s/it] 2/99 2.65G 0.08266 0.04155 0.0123 117 640: 20%|█▉ | 11/56 [01:08<05:32, 7.38s/it] 2/99 2.65G 0.08306 0.04142 0.0121 122 640: 20%|█▉ | 11/56 [01:08<05:32, 7.38s/it] 2/99 2.65G 0.08306 0.04142 0.0121 122 640: 21%|██▏ | 12/56 [01:08<03:47, 5.18s/it] 2/99 2.65G 0.08339 0.04135 0.01194 122 640: 21%|██▏ | 12/56 [01:08<03:47, 5.18s/it] 2/99 2.65G 0.08339 0.04135 0.01194 122 640: 23%|██▎ | 13/56 [01:08<02:36, 3.64s/it] 2/99 2.65G 0.08365 0.04093 0.01183 110 640: 23%|██▎ | 13/56 [01:09<02:36, 3.64s/it] 2/99 2.65G 0.08365 0.04093 0.01183 110 640: 25%|██▌ | 14/56 [01:09<01:48, 2.59s/it] 2/99 2.65G 0.08402 0.04174 0.01177 181 640: 25%|██▌ | 14/56 [01:10<01:48, 2.59s/it] 2/99 2.65G 0.08402 0.04174 0.01177 181 640: 27%|██▋ | 15/56 [01:10<01:34, 2.32s/it] 2/99 2.65G 0.08403 0.04189 0.01168 144 640: 27%|██▋ | 15/56 [01:10<01:34, 2.32s/it] 2/99 2.65G 0.08403 0.04189 0.01168 144 640: 29%|██▊ | 16/56 [01:10<01:06, 1.65s/it] 2/99 2.65G 0.08403 0.04174 0.01164 140 640: 29%|██▊ | 16/56 [01:26<01:06, 1.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.09it/s]
all 98 501 0.117 0.218 0.0685 0.0175
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 3/99 2.65G 0.08243 0.04347 0.009085 147 640: 0%| | 0/56 [00:14<?, ?it/s] 3/99 2.65G 0.08243 0.04347 0.009085 147 640: 2%|▏ | 1/56 [00:14<13:29, 14.73s/it] 3/99 2.65G 0.08189 0.04461 0.009135 129 640: 2%|▏ | 1/56 [00:18<13:29, 14.73s/it] 3/99 2.65G 0.08189 0.04461 0.009135 129 640: 4%|▎ | 2/56 [00:18<07:23, 8.22s/it] 3/99 2.65G 0.08181 0.04761 0.00886 145 640: 4%|▎ | 2/56 [00:32<07:23, 8.22s/it] 3/99 2.65G 0.08181 0.04761 0.00886 145 640: 5%|▌ | 3/56 [00:32<09:35, 10.86s/it] 3/99 2.65G 0.08109 0.04498 0.008669 126 640: 5%|▌ | 3/56 [00:40<09:35, 10.86s/it] 3/99 2.65G 0.08109 0.04498 0.008669 126 640: 7%|▋ | 4/56 [00:40<08:30, 9.81s/it] 3/99 2.65G 0.08062 0.04487 0.008473 164 640: 7%|▋ | 4/56 [00:40<08:30, 9.81s/it] 3/99 2.65G 0.08062 0.04487 0.008473 164 640: 9%|▉ | 5/56 [00:40<05:22, 6.32s/it] 3/99 2.65G 0.08034 0.04484 0.008527 171 640: 9%|▉ | 5/56 [00:40<05:22, 6.32s/it] 3/99 2.65G 0.08034 0.04484 0.008527 171 640: 11%|█ | 6/56 [00:40<03:31, 4.22s/it] 3/99 2.65G 0.07973 0.04337 0.008707 121 640: 11%|█ | 6/56 [00:40<03:31, 4.22s/it] 3/99 2.65G 0.07973 0.04337 0.008707 121 640: 12%|█▎ | 7/56 [00:40<02:21, 2.88s/it] 3/99 2.65G 0.07902 0.04296 0.008541 139 640: 12%|█▎ | 7/56 [00:41<02:21, 2.88s/it] 3/99 2.65G 0.07902 0.04296 0.008541 139 640: 14%|█▍ | 8/56 [00:41<01:35, 2.00s/it] 3/99 2.65G 0.07873 0.04247 0.008396 131 640: 14%|█▍ | 8/56 [00:48<01:35, 2.00s/it] 3/99 2.65G 0.07873 0.04247 0.008396 131 640: 16%|█▌ | 9/56 [00:48<02:56, 3.75s/it] 3/99 2.65G 0.07883 0.0426 0.008247 124 640: 16%|█▌ | 9/56 [00:51<02:56, 3.75s/it] 3/99 2.65G 0.07883 0.0426 0.008247 124 640: 18%|█▊ | 10/56 [00:51<02:44, 3.57s/it] 3/99 2.65G 0.07846 0.04262 0.008304 195 640: 18%|█▊ | 10/56 [01:05<02:44, 3.57s/it] 3/99 2.65G 0.07846 0.04262 0.008304 195 640: 20%|█▉ | 11/56 [01:05<05:05, 6.78s/it] 3/99 2.65G 0.0781 0.04254 0.008094 164 640: 20%|█▉ | 11/56 [01:14<05:05, 6.78s/it] 3/99 2.65G 0.0781 0.04254 0.008094 164 640: 21%|██▏ | 12/56 [01:14<05:19, 7.26s/it] 3/99 2.65G 0.0781 0.04325 0.00806 181 640: 21%|██▏ | 12/56 [01:14<05:19, 7.26s/it] 3/99 2.65G 0.0781 0.04325 0.00806 181 640: 23%|██▎ | 13/56 [01:14<03:39, 5.10s/it] 3/99 2.65G 0.07806 0.04291 0.007979 133 640: 23%|██▎ | 13/56 [01:14<03:39, 5.10s/it] 3/99 2.65G 0.07806 0.04291 0.007979 133 640: 25%|██▌ | 14/56 [01:14<02:31, 3.60s/it] 3/99 2.65G 0.07831 0.04227 0.008057 99 640: 25%|██▌ | 14/56 [01:14<02:31, 3.60s/it] 3/99 2.65G 0.07831 0.04227 0.008057 99 640: 27%|██▋ | 15/56 [01:14<01:44, 2.55s/it] 3/99 2.65G 0.07883 0.04187 0.008306 128 640: 27%|██▋ | 15/56 [01:14<01:44, 2.55s/it] 3/99 2.65G 0.07883 0.04187 0.008306 128 640: 29%|██▊ | 16/56 [01:14<01:12, 1.82s/it] 3/99 2.65G 0.07927 0.04146 0.008179 105 640: 29%|██▊ | 16/56 [01:22<01:12, 1.82s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.274 0.345 0.208 0.0665
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 4/99 2.65G 0.06831 0.03815 0.005637 117 640: 0%| | 0/56 [00:06<?, ?it/s] 4/99 2.65G 0.06831 0.03815 0.005637 117 640: 2%|▏ | 1/56 [00:06<05:49, 6.35s/it] 4/99 2.65G 0.07095 0.03153 0.007641 90 640: 2%|▏ | 1/56 [00:09<05:49, 6.35s/it] 4/99 2.65G 0.07095 0.03153 0.007641 90 640: 4%|▎ | 2/56 [00:09<03:53, 4.32s/it] 4/99 2.65G 0.06889 0.0353 0.007675 159 640: 4%|▎ | 2/56 [00:24<03:53, 4.32s/it] 4/99 2.65G 0.06889 0.0353 0.007675 159 640: 5%|▌ | 3/56 [00:24<08:24, 9.52s/it] 4/99 2.65G 0.06935 0.04023 0.007217 207 640: 5%|▌ | 3/56 [00:44<08:24, 9.52s/it] 4/99 2.65G 0.06935 0.04023 0.007217 207 640: 7%|▋ | 4/56 [00:44<11:38, 13.44s/it] 4/99 2.65G 0.06856 0.04205 0.007274 147 640: 7%|▋ | 4/56 [00:44<11:38, 13.44s/it] 4/99 2.65G 0.06856 0.04205 0.007274 147 640: 9%|▉ | 5/56 [00:44<07:20, 8.64s/it] 4/99 2.65G 0.0677 0.04197 0.007232 122 640: 9%|▉ | 5/56 [00:44<07:20, 8.64s/it] 4/99 2.65G 0.0677 0.04197 0.007232 122 640: 11%|█ | 6/56 [00:44<04:47, 5.75s/it] 4/99 2.65G 0.06837 0.04216 0.006962 145 640: 11%|█ | 6/56 [00:44<04:47, 5.75s/it] 4/99 2.65G 0.06837 0.04216 0.006962 145 640: 12%|█▎ | 7/56 [00:44<03:11, 3.90s/it] 4/99 2.65G 0.06819 0.04185 0.00678 135 640: 12%|█▎ | 7/56 [00:44<03:11, 3.90s/it] 4/99 2.65G 0.06819 0.04185 0.00678 135 640: 14%|█▍ | 8/56 [00:44<02:09, 2.70s/it] 4/99 2.65G 0.06758 0.04182 0.006659 123 640: 14%|█▍ | 8/56 [00:44<02:09, 2.70s/it] 4/99 2.65G 0.06758 0.04182 0.006659 123 640: 16%|█▌ | 9/56 [00:44<01:28, 1.89s/it] 4/99 2.65G 0.06779 0.042 0.006661 168 640: 16%|█▌ | 9/56 [00:45<01:28, 1.89s/it] 4/99 2.65G 0.06779 0.042 0.006661 168 640: 18%|█▊ | 10/56 [00:45<01:01, 1.35s/it] 4/99 2.65G 0.06759 0.04174 0.006497 125 640: 18%|█▊ | 10/56 [00:58<01:01, 1.35s/it] 4/99 2.65G 0.06759 0.04174 0.006497 125 640: 20%|█▉ | 11/56 [00:58<03:46, 5.03s/it] 4/99 2.65G 0.06714 0.04093 0.006515 108 640: 20%|█▉ | 11/56 [01:18<03:46, 5.03s/it] 4/99 2.65G 0.06714 0.04093 0.006515 108 640: 21%|██▏ | 12/56 [01:18<06:56, 9.47s/it] 4/99 2.65G 0.06698 0.04097 0.006375 126 640: 21%|██▏ | 12/56 [01:18<06:56, 9.47s/it] 4/99 2.65G 0.06698 0.04097 0.006375 126 640: 23%|██▎ | 13/56 [01:18<04:45, 6.64s/it] 4/99 2.65G 0.06683 0.04064 0.006264 119 640: 23%|██▎ | 13/56 [01:18<04:45, 6.64s/it] 4/99 2.65G 0.06683 0.04064 0.006264 119 640: 25%|██▌ | 14/56 [01:18<03:17, 4.69s/it] 4/99 2.65G 0.06673 0.04081 0.006286 151 640: 25%|██▌ | 14/56 [01:18<03:17, 4.69s/it] 4/99 2.65G 0.06673 0.04081 0.006286 151 640: 27%|██▋ | 15/56 [01:18<02:15, 3.31s/it] 4/99 2.65G 0.06701 0.04129 0.006179 124 640: 27%|██▋ | 15/56 [01:18<02:15, 3.31s/it] 4/99 2.65G 0.06701 0.04129 0.006179 124 640: 29%|██▊ | 16/56 [01:18<01:34, 2.35s/it] 4/99 2.65G 0.06704 0.04155 0.006111 148 640: 29%|██▊ | 16/56 [01:18<01:34, 2.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
all 98 501 0.3 0.277 0.225 0.0792
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 5/99 2.65G 0.06267 0.03732 0.003761 129 640: 0%| | 0/56 [00:00<?, ?it/s] 5/99 2.65G 0.06267 0.03732 0.003761 129 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 5/99 2.65G 0.06195 0.04004 0.004313 148 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 5/99 2.65G 0.06195 0.04004 0.004313 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.20it/s] 5/99 2.65G 0.05967 0.03879 0.003905 125 640: 4%|▎ | 2/56 [00:13<00:07, 7.20it/s] 5/99 2.65G 0.05967 0.03879 0.003905 125 640: 5%|▌ | 3/56 [00:13<05:29, 6.22s/it] 5/99 2.65G 0.05907 0.03876 0.004554 96 640: 5%|▌ | 3/56 [00:44<05:29, 6.22s/it] 5/99 2.65G 0.05907 0.03876 0.004554 96 640: 7%|▋ | 4/56 [00:44<13:57, 16.10s/it] 5/99 2.65G 0.05942 0.0389 0.005556 112 640: 7%|▋ | 4/56 [00:45<13:57, 16.10s/it] 5/99 2.65G 0.05942 0.0389 0.005556 112 640: 9%|▉ | 5/56 [00:45<08:47, 10.34s/it] 5/99 2.65G 0.05873 0.03878 0.005169 121 640: 9%|▉ | 5/56 [00:45<08:47, 10.34s/it] 5/99 2.65G 0.05873 0.03878 0.005169 121 640: 11%|█ | 6/56 [00:45<05:43, 6.87s/it] 5/99 2.65G 0.05885 0.03874 0.005138 155 640: 11%|█ | 6/56 [00:45<05:43, 6.87s/it] 5/99 2.65G 0.05885 0.03874 0.005138 155 640: 12%|█▎ | 7/56 [00:45<03:48, 4.66s/it] 5/99 2.65G 0.05919 0.03914 0.005077 145 640: 12%|█▎ | 7/56 [00:45<03:48, 4.66s/it] 5/99 2.65G 0.05919 0.03914 0.005077 145 640: 14%|█▍ | 8/56 [00:45<02:34, 3.22s/it] 5/99 2.65G 0.05998 0.04018 0.005034 195 640: 14%|█▍ | 8/56 [00:45<02:34, 3.22s/it] 5/99 2.65G 0.05998 0.04018 0.005034 195 640: 16%|█▌ | 9/56 [00:45<01:45, 2.25s/it] 5/99 2.65G 0.0598 0.04014 0.004869 143 640: 16%|█▌ | 9/56 [00:45<01:45, 2.25s/it] 5/99 2.65G 0.0598 0.04014 0.004869 143 640: 18%|█▊ | 10/56 [00:45<01:13, 1.60s/it] 5/99 2.65G 0.05977 0.03957 0.00498 112 640: 18%|█▊ | 10/56 [00:47<01:13, 1.60s/it] 5/99 2.65G 0.05977 0.03957 0.00498 112 640: 20%|█▉ | 11/56 [00:47<01:19, 1.76s/it] 5/99 2.65G 0.05939 0.03898 0.004862 100 640: 20%|█▉ | 11/56 [01:18<01:19, 1.76s/it] 5/99 2.65G 0.05939 0.03898 0.004862 100 640: 21%|██▏ | 12/56 [01:18<07:47, 10.62s/it] 5/99 2.65G 0.05991 0.03876 0.004843 106 640: 21%|██▏ | 12/56 [01:18<07:47, 10.62s/it] 5/99 2.65G 0.05991 0.03876 0.004843 106 640: 23%|██▎ | 13/56 [01:18<05:20, 7.44s/it] 5/99 2.65G 0.05973 0.0393 0.004898 179 640: 23%|██▎ | 13/56 [01:19<05:20, 7.44s/it] 5/99 2.65G 0.05973 0.0393 0.004898 179 640: 25%|██▌ | 14/56 [01:19<03:40, 5.24s/it] 5/99 2.65G 0.06008 0.03941 0.004905 143 640: 25%|██▌ | 14/56 [01:19<03:40, 5.24s/it] 5/99 2.65G 0.06008 0.03941 0.004905 143 640: 27%|██▋ | 15/56 [01:19<02:31, 3.70s/it] 5/99 2.65G 0.06001 0.03981 0.004987 139 640: 27%|██▋ | 15/56 [01:19<02:31, 3.70s/it] 5/99 2.65G 0.06001 0.03981 0.004987 139 640: 29%|██▊ | 16/56 [01:19<01:44, 2.62s/it] 5/99 2.65G 0.06007 0.04059 0.00486 148 640: 29%|██▊ | 16/56 [01:19<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.4 0.398 0.338 0.119
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 6/99 2.65G 0.06081 0.03917 0.003871 115 640: 0%| | 0/56 [00:00<?, ?it/s] 6/99 2.65G 0.06081 0.03917 0.003871 115 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 6/99 2.65G 0.06049 0.03943 0.00401 123 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 6/99 2.65G 0.06049 0.03943 0.00401 123 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 6/99 2.65G 0.05781 0.03903 0.003851 145 640: 4%|▎ | 2/56 [00:01<00:07, 7.31it/s] 6/99 2.65G 0.05781 0.03903 0.003851 145 640: 5%|▌ | 3/56 [00:01<00:41, 1.28it/s] 6/99 2.65G 0.05798 0.03816 0.00369 117 640: 5%|▌ | 3/56 [00:44<00:41, 1.28it/s] 6/99 2.65G 0.05798 0.03816 0.00369 117 640: 7%|▋ | 4/56 [00:44<14:58, 17.29s/it] 6/99 2.65G 0.05698 0.03807 0.00383 116 640: 7%|▋ | 4/56 [00:44<14:58, 17.29s/it] 6/99 2.65G 0.05698 0.03807 0.00383 116 640: 9%|▉ | 5/56 [00:44<09:25, 11.10s/it] 6/99 2.65G 0.05638 0.0377 0.003736 129 640: 9%|▉ | 5/56 [00:44<09:25, 11.10s/it] 6/99 2.65G 0.05638 0.0377 0.003736 129 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 6/99 2.65G 0.05663 0.03799 0.003794 131 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 6/99 2.65G 0.05663 0.03799 0.003794 131 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 6/99 2.65G 0.05611 0.03824 0.003853 154 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 6/99 2.65G 0.05611 0.03824 0.003853 154 640: 14%|█▍ | 8/56 [00:44<02:45, 3.44s/it] 6/99 2.65G 0.05563 0.03807 0.004015 116 640: 14%|█▍ | 8/56 [00:45<02:45, 3.44s/it] 6/99 2.65G 0.05563 0.03807 0.004015 116 640: 16%|█▌ | 9/56 [00:45<01:52, 2.40s/it] 6/99 2.65G 0.05533 0.03742 0.004244 92 640: 16%|█▌ | 9/56 [00:45<01:52, 2.40s/it] 6/99 2.65G 0.05533 0.03742 0.004244 92 640: 18%|█▊ | 10/56 [00:45<01:18, 1.70s/it] 6/99 2.65G 0.05533 0.03819 0.004202 152 640: 18%|█▊ | 10/56 [00:45<01:18, 1.70s/it] 6/99 2.65G 0.05533 0.03819 0.004202 152 640: 20%|█▉ | 11/56 [00:45<00:55, 1.24s/it] 6/99 2.65G 0.05513 0.03794 0.00404 119 640: 20%|█▉ | 11/56 [01:18<00:55, 1.24s/it] 6/99 2.65G 0.05513 0.03794 0.00404 119 640: 21%|██▏ | 12/56 [01:18<07:56, 10.83s/it] 6/99 2.65G 0.05491 0.03757 0.003889 102 640: 21%|██▏ | 12/56 [01:18<07:56, 10.83s/it] 6/99 2.65G 0.05491 0.03757 0.003889 102 640: 23%|██▎ | 13/56 [01:18<05:26, 7.59s/it] 6/99 2.65G 0.05506 0.03785 0.003865 164 640: 23%|██▎ | 13/56 [01:18<05:26, 7.59s/it] 6/99 2.65G 0.05506 0.03785 0.003865 164 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 6/99 2.65G 0.05513 0.03812 0.00384 149 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 6/99 2.65G 0.05513 0.03812 0.00384 149 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 6/99 2.65G 0.05517 0.03794 0.0038 115 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 6/99 2.65G 0.05517 0.03794 0.0038 115 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 6/99 2.65G 0.05553 0.0385 0.003829 170 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.431 0.436 0.408 0.151
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 7/99 2.65G 0.06199 0.03669 0.006044 158 640: 0%| | 0/56 [00:00<?, ?it/s] 7/99 2.65G 0.06199 0.03669 0.006044 158 640: 2%|▏ | 1/56 [00:00<00:06, 8.02it/s] 7/99 2.65G 0.06056 0.03913 0.00412 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.02it/s] 7/99 2.65G 0.06056 0.03913 0.00412 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.08it/s] 7/99 2.65G 0.05783 0.03909 0.003602 138 640: 4%|▎ | 2/56 [00:00<00:07, 7.08it/s] 7/99 2.65G 0.05783 0.03909 0.003602 138 640: 5%|▌ | 3/56 [00:00<00:06, 7.65it/s] 7/99 2.65G 0.05461 0.03741 0.003964 106 640: 5%|▌ | 3/56 [00:37<00:06, 7.65it/s] 7/99 2.65G 0.05461 0.03741 0.003964 106 640: 7%|▋ | 4/56 [00:37<12:37, 14.57s/it] 7/99 2.65G 0.05366 0.03826 0.003971 157 640: 7%|▋ | 4/56 [00:37<12:37, 14.57s/it] 7/99 2.65G 0.05366 0.03826 0.003971 157 640: 9%|▉ | 5/56 [00:37<07:57, 9.36s/it] 7/99 2.65G 0.05366 0.03778 0.003791 162 640: 9%|▉ | 5/56 [00:37<07:57, 9.36s/it] 7/99 2.65G 0.05366 0.03778 0.003791 162 640: 11%|█ | 6/56 [00:37<05:11, 6.23s/it] 7/99 2.65G 0.05413 0.03763 0.003983 127 640: 11%|█ | 6/56 [00:37<05:11, 6.23s/it] 7/99 2.65G 0.05413 0.03763 0.003983 127 640: 12%|█▎ | 7/56 [00:37<03:27, 4.23s/it] 7/99 2.65G 0.05442 0.03768 0.003907 139 640: 12%|█▎ | 7/56 [00:37<03:27, 4.23s/it] 7/99 2.65G 0.05442 0.03768 0.003907 139 640: 14%|█▍ | 8/56 [00:37<02:21, 2.94s/it] 7/99 2.65G 0.05497 0.03828 0.003988 155 640: 14%|█▍ | 8/56 [00:37<02:21, 2.94s/it] 7/99 2.65G 0.05497 0.03828 0.003988 155 640: 16%|█▌ | 9/56 [00:37<01:36, 2.06s/it] 7/99 2.65G 0.05503 0.03887 0.003904 142 640: 16%|█▌ | 9/56 [00:37<01:36, 2.06s/it] 7/99 2.65G 0.05503 0.03887 0.003904 142 640: 18%|█▊ | 10/56 [00:37<01:07, 1.47s/it] 7/99 2.65G 0.05501 0.03936 0.003924 181 640: 18%|█▊ | 10/56 [00:38<01:07, 1.47s/it] 7/99 2.65G 0.05501 0.03936 0.003924 181 640: 20%|█▉ | 11/56 [00:38<00:47, 1.05s/it] 7/99 2.65G 0.05511 0.03936 0.00386 150 640: 20%|█▉ | 11/56 [01:10<00:47, 1.05s/it] 7/99 2.65G 0.05511 0.03936 0.00386 150 640: 21%|██▏ | 12/56 [01:10<07:49, 10.66s/it] 7/99 2.65G 0.05524 0.03926 0.003763 136 640: 21%|██▏ | 12/56 [01:10<07:49, 10.66s/it] 7/99 2.65G 0.05524 0.03926 0.003763 136 640: 23%|██▎ | 13/56 [01:10<05:21, 7.47s/it] 7/99 2.65G 0.05557 0.03933 0.00374 154 640: 23%|██▎ | 13/56 [01:10<05:21, 7.47s/it] 7/99 2.65G 0.05557 0.03933 0.00374 154 640: 25%|██▌ | 14/56 [01:10<03:40, 5.26s/it] 7/99 2.65G 0.0557 0.03901 0.003652 102 640: 25%|██▌ | 14/56 [01:11<03:40, 5.26s/it] 7/99 2.65G 0.0557 0.03901 0.003652 102 640: 27%|██▋ | 15/56 [01:11<02:32, 3.71s/it] 7/99 2.65G 0.05599 0.03866 0.003594 104 640: 27%|██▋ | 15/56 [01:11<02:32, 3.71s/it] 7/99 2.65G 0.05599 0.03866 0.003594 104 640: 29%|██▊ | 16/56 [01:11<01:45, 2.63s/it] 7/99 2.65G 0.05629 0.03837 0.003621 112 640: 29%|██▊ | 16/56 [01:11<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.72it/s]
all 98 501 0.487 0.477 0.453 0.185
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 8/99 2.65G 0.05342 0.0391 0.00288 125 640: 0%| | 0/56 [00:00<?, ?it/s] 8/99 2.65G 0.05342 0.0391 0.00288 125 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 8/99 2.65G 0.05109 0.03807 0.002625 119 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 8/99 2.65G 0.05109 0.03807 0.002625 119 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 8/99 2.65G 0.04986 0.03616 0.003136 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 8/99 2.65G 0.04986 0.03616 0.003136 124 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 8/99 2.65G 0.05233 0.03874 0.003203 221 640: 5%|▌ | 3/56 [00:32<00:06, 7.82it/s] 8/99 2.65G 0.05233 0.03874 0.003203 221 640: 7%|▋ | 4/56 [00:32<11:09, 12.88s/it] 8/99 2.65G 0.05272 0.03991 0.003105 170 640: 7%|▋ | 4/56 [00:32<11:09, 12.88s/it] 8/99 2.65G 0.05272 0.03991 0.003105 170 640: 9%|▉ | 5/56 [00:32<07:03, 8.30s/it] 8/99 2.65G 0.05297 0.04015 0.003147 156 640: 9%|▉ | 5/56 [00:33<07:03, 8.30s/it] 8/99 2.65G 0.05297 0.04015 0.003147 156 640: 11%|█ | 6/56 [00:33<04:36, 5.53s/it] 8/99 2.65G 0.05336 0.04055 0.003134 122 640: 11%|█ | 6/56 [00:33<04:36, 5.53s/it] 8/99 2.65G 0.05336 0.04055 0.003134 122 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 8/99 2.65G 0.05391 0.04059 0.003002 141 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 8/99 2.65G 0.05391 0.04059 0.003002 141 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 8/99 2.65G 0.05398 0.04014 0.003008 130 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 8/99 2.65G 0.05398 0.04014 0.003008 130 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 8/99 2.65G 0.05402 0.04032 0.003058 203 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 8/99 2.65G 0.05402 0.04032 0.003058 203 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 8/99 2.65G 0.05357 0.03963 0.00302 101 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 8/99 2.65G 0.05357 0.03963 0.00302 101 640: 20%|█▉ | 11/56 [00:33<00:42, 1.06it/s] 8/99 2.65G 0.05387 0.03929 0.003117 105 640: 20%|█▉ | 11/56 [01:06<00:42, 1.06it/s] 8/99 2.65G 0.05387 0.03929 0.003117 105 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 8/99 2.65G 0.0536 0.03869 0.003107 119 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 8/99 2.65G 0.0536 0.03869 0.003107 119 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 8/99 2.65G 0.05432 0.03851 0.00303 160 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 8/99 2.65G 0.05432 0.03851 0.00303 160 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 8/99 2.65G 0.05441 0.03904 0.00305 168 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 8/99 2.65G 0.05441 0.03904 0.00305 168 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 8/99 2.65G 0.05476 0.03938 0.00308 156 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 8/99 2.65G 0.05476 0.03938 0.00308 156 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 8/99 2.65G 0.05493 0.03916 0.00304 133 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
all 98 501 0.468 0.459 0.412 0.164
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 9/99 2.65G 0.05098 0.04712 0.002258 194 640: 0%| | 0/56 [00:00<?, ?it/s] 9/99 2.65G 0.05098 0.04712 0.002258 194 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 9/99 2.65G 0.0525 0.04166 0.002399 120 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 9/99 2.65G 0.0525 0.04166 0.002399 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 9/99 2.65G 0.05243 0.03848 0.002935 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 9/99 2.65G 0.05243 0.03848 0.002935 133 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 9/99 2.65G 0.05388 0.04258 0.002726 178 640: 5%|▌ | 3/56 [00:33<00:06, 7.77it/s] 9/99 2.65G 0.05388 0.04258 0.002726 178 640: 7%|▋ | 4/56 [00:33<11:19, 13.06s/it] 9/99 2.65G 0.05301 0.04123 0.002862 126 640: 7%|▋ | 4/56 [00:33<11:19, 13.06s/it] 9/99 2.65G 0.05301 0.04123 0.002862 126 640: 9%|▉ | 5/56 [00:33<07:08, 8.40s/it] 9/99 2.65G 0.05249 0.04078 0.003064 125 640: 9%|▉ | 5/56 [00:33<07:08, 8.40s/it] 9/99 2.65G 0.05249 0.04078 0.003064 125 640: 11%|█ | 6/56 [00:33<04:39, 5.59s/it] 9/99 2.65G 0.05233 0.04082 0.002837 149 640: 11%|█ | 6/56 [00:33<04:39, 5.59s/it] 9/99 2.65G 0.05233 0.04082 0.002837 149 640: 12%|█▎ | 7/56 [00:33<03:06, 3.80s/it] 9/99 2.65G 0.05222 0.04095 0.002799 163 640: 12%|█▎ | 7/56 [00:33<03:06, 3.80s/it] 9/99 2.65G 0.05222 0.04095 0.002799 163 640: 14%|█▍ | 8/56 [00:33<02:06, 2.63s/it] 9/99 2.65G 0.05169 0.04055 0.002688 140 640: 14%|█▍ | 8/56 [00:33<02:06, 2.63s/it] 9/99 2.65G 0.05169 0.04055 0.002688 140 640: 16%|█▌ | 9/56 [00:33<01:26, 1.84s/it] 9/99 2.65G 0.05135 0.04065 0.002826 148 640: 16%|█▌ | 9/56 [00:34<01:26, 1.84s/it] 9/99 2.65G 0.05135 0.04065 0.002826 148 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 9/99 2.65G 0.05162 0.03998 0.002684 134 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 9/99 2.65G 0.05162 0.03998 0.002684 134 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 9/99 2.65G 0.05171 0.03931 0.002621 114 640: 20%|█▉ | 11/56 [01:06<00:42, 1.05it/s] 9/99 2.65G 0.05171 0.03931 0.002621 114 640: 21%|██▏ | 12/56 [01:06<07:43, 10.54s/it] 9/99 2.65G 0.05168 0.03918 0.002704 173 640: 21%|██▏ | 12/56 [01:06<07:43, 10.54s/it] 9/99 2.65G 0.05168 0.03918 0.002704 173 640: 23%|██▎ | 13/56 [01:06<05:17, 7.38s/it] 9/99 2.65G 0.05167 0.03944 0.00266 143 640: 23%|██▎ | 13/56 [01:06<05:17, 7.38s/it] 9/99 2.65G 0.05167 0.03944 0.00266 143 640: 25%|██▌ | 14/56 [01:06<03:38, 5.20s/it] 9/99 2.65G 0.05185 0.03928 0.002618 136 640: 25%|██▌ | 14/56 [01:07<03:38, 5.20s/it] 9/99 2.65G 0.05185 0.03928 0.002618 136 640: 27%|██▋ | 15/56 [01:07<02:30, 3.67s/it] 9/99 2.65G 0.05226 0.03998 0.002633 149 640: 27%|██▋ | 15/56 [01:07<02:30, 3.67s/it] 9/99 2.65G 0.05226 0.03998 0.002633 149 640: 29%|██▊ | 16/56 [01:07<01:43, 2.60s/it] 9/99 2.65G 0.05254 0.03941 0.002635 117 640: 29%|██▊ | 16/56 [01:07<01:43, 2.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
all 98 501 0.488 0.435 0.424 0.156
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 10/99 2.65G 0.05357 0.0367 0.003005 148 640: 0%| | 0/56 [00:00<?, ?it/s] 10/99 2.65G 0.05357 0.0367 0.003005 148 640: 2%|▏ | 1/56 [00:00<00:07, 7.59it/s] 10/99 2.65G 0.05432 0.03626 0.002652 132 640: 2%|▏ | 1/56 [00:00<00:07, 7.59it/s] 10/99 2.65G 0.05432 0.03626 0.002652 132 640: 4%|▎ | 2/56 [00:00<00:07, 7.17it/s] 10/99 2.65G 0.05452 0.0387 0.002203 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.17it/s] 10/99 2.65G 0.05452 0.0387 0.002203 118 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 10/99 2.65G 0.05347 0.04197 0.002434 192 640: 5%|▌ | 3/56 [00:39<00:06, 7.72it/s] 10/99 2.65G 0.05347 0.04197 0.002434 192 640: 7%|▋ | 4/56 [00:39<13:30, 15.58s/it] 10/99 2.65G 0.05182 0.04056 0.002311 116 640: 7%|▋ | 4/56 [00:39<13:30, 15.58s/it] 10/99 2.65G 0.05182 0.04056 0.002311 116 640: 9%|▉ | 5/56 [00:39<08:30, 10.01s/it] 10/99 2.65G 0.05167 0.04102 0.002203 137 640: 9%|▉ | 5/56 [00:39<08:30, 10.01s/it] 10/99 2.65G 0.05167 0.04102 0.002203 137 640: 11%|█ | 6/56 [00:39<05:32, 6.66s/it] 10/99 2.65G 0.05155 0.04043 0.00208 121 640: 11%|█ | 6/56 [00:40<05:32, 6.66s/it] 10/99 2.65G 0.05155 0.04043 0.00208 121 640: 12%|█▎ | 7/56 [00:40<03:41, 4.52s/it] 10/99 2.65G 0.05153 0.0401 0.001981 112 640: 12%|█▎ | 7/56 [00:40<03:41, 4.52s/it] 10/99 2.65G 0.05153 0.0401 0.001981 112 640: 14%|█▍ | 8/56 [00:40<02:29, 3.12s/it] 10/99 2.65G 0.05151 0.03923 0.001931 113 640: 14%|█▍ | 8/56 [00:40<02:29, 3.12s/it] 10/99 2.65G 0.05151 0.03923 0.001931 113 640: 16%|█▌ | 9/56 [00:40<01:42, 2.18s/it] 10/99 2.65G 0.05176 0.03943 0.001949 178 640: 16%|█▌ | 9/56 [00:40<01:42, 2.18s/it] 10/99 2.65G 0.05176 0.03943 0.001949 178 640: 18%|█▊ | 10/56 [00:40<01:11, 1.55s/it] 10/99 2.65G 0.05208 0.0393 0.001993 163 640: 18%|█▊ | 10/56 [00:40<01:11, 1.55s/it] 10/99 2.65G 0.05208 0.0393 0.001993 163 640: 20%|█▉ | 11/56 [00:40<00:50, 1.11s/it] 10/99 2.65G 0.05234 0.03916 0.002025 131 640: 20%|█▉ | 11/56 [01:13<00:50, 1.11s/it] 10/99 2.65G 0.05234 0.03916 0.002025 131 640: 21%|██▏ | 12/56 [01:13<07:53, 10.75s/it] 10/99 2.65G 0.0526 0.0387 0.002155 104 640: 21%|██▏ | 12/56 [01:13<07:53, 10.75s/it] 10/99 2.65G 0.0526 0.0387 0.002155 104 640: 23%|██▎ | 13/56 [01:13<05:23, 7.53s/it] 10/99 2.65G 0.05248 0.03825 0.002158 120 640: 23%|██▎ | 13/56 [01:13<05:23, 7.53s/it] 10/99 2.65G 0.05248 0.03825 0.002158 120 640: 25%|██▌ | 14/56 [01:13<03:42, 5.30s/it] 10/99 2.65G 0.05306 0.03843 0.002172 171 640: 25%|██▌ | 14/56 [01:13<03:42, 5.30s/it] 10/99 2.65G 0.05306 0.03843 0.002172 171 640: 27%|██▋ | 15/56 [01:13<02:33, 3.74s/it] 10/99 2.65G 0.05312 0.03865 0.002132 149 640: 27%|██▋ | 15/56 [01:13<02:33, 3.74s/it] 10/99 2.65G 0.05312 0.03865 0.002132 149 640: 29%|██▊ | 16/56 [01:13<01:45, 2.65s/it] 10/99 2.65G 0.05343 0.03849 0.002245 123 640: 29%|██▊ | 16/56 [01:13<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.521 0.452 0.427 0.185
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 11/99 2.65G 0.04625 0.03798 0.002179 189 640: 0%| | 0/56 [00:00<?, ?it/s] 11/99 2.65G 0.04625 0.03798 0.002179 189 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 11/99 2.65G 0.04821 0.04155 0.002074 171 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 11/99 2.65G 0.04821 0.04155 0.002074 171 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 11/99 2.65G 0.04848 0.04066 0.002095 126 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 11/99 2.65G 0.04848 0.04066 0.002095 126 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 11/99 2.65G 0.04854 0.04248 0.001919 154 640: 5%|▌ | 3/56 [00:43<00:06, 7.86it/s] 11/99 2.65G 0.04854 0.04248 0.001919 154 640: 7%|▋ | 4/56 [00:43<14:58, 17.27s/it] 11/99 2.65G 0.04894 0.04094 0.001844 102 640: 7%|▋ | 4/56 [00:44<14:58, 17.27s/it] 11/99 2.65G 0.04894 0.04094 0.001844 102 640: 9%|▉ | 5/56 [00:44<09:25, 11.09s/it] 11/99 2.65G 0.04953 0.04074 0.001908 165 640: 9%|▉ | 5/56 [00:44<09:25, 11.09s/it] 11/99 2.65G 0.04953 0.04074 0.001908 165 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 11/99 2.65G 0.04942 0.04098 0.001877 167 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 11/99 2.65G 0.04942 0.04098 0.001877 167 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 11/99 2.65G 0.04927 0.04083 0.001869 153 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 11/99 2.65G 0.04927 0.04083 0.001869 153 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 11/99 2.65G 0.04952 0.0406 0.001998 141 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 11/99 2.65G 0.04952 0.0406 0.001998 141 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 11/99 2.65G 0.04967 0.04022 0.001929 153 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 11/99 2.65G 0.04967 0.04022 0.001929 153 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 11/99 2.65G 0.05015 0.04106 0.001941 192 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 11/99 2.65G 0.05015 0.04106 0.001941 192 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 11/99 2.65G 0.04994 0.04048 0.002162 116 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 11/99 2.65G 0.04994 0.04048 0.002162 116 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 11/99 2.65G 0.05013 0.04012 0.002189 124 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 11/99 2.65G 0.05013 0.04012 0.002189 124 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 11/99 2.65G 0.05063 0.0397 0.002236 143 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 11/99 2.65G 0.05063 0.0397 0.002236 143 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 11/99 2.65G 0.05096 0.03992 0.002208 133 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 11/99 2.65G 0.05096 0.03992 0.002208 133 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 11/99 2.65G 0.0506 0.03931 0.002199 126 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 11/99 2.65G 0.0506 0.03931 0.002199 126 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 11/99 2.65G 0.05059 0.03938 0.00216 128 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.65it/s]
all 98 501 0.523 0.49 0.472 0.204
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 12/99 2.65G 0.05099 0.03949 0.003338 124 640: 0%| | 0/56 [00:00<?, ?it/s] 12/99 2.65G 0.05099 0.03949 0.003338 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.25it/s] 12/99 2.65G 0.05094 0.04013 0.002636 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.25it/s] 12/99 2.65G 0.05094 0.04013 0.002636 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 12/99 2.65G 0.04956 0.03885 0.002251 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 12/99 2.65G 0.04956 0.03885 0.002251 124 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 12/99 2.65G 0.04994 0.03677 0.002157 126 640: 5%|▌ | 3/56 [00:33<00:06, 7.84it/s] 12/99 2.65G 0.04994 0.03677 0.002157 126 640: 7%|▋ | 4/56 [00:33<11:28, 13.24s/it] 12/99 2.65G 0.05061 0.03733 0.002238 127 640: 7%|▋ | 4/56 [00:33<11:28, 13.24s/it] 12/99 2.65G 0.05061 0.03733 0.002238 127 640: 9%|▉ | 5/56 [00:33<07:14, 8.51s/it] 12/99 2.65G 0.05057 0.03613 0.002885 111 640: 9%|▉ | 5/56 [00:34<07:14, 8.51s/it] 12/99 2.65G 0.05057 0.03613 0.002885 111 640: 11%|█ | 6/56 [00:34<04:43, 5.67s/it] 12/99 2.65G 0.05068 0.03637 0.002724 140 640: 11%|█ | 6/56 [00:34<04:43, 5.67s/it] 12/99 2.65G 0.05068 0.03637 0.002724 140 640: 12%|█▎ | 7/56 [00:34<03:08, 3.85s/it] 12/99 2.65G 0.05131 0.03674 0.002687 184 640: 12%|█▎ | 7/56 [00:34<03:08, 3.85s/it] 12/99 2.65G 0.05131 0.03674 0.002687 184 640: 14%|█▍ | 8/56 [00:34<02:07, 2.66s/it] 12/99 2.65G 0.05186 0.03837 0.002736 187 640: 14%|█▍ | 8/56 [00:34<02:07, 2.66s/it] 12/99 2.65G 0.05186 0.03837 0.002736 187 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 12/99 2.65G 0.05127 0.03793 0.002839 138 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 12/99 2.65G 0.05127 0.03793 0.002839 138 640: 18%|█▊ | 10/56 [00:34<01:01, 1.34s/it] 12/99 2.65G 0.05114 0.03784 0.00301 127 640: 18%|█▊ | 10/56 [00:35<01:01, 1.34s/it] 12/99 2.65G 0.05114 0.03784 0.00301 127 640: 20%|█▉ | 11/56 [00:35<00:50, 1.12s/it] 12/99 2.65G 0.05059 0.03785 0.002888 136 640: 20%|█▉ | 11/56 [01:07<00:50, 1.12s/it] 12/99 2.65G 0.05059 0.03785 0.002888 136 640: 21%|██▏ | 12/56 [01:07<07:46, 10.61s/it] 12/99 2.65G 0.05056 0.03823 0.002866 137 640: 21%|██▏ | 12/56 [01:07<07:46, 10.61s/it] 12/99 2.65G 0.05056 0.03823 0.002866 137 640: 23%|██▎ | 13/56 [01:07<05:19, 7.43s/it] 12/99 2.65G 0.05056 0.03827 0.002817 128 640: 23%|██▎ | 13/56 [01:07<05:19, 7.43s/it] 12/99 2.65G 0.05056 0.03827 0.002817 128 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 12/99 2.65G 0.05067 0.03826 0.002715 156 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 12/99 2.65G 0.05067 0.03826 0.002715 156 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 12/99 2.65G 0.05086 0.03815 0.002689 145 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 12/99 2.65G 0.05086 0.03815 0.002689 145 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 12/99 2.65G 0.05085 0.03753 0.002621 94 640: 29%|██▊ | 16/56 [01:08<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.507 0.519 0.47 0.18
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 13/99 2.65G 0.04901 0.03441 0.00116 108 640: 0%| | 0/56 [00:00<?, ?it/s] 13/99 2.65G 0.04901 0.03441 0.00116 108 640: 2%|▏ | 1/56 [00:00<00:06, 7.88it/s] 13/99 2.65G 0.05198 0.03478 0.001274 112 640: 2%|▏ | 1/56 [00:00<00:06, 7.88it/s] 13/99 2.65G 0.05198 0.03478 0.001274 112 640: 4%|▎ | 2/56 [00:00<00:07, 7.21it/s] 13/99 2.65G 0.05132 0.03702 0.001362 161 640: 4%|▎ | 2/56 [00:01<00:07, 7.21it/s] 13/99 2.65G 0.05132 0.03702 0.001362 161 640: 5%|▌ | 3/56 [00:01<00:33, 1.57it/s] 13/99 2.65G 0.05071 0.03576 0.001964 132 640: 5%|▌ | 3/56 [00:42<00:33, 1.57it/s] 13/99 2.65G 0.05071 0.03576 0.001964 132 640: 7%|▋ | 4/56 [00:42<14:27, 16.68s/it] 13/99 2.65G 0.05033 0.03517 0.001847 103 640: 7%|▋ | 4/56 [00:42<14:27, 16.68s/it] 13/99 2.65G 0.05033 0.03517 0.001847 103 640: 9%|▉ | 5/56 [00:42<09:06, 10.71s/it] 13/99 2.65G 0.0503 0.0361 0.001723 134 640: 9%|▉ | 5/56 [00:43<09:06, 10.71s/it] 13/99 2.65G 0.0503 0.0361 0.001723 134 640: 11%|█ | 6/56 [00:43<05:55, 7.11s/it] 13/99 2.65G 0.05005 0.03694 0.00171 133 640: 11%|█ | 6/56 [00:43<05:55, 7.11s/it] 13/99 2.65G 0.05005 0.03694 0.00171 133 640: 12%|█▎ | 7/56 [00:43<03:56, 4.83s/it] 13/99 2.65G 0.05032 0.036 0.001833 107 640: 12%|█▎ | 7/56 [00:43<03:56, 4.83s/it] 13/99 2.65G 0.05032 0.036 0.001833 107 640: 14%|█▍ | 8/56 [00:43<02:39, 3.33s/it] 13/99 2.65G 0.05022 0.03679 0.001802 120 640: 14%|█▍ | 8/56 [00:43<02:39, 3.33s/it] 13/99 2.65G 0.05022 0.03679 0.001802 120 640: 16%|█▌ | 9/56 [00:43<01:49, 2.32s/it] 13/99 2.65G 0.04988 0.03646 0.001752 137 640: 16%|█▌ | 9/56 [00:43<01:49, 2.32s/it] 13/99 2.65G 0.04988 0.03646 0.001752 137 640: 18%|█▊ | 10/56 [00:43<01:15, 1.65s/it] 13/99 2.65G 0.0495 0.03587 0.001748 88 640: 18%|█▊ | 10/56 [00:43<01:15, 1.65s/it] 13/99 2.65G 0.0495 0.03587 0.001748 88 640: 20%|█▉ | 11/56 [00:43<00:53, 1.18s/it] 13/99 2.65G 0.04987 0.03606 0.00188 142 640: 20%|█▉ | 11/56 [01:16<00:53, 1.18s/it] 13/99 2.65G 0.04987 0.03606 0.00188 142 640: 21%|██▏ | 12/56 [01:16<07:53, 10.76s/it] 13/99 2.65G 0.04961 0.03608 0.001838 138 640: 21%|██▏ | 12/56 [01:16<07:53, 10.76s/it] 13/99 2.65G 0.04961 0.03608 0.001838 138 640: 23%|██▎ | 13/56 [01:16<05:24, 7.54s/it] 13/99 2.65G 0.04993 0.03616 0.00187 118 640: 23%|██▎ | 13/56 [01:16<05:24, 7.54s/it] 13/99 2.65G 0.04993 0.03616 0.00187 118 640: 25%|██▌ | 14/56 [01:16<03:42, 5.30s/it] 13/99 2.65G 0.04966 0.03584 0.001864 103 640: 25%|██▌ | 14/56 [01:16<03:42, 5.30s/it] 13/99 2.65G 0.04966 0.03584 0.001864 103 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 13/99 2.65G 0.04954 0.03551 0.001862 88 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 13/99 2.65G 0.04954 0.03551 0.001862 88 640: 29%|██▊ | 16/56 [01:16<01:45, 2.65s/it] 13/99 2.65G 0.04942 0.03605 0.001845 176 640: 29%|██▊ | 16/56 [01:16<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.39it/s]
all 98 501 0.553 0.497 0.478 0.208
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 14/99 2.65G 0.04657 0.03941 0.002024 135 640: 0%| | 0/56 [00:00<?, ?it/s] 14/99 2.65G 0.04657 0.03941 0.002024 135 640: 2%|▏ | 1/56 [00:00<00:06, 7.89it/s] 14/99 2.65G 0.04657 0.03768 0.00171 116 640: 2%|▏ | 1/56 [00:00<00:06, 7.89it/s] 14/99 2.65G 0.04657 0.03768 0.00171 116 640: 4%|▎ | 2/56 [00:00<00:07, 7.18it/s] 14/99 2.65G 0.04695 0.03626 0.00157 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.18it/s] 14/99 2.65G 0.04695 0.03626 0.00157 124 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 14/99 2.65G 0.04711 0.03589 0.00159 134 640: 5%|▌ | 3/56 [00:40<00:06, 7.78it/s] 14/99 2.65G 0.04711 0.03589 0.00159 134 640: 7%|▋ | 4/56 [00:40<13:49, 15.95s/it] 14/99 2.65G 0.04669 0.03471 0.001984 92 640: 7%|▋ | 4/56 [00:40<13:49, 15.95s/it] 14/99 2.65G 0.04669 0.03471 0.001984 92 640: 9%|▉ | 5/56 [00:40<08:42, 10.25s/it] 14/99 2.65G 0.04662 0.03428 0.001874 125 640: 9%|▉ | 5/56 [00:40<08:42, 10.25s/it] 14/99 2.65G 0.04662 0.03428 0.001874 125 640: 11%|█ | 6/56 [00:40<05:40, 6.81s/it] 14/99 2.65G 0.04641 0.0341 0.001932 136 640: 11%|█ | 6/56 [00:40<05:40, 6.81s/it] 14/99 2.65G 0.04641 0.0341 0.001932 136 640: 12%|█▎ | 7/56 [00:40<03:46, 4.62s/it] 14/99 2.65G 0.04694 0.03504 0.001852 191 640: 12%|█▎ | 7/56 [00:41<03:46, 4.62s/it] 14/99 2.65G 0.04694 0.03504 0.001852 191 640: 14%|█▍ | 8/56 [00:41<02:32, 3.18s/it] 14/99 2.65G 0.04754 0.03508 0.001806 135 640: 14%|█▍ | 8/56 [00:41<02:32, 3.18s/it] 14/99 2.65G 0.04754 0.03508 0.001806 135 640: 16%|█▌ | 9/56 [00:41<01:44, 2.22s/it] 14/99 2.65G 0.04812 0.03487 0.001867 115 640: 16%|█▌ | 9/56 [00:41<01:44, 2.22s/it] 14/99 2.65G 0.04812 0.03487 0.001867 115 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 14/99 2.65G 0.04887 0.03643 0.001854 172 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 14/99 2.65G 0.04887 0.03643 0.001854 172 640: 20%|█▉ | 11/56 [00:41<00:51, 1.13s/it] 14/99 2.65G 0.04911 0.03636 0.001839 115 640: 20%|█▉ | 11/56 [01:14<00:51, 1.13s/it] 14/99 2.65G 0.04911 0.03636 0.001839 115 640: 21%|██▏ | 12/56 [01:14<07:53, 10.75s/it] 14/99 2.65G 0.04916 0.03624 0.001871 100 640: 21%|██▏ | 12/56 [01:14<07:53, 10.75s/it] 14/99 2.65G 0.04916 0.03624 0.001871 100 640: 23%|██▎ | 13/56 [01:14<05:23, 7.53s/it] 14/99 2.65G 0.04905 0.0365 0.001848 143 640: 23%|██▎ | 13/56 [01:14<05:23, 7.53s/it] 14/99 2.65G 0.04905 0.0365 0.001848 143 640: 25%|██▌ | 14/56 [01:14<03:42, 5.30s/it] 14/99 2.65G 0.04898 0.03688 0.001837 145 640: 25%|██▌ | 14/56 [01:14<03:42, 5.30s/it] 14/99 2.65G 0.04898 0.03688 0.001837 145 640: 27%|██▋ | 15/56 [01:14<02:33, 3.74s/it] 14/99 2.65G 0.04879 0.03729 0.001833 148 640: 27%|██▋ | 15/56 [01:14<02:33, 3.74s/it] 14/99 2.65G 0.04879 0.03729 0.001833 148 640: 29%|██▊ | 16/56 [01:14<01:45, 2.65s/it] 14/99 2.65G 0.04847 0.03687 0.001864 107 640: 29%|██▊ | 16/56 [01:14<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.77it/s]
all 98 501 0.487 0.536 0.486 0.208
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 15/99 2.65G 0.04939 0.03185 0.001228 109 640: 0%| | 0/56 [00:00<?, ?it/s] 15/99 2.65G 0.04939 0.03185 0.001228 109 640: 2%|▏ | 1/56 [00:00<00:06, 7.88it/s] 15/99 2.65G 0.05051 0.03258 0.001363 118 640: 2%|▏ | 1/56 [00:00<00:06, 7.88it/s] 15/99 2.65G 0.05051 0.03258 0.001363 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 15/99 2.65G 0.04907 0.03723 0.001424 158 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 15/99 2.65G 0.04907 0.03723 0.001424 158 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 15/99 2.65G 0.04791 0.03747 0.0014 127 640: 5%|▌ | 3/56 [00:33<00:06, 7.77it/s] 15/99 2.65G 0.04791 0.03747 0.0014 127 640: 7%|▋ | 4/56 [00:33<11:28, 13.23s/it] 15/99 2.65G 0.04784 0.03701 0.00153 145 640: 7%|▋ | 4/56 [00:33<11:28, 13.23s/it] 15/99 2.65G 0.04784 0.03701 0.00153 145 640: 9%|▉ | 5/56 [00:33<07:13, 8.51s/it] 15/99 2.65G 0.04797 0.038 0.001536 179 640: 9%|▉ | 5/56 [00:33<07:13, 8.51s/it] 15/99 2.65G 0.04797 0.038 0.001536 179 640: 11%|█ | 6/56 [00:33<04:43, 5.66s/it] 15/99 2.65G 0.04687 0.03724 0.001458 140 640: 11%|█ | 6/56 [00:34<04:43, 5.66s/it] 15/99 2.65G 0.04687 0.03724 0.001458 140 640: 12%|█▎ | 7/56 [00:34<03:08, 3.85s/it] 15/99 2.65G 0.04695 0.037 0.001506 117 640: 12%|█▎ | 7/56 [00:34<03:08, 3.85s/it] 15/99 2.65G 0.04695 0.037 0.001506 117 640: 14%|█▍ | 8/56 [00:34<02:07, 2.66s/it] 15/99 2.65G 0.04709 0.03715 0.0015 132 640: 14%|█▍ | 8/56 [00:34<02:07, 2.66s/it] 15/99 2.65G 0.04709 0.03715 0.0015 132 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 15/99 2.65G 0.04671 0.03669 0.001438 120 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 15/99 2.65G 0.04671 0.03669 0.001438 120 640: 18%|█▊ | 10/56 [00:34<01:01, 1.33s/it] 15/99 2.65G 0.0469 0.03742 0.001468 165 640: 18%|█▊ | 10/56 [00:34<01:01, 1.33s/it] 15/99 2.65G 0.0469 0.03742 0.001468 165 640: 20%|█▉ | 11/56 [00:34<00:43, 1.04it/s] 15/99 2.65G 0.04698 0.03731 0.00146 155 640: 20%|█▉ | 11/56 [01:07<00:43, 1.04it/s] 15/99 2.65G 0.04698 0.03731 0.00146 155 640: 21%|██▏ | 12/56 [01:07<07:53, 10.77s/it] 15/99 2.65G 0.04691 0.03685 0.00142 94 640: 21%|██▏ | 12/56 [01:07<07:53, 10.77s/it] 15/99 2.65G 0.04691 0.03685 0.00142 94 640: 23%|██▎ | 13/56 [01:07<05:24, 7.54s/it] 15/99 2.65G 0.04699 0.03739 0.001478 193 640: 23%|██▎ | 13/56 [01:08<05:24, 7.54s/it] 15/99 2.65G 0.04699 0.03739 0.001478 193 640: 25%|██▌ | 14/56 [01:08<03:43, 5.31s/it] 15/99 2.65G 0.04678 0.03683 0.001587 100 640: 25%|██▌ | 14/56 [01:08<03:43, 5.31s/it] 15/99 2.65G 0.04678 0.03683 0.001587 100 640: 27%|██▋ | 15/56 [01:08<02:33, 3.74s/it] 15/99 2.65G 0.04691 0.03656 0.001607 120 640: 27%|██▋ | 15/56 [01:08<02:33, 3.74s/it] 15/99 2.65G 0.04691 0.03656 0.001607 120 640: 29%|██▊ | 16/56 [01:08<01:46, 2.65s/it] 15/99 2.65G 0.04702 0.03652 0.001705 155 640: 29%|██▊ | 16/56 [01:08<01:46, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.38it/s]
all 98 501 0.517 0.552 0.514 0.212
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 16/99 2.65G 0.04476 0.03796 0.001916 159 640: 0%| | 0/56 [00:00<?, ?it/s] 16/99 2.65G 0.04476 0.03796 0.001916 159 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 16/99 2.65G 0.04735 0.03737 0.001346 124 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 16/99 2.65G 0.04735 0.03737 0.001346 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 16/99 2.65G 0.04755 0.03814 0.001775 155 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 16/99 2.65G 0.04755 0.03814 0.001775 155 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 16/99 2.65G 0.04757 0.03766 0.001654 132 640: 5%|▌ | 3/56 [00:44<00:06, 7.70it/s] 16/99 2.65G 0.04757 0.03766 0.001654 132 640: 7%|▋ | 4/56 [00:44<15:01, 17.34s/it] 16/99 2.65G 0.04794 0.03711 0.00166 123 640: 7%|▋ | 4/56 [00:44<15:01, 17.34s/it] 16/99 2.65G 0.04794 0.03711 0.00166 123 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 16/99 2.65G 0.04788 0.03689 0.001612 103 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 16/99 2.65G 0.04788 0.03689 0.001612 103 640: 11%|█ | 6/56 [00:44<06:09, 7.39s/it] 16/99 2.65G 0.04816 0.03701 0.001561 141 640: 11%|█ | 6/56 [00:44<06:09, 7.39s/it] 16/99 2.65G 0.04816 0.03701 0.001561 141 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 16/99 2.65G 0.0482 0.03806 0.001605 145 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 16/99 2.65G 0.0482 0.03806 0.001605 145 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 16/99 2.65G 0.04842 0.0379 0.001523 135 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 16/99 2.65G 0.04842 0.0379 0.001523 135 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 16/99 2.65G 0.0479 0.03741 0.001464 117 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 16/99 2.65G 0.0479 0.03741 0.001464 117 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 16/99 2.65G 0.0473 0.03703 0.001426 124 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 16/99 2.65G 0.0473 0.03703 0.001426 124 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 16/99 2.65G 0.04725 0.03733 0.001467 158 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 16/99 2.65G 0.04725 0.03733 0.001467 158 640: 21%|██▏ | 12/56 [01:17<07:52, 10.74s/it] 16/99 2.65G 0.04771 0.0371 0.001436 127 640: 21%|██▏ | 12/56 [01:17<07:52, 10.74s/it] 16/99 2.65G 0.04771 0.0371 0.001436 127 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 16/99 2.65G 0.04744 0.03706 0.001438 128 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 16/99 2.65G 0.04744 0.03706 0.001438 128 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 16/99 2.65G 0.04736 0.03677 0.001517 113 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 16/99 2.65G 0.04736 0.03677 0.001517 113 640: 27%|██▋ | 15/56 [01:17<02:33, 3.74s/it] 16/99 2.65G 0.04706 0.03652 0.001483 118 640: 27%|██▋ | 15/56 [01:18<02:33, 3.74s/it] 16/99 2.65G 0.04706 0.03652 0.001483 118 640: 29%|██▊ | 16/56 [01:18<01:45, 2.65s/it] 16/99 2.65G 0.04721 0.03659 0.001487 145 640: 29%|██▊ | 16/56 [01:18<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.552 0.533 0.528 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 17/99 2.65G 0.04759 0.04806 0.001507 178 640: 0%| | 0/56 [00:00<?, ?it/s] 17/99 2.65G 0.04759 0.04806 0.001507 178 640: 2%|▏ | 1/56 [00:00<00:06, 8.01it/s] 17/99 2.65G 0.04569 0.04269 0.001766 138 640: 2%|▏ | 1/56 [00:00<00:06, 8.01it/s] 17/99 2.65G 0.04569 0.04269 0.001766 138 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 17/99 2.65G 0.04486 0.03982 0.001482 108 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 17/99 2.65G 0.04486 0.03982 0.001482 108 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 17/99 2.65G 0.04532 0.03966 0.001468 125 640: 5%|▌ | 3/56 [00:33<00:06, 7.73it/s] 17/99 2.65G 0.04532 0.03966 0.001468 125 640: 7%|▋ | 4/56 [00:33<11:22, 13.13s/it] 17/99 2.65G 0.04478 0.0384 0.001419 112 640: 7%|▋ | 4/56 [00:33<11:22, 13.13s/it] 17/99 2.65G 0.04478 0.0384 0.001419 112 640: 9%|▉ | 5/56 [00:33<07:10, 8.44s/it] 17/99 2.65G 0.04539 0.03929 0.001431 151 640: 9%|▉ | 5/56 [00:33<07:10, 8.44s/it] 17/99 2.65G 0.04539 0.03929 0.001431 151 640: 11%|█ | 6/56 [00:33<04:40, 5.62s/it] 17/99 2.65G 0.0454 0.03843 0.001352 112 640: 11%|█ | 6/56 [00:33<04:40, 5.62s/it] 17/99 2.65G 0.0454 0.03843 0.001352 112 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 17/99 2.65G 0.0449 0.03719 0.001276 104 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 17/99 2.65G 0.0449 0.03719 0.001276 104 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 17/99 2.65G 0.04455 0.03682 0.001341 145 640: 14%|█▍ | 8/56 [00:34<02:06, 2.64s/it] 17/99 2.65G 0.04455 0.03682 0.001341 145 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 17/99 2.65G 0.04435 0.03658 0.001315 129 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 17/99 2.65G 0.04435 0.03658 0.001315 129 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 17/99 2.65G 0.04479 0.03727 0.00128 169 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 17/99 2.65G 0.04479 0.03727 0.00128 169 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 17/99 2.65G 0.04526 0.03746 0.001309 145 640: 20%|█▉ | 11/56 [01:07<00:42, 1.05it/s] 17/99 2.65G 0.04526 0.03746 0.001309 145 640: 21%|██▏ | 12/56 [01:07<07:48, 10.65s/it] 17/99 2.65G 0.0454 0.03698 0.001412 109 640: 21%|██▏ | 12/56 [01:07<07:48, 10.65s/it] 17/99 2.65G 0.0454 0.03698 0.001412 109 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 17/99 2.65G 0.04524 0.03658 0.001379 121 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 17/99 2.65G 0.04524 0.03658 0.001379 121 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 17/99 2.65G 0.04533 0.03687 0.001391 129 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 17/99 2.65G 0.04533 0.03687 0.001391 129 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 17/99 2.65G 0.04525 0.03713 0.001397 161 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 17/99 2.65G 0.04525 0.03713 0.001397 161 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 17/99 2.65G 0.0451 0.03671 0.001382 115 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.541 0.474 0.484 0.211
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 18/99 2.65G 0.05212 0.0387 0.002515 147 640: 0%| | 0/56 [00:00<?, ?it/s] 18/99 2.65G 0.05212 0.0387 0.002515 147 640: 2%|▏ | 1/56 [00:00<00:06, 7.89it/s] 18/99 2.65G 0.04919 0.03295 0.00175 92 640: 2%|▏ | 1/56 [00:00<00:06, 7.89it/s] 18/99 2.65G 0.04919 0.03295 0.00175 92 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 18/99 2.65G 0.0477 0.03437 0.001586 157 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 18/99 2.65G 0.0477 0.03437 0.001586 157 640: 5%|▌ | 3/56 [00:00<00:06, 7.71it/s] 18/99 2.65G 0.04798 0.03617 0.00144 137 640: 5%|▌ | 3/56 [00:32<00:06, 7.71it/s] 18/99 2.65G 0.04798 0.03617 0.00144 137 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 18/99 2.65G 0.04788 0.03492 0.001337 124 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 18/99 2.65G 0.04788 0.03492 0.001337 124 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 18/99 2.65G 0.04764 0.03625 0.001388 162 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 18/99 2.65G 0.04764 0.03625 0.001388 162 640: 11%|█ | 6/56 [00:32<04:34, 5.49s/it] 18/99 2.65G 0.04731 0.03699 0.001505 146 640: 11%|█ | 6/56 [00:33<04:34, 5.49s/it] 18/99 2.65G 0.04731 0.03699 0.001505 146 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 18/99 2.65G 0.0472 0.03729 0.001465 141 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 18/99 2.65G 0.0472 0.03729 0.001465 141 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 18/99 2.65G 0.04682 0.03651 0.001417 103 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 18/99 2.65G 0.04682 0.03651 0.001417 103 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 18/99 2.65G 0.04692 0.03719 0.001472 184 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 18/99 2.65G 0.04692 0.03719 0.001472 184 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 18/99 2.65G 0.04686 0.03728 0.001513 152 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 18/99 2.65G 0.04686 0.03728 0.001513 152 640: 20%|█▉ | 11/56 [00:33<00:42, 1.07it/s] 18/99 2.65G 0.04713 0.03861 0.001507 199 640: 20%|█▉ | 11/56 [01:06<00:42, 1.07it/s] 18/99 2.65G 0.04713 0.03861 0.001507 199 640: 21%|██▏ | 12/56 [01:06<07:48, 10.65s/it] 18/99 2.65G 0.04712 0.03874 0.001463 167 640: 21%|██▏ | 12/56 [01:06<07:48, 10.65s/it] 18/99 2.65G 0.04712 0.03874 0.001463 167 640: 23%|██▎ | 13/56 [01:06<05:21, 7.47s/it] 18/99 2.65G 0.04727 0.0383 0.001486 104 640: 23%|██▎ | 13/56 [01:06<05:21, 7.47s/it] 18/99 2.65G 0.04727 0.0383 0.001486 104 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 18/99 2.65G 0.04717 0.03831 0.001562 129 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 18/99 2.65G 0.04717 0.03831 0.001562 129 640: 27%|██▋ | 15/56 [01:06<02:32, 3.71s/it] 18/99 2.65G 0.04725 0.03863 0.001531 168 640: 27%|██▋ | 15/56 [01:06<02:32, 3.71s/it] 18/99 2.65G 0.04725 0.03863 0.001531 168 640: 29%|██▊ | 16/56 [01:06<01:45, 2.63s/it] 18/99 2.65G 0.04725 0.03843 0.001508 139 640: 29%|██▊ | 16/56 [01:07<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.521 0.437 0.482 0.209
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 19/99 2.65G 0.0507 0.03861 0.003513 131 640: 0%| | 0/56 [00:00<?, ?it/s] 19/99 2.65G 0.0507 0.03861 0.003513 131 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 19/99 2.65G 0.04718 0.0357 0.002356 143 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 19/99 2.65G 0.04718 0.0357 0.002356 143 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 19/99 2.65G 0.0447 0.03493 0.002551 119 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 19/99 2.65G 0.0447 0.03493 0.002551 119 640: 5%|▌ | 3/56 [00:00<00:06, 7.67it/s] 19/99 2.65G 0.0458 0.03594 0.002191 191 640: 5%|▌ | 3/56 [00:38<00:06, 7.67it/s] 19/99 2.65G 0.0458 0.03594 0.002191 191 640: 7%|▋ | 4/56 [00:38<13:11, 15.22s/it] 19/99 2.65G 0.04531 0.03452 0.001975 97 640: 7%|▋ | 4/56 [00:38<13:11, 15.22s/it] 19/99 2.65G 0.04531 0.03452 0.001975 97 640: 9%|▉ | 5/56 [00:38<08:18, 9.78s/it] 19/99 2.65G 0.04564 0.03361 0.00208 128 640: 9%|▉ | 5/56 [00:39<08:18, 9.78s/it] 19/99 2.65G 0.04564 0.03361 0.00208 128 640: 11%|█ | 6/56 [00:39<05:25, 6.50s/it] 19/99 2.65G 0.0456 0.03409 0.001929 164 640: 11%|█ | 6/56 [00:39<05:25, 6.50s/it] 19/99 2.65G 0.0456 0.03409 0.001929 164 640: 12%|█▎ | 7/56 [00:39<03:36, 4.41s/it] 19/99 2.65G 0.04647 0.03495 0.001868 176 640: 12%|█▎ | 7/56 [00:39<03:36, 4.41s/it] 19/99 2.65G 0.04647 0.03495 0.001868 176 640: 14%|█▍ | 8/56 [00:39<02:26, 3.04s/it] 19/99 2.65G 0.04651 0.03436 0.001767 116 640: 14%|█▍ | 8/56 [00:39<02:26, 3.04s/it] 19/99 2.65G 0.04651 0.03436 0.001767 116 640: 16%|█▌ | 9/56 [00:39<01:39, 2.13s/it] 19/99 2.65G 0.04664 0.03408 0.001829 105 640: 16%|█▌ | 9/56 [00:39<01:39, 2.13s/it] 19/99 2.65G 0.04664 0.03408 0.001829 105 640: 18%|█▊ | 10/56 [00:39<01:09, 1.51s/it] 19/99 2.65G 0.04675 0.03403 0.001831 121 640: 18%|█▊ | 10/56 [00:43<01:09, 1.51s/it] 19/99 2.65G 0.04675 0.03403 0.001831 121 640: 20%|█▉ | 11/56 [00:43<01:36, 2.14s/it] 19/99 2.65G 0.04709 0.03365 0.001787 120 640: 20%|█▉ | 11/56 [01:12<01:36, 2.14s/it] 19/99 2.65G 0.04709 0.03365 0.001787 120 640: 21%|██▏ | 12/56 [01:12<07:41, 10.50s/it] 19/99 2.65G 0.04738 0.03344 0.001741 135 640: 21%|██▏ | 12/56 [01:12<07:41, 10.50s/it] 19/99 2.65G 0.04738 0.03344 0.001741 135 640: 23%|██▎ | 13/56 [01:12<05:16, 7.36s/it] 19/99 2.65G 0.0473 0.03337 0.001712 144 640: 23%|██▎ | 13/56 [01:12<05:16, 7.36s/it] 19/99 2.65G 0.0473 0.03337 0.001712 144 640: 25%|██▌ | 14/56 [01:12<03:37, 5.18s/it] 19/99 2.65G 0.04689 0.03336 0.001689 137 640: 25%|██▌ | 14/56 [01:13<03:37, 5.18s/it] 19/99 2.65G 0.04689 0.03336 0.001689 137 640: 27%|██▋ | 15/56 [01:13<02:30, 3.67s/it] 19/99 2.65G 0.04654 0.03361 0.001659 133 640: 27%|██▋ | 15/56 [01:13<02:30, 3.67s/it] 19/99 2.65G 0.04654 0.03361 0.001659 133 640: 29%|██▊ | 16/56 [01:13<01:43, 2.60s/it] 19/99 2.65G 0.0466 0.03365 0.001632 170 640: 29%|██▊ | 16/56 [01:13<01:43, 2.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.54it/s]
all 98 501 0.529 0.467 0.521 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 20/99 2.65G 0.05085 0.03503 0.001578 99 640: 0%| | 0/56 [00:00<?, ?it/s] 20/99 2.65G 0.05085 0.03503 0.001578 99 640: 2%|▏ | 1/56 [00:00<00:06, 8.37it/s] 20/99 2.65G 0.04889 0.03659 0.001576 145 640: 2%|▏ | 1/56 [00:00<00:06, 8.37it/s] 20/99 2.65G 0.04889 0.03659 0.001576 145 640: 4%|▎ | 2/56 [00:00<00:06, 7.81it/s] 20/99 2.65G 0.04762 0.03662 0.001398 124 640: 4%|▎ | 2/56 [00:04<00:06, 7.81it/s] 20/99 2.65G 0.04762 0.03662 0.001398 124 640: 5%|▌ | 3/56 [00:04<01:37, 1.84s/it] 20/99 2.65G 0.04785 0.0374 0.001524 139 640: 5%|▌ | 3/56 [00:33<01:37, 1.84s/it] 20/99 2.65G 0.04785 0.0374 0.001524 139 640: 7%|▋ | 4/56 [00:33<10:59, 12.69s/it] 20/99 2.65G 0.04736 0.0367 0.001421 118 640: 7%|▋ | 4/56 [00:33<10:59, 12.69s/it] 20/99 2.65G 0.04736 0.0367 0.001421 118 640: 9%|▉ | 5/56 [00:33<06:56, 8.16s/it] 20/99 2.65G 0.04724 0.03619 0.001342 113 640: 9%|▉ | 5/56 [00:35<06:56, 8.16s/it] 20/99 2.65G 0.04724 0.03619 0.001342 113 640: 11%|█ | 6/56 [00:35<04:53, 5.87s/it] 20/99 2.65G 0.04711 0.03593 0.001645 131 640: 11%|█ | 6/56 [00:35<04:53, 5.87s/it] 20/99 2.65G 0.04711 0.03593 0.001645 131 640: 12%|█▎ | 7/56 [00:35<03:15, 3.99s/it] 20/99 2.65G 0.04659 0.03573 0.001568 164 640: 12%|█▎ | 7/56 [00:35<03:15, 3.99s/it] 20/99 2.65G 0.04659 0.03573 0.001568 164 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 20/99 2.65G 0.04661 0.03627 0.001512 124 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 20/99 2.65G 0.04661 0.03627 0.001512 124 640: 16%|█▌ | 9/56 [00:35<01:30, 1.93s/it] 20/99 2.65G 0.04662 0.0364 0.001494 170 640: 16%|█▌ | 9/56 [00:35<01:30, 1.93s/it] 20/99 2.65G 0.04662 0.0364 0.001494 170 640: 18%|█▊ | 10/56 [00:35<01:03, 1.38s/it] 20/99 2.65G 0.04657 0.03644 0.001496 198 640: 18%|█▊ | 10/56 [00:38<01:03, 1.38s/it] 20/99 2.65G 0.04657 0.03644 0.001496 198 640: 20%|█▉ | 11/56 [00:38<01:19, 1.77s/it] 20/99 2.65G 0.04661 0.03655 0.001472 153 640: 20%|█▉ | 11/56 [01:07<01:19, 1.77s/it] 20/99 2.65G 0.04661 0.03655 0.001472 153 640: 21%|██▏ | 12/56 [01:07<07:21, 10.02s/it] 20/99 2.65G 0.0467 0.03692 0.001528 133 640: 21%|██▏ | 12/56 [01:07<07:21, 10.02s/it] 20/99 2.65G 0.0467 0.03692 0.001528 133 640: 23%|██▎ | 13/56 [01:07<05:02, 7.02s/it] 20/99 2.65G 0.04659 0.03628 0.001499 109 640: 23%|██▎ | 13/56 [01:08<05:02, 7.02s/it] 20/99 2.65G 0.04659 0.03628 0.001499 109 640: 25%|██▌ | 14/56 [01:08<03:45, 5.37s/it] 20/99 2.65G 0.04655 0.03629 0.001541 157 640: 25%|██▌ | 14/56 [01:08<03:45, 5.37s/it] 20/99 2.65G 0.04655 0.03629 0.001541 157 640: 27%|██▋ | 15/56 [01:08<02:35, 3.79s/it] 20/99 2.65G 0.04629 0.03607 0.001534 137 640: 27%|██▋ | 15/56 [01:08<02:35, 3.79s/it] 20/99 2.65G 0.04629 0.03607 0.001534 137 640: 29%|██▊ | 16/56 [01:08<01:47, 2.68s/it] 20/99 2.65G 0.04641 0.03583 0.001557 130 640: 29%|██▊ | 16/56 [01:09<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.41it/s]
all 98 501 0.532 0.485 0.503 0.23
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 21/99 2.65G 0.04064 0.03119 0.002052 115 640: 0%| | 0/56 [00:00<?, ?it/s] 21/99 2.65G 0.04064 0.03119 0.002052 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 21/99 2.65G 0.04015 0.03319 0.001519 151 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 21/99 2.65G 0.04015 0.03319 0.001519 151 640: 4%|▎ | 2/56 [00:00<00:16, 3.23it/s] 21/99 2.65G 0.04119 0.03352 0.001361 123 640: 4%|▎ | 2/56 [00:03<00:16, 3.23it/s] 21/99 2.65G 0.04119 0.03352 0.001361 123 640: 5%|▌ | 3/56 [00:03<01:08, 1.29s/it] 21/99 2.65G 0.0416 0.03466 0.001248 137 640: 5%|▌ | 3/56 [00:32<01:08, 1.29s/it] 21/99 2.65G 0.0416 0.03466 0.001248 137 640: 7%|▋ | 4/56 [00:32<10:45, 12.41s/it] 21/99 2.65G 0.04198 0.03354 0.001226 118 640: 7%|▋ | 4/56 [00:32<10:45, 12.41s/it] 21/99 2.65G 0.04198 0.03354 0.001226 118 640: 9%|▉ | 5/56 [00:32<06:47, 7.98s/it] 21/99 2.65G 0.04235 0.03282 0.001154 96 640: 9%|▉ | 5/56 [00:44<06:47, 7.98s/it] 21/99 2.65G 0.04235 0.03282 0.001154 96 640: 11%|█ | 6/56 [00:44<07:41, 9.23s/it] 21/99 2.65G 0.04233 0.03382 0.001173 174 640: 11%|█ | 6/56 [00:44<07:41, 9.23s/it] 21/99 2.65G 0.04233 0.03382 0.001173 174 640: 12%|█▎ | 7/56 [00:44<05:06, 6.25s/it] 21/99 2.65G 0.04252 0.03381 0.001164 138 640: 12%|█▎ | 7/56 [00:44<05:06, 6.25s/it] 21/99 2.65G 0.04252 0.03381 0.001164 138 640: 14%|█▍ | 8/56 [00:44<03:26, 4.29s/it] 21/99 2.65G 0.04264 0.03429 0.001135 146 640: 14%|█▍ | 8/56 [00:44<03:26, 4.29s/it] 21/99 2.65G 0.04264 0.03429 0.001135 146 640: 16%|█▌ | 9/56 [00:44<02:20, 2.99s/it] 21/99 2.65G 0.04281 0.0347 0.001092 144 640: 16%|█▌ | 9/56 [00:44<02:20, 2.99s/it] 21/99 2.65G 0.04281 0.0347 0.001092 144 640: 18%|█▊ | 10/56 [00:44<01:37, 2.11s/it] 21/99 2.65G 0.04311 0.03476 0.001056 131 640: 18%|█▊ | 10/56 [00:44<01:37, 2.11s/it] 21/99 2.65G 0.04311 0.03476 0.001056 131 640: 20%|█▉ | 11/56 [00:44<01:07, 1.50s/it] 21/99 2.65G 0.04293 0.03502 0.001075 160 640: 20%|█▉ | 11/56 [01:05<01:07, 1.50s/it] 21/99 2.65G 0.04293 0.03502 0.001075 160 640: 21%|██▏ | 12/56 [01:05<05:28, 7.48s/it] 21/99 2.65G 0.04278 0.03446 0.001082 115 640: 21%|██▏ | 12/56 [01:06<05:28, 7.48s/it] 21/99 2.65G 0.04278 0.03446 0.001082 115 640: 23%|██▎ | 13/56 [01:06<03:45, 5.25s/it] 21/99 2.65G 0.04286 0.03429 0.001068 152 640: 23%|██▎ | 13/56 [01:18<03:45, 5.25s/it] 21/99 2.65G 0.04286 0.03429 0.001068 152 640: 25%|██▌ | 14/56 [01:18<05:04, 7.26s/it] 21/99 2.65G 0.04285 0.03451 0.00115 157 640: 25%|██▌ | 14/56 [01:18<05:04, 7.26s/it] 21/99 2.65G 0.04285 0.03451 0.00115 157 640: 27%|██▋ | 15/56 [01:18<03:29, 5.11s/it] 21/99 2.65G 0.04313 0.03464 0.001158 180 640: 27%|██▋ | 15/56 [01:18<03:29, 5.11s/it] 21/99 2.65G 0.04313 0.03464 0.001158 180 640: 29%|██▊ | 16/56 [01:18<02:24, 3.61s/it] 21/99 2.65G 0.04348 0.03458 0.001254 137 640: 29%|██▊ | 16/56 [01:18<02:24, 3.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
all 98 501 0.626 0.442 0.508 0.232
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 22/99 2.65G 0.04147 0.03073 0.0009387 112 640: 0%| | 0/56 [00:00<?, ?it/s] 22/99 2.65G 0.04147 0.03073 0.0009387 112 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 22/99 2.65G 0.04334 0.03633 0.00109 175 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 22/99 2.65G 0.04334 0.03633 0.00109 175 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 22/99 2.65G 0.04345 0.03503 0.0009912 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 22/99 2.65G 0.04345 0.03503 0.0009912 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 22/99 2.65G 0.04256 0.03438 0.00123 127 640: 5%|▌ | 3/56 [00:40<00:06, 7.81it/s] 22/99 2.65G 0.04256 0.03438 0.00123 127 640: 7%|▋ | 4/56 [00:40<13:45, 15.87s/it] 22/99 2.65G 0.04196 0.03437 0.001176 159 640: 7%|▋ | 4/56 [00:40<13:45, 15.87s/it] 22/99 2.65G 0.04196 0.03437 0.001176 159 640: 9%|▉ | 5/56 [00:40<08:39, 10.19s/it] 22/99 2.65G 0.04172 0.03442 0.001104 129 640: 9%|▉ | 5/56 [00:40<08:39, 10.19s/it] 22/99 2.65G 0.04172 0.03442 0.001104 129 640: 11%|█ | 6/56 [00:40<05:38, 6.77s/it] 22/99 2.65G 0.04179 0.0344 0.001184 126 640: 11%|█ | 6/56 [00:40<05:38, 6.77s/it] 22/99 2.65G 0.04179 0.0344 0.001184 126 640: 12%|█▎ | 7/56 [00:40<03:45, 4.59s/it] 22/99 2.65G 0.04212 0.03453 0.001263 119 640: 12%|█▎ | 7/56 [00:40<03:45, 4.59s/it] 22/99 2.65G 0.04212 0.03453 0.001263 119 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 22/99 2.65G 0.04263 0.0349 0.001307 143 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 22/99 2.65G 0.04263 0.0349 0.001307 143 640: 16%|█▌ | 9/56 [00:40<01:44, 2.21s/it] 22/99 2.65G 0.04244 0.03436 0.001337 113 640: 16%|█▌ | 9/56 [00:41<01:44, 2.21s/it] 22/99 2.65G 0.04244 0.03436 0.001337 113 640: 18%|█▊ | 10/56 [00:41<01:12, 1.57s/it] 22/99 2.65G 0.04324 0.03455 0.001323 170 640: 18%|█▊ | 10/56 [00:41<01:12, 1.57s/it] 22/99 2.65G 0.04324 0.03455 0.001323 170 640: 20%|█▉ | 11/56 [00:41<00:50, 1.13s/it] 22/99 2.65G 0.0435 0.03435 0.001374 129 640: 20%|█▉ | 11/56 [01:13<00:50, 1.13s/it] 22/99 2.65G 0.0435 0.03435 0.001374 129 640: 21%|██▏ | 12/56 [01:13<07:51, 10.71s/it] 22/99 2.65G 0.04355 0.03426 0.001393 113 640: 21%|██▏ | 12/56 [01:14<07:51, 10.71s/it] 22/99 2.65G 0.04355 0.03426 0.001393 113 640: 23%|██▎ | 13/56 [01:14<05:22, 7.51s/it] 22/99 2.65G 0.04408 0.03448 0.001367 150 640: 23%|██▎ | 13/56 [01:14<05:22, 7.51s/it] 22/99 2.65G 0.04408 0.03448 0.001367 150 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 22/99 2.65G 0.0439 0.03397 0.001314 111 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 22/99 2.65G 0.0439 0.03397 0.001314 111 640: 27%|██▋ | 15/56 [01:14<02:32, 3.73s/it] 22/99 2.65G 0.04396 0.03377 0.001325 141 640: 27%|██▋ | 15/56 [01:14<02:32, 3.73s/it] 22/99 2.65G 0.04396 0.03377 0.001325 141 640: 29%|██▊ | 16/56 [01:14<01:45, 2.64s/it] 22/99 2.65G 0.04397 0.034 0.001333 137 640: 29%|██▊ | 16/56 [01:14<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.93it/s]
all 98 501 0.493 0.55 0.504 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 23/99 2.65G 0.04083 0.02918 0.001187 110 640: 0%| | 0/56 [00:00<?, ?it/s] 23/99 2.65G 0.04083 0.02918 0.001187 110 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 23/99 2.65G 0.0424 0.03152 0.001168 145 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 23/99 2.65G 0.0424 0.03152 0.001168 145 640: 4%|▎ | 2/56 [00:00<00:06, 7.82it/s] 23/99 2.65G 0.04228 0.03099 0.001094 121 640: 4%|▎ | 2/56 [00:00<00:06, 7.82it/s] 23/99 2.65G 0.04228 0.03099 0.001094 121 640: 5%|▌ | 3/56 [00:00<00:06, 8.25it/s] 23/99 2.65G 0.04229 0.03174 0.001076 134 640: 5%|▌ | 3/56 [00:39<00:06, 8.25it/s] 23/99 2.65G 0.04229 0.03174 0.001076 134 640: 7%|▋ | 4/56 [00:39<13:26, 15.51s/it] 23/99 2.65G 0.04236 0.03219 0.001083 115 640: 7%|▋ | 4/56 [00:39<13:26, 15.51s/it] 23/99 2.65G 0.04236 0.03219 0.001083 115 640: 9%|▉ | 5/56 [00:39<08:28, 9.97s/it] 23/99 2.65G 0.04189 0.0329 0.001095 166 640: 9%|▉ | 5/56 [00:39<08:28, 9.97s/it] 23/99 2.65G 0.04189 0.0329 0.001095 166 640: 11%|█ | 6/56 [00:39<05:31, 6.62s/it] 23/99 2.65G 0.04218 0.0343 0.001185 163 640: 11%|█ | 6/56 [00:39<05:31, 6.62s/it] 23/99 2.65G 0.04218 0.0343 0.001185 163 640: 12%|█▎ | 7/56 [00:39<03:40, 4.49s/it] 23/99 2.65G 0.04247 0.03463 0.001379 162 640: 12%|█▎ | 7/56 [00:39<03:40, 4.49s/it] 23/99 2.65G 0.04247 0.03463 0.001379 162 640: 14%|█▍ | 8/56 [00:39<02:28, 3.10s/it] 23/99 2.65G 0.04203 0.03416 0.001358 112 640: 14%|█▍ | 8/56 [00:40<02:28, 3.10s/it] 23/99 2.65G 0.04203 0.03416 0.001358 112 640: 16%|█▌ | 9/56 [00:40<01:41, 2.17s/it] 23/99 2.65G 0.04247 0.03373 0.0014 117 640: 16%|█▌ | 9/56 [00:40<01:41, 2.17s/it] 23/99 2.65G 0.04247 0.03373 0.0014 117 640: 18%|█▊ | 10/56 [00:40<01:10, 1.54s/it] 23/99 2.65G 0.04262 0.03392 0.001388 151 640: 18%|█▊ | 10/56 [00:40<01:10, 1.54s/it] 23/99 2.65G 0.04262 0.03392 0.001388 151 640: 20%|█▉ | 11/56 [00:40<00:49, 1.10s/it] 23/99 2.65G 0.04227 0.03366 0.001481 104 640: 20%|█▉ | 11/56 [01:12<00:49, 1.10s/it] 23/99 2.65G 0.04227 0.03366 0.001481 104 640: 21%|██▏ | 12/56 [01:12<07:45, 10.58s/it] 23/99 2.65G 0.04246 0.03397 0.001484 157 640: 21%|██▏ | 12/56 [01:12<07:45, 10.58s/it] 23/99 2.65G 0.04246 0.03397 0.001484 157 640: 23%|██▎ | 13/56 [01:12<05:18, 7.42s/it] 23/99 2.65G 0.04223 0.03395 0.001433 122 640: 23%|██▎ | 13/56 [01:12<05:18, 7.42s/it] 23/99 2.65G 0.04223 0.03395 0.001433 122 640: 25%|██▌ | 14/56 [01:12<03:39, 5.22s/it] 23/99 2.65G 0.04214 0.03351 0.001483 121 640: 25%|██▌ | 14/56 [01:12<03:39, 5.22s/it] 23/99 2.65G 0.04214 0.03351 0.001483 121 640: 27%|██▋ | 15/56 [01:12<02:30, 3.68s/it] 23/99 2.65G 0.04239 0.03373 0.001432 151 640: 27%|██▋ | 15/56 [01:13<02:30, 3.68s/it] 23/99 2.65G 0.04239 0.03373 0.001432 151 640: 29%|██▊ | 16/56 [01:13<01:44, 2.61s/it] 23/99 2.65G 0.04219 0.03343 0.001408 123 640: 29%|██▊ | 16/56 [01:13<01:44, 2.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
all 98 501 0.532 0.507 0.504 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 24/99 2.65G 0.04315 0.0328 0.0009669 133 640: 0%| | 0/56 [00:00<?, ?it/s] 24/99 2.65G 0.04315 0.0328 0.0009669 133 640: 2%|▏ | 1/56 [00:00<00:07, 7.80it/s] 24/99 2.65G 0.04583 0.03249 0.0009347 133 640: 2%|▏ | 1/56 [00:00<00:07, 7.80it/s] 24/99 2.65G 0.04583 0.03249 0.0009347 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.19it/s] 24/99 2.65G 0.04498 0.03136 0.0008269 117 640: 4%|▎ | 2/56 [00:00<00:07, 7.19it/s] 24/99 2.65G 0.04498 0.03136 0.0008269 117 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 24/99 2.65G 0.04393 0.03154 0.0008606 145 640: 5%|▌ | 3/56 [00:44<00:06, 7.78it/s] 24/99 2.65G 0.04393 0.03154 0.0008606 145 640: 7%|▋ | 4/56 [00:44<14:59, 17.30s/it] 24/99 2.65G 0.04426 0.03219 0.000913 110 640: 7%|▋ | 4/56 [00:44<14:59, 17.30s/it] 24/99 2.65G 0.04426 0.03219 0.000913 110 640: 9%|▉ | 5/56 [00:44<09:26, 11.11s/it] 24/99 2.65G 0.0444 0.03312 0.001161 139 640: 9%|▉ | 5/56 [00:44<09:26, 11.11s/it] 24/99 2.65G 0.0444 0.03312 0.001161 139 640: 11%|█ | 6/56 [00:44<06:08, 7.38s/it] 24/99 2.65G 0.04405 0.03269 0.001378 110 640: 11%|█ | 6/56 [00:44<06:08, 7.38s/it] 24/99 2.65G 0.04405 0.03269 0.001378 110 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 24/99 2.65G 0.04393 0.03272 0.001344 173 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 24/99 2.65G 0.04393 0.03272 0.001344 173 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 24/99 2.65G 0.04399 0.03288 0.001314 161 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 24/99 2.65G 0.04399 0.03288 0.001314 161 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 24/99 2.65G 0.04435 0.03345 0.001357 130 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 24/99 2.65G 0.04435 0.03345 0.001357 130 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 24/99 2.65G 0.04422 0.03244 0.001295 82 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 24/99 2.65G 0.04422 0.03244 0.001295 82 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 24/99 2.65G 0.04418 0.03291 0.001314 152 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 24/99 2.65G 0.04418 0.03291 0.001314 152 640: 21%|██▏ | 12/56 [01:17<07:53, 10.75s/it] 24/99 2.65G 0.04404 0.03285 0.001277 122 640: 21%|██▏ | 12/56 [01:17<07:53, 10.75s/it] 24/99 2.65G 0.04404 0.03285 0.001277 122 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 24/99 2.65G 0.0438 0.03278 0.001227 112 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 24/99 2.65G 0.0438 0.03278 0.001227 112 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 24/99 2.65G 0.04362 0.03292 0.001292 131 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 24/99 2.65G 0.04362 0.03292 0.001292 131 640: 27%|██▋ | 15/56 [01:17<02:33, 3.74s/it] 24/99 2.65G 0.04369 0.03296 0.001264 125 640: 27%|██▋ | 15/56 [01:17<02:33, 3.74s/it] 24/99 2.65G 0.04369 0.03296 0.001264 125 640: 29%|██▊ | 16/56 [01:17<01:45, 2.65s/it] 24/99 2.65G 0.04353 0.03312 0.001257 121 640: 29%|██▊ | 16/56 [01:18<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.21it/s]
all 98 501 0.549 0.542 0.529 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 25/99 2.65G 0.04688 0.03474 0.001134 162 640: 0%| | 0/56 [00:00<?, ?it/s] 25/99 2.65G 0.04688 0.03474 0.001134 162 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 25/99 2.65G 0.04682 0.03718 0.001136 149 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 25/99 2.65G 0.04682 0.03718 0.001136 149 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 25/99 2.65G 0.04523 0.03519 0.001198 144 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 25/99 2.65G 0.04523 0.03519 0.001198 144 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 25/99 2.65G 0.0444 0.03448 0.001093 134 640: 5%|▌ | 3/56 [00:32<00:06, 7.81it/s] 25/99 2.65G 0.0444 0.03448 0.001093 134 640: 7%|▋ | 4/56 [00:32<11:08, 12.86s/it] 25/99 2.65G 0.04416 0.03266 0.001373 118 640: 7%|▋ | 4/56 [00:32<11:08, 12.86s/it] 25/99 2.65G 0.04416 0.03266 0.001373 118 640: 9%|▉ | 5/56 [00:32<07:01, 8.27s/it] 25/99 2.65G 0.04361 0.03272 0.001264 147 640: 9%|▉ | 5/56 [00:33<07:01, 8.27s/it] 25/99 2.65G 0.04361 0.03272 0.001264 147 640: 11%|█ | 6/56 [00:33<04:35, 5.51s/it] 25/99 2.65G 0.04347 0.03311 0.001302 140 640: 11%|█ | 6/56 [00:33<04:35, 5.51s/it] 25/99 2.65G 0.04347 0.03311 0.001302 140 640: 12%|█▎ | 7/56 [00:33<03:03, 3.74s/it] 25/99 2.65G 0.04324 0.03283 0.0013 106 640: 12%|█▎ | 7/56 [00:33<03:03, 3.74s/it] 25/99 2.65G 0.04324 0.03283 0.0013 106 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 25/99 2.65G 0.04294 0.03302 0.001275 135 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 25/99 2.65G 0.04294 0.03302 0.001275 135 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 25/99 2.65G 0.04264 0.03219 0.001402 100 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 25/99 2.65G 0.04264 0.03219 0.001402 100 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 25/99 2.65G 0.04267 0.03251 0.001336 131 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 25/99 2.65G 0.04267 0.03251 0.001336 131 640: 20%|█▉ | 11/56 [00:33<00:42, 1.07it/s] 25/99 2.65G 0.04237 0.03301 0.001283 146 640: 20%|█▉ | 11/56 [01:06<00:42, 1.07it/s] 25/99 2.65G 0.04237 0.03301 0.001283 146 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 25/99 2.65G 0.04228 0.03314 0.001269 127 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 25/99 2.65G 0.04228 0.03314 0.001269 127 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 25/99 2.65G 0.0424 0.03377 0.001225 171 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 25/99 2.65G 0.0424 0.03377 0.001225 171 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 25/99 2.65G 0.04255 0.03409 0.001206 169 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 25/99 2.65G 0.04255 0.03409 0.001206 169 640: 27%|██▋ | 15/56 [01:06<02:31, 3.69s/it] 25/99 2.65G 0.04288 0.03424 0.001198 133 640: 27%|██▋ | 15/56 [01:06<02:31, 3.69s/it] 25/99 2.65G 0.04288 0.03424 0.001198 133 640: 29%|██▊ | 16/56 [01:06<01:44, 2.61s/it] 25/99 2.65G 0.04291 0.03469 0.001213 204 640: 29%|██▊ | 16/56 [01:06<01:44, 2.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.564 0.45 0.506 0.24
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 26/99 2.65G 0.04124 0.03478 0.0008996 149 640: 0%| | 0/56 [00:00<?, ?it/s] 26/99 2.65G 0.04124 0.03478 0.0008996 149 640: 2%|▏ | 1/56 [00:00<00:09, 5.84it/s] 26/99 2.65G 0.04537 0.03679 0.0008646 145 640: 2%|▏ | 1/56 [00:00<00:09, 5.84it/s] 26/99 2.65G 0.04537 0.03679 0.0008646 145 640: 4%|▎ | 2/56 [00:00<00:08, 6.40it/s] 26/99 2.65G 0.04449 0.03759 0.0008399 153 640: 4%|▎ | 2/56 [00:00<00:08, 6.40it/s] 26/99 2.65G 0.04449 0.03759 0.0008399 153 640: 5%|▌ | 3/56 [00:00<00:07, 7.15it/s] 26/99 2.65G 0.0432 0.03744 0.0008685 134 640: 5%|▌ | 3/56 [00:34<00:07, 7.15it/s] 26/99 2.65G 0.0432 0.03744 0.0008685 134 640: 7%|▋ | 4/56 [00:34<11:35, 13.38s/it] 26/99 2.65G 0.0433 0.03569 0.0008268 113 640: 7%|▋ | 4/56 [00:34<11:35, 13.38s/it] 26/99 2.65G 0.0433 0.03569 0.0008268 113 640: 9%|▉ | 5/56 [00:34<07:18, 8.60s/it] 26/99 2.65G 0.04307 0.0359 0.0009494 137 640: 9%|▉ | 5/56 [00:34<07:18, 8.60s/it] 26/99 2.65G 0.04307 0.0359 0.0009494 137 640: 11%|█ | 6/56 [00:34<04:46, 5.72s/it] 26/99 2.65G 0.04311 0.03561 0.0009289 129 640: 11%|█ | 6/56 [00:34<04:46, 5.72s/it] 26/99 2.65G 0.04311 0.03561 0.0009289 129 640: 12%|█▎ | 7/56 [00:34<03:10, 3.89s/it] 26/99 2.65G 0.04293 0.03477 0.0008989 128 640: 12%|█▎ | 7/56 [00:34<03:10, 3.89s/it] 26/99 2.65G 0.04293 0.03477 0.0008989 128 640: 14%|█▍ | 8/56 [00:34<02:08, 2.69s/it] 26/99 2.65G 0.04273 0.03524 0.0009093 145 640: 14%|█▍ | 8/56 [00:34<02:08, 2.69s/it] 26/99 2.65G 0.04273 0.03524 0.0009093 145 640: 16%|█▌ | 9/56 [00:34<01:28, 1.88s/it] 26/99 2.65G 0.04277 0.03487 0.0009064 136 640: 16%|█▌ | 9/56 [00:34<01:28, 1.88s/it] 26/99 2.65G 0.04277 0.03487 0.0009064 136 640: 18%|█▊ | 10/56 [00:34<01:01, 1.34s/it] 26/99 2.65G 0.04241 0.03448 0.0009317 131 640: 18%|█▊ | 10/56 [00:34<01:01, 1.34s/it] 26/99 2.65G 0.04241 0.03448 0.0009317 131 640: 20%|█▉ | 11/56 [00:34<00:43, 1.04it/s] 26/99 2.65G 0.04194 0.03381 0.001021 115 640: 20%|█▉ | 11/56 [01:07<00:43, 1.04it/s] 26/99 2.65G 0.04194 0.03381 0.001021 115 640: 21%|██▏ | 12/56 [01:07<07:48, 10.64s/it] 26/99 2.65G 0.04198 0.03387 0.001061 123 640: 21%|██▏ | 12/56 [01:07<07:48, 10.64s/it] 26/99 2.65G 0.04198 0.03387 0.001061 123 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 26/99 2.65G 0.0423 0.03373 0.001065 158 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 26/99 2.65G 0.0423 0.03373 0.001065 158 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 26/99 2.65G 0.04245 0.03384 0.001054 173 640: 25%|██▌ | 14/56 [01:08<03:40, 5.25s/it] 26/99 2.65G 0.04245 0.03384 0.001054 173 640: 27%|██▋ | 15/56 [01:08<02:31, 3.70s/it] 26/99 2.65G 0.04256 0.03416 0.001032 160 640: 27%|██▋ | 15/56 [01:08<02:31, 3.70s/it] 26/99 2.65G 0.04256 0.03416 0.001032 160 640: 29%|██▊ | 16/56 [01:08<01:44, 2.62s/it] 26/99 2.65G 0.04247 0.03415 0.001018 145 640: 29%|██▊ | 16/56 [01:08<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.38it/s]
all 98 501 0.484 0.518 0.482 0.22
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 27/99 2.65G 0.03973 0.03585 0.0008713 168 640: 0%| | 0/56 [00:00<?, ?it/s] 27/99 2.65G 0.03973 0.03585 0.0008713 168 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 27/99 2.65G 0.04023 0.03522 0.0006993 134 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 27/99 2.65G 0.04023 0.03522 0.0006993 134 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 27/99 2.65G 0.04103 0.03637 0.00117 175 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 27/99 2.65G 0.04103 0.03637 0.00117 175 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 27/99 2.65G 0.04016 0.03401 0.001474 109 640: 5%|▌ | 3/56 [00:44<00:06, 7.82it/s] 27/99 2.65G 0.04016 0.03401 0.001474 109 640: 7%|▋ | 4/56 [00:44<15:05, 17.41s/it] 27/99 2.65G 0.0407 0.03453 0.001421 198 640: 7%|▋ | 4/56 [00:44<15:05, 17.41s/it] 27/99 2.65G 0.0407 0.03453 0.001421 198 640: 9%|▉ | 5/56 [00:44<09:29, 11.18s/it] 27/99 2.65G 0.04074 0.03385 0.001597 152 640: 9%|▉ | 5/56 [00:44<09:29, 11.18s/it] 27/99 2.65G 0.04074 0.03385 0.001597 152 640: 11%|█ | 6/56 [00:44<06:11, 7.42s/it] 27/99 2.65G 0.04165 0.03574 0.001552 212 640: 11%|█ | 6/56 [00:44<06:11, 7.42s/it] 27/99 2.65G 0.04165 0.03574 0.001552 212 640: 12%|█▎ | 7/56 [00:44<04:06, 5.03s/it] 27/99 2.65G 0.04225 0.03643 0.001548 203 640: 12%|█▎ | 7/56 [00:44<04:06, 5.03s/it] 27/99 2.65G 0.04225 0.03643 0.001548 203 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 27/99 2.65G 0.04194 0.03593 0.001591 120 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 27/99 2.65G 0.04194 0.03593 0.001591 120 640: 16%|█▌ | 9/56 [00:44<01:53, 2.42s/it] 27/99 2.65G 0.04197 0.03616 0.001514 116 640: 16%|█▌ | 9/56 [00:45<01:53, 2.42s/it] 27/99 2.65G 0.04197 0.03616 0.001514 116 640: 18%|█▊ | 10/56 [00:45<01:18, 1.71s/it] 27/99 2.65G 0.04169 0.0356 0.001451 111 640: 18%|█▊ | 10/56 [00:45<01:18, 1.71s/it] 27/99 2.65G 0.04169 0.0356 0.001451 111 640: 20%|█▉ | 11/56 [00:45<00:55, 1.22s/it] 27/99 2.65G 0.04158 0.03554 0.0014 166 640: 20%|█▉ | 11/56 [01:17<00:55, 1.22s/it] 27/99 2.65G 0.04158 0.03554 0.0014 166 640: 21%|██▏ | 12/56 [01:17<07:55, 10.81s/it] 27/99 2.65G 0.04158 0.03589 0.001694 146 640: 21%|██▏ | 12/56 [01:18<07:55, 10.81s/it] 27/99 2.65G 0.04158 0.03589 0.001694 146 640: 23%|██▎ | 13/56 [01:18<05:25, 7.58s/it] 27/99 2.65G 0.04159 0.0359 0.001652 145 640: 23%|██▎ | 13/56 [01:18<05:25, 7.58s/it] 27/99 2.65G 0.04159 0.0359 0.001652 145 640: 25%|██▌ | 14/56 [01:18<03:43, 5.33s/it] 27/99 2.65G 0.04167 0.0354 0.001633 117 640: 25%|██▌ | 14/56 [01:18<03:43, 5.33s/it] 27/99 2.65G 0.04167 0.0354 0.001633 117 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 27/99 2.65G 0.04166 0.03501 0.001653 125 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 27/99 2.65G 0.04166 0.03501 0.001653 125 640: 29%|██▊ | 16/56 [01:18<01:46, 2.66s/it] 27/99 2.65G 0.04163 0.03548 0.001589 159 640: 29%|██▊ | 16/56 [01:18<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.546 0.475 0.499 0.228
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 28/99 2.65G 0.04067 0.03441 0.001069 153 640: 0%| | 0/56 [00:00<?, ?it/s] 28/99 2.65G 0.04067 0.03441 0.001069 153 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 28/99 2.65G 0.04304 0.03225 0.0009962 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 28/99 2.65G 0.04304 0.03225 0.0009962 132 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 28/99 2.65G 0.042 0.03126 0.001028 110 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 28/99 2.65G 0.042 0.03126 0.001028 110 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 28/99 2.65G 0.04234 0.03105 0.001016 108 640: 5%|▌ | 3/56 [00:43<00:06, 7.76it/s] 28/99 2.65G 0.04234 0.03105 0.001016 108 640: 7%|▋ | 4/56 [00:43<14:55, 17.23s/it] 28/99 2.65G 0.04151 0.03307 0.0009277 176 640: 7%|▋ | 4/56 [00:43<14:55, 17.23s/it] 28/99 2.65G 0.04151 0.03307 0.0009277 176 640: 9%|▉ | 5/56 [00:43<09:24, 11.06s/it] 28/99 2.65G 0.04102 0.03319 0.0009426 154 640: 9%|▉ | 5/56 [00:44<09:24, 11.06s/it] 28/99 2.65G 0.04102 0.03319 0.0009426 154 640: 11%|█ | 6/56 [00:44<06:07, 7.35s/it] 28/99 2.65G 0.04129 0.03355 0.001136 139 640: 11%|█ | 6/56 [00:44<06:07, 7.35s/it] 28/99 2.65G 0.04129 0.03355 0.001136 139 640: 12%|█▎ | 7/56 [00:44<04:04, 4.98s/it] 28/99 2.65G 0.04161 0.03417 0.001265 181 640: 12%|█▎ | 7/56 [00:44<04:04, 4.98s/it] 28/99 2.65G 0.04161 0.03417 0.001265 181 640: 14%|█▍ | 8/56 [00:44<02:44, 3.43s/it] 28/99 2.65G 0.04174 0.0347 0.001272 162 640: 14%|█▍ | 8/56 [00:44<02:44, 3.43s/it] 28/99 2.65G 0.04174 0.0347 0.001272 162 640: 16%|█▌ | 9/56 [00:44<01:52, 2.39s/it] 28/99 2.65G 0.04127 0.03458 0.001285 164 640: 16%|█▌ | 9/56 [00:44<01:52, 2.39s/it] 28/99 2.65G 0.04127 0.03458 0.001285 164 640: 18%|█▊ | 10/56 [00:44<01:17, 1.70s/it] 28/99 2.65G 0.04176 0.03477 0.001239 142 640: 18%|█▊ | 10/56 [00:44<01:17, 1.70s/it] 28/99 2.65G 0.04176 0.03477 0.001239 142 640: 20%|█▉ | 11/56 [00:44<00:54, 1.21s/it] 28/99 2.65G 0.0423 0.03509 0.001315 151 640: 20%|█▉ | 11/56 [01:17<00:54, 1.21s/it] 28/99 2.65G 0.0423 0.03509 0.001315 151 640: 21%|██▏ | 12/56 [01:17<07:58, 10.88s/it] 28/99 2.65G 0.04242 0.03515 0.001269 150 640: 21%|██▏ | 12/56 [01:17<07:58, 10.88s/it] 28/99 2.65G 0.04242 0.03515 0.001269 150 640: 23%|██▎ | 13/56 [01:17<05:27, 7.63s/it] 28/99 2.65G 0.04255 0.03499 0.001247 132 640: 23%|██▎ | 13/56 [01:17<05:27, 7.63s/it] 28/99 2.65G 0.04255 0.03499 0.001247 132 640: 25%|██▌ | 14/56 [01:17<03:45, 5.36s/it] 28/99 2.65G 0.04254 0.03477 0.001225 126 640: 25%|██▌ | 14/56 [01:18<03:45, 5.36s/it] 28/99 2.65G 0.04254 0.03477 0.001225 126 640: 27%|██▋ | 15/56 [01:18<02:34, 3.78s/it] 28/99 2.65G 0.04261 0.03497 0.001384 152 640: 27%|██▋ | 15/56 [01:18<02:34, 3.78s/it] 28/99 2.65G 0.04261 0.03497 0.001384 152 640: 29%|██▊ | 16/56 [01:18<01:47, 2.68s/it] 28/99 2.65G 0.04244 0.03484 0.001388 147 640: 29%|██▊ | 16/56 [01:18<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.61it/s]
all 98 501 0.496 0.531 0.5 0.239
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 29/99 2.65G 0.04248 0.03762 0.0006453 149 640: 0%| | 0/56 [00:00<?, ?it/s] 29/99 2.65G 0.04248 0.03762 0.0006453 149 640: 2%|▏ | 1/56 [00:00<00:06, 8.49it/s] 29/99 2.65G 0.04069 0.03325 0.0009357 108 640: 2%|▏ | 1/56 [00:00<00:06, 8.49it/s] 29/99 2.65G 0.04069 0.03325 0.0009357 108 640: 4%|▎ | 2/56 [00:00<00:07, 7.52it/s] 29/99 2.65G 0.04167 0.03398 0.0008326 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.52it/s] 29/99 2.65G 0.04167 0.03398 0.0008326 131 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 29/99 2.65G 0.04122 0.03312 0.000794 128 640: 5%|▌ | 3/56 [00:33<00:06, 7.83it/s] 29/99 2.65G 0.04122 0.03312 0.000794 128 640: 7%|▋ | 4/56 [00:33<11:15, 12.99s/it] 29/99 2.65G 0.04266 0.03298 0.0008961 164 640: 7%|▋ | 4/56 [00:33<11:15, 12.99s/it] 29/99 2.65G 0.04266 0.03298 0.0008961 164 640: 9%|▉ | 5/56 [00:33<07:05, 8.35s/it] 29/99 2.65G 0.04244 0.03335 0.000945 161 640: 9%|▉ | 5/56 [00:33<07:05, 8.35s/it] 29/99 2.65G 0.04244 0.03335 0.000945 161 640: 11%|█ | 6/56 [00:33<04:38, 5.56s/it] 29/99 2.65G 0.04234 0.03409 0.0009058 162 640: 11%|█ | 6/56 [00:33<04:38, 5.56s/it] 29/99 2.65G 0.04234 0.03409 0.0009058 162 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 29/99 2.65G 0.0424 0.03413 0.0009849 143 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 29/99 2.65G 0.0424 0.03413 0.0009849 143 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 29/99 2.65G 0.04219 0.03375 0.0009702 126 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 29/99 2.65G 0.04219 0.03375 0.0009702 126 640: 16%|█▌ | 9/56 [00:33<01:26, 1.83s/it] 29/99 2.65G 0.04242 0.03446 0.0009299 144 640: 16%|█▌ | 9/56 [00:33<01:26, 1.83s/it] 29/99 2.65G 0.04242 0.03446 0.0009299 144 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 29/99 2.65G 0.0424 0.03474 0.000955 169 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 29/99 2.65G 0.0424 0.03474 0.000955 169 640: 20%|█▉ | 11/56 [00:33<00:42, 1.06it/s] 29/99 2.65G 0.04235 0.03414 0.0009555 101 640: 20%|█▉ | 11/56 [01:06<00:42, 1.06it/s] 29/99 2.65G 0.04235 0.03414 0.0009555 101 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 29/99 2.65G 0.04232 0.03409 0.001004 124 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 29/99 2.65G 0.04232 0.03409 0.001004 124 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 29/99 2.65G 0.04219 0.03394 0.001126 123 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 29/99 2.65G 0.04219 0.03394 0.001126 123 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 29/99 2.65G 0.04223 0.03375 0.001106 123 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 29/99 2.65G 0.04223 0.03375 0.001106 123 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 29/99 2.65G 0.04225 0.03386 0.001091 141 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 29/99 2.65G 0.04225 0.03386 0.001091 141 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 29/99 2.65G 0.04205 0.03373 0.001096 143 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.506 0.482 0.478 0.23
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 30/99 2.65G 0.04163 0.03834 0.00219 197 640: 0%| | 0/56 [00:00<?, ?it/s] 30/99 2.65G 0.04163 0.03834 0.00219 197 640: 2%|▏ | 1/56 [00:00<00:06, 8.34it/s] 30/99 2.65G 0.04173 0.03784 0.001473 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.34it/s] 30/99 2.65G 0.04173 0.03784 0.001473 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 30/99 2.65G 0.04109 0.0353 0.001572 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 30/99 2.65G 0.04109 0.0353 0.001572 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.68it/s] 30/99 2.65G 0.0415 0.03502 0.001405 133 640: 5%|▌ | 3/56 [00:44<00:06, 7.68it/s] 30/99 2.65G 0.0415 0.03502 0.001405 133 640: 7%|▋ | 4/56 [00:44<14:59, 17.30s/it] 30/99 2.65G 0.04145 0.03442 0.001358 122 640: 7%|▋ | 4/56 [00:44<14:59, 17.30s/it] 30/99 2.65G 0.04145 0.03442 0.001358 122 640: 9%|▉ | 5/56 [00:44<09:26, 11.11s/it] 30/99 2.65G 0.04157 0.0343 0.001264 153 640: 9%|▉ | 5/56 [00:44<09:26, 11.11s/it] 30/99 2.65G 0.04157 0.0343 0.001264 153 640: 11%|█ | 6/56 [00:44<06:08, 7.38s/it] 30/99 2.65G 0.04153 0.03411 0.001191 131 640: 11%|█ | 6/56 [00:44<06:08, 7.38s/it] 30/99 2.65G 0.04153 0.03411 0.001191 131 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 30/99 2.65G 0.04159 0.03475 0.001171 157 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 30/99 2.65G 0.04159 0.03475 0.001171 157 640: 14%|█▍ | 8/56 [00:44<02:45, 3.44s/it] 30/99 2.65G 0.04146 0.03528 0.001128 187 640: 14%|█▍ | 8/56 [00:44<02:45, 3.44s/it] 30/99 2.65G 0.04146 0.03528 0.001128 187 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 30/99 2.65G 0.04185 0.03541 0.001278 151 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 30/99 2.65G 0.04185 0.03541 0.001278 151 640: 18%|█▊ | 10/56 [00:44<01:18, 1.70s/it] 30/99 2.65G 0.04205 0.03499 0.001217 115 640: 18%|█▊ | 10/56 [00:44<01:18, 1.70s/it] 30/99 2.65G 0.04205 0.03499 0.001217 115 640: 20%|█▉ | 11/56 [00:44<00:54, 1.21s/it] 30/99 2.65G 0.04206 0.03513 0.001179 173 640: 20%|█▉ | 11/56 [01:17<00:54, 1.21s/it] 30/99 2.65G 0.04206 0.03513 0.001179 173 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 30/99 2.65G 0.04206 0.03551 0.001189 164 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 30/99 2.65G 0.04206 0.03551 0.001189 164 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 30/99 2.65G 0.04207 0.0352 0.001177 128 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 30/99 2.65G 0.04207 0.0352 0.001177 128 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 30/99 2.65G 0.04187 0.0354 0.001175 158 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 30/99 2.65G 0.04187 0.0354 0.001175 158 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 30/99 2.65G 0.04174 0.03548 0.001145 178 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 30/99 2.65G 0.04174 0.03548 0.001145 178 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 30/99 2.65G 0.04159 0.03523 0.001132 143 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.12it/s]
all 98 501 0.556 0.525 0.515 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 31/99 2.65G 0.03808 0.0313 0.00207 155 640: 0%| | 0/56 [00:00<?, ?it/s] 31/99 2.65G 0.03808 0.0313 0.00207 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 31/99 2.65G 0.03822 0.0304 0.001341 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 31/99 2.65G 0.03822 0.0304 0.001341 130 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 31/99 2.65G 0.03792 0.03197 0.001199 164 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 31/99 2.65G 0.03792 0.03197 0.001199 164 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 31/99 2.65G 0.03795 0.03227 0.001027 130 640: 5%|▌ | 3/56 [00:40<00:06, 7.86it/s] 31/99 2.65G 0.03795 0.03227 0.001027 130 640: 7%|▋ | 4/56 [00:40<13:51, 15.99s/it] 31/99 2.65G 0.03835 0.0336 0.0009425 175 640: 7%|▋ | 4/56 [00:40<13:51, 15.99s/it] 31/99 2.65G 0.03835 0.0336 0.0009425 175 640: 9%|▉ | 5/56 [00:40<08:43, 10.27s/it] 31/99 2.65G 0.03884 0.03361 0.0009342 108 640: 9%|▉ | 5/56 [00:40<08:43, 10.27s/it] 31/99 2.65G 0.03884 0.03361 0.0009342 108 640: 11%|█ | 6/56 [00:40<05:41, 6.82s/it] 31/99 2.65G 0.03898 0.03308 0.0009017 122 640: 11%|█ | 6/56 [00:41<05:41, 6.82s/it] 31/99 2.65G 0.03898 0.03308 0.0009017 122 640: 12%|█▎ | 7/56 [00:41<03:46, 4.63s/it] 31/99 2.65G 0.03931 0.03262 0.0008607 143 640: 12%|█▎ | 7/56 [00:41<03:46, 4.63s/it] 31/99 2.65G 0.03931 0.03262 0.0008607 143 640: 14%|█▍ | 8/56 [00:41<02:33, 3.19s/it] 31/99 2.65G 0.03972 0.03293 0.0008329 196 640: 14%|█▍ | 8/56 [00:41<02:33, 3.19s/it] 31/99 2.65G 0.03972 0.03293 0.0008329 196 640: 16%|█▌ | 9/56 [00:41<01:44, 2.23s/it] 31/99 2.65G 0.04016 0.03244 0.0009524 115 640: 16%|█▌ | 9/56 [00:41<01:44, 2.23s/it] 31/99 2.65G 0.04016 0.03244 0.0009524 115 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 31/99 2.65G 0.0401 0.03221 0.0009476 109 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 31/99 2.65G 0.0401 0.03221 0.0009476 109 640: 20%|█▉ | 11/56 [00:41<00:50, 1.13s/it] 31/99 2.65G 0.0398 0.03276 0.0009569 174 640: 20%|█▉ | 11/56 [01:14<00:50, 1.13s/it] 31/99 2.65G 0.0398 0.03276 0.0009569 174 640: 21%|██▏ | 12/56 [01:14<07:55, 10.80s/it] 31/99 2.65G 0.03959 0.03254 0.000924 110 640: 21%|██▏ | 12/56 [01:14<07:55, 10.80s/it] 31/99 2.65G 0.03959 0.03254 0.000924 110 640: 23%|██▎ | 13/56 [01:14<05:25, 7.56s/it] 31/99 2.65G 0.0394 0.03236 0.0009439 122 640: 23%|██▎ | 13/56 [01:14<05:25, 7.56s/it] 31/99 2.65G 0.0394 0.03236 0.0009439 122 640: 25%|██▌ | 14/56 [01:14<03:43, 5.32s/it] 31/99 2.65G 0.03962 0.03248 0.0009353 133 640: 25%|██▌ | 14/56 [01:14<03:43, 5.32s/it] 31/99 2.65G 0.03962 0.03248 0.0009353 133 640: 27%|██▋ | 15/56 [01:14<02:33, 3.75s/it] 31/99 2.65G 0.03944 0.03232 0.0009367 110 640: 27%|██▋ | 15/56 [01:14<02:33, 3.75s/it] 31/99 2.65G 0.03944 0.03232 0.0009367 110 640: 29%|██▊ | 16/56 [01:14<01:46, 2.66s/it] 31/99 2.65G 0.03962 0.03256 0.0009195 166 640: 29%|██▊ | 16/56 [01:15<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.519 0.549 0.52 0.245
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 32/99 2.65G 0.043 0.02832 0.0008563 104 640: 0%| | 0/56 [00:00<?, ?it/s] 32/99 2.65G 0.043 0.02832 0.0008563 104 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 32/99 2.65G 0.04231 0.03101 0.00114 174 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 32/99 2.65G 0.04231 0.03101 0.00114 174 640: 4%|▎ | 2/56 [00:00<00:07, 7.12it/s] 32/99 2.65G 0.04245 0.02965 0.001823 98 640: 4%|▎ | 2/56 [00:00<00:07, 7.12it/s] 32/99 2.65G 0.04245 0.02965 0.001823 98 640: 5%|▌ | 3/56 [00:00<00:07, 7.47it/s] 32/99 2.65G 0.04191 0.03191 0.001588 163 640: 5%|▌ | 3/56 [00:43<00:07, 7.47it/s] 32/99 2.65G 0.04191 0.03191 0.001588 163 640: 7%|▋ | 4/56 [00:43<14:52, 17.17s/it] 32/99 2.65G 0.04157 0.03125 0.001504 130 640: 7%|▋ | 4/56 [00:43<14:52, 17.17s/it] 32/99 2.65G 0.04157 0.03125 0.001504 130 640: 9%|▉ | 5/56 [00:43<09:22, 11.02s/it] 32/99 2.65G 0.04173 0.03163 0.001406 160 640: 9%|▉ | 5/56 [00:43<09:22, 11.02s/it] 32/99 2.65G 0.04173 0.03163 0.001406 160 640: 11%|█ | 6/56 [00:43<06:05, 7.32s/it] 32/99 2.65G 0.0414 0.03103 0.001369 110 640: 11%|█ | 6/56 [00:44<06:05, 7.32s/it] 32/99 2.65G 0.0414 0.03103 0.001369 110 640: 12%|█▎ | 7/56 [00:44<04:03, 4.96s/it] 32/99 2.65G 0.04119 0.03179 0.001339 130 640: 12%|█▎ | 7/56 [00:44<04:03, 4.96s/it] 32/99 2.65G 0.04119 0.03179 0.001339 130 640: 14%|█▍ | 8/56 [00:44<02:44, 3.42s/it] 32/99 2.65G 0.04119 0.03146 0.001313 97 640: 14%|█▍ | 8/56 [00:44<02:44, 3.42s/it] 32/99 2.65G 0.04119 0.03146 0.001313 97 640: 16%|█▌ | 9/56 [00:44<01:52, 2.38s/it] 32/99 2.65G 0.04111 0.03211 0.001293 165 640: 16%|█▌ | 9/56 [00:44<01:52, 2.38s/it] 32/99 2.65G 0.04111 0.03211 0.001293 165 640: 18%|█▊ | 10/56 [00:44<01:17, 1.69s/it] 32/99 2.65G 0.04099 0.03278 0.001251 167 640: 18%|█▊ | 10/56 [00:44<01:17, 1.69s/it] 32/99 2.65G 0.04099 0.03278 0.001251 167 640: 20%|█▉ | 11/56 [00:44<00:54, 1.21s/it] 32/99 2.65G 0.04072 0.0325 0.001209 132 640: 20%|█▉ | 11/56 [01:17<00:54, 1.21s/it] 32/99 2.65G 0.04072 0.0325 0.001209 132 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 32/99 2.65G 0.04036 0.0322 0.001204 115 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 32/99 2.65G 0.04036 0.0322 0.001204 115 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 32/99 2.65G 0.04019 0.03259 0.001172 172 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 32/99 2.65G 0.04019 0.03259 0.001172 172 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 32/99 2.65G 0.04008 0.03235 0.001149 128 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 32/99 2.65G 0.04008 0.03235 0.001149 128 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 32/99 2.65G 0.04012 0.03246 0.001127 170 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 32/99 2.65G 0.04012 0.03246 0.001127 170 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it] 32/99 2.65G 0.03998 0.03226 0.001098 109 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.19it/s]
all 98 501 0.537 0.547 0.52 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 33/99 2.65G 0.03841 0.0357 0.001338 132 640: 0%| | 0/56 [00:00<?, ?it/s] 33/99 2.65G 0.03841 0.0357 0.001338 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 33/99 2.65G 0.04008 0.04154 0.001332 162 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 33/99 2.65G 0.04008 0.04154 0.001332 162 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 33/99 2.65G 0.03928 0.03782 0.001373 149 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 33/99 2.65G 0.03928 0.03782 0.001373 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.68it/s] 33/99 2.65G 0.03907 0.03563 0.001428 129 640: 5%|▌ | 3/56 [00:32<00:06, 7.68it/s] 33/99 2.65G 0.03907 0.03563 0.001428 129 640: 7%|▋ | 4/56 [00:32<11:01, 12.72s/it] 33/99 2.65G 0.03861 0.03375 0.001538 109 640: 7%|▋ | 4/56 [00:32<11:01, 12.72s/it] 33/99 2.65G 0.03861 0.03375 0.001538 109 640: 9%|▉ | 5/56 [00:32<06:57, 8.18s/it] 33/99 2.65G 0.03854 0.03366 0.001887 124 640: 9%|▉ | 5/56 [00:32<06:57, 8.18s/it] 33/99 2.65G 0.03854 0.03366 0.001887 124 640: 11%|█ | 6/56 [00:32<04:32, 5.45s/it] 33/99 2.65G 0.03823 0.03279 0.001696 110 640: 11%|█ | 6/56 [00:32<04:32, 5.45s/it] 33/99 2.65G 0.03823 0.03279 0.001696 110 640: 12%|█▎ | 7/56 [00:32<03:01, 3.71s/it] 33/99 2.65G 0.03832 0.03238 0.001536 145 640: 12%|█▎ | 7/56 [00:32<03:01, 3.71s/it] 33/99 2.65G 0.03832 0.03238 0.001536 145 640: 14%|█▍ | 8/56 [00:32<02:03, 2.56s/it] 33/99 2.65G 0.03847 0.03309 0.001433 144 640: 14%|█▍ | 8/56 [00:33<02:03, 2.56s/it] 33/99 2.65G 0.03847 0.03309 0.001433 144 640: 16%|█▌ | 9/56 [00:33<01:24, 1.80s/it] 33/99 2.65G 0.0385 0.03427 0.00139 188 640: 16%|█▌ | 9/56 [00:33<01:24, 1.80s/it] 33/99 2.65G 0.0385 0.03427 0.00139 188 640: 18%|█▊ | 10/56 [00:33<00:59, 1.29s/it] 33/99 2.65G 0.03885 0.03457 0.001322 168 640: 18%|█▊ | 10/56 [00:33<00:59, 1.29s/it] 33/99 2.65G 0.03885 0.03457 0.001322 168 640: 20%|█▉ | 11/56 [00:33<00:41, 1.08it/s] 33/99 2.65G 0.03879 0.03434 0.001318 144 640: 20%|█▉ | 11/56 [01:05<00:41, 1.08it/s] 33/99 2.65G 0.03879 0.03434 0.001318 144 640: 21%|██▏ | 12/56 [01:05<07:43, 10.54s/it] 33/99 2.65G 0.03886 0.03387 0.001248 105 640: 21%|██▏ | 12/56 [01:05<07:43, 10.54s/it] 33/99 2.65G 0.03886 0.03387 0.001248 105 640: 23%|██▎ | 13/56 [01:05<05:17, 7.38s/it] 33/99 2.65G 0.0388 0.03356 0.001211 121 640: 23%|██▎ | 13/56 [01:06<05:17, 7.38s/it] 33/99 2.65G 0.0388 0.03356 0.001211 121 640: 25%|██▌ | 14/56 [01:06<03:38, 5.20s/it] 33/99 2.65G 0.03876 0.03323 0.001233 130 640: 25%|██▌ | 14/56 [01:06<03:38, 5.20s/it] 33/99 2.65G 0.03876 0.03323 0.001233 130 640: 27%|██▋ | 15/56 [01:06<02:30, 3.67s/it] 33/99 2.65G 0.03892 0.03319 0.001245 134 640: 27%|██▋ | 15/56 [01:06<02:30, 3.67s/it] 33/99 2.65G 0.03892 0.03319 0.001245 134 640: 29%|██▊ | 16/56 [01:06<01:43, 2.60s/it] 33/99 2.65G 0.03896 0.03329 0.001202 124 640: 29%|██▊ | 16/56 [01:06<01:43, 2.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.552 0.521 0.533 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 34/99 2.65G 0.04226 0.03124 0.0005499 111 640: 0%| | 0/56 [00:00<?, ?it/s] 34/99 2.65G 0.04226 0.03124 0.0005499 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 34/99 2.65G 0.04087 0.03205 0.000552 192 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 34/99 2.65G 0.04087 0.03205 0.000552 192 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 34/99 2.65G 0.03958 0.03438 0.0007318 169 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 34/99 2.65G 0.03958 0.03438 0.0007318 169 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 34/99 2.65G 0.03844 0.03359 0.0009196 126 640: 5%|▌ | 3/56 [00:40<00:06, 7.82it/s] 34/99 2.65G 0.03844 0.03359 0.0009196 126 640: 7%|▋ | 4/56 [00:40<13:53, 16.03s/it] 34/99 2.65G 0.03964 0.03402 0.001078 153 640: 7%|▋ | 4/56 [00:40<13:53, 16.03s/it] 34/99 2.65G 0.03964 0.03402 0.001078 153 640: 9%|▉ | 5/56 [00:40<08:45, 10.29s/it] 34/99 2.65G 0.03937 0.03303 0.001013 107 640: 9%|▉ | 5/56 [00:41<08:45, 10.29s/it] 34/99 2.65G 0.03937 0.03303 0.001013 107 640: 11%|█ | 6/56 [00:41<05:42, 6.84s/it] 34/99 2.65G 0.03932 0.03209 0.0009398 138 640: 11%|█ | 6/56 [00:41<05:42, 6.84s/it] 34/99 2.65G 0.03932 0.03209 0.0009398 138 640: 12%|█▎ | 7/56 [00:41<03:47, 4.64s/it] 34/99 2.65G 0.03943 0.03199 0.0008849 131 640: 12%|█▎ | 7/56 [00:41<03:47, 4.64s/it] 34/99 2.65G 0.03943 0.03199 0.0008849 131 640: 14%|█▍ | 8/56 [00:41<02:33, 3.20s/it] 34/99 2.65G 0.0393 0.03193 0.0008666 147 640: 14%|█▍ | 8/56 [00:41<02:33, 3.20s/it] 34/99 2.65G 0.0393 0.03193 0.0008666 147 640: 16%|█▌ | 9/56 [00:41<01:45, 2.23s/it] 34/99 2.65G 0.03898 0.03171 0.001001 127 640: 16%|█▌ | 9/56 [00:41<01:45, 2.23s/it] 34/99 2.65G 0.03898 0.03171 0.001001 127 640: 18%|█▊ | 10/56 [00:41<01:12, 1.59s/it] 34/99 2.65G 0.03892 0.03117 0.0009468 84 640: 18%|█▊ | 10/56 [00:41<01:12, 1.59s/it] 34/99 2.65G 0.03892 0.03117 0.0009468 84 640: 20%|█▉ | 11/56 [00:41<00:51, 1.13s/it] 34/99 2.65G 0.03899 0.03126 0.0009592 146 640: 20%|█▉ | 11/56 [01:14<00:51, 1.13s/it] 34/99 2.65G 0.03899 0.03126 0.0009592 146 640: 21%|██▏ | 12/56 [01:14<07:55, 10.80s/it] 34/99 2.65G 0.03899 0.03173 0.0009497 154 640: 21%|██▏ | 12/56 [01:14<07:55, 10.80s/it] 34/99 2.65G 0.03899 0.03173 0.0009497 154 640: 23%|██▎ | 13/56 [01:14<05:25, 7.56s/it] 34/99 2.65G 0.03899 0.03173 0.0009393 135 640: 23%|██▎ | 13/56 [01:14<05:25, 7.56s/it] 34/99 2.65G 0.03899 0.03173 0.0009393 135 640: 25%|██▌ | 14/56 [01:14<03:43, 5.32s/it] 34/99 2.65G 0.03911 0.03194 0.0009233 131 640: 25%|██▌ | 14/56 [01:14<03:43, 5.32s/it] 34/99 2.65G 0.03911 0.03194 0.0009233 131 640: 27%|██▋ | 15/56 [01:14<02:33, 3.75s/it] 34/99 2.65G 0.03902 0.03156 0.0009056 139 640: 27%|██▋ | 15/56 [01:15<02:33, 3.75s/it] 34/99 2.65G 0.03902 0.03156 0.0009056 139 640: 29%|██▊ | 16/56 [01:15<01:46, 2.66s/it] 34/99 2.65G 0.03917 0.03205 0.000895 164 640: 29%|██▊ | 16/56 [01:15<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.39it/s]
all 98 501 0.567 0.494 0.505 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 35/99 2.65G 0.03584 0.03353 0.0008796 154 640: 0%| | 0/56 [00:00<?, ?it/s] 35/99 2.65G 0.03584 0.03353 0.0008796 154 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 35/99 2.65G 0.03818 0.03329 0.0007324 128 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 35/99 2.65G 0.03818 0.03329 0.0007324 128 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 35/99 2.65G 0.03891 0.03196 0.0007308 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 35/99 2.65G 0.03891 0.03196 0.0007308 136 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 35/99 2.65G 0.03832 0.03146 0.0007275 159 640: 5%|▌ | 3/56 [00:44<00:06, 7.74it/s] 35/99 2.65G 0.03832 0.03146 0.0007275 159 640: 7%|▋ | 4/56 [00:44<15:00, 17.32s/it] 35/99 2.65G 0.03811 0.03038 0.0007531 134 640: 7%|▋ | 4/56 [00:44<15:00, 17.32s/it] 35/99 2.65G 0.03811 0.03038 0.0007531 134 640: 9%|▉ | 5/56 [00:44<09:26, 11.12s/it] 35/99 2.65G 0.03854 0.03059 0.0008491 156 640: 9%|▉ | 5/56 [00:44<09:26, 11.12s/it] 35/99 2.65G 0.03854 0.03059 0.0008491 156 640: 11%|█ | 6/56 [00:44<06:09, 7.38s/it] 35/99 2.65G 0.03886 0.03121 0.0008604 172 640: 11%|█ | 6/56 [00:44<06:09, 7.38s/it] 35/99 2.65G 0.03886 0.03121 0.0008604 172 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 35/99 2.65G 0.03866 0.03193 0.0009155 157 640: 12%|█▎ | 7/56 [00:44<04:05, 5.00s/it] 35/99 2.65G 0.03866 0.03193 0.0009155 157 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 35/99 2.65G 0.0386 0.03174 0.0008712 142 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 35/99 2.65G 0.0386 0.03174 0.0008712 142 640: 16%|█▌ | 9/56 [00:44<01:53, 2.40s/it] 35/99 2.65G 0.03909 0.03296 0.0009202 160 640: 16%|█▌ | 9/56 [00:44<01:53, 2.40s/it] 35/99 2.65G 0.03909 0.03296 0.0009202 160 640: 18%|█▊ | 10/56 [00:44<01:18, 1.70s/it] 35/99 2.65G 0.039 0.03264 0.0008925 112 640: 18%|█▊ | 10/56 [00:44<01:18, 1.70s/it] 35/99 2.65G 0.039 0.03264 0.0008925 112 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 35/99 2.65G 0.03936 0.03295 0.0009157 191 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 35/99 2.65G 0.03936 0.03295 0.0009157 191 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 35/99 2.65G 0.03903 0.0325 0.000901 130 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 35/99 2.65G 0.03903 0.0325 0.000901 130 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 35/99 2.65G 0.039 0.03317 0.001089 182 640: 23%|██▎ | 13/56 [01:18<05:26, 7.59s/it] 35/99 2.65G 0.039 0.03317 0.001089 182 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 35/99 2.65G 0.03891 0.03285 0.001105 149 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 35/99 2.65G 0.03891 0.03285 0.001105 149 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 35/99 2.65G 0.03889 0.03307 0.001074 145 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 35/99 2.65G 0.03889 0.03307 0.001074 145 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 35/99 2.65G 0.03883 0.03281 0.001066 116 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.78it/s]
all 98 501 0.537 0.519 0.503 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 36/99 2.65G 0.03601 0.03211 0.001904 150 640: 0%| | 0/56 [00:00<?, ?it/s] 36/99 2.65G 0.03601 0.03211 0.001904 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 36/99 2.65G 0.03568 0.03151 0.001241 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 36/99 2.65G 0.03568 0.03151 0.001241 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.50it/s] 36/99 2.65G 0.03706 0.03181 0.001022 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.50it/s] 36/99 2.65G 0.03706 0.03181 0.001022 159 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 36/99 2.65G 0.03781 0.03303 0.0009627 150 640: 5%|▌ | 3/56 [00:32<00:06, 7.84it/s] 36/99 2.65G 0.03781 0.03303 0.0009627 150 640: 7%|▋ | 4/56 [00:32<11:12, 12.93s/it] 36/99 2.65G 0.03786 0.03425 0.0009899 183 640: 7%|▋ | 4/56 [00:33<11:12, 12.93s/it] 36/99 2.65G 0.03786 0.03425 0.0009899 183 640: 9%|▉ | 5/56 [00:33<07:04, 8.31s/it] 36/99 2.65G 0.03795 0.03419 0.001004 180 640: 9%|▉ | 5/56 [00:33<07:04, 8.31s/it] 36/99 2.65G 0.03795 0.03419 0.001004 180 640: 11%|█ | 6/56 [00:33<04:36, 5.54s/it] 36/99 2.65G 0.03817 0.0338 0.0009924 147 640: 11%|█ | 6/56 [00:33<04:36, 5.54s/it] 36/99 2.65G 0.03817 0.0338 0.0009924 147 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 36/99 2.65G 0.03781 0.03301 0.0009149 129 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 36/99 2.65G 0.03781 0.03301 0.0009149 129 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 36/99 2.65G 0.03789 0.03292 0.0008696 127 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 36/99 2.65G 0.03789 0.03292 0.0008696 127 640: 16%|█▌ | 9/56 [00:33<01:25, 1.83s/it] 36/99 2.65G 0.03792 0.03198 0.0008351 69 640: 16%|█▌ | 9/56 [00:33<01:25, 1.83s/it] 36/99 2.65G 0.03792 0.03198 0.0008351 69 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 36/99 2.65G 0.03821 0.03173 0.0008119 136 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 36/99 2.65G 0.03821 0.03173 0.0008119 136 640: 20%|█▉ | 11/56 [00:33<00:42, 1.06it/s] 36/99 2.65G 0.03807 0.03116 0.0007752 97 640: 20%|█▉ | 11/56 [01:06<00:42, 1.06it/s] 36/99 2.65G 0.03807 0.03116 0.0007752 97 640: 21%|██▏ | 12/56 [01:06<07:44, 10.56s/it] 36/99 2.65G 0.03838 0.03113 0.0007973 130 640: 21%|██▏ | 12/56 [01:06<07:44, 10.56s/it] 36/99 2.65G 0.03838 0.03113 0.0007973 130 640: 23%|██▎ | 13/56 [01:06<05:18, 7.41s/it] 36/99 2.65G 0.03853 0.03132 0.0007677 158 640: 23%|██▎ | 13/56 [01:06<05:18, 7.41s/it] 36/99 2.65G 0.03853 0.03132 0.0007677 158 640: 25%|██▌ | 14/56 [01:06<03:39, 5.22s/it] 36/99 2.65G 0.03838 0.03102 0.000753 119 640: 25%|██▌ | 14/56 [01:06<03:39, 5.22s/it] 36/99 2.65G 0.03838 0.03102 0.000753 119 640: 27%|██▋ | 15/56 [01:06<02:30, 3.68s/it] 36/99 2.65G 0.03862 0.03142 0.0007555 159 640: 27%|██▋ | 15/56 [01:06<02:30, 3.68s/it] 36/99 2.65G 0.03862 0.03142 0.0007555 159 640: 29%|██▊ | 16/56 [01:06<01:44, 2.61s/it] 36/99 2.65G 0.03873 0.03138 0.0008316 153 640: 29%|██▊ | 16/56 [01:07<01:44, 2.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.80it/s]
all 98 501 0.479 0.54 0.476 0.224
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 37/99 2.65G 0.03967 0.04282 0.0006806 184 640: 0%| | 0/56 [00:00<?, ?it/s] 37/99 2.65G 0.03967 0.04282 0.0006806 184 640: 2%|▏ | 1/56 [00:00<00:06, 8.48it/s] 37/99 2.65G 0.03945 0.03774 0.0007764 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.48it/s] 37/99 2.65G 0.03945 0.03774 0.0007764 131 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 37/99 2.65G 0.03955 0.03685 0.0007801 144 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 37/99 2.65G 0.03955 0.03685 0.0007801 144 640: 5%|▌ | 3/56 [00:00<00:06, 8.21it/s] 37/99 2.65G 0.03911 0.03625 0.0007347 154 640: 5%|▌ | 3/56 [00:44<00:06, 8.21it/s] 37/99 2.65G 0.03911 0.03625 0.0007347 154 640: 7%|▋ | 4/56 [00:44<15:11, 17.53s/it] 37/99 2.65G 0.03924 0.03545 0.0006683 130 640: 7%|▋ | 4/56 [00:44<15:11, 17.53s/it] 37/99 2.65G 0.03924 0.03545 0.0006683 130 640: 9%|▉ | 5/56 [00:44<09:33, 11.25s/it] 37/99 2.65G 0.0394 0.0353 0.0008617 193 640: 9%|▉ | 5/56 [00:44<09:33, 11.25s/it] 37/99 2.65G 0.0394 0.0353 0.0008617 193 640: 11%|█ | 6/56 [00:44<06:13, 7.47s/it] 37/99 2.65G 0.03914 0.03529 0.000834 146 640: 11%|█ | 6/56 [00:44<06:13, 7.47s/it] 37/99 2.65G 0.03914 0.03529 0.000834 146 640: 12%|█▎ | 7/56 [00:44<04:08, 5.07s/it] 37/99 2.65G 0.03906 0.03554 0.0008251 163 640: 12%|█▎ | 7/56 [00:45<04:08, 5.07s/it] 37/99 2.65G 0.03906 0.03554 0.0008251 163 640: 14%|█▍ | 8/56 [00:45<02:47, 3.49s/it] 37/99 2.65G 0.03902 0.03487 0.0008246 133 640: 14%|█▍ | 8/56 [00:45<02:47, 3.49s/it] 37/99 2.65G 0.03902 0.03487 0.0008246 133 640: 16%|█▌ | 9/56 [00:45<01:54, 2.43s/it] 37/99 2.65G 0.03928 0.03438 0.0007778 127 640: 16%|█▌ | 9/56 [00:45<01:54, 2.43s/it] 37/99 2.65G 0.03928 0.03438 0.0007778 127 640: 18%|█▊ | 10/56 [00:45<01:19, 1.72s/it] 37/99 2.65G 0.03873 0.03395 0.0007452 113 640: 18%|█▊ | 10/56 [00:45<01:19, 1.72s/it] 37/99 2.65G 0.03873 0.03395 0.0007452 113 640: 20%|█▉ | 11/56 [00:45<00:55, 1.23s/it] 37/99 2.65G 0.03896 0.03415 0.000721 170 640: 20%|█▉ | 11/56 [01:18<00:55, 1.23s/it] 37/99 2.65G 0.03896 0.03415 0.000721 170 640: 21%|██▏ | 12/56 [01:18<07:54, 10.78s/it] 37/99 2.65G 0.03877 0.03378 0.0006901 130 640: 21%|██▏ | 12/56 [01:18<07:54, 10.78s/it] 37/99 2.65G 0.03877 0.03378 0.0006901 130 640: 23%|██▎ | 13/56 [01:18<05:24, 7.55s/it] 37/99 2.65G 0.03882 0.03391 0.0006646 153 640: 23%|██▎ | 13/56 [01:18<05:24, 7.55s/it] 37/99 2.65G 0.03882 0.03391 0.0006646 153 640: 25%|██▌ | 14/56 [01:18<03:43, 5.31s/it] 37/99 2.65G 0.03891 0.03351 0.0006777 135 640: 25%|██▌ | 14/56 [01:18<03:43, 5.31s/it] 37/99 2.65G 0.03891 0.03351 0.0006777 135 640: 27%|██▋ | 15/56 [01:18<02:33, 3.75s/it] 37/99 2.65G 0.03842 0.03334 0.000658 116 640: 27%|██▋ | 15/56 [01:18<02:33, 3.75s/it] 37/99 2.65G 0.03842 0.03334 0.000658 116 640: 29%|██▊ | 16/56 [01:18<01:46, 2.65s/it] 37/99 2.65G 0.0383 0.0334 0.0006467 154 640: 29%|██▊ | 16/56 [01:18<01:46, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.38it/s]
all 98 501 0.494 0.55 0.512 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 38/99 2.65G 0.04116 0.02865 0.0006413 124 640: 0%| | 0/56 [00:00<?, ?it/s] 38/99 2.65G 0.04116 0.02865 0.0006413 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.22it/s] 38/99 2.65G 0.04124 0.03087 0.0007503 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.22it/s] 38/99 2.65G 0.04124 0.03087 0.0007503 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 38/99 2.65G 0.04049 0.03293 0.0006339 142 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 38/99 2.65G 0.04049 0.03293 0.0006339 142 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 38/99 2.65G 0.04052 0.03232 0.0008896 151 640: 5%|▌ | 3/56 [00:41<00:06, 7.75it/s] 38/99 2.65G 0.04052 0.03232 0.0008896 151 640: 7%|▋ | 4/56 [00:41<14:16, 16.48s/it] 38/99 2.65G 0.03935 0.03211 0.0008027 143 640: 7%|▋ | 4/56 [00:42<14:16, 16.48s/it] 38/99 2.65G 0.03935 0.03211 0.0008027 143 640: 9%|▉ | 5/56 [00:42<08:59, 10.58s/it] 38/99 2.65G 0.03857 0.032 0.0007172 127 640: 9%|▉ | 5/56 [00:42<08:59, 10.58s/it] 38/99 2.65G 0.03857 0.032 0.0007172 127 640: 11%|█ | 6/56 [00:42<05:51, 7.03s/it] 38/99 2.65G 0.03792 0.03124 0.0007857 121 640: 11%|█ | 6/56 [00:42<05:51, 7.03s/it] 38/99 2.65G 0.03792 0.03124 0.0007857 121 640: 12%|█▎ | 7/56 [00:42<03:53, 4.77s/it] 38/99 2.65G 0.03791 0.03085 0.0009448 113 640: 12%|█▎ | 7/56 [00:42<03:53, 4.77s/it] 38/99 2.65G 0.03791 0.03085 0.0009448 113 640: 14%|█▍ | 8/56 [00:42<02:37, 3.29s/it] 38/99 2.65G 0.03749 0.03066 0.0009015 116 640: 14%|█▍ | 8/56 [00:42<02:37, 3.29s/it] 38/99 2.65G 0.03749 0.03066 0.0009015 116 640: 16%|█▌ | 9/56 [00:42<01:48, 2.30s/it] 38/99 2.65G 0.03724 0.031 0.000902 167 640: 16%|█▌ | 9/56 [00:42<01:48, 2.30s/it] 38/99 2.65G 0.03724 0.031 0.000902 167 640: 18%|█▊ | 10/56 [00:42<01:15, 1.63s/it] 38/99 2.65G 0.03713 0.03047 0.0008611 94 640: 18%|█▊ | 10/56 [00:42<01:15, 1.63s/it] 38/99 2.65G 0.03713 0.03047 0.0008611 94 640: 20%|█▉ | 11/56 [00:42<00:52, 1.17s/it] 38/99 2.65G 0.03687 0.0297 0.0008158 84 640: 20%|█▉ | 11/56 [01:15<00:52, 1.17s/it] 38/99 2.65G 0.03687 0.0297 0.0008158 84 640: 21%|██▏ | 12/56 [01:15<07:58, 10.88s/it] 38/99 2.65G 0.03745 0.03005 0.0008031 167 640: 21%|██▏ | 12/56 [01:16<07:58, 10.88s/it] 38/99 2.65G 0.03745 0.03005 0.0008031 167 640: 23%|██▎ | 13/56 [01:16<05:27, 7.63s/it] 38/99 2.65G 0.03745 0.03021 0.0008057 138 640: 23%|██▎ | 13/56 [01:16<05:27, 7.63s/it] 38/99 2.65G 0.03745 0.03021 0.0008057 138 640: 25%|██▌ | 14/56 [01:16<03:45, 5.36s/it] 38/99 2.65G 0.03764 0.03044 0.0008299 176 640: 25%|██▌ | 14/56 [01:16<03:45, 5.36s/it] 38/99 2.65G 0.03764 0.03044 0.0008299 176 640: 27%|██▋ | 15/56 [01:16<02:34, 3.78s/it] 38/99 2.65G 0.03793 0.03053 0.0008169 147 640: 27%|██▋ | 15/56 [01:16<02:34, 3.78s/it] 38/99 2.65G 0.03793 0.03053 0.0008169 147 640: 29%|██▊ | 16/56 [01:16<01:47, 2.68s/it] 38/99 2.65G 0.03786 0.0306 0.0008062 138 640: 29%|██▊ | 16/56 [01:16<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.583 0.505 0.538 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 39/99 2.65G 0.03319 0.02656 0.0003884 103 640: 0%| | 0/56 [00:00<?, ?it/s] 39/99 2.65G 0.03319 0.02656 0.0003884 103 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 39/99 2.65G 0.03625 0.02973 0.0003963 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 39/99 2.65G 0.03625 0.02973 0.0003963 150 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 39/99 2.65G 0.03709 0.02795 0.0009477 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 39/99 2.65G 0.03709 0.02795 0.0009477 111 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 39/99 2.65G 0.03693 0.02939 0.0008178 143 640: 5%|▌ | 3/56 [00:32<00:06, 7.70it/s] 39/99 2.65G 0.03693 0.02939 0.0008178 143 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 39/99 2.65G 0.03629 0.03055 0.0008106 160 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 39/99 2.65G 0.03629 0.03055 0.0008106 160 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 39/99 2.65G 0.03692 0.03026 0.0007614 105 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 39/99 2.65G 0.03692 0.03026 0.0007614 105 640: 11%|█ | 6/56 [00:32<04:34, 5.48s/it] 39/99 2.65G 0.03722 0.03074 0.0007867 163 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 39/99 2.65G 0.03722 0.03074 0.0007867 163 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 39/99 2.65G 0.03725 0.03095 0.0007358 148 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 39/99 2.65G 0.03725 0.03095 0.0007358 148 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 39/99 2.65G 0.03739 0.03089 0.0007389 134 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 39/99 2.65G 0.03739 0.03089 0.0007389 134 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 39/99 2.65G 0.03759 0.03092 0.0007417 115 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 39/99 2.65G 0.03759 0.03092 0.0007417 115 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 39/99 2.65G 0.03787 0.03131 0.0007472 152 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 39/99 2.65G 0.03787 0.03131 0.0007472 152 640: 20%|█▉ | 11/56 [00:33<00:42, 1.07it/s] 39/99 2.65G 0.03797 0.03116 0.0007566 107 640: 20%|█▉ | 11/56 [01:06<00:42, 1.07it/s] 39/99 2.65G 0.03797 0.03116 0.0007566 107 640: 21%|██▏ | 12/56 [01:06<07:47, 10.62s/it] 39/99 2.65G 0.0381 0.03109 0.0007278 126 640: 21%|██▏ | 12/56 [01:06<07:47, 10.62s/it] 39/99 2.65G 0.0381 0.03109 0.0007278 126 640: 23%|██▎ | 13/56 [01:06<05:20, 7.44s/it] 39/99 2.65G 0.03771 0.03123 0.000727 148 640: 23%|██▎ | 13/56 [01:06<05:20, 7.44s/it] 39/99 2.65G 0.03771 0.03123 0.000727 148 640: 25%|██▌ | 14/56 [01:06<03:40, 5.24s/it] 39/99 2.65G 0.03759 0.03142 0.0007488 164 640: 25%|██▌ | 14/56 [01:06<03:40, 5.24s/it] 39/99 2.65G 0.03759 0.03142 0.0007488 164 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 39/99 2.65G 0.03782 0.03151 0.0007308 140 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 39/99 2.65G 0.03782 0.03151 0.0007308 140 640: 29%|██▊ | 16/56 [01:06<01:44, 2.62s/it] 39/99 2.65G 0.03783 0.03129 0.0007169 94 640: 29%|██▊ | 16/56 [01:06<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.558 0.496 0.515 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 40/99 2.65G 0.03845 0.02711 0.001043 111 640: 0%| | 0/56 [00:00<?, ?it/s] 40/99 2.65G 0.03845 0.02711 0.001043 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 40/99 2.65G 0.03801 0.02751 0.0007045 104 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 40/99 2.65G 0.03801 0.02751 0.0007045 104 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 40/99 2.65G 0.0378 0.02903 0.0007274 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 40/99 2.65G 0.0378 0.02903 0.0007274 148 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 40/99 2.65G 0.03727 0.02882 0.0006644 116 640: 5%|▌ | 3/56 [00:42<00:06, 7.72it/s] 40/99 2.65G 0.03727 0.02882 0.0006644 116 640: 7%|▋ | 4/56 [00:42<14:38, 16.89s/it] 40/99 2.65G 0.03728 0.02892 0.0007378 147 640: 7%|▋ | 4/56 [00:43<14:38, 16.89s/it] 40/99 2.65G 0.03728 0.02892 0.0007378 147 640: 9%|▉ | 5/56 [00:43<09:12, 10.84s/it] 40/99 2.65G 0.03713 0.02968 0.0006866 130 640: 9%|▉ | 5/56 [00:43<09:12, 10.84s/it] 40/99 2.65G 0.03713 0.02968 0.0006866 130 640: 11%|█ | 6/56 [00:43<06:00, 7.20s/it] 40/99 2.65G 0.03755 0.02954 0.0009574 123 640: 11%|█ | 6/56 [00:43<06:00, 7.20s/it] 40/99 2.65G 0.03755 0.02954 0.0009574 123 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 40/99 2.65G 0.03758 0.02986 0.000883 122 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 40/99 2.65G 0.03758 0.02986 0.000883 122 640: 14%|█▍ | 8/56 [00:43<02:41, 3.36s/it] 40/99 2.65G 0.03782 0.02991 0.00104 135 640: 14%|█▍ | 8/56 [00:43<02:41, 3.36s/it] 40/99 2.65G 0.03782 0.02991 0.00104 135 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 40/99 2.65G 0.03727 0.02967 0.0009754 129 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 40/99 2.65G 0.03727 0.02967 0.0009754 129 640: 18%|█▊ | 10/56 [00:43<01:16, 1.66s/it] 40/99 2.65G 0.03745 0.02972 0.0009737 125 640: 18%|█▊ | 10/56 [00:43<01:16, 1.66s/it] 40/99 2.65G 0.03745 0.02972 0.0009737 125 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 40/99 2.65G 0.0374 0.02954 0.0009572 95 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 40/99 2.65G 0.0374 0.02954 0.0009572 95 640: 21%|██▏ | 12/56 [01:16<07:54, 10.78s/it] 40/99 2.65G 0.03746 0.02934 0.0009157 139 640: 21%|██▏ | 12/56 [01:16<07:54, 10.78s/it] 40/99 2.65G 0.03746 0.02934 0.0009157 139 640: 23%|██▎ | 13/56 [01:16<05:24, 7.55s/it] 40/99 2.65G 0.03771 0.02921 0.001164 138 640: 23%|██▎ | 13/56 [01:16<05:24, 7.55s/it] 40/99 2.65G 0.03771 0.02921 0.001164 138 640: 25%|██▌ | 14/56 [01:16<03:43, 5.31s/it] 40/99 2.65G 0.03758 0.02939 0.001144 150 640: 25%|██▌ | 14/56 [01:16<03:43, 5.31s/it] 40/99 2.65G 0.03758 0.02939 0.001144 150 640: 27%|██▋ | 15/56 [01:16<02:33, 3.75s/it] 40/99 2.65G 0.03744 0.02925 0.001094 109 640: 27%|██▋ | 15/56 [01:17<02:33, 3.75s/it] 40/99 2.65G 0.03744 0.02925 0.001094 109 640: 29%|██▊ | 16/56 [01:17<01:46, 2.65s/it] 40/99 2.65G 0.03746 0.02969 0.001066 137 640: 29%|██▊ | 16/56 [01:17<01:46, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.33it/s]
all 98 501 0.535 0.509 0.507 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 41/99 2.65G 0.03572 0.03768 0.0006894 186 640: 0%| | 0/56 [00:00<?, ?it/s] 41/99 2.65G 0.03572 0.03768 0.0006894 186 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 41/99 2.65G 0.03616 0.03308 0.0006355 126 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 41/99 2.65G 0.03616 0.03308 0.0006355 126 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 41/99 2.65G 0.03689 0.03336 0.00109 167 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 41/99 2.65G 0.03689 0.03336 0.00109 167 640: 5%|▌ | 3/56 [00:00<00:06, 7.85it/s] 41/99 2.65G 0.03815 0.03265 0.001007 122 640: 5%|▌ | 3/56 [00:41<00:06, 7.85it/s] 41/99 2.65G 0.03815 0.03265 0.001007 122 640: 7%|▋ | 4/56 [00:41<14:10, 16.36s/it] 41/99 2.65G 0.03775 0.03225 0.0009186 138 640: 7%|▋ | 4/56 [00:41<14:10, 16.36s/it] 41/99 2.65G 0.03775 0.03225 0.0009186 138 640: 9%|▉ | 5/56 [00:41<08:55, 10.51s/it] 41/99 2.65G 0.03758 0.0327 0.0008364 166 640: 9%|▉ | 5/56 [00:41<08:55, 10.51s/it] 41/99 2.65G 0.03758 0.0327 0.0008364 166 640: 11%|█ | 6/56 [00:41<05:48, 6.98s/it] 41/99 2.65G 0.03802 0.03207 0.0008482 89 640: 11%|█ | 6/56 [00:41<05:48, 6.98s/it] 41/99 2.65G 0.03802 0.03207 0.0008482 89 640: 12%|█▎ | 7/56 [00:42<03:51, 4.73s/it] 41/99 2.65G 0.03822 0.03205 0.0007926 123 640: 12%|█▎ | 7/56 [00:42<03:51, 4.73s/it] 41/99 2.65G 0.03822 0.03205 0.0007926 123 640: 14%|█▍ | 8/56 [00:42<02:36, 3.26s/it] 41/99 2.65G 0.03843 0.03272 0.0008453 171 640: 14%|█▍ | 8/56 [00:42<02:36, 3.26s/it] 41/99 2.65G 0.03843 0.03272 0.0008453 171 640: 16%|█▌ | 9/56 [00:42<01:47, 2.28s/it] 41/99 2.65G 0.03815 0.03193 0.0008013 131 640: 16%|█▌ | 9/56 [00:42<01:47, 2.28s/it] 41/99 2.65G 0.03815 0.03193 0.0008013 131 640: 18%|█▊ | 10/56 [00:42<01:14, 1.62s/it] 41/99 2.65G 0.0376 0.03155 0.0008069 146 640: 18%|█▊ | 10/56 [00:42<01:14, 1.62s/it] 41/99 2.65G 0.0376 0.03155 0.0008069 146 640: 20%|█▉ | 11/56 [00:42<00:52, 1.16s/it] 41/99 2.65G 0.03735 0.03121 0.0007703 109 640: 20%|█▉ | 11/56 [01:14<00:52, 1.16s/it] 41/99 2.65G 0.03735 0.03121 0.0007703 109 640: 21%|██▏ | 12/56 [01:14<07:50, 10.69s/it] 41/99 2.65G 0.03738 0.03114 0.0007584 125 640: 21%|██▏ | 12/56 [01:15<07:50, 10.69s/it] 41/99 2.65G 0.03738 0.03114 0.0007584 125 640: 23%|██▎ | 13/56 [01:15<05:22, 7.49s/it] 41/99 2.65G 0.03738 0.03185 0.0007745 184 640: 23%|██▎ | 13/56 [01:15<05:22, 7.49s/it] 41/99 2.65G 0.03738 0.03185 0.0007745 184 640: 25%|██▌ | 14/56 [01:15<03:41, 5.27s/it] 41/99 2.65G 0.03728 0.03172 0.0007625 132 640: 25%|██▌ | 14/56 [01:15<03:41, 5.27s/it] 41/99 2.65G 0.03728 0.03172 0.0007625 132 640: 27%|██▋ | 15/56 [01:15<02:32, 3.72s/it] 41/99 2.65G 0.03731 0.03164 0.0007556 153 640: 27%|██▋ | 15/56 [01:15<02:32, 3.72s/it] 41/99 2.65G 0.03731 0.03164 0.0007556 153 640: 29%|██▊ | 16/56 [01:15<01:45, 2.63s/it] 41/99 2.65G 0.03735 0.03149 0.0007677 129 640: 29%|██▊ | 16/56 [01:15<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.612 0.5 0.529 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 42/99 2.65G 0.03366 0.02671 0.0007631 117 640: 0%| | 0/56 [00:00<?, ?it/s] 42/99 2.65G 0.03366 0.02671 0.0007631 117 640: 2%|▏ | 1/56 [00:00<00:07, 7.56it/s] 42/99 2.65G 0.03678 0.02809 0.0008656 148 640: 2%|▏ | 1/56 [00:00<00:07, 7.56it/s] 42/99 2.65G 0.03678 0.02809 0.0008656 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.05it/s] 42/99 2.65G 0.037 0.02707 0.0009084 99 640: 4%|▎ | 2/56 [00:00<00:07, 7.05it/s] 42/99 2.65G 0.037 0.02707 0.0009084 99 640: 5%|▌ | 3/56 [00:00<00:07, 7.50it/s] 42/99 2.65G 0.03782 0.02807 0.00114 144 640: 5%|▌ | 3/56 [00:32<00:07, 7.50it/s] 42/99 2.65G 0.03782 0.02807 0.00114 144 640: 7%|▋ | 4/56 [00:32<11:10, 12.89s/it] 42/99 2.65G 0.03765 0.02889 0.001026 166 640: 7%|▋ | 4/56 [00:32<11:10, 12.89s/it] 42/99 2.65G 0.03765 0.02889 0.001026 166 640: 9%|▉ | 5/56 [00:32<07:02, 8.29s/it] 42/99 2.65G 0.03752 0.03044 0.001033 183 640: 9%|▉ | 5/56 [00:33<07:02, 8.29s/it] 42/99 2.65G 0.03752 0.03044 0.001033 183 640: 11%|█ | 6/56 [00:33<04:36, 5.52s/it] 42/99 2.65G 0.0386 0.0311 0.0009478 150 640: 11%|█ | 6/56 [00:33<04:36, 5.52s/it] 42/99 2.65G 0.0386 0.0311 0.0009478 150 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 42/99 2.65G 0.03814 0.03092 0.0009495 133 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 42/99 2.65G 0.03814 0.03092 0.0009495 133 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 42/99 2.65G 0.03791 0.03221 0.0009124 196 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 42/99 2.65G 0.03791 0.03221 0.0009124 196 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 42/99 2.65G 0.0379 0.03283 0.0008839 183 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 42/99 2.65G 0.0379 0.03283 0.0008839 183 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 42/99 2.65G 0.03782 0.03203 0.0008625 97 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 42/99 2.65G 0.03782 0.03203 0.0008625 97 640: 20%|█▉ | 11/56 [00:33<00:42, 1.06it/s] 42/99 2.65G 0.03803 0.03217 0.0009631 162 640: 20%|█▉ | 11/56 [01:06<00:42, 1.06it/s] 42/99 2.65G 0.03803 0.03217 0.0009631 162 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 42/99 2.65G 0.03776 0.03203 0.0009176 137 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 42/99 2.65G 0.03776 0.03203 0.0009176 137 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 42/99 2.65G 0.03773 0.03176 0.000887 96 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 42/99 2.65G 0.03773 0.03176 0.000887 96 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 42/99 2.65G 0.03749 0.03161 0.0008616 117 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 42/99 2.65G 0.03749 0.03161 0.0008616 117 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 42/99 2.65G 0.0377 0.03163 0.0008896 143 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 42/99 2.65G 0.0377 0.03163 0.0008896 143 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 42/99 2.65G 0.03782 0.0314 0.0009046 125 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.563 0.553 0.526 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 43/99 2.65G 0.03947 0.03341 0.001174 192 640: 0%| | 0/56 [00:00<?, ?it/s] 43/99 2.65G 0.03947 0.03341 0.001174 192 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 43/99 2.65G 0.03667 0.03117 0.0008484 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 43/99 2.65G 0.03667 0.03117 0.0008484 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 43/99 2.65G 0.03605 0.02987 0.0007589 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 43/99 2.65G 0.03605 0.02987 0.0007589 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 43/99 2.65G 0.0364 0.03144 0.0008895 152 640: 5%|▌ | 3/56 [00:41<00:06, 7.79it/s] 43/99 2.65G 0.0364 0.03144 0.0008895 152 640: 7%|▋ | 4/56 [00:41<14:00, 16.16s/it] 43/99 2.65G 0.03763 0.03185 0.0009725 175 640: 7%|▋ | 4/56 [00:41<14:00, 16.16s/it] 43/99 2.65G 0.03763 0.03185 0.0009725 175 640: 9%|▉ | 5/56 [00:41<08:49, 10.38s/it] 43/99 2.65G 0.0369 0.03065 0.0008903 98 640: 9%|▉ | 5/56 [00:41<08:49, 10.38s/it] 43/99 2.65G 0.0369 0.03065 0.0008903 98 640: 11%|█ | 6/56 [00:41<05:44, 6.90s/it] 43/99 2.65G 0.03706 0.03064 0.0008334 154 640: 11%|█ | 6/56 [00:41<05:44, 6.90s/it] 43/99 2.65G 0.03706 0.03064 0.0008334 154 640: 12%|█▎ | 7/56 [00:41<03:49, 4.68s/it] 43/99 2.65G 0.03704 0.03002 0.0008037 108 640: 12%|█▎ | 7/56 [00:41<03:49, 4.68s/it] 43/99 2.65G 0.03704 0.03002 0.0008037 108 640: 14%|█▍ | 8/56 [00:41<02:34, 3.23s/it] 43/99 2.65G 0.03738 0.0299 0.0007475 124 640: 14%|█▍ | 8/56 [00:42<02:34, 3.23s/it] 43/99 2.65G 0.03738 0.0299 0.0007475 124 640: 16%|█▌ | 9/56 [00:42<02:03, 2.62s/it] 43/99 2.65G 0.03687 0.03013 0.0007305 142 640: 16%|█▌ | 9/56 [00:43<02:03, 2.62s/it] 43/99 2.65G 0.03687 0.03013 0.0007305 142 640: 18%|█▊ | 10/56 [00:43<01:25, 1.86s/it] 43/99 2.65G 0.03719 0.02987 0.0006955 118 640: 18%|█▊ | 10/56 [00:43<01:25, 1.86s/it] 43/99 2.65G 0.03719 0.02987 0.0006955 118 640: 20%|█▉ | 11/56 [00:43<00:59, 1.32s/it] 43/99 2.65G 0.03693 0.02987 0.0007149 123 640: 20%|█▉ | 11/56 [01:14<00:59, 1.32s/it] 43/99 2.65G 0.03693 0.02987 0.0007149 123 640: 21%|██▏ | 12/56 [01:14<07:43, 10.53s/it] 43/99 2.65G 0.03711 0.02966 0.000685 116 640: 21%|██▏ | 12/56 [01:14<07:43, 10.53s/it] 43/99 2.65G 0.03711 0.02966 0.000685 116 640: 23%|██▎ | 13/56 [01:14<05:17, 7.38s/it] 43/99 2.65G 0.03725 0.0297 0.0006754 143 640: 23%|██▎ | 13/56 [01:15<05:17, 7.38s/it] 43/99 2.65G 0.03725 0.0297 0.0006754 143 640: 25%|██▌ | 14/56 [01:15<03:38, 5.19s/it] 43/99 2.65G 0.03719 0.02992 0.0006674 174 640: 25%|██▌ | 14/56 [01:15<03:38, 5.19s/it] 43/99 2.65G 0.03719 0.02992 0.0006674 174 640: 27%|██▋ | 15/56 [01:15<02:30, 3.66s/it] 43/99 2.65G 0.03693 0.02975 0.0006951 159 640: 27%|██▋ | 15/56 [01:15<02:30, 3.66s/it] 43/99 2.65G 0.03693 0.02975 0.0006951 159 640: 29%|██▊ | 16/56 [01:15<01:43, 2.59s/it] 43/99 2.65G 0.03693 0.02979 0.0006733 141 640: 29%|██▊ | 16/56 [01:16<01:43, 2.59s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.546 0.525 0.524 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 44/99 2.65G 0.03442 0.03688 0.0008436 146 640: 0%| | 0/56 [00:00<?, ?it/s] 44/99 2.65G 0.03442 0.03688 0.0008436 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.51it/s] 44/99 2.65G 0.03665 0.03802 0.001046 139 640: 2%|▏ | 1/56 [00:00<00:15, 3.51it/s] 44/99 2.65G 0.03665 0.03802 0.001046 139 640: 4%|▎ | 2/56 [00:00<00:10, 4.93it/s] 44/99 2.65G 0.0361 0.03687 0.0008222 142 640: 4%|▎ | 2/56 [00:00<00:10, 4.93it/s] 44/99 2.65G 0.0361 0.03687 0.0008222 142 640: 5%|▌ | 3/56 [00:00<00:08, 5.91it/s] 44/99 2.65G 0.03553 0.03419 0.0008551 107 640: 5%|▌ | 3/56 [00:33<00:08, 5.91it/s] 44/99 2.65G 0.03553 0.03419 0.0008551 107 640: 7%|▋ | 4/56 [00:33<11:17, 13.02s/it] 44/99 2.65G 0.03559 0.03399 0.0007618 149 640: 7%|▋ | 4/56 [00:33<11:17, 13.02s/it] 44/99 2.65G 0.03559 0.03399 0.0007618 149 640: 9%|▉ | 5/56 [00:33<07:06, 8.37s/it] 44/99 2.65G 0.03595 0.03429 0.0007235 195 640: 9%|▉ | 5/56 [00:33<07:06, 8.37s/it] 44/99 2.65G 0.03595 0.03429 0.0007235 195 640: 11%|█ | 6/56 [00:33<04:38, 5.58s/it] 44/99 2.65G 0.03662 0.03299 0.0007029 123 640: 11%|█ | 6/56 [00:33<04:38, 5.58s/it] 44/99 2.65G 0.03662 0.03299 0.0007029 123 640: 12%|█▎ | 7/56 [00:33<03:05, 3.79s/it] 44/99 2.65G 0.03653 0.03247 0.0006999 153 640: 12%|█▎ | 7/56 [00:33<03:05, 3.79s/it] 44/99 2.65G 0.03653 0.03247 0.0006999 153 640: 14%|█▍ | 8/56 [00:33<02:05, 2.62s/it] 44/99 2.65G 0.03655 0.03241 0.0006835 142 640: 14%|█▍ | 8/56 [00:43<02:05, 2.62s/it] 44/99 2.65G 0.03655 0.03241 0.0006835 142 640: 16%|█▌ | 9/56 [00:43<03:41, 4.72s/it] 44/99 2.65G 0.03642 0.03214 0.0007525 129 640: 16%|█▌ | 9/56 [00:43<03:41, 4.72s/it] 44/99 2.65G 0.03642 0.03214 0.0007525 129 640: 18%|█▊ | 10/56 [00:43<02:32, 3.31s/it] 44/99 2.65G 0.03624 0.03172 0.0007198 119 640: 18%|█▊ | 10/56 [00:43<02:32, 3.31s/it] 44/99 2.65G 0.03624 0.03172 0.0007198 119 640: 20%|█▉ | 11/56 [00:43<01:44, 2.33s/it] 44/99 2.65G 0.03624 0.03168 0.0006907 151 640: 20%|█▉ | 11/56 [01:07<01:44, 2.33s/it] 44/99 2.65G 0.03624 0.03168 0.0006907 151 640: 21%|██▏ | 12/56 [01:07<06:27, 8.81s/it] 44/99 2.65G 0.03602 0.0313 0.0007108 121 640: 21%|██▏ | 12/56 [01:07<06:27, 8.81s/it] 44/99 2.65G 0.03602 0.0313 0.0007108 121 640: 23%|██▎ | 13/56 [01:07<04:25, 6.18s/it] 44/99 2.65G 0.03594 0.03113 0.0007794 135 640: 23%|██▎ | 13/56 [01:07<04:25, 6.18s/it] 44/99 2.65G 0.03594 0.03113 0.0007794 135 640: 25%|██▌ | 14/56 [01:07<03:03, 4.36s/it] 44/99 2.65G 0.03632 0.03102 0.0008176 118 640: 25%|██▌ | 14/56 [01:07<03:03, 4.36s/it] 44/99 2.65G 0.03632 0.03102 0.0008176 118 640: 27%|██▋ | 15/56 [01:07<02:06, 3.08s/it] 44/99 2.65G 0.03635 0.03114 0.0008054 128 640: 27%|██▋ | 15/56 [01:07<02:06, 3.08s/it] 44/99 2.65G 0.03635 0.03114 0.0008054 128 640: 29%|██▊ | 16/56 [01:07<01:27, 2.19s/it] 44/99 2.65G 0.03644 0.03105 0.0007862 144 640: 29%|██▊ | 16/56 [01:16<01:27, 2.19s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.5 0.501 0.487 0.244
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 45/99 2.65G 0.03722 0.03303 0.0007008 134 640: 0%| | 0/56 [00:07<?, ?it/s] 45/99 2.65G 0.03722 0.03303 0.0007008 134 640: 2%|▏ | 1/56 [00:07<07:18, 7.98s/it] 45/99 2.65G 0.03691 0.03412 0.0006648 158 640: 2%|▏ | 1/56 [00:08<07:18, 7.98s/it] 45/99 2.65G 0.03691 0.03412 0.0006648 158 640: 4%|▎ | 2/56 [00:08<03:02, 3.38s/it] 45/99 2.65G 0.03618 0.03258 0.0006624 161 640: 4%|▎ | 2/56 [00:08<03:02, 3.38s/it] 45/99 2.65G 0.03618 0.03258 0.0006624 161 640: 5%|▌ | 3/56 [00:08<01:40, 1.89s/it] 45/99 2.65G 0.03548 0.03067 0.0005679 95 640: 5%|▌ | 3/56 [00:32<01:40, 1.89s/it] 45/99 2.65G 0.03548 0.03067 0.0005679 95 640: 7%|▋ | 4/56 [00:32<09:23, 10.84s/it] 45/99 2.65G 0.03573 0.03121 0.0005614 142 640: 7%|▋ | 4/56 [00:32<09:23, 10.84s/it] 45/99 2.65G 0.03573 0.03121 0.0005614 142 640: 9%|▉ | 5/56 [00:32<05:56, 6.98s/it] 45/99 2.65G 0.03605 0.03247 0.0007024 197 640: 9%|▉ | 5/56 [00:33<05:56, 6.98s/it] 45/99 2.65G 0.03605 0.03247 0.0007024 197 640: 11%|█ | 6/56 [00:33<03:52, 4.66s/it] 45/99 2.65G 0.03539 0.03158 0.0006639 100 640: 11%|█ | 6/56 [00:33<03:52, 4.66s/it] 45/99 2.65G 0.03539 0.03158 0.0006639 100 640: 12%|█▎ | 7/56 [00:33<02:35, 3.17s/it] 45/99 2.65G 0.03572 0.0316 0.0006732 165 640: 12%|█▎ | 7/56 [00:33<02:35, 3.17s/it] 45/99 2.65G 0.03572 0.0316 0.0006732 165 640: 14%|█▍ | 8/56 [00:33<01:45, 2.20s/it] 45/99 2.65G 0.03576 0.03187 0.0006737 161 640: 14%|█▍ | 8/56 [00:41<01:45, 2.20s/it] 45/99 2.65G 0.03576 0.03187 0.0006737 161 640: 16%|█▌ | 9/56 [00:41<03:17, 4.21s/it] 45/99 2.65G 0.03559 0.03197 0.0007074 139 640: 16%|█▌ | 9/56 [00:42<03:17, 4.21s/it] 45/99 2.65G 0.03559 0.03197 0.0007074 139 640: 18%|█▊ | 10/56 [00:42<02:16, 2.96s/it] 45/99 2.65G 0.03613 0.03175 0.0006929 155 640: 18%|█▊ | 10/56 [00:42<02:16, 2.96s/it] 45/99 2.65G 0.03613 0.03175 0.0006929 155 640: 20%|█▉ | 11/56 [00:42<01:33, 2.09s/it] 45/99 2.65G 0.03605 0.03125 0.0007094 85 640: 20%|█▉ | 11/56 [01:06<01:33, 2.09s/it] 45/99 2.65G 0.03605 0.03125 0.0007094 85 640: 21%|██▏ | 12/56 [01:06<06:28, 8.84s/it] 45/99 2.65G 0.03603 0.03079 0.0006908 94 640: 21%|██▏ | 12/56 [01:06<06:28, 8.84s/it] 45/99 2.65G 0.03603 0.03079 0.0006908 94 640: 23%|██▎ | 13/56 [01:06<04:26, 6.20s/it] 45/99 2.65G 0.03615 0.03077 0.0006912 138 640: 23%|██▎ | 13/56 [01:06<04:26, 6.20s/it] 45/99 2.65G 0.03615 0.03077 0.0006912 138 640: 25%|██▌ | 14/56 [01:06<03:03, 4.37s/it] 45/99 2.65G 0.03628 0.03046 0.0007612 116 640: 25%|██▌ | 14/56 [01:06<03:03, 4.37s/it] 45/99 2.65G 0.03628 0.03046 0.0007612 116 640: 27%|██▋ | 15/56 [01:06<02:06, 3.09s/it] 45/99 2.65G 0.03614 0.03057 0.0007611 168 640: 27%|██▋ | 15/56 [01:07<02:06, 3.09s/it] 45/99 2.65G 0.03614 0.03057 0.0007611 168 640: 29%|██▊ | 16/56 [01:07<01:27, 2.19s/it] 45/99 2.65G 0.03617 0.03031 0.0007465 121 640: 29%|██▊ | 16/56 [01:15<01:27, 2.19s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.511 0.528 0.506 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 46/99 2.65G 0.03263 0.03977 0.002131 196 640: 0%| | 0/56 [00:09<?, ?it/s] 46/99 2.65G 0.03263 0.03977 0.002131 196 640: 2%|▏ | 1/56 [00:09<09:04, 9.90s/it] 46/99 2.65G 0.03723 0.03702 0.001536 154 640: 2%|▏ | 1/56 [00:10<09:04, 9.90s/it] 46/99 2.65G 0.03723 0.03702 0.001536 154 640: 4%|▎ | 2/56 [00:10<03:44, 4.17s/it] 46/99 2.65G 0.03585 0.03557 0.001246 155 640: 4%|▎ | 2/56 [00:10<03:44, 4.17s/it] 46/99 2.65G 0.03585 0.03557 0.001246 155 640: 5%|▌ | 3/56 [00:10<02:02, 2.32s/it] 46/99 2.65G 0.03677 0.03551 0.001091 160 640: 5%|▌ | 3/56 [00:33<02:02, 2.32s/it] 46/99 2.65G 0.03677 0.03551 0.001091 160 640: 7%|▋ | 4/56 [00:33<09:05, 10.49s/it] 46/99 2.65G 0.03668 0.03485 0.0009519 151 640: 7%|▋ | 4/56 [00:33<09:05, 10.49s/it] 46/99 2.65G 0.03668 0.03485 0.0009519 151 640: 9%|▉ | 5/56 [00:33<05:44, 6.75s/it] 46/99 2.65G 0.03667 0.03366 0.0009006 140 640: 9%|▉ | 5/56 [00:33<05:44, 6.75s/it] 46/99 2.65G 0.03667 0.03366 0.0009006 140 640: 11%|█ | 6/56 [00:33<03:45, 4.50s/it] 46/99 2.65G 0.03658 0.03283 0.0008281 117 640: 11%|█ | 6/56 [00:33<03:45, 4.50s/it] 46/99 2.65G 0.03658 0.03283 0.0008281 117 640: 12%|█▎ | 7/56 [00:33<02:30, 3.07s/it] 46/99 2.65G 0.03669 0.03271 0.0008191 148 640: 12%|█▎ | 7/56 [00:33<02:30, 3.07s/it] 46/99 2.65G 0.03669 0.03271 0.0008191 148 640: 14%|█▍ | 8/56 [00:33<01:42, 2.13s/it] 46/99 2.65G 0.03651 0.03211 0.000779 124 640: 14%|█▍ | 8/56 [00:51<01:42, 2.13s/it] 46/99 2.65G 0.03651 0.03211 0.000779 124 640: 16%|█▌ | 9/56 [00:51<05:33, 7.09s/it] 46/99 2.65G 0.0366 0.03213 0.0007636 139 640: 16%|█▌ | 9/56 [00:51<05:33, 7.09s/it] 46/99 2.65G 0.0366 0.03213 0.0007636 139 640: 18%|█▊ | 10/56 [00:51<03:47, 4.95s/it] 46/99 2.65G 0.03664 0.03274 0.0007902 197 640: 18%|█▊ | 10/56 [00:51<03:47, 4.95s/it] 46/99 2.65G 0.03664 0.03274 0.0007902 197 640: 20%|█▉ | 11/56 [00:51<02:36, 3.47s/it] 46/99 2.65G 0.03659 0.0332 0.0007688 149 640: 20%|█▉ | 11/56 [01:06<02:36, 3.47s/it] 46/99 2.65G 0.03659 0.0332 0.0007688 149 640: 21%|██▏ | 12/56 [01:06<05:01, 6.86s/it] 46/99 2.65G 0.03623 0.03293 0.0007488 161 640: 21%|██▏ | 12/56 [01:06<05:01, 6.86s/it] 46/99 2.65G 0.03623 0.03293 0.0007488 161 640: 23%|██▎ | 13/56 [01:06<03:27, 4.82s/it] 46/99 2.65G 0.03606 0.03255 0.00073 125 640: 23%|██▎ | 13/56 [01:06<03:27, 4.82s/it] 46/99 2.65G 0.03606 0.03255 0.00073 125 640: 25%|██▌ | 14/56 [01:06<02:23, 3.42s/it] 46/99 2.65G 0.03592 0.03221 0.000732 125 640: 25%|██▌ | 14/56 [01:07<02:23, 3.42s/it] 46/99 2.65G 0.03592 0.03221 0.000732 125 640: 27%|██▋ | 15/56 [01:07<01:39, 2.43s/it] 46/99 2.65G 0.03587 0.0319 0.0007042 133 640: 27%|██▋ | 15/56 [01:07<01:39, 2.43s/it] 46/99 2.65G 0.03587 0.0319 0.0007042 133 640: 29%|██▊ | 16/56 [01:07<01:09, 1.73s/it] 46/99 2.65G 0.03588 0.03171 0.0006851 135 640: 29%|██▊ | 16/56 [01:25<01:09, 1.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.549 0.542 0.533 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 47/99 2.65G 0.03492 0.03197 0.0006672 135 640: 0%| | 0/56 [00:17<?, ?it/s] 47/99 2.65G 0.03492 0.03197 0.0006672 135 640: 2%|▏ | 1/56 [00:17<15:42, 17.13s/it] 47/99 2.65G 0.03445 0.03057 0.0004851 133 640: 2%|▏ | 1/56 [00:17<15:42, 17.13s/it] 47/99 2.65G 0.03445 0.03057 0.0004851 133 640: 4%|▎ | 2/56 [00:17<06:25, 7.15s/it] 47/99 2.65G 0.03481 0.02991 0.000429 119 640: 4%|▎ | 2/56 [00:17<06:25, 7.15s/it] 47/99 2.65G 0.03481 0.02991 0.000429 119 640: 5%|▌ | 3/56 [00:17<03:28, 3.94s/it] 47/99 2.65G 0.03592 0.03094 0.0005279 147 640: 5%|▌ | 3/56 [00:44<03:28, 3.94s/it] 47/99 2.65G 0.03592 0.03094 0.0005279 147 640: 7%|▋ | 4/56 [00:44<11:14, 12.97s/it] 47/99 2.65G 0.03597 0.03109 0.0005234 148 640: 7%|▋ | 4/56 [00:44<11:14, 12.97s/it] 47/99 2.65G 0.03597 0.03109 0.0005234 148 640: 9%|▉ | 5/56 [00:44<07:05, 8.34s/it] 47/99 2.65G 0.03547 0.03054 0.0004987 111 640: 9%|▉ | 5/56 [00:44<07:05, 8.34s/it] 47/99 2.65G 0.03547 0.03054 0.0004987 111 640: 11%|█ | 6/56 [00:44<04:37, 5.55s/it] 47/99 2.65G 0.03536 0.02995 0.0004833 110 640: 11%|█ | 6/56 [00:44<04:37, 5.55s/it] 47/99 2.65G 0.03536 0.02995 0.0004833 110 640: 12%|█▎ | 7/56 [00:44<03:05, 3.78s/it] 47/99 2.65G 0.03543 0.02958 0.0005228 148 640: 12%|█▎ | 7/56 [00:44<03:05, 3.78s/it] 47/99 2.65G 0.03543 0.02958 0.0005228 148 640: 14%|█▍ | 8/56 [00:44<02:05, 2.62s/it] 47/99 2.65G 0.03552 0.02978 0.0005096 161 640: 14%|█▍ | 8/56 [00:50<02:05, 2.62s/it] 47/99 2.65G 0.03552 0.02978 0.0005096 161 640: 16%|█▌ | 9/56 [00:50<02:53, 3.70s/it] 47/99 2.65G 0.0354 0.03008 0.0005749 149 640: 16%|█▌ | 9/56 [00:50<02:53, 3.70s/it] 47/99 2.65G 0.0354 0.03008 0.0005749 149 640: 18%|█▊ | 10/56 [00:50<01:59, 2.61s/it] 47/99 2.65G 0.03609 0.03063 0.0006233 182 640: 18%|█▊ | 10/56 [00:51<01:59, 2.61s/it] 47/99 2.65G 0.03609 0.03063 0.0006233 182 640: 20%|█▉ | 11/56 [00:51<01:22, 1.84s/it] 47/99 2.65G 0.03612 0.03053 0.0006313 154 640: 20%|█▉ | 11/56 [01:17<01:22, 1.84s/it] 47/99 2.65G 0.03612 0.03053 0.0006313 154 640: 21%|██▏ | 12/56 [01:17<06:52, 9.37s/it] 47/99 2.65G 0.03635 0.0302 0.0006135 115 640: 21%|██▏ | 12/56 [01:17<06:52, 9.37s/it] 47/99 2.65G 0.03635 0.0302 0.0006135 115 640: 23%|██▎ | 13/56 [01:17<04:42, 6.57s/it] 47/99 2.65G 0.03633 0.03087 0.000616 228 640: 23%|██▎ | 13/56 [01:17<04:42, 6.57s/it] 47/99 2.65G 0.03633 0.03087 0.000616 228 640: 25%|██▌ | 14/56 [01:17<03:14, 4.63s/it] 47/99 2.65G 0.03623 0.03071 0.000599 144 640: 25%|██▌ | 14/56 [01:18<03:14, 4.63s/it] 47/99 2.65G 0.03623 0.03071 0.000599 144 640: 27%|██▋ | 15/56 [01:18<02:14, 3.27s/it] 47/99 2.65G 0.03629 0.03066 0.0006059 130 640: 27%|██▋ | 15/56 [01:18<02:14, 3.27s/it] 47/99 2.65G 0.03629 0.03066 0.0006059 130 640: 29%|██▊ | 16/56 [01:18<01:32, 2.32s/it] 47/99 2.65G 0.03649 0.03081 0.0005954 161 640: 29%|██▊ | 16/56 [01:24<01:32, 2.32s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.42it/s]
all 98 501 0.529 0.537 0.525 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 48/99 2.65G 0.03836 0.03691 0.0004763 169 640: 0%| | 0/56 [00:07<?, ?it/s] 48/99 2.65G 0.03836 0.03691 0.0004763 169 640: 2%|▏ | 1/56 [00:07<07:09, 7.81s/it] 48/99 2.65G 0.03697 0.03131 0.001027 111 640: 2%|▏ | 1/56 [00:07<07:09, 7.81s/it] 48/99 2.65G 0.03697 0.03131 0.001027 111 640: 4%|▎ | 2/56 [00:07<02:58, 3.31s/it] 48/99 2.65G 0.0366 0.02876 0.0008436 111 640: 4%|▎ | 2/56 [00:08<02:58, 3.31s/it] 48/99 2.65G 0.0366 0.02876 0.0008436 111 640: 5%|▌ | 3/56 [00:08<01:39, 1.88s/it] 48/99 2.65G 0.03542 0.02816 0.0009133 121 640: 5%|▌ | 3/56 [00:35<01:39, 1.88s/it] 48/99 2.65G 0.03542 0.02816 0.0009133 121 640: 7%|▋ | 4/56 [00:35<10:27, 12.07s/it] 48/99 2.65G 0.03504 0.02858 0.0008305 140 640: 7%|▋ | 4/56 [00:35<10:27, 12.07s/it] 48/99 2.65G 0.03504 0.02858 0.0008305 140 640: 9%|▉ | 5/56 [00:35<06:35, 7.76s/it] 48/99 2.65G 0.03529 0.02944 0.0007486 147 640: 9%|▉ | 5/56 [00:36<06:35, 7.76s/it] 48/99 2.65G 0.03529 0.02944 0.0007486 147 640: 11%|█ | 6/56 [00:36<04:18, 5.17s/it] 48/99 2.65G 0.03594 0.03008 0.0007697 157 640: 11%|█ | 6/56 [00:36<04:18, 5.17s/it] 48/99 2.65G 0.03594 0.03008 0.0007697 157 640: 12%|█▎ | 7/56 [00:36<02:52, 3.52s/it] 48/99 2.65G 0.03586 0.02926 0.0008473 102 640: 12%|█▎ | 7/56 [00:36<02:52, 3.52s/it] 48/99 2.65G 0.03586 0.02926 0.0008473 102 640: 14%|█▍ | 8/56 [00:36<01:56, 2.43s/it] 48/99 2.65G 0.03614 0.02961 0.0008722 178 640: 14%|█▍ | 8/56 [00:43<01:56, 2.43s/it] 48/99 2.65G 0.03614 0.02961 0.0008722 178 640: 16%|█▌ | 9/56 [00:43<03:01, 3.86s/it] 48/99 2.65G 0.03579 0.02941 0.0008077 119 640: 16%|█▌ | 9/56 [00:43<03:01, 3.86s/it] 48/99 2.65G 0.03579 0.02941 0.0008077 119 640: 18%|█▊ | 10/56 [00:43<02:04, 2.72s/it] 48/99 2.65G 0.0359 0.02935 0.0007627 160 640: 18%|█▊ | 10/56 [00:43<02:04, 2.72s/it] 48/99 2.65G 0.0359 0.02935 0.0007627 160 640: 20%|█▉ | 11/56 [00:43<01:26, 1.92s/it] 48/99 2.65G 0.03598 0.02965 0.0007443 170 640: 20%|█▉ | 11/56 [01:09<01:26, 1.92s/it] 48/99 2.65G 0.03598 0.02965 0.0007443 170 640: 21%|██▏ | 12/56 [01:09<06:45, 9.21s/it] 48/99 2.65G 0.03602 0.02971 0.0007395 133 640: 21%|██▏ | 12/56 [01:09<06:45, 9.21s/it] 48/99 2.65G 0.03602 0.02971 0.0007395 133 640: 23%|██▎ | 13/56 [01:09<04:37, 6.46s/it] 48/99 2.65G 0.03604 0.02951 0.0007329 138 640: 23%|██▎ | 13/56 [01:09<04:37, 6.46s/it] 48/99 2.65G 0.03604 0.02951 0.0007329 138 640: 25%|██▌ | 14/56 [01:09<03:11, 4.55s/it] 48/99 2.65G 0.03601 0.02907 0.00072 106 640: 25%|██▌ | 14/56 [01:09<03:11, 4.55s/it] 48/99 2.65G 0.03601 0.02907 0.00072 106 640: 27%|██▋ | 15/56 [01:09<02:11, 3.22s/it] 48/99 2.65G 0.03598 0.02914 0.0006984 109 640: 27%|██▋ | 15/56 [01:10<02:11, 3.22s/it] 48/99 2.65G 0.03598 0.02914 0.0006984 109 640: 29%|██▊ | 16/56 [01:10<01:31, 2.28s/it] 48/99 2.65G 0.03591 0.02926 0.00069 151 640: 29%|██▊ | 16/56 [01:16<01:31, 2.28s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.81it/s]
all 98 501 0.575 0.499 0.524 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 49/99 2.65G 0.0333 0.02985 0.003607 130 640: 0%| | 0/56 [00:09<?, ?it/s] 49/99 2.65G 0.0333 0.02985 0.003607 130 640: 2%|▏ | 1/56 [00:09<08:55, 9.73s/it] 49/99 2.65G 0.0342 0.03071 0.001993 177 640: 2%|▏ | 1/56 [00:09<08:55, 9.73s/it] 49/99 2.65G 0.0342 0.03071 0.001993 177 640: 4%|▎ | 2/56 [00:09<03:41, 4.10s/it] 49/99 2.65G 0.0329 0.02884 0.001403 124 640: 4%|▎ | 2/56 [00:09<03:41, 4.10s/it] 49/99 2.65G 0.0329 0.02884 0.001403 124 640: 5%|▌ | 3/56 [00:09<02:00, 2.28s/it] 49/99 2.65G 0.03349 0.02973 0.001174 149 640: 5%|▌ | 3/56 [00:33<02:00, 2.28s/it] 49/99 2.65G 0.03349 0.02973 0.001174 149 640: 7%|▋ | 4/56 [00:33<09:20, 10.78s/it] 49/99 2.65G 0.03388 0.02935 0.001021 123 640: 7%|▋ | 4/56 [00:33<09:20, 10.78s/it] 49/99 2.65G 0.03388 0.02935 0.001021 123 640: 9%|▉ | 5/56 [00:33<05:54, 6.94s/it] 49/99 2.65G 0.03406 0.02909 0.0009165 141 640: 9%|▉ | 5/56 [00:34<05:54, 6.94s/it] 49/99 2.65G 0.03406 0.02909 0.0009165 141 640: 11%|█ | 6/56 [00:34<03:51, 4.63s/it] 49/99 2.65G 0.03443 0.02918 0.0009566 131 640: 11%|█ | 6/56 [00:38<03:51, 4.63s/it] 49/99 2.65G 0.03443 0.02918 0.0009566 131 640: 12%|█▎ | 7/56 [00:38<03:39, 4.48s/it] 49/99 2.65G 0.03477 0.02902 0.0009874 130 640: 12%|█▎ | 7/56 [00:38<03:39, 4.48s/it] 49/99 2.65G 0.03477 0.02902 0.0009874 130 640: 14%|█▍ | 8/56 [00:38<02:28, 3.10s/it] 49/99 2.65G 0.03471 0.02987 0.001019 179 640: 14%|█▍ | 8/56 [00:48<02:28, 3.10s/it] 49/99 2.65G 0.03471 0.02987 0.001019 179 640: 16%|█▌ | 9/56 [00:48<04:06, 5.25s/it] 49/99 2.65G 0.03468 0.02978 0.0009449 151 640: 16%|█▌ | 9/56 [00:48<04:06, 5.25s/it] 49/99 2.65G 0.03468 0.02978 0.0009449 151 640: 18%|█▊ | 10/56 [00:48<02:49, 3.68s/it] 49/99 2.65G 0.03468 0.02986 0.0009439 146 640: 18%|█▊ | 10/56 [00:48<02:49, 3.68s/it] 49/99 2.65G 0.03468 0.02986 0.0009439 146 640: 20%|█▉ | 11/56 [00:48<01:56, 2.59s/it] 49/99 2.65G 0.0349 0.0294 0.0008957 114 640: 20%|█▉ | 11/56 [01:07<01:56, 2.59s/it] 49/99 2.65G 0.0349 0.0294 0.0008957 114 640: 21%|██▏ | 12/56 [01:07<05:31, 7.55s/it] 49/99 2.65G 0.03514 0.02945 0.0008709 144 640: 21%|██▏ | 12/56 [01:07<05:31, 7.55s/it] 49/99 2.65G 0.03514 0.02945 0.0008709 144 640: 23%|██▎ | 13/56 [01:07<03:47, 5.30s/it] 49/99 2.65G 0.03532 0.02941 0.0008505 114 640: 23%|██▎ | 13/56 [01:07<03:47, 5.30s/it] 49/99 2.65G 0.03532 0.02941 0.0008505 114 640: 25%|██▌ | 14/56 [01:07<02:37, 3.74s/it] 49/99 2.65G 0.03544 0.03005 0.0008921 155 640: 25%|██▌ | 14/56 [01:11<02:37, 3.74s/it] 49/99 2.65G 0.03544 0.03005 0.0008921 155 640: 27%|██▋ | 15/56 [01:11<02:35, 3.78s/it] 49/99 2.65G 0.03567 0.03025 0.0009391 169 640: 27%|██▋ | 15/56 [01:11<02:35, 3.78s/it] 49/99 2.65G 0.03567 0.03025 0.0009391 169 640: 29%|██▊ | 16/56 [01:11<01:47, 2.68s/it] 49/99 2.65G 0.03562 0.03033 0.0009159 141 640: 29%|██▊ | 16/56 [01:22<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
all 98 501 0.547 0.489 0.503 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 50/99 2.65G 0.03345 0.02519 0.0004661 113 640: 0%| | 0/56 [00:10<?, ?it/s] 50/99 2.65G 0.03345 0.02519 0.0004661 113 640: 2%|▏ | 1/56 [00:10<09:26, 10.30s/it] 50/99 2.65G 0.03253 0.02677 0.0004146 136 640: 2%|▏ | 1/56 [00:10<09:26, 10.30s/it] 50/99 2.65G 0.03253 0.02677 0.0004146 136 640: 4%|▎ | 2/56 [00:10<03:53, 4.33s/it] 50/99 2.65G 0.03275 0.0263 0.0003928 109 640: 4%|▎ | 2/56 [00:10<03:53, 4.33s/it] 50/99 2.65G 0.03275 0.0263 0.0003928 109 640: 5%|▌ | 3/56 [00:10<02:07, 2.41s/it] 50/99 2.65G 0.03412 0.02662 0.0005593 140 640: 5%|▌ | 3/56 [00:29<02:07, 2.41s/it] 50/99 2.65G 0.03412 0.02662 0.0005593 140 640: 7%|▋ | 4/56 [00:29<07:47, 8.99s/it] 50/99 2.65G 0.03426 0.02699 0.0005566 130 640: 7%|▋ | 4/56 [00:29<07:47, 8.99s/it] 50/99 2.65G 0.03426 0.02699 0.0005566 130 640: 9%|▉ | 5/56 [00:29<04:55, 5.80s/it] 50/99 2.65G 0.03415 0.02622 0.0006124 99 640: 9%|▉ | 5/56 [00:29<04:55, 5.80s/it] 50/99 2.65G 0.03415 0.02622 0.0006124 99 640: 11%|█ | 6/56 [00:29<03:13, 3.88s/it] 50/99 2.65G 0.03387 0.02705 0.0007089 135 640: 11%|█ | 6/56 [00:37<03:13, 3.88s/it] 50/99 2.65G 0.03387 0.02705 0.0007089 135 640: 12%|█▎ | 7/56 [00:37<04:05, 5.00s/it] 50/99 2.65G 0.03397 0.02814 0.0007354 173 640: 12%|█▎ | 7/56 [00:37<04:05, 5.00s/it] 50/99 2.65G 0.03397 0.02814 0.0007354 173 640: 14%|█▍ | 8/56 [00:37<02:45, 3.45s/it] 50/99 2.65G 0.03431 0.02765 0.0007049 97 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 50/99 2.65G 0.03431 0.02765 0.0007049 97 640: 16%|█▌ | 9/56 [00:44<03:38, 4.64s/it] 50/99 2.65G 0.0342 0.02748 0.0006816 117 640: 16%|█▌ | 9/56 [00:44<03:38, 4.64s/it] 50/99 2.65G 0.0342 0.02748 0.0006816 117 640: 18%|█▊ | 10/56 [00:44<02:29, 3.26s/it] 50/99 2.65G 0.03417 0.02749 0.0006623 147 640: 18%|█▊ | 10/56 [00:44<02:29, 3.26s/it] 50/99 2.65G 0.03417 0.02749 0.0006623 147 640: 20%|█▉ | 11/56 [00:44<01:43, 2.30s/it] 50/99 2.65G 0.03424 0.02764 0.0006382 106 640: 20%|█▉ | 11/56 [01:03<01:43, 2.30s/it] 50/99 2.65G 0.03424 0.02764 0.0006382 106 640: 21%|██▏ | 12/56 [01:03<05:14, 7.16s/it] 50/99 2.65G 0.03434 0.02753 0.0006223 116 640: 21%|██▏ | 12/56 [01:03<05:14, 7.16s/it] 50/99 2.65G 0.03434 0.02753 0.0006223 116 640: 23%|██▎ | 13/56 [01:03<03:36, 5.03s/it] 50/99 2.65G 0.0344 0.02757 0.0006334 142 640: 23%|██▎ | 13/56 [01:03<03:36, 5.03s/it] 50/99 2.65G 0.0344 0.02757 0.0006334 142 640: 25%|██▌ | 14/56 [01:03<02:29, 3.55s/it] 50/99 2.65G 0.03435 0.02735 0.0006895 104 640: 25%|██▌ | 14/56 [01:11<02:29, 3.55s/it] 50/99 2.65G 0.03435 0.02735 0.0006895 104 640: 27%|██▋ | 15/56 [01:11<03:16, 4.78s/it] 50/99 2.65G 0.03452 0.02745 0.0006823 122 640: 27%|██▋ | 15/56 [01:11<03:16, 4.78s/it] 50/99 2.65G 0.03452 0.02745 0.0006823 122 640: 29%|██▊ | 16/56 [01:11<02:15, 3.38s/it] 50/99 2.65G 0.03458 0.02762 0.000691 139 640: 29%|██▊ | 16/56 [01:18<02:15, 3.38s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.548 0.487 0.498 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 51/99 2.65G 0.03404 0.02809 0.001026 152 640: 0%| | 0/56 [00:06<?, ?it/s] 51/99 2.65G 0.03404 0.02809 0.001026 152 640: 2%|▏ | 1/56 [00:06<06:21, 6.93s/it] 51/99 2.65G 0.03697 0.02629 0.0007767 115 640: 2%|▏ | 1/56 [00:07<06:21, 6.93s/it] 51/99 2.65G 0.03697 0.02629 0.0007767 115 640: 4%|▎ | 2/56 [00:07<02:38, 2.94s/it] 51/99 2.65G 0.03481 0.02704 0.0007009 141 640: 4%|▎ | 2/56 [00:07<02:38, 2.94s/it] 51/99 2.65G 0.03481 0.02704 0.0007009 141 640: 5%|▌ | 3/56 [00:07<01:27, 1.65s/it] 51/99 2.65G 0.0349 0.02759 0.0006849 125 640: 5%|▌ | 3/56 [00:37<01:27, 1.65s/it] 51/99 2.65G 0.0349 0.02759 0.0006849 125 640: 7%|▋ | 4/56 [00:37<11:17, 13.02s/it] 51/99 2.65G 0.03534 0.02799 0.0006787 149 640: 7%|▋ | 4/56 [00:37<11:17, 13.02s/it] 51/99 2.65G 0.03534 0.02799 0.0006787 149 640: 9%|▉ | 5/56 [00:37<07:06, 8.37s/it] 51/99 2.65G 0.035 0.02756 0.0006652 88 640: 9%|▉ | 5/56 [00:37<07:06, 8.37s/it] 51/99 2.65G 0.035 0.02756 0.0006652 88 640: 11%|█ | 6/56 [00:37<04:38, 5.57s/it] 51/99 2.65G 0.03536 0.02735 0.0006401 132 640: 11%|█ | 6/56 [00:44<04:38, 5.57s/it] 51/99 2.65G 0.03536 0.02735 0.0006401 132 640: 12%|█▎ | 7/56 [00:44<04:53, 6.00s/it] 51/99 2.65G 0.03491 0.02756 0.0006062 155 640: 12%|█▎ | 7/56 [00:44<04:53, 6.00s/it] 51/99 2.65G 0.03491 0.02756 0.0006062 155 640: 14%|█▍ | 8/56 [00:44<03:18, 4.13s/it] 51/99 2.65G 0.03483 0.02789 0.0005868 145 640: 14%|█▍ | 8/56 [00:45<03:18, 4.13s/it] 51/99 2.65G 0.03483 0.02789 0.0005868 145 640: 16%|█▌ | 9/56 [00:45<02:15, 2.87s/it] 51/99 2.65G 0.03455 0.02757 0.0007798 114 640: 16%|█▌ | 9/56 [00:45<02:15, 2.87s/it] 51/99 2.65G 0.03455 0.02757 0.0007798 114 640: 18%|█▊ | 10/56 [00:45<01:33, 2.03s/it] 51/99 2.65G 0.03448 0.02755 0.0007409 154 640: 18%|█▊ | 10/56 [00:45<01:33, 2.03s/it] 51/99 2.65G 0.03448 0.02755 0.0007409 154 640: 20%|█▉ | 11/56 [00:45<01:05, 1.45s/it] 51/99 2.65G 0.0344 0.02791 0.0007703 194 640: 20%|█▉ | 11/56 [01:11<01:05, 1.45s/it] 51/99 2.65G 0.0344 0.02791 0.0007703 194 640: 21%|██▏ | 12/56 [01:11<06:34, 8.97s/it] 51/99 2.65G 0.03444 0.02814 0.0007336 155 640: 21%|██▏ | 12/56 [01:11<06:34, 8.97s/it] 51/99 2.65G 0.03444 0.02814 0.0007336 155 640: 23%|██▎ | 13/56 [01:11<04:30, 6.29s/it] 51/99 2.65G 0.03452 0.02851 0.0007272 145 640: 23%|██▎ | 13/56 [01:11<04:30, 6.29s/it] 51/99 2.65G 0.03452 0.02851 0.0007272 145 640: 25%|██▌ | 14/56 [01:11<03:06, 4.44s/it] 51/99 2.65G 0.03464 0.02878 0.0007024 153 640: 25%|██▌ | 14/56 [01:18<03:06, 4.44s/it] 51/99 2.65G 0.03464 0.02878 0.0007024 153 640: 27%|██▋ | 15/56 [01:18<03:30, 5.14s/it] 51/99 2.65G 0.03456 0.02898 0.0006741 157 640: 27%|██▋ | 15/56 [01:18<03:30, 5.14s/it] 51/99 2.65G 0.03456 0.02898 0.0006741 157 640: 29%|██▊ | 16/56 [01:18<02:25, 3.63s/it] 51/99 2.65G 0.03468 0.02898 0.0006788 114 640: 29%|██▊ | 16/56 [01:18<02:25, 3.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.511 0.493 0.508 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 52/99 2.65G 0.03545 0.03078 0.001271 155 640: 0%| | 0/56 [00:00<?, ?it/s] 52/99 2.65G 0.03545 0.03078 0.001271 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 52/99 2.65G 0.03484 0.03183 0.001195 159 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 52/99 2.65G 0.03484 0.03183 0.001195 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 52/99 2.65G 0.035 0.03358 0.001209 187 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 52/99 2.65G 0.035 0.03358 0.001209 187 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 52/99 2.65G 0.03536 0.03262 0.001003 123 640: 5%|▌ | 3/56 [00:30<00:06, 7.75it/s] 52/99 2.65G 0.03536 0.03262 0.001003 123 640: 7%|▋ | 4/56 [00:30<10:32, 12.16s/it] 52/99 2.65G 0.03519 0.03304 0.0009732 144 640: 7%|▋ | 4/56 [00:31<10:32, 12.16s/it] 52/99 2.65G 0.03519 0.03304 0.0009732 144 640: 9%|▉ | 5/56 [00:31<06:38, 7.82s/it] 52/99 2.65G 0.03525 0.03168 0.0009551 128 640: 9%|▉ | 5/56 [00:31<06:38, 7.82s/it] 52/99 2.65G 0.03525 0.03168 0.0009551 128 640: 11%|█ | 6/56 [00:31<04:20, 5.21s/it] 52/99 2.65G 0.0348 0.03044 0.0008842 114 640: 11%|█ | 6/56 [00:40<04:20, 5.21s/it] 52/99 2.65G 0.0348 0.03044 0.0008842 114 640: 12%|█▎ | 7/56 [00:40<05:16, 6.46s/it] 52/99 2.65G 0.03502 0.02988 0.000826 126 640: 12%|█▎ | 7/56 [00:40<05:16, 6.46s/it] 52/99 2.65G 0.03502 0.02988 0.000826 126 640: 14%|█▍ | 8/56 [00:40<03:32, 4.44s/it] 52/99 2.65G 0.03509 0.02967 0.0007727 115 640: 14%|█▍ | 8/56 [00:40<03:32, 4.44s/it] 52/99 2.65G 0.03509 0.02967 0.0007727 115 640: 16%|█▌ | 9/56 [00:40<02:27, 3.13s/it] 52/99 2.65G 0.03478 0.02939 0.0007427 118 640: 16%|█▌ | 9/56 [00:40<02:27, 3.13s/it] 52/99 2.65G 0.03478 0.02939 0.0007427 118 640: 18%|█▊ | 10/56 [00:40<01:41, 2.21s/it] 52/99 2.65G 0.03471 0.02923 0.0007288 124 640: 18%|█▊ | 10/56 [00:40<01:41, 2.21s/it] 52/99 2.65G 0.03471 0.02923 0.0007288 124 640: 20%|█▉ | 11/56 [00:40<01:10, 1.57s/it] 52/99 2.65G 0.03469 0.02899 0.0007093 116 640: 20%|█▉ | 11/56 [01:04<01:10, 1.57s/it] 52/99 2.65G 0.03469 0.02899 0.0007093 116 640: 21%|██▏ | 12/56 [01:04<06:09, 8.39s/it] 52/99 2.65G 0.03451 0.02949 0.0006852 160 640: 21%|██▏ | 12/56 [01:05<06:09, 8.39s/it] 52/99 2.65G 0.03451 0.02949 0.0006852 160 640: 23%|██▎ | 13/56 [01:05<04:13, 5.89s/it] 52/99 2.65G 0.03442 0.02904 0.0006703 96 640: 23%|██▎ | 13/56 [01:05<04:13, 5.89s/it] 52/99 2.65G 0.03442 0.02904 0.0006703 96 640: 25%|██▌ | 14/56 [01:05<02:54, 4.15s/it] 52/99 2.65G 0.03434 0.02878 0.00073 116 640: 25%|██▌ | 14/56 [01:13<02:54, 4.15s/it] 52/99 2.65G 0.03434 0.02878 0.00073 116 640: 27%|██▋ | 15/56 [01:13<03:47, 5.55s/it] 52/99 2.65G 0.03435 0.029 0.0007003 141 640: 27%|██▋ | 15/56 [01:14<03:47, 5.55s/it] 52/99 2.65G 0.03435 0.029 0.0007003 141 640: 29%|██▊ | 16/56 [01:14<02:36, 3.91s/it] 52/99 2.65G 0.03449 0.02918 0.000682 155 640: 29%|██▊ | 16/56 [01:14<02:36, 3.91s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.536 0.547 0.544 0.279
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 53/99 2.65G 0.03304 0.03206 0.0003435 123 640: 0%| | 0/56 [00:00<?, ?it/s] 53/99 2.65G 0.03304 0.03206 0.0003435 123 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 53/99 2.65G 0.034 0.0295 0.0003485 132 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 53/99 2.65G 0.034 0.0295 0.0003485 132 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 53/99 2.65G 0.03427 0.02975 0.0003333 143 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 53/99 2.65G 0.03427 0.02975 0.0003333 143 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 53/99 2.65G 0.03441 0.02831 0.000319 151 640: 5%|▌ | 3/56 [00:24<00:06, 7.78it/s] 53/99 2.65G 0.03441 0.02831 0.000319 151 640: 7%|▋ | 4/56 [00:24<08:26, 9.74s/it] 53/99 2.65G 0.03404 0.02889 0.0005289 143 640: 7%|▋ | 4/56 [00:24<08:26, 9.74s/it] 53/99 2.65G 0.03404 0.02889 0.0005289 143 640: 9%|▉ | 5/56 [00:24<05:19, 6.27s/it] 53/99 2.65G 0.03435 0.02915 0.0005016 140 640: 9%|▉ | 5/56 [00:25<05:19, 6.27s/it] 53/99 2.65G 0.03435 0.02915 0.0005016 140 640: 11%|█ | 6/56 [00:25<03:29, 4.19s/it] 53/99 2.65G 0.03441 0.02925 0.0005043 179 640: 11%|█ | 6/56 [00:33<03:29, 4.19s/it] 53/99 2.65G 0.03441 0.02925 0.0005043 179 640: 12%|█▎ | 7/56 [00:33<04:36, 5.63s/it] 53/99 2.65G 0.03426 0.02956 0.0005044 154 640: 12%|█▎ | 7/56 [00:33<04:36, 5.63s/it] 53/99 2.65G 0.03426 0.02956 0.0005044 154 640: 14%|█▍ | 8/56 [00:33<03:06, 3.88s/it] 53/99 2.65G 0.03387 0.029 0.0004923 105 640: 14%|█▍ | 8/56 [00:33<03:06, 3.88s/it] 53/99 2.65G 0.03387 0.029 0.0004923 105 640: 16%|█▌ | 9/56 [00:33<02:07, 2.70s/it] 53/99 2.65G 0.03433 0.02916 0.0005811 191 640: 16%|█▌ | 9/56 [00:34<02:07, 2.70s/it] 53/99 2.65G 0.03433 0.02916 0.0005811 191 640: 18%|█▊ | 10/56 [00:34<01:28, 1.91s/it] 53/99 2.65G 0.0342 0.02911 0.0006165 129 640: 18%|█▊ | 10/56 [00:34<01:28, 1.91s/it] 53/99 2.65G 0.0342 0.02911 0.0006165 129 640: 20%|█▉ | 11/56 [00:34<01:01, 1.36s/it] 53/99 2.65G 0.03415 0.02936 0.0005898 179 640: 20%|█▉ | 11/56 [00:58<01:01, 1.36s/it] 53/99 2.65G 0.03415 0.02936 0.0005898 179 640: 21%|██▏ | 12/56 [00:58<06:09, 8.39s/it] 53/99 2.65G 0.03427 0.02967 0.0005717 140 640: 21%|██▏ | 12/56 [00:58<06:09, 8.39s/it] 53/99 2.65G 0.03427 0.02967 0.0005717 140 640: 23%|██▎ | 13/56 [00:58<04:13, 5.89s/it] 53/99 2.65G 0.03428 0.02954 0.0005759 143 640: 23%|██▎ | 13/56 [00:58<04:13, 5.89s/it] 53/99 2.65G 0.03428 0.02954 0.0005759 143 640: 25%|██▌ | 14/56 [00:58<02:54, 4.15s/it] 53/99 2.65G 0.03443 0.02938 0.0006036 128 640: 25%|██▌ | 14/56 [01:07<02:54, 4.15s/it] 53/99 2.65G 0.03443 0.02938 0.0006036 128 640: 27%|██▋ | 15/56 [01:07<03:44, 5.49s/it] 53/99 2.65G 0.03432 0.0291 0.0005817 126 640: 27%|██▋ | 15/56 [01:07<03:44, 5.49s/it] 53/99 2.65G 0.03432 0.0291 0.0005817 126 640: 29%|██▊ | 16/56 [01:07<02:34, 3.87s/it] 53/99 2.65G 0.03444 0.02899 0.0006367 144 640: 29%|██▊ | 16/56 [01:07<02:34, 3.87s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
all 98 501 0.596 0.504 0.545 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 54/99 2.65G 0.03094 0.02422 0.0002511 102 640: 0%| | 0/56 [00:00<?, ?it/s] 54/99 2.65G 0.03094 0.02422 0.0002511 102 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 54/99 2.65G 0.03125 0.02892 0.000283 190 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 54/99 2.65G 0.03125 0.02892 0.000283 190 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 54/99 2.65G 0.03314 0.02954 0.0003706 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 54/99 2.65G 0.03314 0.02954 0.0003706 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.71it/s] 54/99 2.65G 0.03395 0.02905 0.000404 126 640: 5%|▌ | 3/56 [00:36<00:06, 7.71it/s] 54/99 2.65G 0.03395 0.02905 0.000404 126 640: 7%|▋ | 4/56 [00:36<12:16, 14.17s/it] 54/99 2.65G 0.03377 0.02905 0.0004352 175 640: 7%|▋ | 4/56 [00:36<12:16, 14.17s/it] 54/99 2.65G 0.03377 0.02905 0.0004352 175 640: 9%|▉ | 5/56 [00:36<07:44, 9.11s/it] 54/99 2.65G 0.03396 0.02925 0.0004632 149 640: 9%|▉ | 5/56 [00:36<07:44, 9.11s/it] 54/99 2.65G 0.03396 0.02925 0.0004632 149 640: 11%|█ | 6/56 [00:36<05:02, 6.06s/it] 54/99 2.65G 0.03392 0.02913 0.0004571 129 640: 11%|█ | 6/56 [00:45<05:02, 6.06s/it] 54/99 2.65G 0.03392 0.02913 0.0004571 129 640: 12%|█▎ | 7/56 [00:45<05:43, 7.00s/it] 54/99 2.65G 0.0341 0.02834 0.0004871 114 640: 12%|█▎ | 7/56 [00:45<05:43, 7.00s/it] 54/99 2.65G 0.0341 0.02834 0.0004871 114 640: 14%|█▍ | 8/56 [00:45<03:50, 4.81s/it] 54/99 2.65G 0.03447 0.02787 0.0004734 80 640: 14%|█▍ | 8/56 [00:45<03:50, 4.81s/it] 54/99 2.65G 0.03447 0.02787 0.0004734 80 640: 16%|█▌ | 9/56 [00:45<02:37, 3.34s/it] 54/99 2.65G 0.03461 0.02761 0.0005154 127 640: 16%|█▌ | 9/56 [00:45<02:37, 3.34s/it] 54/99 2.65G 0.03461 0.02761 0.0005154 127 640: 18%|█▊ | 10/56 [00:45<01:48, 2.36s/it] 54/99 2.65G 0.03492 0.02813 0.0004904 142 640: 18%|█▊ | 10/56 [00:45<01:48, 2.36s/it] 54/99 2.65G 0.03492 0.02813 0.0004904 142 640: 20%|█▉ | 11/56 [00:45<01:15, 1.67s/it] 54/99 2.65G 0.03452 0.02817 0.0004671 129 640: 20%|█▉ | 11/56 [01:09<01:15, 1.67s/it] 54/99 2.65G 0.03452 0.02817 0.0004671 129 640: 21%|██▏ | 12/56 [01:09<06:07, 8.35s/it] 54/99 2.65G 0.03449 0.02802 0.0004519 138 640: 21%|██▏ | 12/56 [01:09<06:07, 8.35s/it] 54/99 2.65G 0.03449 0.02802 0.0004519 138 640: 23%|██▎ | 13/56 [01:09<04:11, 5.86s/it] 54/99 2.65G 0.03463 0.02838 0.0004377 156 640: 23%|██▎ | 13/56 [01:09<04:11, 5.86s/it] 54/99 2.65G 0.03463 0.02838 0.0004377 156 640: 25%|██▌ | 14/56 [01:09<02:53, 4.13s/it] 54/99 2.65G 0.03454 0.02868 0.0004541 164 640: 25%|██▌ | 14/56 [01:18<02:53, 4.13s/it] 54/99 2.65G 0.03454 0.02868 0.0004541 164 640: 27%|██▋ | 15/56 [01:18<03:49, 5.60s/it] 54/99 2.65G 0.03457 0.02923 0.0004785 168 640: 27%|██▋ | 15/56 [01:18<03:49, 5.60s/it] 54/99 2.65G 0.03457 0.02923 0.0004785 168 640: 29%|██▊ | 16/56 [01:18<02:38, 3.96s/it] 54/99 2.65G 0.03471 0.02963 0.0004789 163 640: 29%|██▊ | 16/56 [01:18<02:38, 3.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
all 98 501 0.548 0.563 0.55 0.278
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 55/99 2.65G 0.03766 0.02148 0.0002739 119 640: 0%| | 0/56 [00:00<?, ?it/s] 55/99 2.65G 0.03766 0.02148 0.0002739 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 55/99 2.65G 0.03433 0.0237 0.0003185 144 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 55/99 2.65G 0.03433 0.0237 0.0003185 144 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 55/99 2.65G 0.03423 0.02534 0.0008188 116 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 55/99 2.65G 0.03423 0.02534 0.0008188 116 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 55/99 2.65G 0.03417 0.02531 0.0006804 116 640: 5%|▌ | 3/56 [00:35<00:06, 7.76it/s] 55/99 2.65G 0.03417 0.02531 0.0006804 116 640: 7%|▋ | 4/56 [00:35<11:56, 13.77s/it] 55/99 2.65G 0.03526 0.02619 0.000618 157 640: 7%|▋ | 4/56 [00:35<11:56, 13.77s/it] 55/99 2.65G 0.03526 0.02619 0.000618 157 640: 9%|▉ | 5/56 [00:35<07:31, 8.85s/it] 55/99 2.65G 0.03478 0.02699 0.0006059 156 640: 9%|▉ | 5/56 [00:35<07:31, 8.85s/it] 55/99 2.65G 0.03478 0.02699 0.0006059 156 640: 11%|█ | 6/56 [00:35<04:54, 5.89s/it] 55/99 2.65G 0.03438 0.02766 0.000566 164 640: 11%|█ | 6/56 [00:35<04:54, 5.89s/it] 55/99 2.65G 0.03438 0.02766 0.000566 164 640: 12%|█▎ | 7/56 [00:35<03:16, 4.00s/it] 55/99 2.65G 0.03416 0.02752 0.0005217 108 640: 12%|█▎ | 7/56 [00:35<03:16, 4.00s/it] 55/99 2.65G 0.03416 0.02752 0.0005217 108 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 55/99 2.65G 0.03401 0.02758 0.0005093 136 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 55/99 2.65G 0.03401 0.02758 0.0005093 136 640: 16%|█▌ | 9/56 [00:35<01:30, 1.93s/it] 55/99 2.65G 0.03374 0.02757 0.0005133 147 640: 16%|█▌ | 9/56 [00:35<01:30, 1.93s/it] 55/99 2.65G 0.03374 0.02757 0.0005133 147 640: 18%|█▊ | 10/56 [00:35<01:03, 1.38s/it] 55/99 2.65G 0.03386 0.02803 0.0005097 133 640: 18%|█▊ | 10/56 [00:35<01:03, 1.38s/it] 55/99 2.65G 0.03386 0.02803 0.0005097 133 640: 20%|█▉ | 11/56 [00:35<00:44, 1.01it/s] 55/99 2.65G 0.03411 0.02806 0.0004917 127 640: 20%|█▉ | 11/56 [01:08<00:44, 1.01it/s] 55/99 2.65G 0.03411 0.02806 0.0004917 127 640: 21%|██▏ | 12/56 [01:08<07:50, 10.69s/it] 55/99 2.65G 0.03417 0.02809 0.0004776 172 640: 21%|██▏ | 12/56 [01:08<07:50, 10.69s/it] 55/99 2.65G 0.03417 0.02809 0.0004776 172 640: 23%|██▎ | 13/56 [01:08<05:22, 7.49s/it] 55/99 2.65G 0.03429 0.02834 0.0005615 151 640: 23%|██▎ | 13/56 [01:09<05:22, 7.49s/it] 55/99 2.65G 0.03429 0.02834 0.0005615 151 640: 25%|██▌ | 14/56 [01:09<03:41, 5.27s/it] 55/99 2.65G 0.03435 0.02827 0.0006141 127 640: 25%|██▌ | 14/56 [01:09<03:41, 5.27s/it] 55/99 2.65G 0.03435 0.02827 0.0006141 127 640: 27%|██▋ | 15/56 [01:09<02:32, 3.72s/it] 55/99 2.65G 0.03423 0.02815 0.0006164 146 640: 27%|██▋ | 15/56 [01:09<02:32, 3.72s/it] 55/99 2.65G 0.03423 0.02815 0.0006164 146 640: 29%|██▊ | 16/56 [01:09<01:45, 2.63s/it] 55/99 2.65G 0.03411 0.02805 0.0005941 117 640: 29%|██▊ | 16/56 [01:09<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.599 0.458 0.501 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 56/99 2.65G 0.03245 0.02286 0.001199 88 640: 0%| | 0/56 [00:00<?, ?it/s] 56/99 2.65G 0.03245 0.02286 0.001199 88 640: 2%|▏ | 1/56 [00:00<00:06, 8.04it/s] 56/99 2.65G 0.03247 0.02527 0.0008253 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.04it/s] 56/99 2.65G 0.03247 0.02527 0.0008253 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 56/99 2.65G 0.03322 0.02678 0.000757 169 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 56/99 2.65G 0.03322 0.02678 0.000757 169 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 56/99 2.65G 0.03258 0.02705 0.000651 121 640: 5%|▌ | 3/56 [00:33<00:06, 7.81it/s] 56/99 2.65G 0.03258 0.02705 0.000651 121 640: 7%|▋ | 4/56 [00:33<11:14, 12.98s/it] 56/99 2.65G 0.03262 0.02759 0.0005709 182 640: 7%|▋ | 4/56 [00:33<11:14, 12.98s/it] 56/99 2.65G 0.03262 0.02759 0.0005709 182 640: 9%|▉ | 5/56 [00:33<07:05, 8.35s/it] 56/99 2.65G 0.03305 0.02807 0.000571 125 640: 9%|▉ | 5/56 [00:33<07:05, 8.35s/it] 56/99 2.65G 0.03305 0.02807 0.000571 125 640: 11%|█ | 6/56 [00:33<04:37, 5.56s/it] 56/99 2.65G 0.03346 0.02826 0.0007217 155 640: 11%|█ | 6/56 [00:33<04:37, 5.56s/it] 56/99 2.65G 0.03346 0.02826 0.0007217 155 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 56/99 2.65G 0.03406 0.02841 0.0006806 136 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 56/99 2.65G 0.03406 0.02841 0.0006806 136 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 56/99 2.65G 0.03407 0.0287 0.0008203 151 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 56/99 2.65G 0.03407 0.0287 0.0008203 151 640: 16%|█▌ | 9/56 [00:33<01:26, 1.83s/it] 56/99 2.65G 0.03382 0.02873 0.0007949 142 640: 16%|█▌ | 9/56 [00:33<01:26, 1.83s/it] 56/99 2.65G 0.03382 0.02873 0.0007949 142 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 56/99 2.65G 0.03389 0.02882 0.0007552 115 640: 18%|█▊ | 10/56 [00:33<01:00, 1.31s/it] 56/99 2.65G 0.03389 0.02882 0.0007552 115 640: 20%|█▉ | 11/56 [00:33<00:42, 1.06it/s] 56/99 2.65G 0.03403 0.02862 0.0007294 151 640: 20%|█▉ | 11/56 [01:06<00:42, 1.06it/s] 56/99 2.65G 0.03403 0.02862 0.0007294 151 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 56/99 2.65G 0.03406 0.02857 0.0006999 135 640: 21%|██▏ | 12/56 [01:06<07:48, 10.64s/it] 56/99 2.65G 0.03406 0.02857 0.0006999 135 640: 23%|██▎ | 13/56 [01:06<05:20, 7.45s/it] 56/99 2.65G 0.03395 0.02861 0.0008089 134 640: 23%|██▎ | 13/56 [01:07<05:20, 7.45s/it] 56/99 2.65G 0.03395 0.02861 0.0008089 134 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 56/99 2.65G 0.03413 0.0287 0.0007761 176 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 56/99 2.65G 0.03413 0.0287 0.0007761 176 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 56/99 2.65G 0.03421 0.029 0.0007644 211 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 56/99 2.65G 0.03421 0.029 0.0007644 211 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 56/99 2.65G 0.03428 0.02862 0.0007463 106 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.33it/s]
all 98 501 0.566 0.493 0.516 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 57/99 2.65G 0.03884 0.02704 0.0007322 143 640: 0%| | 0/56 [00:00<?, ?it/s] 57/99 2.65G 0.03884 0.02704 0.0007322 143 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 57/99 2.65G 0.03553 0.02577 0.001084 107 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 57/99 2.65G 0.03553 0.02577 0.001084 107 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 57/99 2.65G 0.03431 0.02695 0.000808 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 57/99 2.65G 0.03431 0.02695 0.000808 115 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 57/99 2.65G 0.0338 0.02641 0.001276 127 640: 5%|▌ | 3/56 [00:40<00:06, 7.84it/s] 57/99 2.65G 0.0338 0.02641 0.001276 127 640: 7%|▋ | 4/56 [00:40<13:55, 16.07s/it] 57/99 2.65G 0.03342 0.02675 0.001179 160 640: 7%|▋ | 4/56 [00:41<13:55, 16.07s/it] 57/99 2.65G 0.03342 0.02675 0.001179 160 640: 9%|▉ | 5/56 [00:41<08:46, 10.32s/it] 57/99 2.65G 0.03337 0.02683 0.001065 173 640: 9%|▉ | 5/56 [00:41<08:46, 10.32s/it] 57/99 2.65G 0.03337 0.02683 0.001065 173 640: 11%|█ | 6/56 [00:41<05:43, 6.86s/it] 57/99 2.65G 0.03375 0.02696 0.001087 136 640: 11%|█ | 6/56 [00:42<05:43, 6.86s/it] 57/99 2.65G 0.03375 0.02696 0.001087 136 640: 12%|█▎ | 7/56 [00:42<04:01, 4.94s/it] 57/99 2.65G 0.03382 0.02744 0.001007 155 640: 12%|█▎ | 7/56 [00:42<04:01, 4.94s/it] 57/99 2.65G 0.03382 0.02744 0.001007 155 640: 14%|█▍ | 8/56 [00:42<02:43, 3.40s/it] 57/99 2.65G 0.03414 0.02809 0.0009634 176 640: 14%|█▍ | 8/56 [00:42<02:43, 3.40s/it] 57/99 2.65G 0.03414 0.02809 0.0009634 176 640: 16%|█▌ | 9/56 [00:42<01:51, 2.37s/it] 57/99 2.65G 0.03407 0.02789 0.0008971 135 640: 16%|█▌ | 9/56 [00:42<01:51, 2.37s/it] 57/99 2.65G 0.03407 0.02789 0.0008971 135 640: 18%|█▊ | 10/56 [00:42<01:17, 1.69s/it] 57/99 2.65G 0.03421 0.02728 0.0008768 95 640: 18%|█▊ | 10/56 [00:42<01:17, 1.69s/it] 57/99 2.65G 0.03421 0.02728 0.0008768 95 640: 20%|█▉ | 11/56 [00:42<00:54, 1.21s/it] 57/99 2.65G 0.034 0.02732 0.000831 140 640: 20%|█▉ | 11/56 [01:14<00:54, 1.21s/it] 57/99 2.65G 0.034 0.02732 0.000831 140 640: 21%|██▏ | 12/56 [01:14<07:46, 10.60s/it] 57/99 2.65G 0.03419 0.02722 0.0007849 120 640: 21%|██▏ | 12/56 [01:14<07:46, 10.60s/it] 57/99 2.65G 0.03419 0.02722 0.0007849 120 640: 23%|██▎ | 13/56 [01:14<05:19, 7.43s/it] 57/99 2.65G 0.03418 0.0276 0.0008021 150 640: 23%|██▎ | 13/56 [01:15<05:19, 7.43s/it] 57/99 2.65G 0.03418 0.0276 0.0008021 150 640: 25%|██▌ | 14/56 [01:15<03:39, 5.23s/it] 57/99 2.65G 0.03434 0.02702 0.0007944 99 640: 25%|██▌ | 14/56 [01:15<03:39, 5.23s/it] 57/99 2.65G 0.03434 0.02702 0.0007944 99 640: 27%|██▋ | 15/56 [01:15<02:36, 3.81s/it] 57/99 2.65G 0.03415 0.02667 0.0007981 107 640: 27%|██▋ | 15/56 [01:15<02:36, 3.81s/it] 57/99 2.65G 0.03415 0.02667 0.0007981 107 640: 29%|██▊ | 16/56 [01:15<01:47, 2.70s/it] 57/99 2.65G 0.03421 0.02659 0.0007886 137 640: 29%|██▊ | 16/56 [01:15<01:47, 2.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.574 0.488 0.526 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 58/99 2.65G 0.0337 0.02938 0.0003299 159 640: 0%| | 0/56 [00:00<?, ?it/s] 58/99 2.65G 0.0337 0.02938 0.0003299 159 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 58/99 2.65G 0.03293 0.02742 0.0004272 120 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 58/99 2.65G 0.03293 0.02742 0.0004272 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 58/99 2.65G 0.03264 0.02785 0.001088 146 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 58/99 2.65G 0.03264 0.02785 0.001088 146 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 58/99 2.65G 0.03329 0.02918 0.0009074 191 640: 5%|▌ | 3/56 [00:41<00:06, 7.84it/s] 58/99 2.65G 0.03329 0.02918 0.0009074 191 640: 7%|▋ | 4/56 [00:41<14:15, 16.45s/it] 58/99 2.65G 0.03344 0.02715 0.0007776 93 640: 7%|▋ | 4/56 [00:41<14:15, 16.45s/it] 58/99 2.65G 0.03344 0.02715 0.0007776 93 640: 9%|▉ | 5/56 [00:41<08:58, 10.57s/it] 58/99 2.65G 0.03336 0.02675 0.0006841 96 640: 9%|▉ | 5/56 [00:42<08:58, 10.57s/it] 58/99 2.65G 0.03336 0.02675 0.0006841 96 640: 11%|█ | 6/56 [00:42<05:51, 7.02s/it] 58/99 2.65G 0.03334 0.02694 0.001038 127 640: 11%|█ | 6/56 [00:42<05:51, 7.02s/it] 58/99 2.65G 0.03334 0.02694 0.001038 127 640: 12%|█▎ | 7/56 [00:42<03:53, 4.76s/it] 58/99 2.65G 0.03315 0.0266 0.00113 115 640: 12%|█▎ | 7/56 [00:42<03:53, 4.76s/it] 58/99 2.65G 0.03315 0.0266 0.00113 115 640: 14%|█▍ | 8/56 [00:42<02:37, 3.28s/it] 58/99 2.65G 0.03315 0.0262 0.001032 102 640: 14%|█▍ | 8/56 [00:42<02:37, 3.28s/it] 58/99 2.65G 0.03315 0.0262 0.001032 102 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 58/99 2.65G 0.03297 0.02618 0.0009487 129 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 58/99 2.65G 0.03297 0.02618 0.0009487 129 640: 18%|█▊ | 10/56 [00:42<01:14, 1.63s/it] 58/99 2.65G 0.03276 0.02599 0.0008792 131 640: 18%|█▊ | 10/56 [00:42<01:14, 1.63s/it] 58/99 2.65G 0.03276 0.02599 0.0008792 131 640: 20%|█▉ | 11/56 [00:42<00:52, 1.17s/it] 58/99 2.65G 0.03276 0.02635 0.0008395 172 640: 20%|█▉ | 11/56 [01:15<00:52, 1.17s/it] 58/99 2.65G 0.03276 0.02635 0.0008395 172 640: 21%|██▏ | 12/56 [01:15<07:55, 10.80s/it] 58/99 2.65G 0.03283 0.02672 0.0007903 128 640: 21%|██▏ | 12/56 [01:15<07:55, 10.80s/it] 58/99 2.65G 0.03283 0.02672 0.0007903 128 640: 23%|██▎ | 13/56 [01:15<05:25, 7.57s/it] 58/99 2.65G 0.03309 0.02721 0.0007819 152 640: 23%|██▎ | 13/56 [01:15<05:25, 7.57s/it] 58/99 2.65G 0.03309 0.02721 0.0007819 152 640: 25%|██▌ | 14/56 [01:15<03:43, 5.32s/it] 58/99 2.65G 0.03298 0.02709 0.0007501 126 640: 25%|██▌ | 14/56 [01:15<03:43, 5.32s/it] 58/99 2.65G 0.03298 0.02709 0.0007501 126 640: 27%|██▋ | 15/56 [01:15<02:33, 3.75s/it] 58/99 2.65G 0.03282 0.02703 0.0007388 128 640: 27%|██▋ | 15/56 [01:16<02:33, 3.75s/it] 58/99 2.65G 0.03282 0.02703 0.0007388 128 640: 29%|██▊ | 16/56 [01:16<01:46, 2.66s/it] 58/99 2.65G 0.0326 0.02709 0.0007886 136 640: 29%|██▊ | 16/56 [01:16<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.74it/s]
all 98 501 0.549 0.48 0.515 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 59/99 2.65G 0.03324 0.02446 0.0002836 131 640: 0%| | 0/56 [00:00<?, ?it/s] 59/99 2.65G 0.03324 0.02446 0.0002836 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 59/99 2.65G 0.03382 0.02755 0.0002933 167 640: 2%|▏ | 1/56 [00:12<00:06, 8.12it/s] 59/99 2.65G 0.03382 0.02755 0.0002933 167 640: 4%|▎ | 2/56 [00:12<06:28, 7.20s/it] 59/99 2.65G 0.03365 0.02786 0.0003505 125 640: 4%|▎ | 2/56 [00:12<06:28, 7.20s/it] 59/99 2.65G 0.03365 0.02786 0.0003505 125 640: 5%|▌ | 3/56 [00:12<03:30, 3.97s/it] 59/99 2.65G 0.03337 0.02761 0.0004169 148 640: 5%|▌ | 3/56 [00:37<03:30, 3.97s/it] 59/99 2.65G 0.03337 0.02761 0.0004169 148 640: 7%|▋ | 4/56 [00:37<10:49, 12.49s/it] 59/99 2.65G 0.03309 0.02803 0.000402 161 640: 7%|▋ | 4/56 [00:38<10:49, 12.49s/it] 59/99 2.65G 0.03309 0.02803 0.000402 161 640: 9%|▉ | 5/56 [00:38<06:49, 8.03s/it] 59/99 2.65G 0.03296 0.02771 0.0005031 139 640: 9%|▉ | 5/56 [00:38<06:49, 8.03s/it] 59/99 2.65G 0.03296 0.02771 0.0005031 139 640: 11%|█ | 6/56 [00:38<04:27, 5.35s/it] 59/99 2.65G 0.03344 0.02763 0.000492 130 640: 11%|█ | 6/56 [00:38<04:27, 5.35s/it] 59/99 2.65G 0.03344 0.02763 0.000492 130 640: 12%|█▎ | 7/56 [00:38<02:58, 3.64s/it] 59/99 2.65G 0.03372 0.0284 0.0005013 208 640: 12%|█▎ | 7/56 [00:38<02:58, 3.64s/it] 59/99 2.65G 0.03372 0.0284 0.0005013 208 640: 14%|█▍ | 8/56 [00:38<02:00, 2.52s/it] 59/99 2.65G 0.03338 0.02838 0.000484 165 640: 14%|█▍ | 8/56 [00:38<02:00, 2.52s/it] 59/99 2.65G 0.03338 0.02838 0.000484 165 640: 16%|█▌ | 9/56 [00:38<01:23, 1.77s/it] 59/99 2.65G 0.03347 0.02876 0.0004675 177 640: 16%|█▌ | 9/56 [00:46<01:23, 1.77s/it] 59/99 2.65G 0.03347 0.02876 0.0004675 177 640: 18%|█▊ | 10/56 [00:46<02:42, 3.53s/it] 59/99 2.65G 0.03341 0.02854 0.0004461 136 640: 18%|█▊ | 10/56 [00:46<02:42, 3.53s/it] 59/99 2.65G 0.03341 0.02854 0.0004461 136 640: 20%|█▉ | 11/56 [00:46<01:51, 2.49s/it] 59/99 2.65G 0.0331 0.02783 0.0004385 104 640: 20%|█▉ | 11/56 [01:11<01:51, 2.49s/it] 59/99 2.65G 0.0331 0.02783 0.0004385 104 640: 21%|██▏ | 12/56 [01:11<06:54, 9.43s/it] 59/99 2.65G 0.03322 0.02796 0.0004913 166 640: 21%|██▏ | 12/56 [01:11<06:54, 9.43s/it] 59/99 2.65G 0.03322 0.02796 0.0004913 166 640: 23%|██▎ | 13/56 [01:11<04:44, 6.61s/it] 59/99 2.65G 0.03324 0.02802 0.0004844 159 640: 23%|██▎ | 13/56 [01:11<04:44, 6.61s/it] 59/99 2.65G 0.03324 0.02802 0.0004844 159 640: 25%|██▌ | 14/56 [01:11<03:15, 4.66s/it] 59/99 2.65G 0.03308 0.02785 0.0004728 141 640: 25%|██▌ | 14/56 [01:11<03:15, 4.66s/it] 59/99 2.65G 0.03308 0.02785 0.0004728 141 640: 27%|██▋ | 15/56 [01:11<02:14, 3.29s/it] 59/99 2.65G 0.03321 0.02789 0.0004725 143 640: 27%|██▋ | 15/56 [01:11<02:14, 3.29s/it] 59/99 2.65G 0.03321 0.02789 0.0004725 143 640: 29%|██▊ | 16/56 [01:11<01:33, 2.33s/it] 59/99 2.65G 0.03338 0.02793 0.0004644 156 640: 29%|██▊ | 16/56 [01:12<01:33, 2.33s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.532 0.515 0.525 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 60/99 2.65G 0.03132 0.02768 0.000237 131 640: 0%| | 0/56 [00:00<?, ?it/s] 60/99 2.65G 0.03132 0.02768 0.000237 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 60/99 2.65G 0.03109 0.02613 0.0002964 118 640: 2%|▏ | 1/56 [00:10<00:06, 8.19it/s] 60/99 2.65G 0.03109 0.02613 0.0002964 118 640: 4%|▎ | 2/56 [00:10<05:39, 6.29s/it] 60/99 2.65G 0.03182 0.02756 0.0002843 167 640: 4%|▎ | 2/56 [00:10<05:39, 6.29s/it] 60/99 2.65G 0.03182 0.02756 0.0002843 167 640: 5%|▌ | 3/56 [00:10<03:03, 3.47s/it] 60/99 2.65G 0.03247 0.02768 0.000327 139 640: 5%|▌ | 3/56 [00:44<03:03, 3.47s/it] 60/99 2.65G 0.03247 0.02768 0.000327 139 640: 7%|▋ | 4/56 [00:44<13:20, 15.39s/it] 60/99 2.65G 0.03266 0.02852 0.000365 164 640: 7%|▋ | 4/56 [00:44<13:20, 15.39s/it] 60/99 2.65G 0.03266 0.02852 0.000365 164 640: 9%|▉ | 5/56 [00:44<08:24, 9.89s/it] 60/99 2.65G 0.03244 0.02804 0.000404 136 640: 9%|▉ | 5/56 [00:44<08:24, 9.89s/it] 60/99 2.65G 0.03244 0.02804 0.000404 136 640: 11%|█ | 6/56 [00:44<05:28, 6.58s/it] 60/99 2.65G 0.03251 0.02924 0.0003993 212 640: 11%|█ | 6/56 [00:44<05:28, 6.58s/it] 60/99 2.65G 0.03251 0.02924 0.0003993 212 640: 12%|█▎ | 7/56 [00:44<03:38, 4.46s/it] 60/99 2.65G 0.03296 0.02958 0.0003796 200 640: 12%|█▎ | 7/56 [00:45<03:38, 4.46s/it] 60/99 2.65G 0.03296 0.02958 0.0003796 200 640: 14%|█▍ | 8/56 [00:45<02:27, 3.08s/it] 60/99 2.65G 0.03258 0.02887 0.0005533 121 640: 14%|█▍ | 8/56 [00:45<02:27, 3.08s/it] 60/99 2.65G 0.03258 0.02887 0.0005533 121 640: 16%|█▌ | 9/56 [00:45<01:41, 2.15s/it] 60/99 2.65G 0.03271 0.02894 0.0005573 167 640: 16%|█▌ | 9/56 [00:49<01:41, 2.15s/it] 60/99 2.65G 0.03271 0.02894 0.0005573 167 640: 18%|█▊ | 10/56 [00:49<02:04, 2.71s/it] 60/99 2.65G 0.03299 0.02903 0.0005294 140 640: 18%|█▊ | 10/56 [00:49<02:04, 2.71s/it] 60/99 2.65G 0.03299 0.02903 0.0005294 140 640: 20%|█▉ | 11/56 [00:49<01:26, 1.92s/it] 60/99 2.65G 0.0332 0.0291 0.0005796 169 640: 20%|█▉ | 11/56 [01:17<01:26, 1.92s/it] 60/99 2.65G 0.0332 0.0291 0.0005796 169 640: 21%|██▏ | 12/56 [01:17<07:22, 10.06s/it] 60/99 2.65G 0.0332 0.029 0.0005625 144 640: 21%|██▏ | 12/56 [01:18<07:22, 10.06s/it] 60/99 2.65G 0.0332 0.029 0.0005625 144 640: 23%|██▎ | 13/56 [01:18<05:02, 7.05s/it] 60/99 2.65G 0.03315 0.02899 0.000604 153 640: 23%|██▎ | 13/56 [01:18<05:02, 7.05s/it] 60/99 2.65G 0.03315 0.02899 0.000604 153 640: 25%|██▌ | 14/56 [01:18<03:28, 4.96s/it] 60/99 2.65G 0.03328 0.02871 0.0005969 110 640: 25%|██▌ | 14/56 [01:18<03:28, 4.96s/it] 60/99 2.65G 0.03328 0.02871 0.0005969 110 640: 27%|██▋ | 15/56 [01:18<02:23, 3.50s/it] 60/99 2.65G 0.03314 0.02847 0.000578 128 640: 27%|██▋ | 15/56 [01:18<02:23, 3.50s/it] 60/99 2.65G 0.03314 0.02847 0.000578 128 640: 29%|██▊ | 16/56 [01:18<01:39, 2.48s/it] 60/99 2.65G 0.03324 0.02843 0.0005901 120 640: 29%|██▊ | 16/56 [01:18<01:39, 2.48s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.55 0.543 0.533 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 61/99 2.65G 0.03097 0.03191 0.0007265 148 640: 0%| | 0/56 [00:00<?, ?it/s] 61/99 2.65G 0.03097 0.03191 0.0007265 148 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 61/99 2.65G 0.03111 0.03162 0.0005414 156 640: 2%|▏ | 1/56 [00:02<00:06, 8.30it/s] 61/99 2.65G 0.03111 0.03162 0.0005414 156 640: 4%|▎ | 2/56 [00:02<01:25, 1.59s/it] 61/99 2.65G 0.03251 0.03059 0.000447 163 640: 4%|▎ | 2/56 [00:02<01:25, 1.59s/it] 61/99 2.65G 0.03251 0.03059 0.000447 163 640: 5%|▌ | 3/56 [00:02<00:48, 1.09it/s] 61/99 2.65G 0.03221 0.02987 0.0003948 144 640: 5%|▌ | 3/56 [00:44<00:48, 1.09it/s] 61/99 2.65G 0.03221 0.02987 0.0003948 144 640: 7%|▋ | 4/56 [00:44<14:41, 16.94s/it] 61/99 2.65G 0.03208 0.02892 0.0004336 147 640: 7%|▋ | 4/56 [00:44<14:41, 16.94s/it] 61/99 2.65G 0.03208 0.02892 0.0004336 147 640: 9%|▉ | 5/56 [00:44<09:14, 10.88s/it] 61/99 2.65G 0.03236 0.02954 0.0004029 131 640: 9%|▉ | 5/56 [00:44<09:14, 10.88s/it] 61/99 2.65G 0.03236 0.02954 0.0004029 131 640: 11%|█ | 6/56 [00:44<06:01, 7.23s/it] 61/99 2.65G 0.03281 0.02912 0.0004015 140 640: 11%|█ | 6/56 [00:44<06:01, 7.23s/it] 61/99 2.65G 0.03281 0.02912 0.0004015 140 640: 12%|█▎ | 7/56 [00:44<04:00, 4.90s/it] 61/99 2.65G 0.03269 0.02879 0.0005898 137 640: 12%|█▎ | 7/56 [00:44<04:00, 4.90s/it] 61/99 2.65G 0.03269 0.02879 0.0005898 137 640: 14%|█▍ | 8/56 [00:44<02:42, 3.38s/it] 61/99 2.65G 0.03249 0.02875 0.0005599 127 640: 14%|█▍ | 8/56 [00:44<02:42, 3.38s/it] 61/99 2.65G 0.03249 0.02875 0.0005599 127 640: 16%|█▌ | 9/56 [00:44<01:50, 2.36s/it] 61/99 2.65G 0.0327 0.02973 0.0005451 192 640: 16%|█▌ | 9/56 [00:45<01:50, 2.36s/it] 61/99 2.65G 0.0327 0.02973 0.0005451 192 640: 18%|█▊ | 10/56 [00:45<01:16, 1.67s/it] 61/99 2.65G 0.03285 0.02915 0.0005297 120 640: 18%|█▊ | 10/56 [00:45<01:16, 1.67s/it] 61/99 2.65G 0.03285 0.02915 0.0005297 120 640: 20%|█▉ | 11/56 [00:45<00:53, 1.19s/it] 61/99 2.65G 0.03286 0.02955 0.0005286 191 640: 20%|█▉ | 11/56 [01:17<00:53, 1.19s/it] 61/99 2.65G 0.03286 0.02955 0.0005286 191 640: 21%|██▏ | 12/56 [01:17<07:52, 10.73s/it] 61/99 2.65G 0.03323 0.02996 0.0005364 169 640: 21%|██▏ | 12/56 [01:17<07:52, 10.73s/it] 61/99 2.65G 0.03323 0.02996 0.0005364 169 640: 23%|██▎ | 13/56 [01:17<05:23, 7.52s/it] 61/99 2.65G 0.03329 0.02991 0.0005517 143 640: 23%|██▎ | 13/56 [01:18<05:23, 7.52s/it] 61/99 2.65G 0.03329 0.02991 0.0005517 143 640: 25%|██▌ | 14/56 [01:18<03:42, 5.29s/it] 61/99 2.65G 0.03319 0.03012 0.0005414 178 640: 25%|██▌ | 14/56 [01:18<03:42, 5.29s/it] 61/99 2.65G 0.03319 0.03012 0.0005414 178 640: 27%|██▋ | 15/56 [01:18<02:32, 3.73s/it] 61/99 2.65G 0.03315 0.02994 0.0005462 174 640: 27%|██▋ | 15/56 [01:18<02:32, 3.73s/it] 61/99 2.65G 0.03315 0.02994 0.0005462 174 640: 29%|██▊ | 16/56 [01:18<01:45, 2.64s/it] 61/99 2.65G 0.03313 0.02988 0.0005679 141 640: 29%|██▊ | 16/56 [01:18<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.569 0.543 0.539 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 62/99 2.65G 0.03531 0.03326 0.002523 181 640: 0%| | 0/56 [00:00<?, ?it/s] 62/99 2.65G 0.03531 0.03326 0.002523 181 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 62/99 2.65G 0.03375 0.03058 0.001777 170 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 62/99 2.65G 0.03375 0.03058 0.001777 170 640: 4%|▎ | 2/56 [00:00<00:07, 7.69it/s] 62/99 2.65G 0.03357 0.03074 0.001237 156 640: 4%|▎ | 2/56 [00:00<00:07, 7.69it/s] 62/99 2.65G 0.03357 0.03074 0.001237 156 640: 5%|▌ | 3/56 [00:00<00:06, 8.17it/s] 62/99 2.65G 0.0325 0.02848 0.0009909 96 640: 5%|▌ | 3/56 [00:42<00:06, 8.17it/s] 62/99 2.65G 0.0325 0.02848 0.0009909 96 640: 7%|▋ | 4/56 [00:42<14:37, 16.87s/it] 62/99 2.65G 0.03288 0.02881 0.0008945 168 640: 7%|▋ | 4/56 [00:43<14:37, 16.87s/it] 62/99 2.65G 0.03288 0.02881 0.0008945 168 640: 9%|▉ | 5/56 [00:43<09:12, 10.84s/it] 62/99 2.65G 0.03258 0.02886 0.0008716 190 640: 9%|▉ | 5/56 [00:43<09:12, 10.84s/it] 62/99 2.65G 0.03258 0.02886 0.0008716 190 640: 11%|█ | 6/56 [00:43<05:59, 7.20s/it] 62/99 2.65G 0.03248 0.0283 0.0008528 118 640: 11%|█ | 6/56 [00:43<05:59, 7.20s/it] 62/99 2.65G 0.03248 0.0283 0.0008528 118 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 62/99 2.65G 0.03241 0.028 0.0008012 138 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 62/99 2.65G 0.03241 0.028 0.0008012 138 640: 14%|█▍ | 8/56 [00:43<02:41, 3.36s/it] 62/99 2.65G 0.03242 0.028 0.0008043 134 640: 14%|█▍ | 8/56 [00:43<02:41, 3.36s/it] 62/99 2.65G 0.03242 0.028 0.0008043 134 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 62/99 2.65G 0.03233 0.02817 0.0007791 125 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 62/99 2.65G 0.03233 0.02817 0.0007791 125 640: 18%|█▊ | 10/56 [00:43<01:16, 1.66s/it] 62/99 2.65G 0.03243 0.0282 0.0008341 160 640: 18%|█▊ | 10/56 [00:43<01:16, 1.66s/it] 62/99 2.65G 0.03243 0.0282 0.0008341 160 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 62/99 2.65G 0.03241 0.02807 0.0007843 140 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 62/99 2.65G 0.03241 0.02807 0.0007843 140 640: 21%|██▏ | 12/56 [01:16<07:57, 10.85s/it] 62/99 2.65G 0.0326 0.02753 0.0007372 78 640: 21%|██▏ | 12/56 [01:16<07:57, 10.85s/it] 62/99 2.65G 0.0326 0.02753 0.0007372 78 640: 23%|██▎ | 13/56 [01:16<05:26, 7.60s/it] 62/99 2.65G 0.03258 0.02728 0.0007235 106 640: 23%|██▎ | 13/56 [01:16<05:26, 7.60s/it] 62/99 2.65G 0.03258 0.02728 0.0007235 106 640: 25%|██▌ | 14/56 [01:16<03:44, 5.35s/it] 62/99 2.65G 0.03251 0.02719 0.0007697 149 640: 25%|██▌ | 14/56 [01:17<03:44, 5.35s/it] 62/99 2.65G 0.03251 0.02719 0.0007697 149 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 62/99 2.65G 0.03269 0.02748 0.0007476 147 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 62/99 2.65G 0.03269 0.02748 0.0007476 147 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it] 62/99 2.65G 0.03268 0.02753 0.0007256 146 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.35it/s]
all 98 501 0.628 0.505 0.528 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 63/99 2.65G 0.03109 0.03236 0.0003467 168 640: 0%| | 0/56 [00:00<?, ?it/s] 63/99 2.65G 0.03109 0.03236 0.0003467 168 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 63/99 2.65G 0.03315 0.02824 0.0004152 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 63/99 2.65G 0.03315 0.02824 0.0004152 130 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 63/99 2.65G 0.03307 0.0279 0.0004215 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 63/99 2.65G 0.03307 0.0279 0.0004215 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 63/99 2.65G 0.03278 0.02873 0.0004401 149 640: 5%|▌ | 3/56 [00:42<00:06, 7.80it/s] 63/99 2.65G 0.03278 0.02873 0.0004401 149 640: 7%|▋ | 4/56 [00:42<14:30, 16.75s/it] 63/99 2.65G 0.03254 0.02792 0.0003851 102 640: 7%|▋ | 4/56 [00:42<14:30, 16.75s/it] 63/99 2.65G 0.03254 0.02792 0.0003851 102 640: 9%|▉ | 5/56 [00:42<09:08, 10.75s/it] 63/99 2.65G 0.03263 0.02709 0.0003682 116 640: 9%|▉ | 5/56 [00:42<09:08, 10.75s/it] 63/99 2.65G 0.03263 0.02709 0.0003682 116 640: 11%|█ | 6/56 [00:42<05:57, 7.14s/it] 63/99 2.65G 0.03276 0.02696 0.0003525 145 640: 11%|█ | 6/56 [00:42<05:57, 7.14s/it] 63/99 2.65G 0.03276 0.02696 0.0003525 145 640: 12%|█▎ | 7/56 [00:42<03:57, 4.84s/it] 63/99 2.65G 0.03251 0.02668 0.0003678 126 640: 12%|█▎ | 7/56 [00:43<03:57, 4.84s/it] 63/99 2.65G 0.03251 0.02668 0.0003678 126 640: 14%|█▍ | 8/56 [00:43<02:40, 3.34s/it] 63/99 2.65G 0.03272 0.02664 0.0003582 135 640: 14%|█▍ | 8/56 [00:43<02:40, 3.34s/it] 63/99 2.65G 0.03272 0.02664 0.0003582 135 640: 16%|█▌ | 9/56 [00:43<01:49, 2.33s/it] 63/99 2.65G 0.03247 0.02665 0.0003982 131 640: 16%|█▌ | 9/56 [00:43<01:49, 2.33s/it] 63/99 2.65G 0.03247 0.02665 0.0003982 131 640: 18%|█▊ | 10/56 [00:43<01:15, 1.65s/it] 63/99 2.65G 0.0327 0.02639 0.0004232 138 640: 18%|█▊ | 10/56 [00:43<01:15, 1.65s/it] 63/99 2.65G 0.0327 0.02639 0.0004232 138 640: 20%|█▉ | 11/56 [00:43<00:53, 1.18s/it] 63/99 2.65G 0.03242 0.02595 0.0004115 108 640: 20%|█▉ | 11/56 [01:15<00:53, 1.18s/it] 63/99 2.65G 0.03242 0.02595 0.0004115 108 640: 21%|██▏ | 12/56 [01:15<07:50, 10.69s/it] 63/99 2.65G 0.03277 0.02565 0.0004674 143 640: 21%|██▏ | 12/56 [01:16<07:50, 10.69s/it] 63/99 2.65G 0.03277 0.02565 0.0004674 143 640: 23%|██▎ | 13/56 [01:16<05:21, 7.49s/it] 63/99 2.65G 0.03266 0.02553 0.0005868 126 640: 23%|██▎ | 13/56 [01:16<05:21, 7.49s/it] 63/99 2.65G 0.03266 0.02553 0.0005868 126 640: 25%|██▌ | 14/56 [01:16<03:42, 5.29s/it] 63/99 2.65G 0.03286 0.02573 0.0005783 134 640: 25%|██▌ | 14/56 [01:16<03:42, 5.29s/it] 63/99 2.65G 0.03286 0.02573 0.0005783 134 640: 27%|██▋ | 15/56 [01:16<02:32, 3.73s/it] 63/99 2.65G 0.03275 0.02564 0.0005584 108 640: 27%|██▋ | 15/56 [01:16<02:32, 3.73s/it] 63/99 2.65G 0.03275 0.02564 0.0005584 108 640: 29%|██▊ | 16/56 [01:16<01:45, 2.64s/it] 63/99 2.65G 0.03268 0.0258 0.0005472 163 640: 29%|██▊ | 16/56 [01:16<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.38it/s]
all 98 501 0.6 0.523 0.537 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 64/99 2.65G 0.03455 0.0266 0.001227 129 640: 0%| | 0/56 [00:00<?, ?it/s] 64/99 2.65G 0.03455 0.0266 0.001227 129 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 64/99 2.65G 0.03425 0.02958 0.000791 170 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 64/99 2.65G 0.03425 0.02958 0.000791 170 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 64/99 2.65G 0.03372 0.02772 0.0007967 146 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 64/99 2.65G 0.03372 0.02772 0.0007967 146 640: 5%|▌ | 3/56 [00:00<00:06, 7.58it/s] 64/99 2.65G 0.03287 0.02735 0.0006855 139 640: 5%|▌ | 3/56 [00:33<00:06, 7.58it/s] 64/99 2.65G 0.03287 0.02735 0.0006855 139 640: 7%|▋ | 4/56 [00:33<11:21, 13.11s/it] 64/99 2.65G 0.03242 0.02749 0.0007285 138 640: 7%|▋ | 4/56 [00:33<11:21, 13.11s/it] 64/99 2.65G 0.03242 0.02749 0.0007285 138 640: 9%|▉ | 5/56 [00:33<07:09, 8.43s/it] 64/99 2.65G 0.03222 0.02731 0.0006758 116 640: 9%|▉ | 5/56 [00:33<07:09, 8.43s/it] 64/99 2.65G 0.03222 0.02731 0.0006758 116 640: 11%|█ | 6/56 [00:33<04:40, 5.61s/it] 64/99 2.65G 0.03269 0.02722 0.0006038 113 640: 11%|█ | 6/56 [00:33<04:40, 5.61s/it] 64/99 2.65G 0.03269 0.02722 0.0006038 113 640: 12%|█▎ | 7/56 [00:33<03:07, 3.83s/it] 64/99 2.65G 0.0327 0.02778 0.0006008 138 640: 12%|█▎ | 7/56 [00:33<03:07, 3.83s/it] 64/99 2.65G 0.0327 0.02778 0.0006008 138 640: 14%|█▍ | 8/56 [00:33<02:07, 2.65s/it] 64/99 2.65G 0.03288 0.02789 0.0005794 140 640: 14%|█▍ | 8/56 [00:34<02:07, 2.65s/it] 64/99 2.65G 0.03288 0.02789 0.0005794 140 640: 16%|█▌ | 9/56 [00:34<01:27, 1.86s/it] 64/99 2.65G 0.03297 0.02759 0.0005998 120 640: 16%|█▌ | 9/56 [00:37<01:27, 1.86s/it] 64/99 2.65G 0.03297 0.02759 0.0005998 120 640: 18%|█▊ | 10/56 [00:37<01:45, 2.29s/it] 64/99 2.65G 0.03298 0.02755 0.0005832 161 640: 18%|█▊ | 10/56 [00:37<01:45, 2.29s/it] 64/99 2.65G 0.03298 0.02755 0.0005832 161 640: 20%|█▉ | 11/56 [00:37<01:13, 1.63s/it] 64/99 2.65G 0.03301 0.02773 0.000587 183 640: 20%|█▉ | 11/56 [01:07<01:13, 1.63s/it] 64/99 2.65G 0.03301 0.02773 0.000587 183 640: 21%|██▏ | 12/56 [01:07<07:28, 10.18s/it] 64/99 2.65G 0.0329 0.02736 0.0005751 116 640: 21%|██▏ | 12/56 [01:07<07:28, 10.18s/it] 64/99 2.65G 0.0329 0.02736 0.0005751 116 640: 23%|██▎ | 13/56 [01:07<05:06, 7.14s/it] 64/99 2.65G 0.03283 0.02705 0.000549 111 640: 23%|██▎ | 13/56 [01:07<05:06, 7.14s/it] 64/99 2.65G 0.03283 0.02705 0.000549 111 640: 25%|██▌ | 14/56 [01:07<03:30, 5.02s/it] 64/99 2.65G 0.03271 0.02709 0.0005437 146 640: 25%|██▌ | 14/56 [01:07<03:30, 5.02s/it] 64/99 2.65G 0.03271 0.02709 0.0005437 146 640: 27%|██▋ | 15/56 [01:07<02:25, 3.54s/it] 64/99 2.65G 0.03279 0.02747 0.0005352 190 640: 27%|██▋ | 15/56 [01:07<02:25, 3.54s/it] 64/99 2.65G 0.03279 0.02747 0.0005352 190 640: 29%|██▊ | 16/56 [01:07<01:40, 2.51s/it] 64/99 2.65G 0.0327 0.02778 0.0005211 180 640: 29%|██▊ | 16/56 [01:07<01:40, 2.51s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.555 0.516 0.533 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 65/99 2.65G 0.0303 0.03163 0.0002772 163 640: 0%| | 0/56 [00:00<?, ?it/s] 65/99 2.65G 0.0303 0.03163 0.0002772 163 640: 2%|▏ | 1/56 [00:00<00:06, 7.95it/s] 65/99 2.65G 0.03021 0.02817 0.0006725 121 640: 2%|▏ | 1/56 [00:03<00:06, 7.95it/s] 65/99 2.65G 0.03021 0.02817 0.0006725 121 640: 4%|▎ | 2/56 [00:03<01:59, 2.22s/it] 65/99 2.65G 0.03123 0.02789 0.00118 146 640: 4%|▎ | 2/56 [00:03<01:59, 2.22s/it] 65/99 2.65G 0.03123 0.02789 0.00118 146 640: 5%|▌ | 3/56 [00:03<01:08, 1.29s/it] 65/99 2.65G 0.03211 0.027 0.0009821 133 640: 5%|▌ | 3/56 [00:33<01:08, 1.29s/it] 65/99 2.65G 0.03211 0.027 0.0009821 133 640: 7%|▋ | 4/56 [00:33<10:44, 12.39s/it] 65/99 2.65G 0.03186 0.02815 0.0008573 208 640: 7%|▋ | 4/56 [00:33<10:44, 12.39s/it] 65/99 2.65G 0.03186 0.02815 0.0008573 208 640: 9%|▉ | 5/56 [00:33<06:46, 7.97s/it] 65/99 2.65G 0.03146 0.02713 0.0007674 110 640: 9%|▉ | 5/56 [00:33<06:46, 7.97s/it] 65/99 2.65G 0.03146 0.02713 0.0007674 110 640: 11%|█ | 6/56 [00:33<04:25, 5.31s/it] 65/99 2.65G 0.03145 0.02787 0.0007107 146 640: 11%|█ | 6/56 [00:33<04:25, 5.31s/it] 65/99 2.65G 0.03145 0.02787 0.0007107 146 640: 12%|█▎ | 7/56 [00:33<02:56, 3.61s/it] 65/99 2.65G 0.03153 0.02737 0.0006609 118 640: 12%|█▎ | 7/56 [00:33<02:56, 3.61s/it] 65/99 2.65G 0.03153 0.02737 0.0006609 118 640: 14%|█▍ | 8/56 [00:33<01:59, 2.50s/it] 65/99 2.65G 0.03145 0.02745 0.000624 134 640: 14%|█▍ | 8/56 [00:34<01:59, 2.50s/it] 65/99 2.65G 0.03145 0.02745 0.000624 134 640: 16%|█▌ | 9/56 [00:34<01:22, 1.75s/it] 65/99 2.65G 0.03101 0.02679 0.000584 98 640: 16%|█▌ | 9/56 [00:37<01:22, 1.75s/it] 65/99 2.65G 0.03101 0.02679 0.000584 98 640: 18%|█▊ | 10/56 [00:37<01:50, 2.40s/it] 65/99 2.65G 0.03095 0.02697 0.0006162 160 640: 18%|█▊ | 10/56 [00:37<01:50, 2.40s/it] 65/99 2.65G 0.03095 0.02697 0.0006162 160 640: 20%|█▉ | 11/56 [00:37<01:16, 1.71s/it] 65/99 2.65G 0.03114 0.02709 0.0005826 137 640: 20%|█▉ | 11/56 [01:06<01:16, 1.71s/it] 65/99 2.65G 0.03114 0.02709 0.0005826 137 640: 21%|██▏ | 12/56 [01:06<07:20, 10.01s/it] 65/99 2.65G 0.03131 0.02687 0.0006153 129 640: 21%|██▏ | 12/56 [01:07<07:20, 10.01s/it] 65/99 2.65G 0.03131 0.02687 0.0006153 129 640: 23%|██▎ | 13/56 [01:07<05:01, 7.02s/it] 65/99 2.65G 0.0313 0.02691 0.0005852 124 640: 23%|██▎ | 13/56 [01:07<05:01, 7.02s/it] 65/99 2.65G 0.0313 0.02691 0.0005852 124 640: 25%|██▌ | 14/56 [01:07<03:27, 4.94s/it] 65/99 2.65G 0.03141 0.02686 0.0005621 131 640: 25%|██▌ | 14/56 [01:07<03:27, 4.94s/it] 65/99 2.65G 0.03141 0.02686 0.0005621 131 640: 27%|██▋ | 15/56 [01:07<02:22, 3.49s/it] 65/99 2.65G 0.03136 0.02672 0.0005521 134 640: 27%|██▋ | 15/56 [01:07<02:22, 3.49s/it] 65/99 2.65G 0.03136 0.02672 0.0005521 134 640: 29%|██▊ | 16/56 [01:07<01:38, 2.47s/it] 65/99 2.65G 0.03142 0.02668 0.000587 118 640: 29%|██▊ | 16/56 [01:07<01:38, 2.47s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
all 98 501 0.557 0.506 0.527 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 66/99 2.65G 0.02989 0.02149 0.0001857 107 640: 0%| | 0/56 [00:00<?, ?it/s] 66/99 2.65G 0.02989 0.02149 0.0001857 107 640: 2%|▏ | 1/56 [00:00<00:09, 5.54it/s] 66/99 2.65G 0.02972 0.0228 0.0004076 123 640: 2%|▏ | 1/56 [00:03<00:09, 5.54it/s] 66/99 2.65G 0.02972 0.0228 0.0004076 123 640: 4%|▎ | 2/56 [00:03<01:47, 1.99s/it] 66/99 2.65G 0.03101 0.02496 0.0004085 149 640: 4%|▎ | 2/56 [00:03<01:47, 1.99s/it] 66/99 2.65G 0.03101 0.02496 0.0004085 149 640: 5%|▌ | 3/56 [00:03<01:00, 1.14s/it] 66/99 2.65G 0.03114 0.02558 0.0003811 155 640: 5%|▌ | 3/56 [00:32<01:00, 1.14s/it] 66/99 2.65G 0.03114 0.02558 0.0003811 155 640: 7%|▋ | 4/56 [00:32<10:35, 12.21s/it] 66/99 2.65G 0.03119 0.02568 0.0003551 137 640: 7%|▋ | 4/56 [00:32<10:35, 12.21s/it] 66/99 2.65G 0.03119 0.02568 0.0003551 137 640: 9%|▉ | 5/56 [00:32<06:40, 7.86s/it] 66/99 2.65G 0.0313 0.02631 0.0003313 146 640: 9%|▉ | 5/56 [00:33<06:40, 7.86s/it] 66/99 2.65G 0.0313 0.02631 0.0003313 146 640: 11%|█ | 6/56 [00:33<04:21, 5.23s/it] 66/99 2.65G 0.03181 0.02747 0.0003285 167 640: 11%|█ | 6/56 [00:33<04:21, 5.23s/it] 66/99 2.65G 0.03181 0.02747 0.0003285 167 640: 12%|█▎ | 7/56 [00:33<02:54, 3.56s/it] 66/99 2.65G 0.03189 0.02711 0.0003164 104 640: 12%|█▎ | 7/56 [00:33<02:54, 3.56s/it] 66/99 2.65G 0.03189 0.02711 0.0003164 104 640: 14%|█▍ | 8/56 [00:33<01:58, 2.46s/it] 66/99 2.65G 0.03229 0.0272 0.0003768 152 640: 14%|█▍ | 8/56 [00:33<01:58, 2.46s/it] 66/99 2.65G 0.03229 0.0272 0.0003768 152 640: 16%|█▌ | 9/56 [00:33<01:21, 1.73s/it] 66/99 2.65G 0.03193 0.02693 0.0003866 150 640: 16%|█▌ | 9/56 [00:44<01:21, 1.73s/it] 66/99 2.65G 0.03193 0.02693 0.0003866 150 640: 18%|█▊ | 10/56 [00:44<03:28, 4.53s/it] 66/99 2.65G 0.0319 0.02668 0.0003749 116 640: 18%|█▊ | 10/56 [00:44<03:28, 4.53s/it] 66/99 2.65G 0.0319 0.02668 0.0003749 116 640: 20%|█▉ | 11/56 [00:44<02:23, 3.18s/it] 66/99 2.65G 0.03207 0.02682 0.0003633 176 640: 20%|█▉ | 11/56 [01:06<02:23, 3.18s/it] 66/99 2.65G 0.03207 0.02682 0.0003633 176 640: 21%|██▏ | 12/56 [01:06<06:33, 8.95s/it] 66/99 2.65G 0.0321 0.02719 0.000359 156 640: 21%|██▏ | 12/56 [01:06<06:33, 8.95s/it] 66/99 2.65G 0.0321 0.02719 0.000359 156 640: 23%|██▎ | 13/56 [01:06<04:29, 6.28s/it] 66/99 2.65G 0.03193 0.0271 0.0003749 156 640: 23%|██▎ | 13/56 [01:06<04:29, 6.28s/it] 66/99 2.65G 0.03193 0.0271 0.0003749 156 640: 25%|██▌ | 14/56 [01:06<03:05, 4.42s/it] 66/99 2.65G 0.03196 0.02738 0.0003638 144 640: 25%|██▌ | 14/56 [01:06<03:05, 4.42s/it] 66/99 2.65G 0.03196 0.02738 0.0003638 144 640: 27%|██▋ | 15/56 [01:06<02:08, 3.12s/it] 66/99 2.65G 0.03215 0.02731 0.0003551 110 640: 27%|██▋ | 15/56 [01:06<02:08, 3.12s/it] 66/99 2.65G 0.03215 0.02731 0.0003551 110 640: 29%|██▊ | 16/56 [01:06<01:28, 2.22s/it] 66/99 2.65G 0.03205 0.02731 0.0003505 149 640: 29%|██▊ | 16/56 [01:07<01:28, 2.22s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
all 98 501 0.581 0.506 0.531 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 67/99 2.65G 0.03327 0.02584 0.001016 135 640: 0%| | 0/56 [00:00<?, ?it/s] 67/99 2.65G 0.03327 0.02584 0.001016 135 640: 2%|▏ | 1/56 [00:00<00:07, 6.95it/s] 67/99 2.65G 0.03066 0.02371 0.0005798 108 640: 2%|▏ | 1/56 [00:11<00:07, 6.95it/s] 67/99 2.65G 0.03066 0.02371 0.0005798 108 640: 4%|▎ | 2/56 [00:11<05:49, 6.47s/it] 67/99 2.65G 0.03127 0.02597 0.0004894 160 640: 4%|▎ | 2/56 [00:16<05:49, 6.47s/it] 67/99 2.65G 0.03127 0.02597 0.0004894 160 640: 5%|▌ | 3/56 [00:16<05:23, 6.11s/it] 67/99 2.65G 0.03108 0.02449 0.0006348 92 640: 5%|▌ | 3/56 [00:44<05:23, 6.11s/it] 67/99 2.65G 0.03108 0.02449 0.0006348 92 640: 7%|▋ | 4/56 [00:44<12:35, 14.53s/it] 67/99 2.65G 0.03084 0.02418 0.000557 119 640: 7%|▋ | 4/56 [00:44<12:35, 14.53s/it] 67/99 2.65G 0.03084 0.02418 0.000557 119 640: 9%|▉ | 5/56 [00:44<07:56, 9.34s/it] 67/99 2.65G 0.0309 0.0244 0.0005535 143 640: 9%|▉ | 5/56 [00:44<07:56, 9.34s/it] 67/99 2.65G 0.0309 0.0244 0.0005535 143 640: 11%|█ | 6/56 [00:44<05:10, 6.21s/it] 67/99 2.65G 0.03088 0.02432 0.0005103 131 640: 11%|█ | 6/56 [00:44<05:10, 6.21s/it] 67/99 2.65G 0.03088 0.02432 0.0005103 131 640: 12%|█▎ | 7/56 [00:44<03:26, 4.22s/it] 67/99 2.65G 0.03094 0.02465 0.0004735 109 640: 12%|█▎ | 7/56 [00:44<03:26, 4.22s/it] 67/99 2.65G 0.03094 0.02465 0.0004735 109 640: 14%|█▍ | 8/56 [00:44<02:19, 2.91s/it] 67/99 2.65G 0.03096 0.02522 0.000464 139 640: 14%|█▍ | 8/56 [00:44<02:19, 2.91s/it] 67/99 2.65G 0.03096 0.02522 0.000464 139 640: 16%|█▌ | 9/56 [00:44<01:35, 2.04s/it] 67/99 2.65G 0.03097 0.02503 0.0004791 106 640: 16%|█▌ | 9/56 [00:44<01:35, 2.04s/it] 67/99 2.65G 0.03097 0.02503 0.0004791 106 640: 18%|█▊ | 10/56 [00:44<01:06, 1.46s/it] 67/99 2.65G 0.0313 0.02571 0.0004513 157 640: 18%|█▊ | 10/56 [00:55<01:06, 1.46s/it] 67/99 2.65G 0.0313 0.02571 0.0004513 157 640: 20%|█▉ | 11/56 [00:55<03:16, 4.38s/it] 67/99 2.65G 0.03126 0.02579 0.0004426 124 640: 20%|█▉ | 11/56 [01:17<03:16, 4.38s/it] 67/99 2.65G 0.03126 0.02579 0.0004426 124 640: 21%|██▏ | 12/56 [01:17<07:08, 9.74s/it] 67/99 2.65G 0.03109 0.02552 0.0004198 105 640: 21%|██▏ | 12/56 [01:18<07:08, 9.74s/it] 67/99 2.65G 0.03109 0.02552 0.0004198 105 640: 23%|██▎ | 13/56 [01:18<04:53, 6.83s/it] 67/99 2.65G 0.03101 0.02555 0.0004841 110 640: 23%|██▎ | 13/56 [01:18<04:53, 6.83s/it] 67/99 2.65G 0.03101 0.02555 0.0004841 110 640: 25%|██▌ | 14/56 [01:18<03:22, 4.81s/it] 67/99 2.65G 0.03113 0.02565 0.0004961 154 640: 25%|██▌ | 14/56 [01:18<03:22, 4.81s/it] 67/99 2.65G 0.03113 0.02565 0.0004961 154 640: 27%|██▋ | 15/56 [01:18<02:19, 3.39s/it] 67/99 2.65G 0.03104 0.02563 0.0004773 137 640: 27%|██▋ | 15/56 [01:18<02:19, 3.39s/it] 67/99 2.65G 0.03104 0.02563 0.0004773 137 640: 29%|██▊ | 16/56 [01:18<01:36, 2.41s/it] 67/99 2.65G 0.03102 0.02586 0.0005196 148 640: 29%|██▊ | 16/56 [01:18<01:36, 2.41s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.34it/s]
all 98 501 0.641 0.425 0.507 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 68/99 2.65G 0.03277 0.02774 0.000374 155 640: 0%| | 0/56 [00:00<?, ?it/s] 68/99 2.65G 0.03277 0.02774 0.000374 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 68/99 2.65G 0.03107 0.02746 0.0002783 188 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 68/99 2.65G 0.03107 0.02746 0.0002783 188 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 68/99 2.65G 0.03038 0.02739 0.0002492 121 640: 4%|▎ | 2/56 [00:11<00:07, 7.34it/s] 68/99 2.65G 0.03038 0.02739 0.0002492 121 640: 5%|▌ | 3/56 [00:11<04:31, 5.12s/it] 68/99 2.65G 0.03051 0.02669 0.0002508 110 640: 5%|▌ | 3/56 [00:44<04:31, 5.12s/it] 68/99 2.65G 0.03051 0.02669 0.0002508 110 640: 7%|▋ | 4/56 [00:44<13:52, 16.01s/it] 68/99 2.65G 0.03076 0.02659 0.0002569 159 640: 7%|▋ | 4/56 [00:44<13:52, 16.01s/it] 68/99 2.65G 0.03076 0.02659 0.0002569 159 640: 9%|▉ | 5/56 [00:44<08:44, 10.29s/it] 68/99 2.65G 0.03109 0.0268 0.0002433 164 640: 9%|▉ | 5/56 [00:44<08:44, 10.29s/it] 68/99 2.65G 0.03109 0.0268 0.0002433 164 640: 11%|█ | 6/56 [00:44<05:41, 6.84s/it] 68/99 2.65G 0.0317 0.02737 0.0003095 171 640: 11%|█ | 6/56 [00:44<05:41, 6.84s/it] 68/99 2.65G 0.0317 0.02737 0.0003095 171 640: 12%|█▎ | 7/56 [00:44<03:47, 4.64s/it] 68/99 2.65G 0.0317 0.02733 0.0005254 145 640: 12%|█▎ | 7/56 [00:44<03:47, 4.64s/it] 68/99 2.65G 0.0317 0.02733 0.0005254 145 640: 14%|█▍ | 8/56 [00:44<02:33, 3.20s/it] 68/99 2.65G 0.03163 0.02735 0.0007186 139 640: 14%|█▍ | 8/56 [00:44<02:33, 3.20s/it] 68/99 2.65G 0.03163 0.02735 0.0007186 139 640: 16%|█▌ | 9/56 [00:44<01:44, 2.23s/it] 68/99 2.65G 0.03149 0.02699 0.0006739 145 640: 16%|█▌ | 9/56 [00:44<01:44, 2.23s/it] 68/99 2.65G 0.03149 0.02699 0.0006739 145 640: 18%|█▊ | 10/56 [00:44<01:12, 1.58s/it] 68/99 2.65G 0.03164 0.02679 0.0006566 132 640: 18%|█▊ | 10/56 [00:45<01:12, 1.58s/it] 68/99 2.65G 0.03164 0.02679 0.0006566 132 640: 20%|█▉ | 11/56 [00:45<00:55, 1.24s/it] 68/99 2.65G 0.03197 0.02707 0.00064 175 640: 20%|█▉ | 11/56 [01:17<00:55, 1.24s/it] 68/99 2.65G 0.03197 0.02707 0.00064 175 640: 21%|██▏ | 12/56 [01:17<07:50, 10.70s/it] 68/99 2.65G 0.0321 0.02714 0.0006129 155 640: 21%|██▏ | 12/56 [01:17<07:50, 10.70s/it] 68/99 2.65G 0.0321 0.02714 0.0006129 155 640: 23%|██▎ | 13/56 [01:17<05:22, 7.50s/it] 68/99 2.65G 0.03221 0.02718 0.0005832 143 640: 23%|██▎ | 13/56 [01:17<05:22, 7.50s/it] 68/99 2.65G 0.03221 0.02718 0.0005832 143 640: 25%|██▌ | 14/56 [01:17<03:41, 5.28s/it] 68/99 2.65G 0.03224 0.02694 0.0005941 102 640: 25%|██▌ | 14/56 [01:17<03:41, 5.28s/it] 68/99 2.65G 0.03224 0.02694 0.0005941 102 640: 27%|██▋ | 15/56 [01:17<02:32, 3.72s/it] 68/99 2.65G 0.03222 0.02696 0.0006033 121 640: 27%|██▋ | 15/56 [01:18<02:32, 3.72s/it] 68/99 2.65G 0.03222 0.02696 0.0006033 121 640: 29%|██▊ | 16/56 [01:18<01:45, 2.64s/it] 68/99 2.65G 0.03243 0.02715 0.0006079 182 640: 29%|██▊ | 16/56 [01:18<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.621 0.428 0.501 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 69/99 2.65G 0.02826 0.0246 0.000187 135 640: 0%| | 0/56 [00:00<?, ?it/s] 69/99 2.65G 0.02826 0.0246 0.000187 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 69/99 2.65G 0.03138 0.02681 0.0001889 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 69/99 2.65G 0.03138 0.02681 0.0001889 130 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 69/99 2.65G 0.03066 0.02755 0.0005344 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 69/99 2.65G 0.03066 0.02755 0.0005344 135 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 69/99 2.65G 0.03094 0.02745 0.0005701 152 640: 5%|▌ | 3/56 [00:44<00:06, 7.84it/s] 69/99 2.65G 0.03094 0.02745 0.0005701 152 640: 7%|▋ | 4/56 [00:44<15:01, 17.34s/it] 69/99 2.65G 0.03093 0.0279 0.000539 174 640: 7%|▋ | 4/56 [00:44<15:01, 17.34s/it] 69/99 2.65G 0.03093 0.0279 0.000539 174 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 69/99 2.65G 0.03071 0.02749 0.0004851 135 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 69/99 2.65G 0.03071 0.02749 0.0004851 135 640: 11%|█ | 6/56 [00:44<06:09, 7.39s/it] 69/99 2.65G 0.03113 0.02806 0.0004662 177 640: 11%|█ | 6/56 [00:44<06:09, 7.39s/it] 69/99 2.65G 0.03113 0.02806 0.0004662 177 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 69/99 2.65G 0.03153 0.02839 0.0005086 143 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 69/99 2.65G 0.03153 0.02839 0.0005086 143 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 69/99 2.65G 0.03178 0.02808 0.0005597 137 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 69/99 2.65G 0.03178 0.02808 0.0005597 137 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 69/99 2.65G 0.03159 0.02749 0.0005247 105 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 69/99 2.65G 0.03159 0.02749 0.0005247 105 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 69/99 2.65G 0.03164 0.0278 0.0005059 150 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 69/99 2.65G 0.03164 0.0278 0.0005059 150 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 69/99 2.65G 0.03161 0.02786 0.0004854 154 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 69/99 2.65G 0.03161 0.02786 0.0004854 154 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 69/99 2.65G 0.0316 0.02753 0.0004671 108 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 69/99 2.65G 0.0316 0.02753 0.0004671 108 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 69/99 2.65G 0.03153 0.02699 0.0004754 95 640: 23%|██▎ | 13/56 [01:18<05:26, 7.59s/it] 69/99 2.65G 0.03153 0.02699 0.0004754 95 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 69/99 2.65G 0.0315 0.02694 0.0004677 133 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 69/99 2.65G 0.0315 0.02694 0.0004677 133 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 69/99 2.65G 0.03159 0.0268 0.0004678 148 640: 27%|██▋ | 15/56 [01:18<02:34, 3.76s/it] 69/99 2.65G 0.03159 0.0268 0.0004678 148 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 69/99 2.65G 0.03137 0.02656 0.0004643 111 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.03it/s]
all 98 501 0.557 0.526 0.536 0.278
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 70/99 2.65G 0.02929 0.02773 0.0003818 152 640: 0%| | 0/56 [00:00<?, ?it/s] 70/99 2.65G 0.02929 0.02773 0.0003818 152 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 70/99 2.65G 0.03081 0.0267 0.0003282 142 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 70/99 2.65G 0.03081 0.0267 0.0003282 142 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 70/99 2.65G 0.03048 0.02623 0.0002641 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 70/99 2.65G 0.03048 0.02623 0.0002641 136 640: 5%|▌ | 3/56 [00:00<00:06, 7.71it/s] 70/99 2.65G 0.03001 0.02531 0.0003318 130 640: 5%|▌ | 3/56 [00:32<00:06, 7.71it/s] 70/99 2.65G 0.03001 0.02531 0.0003318 130 640: 7%|▋ | 4/56 [00:32<11:09, 12.88s/it] 70/99 2.65G 0.03044 0.02438 0.0003401 91 640: 7%|▋ | 4/56 [00:32<11:09, 12.88s/it] 70/99 2.65G 0.03044 0.02438 0.0003401 91 640: 9%|▉ | 5/56 [00:32<07:02, 8.28s/it] 70/99 2.65G 0.03023 0.02471 0.0003233 140 640: 9%|▉ | 5/56 [00:33<07:02, 8.28s/it] 70/99 2.65G 0.03023 0.02471 0.0003233 140 640: 11%|█ | 6/56 [00:33<04:35, 5.51s/it] 70/99 2.65G 0.02988 0.02452 0.0003005 127 640: 11%|█ | 6/56 [00:33<04:35, 5.51s/it] 70/99 2.65G 0.02988 0.02452 0.0003005 127 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 70/99 2.65G 0.02991 0.02484 0.0002944 148 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 70/99 2.65G 0.02991 0.02484 0.0002944 148 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 70/99 2.65G 0.03042 0.02502 0.0003142 137 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 70/99 2.65G 0.03042 0.02502 0.0003142 137 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 70/99 2.65G 0.03079 0.0251 0.0003273 111 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 70/99 2.65G 0.03079 0.0251 0.0003273 111 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 70/99 2.65G 0.03075 0.02544 0.0004146 151 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 70/99 2.65G 0.03075 0.02544 0.0004146 151 640: 20%|█▉ | 11/56 [00:33<00:42, 1.07it/s] 70/99 2.65G 0.03084 0.02547 0.0004048 110 640: 20%|█▉ | 11/56 [01:06<00:42, 1.07it/s] 70/99 2.65G 0.03084 0.02547 0.0004048 110 640: 21%|██▏ | 12/56 [01:06<07:47, 10.63s/it] 70/99 2.65G 0.03084 0.0253 0.0003975 132 640: 21%|██▏ | 12/56 [01:06<07:47, 10.63s/it] 70/99 2.65G 0.03084 0.0253 0.0003975 132 640: 23%|██▎ | 13/56 [01:06<05:20, 7.45s/it] 70/99 2.65G 0.03095 0.02528 0.0003995 125 640: 23%|██▎ | 13/56 [01:06<05:20, 7.45s/it] 70/99 2.65G 0.03095 0.02528 0.0003995 125 640: 25%|██▌ | 14/56 [01:06<03:40, 5.24s/it] 70/99 2.65G 0.03103 0.02535 0.0003922 111 640: 25%|██▌ | 14/56 [01:06<03:40, 5.24s/it] 70/99 2.65G 0.03103 0.02535 0.0003922 111 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 70/99 2.65G 0.03097 0.0254 0.0003869 120 640: 27%|██▋ | 15/56 [01:06<02:31, 3.70s/it] 70/99 2.65G 0.03097 0.0254 0.0003869 120 640: 29%|██▊ | 16/56 [01:06<01:44, 2.62s/it] 70/99 2.65G 0.03103 0.02592 0.0004038 161 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.609 0.494 0.528 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 71/99 2.65G 0.03075 0.0252 0.0002934 152 640: 0%| | 0/56 [00:00<?, ?it/s] 71/99 2.65G 0.03075 0.0252 0.0002934 152 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 71/99 2.65G 0.03157 0.02545 0.0002917 121 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 71/99 2.65G 0.03157 0.02545 0.0002917 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 71/99 2.65G 0.03151 0.02639 0.0002755 161 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 71/99 2.65G 0.03151 0.02639 0.0002755 161 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 71/99 2.65G 0.03147 0.02466 0.0003452 99 640: 5%|▌ | 3/56 [00:43<00:06, 7.77it/s] 71/99 2.65G 0.03147 0.02466 0.0003452 99 640: 7%|▋ | 4/56 [00:43<14:58, 17.28s/it] 71/99 2.65G 0.03125 0.02529 0.000337 152 640: 7%|▋ | 4/56 [00:44<14:58, 17.28s/it] 71/99 2.65G 0.03125 0.02529 0.000337 152 640: 9%|▉ | 5/56 [00:44<09:25, 11.09s/it] 71/99 2.65G 0.0312 0.02477 0.0003376 111 640: 9%|▉ | 5/56 [00:44<09:25, 11.09s/it] 71/99 2.65G 0.0312 0.02477 0.0003376 111 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 71/99 2.65G 0.03111 0.02501 0.0003556 137 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 71/99 2.65G 0.03111 0.02501 0.0003556 137 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 71/99 2.65G 0.03127 0.02516 0.0003415 122 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 71/99 2.65G 0.03127 0.02516 0.0003415 122 640: 14%|█▍ | 8/56 [00:44<02:45, 3.44s/it] 71/99 2.65G 0.03145 0.0253 0.0003245 133 640: 14%|█▍ | 8/56 [00:44<02:45, 3.44s/it] 71/99 2.65G 0.03145 0.0253 0.0003245 133 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 71/99 2.65G 0.0314 0.02524 0.0003161 131 640: 16%|█▌ | 9/56 [00:44<01:52, 2.40s/it] 71/99 2.65G 0.0314 0.02524 0.0003161 131 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 71/99 2.65G 0.03117 0.02532 0.0003101 152 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 71/99 2.65G 0.03117 0.02532 0.0003101 152 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 71/99 2.65G 0.03112 0.02542 0.0003353 126 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 71/99 2.65G 0.03112 0.02542 0.0003353 126 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 71/99 2.65G 0.03106 0.02539 0.0003231 105 640: 21%|██▏ | 12/56 [01:17<07:56, 10.83s/it] 71/99 2.65G 0.03106 0.02539 0.0003231 105 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 71/99 2.65G 0.03115 0.02612 0.0003183 189 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 71/99 2.65G 0.03115 0.02612 0.0003183 189 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 71/99 2.65G 0.03105 0.02592 0.0003092 111 640: 25%|██▌ | 14/56 [01:18<03:44, 5.34s/it] 71/99 2.65G 0.03105 0.02592 0.0003092 111 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 71/99 2.65G 0.03113 0.02615 0.0003133 154 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 71/99 2.65G 0.03113 0.02615 0.0003133 154 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 71/99 2.65G 0.03121 0.02631 0.0003042 158 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
all 98 501 0.534 0.531 0.511 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 72/99 2.65G 0.0313 0.0224 0.0001876 106 640: 0%| | 0/56 [00:00<?, ?it/s] 72/99 2.65G 0.0313 0.0224 0.0001876 106 640: 2%|▏ | 1/56 [00:00<00:07, 7.80it/s] 72/99 2.65G 0.03034 0.02245 0.000306 119 640: 2%|▏ | 1/56 [00:00<00:07, 7.80it/s] 72/99 2.65G 0.03034 0.02245 0.000306 119 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 72/99 2.65G 0.03062 0.02242 0.0003715 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 72/99 2.65G 0.03062 0.02242 0.0003715 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 72/99 2.65G 0.0302 0.02308 0.0004623 109 640: 5%|▌ | 3/56 [00:33<00:06, 7.74it/s] 72/99 2.65G 0.0302 0.02308 0.0004623 109 640: 7%|▋ | 4/56 [00:33<11:14, 12.97s/it] 72/99 2.65G 0.03015 0.02317 0.000487 106 640: 7%|▋ | 4/56 [00:33<11:14, 12.97s/it] 72/99 2.65G 0.03015 0.02317 0.000487 106 640: 9%|▉ | 5/56 [00:33<07:05, 8.34s/it] 72/99 2.65G 0.03068 0.02426 0.0004887 146 640: 9%|▉ | 5/56 [00:33<07:05, 8.34s/it] 72/99 2.65G 0.03068 0.02426 0.0004887 146 640: 11%|█ | 6/56 [00:33<04:37, 5.55s/it] 72/99 2.65G 0.03098 0.02472 0.0004966 138 640: 11%|█ | 6/56 [00:33<04:37, 5.55s/it] 72/99 2.65G 0.03098 0.02472 0.0004966 138 640: 12%|█▎ | 7/56 [00:33<03:04, 3.78s/it] 72/99 2.65G 0.03078 0.02464 0.0004889 140 640: 12%|█▎ | 7/56 [00:33<03:04, 3.78s/it] 72/99 2.65G 0.03078 0.02464 0.0004889 140 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 72/99 2.65G 0.03128 0.0255 0.0004666 159 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 72/99 2.65G 0.03128 0.0255 0.0004666 159 640: 16%|█▌ | 9/56 [00:33<01:26, 1.83s/it] 72/99 2.65G 0.0311 0.02573 0.000462 157 640: 16%|█▌ | 9/56 [00:34<01:26, 1.83s/it] 72/99 2.65G 0.0311 0.02573 0.000462 157 640: 18%|█▊ | 10/56 [00:34<01:13, 1.61s/it] 72/99 2.65G 0.03094 0.02605 0.0005249 159 640: 18%|█▊ | 10/56 [00:36<01:13, 1.61s/it] 72/99 2.65G 0.03094 0.02605 0.0005249 159 640: 20%|█▉ | 11/56 [00:36<01:18, 1.75s/it] 72/99 2.65G 0.03139 0.02654 0.0005288 203 640: 20%|█▉ | 11/56 [01:06<01:18, 1.75s/it] 72/99 2.65G 0.03139 0.02654 0.0005288 203 640: 21%|██▏ | 12/56 [01:06<07:32, 10.29s/it] 72/99 2.65G 0.03121 0.02627 0.0005096 109 640: 21%|██▏ | 12/56 [01:06<07:32, 10.29s/it] 72/99 2.65G 0.03121 0.02627 0.0005096 109 640: 23%|██▎ | 13/56 [01:06<05:10, 7.21s/it] 72/99 2.65G 0.03125 0.02672 0.0004889 176 640: 23%|██▎ | 13/56 [01:06<05:10, 7.21s/it] 72/99 2.65G 0.03125 0.02672 0.0004889 176 640: 25%|██▌ | 14/56 [01:06<03:33, 5.08s/it] 72/99 2.65G 0.03102 0.02638 0.0004728 105 640: 25%|██▌ | 14/56 [01:07<03:33, 5.08s/it] 72/99 2.65G 0.03102 0.02638 0.0004728 105 640: 27%|██▋ | 15/56 [01:07<02:26, 3.58s/it] 72/99 2.65G 0.03103 0.02637 0.0004744 153 640: 27%|██▋ | 15/56 [01:07<02:26, 3.58s/it] 72/99 2.65G 0.03103 0.02637 0.0004744 153 640: 29%|██▊ | 16/56 [01:07<01:41, 2.54s/it] 72/99 2.65G 0.03124 0.02684 0.0004695 170 640: 29%|██▊ | 16/56 [01:07<01:41, 2.54s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.6 0.498 0.524 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 73/99 2.65G 0.02873 0.02131 0.000135 103 640: 0%| | 0/56 [00:00<?, ?it/s] 73/99 2.65G 0.02873 0.02131 0.000135 103 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 73/99 2.65G 0.0307 0.0256 0.0004591 175 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 73/99 2.65G 0.0307 0.0256 0.0004591 175 640: 4%|▎ | 2/56 [00:00<00:07, 7.44it/s] 73/99 2.65G 0.03007 0.02458 0.0004246 148 640: 4%|▎ | 2/56 [00:01<00:07, 7.44it/s] 73/99 2.65G 0.03007 0.02458 0.0004246 148 640: 5%|▌ | 3/56 [00:01<00:35, 1.50it/s] 73/99 2.65G 0.03057 0.0261 0.0006036 166 640: 5%|▌ | 3/56 [00:42<00:35, 1.50it/s] 73/99 2.65G 0.03057 0.0261 0.0006036 166 640: 7%|▋ | 4/56 [00:42<14:14, 16.44s/it] 73/99 2.65G 0.03032 0.02502 0.000542 105 640: 7%|▋ | 4/56 [00:42<14:14, 16.44s/it] 73/99 2.65G 0.03032 0.02502 0.000542 105 640: 9%|▉ | 5/56 [00:42<08:58, 10.56s/it] 73/99 2.65G 0.03033 0.02566 0.0004926 136 640: 9%|▉ | 5/56 [00:42<08:58, 10.56s/it] 73/99 2.65G 0.03033 0.02566 0.0004926 136 640: 11%|█ | 6/56 [00:42<05:50, 7.02s/it] 73/99 2.65G 0.03024 0.02587 0.0004823 145 640: 11%|█ | 6/56 [00:42<05:50, 7.02s/it] 73/99 2.65G 0.03024 0.02587 0.0004823 145 640: 12%|█▎ | 7/56 [00:42<03:53, 4.76s/it] 73/99 2.65G 0.03042 0.02607 0.000603 167 640: 12%|█▎ | 7/56 [00:42<03:53, 4.76s/it] 73/99 2.65G 0.03042 0.02607 0.000603 167 640: 14%|█▍ | 8/56 [00:42<02:37, 3.28s/it] 73/99 2.65G 0.03066 0.02615 0.0005517 133 640: 14%|█▍ | 8/56 [00:42<02:37, 3.28s/it] 73/99 2.65G 0.03066 0.02615 0.0005517 133 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 73/99 2.65G 0.03099 0.02624 0.0005118 183 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 73/99 2.65G 0.03099 0.02624 0.0005118 183 640: 18%|█▊ | 10/56 [00:42<01:14, 1.63s/it] 73/99 2.65G 0.03092 0.02593 0.0005134 130 640: 18%|█▊ | 10/56 [00:44<01:14, 1.63s/it] 73/99 2.65G 0.03092 0.02593 0.0005134 130 640: 20%|█▉ | 11/56 [00:44<01:12, 1.62s/it] 73/99 2.65G 0.03091 0.02585 0.0005208 135 640: 20%|█▉ | 11/56 [01:23<01:12, 1.62s/it] 73/99 2.65G 0.03091 0.02585 0.0005208 135 640: 21%|██▏ | 12/56 [01:23<09:29, 12.94s/it] 73/99 2.65G 0.03096 0.02576 0.0004996 136 640: 21%|██▏ | 12/56 [01:23<09:29, 12.94s/it] 73/99 2.65G 0.03096 0.02576 0.0004996 136 640: 23%|██▎ | 13/56 [01:23<06:29, 9.06s/it] 73/99 2.65G 0.03126 0.02621 0.0005125 177 640: 23%|██▎ | 13/56 [01:23<06:29, 9.06s/it] 73/99 2.65G 0.03126 0.02621 0.0005125 177 640: 25%|██▌ | 14/56 [01:23<04:27, 6.36s/it] 73/99 2.65G 0.0313 0.02599 0.0004972 120 640: 25%|██▌ | 14/56 [01:23<04:27, 6.36s/it] 73/99 2.65G 0.0313 0.02599 0.0004972 120 640: 27%|██▋ | 15/56 [01:23<03:03, 4.48s/it] 73/99 2.65G 0.03149 0.02629 0.0004796 170 640: 27%|██▋ | 15/56 [01:23<03:03, 4.48s/it] 73/99 2.65G 0.03149 0.02629 0.0004796 170 640: 29%|██▊ | 16/56 [01:23<02:06, 3.16s/it] 73/99 2.65G 0.03154 0.02636 0.000461 143 640: 29%|██▊ | 16/56 [01:23<02:06, 3.16s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
all 98 501 0.566 0.518 0.517 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 74/99 2.65G 0.03095 0.0264 0.0003287 142 640: 0%| | 0/56 [00:00<?, ?it/s] 74/99 2.65G 0.03095 0.0264 0.0003287 142 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 74/99 2.65G 0.03134 0.02512 0.0002977 120 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 74/99 2.65G 0.03134 0.02512 0.0002977 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 74/99 2.65G 0.03156 0.02448 0.0003181 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 74/99 2.65G 0.03156 0.02448 0.0003181 118 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 74/99 2.65G 0.03117 0.02495 0.0002797 119 640: 5%|▌ | 3/56 [00:40<00:06, 7.81it/s] 74/99 2.65G 0.03117 0.02495 0.0002797 119 640: 7%|▋ | 4/56 [00:40<13:46, 15.89s/it] 74/99 2.65G 0.03116 0.02502 0.0002813 127 640: 7%|▋ | 4/56 [00:40<13:46, 15.89s/it] 74/99 2.65G 0.03116 0.02502 0.0002813 127 640: 9%|▉ | 5/56 [00:40<08:40, 10.21s/it] 74/99 2.65G 0.03077 0.02522 0.0002809 135 640: 9%|▉ | 5/56 [00:40<08:40, 10.21s/it] 74/99 2.65G 0.03077 0.02522 0.0002809 135 640: 11%|█ | 6/56 [00:40<05:39, 6.78s/it] 74/99 2.65G 0.03115 0.02568 0.0002983 114 640: 11%|█ | 6/56 [00:40<05:39, 6.78s/it] 74/99 2.65G 0.03115 0.02568 0.0002983 114 640: 12%|█▎ | 7/56 [00:40<03:45, 4.60s/it] 74/99 2.65G 0.03082 0.02531 0.000279 119 640: 12%|█▎ | 7/56 [00:40<03:45, 4.60s/it] 74/99 2.65G 0.03082 0.02531 0.000279 119 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 74/99 2.65G 0.03052 0.0252 0.0002688 148 640: 14%|█▍ | 8/56 [00:41<02:32, 3.17s/it] 74/99 2.65G 0.03052 0.0252 0.0002688 148 640: 16%|█▌ | 9/56 [00:41<01:44, 2.22s/it] 74/99 2.65G 0.03061 0.02583 0.0002918 131 640: 16%|█▌ | 9/56 [00:41<01:44, 2.22s/it] 74/99 2.65G 0.03061 0.02583 0.0002918 131 640: 18%|█▊ | 10/56 [00:41<01:12, 1.57s/it] 74/99 2.65G 0.03048 0.02536 0.0002943 94 640: 18%|█▊ | 10/56 [00:41<01:12, 1.57s/it] 74/99 2.65G 0.03048 0.02536 0.0002943 94 640: 20%|█▉ | 11/56 [00:41<00:50, 1.13s/it] 74/99 2.65G 0.03052 0.02537 0.0003532 134 640: 20%|█▉ | 11/56 [01:14<00:50, 1.13s/it] 74/99 2.65G 0.03052 0.02537 0.0003532 134 640: 21%|██▏ | 12/56 [01:14<07:57, 10.85s/it] 74/99 2.65G 0.03025 0.02528 0.0003983 122 640: 21%|██▏ | 12/56 [01:14<07:57, 10.85s/it] 74/99 2.65G 0.03025 0.02528 0.0003983 122 640: 23%|██▎ | 13/56 [01:14<05:26, 7.60s/it] 74/99 2.65G 0.03044 0.02522 0.0003817 118 640: 23%|██▎ | 13/56 [01:14<05:26, 7.60s/it] 74/99 2.65G 0.03044 0.02522 0.0003817 118 640: 25%|██▌ | 14/56 [01:14<03:44, 5.35s/it] 74/99 2.65G 0.03051 0.02534 0.000383 168 640: 25%|██▌ | 14/56 [01:14<03:44, 5.35s/it] 74/99 2.65G 0.03051 0.02534 0.000383 168 640: 27%|██▋ | 15/56 [01:14<02:34, 3.77s/it] 74/99 2.65G 0.03029 0.02519 0.0003715 110 640: 27%|██▋ | 15/56 [01:14<02:34, 3.77s/it] 74/99 2.65G 0.03029 0.02519 0.0003715 110 640: 29%|██▊ | 16/56 [01:14<01:46, 2.67s/it] 74/99 2.65G 0.03034 0.02506 0.000363 105 640: 29%|██▊ | 16/56 [01:15<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.37it/s]
all 98 501 0.562 0.521 0.533 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 75/99 2.65G 0.03485 0.0295 0.0002317 171 640: 0%| | 0/56 [00:00<?, ?it/s] 75/99 2.65G 0.03485 0.0295 0.0002317 171 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 75/99 2.65G 0.03216 0.02619 0.0001751 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 75/99 2.65G 0.03216 0.02619 0.0001751 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.10it/s] 75/99 2.65G 0.02987 0.02542 0.0003884 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.10it/s] 75/99 2.65G 0.02987 0.02542 0.0003884 133 640: 5%|▌ | 3/56 [00:00<00:06, 7.64it/s] 75/99 2.65G 0.03088 0.02598 0.0003847 105 640: 5%|▌ | 3/56 [00:32<00:06, 7.64it/s] 75/99 2.65G 0.03088 0.02598 0.0003847 105 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 75/99 2.65G 0.03127 0.02744 0.0004508 161 640: 7%|▋ | 4/56 [00:32<11:06, 12.81s/it] 75/99 2.65G 0.03127 0.02744 0.0004508 161 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 75/99 2.65G 0.03226 0.0277 0.0007765 117 640: 9%|▉ | 5/56 [00:32<07:00, 8.24s/it] 75/99 2.65G 0.03226 0.0277 0.0007765 117 640: 11%|█ | 6/56 [00:32<04:34, 5.48s/it] 75/99 2.65G 0.032 0.02741 0.000697 163 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 75/99 2.65G 0.032 0.02741 0.000697 163 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 75/99 2.65G 0.03211 0.02651 0.0006691 87 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 75/99 2.65G 0.03211 0.02651 0.0006691 87 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 75/99 2.65G 0.03192 0.02627 0.0006092 103 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 75/99 2.65G 0.03192 0.02627 0.0006092 103 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 75/99 2.65G 0.03166 0.02605 0.0006096 107 640: 16%|█▌ | 9/56 [00:38<01:25, 1.81s/it] 75/99 2.65G 0.03166 0.02605 0.0006096 107 640: 18%|█▊ | 10/56 [00:38<02:08, 2.79s/it] 75/99 2.65G 0.03202 0.026 0.0005686 133 640: 18%|█▊ | 10/56 [00:38<02:08, 2.79s/it] 75/99 2.65G 0.03202 0.026 0.0005686 133 640: 20%|█▉ | 11/56 [00:38<01:29, 1.98s/it] 75/99 2.65G 0.03176 0.02596 0.0005891 157 640: 20%|█▉ | 11/56 [01:06<01:29, 1.98s/it] 75/99 2.65G 0.03176 0.02596 0.0005891 157 640: 21%|██▏ | 12/56 [01:06<07:12, 9.84s/it] 75/99 2.65G 0.03178 0.02676 0.0005607 134 640: 21%|██▏ | 12/56 [01:06<07:12, 9.84s/it] 75/99 2.65G 0.03178 0.02676 0.0005607 134 640: 23%|██▎ | 13/56 [01:06<04:56, 6.89s/it] 75/99 2.65G 0.03162 0.02692 0.0005319 144 640: 23%|██▎ | 13/56 [01:06<04:56, 6.89s/it] 75/99 2.65G 0.03162 0.02692 0.0005319 144 640: 25%|██▌ | 14/56 [01:06<03:23, 4.85s/it] 75/99 2.65G 0.03143 0.02688 0.0005222 145 640: 25%|██▌ | 14/56 [01:06<03:23, 4.85s/it] 75/99 2.65G 0.03143 0.02688 0.0005222 145 640: 27%|██▋ | 15/56 [01:06<02:20, 3.43s/it] 75/99 2.65G 0.03142 0.02633 0.0005094 101 640: 27%|██▋ | 15/56 [01:06<02:20, 3.43s/it] 75/99 2.65G 0.03142 0.02633 0.0005094 101 640: 29%|██▊ | 16/56 [01:06<01:37, 2.43s/it] 75/99 2.65G 0.03132 0.02653 0.0004896 140 640: 29%|██▊ | 16/56 [01:06<01:37, 2.43s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.43it/s]
all 98 501 0.541 0.5 0.515 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 76/99 2.65G 0.03208 0.02163 0.0003689 119 640: 0%| | 0/56 [00:00<?, ?it/s] 76/99 2.65G 0.03208 0.02163 0.0003689 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 76/99 2.65G 0.02924 0.02554 0.0004578 179 640: 2%|▏ | 1/56 [00:04<00:06, 8.11it/s] 76/99 2.65G 0.02924 0.02554 0.0004578 179 640: 4%|▎ | 2/56 [00:04<02:28, 2.75s/it] 76/99 2.65G 0.0305 0.02639 0.0004178 145 640: 4%|▎ | 2/56 [00:04<02:28, 2.75s/it] 76/99 2.65G 0.0305 0.02639 0.0004178 145 640: 5%|▌ | 3/56 [00:04<01:22, 1.55s/it] 76/99 2.65G 0.02999 0.02697 0.0004293 174 640: 5%|▌ | 3/56 [00:43<01:22, 1.55s/it] 76/99 2.65G 0.02999 0.02697 0.0004293 174 640: 7%|▋ | 4/56 [00:43<14:08, 16.31s/it] 76/99 2.65G 0.03032 0.0268 0.0003974 134 640: 7%|▋ | 4/56 [00:43<14:08, 16.31s/it] 76/99 2.65G 0.03032 0.0268 0.0003974 134 640: 9%|▉ | 5/56 [00:43<08:54, 10.47s/it] 76/99 2.65G 0.02999 0.0259 0.0003553 114 640: 9%|▉ | 5/56 [00:44<08:54, 10.47s/it] 76/99 2.65G 0.02999 0.0259 0.0003553 114 640: 11%|█ | 6/56 [00:44<05:47, 6.96s/it] 76/99 2.65G 0.03006 0.0258 0.0003506 160 640: 11%|█ | 6/56 [00:44<05:47, 6.96s/it] 76/99 2.65G 0.03006 0.0258 0.0003506 160 640: 12%|█▎ | 7/56 [00:44<03:51, 4.72s/it] 76/99 2.65G 0.0297 0.02514 0.0003315 118 640: 12%|█▎ | 7/56 [00:44<03:51, 4.72s/it] 76/99 2.65G 0.0297 0.02514 0.0003315 118 640: 14%|█▍ | 8/56 [00:44<02:36, 3.25s/it] 76/99 2.65G 0.02977 0.02487 0.0003996 116 640: 14%|█▍ | 8/56 [00:44<02:36, 3.25s/it] 76/99 2.65G 0.02977 0.02487 0.0003996 116 640: 16%|█▌ | 9/56 [00:44<01:46, 2.27s/it] 76/99 2.65G 0.02957 0.02456 0.0004225 107 640: 16%|█▌ | 9/56 [00:44<01:46, 2.27s/it] 76/99 2.65G 0.02957 0.02456 0.0004225 107 640: 18%|█▊ | 10/56 [00:44<01:14, 1.62s/it] 76/99 2.65G 0.02969 0.02438 0.0004049 100 640: 18%|█▊ | 10/56 [00:44<01:14, 1.62s/it] 76/99 2.65G 0.02969 0.02438 0.0004049 100 640: 20%|█▉ | 11/56 [00:44<00:52, 1.16s/it] 76/99 2.65G 0.02967 0.02478 0.0004269 162 640: 20%|█▉ | 11/56 [01:17<00:52, 1.16s/it] 76/99 2.65G 0.02967 0.02478 0.0004269 162 640: 21%|██▏ | 12/56 [01:17<07:52, 10.75s/it] 76/99 2.65G 0.02965 0.02525 0.0004411 148 640: 21%|██▏ | 12/56 [01:17<07:52, 10.75s/it] 76/99 2.65G 0.02965 0.02525 0.0004411 148 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 76/99 2.65G 0.02966 0.02541 0.0004216 123 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 76/99 2.65G 0.02966 0.02541 0.0004216 123 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 76/99 2.65G 0.02991 0.02576 0.0004238 153 640: 25%|██▌ | 14/56 [01:17<03:42, 5.30s/it] 76/99 2.65G 0.02991 0.02576 0.0004238 153 640: 27%|██▋ | 15/56 [01:17<02:33, 3.74s/it] 76/99 2.65G 0.02988 0.02563 0.0004098 125 640: 27%|██▋ | 15/56 [01:17<02:33, 3.74s/it] 76/99 2.65G 0.02988 0.02563 0.0004098 125 640: 29%|██▊ | 16/56 [01:17<01:45, 2.65s/it] 76/99 2.65G 0.02984 0.02552 0.0004031 133 640: 29%|██▊ | 16/56 [01:17<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.557 0.518 0.53 0.272
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 77/99 2.65G 0.03261 0.02262 0.0001868 129 640: 0%| | 0/56 [00:00<?, ?it/s] 77/99 2.65G 0.03261 0.02262 0.0001868 129 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 77/99 2.65G 0.03109 0.02224 0.0001825 120 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 77/99 2.65G 0.03109 0.02224 0.0001825 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 77/99 2.65G 0.03078 0.02258 0.0002365 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 77/99 2.65G 0.03078 0.02258 0.0002365 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 77/99 2.65G 0.03009 0.02186 0.0003042 94 640: 5%|▌ | 3/56 [00:43<00:06, 7.79it/s] 77/99 2.65G 0.03009 0.02186 0.0003042 94 640: 7%|▋ | 4/56 [00:43<14:43, 16.98s/it] 77/99 2.65G 0.03008 0.02265 0.0002802 153 640: 7%|▋ | 4/56 [00:43<14:43, 16.98s/it] 77/99 2.65G 0.03008 0.02265 0.0002802 153 640: 9%|▉ | 5/56 [00:43<09:16, 10.91s/it] 77/99 2.65G 0.03022 0.0233 0.0002666 140 640: 9%|▉ | 5/56 [00:43<09:16, 10.91s/it] 77/99 2.65G 0.03022 0.0233 0.0002666 140 640: 11%|█ | 6/56 [00:43<06:02, 7.24s/it] 77/99 2.65G 0.03062 0.02329 0.0002852 124 640: 11%|█ | 6/56 [00:43<06:02, 7.24s/it] 77/99 2.65G 0.03062 0.02329 0.0002852 124 640: 12%|█▎ | 7/56 [00:43<04:00, 4.91s/it] 77/99 2.65G 0.03073 0.02394 0.0002718 155 640: 12%|█▎ | 7/56 [00:43<04:00, 4.91s/it] 77/99 2.65G 0.03073 0.02394 0.0002718 155 640: 14%|█▍ | 8/56 [00:43<02:42, 3.38s/it] 77/99 2.65G 0.03082 0.02365 0.0002542 122 640: 14%|█▍ | 8/56 [00:43<02:42, 3.38s/it] 77/99 2.65G 0.03082 0.02365 0.0002542 122 640: 16%|█▌ | 9/56 [00:43<01:50, 2.36s/it] 77/99 2.65G 0.03074 0.02355 0.0002831 113 640: 16%|█▌ | 9/56 [00:43<01:50, 2.36s/it] 77/99 2.65G 0.03074 0.02355 0.0002831 113 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 77/99 2.65G 0.03066 0.02392 0.0002779 156 640: 18%|█▊ | 10/56 [00:44<01:16, 1.67s/it] 77/99 2.65G 0.03066 0.02392 0.0002779 156 640: 20%|█▉ | 11/56 [00:44<00:53, 1.20s/it] 77/99 2.65G 0.03064 0.02388 0.0002807 121 640: 20%|█▉ | 11/56 [01:16<00:53, 1.20s/it] 77/99 2.65G 0.03064 0.02388 0.0002807 121 640: 21%|██▏ | 12/56 [01:16<07:55, 10.81s/it] 77/99 2.65G 0.03059 0.02415 0.0002714 141 640: 21%|██▏ | 12/56 [01:16<07:55, 10.81s/it] 77/99 2.65G 0.03059 0.02415 0.0002714 141 640: 23%|██▎ | 13/56 [01:16<05:25, 7.57s/it] 77/99 2.65G 0.03039 0.02448 0.0003079 187 640: 23%|██▎ | 13/56 [01:17<05:25, 7.57s/it] 77/99 2.65G 0.03039 0.02448 0.0003079 187 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 77/99 2.65G 0.03034 0.02487 0.000298 178 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 77/99 2.65G 0.03034 0.02487 0.000298 178 640: 27%|██▋ | 15/56 [01:17<02:34, 3.76s/it] 77/99 2.65G 0.03022 0.02472 0.000307 102 640: 27%|██▋ | 15/56 [01:17<02:34, 3.76s/it] 77/99 2.65G 0.03022 0.02472 0.000307 102 640: 29%|██▊ | 16/56 [01:17<01:46, 2.66s/it] 77/99 2.65G 0.02997 0.02465 0.0003208 121 640: 29%|██▊ | 16/56 [01:17<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.57 0.491 0.528 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 78/99 2.65G 0.03281 0.02312 0.0003076 135 640: 0%| | 0/56 [00:00<?, ?it/s] 78/99 2.65G 0.03281 0.02312 0.0003076 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 78/99 2.65G 0.03054 0.02205 0.0002184 107 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 78/99 2.65G 0.03054 0.02205 0.0002184 107 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 78/99 2.65G 0.0303 0.02417 0.0002206 177 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 78/99 2.65G 0.0303 0.02417 0.0002206 177 640: 5%|▌ | 3/56 [00:00<00:06, 7.66it/s] 78/99 2.65G 0.03016 0.02368 0.0001988 142 640: 5%|▌ | 3/56 [00:33<00:06, 7.66it/s] 78/99 2.65G 0.03016 0.02368 0.0001988 142 640: 7%|▋ | 4/56 [00:33<11:18, 13.05s/it] 78/99 2.65G 0.02981 0.02417 0.0001979 142 640: 7%|▋ | 4/56 [00:33<11:18, 13.05s/it] 78/99 2.65G 0.02981 0.02417 0.0001979 142 640: 9%|▉ | 5/56 [00:33<07:07, 8.39s/it] 78/99 2.65G 0.02949 0.02449 0.0001928 133 640: 9%|▉ | 5/56 [00:33<07:07, 8.39s/it] 78/99 2.65G 0.02949 0.02449 0.0001928 133 640: 11%|█ | 6/56 [00:33<04:39, 5.59s/it] 78/99 2.65G 0.02991 0.02454 0.000205 143 640: 11%|█ | 6/56 [00:33<04:39, 5.59s/it] 78/99 2.65G 0.02991 0.02454 0.000205 143 640: 12%|█▎ | 7/56 [00:33<03:06, 3.80s/it] 78/99 2.65G 0.02995 0.02502 0.0002024 141 640: 12%|█▎ | 7/56 [00:33<03:06, 3.80s/it] 78/99 2.65G 0.02995 0.02502 0.0002024 141 640: 14%|█▍ | 8/56 [00:33<02:06, 2.63s/it] 78/99 2.65G 0.02982 0.0248 0.0002185 129 640: 14%|█▍ | 8/56 [00:33<02:06, 2.63s/it] 78/99 2.65G 0.02982 0.0248 0.0002185 129 640: 16%|█▌ | 9/56 [00:33<01:26, 1.84s/it] 78/99 2.65G 0.02993 0.02498 0.00023 125 640: 16%|█▌ | 9/56 [00:34<01:26, 1.84s/it] 78/99 2.65G 0.02993 0.02498 0.00023 125 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 78/99 2.65G 0.03004 0.02547 0.0002538 155 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 78/99 2.65G 0.03004 0.02547 0.0002538 155 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 78/99 2.65G 0.03007 0.02569 0.0002849 158 640: 20%|█▉ | 11/56 [01:06<00:42, 1.05it/s] 78/99 2.65G 0.03007 0.02569 0.0002849 158 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 78/99 2.65G 0.03023 0.02506 0.0003373 72 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 78/99 2.65G 0.03023 0.02506 0.0003373 72 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 78/99 2.65G 0.03038 0.0253 0.000339 149 640: 23%|██▎ | 13/56 [01:07<05:19, 7.43s/it] 78/99 2.65G 0.03038 0.0253 0.000339 149 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 78/99 2.65G 0.03031 0.02576 0.0003539 156 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 78/99 2.65G 0.03031 0.02576 0.0003539 156 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 78/99 2.65G 0.03049 0.0258 0.0003988 110 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 78/99 2.65G 0.03049 0.0258 0.0003988 110 640: 29%|██▊ | 16/56 [01:07<01:44, 2.61s/it] 78/99 2.65G 0.03022 0.02566 0.0003821 118 640: 29%|██▊ | 16/56 [01:07<01:44, 2.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.552 0.535 0.539 0.279
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 79/99 2.65G 0.03114 0.02699 0.0003104 124 640: 0%| | 0/56 [00:00<?, ?it/s] 79/99 2.65G 0.03114 0.02699 0.0003104 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.22it/s] 79/99 2.65G 0.03096 0.02958 0.0003093 184 640: 2%|▏ | 1/56 [00:00<00:06, 8.22it/s] 79/99 2.65G 0.03096 0.02958 0.0003093 184 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 79/99 2.65G 0.03079 0.02846 0.0003559 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 79/99 2.65G 0.03079 0.02846 0.0003559 159 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 79/99 2.65G 0.03009 0.02733 0.0003069 166 640: 5%|▌ | 3/56 [00:32<00:06, 7.76it/s] 79/99 2.65G 0.03009 0.02733 0.0003069 166 640: 7%|▋ | 4/56 [00:32<11:10, 12.89s/it] 79/99 2.65G 0.03023 0.02724 0.0002701 160 640: 7%|▋ | 4/56 [00:32<11:10, 12.89s/it] 79/99 2.65G 0.03023 0.02724 0.0002701 160 640: 9%|▉ | 5/56 [00:32<07:02, 8.29s/it] 79/99 2.65G 0.0302 0.02704 0.0002449 144 640: 9%|▉ | 5/56 [00:33<07:02, 8.29s/it] 79/99 2.65G 0.0302 0.02704 0.0002449 144 640: 11%|█ | 6/56 [00:33<04:35, 5.52s/it] 79/99 2.65G 0.0303 0.02712 0.0002581 145 640: 11%|█ | 6/56 [00:33<04:35, 5.52s/it] 79/99 2.65G 0.0303 0.02712 0.0002581 145 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 79/99 2.65G 0.03019 0.02679 0.00024 140 640: 12%|█▎ | 7/56 [00:33<03:03, 3.75s/it] 79/99 2.65G 0.03019 0.02679 0.00024 140 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 79/99 2.65G 0.03037 0.02656 0.0002262 139 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 79/99 2.65G 0.03037 0.02656 0.0002262 139 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 79/99 2.65G 0.03029 0.02718 0.0002185 165 640: 16%|█▌ | 9/56 [00:33<01:25, 1.82s/it] 79/99 2.65G 0.03029 0.02718 0.0002185 165 640: 18%|█▊ | 10/56 [00:33<00:59, 1.30s/it] 79/99 2.65G 0.03026 0.02646 0.000235 94 640: 18%|█▊ | 10/56 [00:37<00:59, 1.30s/it] 79/99 2.65G 0.03026 0.02646 0.000235 94 640: 20%|█▉ | 11/56 [00:37<01:32, 2.05s/it] 79/99 2.65G 0.03048 0.02665 0.0002267 155 640: 20%|█▉ | 11/56 [01:06<01:32, 2.05s/it] 79/99 2.65G 0.03048 0.02665 0.0002267 155 640: 21%|██▏ | 12/56 [01:06<07:31, 10.27s/it] 79/99 2.65G 0.03039 0.02659 0.0002231 146 640: 21%|██▏ | 12/56 [01:06<07:31, 10.27s/it] 79/99 2.65G 0.03039 0.02659 0.0002231 146 640: 23%|██▎ | 13/56 [01:06<05:09, 7.20s/it] 79/99 2.65G 0.03019 0.02652 0.0002469 164 640: 23%|██▎ | 13/56 [01:06<05:09, 7.20s/it] 79/99 2.65G 0.03019 0.02652 0.0002469 164 640: 25%|██▌ | 14/56 [01:06<03:32, 5.07s/it] 79/99 2.65G 0.03021 0.02608 0.0002386 105 640: 25%|██▌ | 14/56 [01:06<03:32, 5.07s/it] 79/99 2.65G 0.03021 0.02608 0.0002386 105 640: 27%|██▋ | 15/56 [01:06<02:26, 3.58s/it] 79/99 2.65G 0.02993 0.02628 0.0002309 149 640: 27%|██▋ | 15/56 [01:06<02:26, 3.58s/it] 79/99 2.65G 0.02993 0.02628 0.0002309 149 640: 29%|██▊ | 16/56 [01:06<01:41, 2.53s/it] 79/99 2.65G 0.02988 0.02599 0.000226 119 640: 29%|██▊ | 16/56 [01:07<01:41, 2.53s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.559 0.52 0.511 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 80/99 2.65G 0.02657 0.0253 0.0005616 134 640: 0%| | 0/56 [00:00<?, ?it/s] 80/99 2.65G 0.02657 0.0253 0.0005616 134 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 80/99 2.65G 0.02891 0.02834 0.000406 163 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 80/99 2.65G 0.02891 0.02834 0.000406 163 640: 4%|▎ | 2/56 [00:00<00:07, 7.20it/s] 80/99 2.65G 0.02932 0.02673 0.0006377 129 640: 4%|▎ | 2/56 [00:05<00:07, 7.20it/s] 80/99 2.65G 0.02932 0.02673 0.0006377 129 640: 5%|▌ | 3/56 [00:05<02:00, 2.27s/it] 80/99 2.65G 0.02943 0.02464 0.001176 103 640: 5%|▌ | 3/56 [00:40<02:00, 2.27s/it] 80/99 2.65G 0.02943 0.02464 0.001176 103 640: 7%|▋ | 4/56 [00:40<13:23, 15.45s/it] 80/99 2.65G 0.02884 0.02432 0.001342 113 640: 7%|▋ | 4/56 [00:40<13:23, 15.45s/it] 80/99 2.65G 0.02884 0.02432 0.001342 113 640: 9%|▉ | 5/56 [00:40<08:25, 9.92s/it] 80/99 2.65G 0.02867 0.02382 0.001188 108 640: 9%|▉ | 5/56 [00:40<08:25, 9.92s/it] 80/99 2.65G 0.02867 0.02382 0.001188 108 640: 11%|█ | 6/56 [00:40<05:29, 6.60s/it] 80/99 2.65G 0.02887 0.02443 0.001071 166 640: 11%|█ | 6/56 [00:41<05:29, 6.60s/it] 80/99 2.65G 0.02887 0.02443 0.001071 166 640: 12%|█▎ | 7/56 [00:41<03:39, 4.48s/it] 80/99 2.65G 0.0288 0.0242 0.0009559 133 640: 12%|█▎ | 7/56 [00:41<03:39, 4.48s/it] 80/99 2.65G 0.0288 0.0242 0.0009559 133 640: 14%|█▍ | 8/56 [00:41<02:28, 3.09s/it] 80/99 2.65G 0.02892 0.02478 0.0008864 161 640: 14%|█▍ | 8/56 [00:41<02:28, 3.09s/it] 80/99 2.65G 0.02892 0.02478 0.0008864 161 640: 16%|█▌ | 9/56 [00:41<01:41, 2.16s/it] 80/99 2.65G 0.02909 0.02502 0.0008625 149 640: 16%|█▌ | 9/56 [00:41<01:41, 2.16s/it] 80/99 2.65G 0.02909 0.02502 0.0008625 149 640: 18%|█▊ | 10/56 [00:41<01:10, 1.54s/it] 80/99 2.65G 0.02941 0.02489 0.0008353 147 640: 18%|█▊ | 10/56 [00:41<01:10, 1.54s/it] 80/99 2.65G 0.02941 0.02489 0.0008353 147 640: 20%|█▉ | 11/56 [00:41<00:49, 1.10s/it] 80/99 2.65G 0.02945 0.02565 0.0008104 184 640: 20%|█▉ | 11/56 [01:14<00:49, 1.10s/it] 80/99 2.65G 0.02945 0.02565 0.0008104 184 640: 21%|██▏ | 12/56 [01:14<07:52, 10.74s/it] 80/99 2.65G 0.0295 0.02583 0.0007562 147 640: 21%|██▏ | 12/56 [01:14<07:52, 10.74s/it] 80/99 2.65G 0.0295 0.02583 0.0007562 147 640: 23%|██▎ | 13/56 [01:14<05:23, 7.52s/it] 80/99 2.65G 0.02999 0.02562 0.000726 115 640: 23%|██▎ | 13/56 [01:14<05:23, 7.52s/it] 80/99 2.65G 0.02999 0.02562 0.000726 115 640: 25%|██▌ | 14/56 [01:14<03:42, 5.29s/it] 80/99 2.65G 0.02985 0.02531 0.0006901 104 640: 25%|██▌ | 14/56 [01:14<03:42, 5.29s/it] 80/99 2.65G 0.02985 0.02531 0.0006901 104 640: 27%|██▋ | 15/56 [01:14<02:33, 3.73s/it] 80/99 2.65G 0.02984 0.02551 0.0006639 164 640: 27%|██▋ | 15/56 [01:14<02:33, 3.73s/it] 80/99 2.65G 0.02984 0.02551 0.0006639 164 640: 29%|██▊ | 16/56 [01:14<01:45, 2.65s/it] 80/99 2.65G 0.02992 0.02531 0.0006521 107 640: 29%|██▊ | 16/56 [01:15<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.574 0.48 0.509 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 81/99 2.65G 0.02911 0.02555 0.0002475 155 640: 0%| | 0/56 [00:00<?, ?it/s] 81/99 2.65G 0.02911 0.02555 0.0002475 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 81/99 2.65G 0.02949 0.02318 0.0002568 100 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 81/99 2.65G 0.02949 0.02318 0.0002568 100 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 81/99 2.65G 0.03017 0.02232 0.000292 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 81/99 2.65G 0.03017 0.02232 0.000292 120 640: 5%|▌ | 3/56 [00:00<00:06, 7.90it/s] 81/99 2.65G 0.03029 0.02341 0.0008359 114 640: 5%|▌ | 3/56 [00:35<00:06, 7.90it/s] 81/99 2.65G 0.03029 0.02341 0.0008359 114 640: 7%|▋ | 4/56 [00:35<12:13, 14.10s/it] 81/99 2.65G 0.02982 0.02295 0.0007209 156 640: 7%|▋ | 4/56 [00:36<12:13, 14.10s/it] 81/99 2.65G 0.02982 0.02295 0.0007209 156 640: 9%|▉ | 5/56 [00:36<07:41, 9.06s/it] 81/99 2.65G 0.02972 0.02392 0.0006678 132 640: 9%|▉ | 5/56 [00:36<07:41, 9.06s/it] 81/99 2.65G 0.02972 0.02392 0.0006678 132 640: 11%|█ | 6/56 [00:36<05:01, 6.03s/it] 81/99 2.65G 0.03012 0.024 0.0006222 133 640: 11%|█ | 6/56 [00:36<05:01, 6.03s/it] 81/99 2.65G 0.03012 0.024 0.0006222 133 640: 12%|█▎ | 7/56 [00:36<03:20, 4.09s/it] 81/99 2.65G 0.03011 0.02388 0.000564 126 640: 12%|█▎ | 7/56 [00:36<03:20, 4.09s/it] 81/99 2.65G 0.03011 0.02388 0.000564 126 640: 14%|█▍ | 8/56 [00:36<02:15, 2.83s/it] 81/99 2.65G 0.0301 0.02438 0.0005411 166 640: 14%|█▍ | 8/56 [00:36<02:15, 2.83s/it] 81/99 2.65G 0.0301 0.02438 0.0005411 166 640: 16%|█▌ | 9/56 [00:36<01:33, 1.98s/it] 81/99 2.65G 0.0303 0.02454 0.0005016 144 640: 16%|█▌ | 9/56 [00:36<01:33, 1.98s/it] 81/99 2.65G 0.0303 0.02454 0.0005016 144 640: 18%|█▊ | 10/56 [00:36<01:05, 1.41s/it] 81/99 2.65G 0.03029 0.02491 0.0004665 152 640: 18%|█▊ | 10/56 [00:36<01:05, 1.41s/it] 81/99 2.65G 0.03029 0.02491 0.0004665 152 640: 20%|█▉ | 11/56 [00:36<00:45, 1.02s/it] 81/99 2.65G 0.03023 0.02495 0.0004388 131 640: 20%|█▉ | 11/56 [01:09<00:45, 1.02s/it] 81/99 2.65G 0.03023 0.02495 0.0004388 131 640: 21%|██▏ | 12/56 [01:09<07:49, 10.68s/it] 81/99 2.65G 0.03008 0.02501 0.000419 151 640: 21%|██▏ | 12/56 [01:09<07:49, 10.68s/it] 81/99 2.65G 0.03008 0.02501 0.000419 151 640: 23%|██▎ | 13/56 [01:09<05:21, 7.48s/it] 81/99 2.65G 0.03022 0.02486 0.0004129 118 640: 23%|██▎ | 13/56 [01:09<05:21, 7.48s/it] 81/99 2.65G 0.03022 0.02486 0.0004129 118 640: 25%|██▌ | 14/56 [01:09<03:41, 5.27s/it] 81/99 2.65G 0.03029 0.02489 0.0004487 153 640: 25%|██▌ | 14/56 [01:09<03:41, 5.27s/it] 81/99 2.65G 0.03029 0.02489 0.0004487 153 640: 27%|██▋ | 15/56 [01:09<02:32, 3.71s/it] 81/99 2.65G 0.03025 0.02517 0.0004381 174 640: 27%|██▋ | 15/56 [01:10<02:32, 3.71s/it] 81/99 2.65G 0.03025 0.02517 0.0004381 174 640: 29%|██▊ | 16/56 [01:10<01:45, 2.63s/it] 81/99 2.65G 0.03008 0.02543 0.00042 154 640: 29%|██▊ | 16/56 [01:10<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.613 0.466 0.515 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 82/99 2.65G 0.02748 0.02136 0.0001811 125 640: 0%| | 0/56 [00:00<?, ?it/s] 82/99 2.65G 0.02748 0.02136 0.0001811 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.00it/s] 82/99 2.65G 0.02801 0.02291 0.0006106 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.00it/s] 82/99 2.65G 0.02801 0.02291 0.0006106 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.20it/s] 82/99 2.65G 0.02863 0.02223 0.0004461 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.20it/s] 82/99 2.65G 0.02863 0.02223 0.0004461 115 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 82/99 2.65G 0.02886 0.02266 0.0003706 126 640: 5%|▌ | 3/56 [00:43<00:06, 7.75it/s] 82/99 2.65G 0.02886 0.02266 0.0003706 126 640: 7%|▋ | 4/56 [00:43<14:39, 16.90s/it] 82/99 2.65G 0.02983 0.02515 0.0005187 199 640: 7%|▋ | 4/56 [00:43<14:39, 16.90s/it] 82/99 2.65G 0.02983 0.02515 0.0005187 199 640: 9%|▉ | 5/56 [00:43<09:13, 10.85s/it] 82/99 2.65G 0.03045 0.02463 0.0004491 131 640: 9%|▉ | 5/56 [00:43<09:13, 10.85s/it] 82/99 2.65G 0.03045 0.02463 0.0004491 131 640: 11%|█ | 6/56 [00:43<06:00, 7.21s/it] 82/99 2.65G 0.03001 0.02441 0.0004469 115 640: 11%|█ | 6/56 [00:43<06:00, 7.21s/it] 82/99 2.65G 0.03001 0.02441 0.0004469 115 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 82/99 2.65G 0.03011 0.02438 0.0004464 132 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 82/99 2.65G 0.03011 0.02438 0.0004464 132 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 82/99 2.65G 0.03013 0.02443 0.0004314 137 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 82/99 2.65G 0.03013 0.02443 0.0004314 137 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 82/99 2.65G 0.02978 0.02424 0.000411 124 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 82/99 2.65G 0.02978 0.02424 0.000411 124 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 82/99 2.65G 0.03 0.02446 0.0003827 126 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 82/99 2.65G 0.03 0.02446 0.0003827 126 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 82/99 2.65G 0.02974 0.02467 0.0004728 160 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 82/99 2.65G 0.02974 0.02467 0.0004728 160 640: 21%|██▏ | 12/56 [01:16<07:57, 10.84s/it] 82/99 2.65G 0.02972 0.02452 0.0004445 142 640: 21%|██▏ | 12/56 [01:16<07:57, 10.84s/it] 82/99 2.65G 0.02972 0.02452 0.0004445 142 640: 23%|██▎ | 13/56 [01:16<05:26, 7.60s/it] 82/99 2.65G 0.02976 0.02439 0.0004211 110 640: 23%|██▎ | 13/56 [01:17<05:26, 7.60s/it] 82/99 2.65G 0.02976 0.02439 0.0004211 110 640: 25%|██▌ | 14/56 [01:17<03:44, 5.35s/it] 82/99 2.65G 0.0298 0.02477 0.0004835 201 640: 25%|██▌ | 14/56 [01:17<03:44, 5.35s/it] 82/99 2.65G 0.0298 0.02477 0.0004835 201 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 82/99 2.65G 0.02985 0.02481 0.00046 136 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 82/99 2.65G 0.02985 0.02481 0.00046 136 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it] 82/99 2.65G 0.02984 0.02492 0.0004457 137 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.645 0.444 0.496 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 83/99 2.65G 0.02874 0.02069 0.0001259 118 640: 0%| | 0/56 [00:00<?, ?it/s] 83/99 2.65G 0.02874 0.02069 0.0001259 118 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 83/99 2.65G 0.02964 0.02256 0.0001739 137 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 83/99 2.65G 0.02964 0.02256 0.0001739 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 83/99 2.65G 0.03011 0.02404 0.0003838 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 83/99 2.65G 0.03011 0.02404 0.0003838 135 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 83/99 2.65G 0.03019 0.02415 0.0003222 141 640: 5%|▌ | 3/56 [00:43<00:06, 7.75it/s] 83/99 2.65G 0.03019 0.02415 0.0003222 141 640: 7%|▋ | 4/56 [00:43<14:41, 16.95s/it] 83/99 2.65G 0.03028 0.02479 0.0003591 170 640: 7%|▋ | 4/56 [00:43<14:41, 16.95s/it] 83/99 2.65G 0.03028 0.02479 0.0003591 170 640: 9%|▉ | 5/56 [00:43<09:14, 10.88s/it] 83/99 2.65G 0.0302 0.027 0.0003423 235 640: 9%|▉ | 5/56 [00:43<09:14, 10.88s/it] 83/99 2.65G 0.0302 0.027 0.0003423 235 640: 11%|█ | 6/56 [00:43<06:01, 7.23s/it] 83/99 2.65G 0.03044 0.02658 0.0003245 153 640: 11%|█ | 6/56 [00:43<06:01, 7.23s/it] 83/99 2.65G 0.03044 0.02658 0.0003245 153 640: 12%|█▎ | 7/56 [00:43<04:00, 4.90s/it] 83/99 2.65G 0.03104 0.02651 0.0003057 130 640: 12%|█▎ | 7/56 [00:43<04:00, 4.90s/it] 83/99 2.65G 0.03104 0.02651 0.0003057 130 640: 14%|█▍ | 8/56 [00:43<02:42, 3.38s/it] 83/99 2.65G 0.03105 0.026 0.0002935 101 640: 14%|█▍ | 8/56 [00:43<02:42, 3.38s/it] 83/99 2.65G 0.03105 0.026 0.0002935 101 640: 16%|█▌ | 9/56 [00:43<01:50, 2.36s/it] 83/99 2.65G 0.03096 0.02618 0.0002969 153 640: 16%|█▌ | 9/56 [00:43<01:50, 2.36s/it] 83/99 2.65G 0.03096 0.02618 0.0002969 153 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 83/99 2.65G 0.03067 0.02578 0.0003005 131 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 83/99 2.65G 0.03067 0.02578 0.0003005 131 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 83/99 2.65G 0.03059 0.02594 0.0003275 165 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 83/99 2.65G 0.03059 0.02594 0.0003275 165 640: 21%|██▏ | 12/56 [01:16<07:52, 10.73s/it] 83/99 2.65G 0.03044 0.02628 0.0003166 160 640: 21%|██▏ | 12/56 [01:16<07:52, 10.73s/it] 83/99 2.65G 0.03044 0.02628 0.0003166 160 640: 23%|██▎ | 13/56 [01:16<05:23, 7.52s/it] 83/99 2.65G 0.03077 0.02685 0.000308 176 640: 23%|██▎ | 13/56 [01:16<05:23, 7.52s/it] 83/99 2.65G 0.03077 0.02685 0.000308 176 640: 25%|██▌ | 14/56 [01:16<03:42, 5.29s/it] 83/99 2.65G 0.03061 0.02667 0.0003093 122 640: 25%|██▌ | 14/56 [01:16<03:42, 5.29s/it] 83/99 2.65G 0.03061 0.02667 0.0003093 122 640: 27%|██▋ | 15/56 [01:16<02:33, 3.73s/it] 83/99 2.65G 0.03056 0.02628 0.0003039 101 640: 27%|██▋ | 15/56 [01:17<02:33, 3.73s/it] 83/99 2.65G 0.03056 0.02628 0.0003039 101 640: 29%|██▊ | 16/56 [01:17<01:45, 2.64s/it] 83/99 2.65G 0.03038 0.02649 0.000332 211 640: 29%|██▊ | 16/56 [01:17<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.605 0.503 0.528 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 84/99 2.65G 0.03081 0.02443 0.00125 115 640: 0%| | 0/56 [00:00<?, ?it/s] 84/99 2.65G 0.03081 0.02443 0.00125 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 84/99 2.65G 0.02988 0.0228 0.0006778 93 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 84/99 2.65G 0.02988 0.0228 0.0006778 93 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 84/99 2.65G 0.02828 0.02378 0.0004913 155 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 84/99 2.65G 0.02828 0.02378 0.0004913 155 640: 5%|▌ | 3/56 [00:00<00:06, 7.88it/s] 84/99 2.65G 0.02887 0.0234 0.0004437 122 640: 5%|▌ | 3/56 [00:41<00:06, 7.88it/s] 84/99 2.65G 0.02887 0.0234 0.0004437 122 640: 7%|▋ | 4/56 [00:41<13:59, 16.15s/it] 84/99 2.65G 0.02884 0.02404 0.0004212 152 640: 7%|▋ | 4/56 [00:41<13:59, 16.15s/it] 84/99 2.65G 0.02884 0.02404 0.0004212 152 640: 9%|▉ | 5/56 [00:41<08:49, 10.37s/it] 84/99 2.65G 0.02891 0.02441 0.0003772 134 640: 9%|▉ | 5/56 [00:41<08:49, 10.37s/it] 84/99 2.65G 0.02891 0.02441 0.0003772 134 640: 11%|█ | 6/56 [00:41<05:44, 6.89s/it] 84/99 2.65G 0.02875 0.02511 0.0003401 161 640: 11%|█ | 6/56 [00:41<05:44, 6.89s/it] 84/99 2.65G 0.02875 0.02511 0.0003401 161 640: 12%|█▎ | 7/56 [00:41<03:49, 4.68s/it] 84/99 2.65G 0.02855 0.02517 0.0004054 135 640: 12%|█▎ | 7/56 [00:41<03:49, 4.68s/it] 84/99 2.65G 0.02855 0.02517 0.0004054 135 640: 14%|█▍ | 8/56 [00:41<02:34, 3.23s/it] 84/99 2.65G 0.0284 0.02553 0.0003967 171 640: 14%|█▍ | 8/56 [00:41<02:34, 3.23s/it] 84/99 2.65G 0.0284 0.02553 0.0003967 171 640: 16%|█▌ | 9/56 [00:41<01:45, 2.25s/it] 84/99 2.65G 0.02831 0.0254 0.0003748 145 640: 16%|█▌ | 9/56 [00:41<01:45, 2.25s/it] 84/99 2.65G 0.02831 0.0254 0.0003748 145 640: 18%|█▊ | 10/56 [00:41<01:13, 1.60s/it] 84/99 2.65G 0.02864 0.02559 0.000352 128 640: 18%|█▊ | 10/56 [00:41<01:13, 1.60s/it] 84/99 2.65G 0.02864 0.02559 0.000352 128 640: 20%|█▉ | 11/56 [00:41<00:51, 1.15s/it] 84/99 2.65G 0.02858 0.02578 0.0003933 182 640: 20%|█▉ | 11/56 [01:14<00:51, 1.15s/it] 84/99 2.65G 0.02858 0.02578 0.0003933 182 640: 21%|██▏ | 12/56 [01:14<07:51, 10.71s/it] 84/99 2.65G 0.02869 0.02545 0.0003738 108 640: 21%|██▏ | 12/56 [01:14<07:51, 10.71s/it] 84/99 2.65G 0.02869 0.02545 0.0003738 108 640: 23%|██▎ | 13/56 [01:14<05:22, 7.50s/it] 84/99 2.65G 0.02885 0.02517 0.0003548 110 640: 23%|██▎ | 13/56 [01:14<05:22, 7.50s/it] 84/99 2.65G 0.02885 0.02517 0.0003548 110 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 84/99 2.65G 0.02886 0.02527 0.0003385 147 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 84/99 2.65G 0.02886 0.02527 0.0003385 147 640: 27%|██▋ | 15/56 [01:14<02:32, 3.72s/it] 84/99 2.65G 0.02898 0.02523 0.0003284 120 640: 27%|██▋ | 15/56 [01:15<02:32, 3.72s/it] 84/99 2.65G 0.02898 0.02523 0.0003284 120 640: 29%|██▊ | 16/56 [01:15<01:45, 2.64s/it] 84/99 2.65G 0.02878 0.02556 0.0003312 184 640: 29%|██▊ | 16/56 [01:15<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.66it/s]
all 98 501 0.567 0.533 0.525 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 85/99 2.65G 0.02941 0.03451 0.0009365 221 640: 0%| | 0/56 [00:00<?, ?it/s] 85/99 2.65G 0.02941 0.03451 0.0009365 221 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 85/99 2.65G 0.02944 0.02954 0.0005271 118 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 85/99 2.65G 0.02944 0.02954 0.0005271 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 85/99 2.65G 0.02907 0.03043 0.0004285 190 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 85/99 2.65G 0.02907 0.03043 0.0004285 190 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 85/99 2.65G 0.02944 0.02816 0.0004077 126 640: 5%|▌ | 3/56 [00:44<00:06, 7.78it/s] 85/99 2.65G 0.02944 0.02816 0.0004077 126 640: 7%|▋ | 4/56 [00:44<15:02, 17.35s/it] 85/99 2.65G 0.02963 0.0272 0.0004083 117 640: 7%|▋ | 4/56 [00:44<15:02, 17.35s/it] 85/99 2.65G 0.02963 0.0272 0.0004083 117 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 85/99 2.65G 0.02946 0.02683 0.00037 133 640: 9%|▉ | 5/56 [00:44<09:27, 11.13s/it] 85/99 2.65G 0.02946 0.02683 0.00037 133 640: 11%|█ | 6/56 [00:44<06:09, 7.40s/it] 85/99 2.65G 0.02956 0.02686 0.0003435 142 640: 11%|█ | 6/56 [00:44<06:09, 7.40s/it] 85/99 2.65G 0.02956 0.02686 0.0003435 142 640: 12%|█▎ | 7/56 [00:44<04:05, 5.02s/it] 85/99 2.65G 0.02991 0.02682 0.0003711 137 640: 12%|█▎ | 7/56 [00:44<04:05, 5.02s/it] 85/99 2.65G 0.02991 0.02682 0.0003711 137 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 85/99 2.65G 0.03022 0.02624 0.000463 97 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 85/99 2.65G 0.03022 0.02624 0.000463 97 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 85/99 2.65G 0.03082 0.02607 0.0004822 115 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 85/99 2.65G 0.03082 0.02607 0.0004822 115 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 85/99 2.65G 0.0306 0.0259 0.0004525 125 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 85/99 2.65G 0.0306 0.0259 0.0004525 125 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 85/99 2.65G 0.03033 0.02594 0.0004254 122 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 85/99 2.65G 0.03033 0.02594 0.0004254 122 640: 21%|██▏ | 12/56 [01:17<07:57, 10.84s/it] 85/99 2.65G 0.03021 0.02569 0.0004111 132 640: 21%|██▏ | 12/56 [01:17<07:57, 10.84s/it] 85/99 2.65G 0.03021 0.02569 0.0004111 132 640: 23%|██▎ | 13/56 [01:17<05:26, 7.60s/it] 85/99 2.65G 0.03004 0.02601 0.00039 173 640: 23%|██▎ | 13/56 [01:18<05:26, 7.60s/it] 85/99 2.65G 0.03004 0.02601 0.00039 173 640: 25%|██▌ | 14/56 [01:18<03:44, 5.35s/it] 85/99 2.65G 0.03004 0.02611 0.0003834 139 640: 25%|██▌ | 14/56 [01:18<03:44, 5.35s/it] 85/99 2.65G 0.03004 0.02611 0.0003834 139 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 85/99 2.65G 0.03005 0.02568 0.000436 105 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 85/99 2.65G 0.03005 0.02568 0.000436 105 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 85/99 2.65G 0.02996 0.02539 0.000437 121 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.567 0.492 0.507 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 86/99 2.65G 0.02929 0.02743 0.0002691 164 640: 0%| | 0/56 [00:00<?, ?it/s] 86/99 2.65G 0.02929 0.02743 0.0002691 164 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 86/99 2.65G 0.03006 0.02776 0.0002234 163 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 86/99 2.65G 0.03006 0.02776 0.0002234 163 640: 4%|▎ | 2/56 [00:00<00:07, 7.45it/s] 86/99 2.65G 0.03052 0.02782 0.0003482 138 640: 4%|▎ | 2/56 [00:00<00:07, 7.45it/s] 86/99 2.65G 0.03052 0.02782 0.0003482 138 640: 5%|▌ | 3/56 [00:00<00:07, 7.50it/s] 86/99 2.65G 0.03002 0.02671 0.0004786 156 640: 5%|▌ | 3/56 [00:43<00:07, 7.50it/s] 86/99 2.65G 0.03002 0.02671 0.0004786 156 640: 7%|▋ | 4/56 [00:43<14:48, 17.08s/it] 86/99 2.65G 0.03006 0.02596 0.0004757 128 640: 7%|▋ | 4/56 [00:43<14:48, 17.08s/it] 86/99 2.65G 0.03006 0.02596 0.0004757 128 640: 9%|▉ | 5/56 [00:43<09:19, 10.97s/it] 86/99 2.65G 0.03006 0.02621 0.0004477 179 640: 9%|▉ | 5/56 [00:43<09:19, 10.97s/it] 86/99 2.65G 0.03006 0.02621 0.0004477 179 640: 11%|█ | 6/56 [00:43<06:04, 7.28s/it] 86/99 2.65G 0.03034 0.02534 0.000405 108 640: 11%|█ | 6/56 [00:43<06:04, 7.28s/it] 86/99 2.65G 0.03034 0.02534 0.000405 108 640: 12%|█▎ | 7/56 [00:43<04:02, 4.94s/it] 86/99 2.65G 0.03046 0.02576 0.0004029 166 640: 12%|█▎ | 7/56 [00:43<04:02, 4.94s/it] 86/99 2.65G 0.03046 0.02576 0.0004029 166 640: 14%|█▍ | 8/56 [00:43<02:43, 3.40s/it] 86/99 2.65G 0.03005 0.02545 0.0005162 126 640: 14%|█▍ | 8/56 [00:44<02:43, 3.40s/it] 86/99 2.65G 0.03005 0.02545 0.0005162 126 640: 16%|█▌ | 9/56 [00:44<01:51, 2.37s/it] 86/99 2.65G 0.0299 0.02534 0.0004785 124 640: 16%|█▌ | 9/56 [00:44<01:51, 2.37s/it] 86/99 2.65G 0.0299 0.02534 0.0004785 124 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 86/99 2.65G 0.02998 0.0252 0.0004502 127 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 86/99 2.65G 0.02998 0.0252 0.0004502 127 640: 20%|█▉ | 11/56 [00:44<00:54, 1.20s/it] 86/99 2.65G 0.03008 0.02498 0.0004264 142 640: 20%|█▉ | 11/56 [01:16<00:54, 1.20s/it] 86/99 2.65G 0.03008 0.02498 0.0004264 142 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 86/99 2.65G 0.02983 0.02487 0.0004181 155 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 86/99 2.65G 0.02983 0.02487 0.0004181 155 640: 23%|██▎ | 13/56 [01:16<05:22, 7.50s/it] 86/99 2.65G 0.02971 0.02443 0.0004015 98 640: 23%|██▎ | 13/56 [01:16<05:22, 7.50s/it] 86/99 2.65G 0.02971 0.02443 0.0004015 98 640: 25%|██▌ | 14/56 [01:16<03:41, 5.28s/it] 86/99 2.65G 0.02962 0.02437 0.000391 122 640: 25%|██▌ | 14/56 [01:17<03:41, 5.28s/it] 86/99 2.65G 0.02962 0.02437 0.000391 122 640: 27%|██▋ | 15/56 [01:17<02:32, 3.72s/it] 86/99 2.65G 0.02942 0.02413 0.0003736 117 640: 27%|██▋ | 15/56 [01:17<02:32, 3.72s/it] 86/99 2.65G 0.02942 0.02413 0.0003736 117 640: 29%|██▊ | 16/56 [01:17<01:45, 2.64s/it] 86/99 2.65G 0.02942 0.02422 0.0003609 133 640: 29%|██▊ | 16/56 [01:17<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 8.04it/s]
all 98 501 0.597 0.49 0.516 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 87/99 2.65G 0.02619 0.02801 0.0002137 129 640: 0%| | 0/56 [00:00<?, ?it/s] 87/99 2.65G 0.02619 0.02801 0.0002137 129 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 87/99 2.65G 0.02736 0.02597 0.000389 143 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 87/99 2.65G 0.02736 0.02597 0.000389 143 640: 4%|▎ | 2/56 [00:00<00:06, 7.80it/s] 87/99 2.65G 0.02766 0.0245 0.0003108 141 640: 4%|▎ | 2/56 [00:00<00:06, 7.80it/s] 87/99 2.65G 0.02766 0.0245 0.0003108 141 640: 5%|▌ | 3/56 [00:00<00:06, 8.11it/s] 87/99 2.65G 0.02801 0.02476 0.0003135 171 640: 5%|▌ | 3/56 [00:36<00:06, 8.11it/s] 87/99 2.65G 0.02801 0.02476 0.0003135 171 640: 7%|▋ | 4/56 [00:36<12:20, 14.23s/it] 87/99 2.65G 0.0287 0.02504 0.00029 163 640: 7%|▋ | 4/56 [00:36<12:20, 14.23s/it] 87/99 2.65G 0.0287 0.02504 0.00029 163 640: 9%|▉ | 5/56 [00:36<07:46, 9.14s/it] 87/99 2.65G 0.02875 0.02571 0.0004518 168 640: 9%|▉ | 5/56 [00:36<07:46, 9.14s/it] 87/99 2.65G 0.02875 0.02571 0.0004518 168 640: 11%|█ | 6/56 [00:36<05:03, 6.08s/it] 87/99 2.65G 0.02863 0.02608 0.000401 149 640: 11%|█ | 6/56 [00:36<05:03, 6.08s/it] 87/99 2.65G 0.02863 0.02608 0.000401 149 640: 12%|█▎ | 7/56 [00:36<03:22, 4.13s/it] 87/99 2.65G 0.02877 0.0255 0.000366 115 640: 12%|█▎ | 7/56 [00:36<03:22, 4.13s/it] 87/99 2.65G 0.02877 0.0255 0.000366 115 640: 14%|█▍ | 8/56 [00:36<02:16, 2.85s/it] 87/99 2.65G 0.02898 0.02569 0.0003937 124 640: 14%|█▍ | 8/56 [00:36<02:16, 2.85s/it] 87/99 2.65G 0.02898 0.02569 0.0003937 124 640: 16%|█▌ | 9/56 [00:36<01:33, 2.00s/it] 87/99 2.65G 0.02883 0.02516 0.0003751 102 640: 16%|█▌ | 9/56 [00:36<01:33, 2.00s/it] 87/99 2.65G 0.02883 0.02516 0.0003751 102 640: 18%|█▊ | 10/56 [00:36<01:05, 1.42s/it] 87/99 2.65G 0.02895 0.02547 0.0003594 174 640: 18%|█▊ | 10/56 [00:37<01:05, 1.42s/it] 87/99 2.65G 0.02895 0.02547 0.0003594 174 640: 20%|█▉ | 11/56 [00:37<00:46, 1.02s/it] 87/99 2.65G 0.02915 0.0253 0.000354 155 640: 20%|█▉ | 11/56 [01:10<00:46, 1.02s/it] 87/99 2.65G 0.02915 0.0253 0.000354 155 640: 21%|██▏ | 12/56 [01:10<07:55, 10.81s/it] 87/99 2.65G 0.02919 0.02553 0.0003767 181 640: 21%|██▏ | 12/56 [01:10<07:55, 10.81s/it] 87/99 2.65G 0.02919 0.02553 0.0003767 181 640: 23%|██▎ | 13/56 [01:10<05:25, 7.57s/it] 87/99 2.65G 0.02938 0.02592 0.0004439 187 640: 23%|██▎ | 13/56 [01:10<05:25, 7.57s/it] 87/99 2.65G 0.02938 0.02592 0.0004439 187 640: 25%|██▌ | 14/56 [01:10<03:43, 5.33s/it] 87/99 2.65G 0.02935 0.02591 0.0004318 147 640: 25%|██▌ | 14/56 [01:10<03:43, 5.33s/it] 87/99 2.65G 0.02935 0.02591 0.0004318 147 640: 27%|██▋ | 15/56 [01:10<02:33, 3.75s/it] 87/99 2.65G 0.02923 0.02594 0.0004131 162 640: 27%|██▋ | 15/56 [01:10<02:33, 3.75s/it] 87/99 2.65G 0.02923 0.02594 0.0004131 162 640: 29%|██▊ | 16/56 [01:10<01:46, 2.66s/it] 87/99 2.65G 0.02907 0.02558 0.0004006 132 640: 29%|██▊ | 16/56 [01:10<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.573 0.483 0.51 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 88/99 2.65G 0.02778 0.02701 0.0004641 153 640: 0%| | 0/56 [00:00<?, ?it/s] 88/99 2.65G 0.02778 0.02701 0.0004641 153 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 88/99 2.65G 0.02774 0.02478 0.0002835 109 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 88/99 2.65G 0.02774 0.02478 0.0002835 109 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 88/99 2.65G 0.02831 0.02478 0.0002643 157 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 88/99 2.65G 0.02831 0.02478 0.0002643 157 640: 5%|▌ | 3/56 [00:00<00:06, 7.69it/s] 88/99 2.65G 0.02866 0.02528 0.0002658 140 640: 5%|▌ | 3/56 [00:43<00:06, 7.69it/s] 88/99 2.65G 0.02866 0.02528 0.0002658 140 640: 7%|▋ | 4/56 [00:43<14:46, 17.05s/it] 88/99 2.65G 0.02837 0.02471 0.0002336 129 640: 7%|▋ | 4/56 [00:43<14:46, 17.05s/it] 88/99 2.65G 0.02837 0.02471 0.0002336 129 640: 9%|▉ | 5/56 [00:43<09:18, 10.95s/it] 88/99 2.65G 0.02768 0.02423 0.0002231 105 640: 9%|▉ | 5/56 [00:43<09:18, 10.95s/it] 88/99 2.65G 0.02768 0.02423 0.0002231 105 640: 11%|█ | 6/56 [00:43<06:03, 7.27s/it] 88/99 2.65G 0.02771 0.02443 0.0002444 159 640: 11%|█ | 6/56 [00:43<06:03, 7.27s/it] 88/99 2.65G 0.02771 0.02443 0.0002444 159 640: 12%|█▎ | 7/56 [00:43<04:01, 4.93s/it] 88/99 2.65G 0.02742 0.02452 0.0002295 147 640: 12%|█▎ | 7/56 [00:43<04:01, 4.93s/it] 88/99 2.65G 0.02742 0.02452 0.0002295 147 640: 14%|█▍ | 8/56 [00:43<02:43, 3.40s/it] 88/99 2.65G 0.02764 0.02491 0.0002318 180 640: 14%|█▍ | 8/56 [00:43<02:43, 3.40s/it] 88/99 2.65G 0.02764 0.02491 0.0002318 180 640: 16%|█▌ | 9/56 [00:43<01:51, 2.37s/it] 88/99 2.65G 0.02772 0.02476 0.0002367 133 640: 16%|█▌ | 9/56 [00:44<01:51, 2.37s/it] 88/99 2.65G 0.02772 0.02476 0.0002367 133 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 88/99 2.65G 0.02774 0.02494 0.0002334 130 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 88/99 2.65G 0.02774 0.02494 0.0002334 130 640: 20%|█▉ | 11/56 [00:44<00:54, 1.20s/it] 88/99 2.65G 0.02791 0.02482 0.0002346 107 640: 20%|█▉ | 11/56 [01:17<00:54, 1.20s/it] 88/99 2.65G 0.02791 0.02482 0.0002346 107 640: 21%|██▏ | 12/56 [01:17<07:55, 10.81s/it] 88/99 2.65G 0.02779 0.02476 0.0002643 133 640: 21%|██▏ | 12/56 [01:17<07:55, 10.81s/it] 88/99 2.65G 0.02779 0.02476 0.0002643 133 640: 23%|██▎ | 13/56 [01:17<05:25, 7.57s/it] 88/99 2.65G 0.02804 0.02478 0.000257 142 640: 23%|██▎ | 13/56 [01:17<05:25, 7.57s/it] 88/99 2.65G 0.02804 0.02478 0.000257 142 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 88/99 2.65G 0.02805 0.02459 0.0002471 99 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 88/99 2.65G 0.02805 0.02459 0.0002471 99 640: 27%|██▋ | 15/56 [01:17<02:34, 3.76s/it] 88/99 2.65G 0.02819 0.02483 0.0002466 182 640: 27%|██▋ | 15/56 [01:17<02:34, 3.76s/it] 88/99 2.65G 0.02819 0.02483 0.0002466 182 640: 29%|██▊ | 16/56 [01:17<01:46, 2.66s/it] 88/99 2.65G 0.02805 0.02483 0.0002681 145 640: 29%|██▊ | 16/56 [01:17<01:46, 2.66s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.579 0.492 0.516 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 89/99 2.65G 0.02658 0.01937 0.0001292 106 640: 0%| | 0/56 [00:00<?, ?it/s] 89/99 2.65G 0.02658 0.01937 0.0001292 106 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 89/99 2.65G 0.02654 0.01995 0.0001098 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 89/99 2.65G 0.02654 0.01995 0.0001098 132 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 89/99 2.65G 0.02663 0.0202 0.0002473 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 89/99 2.65G 0.02663 0.0202 0.0002473 135 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 89/99 2.65G 0.02699 0.02086 0.0002445 123 640: 5%|▌ | 3/56 [00:33<00:06, 7.83it/s] 89/99 2.65G 0.02699 0.02086 0.0002445 123 640: 7%|▋ | 4/56 [00:33<11:21, 13.11s/it] 89/99 2.65G 0.0273 0.02172 0.0002177 129 640: 7%|▋ | 4/56 [00:33<11:21, 13.11s/it] 89/99 2.65G 0.0273 0.02172 0.0002177 129 640: 9%|▉ | 5/56 [00:33<07:09, 8.42s/it] 89/99 2.65G 0.02786 0.0219 0.0002069 114 640: 9%|▉ | 5/56 [00:33<07:09, 8.42s/it] 89/99 2.65G 0.02786 0.0219 0.0002069 114 640: 11%|█ | 6/56 [00:33<04:40, 5.61s/it] 89/99 2.65G 0.02789 0.02205 0.0003125 143 640: 11%|█ | 6/56 [00:33<04:40, 5.61s/it] 89/99 2.65G 0.02789 0.02205 0.0003125 143 640: 12%|█▎ | 7/56 [00:33<03:06, 3.81s/it] 89/99 2.65G 0.02819 0.02281 0.0003096 180 640: 12%|█▎ | 7/56 [00:33<03:06, 3.81s/it] 89/99 2.65G 0.02819 0.02281 0.0003096 180 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 89/99 2.65G 0.02791 0.02316 0.0002917 135 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 89/99 2.65G 0.02791 0.02316 0.0002917 135 640: 16%|█▌ | 9/56 [00:33<01:26, 1.85s/it] 89/99 2.65G 0.02783 0.02369 0.0003015 142 640: 16%|█▌ | 9/56 [00:34<01:26, 1.85s/it] 89/99 2.65G 0.02783 0.02369 0.0003015 142 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 89/99 2.65G 0.02768 0.02402 0.000292 168 640: 18%|█▊ | 10/56 [00:34<01:00, 1.32s/it] 89/99 2.65G 0.02768 0.02402 0.000292 168 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 89/99 2.65G 0.02752 0.0243 0.0002816 149 640: 20%|█▉ | 11/56 [01:07<00:42, 1.05it/s] 89/99 2.65G 0.02752 0.0243 0.0002816 149 640: 21%|██▏ | 12/56 [01:07<07:50, 10.69s/it] 89/99 2.65G 0.0275 0.02481 0.0003486 187 640: 21%|██▏ | 12/56 [01:07<07:50, 10.69s/it] 89/99 2.65G 0.0275 0.02481 0.0003486 187 640: 23%|██▎ | 13/56 [01:07<05:22, 7.49s/it] 89/99 2.65G 0.02779 0.02472 0.0003301 98 640: 23%|██▎ | 13/56 [01:07<05:22, 7.49s/it] 89/99 2.65G 0.02779 0.02472 0.0003301 98 640: 25%|██▌ | 14/56 [01:07<03:41, 5.27s/it] 89/99 2.65G 0.02787 0.02436 0.0003151 106 640: 25%|██▌ | 14/56 [01:07<03:41, 5.27s/it] 89/99 2.65G 0.02787 0.02436 0.0003151 106 640: 27%|██▋ | 15/56 [01:07<02:32, 3.72s/it] 89/99 2.65G 0.02797 0.02402 0.0003262 92 640: 27%|██▋ | 15/56 [01:07<02:32, 3.72s/it] 89/99 2.65G 0.02797 0.02402 0.0003262 92 640: 29%|██▊ | 16/56 [01:07<01:45, 2.63s/it] 89/99 2.65G 0.02805 0.02403 0.0003536 137 640: 29%|██▊ | 16/56 [01:07<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.585 0.467 0.498 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 90/99 2.65G 0.02716 0.02816 0.0004393 175 640: 0%| | 0/56 [00:00<?, ?it/s] 90/99 2.65G 0.02716 0.02816 0.0004393 175 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 90/99 2.65G 0.02727 0.02489 0.0002742 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 90/99 2.65G 0.02727 0.02489 0.0002742 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 90/99 2.65G 0.02856 0.02583 0.0002728 147 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 90/99 2.65G 0.02856 0.02583 0.0002728 147 640: 5%|▌ | 3/56 [00:00<00:07, 7.50it/s] 90/99 2.65G 0.02769 0.02418 0.0002694 99 640: 5%|▌ | 3/56 [00:41<00:07, 7.50it/s] 90/99 2.65G 0.02769 0.02418 0.0002694 99 640: 7%|▋ | 4/56 [00:41<14:13, 16.41s/it] 90/99 2.65G 0.0278 0.02367 0.0002369 127 640: 7%|▋ | 4/56 [00:41<14:13, 16.41s/it] 90/99 2.65G 0.0278 0.02367 0.0002369 127 640: 9%|▉ | 5/56 [00:41<08:57, 10.53s/it] 90/99 2.65G 0.02817 0.02507 0.0002177 185 640: 9%|▉ | 5/56 [00:42<08:57, 10.53s/it] 90/99 2.65G 0.02817 0.02507 0.0002177 185 640: 11%|█ | 6/56 [00:42<05:49, 7.00s/it] 90/99 2.65G 0.02798 0.02514 0.0002272 150 640: 11%|█ | 6/56 [00:42<05:49, 7.00s/it] 90/99 2.65G 0.02798 0.02514 0.0002272 150 640: 12%|█▎ | 7/56 [00:42<03:52, 4.75s/it] 90/99 2.65G 0.02809 0.02529 0.0003099 158 640: 12%|█▎ | 7/56 [00:42<03:52, 4.75s/it] 90/99 2.65G 0.02809 0.02529 0.0003099 158 640: 14%|█▍ | 8/56 [00:42<02:37, 3.27s/it] 90/99 2.65G 0.02808 0.02475 0.0003198 129 640: 14%|█▍ | 8/56 [00:42<02:37, 3.27s/it] 90/99 2.65G 0.02808 0.02475 0.0003198 129 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 90/99 2.65G 0.02793 0.02471 0.0003109 130 640: 16%|█▌ | 9/56 [00:42<01:47, 2.29s/it] 90/99 2.65G 0.02793 0.02471 0.0003109 130 640: 18%|█▊ | 10/56 [00:42<01:14, 1.62s/it] 90/99 2.65G 0.02802 0.02509 0.0003208 180 640: 18%|█▊ | 10/56 [00:42<01:14, 1.62s/it] 90/99 2.65G 0.02802 0.02509 0.0003208 180 640: 20%|█▉ | 11/56 [00:42<00:52, 1.16s/it] 90/99 2.65G 0.02783 0.02488 0.0003105 144 640: 20%|█▉ | 11/56 [01:15<00:52, 1.16s/it] 90/99 2.65G 0.02783 0.02488 0.0003105 144 640: 21%|██▏ | 12/56 [01:15<07:53, 10.75s/it] 90/99 2.65G 0.02789 0.02481 0.0003024 145 640: 21%|██▏ | 12/56 [01:15<07:53, 10.75s/it] 90/99 2.65G 0.02789 0.02481 0.0003024 145 640: 23%|██▎ | 13/56 [01:15<05:24, 7.54s/it] 90/99 2.65G 0.02758 0.02464 0.0002873 113 640: 23%|██▎ | 13/56 [01:15<05:24, 7.54s/it] 90/99 2.65G 0.02758 0.02464 0.0002873 113 640: 25%|██▌ | 14/56 [01:15<03:42, 5.30s/it] 90/99 2.65G 0.02766 0.02442 0.0002907 149 640: 25%|██▌ | 14/56 [01:15<03:42, 5.30s/it] 90/99 2.65G 0.02766 0.02442 0.0002907 149 640: 27%|██▋ | 15/56 [01:15<02:33, 3.74s/it] 90/99 2.65G 0.02776 0.02438 0.000284 119 640: 27%|██▋ | 15/56 [01:15<02:33, 3.74s/it] 90/99 2.65G 0.02776 0.02438 0.000284 119 640: 29%|██▊ | 16/56 [01:15<01:46, 2.65s/it] 90/99 2.65G 0.02796 0.02444 0.0002732 162 640: 29%|██▊ | 16/56 [01:15<01:46, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.581 0.493 0.508 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 91/99 2.65G 0.03134 0.01915 0.0001766 97 640: 0%| | 0/56 [00:00<?, ?it/s] 91/99 2.65G 0.03134 0.01915 0.0001766 97 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 91/99 2.65G 0.02897 0.01974 0.0001332 133 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 91/99 2.65G 0.02897 0.01974 0.0001332 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 91/99 2.65G 0.02871 0.02035 0.000181 128 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 91/99 2.65G 0.02871 0.02035 0.000181 128 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 91/99 2.65G 0.02771 0.021 0.000161 128 640: 5%|▌ | 3/56 [00:43<00:06, 7.73it/s] 91/99 2.65G 0.02771 0.021 0.000161 128 640: 7%|▋ | 4/56 [00:43<14:44, 17.01s/it] 91/99 2.65G 0.02858 0.02193 0.0001713 175 640: 7%|▋ | 4/56 [00:43<14:44, 17.01s/it] 91/99 2.65G 0.02858 0.02193 0.0001713 175 640: 9%|▉ | 5/56 [00:43<09:16, 10.92s/it] 91/99 2.65G 0.02851 0.02162 0.0001859 104 640: 9%|▉ | 5/56 [00:43<09:16, 10.92s/it] 91/99 2.65G 0.02851 0.02162 0.0001859 104 640: 11%|█ | 6/56 [00:43<06:02, 7.25s/it] 91/99 2.65G 0.02882 0.02219 0.0001789 150 640: 11%|█ | 6/56 [00:43<06:02, 7.25s/it] 91/99 2.65G 0.02882 0.02219 0.0001789 150 640: 12%|█▎ | 7/56 [00:43<04:00, 4.92s/it] 91/99 2.65G 0.02899 0.02283 0.0001757 179 640: 12%|█▎ | 7/56 [00:43<04:00, 4.92s/it] 91/99 2.65G 0.02899 0.02283 0.0001757 179 640: 14%|█▍ | 8/56 [00:43<02:42, 3.39s/it] 91/99 2.65G 0.02896 0.02305 0.0001746 128 640: 14%|█▍ | 8/56 [00:43<02:42, 3.39s/it] 91/99 2.65G 0.02896 0.02305 0.0001746 128 640: 16%|█▌ | 9/56 [00:43<01:51, 2.37s/it] 91/99 2.65G 0.02905 0.0232 0.0001977 150 640: 16%|█▌ | 9/56 [00:44<01:51, 2.37s/it] 91/99 2.65G 0.02905 0.0232 0.0001977 150 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 91/99 2.65G 0.02905 0.02343 0.0002026 194 640: 18%|█▊ | 10/56 [00:44<01:17, 1.68s/it] 91/99 2.65G 0.02905 0.02343 0.0002026 194 640: 20%|█▉ | 11/56 [00:44<00:54, 1.20s/it] 91/99 2.65G 0.02881 0.02321 0.0002166 108 640: 20%|█▉ | 11/56 [01:17<00:54, 1.20s/it] 91/99 2.65G 0.02881 0.02321 0.0002166 108 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 91/99 2.65G 0.02876 0.02332 0.0002066 139 640: 21%|██▏ | 12/56 [01:17<07:56, 10.84s/it] 91/99 2.65G 0.02876 0.02332 0.0002066 139 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 91/99 2.65G 0.029 0.02364 0.0002173 148 640: 23%|██▎ | 13/56 [01:17<05:26, 7.59s/it] 91/99 2.65G 0.029 0.02364 0.0002173 148 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 91/99 2.65G 0.02891 0.02381 0.0002137 149 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 91/99 2.65G 0.02891 0.02381 0.0002137 149 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 91/99 2.65G 0.02891 0.02394 0.0002127 160 640: 27%|██▋ | 15/56 [01:17<02:34, 3.77s/it] 91/99 2.65G 0.02891 0.02394 0.0002127 160 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it] 91/99 2.65G 0.02877 0.0236 0.0002175 107 640: 29%|██▊ | 16/56 [01:17<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.604 0.478 0.501 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 92/99 2.65G 0.02814 0.02423 0.0002776 141 640: 0%| | 0/56 [00:00<?, ?it/s] 92/99 2.65G 0.02814 0.02423 0.0002776 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.42it/s] 92/99 2.65G 0.02855 0.0237 0.0002021 108 640: 2%|▏ | 1/56 [00:00<00:06, 8.42it/s] 92/99 2.65G 0.02855 0.0237 0.0002021 108 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 92/99 2.65G 0.02857 0.02356 0.0003711 123 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 92/99 2.65G 0.02857 0.02356 0.0003711 123 640: 5%|▌ | 3/56 [00:00<00:06, 8.14it/s] 92/99 2.65G 0.02801 0.02421 0.0004605 155 640: 5%|▌ | 3/56 [00:33<00:06, 8.14it/s] 92/99 2.65G 0.02801 0.02421 0.0004605 155 640: 7%|▋ | 4/56 [00:33<11:22, 13.13s/it] 92/99 2.65G 0.02736 0.02453 0.000517 162 640: 7%|▋ | 4/56 [00:33<11:22, 13.13s/it] 92/99 2.65G 0.02736 0.02453 0.000517 162 640: 9%|▉ | 5/56 [00:33<07:10, 8.44s/it] 92/99 2.65G 0.02753 0.02404 0.0004505 107 640: 9%|▉ | 5/56 [00:33<07:10, 8.44s/it] 92/99 2.65G 0.02753 0.02404 0.0004505 107 640: 11%|█ | 6/56 [00:33<04:40, 5.62s/it] 92/99 2.65G 0.02797 0.02299 0.0004334 75 640: 11%|█ | 6/56 [00:33<04:40, 5.62s/it] 92/99 2.65G 0.02797 0.02299 0.0004334 75 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 92/99 2.65G 0.02824 0.02256 0.0003935 131 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 92/99 2.65G 0.02824 0.02256 0.0003935 131 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 92/99 2.65G 0.02841 0.02319 0.0003841 156 640: 14%|█▍ | 8/56 [00:34<02:06, 2.64s/it] 92/99 2.65G 0.02841 0.02319 0.0003841 156 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 92/99 2.65G 0.02831 0.02306 0.0003614 137 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 92/99 2.65G 0.02831 0.02306 0.0003614 137 640: 18%|█▊ | 10/56 [00:34<01:00, 1.33s/it] 92/99 2.65G 0.02843 0.0228 0.0003449 84 640: 18%|█▊ | 10/56 [00:34<01:00, 1.33s/it] 92/99 2.65G 0.02843 0.0228 0.0003449 84 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 92/99 2.65G 0.02847 0.02342 0.0004132 204 640: 20%|█▉ | 11/56 [01:07<00:42, 1.05it/s] 92/99 2.65G 0.02847 0.02342 0.0004132 204 640: 21%|██▏ | 12/56 [01:07<07:51, 10.72s/it] 92/99 2.65G 0.02841 0.02366 0.0003932 176 640: 21%|██▏ | 12/56 [01:07<07:51, 10.72s/it] 92/99 2.65G 0.02841 0.02366 0.0003932 176 640: 23%|██▎ | 13/56 [01:07<05:23, 7.51s/it] 92/99 2.65G 0.02827 0.02365 0.0003798 121 640: 23%|██▎ | 13/56 [01:07<05:23, 7.51s/it] 92/99 2.65G 0.02827 0.02365 0.0003798 121 640: 25%|██▌ | 14/56 [01:07<03:41, 5.29s/it] 92/99 2.65G 0.02827 0.02364 0.0003793 144 640: 25%|██▌ | 14/56 [01:07<03:41, 5.29s/it] 92/99 2.65G 0.02827 0.02364 0.0003793 144 640: 27%|██▋ | 15/56 [01:07<02:32, 3.73s/it] 92/99 2.65G 0.02824 0.02393 0.0003648 166 640: 27%|██▋ | 15/56 [01:07<02:32, 3.73s/it] 92/99 2.65G 0.02824 0.02393 0.0003648 166 640: 29%|██▊ | 16/56 [01:07<01:45, 2.64s/it] 92/99 2.65G 0.02815 0.0239 0.0003519 158 640: 29%|██▊ | 16/56 [01:07<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.564 0.5 0.507 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 93/99 2.65G 0.03063 0.03124 0.0002758 210 640: 0%| | 0/56 [00:00<?, ?it/s] 93/99 2.65G 0.03063 0.03124 0.0002758 210 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 93/99 2.65G 0.02975 0.03155 0.0002384 179 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 93/99 2.65G 0.02975 0.03155 0.0002384 179 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 93/99 2.65G 0.02895 0.02954 0.0002813 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 93/99 2.65G 0.02895 0.02954 0.0002813 154 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 93/99 2.65G 0.02787 0.02722 0.0002517 101 640: 5%|▌ | 3/56 [00:42<00:06, 7.77it/s] 93/99 2.65G 0.02787 0.02722 0.0002517 101 640: 7%|▋ | 4/56 [00:42<14:38, 16.90s/it] 93/99 2.65G 0.02777 0.02652 0.000235 159 640: 7%|▋ | 4/56 [00:43<14:38, 16.90s/it] 93/99 2.65G 0.02777 0.02652 0.000235 159 640: 9%|▉ | 5/56 [00:43<09:13, 10.85s/it] 93/99 2.65G 0.02798 0.02543 0.0002646 115 640: 9%|▉ | 5/56 [00:43<09:13, 10.85s/it] 93/99 2.65G 0.02798 0.02543 0.0002646 115 640: 11%|█ | 6/56 [00:43<06:00, 7.21s/it] 93/99 2.65G 0.02806 0.02535 0.0002471 147 640: 11%|█ | 6/56 [00:43<06:00, 7.21s/it] 93/99 2.65G 0.02806 0.02535 0.0002471 147 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 93/99 2.65G 0.0279 0.02521 0.0002496 152 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 93/99 2.65G 0.0279 0.02521 0.0002496 152 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 93/99 2.65G 0.02794 0.02507 0.0002327 134 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 93/99 2.65G 0.02794 0.02507 0.0002327 134 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 93/99 2.65G 0.02784 0.02534 0.0002201 145 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 93/99 2.65G 0.02784 0.02534 0.0002201 145 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 93/99 2.65G 0.0283 0.02476 0.0002115 88 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 93/99 2.65G 0.0283 0.02476 0.0002115 88 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 93/99 2.65G 0.028 0.02469 0.0002006 135 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 93/99 2.65G 0.028 0.02469 0.0002006 135 640: 21%|██▏ | 12/56 [01:16<07:52, 10.74s/it] 93/99 2.65G 0.02788 0.02455 0.0001922 123 640: 21%|██▏ | 12/56 [01:16<07:52, 10.74s/it] 93/99 2.65G 0.02788 0.02455 0.0001922 123 640: 23%|██▎ | 13/56 [01:16<05:23, 7.53s/it] 93/99 2.65G 0.02797 0.02478 0.0002072 154 640: 23%|██▎ | 13/56 [01:16<05:23, 7.53s/it] 93/99 2.65G 0.02797 0.02478 0.0002072 154 640: 25%|██▌ | 14/56 [01:16<03:42, 5.30s/it] 93/99 2.65G 0.02792 0.02503 0.00021 163 640: 25%|██▌ | 14/56 [01:16<03:42, 5.30s/it] 93/99 2.65G 0.02792 0.02503 0.00021 163 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 93/99 2.65G 0.02796 0.02494 0.0002128 144 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 93/99 2.65G 0.02796 0.02494 0.0002128 144 640: 29%|██▊ | 16/56 [01:16<01:45, 2.65s/it] 93/99 2.65G 0.02795 0.025 0.0002097 147 640: 29%|██▊ | 16/56 [01:17<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
all 98 501 0.567 0.489 0.497 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 94/99 2.65G 0.02724 0.0246 0.0001035 150 640: 0%| | 0/56 [00:00<?, ?it/s] 94/99 2.65G 0.02724 0.0246 0.0001035 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 94/99 2.65G 0.02876 0.02348 0.0001224 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 94/99 2.65G 0.02876 0.02348 0.0001224 125 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 94/99 2.65G 0.02725 0.02245 0.0004052 114 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 94/99 2.65G 0.02725 0.02245 0.0004052 114 640: 5%|▌ | 3/56 [00:00<00:06, 7.60it/s] 94/99 2.65G 0.02763 0.02252 0.0003343 129 640: 5%|▌ | 3/56 [00:33<00:06, 7.60it/s] 94/99 2.65G 0.02763 0.02252 0.0003343 129 640: 7%|▋ | 4/56 [00:33<11:23, 13.14s/it] 94/99 2.65G 0.02746 0.02354 0.0002889 175 640: 7%|▋ | 4/56 [00:33<11:23, 13.14s/it] 94/99 2.65G 0.02746 0.02354 0.0002889 175 640: 9%|▉ | 5/56 [00:33<07:10, 8.45s/it] 94/99 2.65G 0.02708 0.02294 0.0003679 111 640: 9%|▉ | 5/56 [00:33<07:10, 8.45s/it] 94/99 2.65G 0.02708 0.02294 0.0003679 111 640: 11%|█ | 6/56 [00:33<04:41, 5.63s/it] 94/99 2.65G 0.02724 0.02374 0.0003355 172 640: 11%|█ | 6/56 [00:33<04:41, 5.63s/it] 94/99 2.65G 0.02724 0.02374 0.0003355 172 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 94/99 2.65G 0.02719 0.02365 0.0003198 118 640: 12%|█▎ | 7/56 [00:33<03:07, 3.82s/it] 94/99 2.65G 0.02719 0.02365 0.0003198 118 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 94/99 2.65G 0.02779 0.02351 0.0003001 93 640: 14%|█▍ | 8/56 [00:34<02:06, 2.64s/it] 94/99 2.65G 0.02779 0.02351 0.0003001 93 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 94/99 2.65G 0.02758 0.02341 0.000315 140 640: 16%|█▌ | 9/56 [00:34<01:27, 1.85s/it] 94/99 2.65G 0.02758 0.02341 0.000315 140 640: 18%|█▊ | 10/56 [00:34<01:00, 1.33s/it] 94/99 2.65G 0.02804 0.02312 0.0003256 121 640: 18%|█▊ | 10/56 [00:34<01:00, 1.33s/it] 94/99 2.65G 0.02804 0.02312 0.0003256 121 640: 20%|█▉ | 11/56 [00:34<00:42, 1.05it/s] 94/99 2.65G 0.02796 0.02327 0.0003103 167 640: 20%|█▉ | 11/56 [01:07<00:42, 1.05it/s] 94/99 2.65G 0.02796 0.02327 0.0003103 167 640: 21%|██▏ | 12/56 [01:07<07:48, 10.65s/it] 94/99 2.65G 0.02806 0.02267 0.0003031 90 640: 21%|██▏ | 12/56 [01:07<07:48, 10.65s/it] 94/99 2.65G 0.02806 0.02267 0.0003031 90 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 94/99 2.65G 0.0281 0.0231 0.0002895 160 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 94/99 2.65G 0.0281 0.0231 0.0002895 160 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 94/99 2.65G 0.02794 0.02313 0.0003171 131 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 94/99 2.65G 0.02794 0.02313 0.0003171 131 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 94/99 2.65G 0.02782 0.02346 0.0003116 147 640: 27%|██▋ | 15/56 [01:07<02:31, 3.70s/it] 94/99 2.65G 0.02782 0.02346 0.0003116 147 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it] 94/99 2.65G 0.02784 0.02335 0.0003059 103 640: 29%|██▊ | 16/56 [01:07<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.57 0.495 0.509 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 95/99 2.65G 0.02747 0.02099 0.0001368 125 640: 0%| | 0/56 [00:00<?, ?it/s] 95/99 2.65G 0.02747 0.02099 0.0001368 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 95/99 2.65G 0.0269 0.02277 0.0005114 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 95/99 2.65G 0.0269 0.02277 0.0005114 135 640: 4%|▎ | 2/56 [00:00<00:18, 2.90it/s] 95/99 2.65G 0.02776 0.02326 0.0004218 134 640: 4%|▎ | 2/56 [00:00<00:18, 2.90it/s] 95/99 2.65G 0.02776 0.02326 0.0004218 134 640: 5%|▌ | 3/56 [00:00<00:12, 4.15it/s] 95/99 2.65G 0.02783 0.02303 0.0003335 112 640: 5%|▌ | 3/56 [00:32<00:12, 4.15it/s] 95/99 2.65G 0.02783 0.02303 0.0003335 112 640: 7%|▋ | 4/56 [00:32<11:05, 12.80s/it] 95/99 2.65G 0.02835 0.02387 0.0003139 141 640: 7%|▋ | 4/56 [00:32<11:05, 12.80s/it] 95/99 2.65G 0.02835 0.02387 0.0003139 141 640: 9%|▉ | 5/56 [00:32<06:59, 8.23s/it] 95/99 2.65G 0.02788 0.02433 0.0002852 143 640: 9%|▉ | 5/56 [00:33<06:59, 8.23s/it] 95/99 2.65G 0.02788 0.02433 0.0002852 143 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 95/99 2.65G 0.02746 0.02455 0.0003 174 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 95/99 2.65G 0.02746 0.02455 0.0003 174 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 95/99 2.65G 0.02744 0.02518 0.0002801 152 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 95/99 2.65G 0.02744 0.02518 0.0002801 152 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 95/99 2.65G 0.02736 0.02509 0.0002568 132 640: 14%|█▍ | 8/56 [00:33<02:03, 2.58s/it] 95/99 2.65G 0.02736 0.02509 0.0002568 132 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 95/99 2.65G 0.02743 0.02589 0.0002543 197 640: 16%|█▌ | 9/56 [00:33<01:25, 1.81s/it] 95/99 2.65G 0.02743 0.02589 0.0002543 197 640: 18%|█▊ | 10/56 [00:33<00:59, 1.29s/it] 95/99 2.65G 0.02748 0.02544 0.0002978 130 640: 18%|█▊ | 10/56 [00:33<00:59, 1.29s/it] 95/99 2.65G 0.02748 0.02544 0.0002978 130 640: 20%|█▉ | 11/56 [00:33<00:42, 1.07it/s] 95/99 2.65G 0.02763 0.0254 0.0002845 122 640: 20%|█▉ | 11/56 [01:06<00:42, 1.07it/s] 95/99 2.65G 0.02763 0.0254 0.0002845 122 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 95/99 2.65G 0.02765 0.02526 0.0002909 105 640: 21%|██▏ | 12/56 [01:06<07:46, 10.61s/it] 95/99 2.65G 0.02765 0.02526 0.0002909 105 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 95/99 2.65G 0.02764 0.02507 0.0002802 126 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 95/99 2.65G 0.02764 0.02507 0.0002802 126 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 95/99 2.65G 0.02758 0.0252 0.0002924 138 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 95/99 2.65G 0.02758 0.0252 0.0002924 138 640: 27%|██▋ | 15/56 [01:06<02:31, 3.69s/it] 95/99 2.65G 0.02756 0.02528 0.0003117 132 640: 27%|██▋ | 15/56 [01:06<02:31, 3.69s/it] 95/99 2.65G 0.02756 0.02528 0.0003117 132 640: 29%|██▊ | 16/56 [01:06<01:44, 2.61s/it] 95/99 2.65G 0.02771 0.02519 0.0003109 137 640: 29%|██▊ | 16/56 [01:07<01:44, 2.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.557 0.492 0.505 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 96/99 2.65G 0.03151 0.02207 0.0002013 136 640: 0%| | 0/56 [00:00<?, ?it/s] 96/99 2.65G 0.03151 0.02207 0.0002013 136 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 96/99 2.65G 0.02949 0.02254 0.0001434 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 96/99 2.65G 0.02949 0.02254 0.0001434 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 96/99 2.65G 0.02905 0.02384 0.0001424 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 96/99 2.65G 0.02905 0.02384 0.0001424 154 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 96/99 2.65G 0.02807 0.02473 0.0001317 149 640: 5%|▌ | 3/56 [00:43<00:06, 7.82it/s] 96/99 2.65G 0.02807 0.02473 0.0001317 149 640: 7%|▋ | 4/56 [00:43<14:59, 17.29s/it] 96/99 2.65G 0.02778 0.0245 0.0001312 125 640: 7%|▋ | 4/56 [00:44<14:59, 17.29s/it] 96/99 2.65G 0.02778 0.0245 0.0001312 125 640: 9%|▉ | 5/56 [00:44<09:26, 11.10s/it] 96/99 2.65G 0.02806 0.02398 0.0001772 112 640: 9%|▉ | 5/56 [00:44<09:26, 11.10s/it] 96/99 2.65G 0.02806 0.02398 0.0001772 112 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 96/99 2.65G 0.02873 0.02343 0.0002522 141 640: 11%|█ | 6/56 [00:44<06:08, 7.37s/it] 96/99 2.65G 0.02873 0.02343 0.0002522 141 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 96/99 2.65G 0.02871 0.02348 0.0002367 136 640: 12%|█▎ | 7/56 [00:44<04:04, 5.00s/it] 96/99 2.65G 0.02871 0.02348 0.0002367 136 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 96/99 2.65G 0.02861 0.0238 0.0003075 124 640: 14%|█▍ | 8/56 [00:44<02:45, 3.45s/it] 96/99 2.65G 0.02861 0.0238 0.0003075 124 640: 16%|█▌ | 9/56 [00:44<01:53, 2.40s/it] 96/99 2.65G 0.02863 0.02375 0.0002861 141 640: 16%|█▌ | 9/56 [00:44<01:53, 2.40s/it] 96/99 2.65G 0.02863 0.02375 0.0002861 141 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 96/99 2.65G 0.02826 0.02329 0.0003341 116 640: 18%|█▊ | 10/56 [00:44<01:18, 1.71s/it] 96/99 2.65G 0.02826 0.02329 0.0003341 116 640: 20%|█▉ | 11/56 [00:44<00:54, 1.22s/it] 96/99 2.65G 0.02849 0.02331 0.0003185 133 640: 20%|█▉ | 11/56 [01:17<00:54, 1.22s/it] 96/99 2.65G 0.02849 0.02331 0.0003185 133 640: 21%|██▏ | 12/56 [01:17<07:57, 10.86s/it] 96/99 2.65G 0.0286 0.02358 0.0003005 138 640: 21%|██▏ | 12/56 [01:17<07:57, 10.86s/it] 96/99 2.65G 0.0286 0.02358 0.0003005 138 640: 23%|██▎ | 13/56 [01:17<05:27, 7.61s/it] 96/99 2.65G 0.02859 0.02368 0.0003057 144 640: 23%|██▎ | 13/56 [01:18<05:27, 7.61s/it] 96/99 2.65G 0.02859 0.02368 0.0003057 144 640: 25%|██▌ | 14/56 [01:18<03:44, 5.35s/it] 96/99 2.65G 0.02837 0.02347 0.0003271 121 640: 25%|██▌ | 14/56 [01:18<03:44, 5.35s/it] 96/99 2.65G 0.02837 0.02347 0.0003271 121 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 96/99 2.65G 0.02825 0.0235 0.0003292 175 640: 27%|██▋ | 15/56 [01:18<02:34, 3.77s/it] 96/99 2.65G 0.02825 0.0235 0.0003292 175 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it] 96/99 2.65G 0.02807 0.02342 0.000327 122 640: 29%|██▊ | 16/56 [01:18<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
all 98 501 0.576 0.482 0.503 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 97/99 2.65G 0.02815 0.02541 0.0001037 146 640: 0%| | 0/56 [00:00<?, ?it/s] 97/99 2.65G 0.02815 0.02541 0.0001037 146 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 97/99 2.65G 0.03007 0.02385 0.0002057 101 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 97/99 2.65G 0.03007 0.02385 0.0002057 101 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 97/99 2.65G 0.03007 0.02318 0.0002218 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 97/99 2.65G 0.03007 0.02318 0.0002218 137 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 97/99 2.65G 0.02998 0.02381 0.0002255 158 640: 5%|▌ | 3/56 [00:43<00:06, 7.82it/s] 97/99 2.65G 0.02998 0.02381 0.0002255 158 640: 7%|▋ | 4/56 [00:43<14:40, 16.93s/it] 97/99 2.65G 0.02995 0.0241 0.0002723 176 640: 7%|▋ | 4/56 [00:43<14:40, 16.93s/it] 97/99 2.65G 0.02995 0.0241 0.0002723 176 640: 9%|▉ | 5/56 [00:43<09:14, 10.87s/it] 97/99 2.65G 0.02937 0.02356 0.0002815 118 640: 9%|▉ | 5/56 [00:43<09:14, 10.87s/it] 97/99 2.65G 0.02937 0.02356 0.0002815 118 640: 11%|█ | 6/56 [00:43<06:00, 7.22s/it] 97/99 2.65G 0.02914 0.02345 0.0002628 125 640: 11%|█ | 6/56 [00:43<06:00, 7.22s/it] 97/99 2.65G 0.02914 0.02345 0.0002628 125 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 97/99 2.65G 0.0289 0.02412 0.0002534 181 640: 12%|█▎ | 7/56 [00:43<03:59, 4.89s/it] 97/99 2.65G 0.0289 0.02412 0.0002534 181 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 97/99 2.65G 0.02867 0.02427 0.0002469 156 640: 14%|█▍ | 8/56 [00:43<02:41, 3.37s/it] 97/99 2.65G 0.02867 0.02427 0.0002469 156 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 97/99 2.65G 0.02868 0.02416 0.0002305 129 640: 16%|█▌ | 9/56 [00:43<01:50, 2.35s/it] 97/99 2.65G 0.02868 0.02416 0.0002305 129 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 97/99 2.65G 0.02862 0.02447 0.0002359 184 640: 18%|█▊ | 10/56 [00:43<01:16, 1.67s/it] 97/99 2.65G 0.02862 0.02447 0.0002359 184 640: 20%|█▉ | 11/56 [00:43<00:53, 1.19s/it] 97/99 2.65G 0.02876 0.02467 0.0002289 174 640: 20%|█▉ | 11/56 [01:16<00:53, 1.19s/it] 97/99 2.65G 0.02876 0.02467 0.0002289 174 640: 21%|██▏ | 12/56 [01:16<07:58, 10.88s/it] 97/99 2.65G 0.0285 0.02413 0.0002236 97 640: 21%|██▏ | 12/56 [01:17<07:58, 10.88s/it] 97/99 2.65G 0.0285 0.02413 0.0002236 97 640: 23%|██▎ | 13/56 [01:17<05:27, 7.62s/it] 97/99 2.65G 0.02836 0.02405 0.00022 121 640: 23%|██▎ | 13/56 [01:17<05:27, 7.62s/it] 97/99 2.65G 0.02836 0.02405 0.00022 121 640: 25%|██▌ | 14/56 [01:17<03:45, 5.36s/it] 97/99 2.65G 0.02826 0.02401 0.0002126 112 640: 25%|██▌ | 14/56 [01:17<03:45, 5.36s/it] 97/99 2.65G 0.02826 0.02401 0.0002126 112 640: 27%|██▋ | 15/56 [01:17<02:35, 3.78s/it] 97/99 2.65G 0.02834 0.02367 0.0002146 146 640: 27%|██▋ | 15/56 [01:17<02:35, 3.78s/it] 97/99 2.65G 0.02834 0.02367 0.0002146 146 640: 29%|██▊ | 16/56 [01:17<01:47, 2.68s/it] 97/99 2.65G 0.02829 0.02381 0.0002202 174 640: 29%|██▊ | 16/56 [01:17<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.603 0.484 0.514 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 98/99 2.65G 0.02603 0.02179 0.000731 119 640: 0%| | 0/56 [00:00<?, ?it/s] 98/99 2.65G 0.02603 0.02179 0.000731 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 98/99 2.65G 0.02674 0.0222 0.0008285 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 98/99 2.65G 0.02674 0.0222 0.0008285 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 98/99 2.65G 0.02755 0.02331 0.001037 152 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 98/99 2.65G 0.02755 0.02331 0.001037 152 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 98/99 2.65G 0.02713 0.02371 0.0008057 130 640: 5%|▌ | 3/56 [00:40<00:06, 7.80it/s] 98/99 2.65G 0.02713 0.02371 0.0008057 130 640: 7%|▋ | 4/56 [00:40<13:51, 15.99s/it] 98/99 2.65G 0.02703 0.02335 0.0006836 127 640: 7%|▋ | 4/56 [00:40<13:51, 15.99s/it] 98/99 2.65G 0.02703 0.02335 0.0006836 127 640: 9%|▉ | 5/56 [00:40<08:43, 10.27s/it] 98/99 2.65G 0.02753 0.02417 0.0005821 169 640: 9%|▉ | 5/56 [00:40<08:43, 10.27s/it] 98/99 2.65G 0.02753 0.02417 0.0005821 169 640: 11%|█ | 6/56 [00:40<05:41, 6.82s/it] 98/99 2.65G 0.02785 0.02445 0.0005206 129 640: 11%|█ | 6/56 [00:41<05:41, 6.82s/it] 98/99 2.65G 0.02785 0.02445 0.0005206 129 640: 12%|█▎ | 7/56 [00:41<03:46, 4.63s/it] 98/99 2.65G 0.02764 0.02467 0.0004835 166 640: 12%|█▎ | 7/56 [00:41<03:46, 4.63s/it] 98/99 2.65G 0.02764 0.02467 0.0004835 166 640: 14%|█▍ | 8/56 [00:41<02:33, 3.19s/it] 98/99 2.65G 0.02782 0.02504 0.0004552 163 640: 14%|█▍ | 8/56 [00:41<02:33, 3.19s/it] 98/99 2.65G 0.02782 0.02504 0.0004552 163 640: 16%|█▌ | 9/56 [00:41<01:44, 2.23s/it] 98/99 2.65G 0.02813 0.02488 0.000423 134 640: 16%|█▌ | 9/56 [00:41<01:44, 2.23s/it] 98/99 2.65G 0.02813 0.02488 0.000423 134 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 98/99 2.65G 0.02783 0.02452 0.0004123 106 640: 18%|█▊ | 10/56 [00:41<01:12, 1.58s/it] 98/99 2.65G 0.02783 0.02452 0.0004123 106 640: 20%|█▉ | 11/56 [00:41<00:50, 1.13s/it] 98/99 2.65G 0.02754 0.02438 0.0004195 136 640: 20%|█▉ | 11/56 [01:14<00:50, 1.13s/it] 98/99 2.65G 0.02754 0.02438 0.0004195 136 640: 21%|██▏ | 12/56 [01:14<07:51, 10.71s/it] 98/99 2.65G 0.02777 0.02447 0.0004029 158 640: 21%|██▏ | 12/56 [01:14<07:51, 10.71s/it] 98/99 2.65G 0.02777 0.02447 0.0004029 158 640: 23%|██▎ | 13/56 [01:14<05:22, 7.51s/it] 98/99 2.65G 0.0278 0.02416 0.0003799 112 640: 23%|██▎ | 13/56 [01:14<05:22, 7.51s/it] 98/99 2.65G 0.0278 0.02416 0.0003799 112 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 98/99 2.65G 0.02765 0.02404 0.0003651 159 640: 25%|██▌ | 14/56 [01:14<03:41, 5.28s/it] 98/99 2.65G 0.02765 0.02404 0.0003651 159 640: 27%|██▋ | 15/56 [01:14<02:32, 3.73s/it] 98/99 2.65G 0.02751 0.02402 0.0004315 157 640: 27%|██▋ | 15/56 [01:14<02:32, 3.73s/it] 98/99 2.65G 0.02751 0.02402 0.0004315 157 640: 29%|██▊ | 16/56 [01:14<01:45, 2.64s/it] 98/99 2.65G 0.0274 0.0239 0.0004124 133 640: 29%|██▊ | 16/56 [01:14<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.70it/s]
all 98 501 0.561 0.517 0.515 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 99/99 2.65G 0.0319 0.02093 0.0005289 102 640: 0%| | 0/56 [00:00<?, ?it/s] 99/99 2.65G 0.0319 0.02093 0.0005289 102 640: 2%|▏ | 1/56 [00:00<00:06, 8.57it/s] 99/99 2.65G 0.03032 0.02164 0.0003069 137 640: 2%|▏ | 1/56 [00:00<00:06, 8.57it/s] 99/99 2.65G 0.03032 0.02164 0.0003069 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.48it/s] 99/99 2.65G 0.02945 0.02113 0.0003871 99 640: 4%|▎ | 2/56 [00:00<00:07, 7.48it/s] 99/99 2.65G 0.02945 0.02113 0.0003871 99 640: 5%|▌ | 3/56 [00:00<00:06, 7.92it/s] 99/99 2.65G 0.02908 0.02303 0.0003601 171 640: 5%|▌ | 3/56 [00:33<00:06, 7.92it/s] 99/99 2.65G 0.02908 0.02303 0.0003601 171 640: 7%|▋ | 4/56 [00:33<11:29, 13.26s/it] 99/99 2.65G 0.02903 0.02381 0.0003098 150 640: 7%|▋ | 4/56 [00:33<11:29, 13.26s/it] 99/99 2.65G 0.02903 0.02381 0.0003098 150 640: 9%|▉ | 5/56 [00:33<07:14, 8.52s/it] 99/99 2.65G 0.02884 0.02412 0.0002786 136 640: 9%|▉ | 5/56 [00:34<07:14, 8.52s/it] 99/99 2.65G 0.02884 0.02412 0.0002786 136 640: 11%|█ | 6/56 [00:34<04:43, 5.67s/it] 99/99 2.65G 0.02855 0.02334 0.0002548 103 640: 11%|█ | 6/56 [00:34<04:43, 5.67s/it] 99/99 2.65G 0.02855 0.02334 0.0002548 103 640: 12%|█▎ | 7/56 [00:34<03:08, 3.86s/it] 99/99 2.65G 0.02858 0.0241 0.0002377 157 640: 12%|█▎ | 7/56 [00:34<03:08, 3.86s/it] 99/99 2.65G 0.02858 0.0241 0.0002377 157 640: 14%|█▍ | 8/56 [00:34<02:07, 2.67s/it] 99/99 2.65G 0.02864 0.02466 0.000239 185 640: 14%|█▍ | 8/56 [00:34<02:07, 2.67s/it] 99/99 2.65G 0.02864 0.02466 0.000239 185 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 99/99 2.65G 0.02864 0.02423 0.000224 121 640: 16%|█▌ | 9/56 [00:34<01:27, 1.87s/it] 99/99 2.65G 0.02864 0.02423 0.000224 121 640: 18%|█▊ | 10/56 [00:34<01:01, 1.34s/it] 99/99 2.65G 0.02879 0.02481 0.000219 162 640: 18%|█▊ | 10/56 [00:34<01:01, 1.34s/it] 99/99 2.65G 0.02879 0.02481 0.000219 162 640: 20%|█▉ | 11/56 [00:34<00:43, 1.04it/s] 99/99 2.65G 0.02866 0.02463 0.0002903 133 640: 20%|█▉ | 11/56 [01:07<00:43, 1.04it/s] 99/99 2.65G 0.02866 0.02463 0.0002903 133 640: 21%|██▏ | 12/56 [01:07<07:49, 10.67s/it] 99/99 2.65G 0.02871 0.02436 0.0003615 121 640: 21%|██▏ | 12/56 [01:07<07:49, 10.67s/it] 99/99 2.65G 0.02871 0.02436 0.0003615 121 640: 23%|██▎ | 13/56 [01:07<05:21, 7.48s/it] 99/99 2.65G 0.02855 0.0244 0.0003656 173 640: 23%|██▎ | 13/56 [01:07<05:21, 7.48s/it] 99/99 2.65G 0.02855 0.0244 0.0003656 173 640: 25%|██▌ | 14/56 [01:07<03:41, 5.26s/it] 99/99 2.65G 0.02852 0.02454 0.0004154 133 640: 25%|██▌ | 14/56 [01:07<03:41, 5.26s/it] 99/99 2.65G 0.02852 0.02454 0.0004154 133 640: 27%|██▋ | 15/56 [01:07<02:32, 3.71s/it] 99/99 2.65G 0.02852 0.02444 0.0003997 150 640: 27%|██▋ | 15/56 [01:08<02:32, 3.71s/it] 99/99 2.65G 0.02852 0.02444 0.0003997 150 640: 29%|██▊ | 16/56 [01:08<01:45, 2.63s/it] 99/99 2.65G 0.02845 0.02428 0.0003894 144 640: 29%|██▊ | 16/56 [01:08<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.25it/s]
all 98 501 0.561 0.498 0.515 0.263
100 epochs completed in 6.753 hours.
Optimizer stripped from runs/train/exp33/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp33/weights/best.pt, 14.4MB
Validating runs/train/exp33/weights/best.pt...
Fusing layers...
YOLOv5s summary: 213 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:01<00:01, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:01<00:00, 1.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:01<00:00, 2.18it/s]
all 98 501 0.537 0.546 0.544 0.28
ForestSpot 98 177 0.512 0.617 0.568 0.32
PestTree 98 324 0.561 0.475 0.52 0.239
Results saved to runs/train/exp33
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp34/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp34
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/299 1.89G 0.1243 0.04071 0.03015 122 640: 0%| | 0/56 [00:48<?, ?it/s] 0/299 1.89G 0.1243 0.04071 0.03015 122 640: 2%|▏ | 1/56 [00:50<46:06, 50.30s/it] 0/299 1.96G 0.1257 0.03989 0.03029 138 640: 2%|▏ | 1/56 [00:51<46:06, 50.30s/it] 0/299 1.96G 0.1257 0.03989 0.03029 138 640: 4%|▎ | 2/56 [00:51<19:12, 21.35s/it] 0/299 1.96G 0.1258 0.04001 0.03013 164 640: 4%|▎ | 2/56 [00:51<19:12, 21.35s/it] 0/299 1.96G 0.1258 0.04001 0.03013 164 640: 5%|▌ | 3/56 [00:51<10:22, 11.74s/it] 0/299 2.11G 0.1267 0.03967 0.03041 201 640: 5%|▌ | 3/56 [00:51<10:22, 11.74s/it] 0/299 2.11G 0.1267 0.03967 0.03041 201 640: 7%|▋ | 4/56 [00:51<06:14, 7.20s/it] 0/299 2.11G 0.1264 0.03946 0.03032 161 640: 7%|▋ | 4/56 [00:52<06:14, 7.20s/it] 0/299 2.11G 0.1264 0.03946 0.03032 161 640: 9%|▉ | 5/56 [00:52<03:58, 4.68s/it] 0/299 2.11G 0.1268 0.03903 0.03031 170 640: 9%|▉ | 5/56 [00:52<03:58, 4.68s/it] 0/299 2.11G 0.1268 0.03903 0.03031 170 640: 11%|█ | 6/56 [00:52<02:36, 3.14s/it] 0/299 2.11G 0.1268 0.03887 0.03028 142 640: 11%|█ | 6/56 [00:52<02:36, 3.14s/it] 0/299 2.11G 0.1268 0.03887 0.03028 142 640: 12%|█▎ | 7/56 [00:52<01:45, 2.16s/it] 0/299 2.11G 0.1264 0.03898 0.03026 143 640: 12%|█▎ | 7/56 [00:52<01:45, 2.16s/it] 0/299 2.11G 0.1264 0.03898 0.03026 143 640: 14%|█▍ | 8/56 [00:52<01:13, 1.52s/it] 0/299 2.11G 0.1263 0.03863 0.0302 119 640: 14%|█▍ | 8/56 [01:25<01:13, 1.52s/it] 0/299 2.11G 0.1263 0.03863 0.0302 119 640: 16%|█▌ | 9/56 [01:25<08:48, 11.25s/it] 0/299 2.11G 0.1261 0.03845 0.03008 125 640: 16%|█▌ | 9/56 [01:27<08:48, 11.25s/it] 0/299 2.11G 0.1261 0.03845 0.03008 125 640: 18%|█▊ | 10/56 [01:27<06:35, 8.60s/it] 0/299 2.11G 0.1259 0.03848 0.02998 158 640: 18%|█▊ | 10/56 [01:28<06:35, 8.60s/it] 0/299 2.11G 0.1259 0.03848 0.02998 158 640: 20%|█▉ | 11/56 [01:28<04:30, 6.02s/it] 0/299 2.11G 0.1256 0.03827 0.0299 121 640: 20%|█▉ | 11/56 [01:28<04:30, 6.02s/it] 0/299 2.11G 0.1256 0.03827 0.0299 121 640: 21%|██▏ | 12/56 [01:28<03:06, 4.23s/it] 0/299 2.11G 0.1254 0.03838 0.02979 165 640: 21%|██▏ | 12/56 [01:28<03:06, 4.23s/it] 0/299 2.11G 0.1254 0.03838 0.02979 165 640: 23%|██▎ | 13/56 [01:28<02:08, 2.99s/it] 0/299 2.11G 0.1253 0.0381 0.02968 144 640: 23%|██▎ | 13/56 [01:28<02:08, 2.99s/it] 0/299 2.11G 0.1253 0.0381 0.02968 144 640: 25%|██▌ | 14/56 [01:28<01:29, 2.13s/it] 0/299 2.11G 0.125 0.03796 0.02958 112 640: 25%|██▌ | 14/56 [01:28<01:29, 2.13s/it] 0/299 2.11G 0.125 0.03796 0.02958 112 640: 27%|██▋ | 15/56 [01:28<01:02, 1.53s/it] 0/299 2.11G 0.125 0.03769 0.02953 137 640: 27%|██▋ | 15/56 [01:28<01:02, 1.53s/it] 0/299 2.11G 0.125 0.03769 0.02953 137 640: 29%|██▊ | 16/56 [01:28<00:44, 1.11s/it] 0/299 2.11G 0.1247 0.03741 0.02942 135 640: 29%|██▊ | 16/56 [01:58<00:44, 1.11s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.44it/s]
all 98 501 0.00121 0.189 0.00612 0.00171
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/299 2.65G 0.101 0.03541 0.01753 116 640: 0%| | 0/56 [00:32<?, ?it/s] 1/299 2.65G 0.101 0.03541 0.01753 116 640: 2%|▏ | 1/56 [00:32<30:10, 32.91s/it] 1/299 2.65G 0.102 0.03238 0.01841 86 640: 2%|▏ | 1/56 [00:42<30:10, 32.91s/it] 1/299 2.65G 0.102 0.03238 0.01841 86 640: 4%|▎ | 2/56 [00:42<17:29, 19.43s/it] 1/299 2.65G 0.1029 0.03515 0.01857 206 640: 4%|▎ | 2/56 [00:43<17:29, 19.43s/it] 1/299 2.65G 0.1029 0.03515 0.01857 206 640: 5%|▌ | 3/56 [00:43<09:22, 10.62s/it] 1/299 2.65G 0.1019 0.03849 0.01864 151 640: 5%|▌ | 3/56 [00:43<09:22, 10.62s/it] 1/299 2.65G 0.1019 0.03849 0.01864 151 640: 7%|▋ | 4/56 [00:43<05:37, 6.48s/it] 1/299 2.65G 0.1018 0.03848 0.01877 115 640: 7%|▋ | 4/56 [00:43<05:37, 6.48s/it] 1/299 2.65G 0.1018 0.03848 0.01877 115 640: 9%|▉ | 5/56 [00:43<03:33, 4.19s/it] 1/299 2.65G 0.1024 0.03879 0.01861 143 640: 9%|▉ | 5/56 [00:43<03:33, 4.19s/it] 1/299 2.65G 0.1024 0.03879 0.01861 143 640: 11%|█ | 6/56 [00:43<02:20, 2.81s/it] 1/299 2.65G 0.1017 0.03875 0.01837 116 640: 11%|█ | 6/56 [00:43<02:20, 2.81s/it] 1/299 2.65G 0.1017 0.03875 0.01837 116 640: 12%|█▎ | 7/56 [00:43<01:34, 1.93s/it] 1/299 2.65G 0.1014 0.03825 0.01839 103 640: 12%|█▎ | 7/56 [00:43<01:34, 1.93s/it] 1/299 2.65G 0.1014 0.03825 0.01839 103 640: 14%|█▍ | 8/56 [00:43<01:05, 1.36s/it] 1/299 2.65G 0.1012 0.03862 0.01826 136 640: 14%|█▍ | 8/56 [01:06<01:05, 1.36s/it] 1/299 2.65G 0.1012 0.03862 0.01826 136 640: 16%|█▌ | 9/56 [01:06<06:17, 8.03s/it] 1/299 2.65G 0.1012 0.03857 0.01805 176 640: 16%|█▌ | 9/56 [01:17<06:17, 8.03s/it] 1/299 2.65G 0.1012 0.03857 0.01805 176 640: 18%|█▊ | 10/56 [01:17<06:46, 8.83s/it] 1/299 2.65G 0.1012 0.03865 0.01801 152 640: 18%|█▊ | 10/56 [01:17<06:46, 8.83s/it] 1/299 2.65G 0.1012 0.03865 0.01801 152 640: 20%|█▉ | 11/56 [01:17<04:37, 6.16s/it] 1/299 2.65G 0.1014 0.03926 0.01796 166 640: 20%|█▉ | 11/56 [01:17<04:37, 6.16s/it] 1/299 2.65G 0.1014 0.03926 0.01796 166 640: 21%|██▏ | 12/56 [01:17<03:10, 4.33s/it] 1/299 2.65G 0.1017 0.03929 0.01783 156 640: 21%|██▏ | 12/56 [01:17<03:10, 4.33s/it] 1/299 2.65G 0.1017 0.03929 0.01783 156 640: 23%|██▎ | 13/56 [01:17<02:11, 3.05s/it] 1/299 2.65G 0.1012 0.0392 0.01763 117 640: 23%|██▎ | 13/56 [01:17<02:11, 3.05s/it] 1/299 2.65G 0.1012 0.0392 0.01763 117 640: 25%|██▌ | 14/56 [01:17<01:31, 2.18s/it] 1/299 2.65G 0.1013 0.03868 0.01759 132 640: 25%|██▌ | 14/56 [01:17<01:31, 2.18s/it] 1/299 2.65G 0.1013 0.03868 0.01759 132 640: 27%|██▋ | 15/56 [01:17<01:03, 1.56s/it] 1/299 2.65G 0.1009 0.03853 0.01751 109 640: 27%|██▋ | 15/56 [01:17<01:03, 1.56s/it] 1/299 2.65G 0.1009 0.03853 0.01751 109 640: 29%|██▊ | 16/56 [01:17<00:45, 1.13s/it] 1/299 2.65G 0.1007 0.03863 0.01749 123 640: 29%|██▊ | 16/56 [01:39<00:45, 1.13s/it
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
AutoBatch: Computing optimal batch size for --imgsz 640
AutoBatch: CUDA:0 (GeForce RTX 2080 Ti) 10.76G total, 0.08G reserved, 0.05G allocated, 10.62G free
AutoBatch: Using batch-size 47 for CUDA:0 9.45G/10.76G (88%) ✅
Scaled weight_decay = 0.0003671875
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
Params GFLOPs GPU_mem (GB) forward (ms) backward (ms) input output
7025023 15.95 0.258 17.8 11.5 (1, 3, 640, 640) list
7025023 31.91 0.442 17.04 12.04 (2, 3, 640, 640) list
7025023 63.82 0.833 15.6 14.16 (4, 3, 640, 640) list
7025023 127.6 1.611 17.12 18.03 (8, 3, 640, 640) list
7025023 255.3 3.259 28.42 32.94 (16, 3, 640, 640) list
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp35/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp35
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/19 [00:00<?, ?it/s]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp36/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp36
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/299 1.89G 0.1243 0.04071 0.03015 122 640: 0%| | 0/56 [00:52<?, ?it/s] 0/299 1.89G 0.1243 0.04071 0.03015 122 640: 2%|▏ | 1/56 [00:54<49:42, 54.22s/it] 0/299 1.96G 0.1257 0.03989 0.03029 138 640: 2%|▏ | 1/56 [00:54<49:42, 54.22s/it] 0/299 1.96G 0.1257 0.03989 0.03029 138 640: 4%|▎ | 2/56 [00:54<20:14, 22.50s/it] 0/299 2.11G 0.1258 0.04001 0.03013 164 640: 4%|▎ | 2/56 [00:54<20:14, 22.50s/it] 0/299 2.11G 0.1258 0.04001 0.03013 164 640: 5%|▌ | 3/56 [00:54<10:55, 12.36s/it] 0/299 2.11G 0.1267 0.03967 0.03041 201 640: 5%|▌ | 3/56 [00:55<10:55, 12.36s/it] 0/299 2.11G 0.1267 0.03967 0.03041 201 640: 7%|▋ | 4/56 [00:55<06:34, 7.59s/it] 0/299 2.11G 0.1264 0.03946 0.03032 161 640: 7%|▋ | 4/56 [00:55<06:34, 7.59s/it] 0/299 2.11G 0.1264 0.03946 0.03032 161 640: 9%|▉ | 5/56 [00:55<04:10, 4.92s/it] 0/299 2.11G 0.1268 0.03903 0.03031 170 640: 9%|▉ | 5/56 [00:55<04:10, 4.92s/it] 0/299 2.11G 0.1268 0.03903 0.03031 170 640: 11%|█ | 6/56 [00:55<02:44, 3.30s/it] 0/299 2.11G 0.1268 0.03888 0.03028 142 640: 11%|█ | 6/56 [00:55<02:44, 3.30s/it] 0/299 2.11G 0.1268 0.03888 0.03028 142 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/299 2.11G 0.1264 0.03898 0.03026 143 640: 12%|█▎ | 7/56 [00:55<01:51, 2.27s/it] 0/299 2.11G 0.1264 0.03898 0.03026 143 640: 14%|█▍ | 8/56 [00:55<01:16, 1.60s/it] 0/299 2.11G 0.1263 0.03863 0.0302 119 640: 14%|█▍ | 8/56 [01:28<01:16, 1.60s/it] 0/299 2.11G 0.1263 0.03863 0.0302 119 640: 16%|█▌ | 9/56 [01:28<08:49, 11.27s/it] 0/299 2.11G 0.1261 0.03845 0.03008 125 640: 16%|█▌ | 9/56 [01:28<08:49, 11.27s/it] 0/299 2.11G 0.1261 0.03845 0.03008 125 640: 18%|█▊ | 10/56 [01:28<06:05, 7.95s/it] 0/299 2.11G 0.1259 0.03848 0.02998 158 640: 18%|█▊ | 10/56 [01:29<06:05, 7.95s/it] 0/299 2.11G 0.1259 0.03848 0.02998 158 640: 20%|█▉ | 11/56 [01:29<04:21, 5.80s/it] 0/299 2.11G 0.1256 0.03827 0.0299 121 640: 20%|█▉ | 11/56 [01:29<04:21, 5.80s/it] 0/299 2.11G 0.1256 0.03827 0.0299 121 640: 21%|██▏ | 12/56 [01:29<02:59, 4.08s/it] 0/299 2.11G 0.1254 0.03838 0.02979 165 640: 21%|██▏ | 12/56 [01:29<02:59, 4.08s/it] 0/299 2.11G 0.1254 0.03838 0.02979 165 640: 23%|██▎ | 13/56 [01:29<02:04, 2.89s/it] 0/299 2.11G 0.1253 0.0381 0.02967 144 640: 23%|██▎ | 13/56 [01:30<02:04, 2.89s/it] 0/299 2.11G 0.1253 0.0381 0.02967 144 640: 25%|██▌ | 14/56 [01:30<01:26, 2.06s/it] 0/299 2.11G 0.125 0.03796 0.02958 112 640: 25%|██▌ | 14/56 [01:30<01:26, 2.06s/it] 0/299 2.11G 0.125 0.03796 0.02958 112 640: 27%|██▋ | 15/56 [01:30<01:00, 1.48s/it] 0/299 2.11G 0.125 0.03769 0.02953 137 640: 27%|██▋ | 15/56 [01:30<01:00, 1.48s/it] 0/299 2.11G 0.125 0.03769 0.02953 137 640: 29%|██▊ | 16/56 [01:30<00:43, 1.08s/it] 0/299 2.11G 0.1247 0.03741 0.02942 135 640: 29%|██▊ | 16/56 [02:02<00:43, 1.08s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.66it/s]
all 98 501 0.00109 0.172 0.00524 0.00152
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/299 2.65G 0.1021 0.03474 0.01744 116 640: 0%| | 0/56 [00:37<?, ?it/s] 1/299 2.65G 0.1021 0.03474 0.01744 116 640: 2%|▏ | 1/56 [00:37<34:27, 37.60s/it] 1/299 2.65G 0.1026 0.032 0.01859 86 640: 2%|▏ | 1/56 [00:37<34:27, 37.60s/it] 1/299 2.65G 0.1026 0.032 0.01859 86 640: 4%|▎ | 2/56 [00:37<14:06, 15.68s/it] 1/299 2.65G 0.1034 0.03489 0.01868 206 640: 4%|▎ | 2/56 [00:40<14:06, 15.68s/it] 1/299 2.65G 0.1034 0.03489 0.01868 206 640: 5%|▌ | 3/56 [00:40<08:33, 9.69s/it] 1/299 2.65G 0.1027 0.03812 0.01883 151 640: 5%|▌ | 3/56 [00:40<08:33, 9.69s/it] 1/299 2.65G 0.1027 0.03812 0.01883 151 640: 7%|▋ | 4/56 [00:40<05:08, 5.93s/it] 1/299 2.65G 0.1025 0.03808 0.01904 115 640: 7%|▋ | 4/56 [00:40<05:08, 5.93s/it] 1/299 2.65G 0.1025 0.03808 0.01904 115 640: 9%|▉ | 5/56 [00:40<03:15, 3.83s/it] 1/299 2.65G 0.1028 0.03868 0.01882 143 640: 9%|▉ | 5/56 [00:40<03:15, 3.83s/it] 1/299 2.65G 0.1028 0.03868 0.01882 143 640: 11%|█ | 6/56 [00:40<02:08, 2.58s/it] 1/299 2.65G 0.102 0.03867 0.01865 116 640: 11%|█ | 6/56 [00:41<02:08, 2.58s/it] 1/299 2.65G 0.102 0.03867 0.01865 116 640: 12%|█▎ | 7/56 [00:41<01:26, 1.77s/it] 1/299 2.65G 0.1018 0.03813 0.01866 103 640: 12%|█▎ | 7/56 [00:41<01:26, 1.77s/it] 1/299 2.65G 0.1018 0.03813 0.01866 103 640: 14%|█▍ | 8/56 [00:41<01:00, 1.26s/it] 1/299 2.65G 0.1018 0.03843 0.01855 136 640: 14%|█▍ | 8/56 [01:11<01:00, 1.26s/it] 1/299 2.65G 0.1018 0.03843 0.01855 136 640: 16%|█▌ | 9/56 [01:11<08:01, 10.24s/it] 1/299 2.65G 0.1017 0.03846 0.01833 176 640: 16%|█▌ | 9/56 [01:11<08:01, 10.24s/it] 1/299 2.65G 0.1017 0.03846 0.01833 176 640: 18%|█▊ | 10/56 [01:11<05:34, 7.27s/it] 1/299 2.65G 0.1016 0.0386 0.01827 152 640: 18%|█▊ | 10/56 [01:14<05:34, 7.27s/it] 1/299 2.65G 0.1016 0.0386 0.01827 152 640: 20%|█▉ | 11/56 [01:14<04:21, 5.80s/it] 1/299 2.65G 0.1019 0.03919 0.01818 166 640: 20%|█▉ | 11/56 [01:14<04:21, 5.80s/it] 1/299 2.65G 0.1019 0.03919 0.01818 166 640: 21%|██▏ | 12/56 [01:14<02:59, 4.09s/it] 1/299 2.65G 0.1021 0.03922 0.01804 156 640: 21%|██▏ | 12/56 [01:14<02:59, 4.09s/it] 1/299 2.65G 0.1021 0.03922 0.01804 156 640: 23%|██▎ | 13/56 [01:14<02:04, 2.88s/it] 1/299 2.65G 0.1017 0.0391 0.01784 117 640: 23%|██▎ | 13/56 [01:14<02:04, 2.88s/it] 1/299 2.65G 0.1017 0.0391 0.01784 117 640: 25%|██▌ | 14/56 [01:14<01:26, 2.06s/it] 1/299 2.65G 0.1018 0.03861 0.01778 132 640: 25%|██▌ | 14/56 [01:14<01:26, 2.06s/it] 1/299 2.65G 0.1018 0.03861 0.01778 132 640: 27%|██▋ | 15/56 [01:14<01:00, 1.47s/it] 1/299 2.65G 0.1015 0.0384 0.01774 109 640: 27%|██▋ | 15/56 [01:14<01:00, 1.47s/it] 1/299 2.65G 0.1015 0.0384 0.01774 109 640: 29%|██▊ | 16/56 [01:14<00:42, 1.07s/it] 1/299 2.65G 0.1012 0.03847 0.01773 123 640: 29%|██▊ | 16/56 [01:44<00:42, 1.07s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.84it/s]
all 98 501 0.0598 0.0749 0.0364 0.0112
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 2/299 2.65G 0.08482 0.04225 0.01347 119 640: 0%| | 0/56 [00:41<?, ?it/s] 2/299 2.65G 0.08482 0.04225 0.01347 119 640: 2%|▏ | 1/56 [00:41<37:37, 41.05s/it] 2/299 2.65G 0.08415 0.04257 0.01177 131 640: 2%|▏ | 1/56 [00:41<37:37, 41.05s/it] 2/299 2.65G 0.08415 0.04257 0.01177 131 640: 4%|▎ | 2/56 [00:41<15:17, 17.00s/it] 2/299 2.65G 0.08338 0.04271 0.01299 142 640: 4%|▎ | 2/56 [00:41<15:17, 17.00s/it] 2/299 2.65G 0.08338 0.04271 0.01299 142 640: 5%|▌ | 3/56 [00:41<08:12, 9.29s/it] 2/299 2.65G 0.08401 0.04241 0.01311 138 640: 5%|▌ | 3/56 [00:41<08:12, 9.29s/it] 2/299 2.65G 0.08401 0.04241 0.01311 138 640: 7%|▋ | 4/56 [00:41<04:54, 5.67s/it] 2/299 2.65G 0.08324 0.04224 0.0127 137 640: 7%|▋ | 4/56 [00:42<04:54, 5.67s/it] 2/299 2.65G 0.08324 0.04224 0.0127 137 640: 9%|▉ | 5/56 [00:42<03:17, 3.87s/it] 2/299 2.65G 0.08327 0.04353 0.01232 153 640: 9%|▉ | 5/56 [00:42<03:17, 3.87s/it] 2/299 2.65G 0.08327 0.04353 0.01232 153 640: 11%|█ | 6/56 [00:42<02:09, 2.60s/it] 2/299 2.65G 0.08305 0.04338 0.01232 142 640: 11%|█ | 6/56 [00:42<02:09, 2.60s/it] 2/299 2.65G 0.08305 0.04338 0.01232 142 640: 12%|█▎ | 7/56 [00:42<01:27, 1.79s/it] 2/299 2.65G 0.08257 0.04214 0.01241 94 640: 12%|█▎ | 7/56 [00:42<01:27, 1.79s/it] 2/299 2.65G 0.08257 0.04214 0.01241 94 640: 14%|█▍ | 8/56 [00:42<01:00, 1.26s/it] 2/299 2.65G 0.08308 0.04257 0.01247 161 640: 14%|█▍ | 8/56 [01:14<01:00, 1.26s/it] 2/299 2.65G 0.08308 0.04257 0.01247 161 640: 16%|█▌ | 9/56 [01:14<08:36, 10.99s/it] 2/299 2.65G 0.08334 0.04216 0.01228 132 640: 16%|█▌ | 9/56 [01:14<08:36, 10.99s/it] 2/299 2.65G 0.08334 0.04216 0.01228 132 640: 18%|█▊ | 10/56 [01:14<05:51, 7.63s/it] 2/299 2.65G 0.08306 0.04185 0.01227 117 640: 18%|█▊ | 10/56 [01:15<05:51, 7.63s/it] 2/299 2.65G 0.08306 0.04185 0.01227 117 640: 20%|█▉ | 11/56 [01:15<04:00, 5.34s/it] 2/299 2.65G 0.08324 0.04182 0.01203 122 640: 20%|█▉ | 11/56 [01:15<04:00, 5.34s/it] 2/299 2.65G 0.08324 0.04182 0.01203 122 640: 21%|██▏ | 12/56 [01:15<02:45, 3.75s/it] 2/299 2.65G 0.08355 0.04174 0.0119 122 640: 21%|██▏ | 12/56 [01:15<02:45, 3.75s/it] 2/299 2.65G 0.08355 0.04174 0.0119 122 640: 23%|██▎ | 13/56 [01:15<02:01, 2.83s/it] 2/299 2.65G 0.08379 0.04134 0.01182 110 640: 23%|██▎ | 13/56 [01:16<02:01, 2.83s/it] 2/299 2.65G 0.08379 0.04134 0.01182 110 640: 25%|██▌ | 14/56 [01:16<01:24, 2.02s/it] 2/299 2.65G 0.08427 0.04212 0.0118 181 640: 25%|██▌ | 14/56 [01:16<01:24, 2.02s/it] 2/299 2.65G 0.08427 0.04212 0.0118 181 640: 27%|██▋ | 15/56 [01:16<00:59, 1.44s/it] 2/299 2.65G 0.08431 0.04221 0.01173 144 640: 27%|██▋ | 15/56 [01:16<00:59, 1.44s/it] 2/299 2.65G 0.08431 0.04221 0.01173 144 640: 29%|██▊ | 16/56 [01:16<00:41, 1.04s/it] 2/299 2.65G 0.0843 0.04209 0.0117 140 640: 29%|██▊ | 16/56 [01:48<00:41, 1.04s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.82it/s]
all 98 501 0.202 0.223 0.119 0.0344
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 3/299 2.65G 0.07758 0.04586 0.009606 147 640: 0%| | 0/56 [00:43<?, ?it/s] 3/299 2.65G 0.07758 0.04586 0.009606 147 640: 2%|▏ | 1/56 [00:43<40:13, 43.87s/it] 3/299 2.65G 0.07741 0.04676 0.009317 129 640: 2%|▏ | 1/56 [00:44<40:13, 43.87s/it] 3/299 2.65G 0.07741 0.04676 0.009317 129 640: 4%|▎ | 2/56 [00:44<16:19, 18.15s/it] 3/299 2.65G 0.07716 0.05039 0.009026 145 640: 4%|▎ | 2/56 [00:44<16:19, 18.15s/it] 3/299 2.65G 0.07716 0.05039 0.009026 145 640: 5%|▌ | 3/56 [00:44<08:45, 9.91s/it] 3/299 2.65G 0.07618 0.04786 0.009011 126 640: 5%|▌ | 3/56 [00:44<08:45, 9.91s/it] 3/299 2.65G 0.07618 0.04786 0.009011 126 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 3/299 2.65G 0.07587 0.04786 0.008826 164 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 3/299 2.65G 0.07587 0.04786 0.008826 164 640: 9%|▉ | 5/56 [00:44<03:19, 3.91s/it] 3/299 2.65G 0.07554 0.04797 0.008951 171 640: 9%|▉ | 5/56 [00:44<03:19, 3.91s/it] 3/299 2.65G 0.07554 0.04797 0.008951 171 640: 11%|█ | 6/56 [00:44<02:11, 2.63s/it] 3/299 2.65G 0.07528 0.04643 0.008951 121 640: 11%|█ | 6/56 [00:44<02:11, 2.63s/it] 3/299 2.65G 0.07528 0.04643 0.008951 121 640: 12%|█▎ | 7/56 [00:44<01:28, 1.81s/it] 3/299 2.65G 0.07459 0.04605 0.008744 139 640: 12%|█▎ | 7/56 [00:44<01:28, 1.81s/it] 3/299 2.65G 0.07459 0.04605 0.008744 139 640: 14%|█▍ | 8/56 [00:44<01:00, 1.27s/it] 3/299 2.65G 0.07453 0.04542 0.008552 131 640: 14%|█▍ | 8/56 [01:17<01:00, 1.27s/it] 3/299 2.65G 0.07453 0.04542 0.008552 131 640: 16%|█▌ | 9/56 [01:17<08:43, 11.13s/it] 3/299 2.65G 0.07493 0.04541 0.008469 124 640: 16%|█▌ | 9/56 [01:17<08:43, 11.13s/it] 3/299 2.65G 0.07493 0.04541 0.008469 124 640: 18%|█▊ | 10/56 [01:17<05:55, 7.74s/it] 3/299 2.65G 0.07507 0.04516 0.008516 195 640: 18%|█▊ | 10/56 [01:17<05:55, 7.74s/it] 3/299 2.65G 0.07507 0.04516 0.008516 195 640: 20%|█▉ | 11/56 [01:17<04:03, 5.41s/it] 3/299 2.65G 0.07509 0.04488 0.008289 164 640: 20%|█▉ | 11/56 [01:17<04:03, 5.41s/it] 3/299 2.65G 0.07509 0.04488 0.008289 164 640: 21%|██▏ | 12/56 [01:17<02:47, 3.80s/it] 3/299 2.65G 0.07532 0.0454 0.008258 181 640: 21%|██▏ | 12/56 [01:18<02:47, 3.80s/it] 3/299 2.65G 0.07532 0.0454 0.008258 181 640: 23%|██▎ | 13/56 [01:18<01:55, 2.68s/it] 3/299 2.65G 0.07542 0.04489 0.008155 133 640: 23%|██▎ | 13/56 [01:18<01:55, 2.68s/it] 3/299 2.65G 0.07542 0.04489 0.008155 133 640: 25%|██▌ | 14/56 [01:18<01:20, 1.91s/it] 3/299 2.65G 0.07549 0.04412 0.008201 99 640: 25%|██▌ | 14/56 [01:18<01:20, 1.91s/it] 3/299 2.65G 0.07549 0.04412 0.008201 99 640: 27%|██▋ | 15/56 [01:18<00:56, 1.37s/it] 3/299 2.65G 0.07601 0.04355 0.008434 128 640: 27%|██▋ | 15/56 [01:18<00:56, 1.37s/it] 3/299 2.65G 0.07601 0.04355 0.008434 128 640: 29%|██▊ | 16/56 [01:18<00:39, 1.01it/s] 3/299 2.65G 0.07628 0.04308 0.008264 105 640: 29%|██▊ | 16/56 [01:51<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.89it/s]
all 98 501 0.246 0.321 0.182 0.06
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 4/299 2.65G 0.06814 0.03778 0.005189 117 640: 0%| | 0/56 [00:32<?, ?it/s] 4/299 2.65G 0.06814 0.03778 0.005189 117 640: 2%|▏ | 1/56 [00:32<29:32, 32.22s/it] 4/299 2.65G 0.0716 0.03169 0.007078 90 640: 2%|▏ | 1/56 [00:32<29:32, 32.22s/it] 4/299 2.65G 0.0716 0.03169 0.007078 90 640: 4%|▎ | 2/56 [00:32<12:01, 13.36s/it] 4/299 2.65G 0.06868 0.03614 0.007463 159 640: 4%|▎ | 2/56 [00:32<12:01, 13.36s/it] 4/299 2.65G 0.06868 0.03614 0.007463 159 640: 5%|▌ | 3/56 [00:32<06:27, 7.31s/it] 4/299 2.65G 0.06879 0.04082 0.006855 207 640: 5%|▌ | 3/56 [00:32<06:27, 7.31s/it] 4/299 2.65G 0.06879 0.04082 0.006855 207 640: 7%|▋ | 4/56 [00:32<03:52, 4.47s/it] 4/299 2.65G 0.06831 0.04255 0.006797 147 640: 7%|▋ | 4/56 [00:32<03:52, 4.47s/it] 4/299 2.65G 0.06831 0.04255 0.006797 147 640: 9%|▉ | 5/56 [00:32<02:31, 2.98s/it] 4/299 2.65G 0.06741 0.04255 0.006697 122 640: 9%|▉ | 5/56 [00:33<02:31, 2.98s/it] 4/299 2.65G 0.06741 0.04255 0.006697 122 640: 11%|█ | 6/56 [00:33<01:40, 2.01s/it] 4/299 2.65G 0.06819 0.04275 0.006571 145 640: 11%|█ | 6/56 [00:33<01:40, 2.01s/it] 4/299 2.65G 0.06819 0.04275 0.006571 145 640: 12%|█▎ | 7/56 [00:33<01:08, 1.39s/it] 4/299 2.65G 0.06794 0.04231 0.006359 135 640: 12%|█▎ | 7/56 [00:33<01:08, 1.39s/it] 4/299 2.65G 0.06794 0.04231 0.006359 135 640: 14%|█▍ | 8/56 [00:33<00:47, 1.01it/s] 4/299 2.65G 0.0673 0.04233 0.006294 123 640: 14%|█▍ | 8/56 [01:06<00:47, 1.01it/s] 4/299 2.65G 0.0673 0.04233 0.006294 123 640: 16%|█▌ | 9/56 [01:06<08:33, 10.93s/it] 4/299 2.65G 0.06731 0.04252 0.006162 168 640: 16%|█▌ | 9/56 [01:06<08:33, 10.93s/it] 4/299 2.65G 0.06731 0.04252 0.006162 168 640: 18%|█▊ | 10/56 [01:06<05:49, 7.61s/it] 4/299 2.65G 0.0672 0.04235 0.005982 125 640: 18%|█▊ | 10/56 [01:06<05:49, 7.61s/it] 4/299 2.65G 0.0672 0.04235 0.005982 125 640: 20%|█▉ | 11/56 [01:06<03:59, 5.31s/it] 4/299 2.65G 0.06648 0.04168 0.005924 108 640: 20%|█▉ | 11/56 [01:06<03:59, 5.31s/it] 4/299 2.65G 0.06648 0.04168 0.005924 108 640: 21%|██▏ | 12/56 [01:06<02:45, 3.75s/it] 4/299 2.65G 0.06643 0.04172 0.005766 126 640: 21%|██▏ | 12/56 [01:06<02:45, 3.75s/it] 4/299 2.65G 0.06643 0.04172 0.005766 126 640: 23%|██▎ | 13/56 [01:06<01:53, 2.65s/it] 4/299 2.65G 0.06614 0.04148 0.005667 119 640: 23%|██▎ | 13/56 [01:06<01:53, 2.65s/it] 4/299 2.65G 0.06614 0.04148 0.005667 119 640: 25%|██▌ | 14/56 [01:06<01:19, 1.89s/it] 4/299 2.65G 0.06612 0.04158 0.005725 151 640: 25%|██▌ | 14/56 [01:06<01:19, 1.89s/it] 4/299 2.65G 0.06612 0.04158 0.005725 151 640: 27%|██▋ | 15/56 [01:06<00:55, 1.36s/it] 4/299 2.65G 0.06646 0.04198 0.005628 124 640: 27%|██▋ | 15/56 [01:07<00:55, 1.36s/it] 4/299 2.65G 0.06646 0.04198 0.005628 124 640: 29%|██▊ | 16/56 [01:07<00:39, 1.02it/s] 4/299 2.65G 0.06684 0.04221 0.005626 148 640: 29%|██▊ | 16/56 [01:40<00:39, 1.02it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
all 98 501 0.371 0.357 0.27 0.0905
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 5/299 2.65G 0.0663 0.03767 0.003865 129 640: 0%| | 0/56 [00:43<?, ?it/s] 5/299 2.65G 0.0663 0.03767 0.003865 129 640: 2%|▏ | 1/56 [00:43<39:52, 43.50s/it] 5/299 2.65G 0.06558 0.04035 0.004486 148 640: 2%|▏ | 1/56 [00:43<39:52, 43.50s/it] 5/299 2.65G 0.06558 0.04035 0.004486 148 640: 4%|▎ | 2/56 [00:43<16:11, 18.00s/it] 5/299 2.65G 0.0611 0.03919 0.004143 125 640: 4%|▎ | 2/56 [00:43<16:11, 18.00s/it] 5/299 2.65G 0.0611 0.03919 0.004143 125 640: 5%|▌ | 3/56 [00:43<08:41, 9.83s/it] 5/299 2.65G 0.06025 0.03911 0.004455 96 640: 5%|▌ | 3/56 [00:43<08:41, 9.83s/it] 5/299 2.65G 0.06025 0.03911 0.004455 96 640: 7%|▋ | 4/56 [00:43<05:11, 5.99s/it] 5/299 2.65G 0.06045 0.0393 0.00477 112 640: 7%|▋ | 4/56 [00:43<05:11, 5.99s/it] 5/299 2.65G 0.06045 0.0393 0.00477 112 640: 9%|▉ | 5/56 [00:43<03:17, 3.87s/it] 5/299 2.65G 0.0594 0.03925 0.00449 121 640: 9%|▉ | 5/56 [00:44<03:17, 3.87s/it] 5/299 2.65G 0.0594 0.03925 0.00449 121 640: 11%|█ | 6/56 [00:44<02:10, 2.60s/it] 5/299 2.65G 0.05948 0.03932 0.004637 155 640: 11%|█ | 6/56 [00:44<02:10, 2.60s/it] 5/299 2.65G 0.05948 0.03932 0.004637 155 640: 12%|█▎ | 7/56 [00:44<01:28, 1.80s/it] 5/299 2.65G 0.05974 0.03985 0.004583 145 640: 12%|█▎ | 7/56 [00:44<01:28, 1.80s/it] 5/299 2.65G 0.05974 0.03985 0.004583 145 640: 14%|█▍ | 8/56 [00:44<01:00, 1.26s/it] 5/299 2.65G 0.06036 0.04092 0.004548 195 640: 14%|█▍ | 8/56 [01:17<01:00, 1.26s/it] 5/299 2.65G 0.06036 0.04092 0.004548 195 640: 16%|█▌ | 9/56 [01:17<08:46, 11.21s/it] 5/299 2.65G 0.05998 0.04079 0.004368 143 640: 16%|█▌ | 9/56 [01:17<08:46, 11.21s/it] 5/299 2.65G 0.05998 0.04079 0.004368 143 640: 18%|█▊ | 10/56 [01:17<05:58, 7.79s/it] 5/299 2.65G 0.05977 0.04014 0.004596 112 640: 18%|█▊ | 10/56 [01:17<05:58, 7.79s/it] 5/299 2.65G 0.05977 0.04014 0.004596 112 640: 20%|█▉ | 11/56 [01:17<04:04, 5.44s/it] 5/299 2.65G 0.0593 0.0395 0.004498 100 640: 20%|█▉ | 11/56 [01:17<04:04, 5.44s/it] 5/299 2.65G 0.0593 0.0395 0.004498 100 640: 21%|██▏ | 12/56 [01:17<02:48, 3.82s/it] 5/299 2.65G 0.05975 0.03931 0.004504 106 640: 21%|██▏ | 12/56 [01:17<02:48, 3.82s/it] 5/299 2.65G 0.05975 0.03931 0.004504 106 640: 23%|██▎ | 13/56 [01:17<01:55, 2.70s/it] 5/299 2.65G 0.05966 0.03986 0.00461 179 640: 23%|██▎ | 13/56 [01:18<01:55, 2.70s/it] 5/299 2.65G 0.05966 0.03986 0.00461 179 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 5/299 2.65G 0.06028 0.03988 0.004616 143 640: 25%|██▌ | 14/56 [01:18<01:20, 1.92s/it] 5/299 2.65G 0.06028 0.03988 0.004616 143 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 5/299 2.65G 0.06058 0.04018 0.004766 139 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 5/299 2.65G 0.06058 0.04018 0.004766 139 640: 29%|██▊ | 16/56 [01:18<00:39, 1.00it/s] 5/299 2.65G 0.06095 0.04097 0.004673 148 640: 29%|██▊ | 16/56 [01:51<00:39, 1.00it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.424 0.386 0.321 0.118
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 6/299 2.65G 0.06128 0.03975 0.003726 115 640: 0%| | 0/56 [00:34<?, ?it/s] 6/299 2.65G 0.06128 0.03975 0.003726 115 640: 2%|▏ | 1/56 [00:34<31:10, 34.00s/it] 6/299 2.65G 0.05955 0.04056 0.003749 123 640: 2%|▏ | 1/56 [00:34<31:10, 34.00s/it] 6/299 2.65G 0.05955 0.04056 0.003749 123 640: 4%|▎ | 2/56 [00:34<12:42, 14.12s/it] 6/299 2.65G 0.05763 0.03993 0.003668 145 640: 4%|▎ | 2/56 [00:34<12:42, 14.12s/it] 6/299 2.65G 0.05763 0.03993 0.003668 145 640: 5%|▌ | 3/56 [00:34<06:49, 7.72s/it] 6/299 2.65G 0.05815 0.03897 0.003735 117 640: 5%|▌ | 3/56 [00:34<06:49, 7.72s/it] 6/299 2.65G 0.05815 0.03897 0.003735 117 640: 7%|▋ | 4/56 [00:34<04:05, 4.72s/it] 6/299 2.65G 0.05732 0.0385 0.003842 116 640: 7%|▋ | 4/56 [00:34<04:05, 4.72s/it] 6/299 2.65G 0.05732 0.0385 0.003842 116 640: 9%|▉ | 5/56 [00:34<02:36, 3.06s/it] 6/299 2.65G 0.05681 0.03815 0.003692 129 640: 9%|▉ | 5/56 [00:34<02:36, 3.06s/it] 6/299 2.65G 0.05681 0.03815 0.003692 129 640: 11%|█ | 6/56 [00:34<01:43, 2.07s/it] 6/299 2.65G 0.0572 0.0383 0.003773 131 640: 11%|█ | 6/56 [00:34<01:43, 2.07s/it] 6/299 2.65G 0.0572 0.0383 0.003773 131 640: 12%|█▎ | 7/56 [00:34<01:10, 1.43s/it] 6/299 2.65G 0.05696 0.03886 0.003818 154 640: 12%|█▎ | 7/56 [00:34<01:10, 1.43s/it] 6/299 2.65G 0.05696 0.03886 0.003818 154 640: 14%|█▍ | 8/56 [00:34<00:48, 1.01s/it] 6/299 2.65G 0.05643 0.03872 0.003887 116 640: 14%|█▍ | 8/56 [01:07<00:48, 1.01s/it] 6/299 2.65G 0.05643 0.03872 0.003887 116 640: 16%|█▌ | 9/56 [01:07<08:29, 10.83s/it] 6/299 2.65G 0.05627 0.038 0.004069 92 640: 16%|█▌ | 9/56 [01:07<08:29, 10.83s/it] 6/299 2.65G 0.05627 0.038 0.004069 92 640: 18%|█▊ | 10/56 [01:07<05:46, 7.53s/it] 6/299 2.65G 0.05633 0.0387 0.004001 152 640: 18%|█▊ | 10/56 [01:07<05:46, 7.53s/it] 6/299 2.65G 0.05633 0.0387 0.004001 152 640: 20%|█▉ | 11/56 [01:07<03:56, 5.26s/it] 6/299 2.65G 0.05623 0.03842 0.003838 119 640: 20%|█▉ | 11/56 [01:07<03:56, 5.26s/it] 6/299 2.65G 0.05623 0.03842 0.003838 119 640: 21%|██▏ | 12/56 [01:07<02:42, 3.70s/it] 6/299 2.65G 0.05585 0.03802 0.003692 102 640: 21%|██▏ | 12/56 [01:07<02:42, 3.70s/it] 6/299 2.65G 0.05585 0.03802 0.003692 102 640: 23%|██▎ | 13/56 [01:07<01:52, 2.61s/it] 6/299 2.65G 0.05584 0.03828 0.003637 164 640: 23%|██▎ | 13/56 [01:07<01:52, 2.61s/it] 6/299 2.65G 0.05584 0.03828 0.003637 164 640: 25%|██▌ | 14/56 [01:07<01:18, 1.87s/it] 6/299 2.65G 0.05604 0.03855 0.003612 149 640: 25%|██▌ | 14/56 [01:08<01:18, 1.87s/it] 6/299 2.65G 0.05604 0.03855 0.003612 149 640: 27%|██▋ | 15/56 [01:08<00:54, 1.34s/it] 6/299 2.65G 0.05619 0.0383 0.003569 115 640: 27%|██▋ | 15/56 [01:08<00:54, 1.34s/it] 6/299 2.65G 0.05619 0.0383 0.003569 115 640: 29%|██▊ | 16/56 [01:08<00:38, 1.03it/s] 6/299 2.65G 0.05667 0.03881 0.003552 170 640: 29%|██▊ | 16/56 [01:41<00:38, 1.03it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.34it/s]
all 98 501 0.474 0.486 0.454 0.187
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 7/299 2.65G 0.05878 0.03752 0.005606 158 640: 0%| | 0/56 [00:42<?, ?it/s] 7/299 2.65G 0.05878 0.03752 0.005606 158 640: 2%|▏ | 1/56 [00:42<39:23, 42.98s/it] 7/299 2.65G 0.05733 0.03982 0.003869 111 640: 2%|▏ | 1/56 [00:43<39:23, 42.98s/it] 7/299 2.65G 0.05733 0.03982 0.003869 111 640: 4%|▎ | 2/56 [00:43<16:00, 17.78s/it] 7/299 2.65G 0.05611 0.03955 0.003564 138 640: 4%|▎ | 2/56 [00:43<16:00, 17.78s/it] 7/299 2.65G 0.05611 0.03955 0.003564 138 640: 5%|▌ | 3/56 [00:43<08:34, 9.72s/it] 7/299 2.65G 0.0535 0.03786 0.00389 106 640: 5%|▌ | 3/56 [00:43<08:34, 9.72s/it] 7/299 2.65G 0.0535 0.03786 0.00389 106 640: 7%|▋ | 4/56 [00:43<05:08, 5.92s/it] 7/299 2.65G 0.05255 0.0386 0.003846 157 640: 7%|▋ | 4/56 [00:43<05:08, 5.92s/it] 7/299 2.65G 0.05255 0.0386 0.003846 157 640: 9%|▉ | 5/56 [00:43<03:15, 3.83s/it] 7/299 2.65G 0.05263 0.03817 0.003715 162 640: 9%|▉ | 5/56 [00:43<03:15, 3.83s/it] 7/299 2.65G 0.05263 0.03817 0.003715 162 640: 11%|█ | 6/56 [00:43<02:08, 2.57s/it] 7/299 2.65G 0.05308 0.03814 0.00392 127 640: 11%|█ | 6/56 [00:43<02:08, 2.57s/it] 7/299 2.65G 0.05308 0.03814 0.00392 127 640: 12%|█▎ | 7/56 [00:43<01:26, 1.77s/it] 7/299 2.65G 0.0535 0.03807 0.003808 139 640: 12%|█▎ | 7/56 [00:43<01:26, 1.77s/it] 7/299 2.65G 0.0535 0.03807 0.003808 139 640: 14%|█▍ | 8/56 [00:43<00:59, 1.24s/it] 7/299 2.65G 0.05435 0.03866 0.003914 155 640: 14%|█▍ | 8/56 [01:16<00:59, 1.24s/it] 7/299 2.65G 0.05435 0.03866 0.003914 155 640: 16%|█▌ | 9/56 [01:16<08:43, 11.13s/it] 7/299 2.65G 0.05438 0.03919 0.003779 142 640: 16%|█▌ | 9/56 [01:16<08:43, 11.13s/it] 7/299 2.65G 0.05438 0.03919 0.003779 142 640: 18%|█▊ | 10/56 [01:16<05:56, 7.74s/it] 7/299 2.65G 0.05424 0.03967 0.003808 181 640: 18%|█▊ | 10/56 [01:16<05:56, 7.74s/it] 7/299 2.65G 0.05424 0.03967 0.003808 181 640: 20%|█▉ | 11/56 [01:16<04:03, 5.41s/it] 7/299 2.65G 0.05446 0.03967 0.003725 150 640: 20%|█▉ | 11/56 [01:17<04:03, 5.41s/it] 7/299 2.65G 0.05446 0.03967 0.003725 150 640: 21%|██▏ | 12/56 [01:17<02:47, 3.80s/it] 7/299 2.65G 0.05468 0.03945 0.003657 136 640: 21%|██▏ | 12/56 [01:17<02:47, 3.80s/it] 7/299 2.65G 0.05468 0.03945 0.003657 136 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 7/299 2.65G 0.05483 0.03965 0.003642 154 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 7/299 2.65G 0.05483 0.03965 0.003642 154 640: 25%|██▌ | 14/56 [01:17<01:20, 1.92s/it] 7/299 2.65G 0.05492 0.0393 0.003515 102 640: 25%|██▌ | 14/56 [01:17<01:20, 1.92s/it] 7/299 2.65G 0.05492 0.0393 0.003515 102 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 7/299 2.65G 0.05523 0.03892 0.003445 104 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 7/299 2.65G 0.05523 0.03892 0.003445 104 640: 29%|██▊ | 16/56 [01:17<00:39, 1.01it/s] 7/299 2.65G 0.05555 0.03863 0.003469 112 640: 29%|██▊ | 16/56 [01:50<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.464 0.41 0.386 0.153
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 8/299 2.65G 0.05606 0.03923 0.002374 125 640: 0%| | 0/56 [00:43<?, ?it/s] 8/299 2.65G 0.05606 0.03923 0.002374 125 640: 2%|▏ | 1/56 [00:43<39:44, 43.35s/it] 8/299 2.65G 0.05353 0.03839 0.002368 119 640: 2%|▏ | 1/56 [00:43<39:44, 43.35s/it] 8/299 2.65G 0.05353 0.03839 0.002368 119 640: 4%|▎ | 2/56 [00:43<16:08, 17.94s/it] 8/299 2.65G 0.05113 0.03628 0.003051 124 640: 4%|▎ | 2/56 [00:43<16:08, 17.94s/it] 8/299 2.65G 0.05113 0.03628 0.003051 124 640: 5%|▌ | 3/56 [00:43<08:39, 9.80s/it] 8/299 2.65G 0.05301 0.03882 0.003093 221 640: 5%|▌ | 3/56 [00:43<08:39, 9.80s/it] 8/299 2.65G 0.05301 0.03882 0.003093 221 640: 7%|▋ | 4/56 [00:43<05:10, 5.97s/it] 8/299 2.65G 0.05317 0.04032 0.002968 170 640: 7%|▋ | 4/56 [00:43<05:10, 5.97s/it] 8/299 2.65G 0.05317 0.04032 0.002968 170 640: 9%|▉ | 5/56 [00:43<03:16, 3.86s/it] 8/299 2.65G 0.0536 0.04044 0.003038 156 640: 9%|▉ | 5/56 [00:43<03:16, 3.86s/it] 8/299 2.65G 0.0536 0.04044 0.003038 156 640: 11%|█ | 6/56 [00:43<02:09, 2.59s/it] 8/299 2.65G 0.05383 0.04101 0.003093 122 640: 11%|█ | 6/56 [00:44<02:09, 2.59s/it] 8/299 2.65G 0.05383 0.04101 0.003093 122 640: 12%|█▎ | 7/56 [00:44<01:27, 1.78s/it] 8/299 2.65G 0.05414 0.04104 0.002949 141 640: 12%|█▎ | 7/56 [00:44<01:27, 1.78s/it] 8/299 2.65G 0.05414 0.04104 0.002949 141 640: 14%|█▍ | 8/56 [00:44<01:00, 1.25s/it] 8/299 2.65G 0.05392 0.04062 0.003005 130 640: 14%|█▍ | 8/56 [01:16<01:00, 1.25s/it] 8/299 2.65G 0.05392 0.04062 0.003005 130 640: 16%|█▌ | 9/56 [01:16<08:41, 11.10s/it] 8/299 2.65G 0.05381 0.04096 0.002944 203 640: 16%|█▌ | 9/56 [01:17<08:41, 11.10s/it] 8/299 2.65G 0.05381 0.04096 0.002944 203 640: 18%|█▊ | 10/56 [01:17<05:55, 7.72s/it] 8/299 2.65G 0.05343 0.04033 0.002909 101 640: 18%|█▊ | 10/56 [01:17<05:55, 7.72s/it] 8/299 2.65G 0.05343 0.04033 0.002909 101 640: 20%|█▉ | 11/56 [01:17<04:02, 5.39s/it] 8/299 2.65G 0.0535 0.04011 0.002978 105 640: 20%|█▉ | 11/56 [01:17<04:02, 5.39s/it] 8/299 2.65G 0.0535 0.04011 0.002978 105 640: 21%|██▏ | 12/56 [01:17<02:46, 3.79s/it] 8/299 2.65G 0.0532 0.03955 0.002963 119 640: 21%|██▏ | 12/56 [01:17<02:46, 3.79s/it] 8/299 2.65G 0.0532 0.03955 0.002963 119 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 8/299 2.65G 0.05387 0.03935 0.00293 160 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 8/299 2.65G 0.05387 0.03935 0.00293 160 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 8/299 2.65G 0.05398 0.03983 0.002962 168 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 8/299 2.65G 0.05398 0.03983 0.002962 168 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 8/299 2.65G 0.0544 0.04014 0.003075 156 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 8/299 2.65G 0.0544 0.04014 0.003075 156 640: 29%|██▊ | 16/56 [01:17<00:39, 1.01it/s] 8/299 2.65G 0.05452 0.03985 0.003046 133 640: 29%|██▊ | 16/56 [01:50<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
all 98 501 0.415 0.425 0.376 0.141
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 9/299 2.65G 0.05071 0.0474 0.002273 194 640: 0%| | 0/56 [00:39<?, ?it/s] 9/299 2.65G 0.05071 0.0474 0.002273 194 640: 2%|▏ | 1/56 [00:39<36:31, 39.85s/it] 9/299 2.65G 0.05138 0.04174 0.002541 120 640: 2%|▏ | 1/56 [00:39<36:31, 39.85s/it] 9/299 2.65G 0.05138 0.04174 0.002541 120 640: 4%|▎ | 2/56 [00:39<14:50, 16.49s/it] 9/299 2.65G 0.05313 0.03831 0.00294 133 640: 4%|▎ | 2/56 [00:40<14:50, 16.49s/it] 9/299 2.65G 0.05313 0.03831 0.00294 133 640: 5%|▌ | 3/56 [00:40<07:57, 9.01s/it] 9/299 2.65G 0.05385 0.04245 0.002849 178 640: 5%|▌ | 3/56 [00:40<07:57, 9.01s/it] 9/299 2.65G 0.05385 0.04245 0.002849 178 640: 7%|▋ | 4/56 [00:40<04:46, 5.50s/it] 9/299 2.65G 0.05283 0.04125 0.002921 126 640: 7%|▋ | 4/56 [00:40<04:46, 5.50s/it] 9/299 2.65G 0.05283 0.04125 0.002921 126 640: 9%|▉ | 5/56 [00:40<03:01, 3.56s/it] 9/299 2.65G 0.05269 0.04081 0.002981 125 640: 9%|▉ | 5/56 [00:40<03:01, 3.56s/it] 9/299 2.65G 0.05269 0.04081 0.002981 125 640: 11%|█ | 6/56 [00:40<01:59, 2.39s/it] 9/299 2.65G 0.05271 0.0408 0.002768 149 640: 11%|█ | 6/56 [00:40<01:59, 2.39s/it] 9/299 2.65G 0.05271 0.0408 0.002768 149 640: 12%|█▎ | 7/56 [00:40<01:20, 1.65s/it] 9/299 2.65G 0.05287 0.04099 0.002753 163 640: 12%|█▎ | 7/56 [00:40<01:20, 1.65s/it] 9/299 2.65G 0.05287 0.04099 0.002753 163 640: 14%|█▍ | 8/56 [00:40<00:55, 1.16s/it] 9/299 2.65G 0.05249 0.0406 0.00268 140 640: 14%|█▍ | 8/56 [01:13<00:55, 1.16s/it] 9/299 2.65G 0.05249 0.0406 0.00268 140 640: 16%|█▌ | 9/56 [01:13<08:39, 11.05s/it] 9/299 2.65G 0.05223 0.04071 0.002717 148 640: 16%|█▌ | 9/56 [01:13<08:39, 11.05s/it] 9/299 2.65G 0.05223 0.04071 0.002717 148 640: 18%|█▊ | 10/56 [01:13<05:53, 7.69s/it] 9/299 2.65G 0.05235 0.04 0.002603 134 640: 18%|█▊ | 10/56 [01:13<05:53, 7.69s/it] 9/299 2.65G 0.05235 0.04 0.002603 134 640: 20%|█▉ | 11/56 [01:13<04:01, 5.37s/it] 9/299 2.65G 0.05243 0.03924 0.002569 114 640: 20%|█▉ | 11/56 [01:13<04:01, 5.37s/it] 9/299 2.65G 0.05243 0.03924 0.002569 114 640: 21%|██▏ | 12/56 [01:13<02:45, 3.77s/it] 9/299 2.65G 0.05266 0.03911 0.002647 173 640: 21%|██▏ | 12/56 [01:13<02:45, 3.77s/it] 9/299 2.65G 0.05266 0.03911 0.002647 173 640: 23%|██▎ | 13/56 [01:13<01:54, 2.66s/it] 9/299 2.65G 0.05278 0.03927 0.002636 143 640: 23%|██▎ | 13/56 [01:14<01:54, 2.66s/it] 9/299 2.65G 0.05278 0.03927 0.002636 143 640: 25%|██▌ | 14/56 [01:14<01:19, 1.90s/it] 9/299 2.65G 0.0529 0.03907 0.002588 136 640: 25%|██▌ | 14/56 [01:14<01:19, 1.90s/it] 9/299 2.65G 0.0529 0.03907 0.002588 136 640: 27%|██▋ | 15/56 [01:14<00:55, 1.37s/it] 9/299 2.65G 0.0534 0.03974 0.002657 149 640: 27%|██▋ | 15/56 [01:14<00:55, 1.37s/it] 9/299 2.65G 0.0534 0.03974 0.002657 149 640: 29%|██▊ | 16/56 [01:14<00:39, 1.01it/s] 9/299 2.65G 0.05364 0.03914 0.002646 117 640: 29%|██▊ | 16/56 [01:47<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.12it/s]
all 98 501 0.505 0.455 0.441 0.181
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 10/299 2.65G 0.05438 0.03819 0.002878 148 640: 0%| | 0/56 [00:40<?, ?it/s] 10/299 2.65G 0.05438 0.03819 0.002878 148 640: 2%|▏ | 1/56 [00:40<36:58, 40.33s/it] 10/299 2.65G 0.05576 0.03676 0.002521 132 640: 2%|▏ | 1/56 [00:40<36:58, 40.33s/it] 10/299 2.65G 0.05576 0.03676 0.002521 132 640: 4%|▎ | 2/56 [00:40<15:01, 16.70s/it] 10/299 2.65G 0.05557 0.03857 0.002091 118 640: 4%|▎ | 2/56 [00:40<15:01, 16.70s/it] 10/299 2.65G 0.05557 0.03857 0.002091 118 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 10/299 2.65G 0.05427 0.0419 0.002291 192 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 10/299 2.65G 0.05427 0.0419 0.002291 192 640: 7%|▋ | 4/56 [00:40<04:49, 5.57s/it] 10/299 2.65G 0.05259 0.04041 0.002123 116 640: 7%|▋ | 4/56 [00:40<04:49, 5.57s/it] 10/299 2.65G 0.05259 0.04041 0.002123 116 640: 9%|▉ | 5/56 [00:40<03:03, 3.60s/it] 10/299 2.65G 0.05213 0.04097 0.002091 137 640: 9%|▉ | 5/56 [00:40<03:03, 3.60s/it] 10/299 2.65G 0.05213 0.04097 0.002091 137 640: 11%|█ | 6/56 [00:40<02:01, 2.42s/it] 10/299 2.65G 0.05206 0.04057 0.002009 121 640: 11%|█ | 6/56 [00:41<02:01, 2.42s/it] 10/299 2.65G 0.05206 0.04057 0.002009 121 640: 12%|█▎ | 7/56 [00:41<01:21, 1.67s/it] 10/299 2.65G 0.05164 0.04016 0.001966 112 640: 12%|█▎ | 7/56 [00:41<01:21, 1.67s/it] 10/299 2.65G 0.05164 0.04016 0.001966 112 640: 14%|█▍ | 8/56 [00:41<00:56, 1.17s/it] 10/299 2.65G 0.05155 0.03927 0.001903 113 640: 14%|█▍ | 8/56 [01:13<00:56, 1.17s/it] 10/299 2.65G 0.05155 0.03927 0.001903 113 640: 16%|█▌ | 9/56 [01:13<08:38, 11.04s/it] 10/299 2.65G 0.05161 0.03961 0.001876 178 640: 16%|█▌ | 9/56 [01:14<08:38, 11.04s/it] 10/299 2.65G 0.05161 0.03961 0.001876 178 640: 18%|█▊ | 10/56 [01:14<05:53, 7.68s/it] 10/299 2.65G 0.05166 0.03955 0.001917 163 640: 18%|█▊ | 10/56 [01:14<05:53, 7.68s/it] 10/299 2.65G 0.05166 0.03955 0.001917 163 640: 20%|█▉ | 11/56 [01:14<04:01, 5.36s/it] 10/299 2.65G 0.05169 0.03936 0.001895 131 640: 20%|█▉ | 11/56 [01:14<04:01, 5.36s/it] 10/299 2.65G 0.05169 0.03936 0.001895 131 640: 21%|██▏ | 12/56 [01:14<02:45, 3.77s/it] 10/299 2.65G 0.05131 0.03891 0.00208 104 640: 21%|██▏ | 12/56 [01:14<02:45, 3.77s/it] 10/299 2.65G 0.05131 0.03891 0.00208 104 640: 23%|██▎ | 13/56 [01:14<01:54, 2.66s/it] 10/299 2.65G 0.05112 0.03841 0.002101 120 640: 23%|██▎ | 13/56 [01:14<01:54, 2.66s/it] 10/299 2.65G 0.05112 0.03841 0.002101 120 640: 25%|██▌ | 14/56 [01:14<01:19, 1.90s/it] 10/299 2.65G 0.05167 0.03868 0.002113 171 640: 25%|██▌ | 14/56 [01:14<01:19, 1.90s/it] 10/299 2.65G 0.05167 0.03868 0.002113 171 640: 27%|██▋ | 15/56 [01:14<00:55, 1.36s/it] 10/299 2.65G 0.05167 0.03897 0.002064 149 640: 27%|██▋ | 15/56 [01:14<00:55, 1.36s/it] 10/299 2.65G 0.05167 0.03897 0.002064 149 640: 29%|██▊ | 16/56 [01:14<00:39, 1.01it/s] 10/299 2.65G 0.05178 0.03895 0.002093 123 640: 29%|██▊ | 16/56 [01:47<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.83it/s]
all 98 501 0.467 0.431 0.4 0.143
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 11/299 2.65G 0.05092 0.03877 0.003326 189 640: 0%| | 0/56 [00:32<?, ?it/s] 11/299 2.65G 0.05092 0.03877 0.003326 189 640: 2%|▏ | 1/56 [00:32<29:55, 32.65s/it] 11/299 2.65G 0.05301 0.04122 0.002616 171 640: 2%|▏ | 1/56 [00:32<29:55, 32.65s/it] 11/299 2.65G 0.05301 0.04122 0.002616 171 640: 4%|▎ | 2/56 [00:32<12:11, 13.54s/it] 11/299 2.65G 0.05225 0.04009 0.00254 126 640: 4%|▎ | 2/56 [00:32<12:11, 13.54s/it] 11/299 2.65G 0.05225 0.04009 0.00254 126 640: 5%|▌ | 3/56 [00:32<06:32, 7.41s/it] 11/299 2.65G 0.05202 0.0421 0.002303 154 640: 5%|▌ | 3/56 [00:33<06:32, 7.41s/it] 11/299 2.65G 0.05202 0.0421 0.002303 154 640: 7%|▋ | 4/56 [00:33<03:55, 4.53s/it] 11/299 2.65G 0.05205 0.04033 0.002164 102 640: 7%|▋ | 4/56 [00:33<03:55, 4.53s/it] 11/299 2.65G 0.05205 0.04033 0.002164 102 640: 9%|▉ | 5/56 [00:33<02:30, 2.94s/it] 11/299 2.65G 0.05236 0.04012 0.002189 165 640: 9%|▉ | 5/56 [00:33<02:30, 2.94s/it] 11/299 2.65G 0.05236 0.04012 0.002189 165 640: 11%|█ | 6/56 [00:33<01:39, 1.99s/it] 11/299 2.65G 0.05216 0.04046 0.002174 167 640: 11%|█ | 6/56 [00:33<01:39, 1.99s/it] 11/299 2.65G 0.05216 0.04046 0.002174 167 640: 12%|█▎ | 7/56 [00:33<01:07, 1.38s/it] 11/299 2.65G 0.05203 0.04032 0.002103 153 640: 12%|█▎ | 7/56 [00:33<01:07, 1.38s/it] 11/299 2.65G 0.05203 0.04032 0.002103 153 640: 14%|█▍ | 8/56 [00:33<00:46, 1.02it/s] 11/299 2.65G 0.05241 0.04016 0.002258 141 640: 14%|█▍ | 8/56 [01:06<00:46, 1.02it/s] 11/299 2.65G 0.05241 0.04016 0.002258 141 640: 16%|█▌ | 9/56 [01:06<08:30, 10.87s/it] 11/299 2.65G 0.05295 0.03982 0.002176 153 640: 16%|█▌ | 9/56 [01:06<08:30, 10.87s/it] 11/299 2.65G 0.05295 0.03982 0.002176 153 640: 18%|█▊ | 10/56 [01:06<05:47, 7.56s/it] 11/299 2.65G 0.05327 0.04066 0.002169 192 640: 18%|█▊ | 10/56 [01:06<05:47, 7.56s/it] 11/299 2.65G 0.05327 0.04066 0.002169 192 640: 20%|█▉ | 11/56 [01:06<03:57, 5.28s/it] 11/299 2.65G 0.0529 0.0401 0.002308 116 640: 20%|█▉ | 11/56 [01:06<03:57, 5.28s/it] 11/299 2.65G 0.0529 0.0401 0.002308 116 640: 21%|██▏ | 12/56 [01:06<02:43, 3.71s/it] 11/299 2.65G 0.05289 0.03972 0.002323 124 640: 21%|██▏ | 12/56 [01:06<02:43, 3.71s/it] 11/299 2.65G 0.05289 0.03972 0.002323 124 640: 23%|██▎ | 13/56 [01:06<01:52, 2.62s/it] 11/299 2.65G 0.05319 0.03921 0.00228 143 640: 23%|██▎ | 13/56 [01:06<01:52, 2.62s/it] 11/299 2.65G 0.05319 0.03921 0.00228 143 640: 25%|██▌ | 14/56 [01:06<01:18, 1.87s/it] 11/299 2.65G 0.05352 0.03946 0.002312 133 640: 25%|██▌ | 14/56 [01:06<01:18, 1.87s/it] 11/299 2.65G 0.05352 0.03946 0.002312 133 640: 27%|██▋ | 15/56 [01:06<00:55, 1.34s/it] 11/299 2.65G 0.05306 0.03888 0.002295 126 640: 27%|██▋ | 15/56 [01:07<00:55, 1.34s/it] 11/299 2.65G 0.05306 0.03888 0.002295 126 640: 29%|██▊ | 16/56 [01:07<00:39, 1.02it/s] 11/299 2.65G 0.05288 0.03895 0.002267 128 640: 29%|██▊ | 16/56 [01:39<00:39, 1.02it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.509 0.498 0.473 0.205
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 12/299 2.65G 0.05038 0.03974 0.003033 124 640: 0%| | 0/56 [00:37<?, ?it/s] 12/299 2.65G 0.05038 0.03974 0.003033 124 640: 2%|▏ | 1/56 [00:37<34:45, 37.92s/it] 12/299 2.65G 0.05031 0.03973 0.002443 139 640: 2%|▏ | 1/56 [00:38<34:45, 37.92s/it] 12/299 2.65G 0.05031 0.03973 0.002443 139 640: 4%|▎ | 2/56 [00:38<14:07, 15.70s/it] 12/299 2.65G 0.04884 0.03861 0.002031 124 640: 4%|▎ | 2/56 [00:38<14:07, 15.70s/it] 12/299 2.65G 0.04884 0.03861 0.002031 124 640: 5%|▌ | 3/56 [00:38<07:34, 8.58s/it] 12/299 2.65G 0.05011 0.03646 0.001927 126 640: 5%|▌ | 3/56 [00:38<07:34, 8.58s/it] 12/299 2.65G 0.05011 0.03646 0.001927 126 640: 7%|▋ | 4/56 [00:38<04:32, 5.24s/it] 12/299 2.65G 0.05059 0.03747 0.002086 127 640: 7%|▋ | 4/56 [00:38<04:32, 5.24s/it] 12/299 2.65G 0.05059 0.03747 0.002086 127 640: 9%|▉ | 5/56 [00:38<02:52, 3.39s/it] 12/299 2.65G 0.0503 0.03629 0.002548 111 640: 9%|▉ | 5/56 [00:38<02:52, 3.39s/it] 12/299 2.65G 0.0503 0.03629 0.002548 111 640: 11%|█ | 6/56 [00:38<01:54, 2.28s/it] 12/299 2.65G 0.05042 0.03645 0.002414 140 640: 11%|█ | 6/56 [00:38<01:54, 2.28s/it] 12/299 2.65G 0.05042 0.03645 0.002414 140 640: 12%|█▎ | 7/56 [00:38<01:17, 1.57s/it] 12/299 2.65G 0.05095 0.03687 0.002448 184 640: 12%|█▎ | 7/56 [00:38<01:17, 1.57s/it] 12/299 2.65G 0.05095 0.03687 0.002448 184 640: 14%|█▍ | 8/56 [00:38<00:53, 1.11s/it] 12/299 2.65G 0.05149 0.03818 0.002545 187 640: 14%|█▍ | 8/56 [01:11<00:53, 1.11s/it] 12/299 2.65G 0.05149 0.03818 0.002545 187 640: 16%|█▌ | 9/56 [01:11<08:37, 11.02s/it] 12/299 2.65G 0.05101 0.03765 0.002565 138 640: 16%|█▌ | 9/56 [01:11<08:37, 11.02s/it] 12/299 2.65G 0.05101 0.03765 0.002565 138 640: 18%|█▊ | 10/56 [01:11<05:52, 7.67s/it] 12/299 2.65G 0.05078 0.03763 0.002746 127 640: 18%|█▊ | 10/56 [01:11<05:52, 7.67s/it] 12/299 2.65G 0.05078 0.03763 0.002746 127 640: 20%|█▉ | 11/56 [01:11<04:01, 5.36s/it] 12/299 2.65G 0.05044 0.03762 0.002644 136 640: 20%|█▉ | 11/56 [01:11<04:01, 5.36s/it] 12/299 2.65G 0.05044 0.03762 0.002644 136 640: 21%|██▏ | 12/56 [01:11<02:45, 3.76s/it] 12/299 2.65G 0.05047 0.03793 0.002616 137 640: 21%|██▏ | 12/56 [01:12<02:45, 3.76s/it] 12/299 2.65G 0.05047 0.03793 0.002616 137 640: 23%|██▎ | 13/56 [01:12<01:54, 2.66s/it] 12/299 2.65G 0.05051 0.03795 0.002588 128 640: 23%|██▎ | 13/56 [01:12<01:54, 2.66s/it] 12/299 2.65G 0.05051 0.03795 0.002588 128 640: 25%|██▌ | 14/56 [01:12<01:19, 1.90s/it] 12/299 2.65G 0.05082 0.03795 0.002499 156 640: 25%|██▌ | 14/56 [01:12<01:19, 1.90s/it] 12/299 2.65G 0.05082 0.03795 0.002499 156 640: 27%|██▋ | 15/56 [01:12<00:55, 1.36s/it] 12/299 2.65G 0.0511 0.03792 0.002474 145 640: 27%|██▋ | 15/56 [01:12<00:55, 1.36s/it] 12/299 2.65G 0.0511 0.03792 0.002474 145 640: 29%|██▊ | 16/56 [01:12<00:39, 1.01it/s] 12/299 2.65G 0.05125 0.03735 0.002419 94 640: 29%|██▊ | 16/56 [01:45<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.40it/s]
all 98 501 0.495 0.451 0.469 0.185
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 13/299 2.65G 0.05027 0.03537 0.001244 108 640: 0%| | 0/56 [00:32<?, ?it/s] 13/299 2.65G 0.05027 0.03537 0.001244 108 640: 2%|▏ | 1/56 [00:32<30:08, 32.88s/it] 13/299 2.65G 0.0521 0.03542 0.001428 112 640: 2%|▏ | 1/56 [00:33<30:08, 32.88s/it] 13/299 2.65G 0.0521 0.03542 0.001428 112 640: 4%|▎ | 2/56 [00:33<12:16, 13.63s/it] 13/299 2.65G 0.05098 0.03783 0.001404 161 640: 4%|▎ | 2/56 [00:33<12:16, 13.63s/it] 13/299 2.65G 0.05098 0.03783 0.001404 161 640: 5%|▌ | 3/56 [00:33<06:35, 7.46s/it] 13/299 2.65G 0.05064 0.0362 0.002233 132 640: 5%|▌ | 3/56 [00:33<06:35, 7.46s/it] 13/299 2.65G 0.05064 0.0362 0.002233 132 640: 7%|▋ | 4/56 [00:33<03:57, 4.56s/it] 13/299 2.65G 0.0499 0.03548 0.002103 103 640: 7%|▋ | 4/56 [00:33<03:57, 4.56s/it] 13/299 2.65G 0.0499 0.03548 0.002103 103 640: 9%|▉ | 5/56 [00:33<02:30, 2.96s/it] 13/299 2.65G 0.05006 0.03644 0.001963 134 640: 9%|▉ | 5/56 [00:33<02:30, 2.96s/it] 13/299 2.65G 0.05006 0.03644 0.001963 134 640: 11%|█ | 6/56 [00:33<01:40, 2.00s/it] 13/299 2.65G 0.04993 0.03711 0.002009 133 640: 11%|█ | 6/56 [00:33<01:40, 2.00s/it] 13/299 2.65G 0.04993 0.03711 0.002009 133 640: 12%|█▎ | 7/56 [00:33<01:07, 1.39s/it] 13/299 2.65G 0.05055 0.03622 0.002035 107 640: 12%|█▎ | 7/56 [00:33<01:07, 1.39s/it] 13/299 2.65G 0.05055 0.03622 0.002035 107 640: 14%|█▍ | 8/56 [00:33<00:47, 1.02it/s] 13/299 2.65G 0.05055 0.03702 0.00201 120 640: 14%|█▍ | 8/56 [01:06<00:47, 1.02it/s] 13/299 2.65G 0.05055 0.03702 0.00201 120 640: 16%|█▌ | 9/56 [01:06<08:28, 10.83s/it] 13/299 2.65G 0.05012 0.03682 0.001975 137 640: 16%|█▌ | 9/56 [01:06<08:28, 10.83s/it] 13/299 2.65G 0.05012 0.03682 0.001975 137 640: 18%|█▊ | 10/56 [01:06<05:46, 7.53s/it] 13/299 2.65G 0.04976 0.0362 0.001941 88 640: 18%|█▊ | 10/56 [01:06<05:46, 7.53s/it] 13/299 2.65G 0.04976 0.0362 0.001941 88 640: 20%|█▉ | 11/56 [01:06<03:56, 5.26s/it] 13/299 2.65G 0.05015 0.03643 0.002139 142 640: 20%|█▉ | 11/56 [01:06<03:56, 5.26s/it] 13/299 2.65G 0.05015 0.03643 0.002139 142 640: 21%|██▏ | 12/56 [01:06<02:42, 3.70s/it] 13/299 2.65G 0.05003 0.03646 0.00213 138 640: 21%|██▏ | 12/56 [01:06<02:42, 3.70s/it] 13/299 2.65G 0.05003 0.03646 0.00213 138 640: 23%|██▎ | 13/56 [01:06<01:52, 2.61s/it] 13/299 2.65G 0.05034 0.03651 0.002172 118 640: 23%|██▎ | 13/56 [01:06<01:52, 2.61s/it] 13/299 2.65G 0.05034 0.03651 0.002172 118 640: 25%|██▌ | 14/56 [01:06<01:18, 1.87s/it] 13/299 2.65G 0.05024 0.03606 0.002174 103 640: 25%|██▌ | 14/56 [01:06<01:18, 1.87s/it] 13/299 2.65G 0.05024 0.03606 0.002174 103 640: 27%|██▋ | 15/56 [01:06<00:54, 1.34s/it] 13/299 2.65G 0.0502 0.03573 0.00214 88 640: 27%|██▋ | 15/56 [01:07<00:54, 1.34s/it] 13/299 2.65G 0.0502 0.03573 0.00214 88 640: 29%|██▊ | 16/56 [01:07<00:38, 1.03it/s] 13/299 2.65G 0.05013 0.03622 0.002092 176 640: 29%|██▊ | 16/56 [01:40<00:38, 1.03it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.97it/s]
all 98 501 0.508 0.438 0.438 0.189
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 14/299 2.65G 0.04499 0.03878 0.001856 135 640: 0%| | 0/56 [00:34<?, ?it/s] 14/299 2.65G 0.04499 0.03878 0.001856 135 640: 2%|▏ | 1/56 [00:34<31:26, 34.31s/it] 14/299 2.65G 0.04662 0.03765 0.001978 116 640: 2%|▏ | 1/56 [00:34<31:26, 34.31s/it] 14/299 2.65G 0.04662 0.03765 0.001978 116 640: 4%|▎ | 2/56 [00:34<12:47, 14.22s/it] 14/299 2.65G 0.04655 0.03616 0.001963 124 640: 4%|▎ | 2/56 [00:34<12:47, 14.22s/it] 14/299 2.65G 0.04655 0.03616 0.001963 124 640: 5%|▌ | 3/56 [00:34<06:52, 7.78s/it] 14/299 2.65G 0.04654 0.03621 0.001901 134 640: 5%|▌ | 3/56 [00:34<06:52, 7.78s/it] 14/299 2.65G 0.04654 0.03621 0.001901 134 640: 7%|▋ | 4/56 [00:34<04:07, 4.75s/it] 14/299 2.65G 0.04599 0.03473 0.002235 92 640: 7%|▋ | 4/56 [00:37<04:07, 4.75s/it] 14/299 2.65G 0.04599 0.03473 0.002235 92 640: 9%|▉ | 5/56 [00:37<03:17, 3.88s/it] 14/299 2.65G 0.04589 0.0343 0.002051 125 640: 9%|▉ | 5/56 [00:37<03:17, 3.88s/it] 14/299 2.65G 0.04589 0.0343 0.002051 125 640: 11%|█ | 6/56 [00:37<02:10, 2.61s/it] 14/299 2.65G 0.04617 0.03412 0.001991 136 640: 11%|█ | 6/56 [00:37<02:10, 2.61s/it] 14/299 2.65G 0.04617 0.03412 0.001991 136 640: 12%|█▎ | 7/56 [00:37<01:27, 1.79s/it] 14/299 2.65G 0.04678 0.03533 0.001928 191 640: 12%|█▎ | 7/56 [00:37<01:27, 1.79s/it] 14/299 2.65G 0.04678 0.03533 0.001928 191 640: 14%|█▍ | 8/56 [00:37<01:00, 1.26s/it] 14/299 2.65G 0.04744 0.03535 0.001855 135 640: 14%|█▍ | 8/56 [01:07<01:00, 1.26s/it] 14/299 2.65G 0.04744 0.03535 0.001855 135 640: 16%|█▌ | 9/56 [01:07<08:03, 10.28s/it] 14/299 2.65G 0.04824 0.03501 0.001857 115 640: 16%|█▌ | 9/56 [01:07<08:03, 10.28s/it] 14/299 2.65G 0.04824 0.03501 0.001857 115 640: 18%|█▊ | 10/56 [01:07<05:29, 7.15s/it] 14/299 2.65G 0.04889 0.03648 0.001897 172 640: 18%|█▊ | 10/56 [01:07<05:29, 7.15s/it] 14/299 2.65G 0.04889 0.03648 0.001897 172 640: 20%|█▉ | 11/56 [01:07<03:45, 5.00s/it] 14/299 2.65G 0.04912 0.03641 0.001895 115 640: 20%|█▉ | 11/56 [01:07<03:45, 5.00s/it] 14/299 2.65G 0.04912 0.03641 0.001895 115 640: 21%|██▏ | 12/56 [01:07<02:34, 3.51s/it] 14/299 2.65G 0.0492 0.0362 0.0019 100 640: 21%|██▏ | 12/56 [01:10<02:34, 3.51s/it] 14/299 2.65G 0.0492 0.0362 0.0019 100 640: 23%|██▎ | 13/56 [01:10<02:21, 3.29s/it] 14/299 2.65G 0.04909 0.03644 0.00188 143 640: 23%|██▎ | 13/56 [01:10<02:21, 3.29s/it] 14/299 2.65G 0.04909 0.03644 0.00188 143 640: 25%|██▌ | 14/56 [01:10<01:38, 2.34s/it] 14/299 2.65G 0.04907 0.03673 0.001924 145 640: 25%|██▌ | 14/56 [01:10<01:38, 2.34s/it] 14/299 2.65G 0.04907 0.03673 0.001924 145 640: 27%|██▋ | 15/56 [01:10<01:08, 1.67s/it] 14/299 2.65G 0.04891 0.03713 0.001936 148 640: 27%|██▋ | 15/56 [01:11<01:08, 1.67s/it] 14/299 2.65G 0.04891 0.03713 0.001936 148 640: 29%|██▊ | 16/56 [01:11<00:48, 1.20s/it] 14/299 2.65G 0.04867 0.03671 0.001954 107 640: 29%|██▊ | 16/56 [01:41<00:48, 1.20s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.37it/s]
all 98 501 0.464 0.46 0.427 0.186
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 15/299 2.65G 0.0483 0.03215 0.001289 109 640: 0%| | 0/56 [00:40<?, ?it/s] 15/299 2.65G 0.0483 0.03215 0.001289 109 640: 2%|▏ | 1/56 [00:40<36:57, 40.31s/it] 15/299 2.65G 0.0501 0.03277 0.001626 118 640: 2%|▏ | 1/56 [00:40<36:57, 40.31s/it] 15/299 2.65G 0.0501 0.03277 0.001626 118 640: 4%|▎ | 2/56 [00:40<15:01, 16.69s/it] 15/299 2.65G 0.04871 0.03798 0.001789 158 640: 4%|▎ | 2/56 [00:40<15:01, 16.69s/it] 15/299 2.65G 0.04871 0.03798 0.001789 158 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 15/299 2.65G 0.04767 0.03806 0.001656 127 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 15/299 2.65G 0.04767 0.03806 0.001656 127 640: 7%|▋ | 4/56 [00:40<04:49, 5.56s/it] 15/299 2.65G 0.04737 0.03727 0.002087 145 640: 7%|▋ | 4/56 [00:43<04:49, 5.56s/it] 15/299 2.65G 0.04737 0.03727 0.002087 145 640: 9%|▉ | 5/56 [00:43<03:44, 4.40s/it] 15/299 2.65G 0.04813 0.03826 0.00211 179 640: 9%|▉ | 5/56 [00:43<03:44, 4.40s/it] 15/299 2.65G 0.04813 0.03826 0.00211 179 640: 11%|█ | 6/56 [00:43<02:27, 2.95s/it] 15/299 2.65G 0.04732 0.03761 0.002018 140 640: 11%|█ | 6/56 [00:43<02:27, 2.95s/it] 15/299 2.65G 0.04732 0.03761 0.002018 140 640: 12%|█▎ | 7/56 [00:43<01:39, 2.02s/it] 15/299 2.65G 0.04731 0.03728 0.002055 117 640: 12%|█▎ | 7/56 [00:43<01:39, 2.02s/it] 15/299 2.65G 0.04731 0.03728 0.002055 117 640: 14%|█▍ | 8/56 [00:43<01:08, 1.42s/it] 15/299 2.65G 0.04751 0.03739 0.002013 132 640: 14%|█▍ | 8/56 [01:14<01:08, 1.42s/it] 15/299 2.65G 0.04751 0.03739 0.002013 132 640: 16%|█▌ | 9/56 [01:14<08:15, 10.54s/it] 15/299 2.65G 0.0471 0.03694 0.001967 120 640: 16%|█▌ | 9/56 [01:14<08:15, 10.54s/it] 15/299 2.65G 0.0471 0.03694 0.001967 120 640: 18%|█▊ | 10/56 [01:14<05:37, 7.33s/it] 15/299 2.65G 0.0473 0.03773 0.001955 165 640: 18%|█▊ | 10/56 [01:14<05:37, 7.33s/it] 15/299 2.65G 0.0473 0.03773 0.001955 165 640: 20%|█▉ | 11/56 [01:14<03:50, 5.12s/it] 15/299 2.65G 0.04747 0.03764 0.001913 155 640: 20%|█▉ | 11/56 [01:14<03:50, 5.12s/it] 15/299 2.65G 0.04747 0.03764 0.001913 155 640: 21%|██▏ | 12/56 [01:14<02:38, 3.60s/it] 15/299 2.65G 0.04745 0.03714 0.001827 94 640: 21%|██▏ | 12/56 [01:16<02:38, 3.60s/it] 15/299 2.65G 0.04745 0.03714 0.001827 94 640: 23%|██▎ | 13/56 [01:16<02:15, 3.16s/it] 15/299 2.65G 0.04761 0.0377 0.001931 193 640: 23%|██▎ | 13/56 [01:16<02:15, 3.16s/it] 15/299 2.65G 0.04761 0.0377 0.001931 193 640: 25%|██▌ | 14/56 [01:16<01:34, 2.25s/it] 15/299 2.65G 0.04749 0.03713 0.001975 100 640: 25%|██▌ | 14/56 [01:16<01:34, 2.25s/it] 15/299 2.65G 0.04749 0.03713 0.001975 100 640: 27%|██▋ | 15/56 [01:16<01:05, 1.61s/it] 15/299 2.65G 0.04766 0.03686 0.001996 120 640: 27%|██▋ | 15/56 [01:16<01:05, 1.61s/it] 15/299 2.65G 0.04766 0.03686 0.001996 120 640: 29%|██▊ | 16/56 [01:16<00:46, 1.16s/it] 15/299 2.65G 0.04784 0.03679 0.002108 155 640: 29%|██▊ | 16/56 [01:47<00:46, 1.16s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.514 0.453 0.456 0.176
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 16/299 2.65G 0.04654 0.03831 0.001237 159 640: 0%| | 0/56 [00:36<?, ?it/s] 16/299 2.65G 0.04654 0.03831 0.001237 159 640: 2%|▏ | 1/56 [00:36<33:27, 36.51s/it] 16/299 2.65G 0.04856 0.03746 0.001084 124 640: 2%|▏ | 1/56 [00:36<33:27, 36.51s/it] 16/299 2.65G 0.04856 0.03746 0.001084 124 640: 4%|▎ | 2/56 [00:36<13:36, 15.12s/it] 16/299 2.65G 0.04842 0.03894 0.001481 155 640: 4%|▎ | 2/56 [00:36<13:36, 15.12s/it] 16/299 2.65G 0.04842 0.03894 0.001481 155 640: 5%|▌ | 3/56 [00:36<07:18, 8.26s/it] 16/299 2.65G 0.04823 0.03827 0.001477 132 640: 5%|▌ | 3/56 [00:36<07:18, 8.26s/it] 16/299 2.65G 0.04823 0.03827 0.001477 132 640: 7%|▋ | 4/56 [00:36<04:22, 5.05s/it] 16/299 2.65G 0.04866 0.03784 0.001597 123 640: 7%|▋ | 4/56 [00:43<04:22, 5.05s/it] 16/299 2.65G 0.04866 0.03784 0.001597 123 640: 9%|▉ | 5/56 [00:43<04:43, 5.55s/it] 16/299 2.65G 0.04861 0.03751 0.001548 103 640: 9%|▉ | 5/56 [00:43<04:43, 5.55s/it] 16/299 2.65G 0.04861 0.03751 0.001548 103 640: 11%|█ | 6/56 [00:43<03:05, 3.71s/it] 16/299 2.65G 0.04881 0.03791 0.001613 141 640: 11%|█ | 6/56 [00:43<03:05, 3.71s/it] 16/299 2.65G 0.04881 0.03791 0.001613 141 640: 12%|█▎ | 7/56 [00:43<02:04, 2.54s/it] 16/299 2.65G 0.04871 0.03911 0.001632 145 640: 12%|█▎ | 7/56 [00:43<02:04, 2.54s/it] 16/299 2.65G 0.04871 0.03911 0.001632 145 640: 14%|█▍ | 8/56 [00:43<01:24, 1.77s/it] 16/299 2.65G 0.04869 0.03899 0.001524 135 640: 14%|█▍ | 8/56 [01:09<01:24, 1.77s/it] 16/299 2.65G 0.04869 0.03899 0.001524 135 640: 16%|█▌ | 9/56 [01:09<07:19, 9.36s/it] 16/299 2.65G 0.04813 0.03845 0.001442 117 640: 16%|█▌ | 9/56 [01:09<07:19, 9.36s/it] 16/299 2.65G 0.04813 0.03845 0.001442 117 640: 18%|█▊ | 10/56 [01:09<04:59, 6.52s/it] 16/299 2.65G 0.04777 0.03809 0.001425 124 640: 18%|█▊ | 10/56 [01:10<04:59, 6.52s/it] 16/299 2.65G 0.04777 0.03809 0.001425 124 640: 20%|█▉ | 11/56 [01:10<03:25, 4.56s/it] 16/299 2.65G 0.04777 0.0383 0.001436 158 640: 20%|█▉ | 11/56 [01:10<03:25, 4.56s/it] 16/299 2.65G 0.04777 0.0383 0.001436 158 640: 21%|██▏ | 12/56 [01:10<02:21, 3.21s/it] 16/299 2.65G 0.04807 0.03803 0.001393 127 640: 21%|██▏ | 12/56 [01:16<02:21, 3.21s/it] 16/299 2.65G 0.04807 0.03803 0.001393 127 640: 23%|██▎ | 13/56 [01:16<03:04, 4.28s/it] 16/299 2.65G 0.04774 0.03787 0.00141 128 640: 23%|██▎ | 13/56 [01:17<03:04, 4.28s/it] 16/299 2.65G 0.04774 0.03787 0.00141 128 640: 25%|██▌ | 14/56 [01:17<02:07, 3.03s/it] 16/299 2.65G 0.04758 0.03755 0.001452 113 640: 25%|██▌ | 14/56 [01:17<02:07, 3.03s/it] 16/299 2.65G 0.04758 0.03755 0.001452 113 640: 27%|██▋ | 15/56 [01:17<01:28, 2.17s/it] 16/299 2.65G 0.04724 0.03729 0.001414 118 640: 27%|██▋ | 15/56 [01:17<01:28, 2.17s/it] 16/299 2.65G 0.04724 0.03729 0.001414 118 640: 29%|██▊ | 16/56 [01:17<01:02, 1.55s/it] 16/299 2.65G 0.04733 0.03732 0.001415 145 640: 29%|██▊ | 16/56 [01:43<01:02, 1.55s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.93it/s]
all 98 501 0.552 0.508 0.524 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 17/299 2.65G 0.0496 0.0496 0.002188 178 640: 0%| | 0/56 [00:36<?, ?it/s] 17/299 2.65G 0.0496 0.0496 0.002188 178 640: 2%|▏ | 1/56 [00:36<33:03, 36.06s/it] 17/299 2.65G 0.04709 0.04317 0.002088 138 640: 2%|▏ | 1/56 [00:36<33:03, 36.06s/it] 17/299 2.65G 0.04709 0.04317 0.002088 138 640: 4%|▎ | 2/56 [00:36<13:26, 14.93s/it] 17/299 2.65G 0.04613 0.04007 0.001787 108 640: 4%|▎ | 2/56 [00:36<13:26, 14.93s/it] 17/299 2.65G 0.04613 0.04007 0.001787 108 640: 5%|▌ | 3/56 [00:36<07:12, 8.16s/it] 17/299 2.65G 0.04677 0.03994 0.001741 125 640: 5%|▌ | 3/56 [00:36<07:12, 8.16s/it] 17/299 2.65G 0.04677 0.03994 0.001741 125 640: 7%|▋ | 4/56 [00:36<04:19, 4.98s/it] 17/299 2.65G 0.04663 0.03873 0.001725 112 640: 7%|▋ | 4/56 [00:36<04:19, 4.98s/it] 17/299 2.65G 0.04663 0.03873 0.001725 112 640: 9%|▉ | 5/56 [00:36<02:44, 3.23s/it] 17/299 2.65G 0.04675 0.03944 0.001691 151 640: 9%|▉ | 5/56 [00:36<02:44, 3.23s/it] 17/299 2.65G 0.04675 0.03944 0.001691 151 640: 11%|█ | 6/56 [00:36<01:49, 2.19s/it] 17/299 2.65G 0.04657 0.03866 0.001618 112 640: 11%|█ | 6/56 [00:36<01:49, 2.19s/it] 17/299 2.65G 0.04657 0.03866 0.001618 112 640: 12%|█▎ | 7/56 [00:36<01:13, 1.51s/it] 17/299 2.65G 0.04623 0.03758 0.001541 104 640: 12%|█▎ | 7/56 [00:36<01:13, 1.51s/it] 17/299 2.65G 0.04623 0.03758 0.001541 104 640: 14%|█▍ | 8/56 [00:36<00:51, 1.06s/it] 17/299 2.65G 0.04585 0.03728 0.001659 145 640: 14%|█▍ | 8/56 [01:09<00:51, 1.06s/it] 17/299 2.65G 0.04585 0.03728 0.001659 145 640: 16%|█▌ | 9/56 [01:09<08:40, 11.07s/it] 17/299 2.65G 0.04571 0.03701 0.001612 129 640: 16%|█▌ | 9/56 [01:10<08:40, 11.07s/it] 17/299 2.65G 0.04571 0.03701 0.001612 129 640: 18%|█▊ | 10/56 [01:10<05:54, 7.70s/it] 17/299 2.65G 0.0459 0.03765 0.001561 169 640: 18%|█▊ | 10/56 [01:10<05:54, 7.70s/it] 17/299 2.65G 0.0459 0.03765 0.001561 169 640: 20%|█▉ | 11/56 [01:10<04:02, 5.38s/it] 17/299 2.65G 0.0463 0.0378 0.001619 145 640: 20%|█▉ | 11/56 [01:10<04:02, 5.38s/it] 17/299 2.65G 0.0463 0.0378 0.001619 145 640: 21%|██▏ | 12/56 [01:10<02:46, 3.78s/it] 17/299 2.65G 0.04635 0.03745 0.001638 109 640: 21%|██▏ | 12/56 [01:10<02:46, 3.78s/it] 17/299 2.65G 0.04635 0.03745 0.001638 109 640: 23%|██▎ | 13/56 [01:10<01:54, 2.67s/it] 17/299 2.65G 0.04619 0.03696 0.001606 121 640: 23%|██▎ | 13/56 [01:10<01:54, 2.67s/it] 17/299 2.65G 0.04619 0.03696 0.001606 121 640: 25%|██▌ | 14/56 [01:10<01:20, 1.91s/it] 17/299 2.65G 0.04632 0.03721 0.001623 129 640: 25%|██▌ | 14/56 [01:10<01:20, 1.91s/it] 17/299 2.65G 0.04632 0.03721 0.001623 129 640: 27%|██▋ | 15/56 [01:10<00:56, 1.37s/it] 17/299 2.65G 0.04629 0.03754 0.001605 161 640: 27%|██▋ | 15/56 [01:10<00:56, 1.37s/it] 17/299 2.65G 0.04629 0.03754 0.001605 161 640: 29%|██▊ | 16/56 [01:10<00:39, 1.01it/s] 17/299 2.65G 0.04615 0.03713 0.001572 115 640: 29%|██▊ | 16/56 [01:43<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.571 0.506 0.516 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 18/299 2.65G 0.04795 0.03969 0.002695 147 640: 0%| | 0/56 [00:43<?, ?it/s] 18/299 2.65G 0.04795 0.03969 0.002695 147 640: 2%|▏ | 1/56 [00:43<39:47, 43.40s/it] 18/299 2.65G 0.04503 0.03426 0.001684 92 640: 2%|▏ | 1/56 [00:43<39:47, 43.40s/it] 18/299 2.65G 0.04503 0.03426 0.001684 92 640: 4%|▎ | 2/56 [00:43<16:09, 17.96s/it] 18/299 2.65G 0.04414 0.03454 0.001487 157 640: 4%|▎ | 2/56 [00:43<16:09, 17.96s/it] 18/299 2.65G 0.04414 0.03454 0.001487 157 640: 5%|▌ | 3/56 [00:43<08:39, 9.81s/it] 18/299 2.65G 0.04491 0.03639 0.001425 137 640: 5%|▌ | 3/56 [00:43<08:39, 9.81s/it] 18/299 2.65G 0.04491 0.03639 0.001425 137 640: 7%|▋ | 4/56 [00:43<05:10, 5.98s/it] 18/299 2.65G 0.04495 0.03514 0.001289 124 640: 7%|▋ | 4/56 [00:43<05:10, 5.98s/it] 18/299 2.65G 0.04495 0.03514 0.001289 124 640: 9%|▉ | 5/56 [00:43<03:17, 3.86s/it] 18/299 2.65G 0.04504 0.03644 0.001377 162 640: 9%|▉ | 5/56 [00:44<03:17, 3.86s/it] 18/299 2.65G 0.04504 0.03644 0.001377 162 640: 11%|█ | 6/56 [00:44<02:09, 2.59s/it] 18/299 2.65G 0.04468 0.03721 0.001513 146 640: 11%|█ | 6/56 [00:44<02:09, 2.59s/it] 18/299 2.65G 0.04468 0.03721 0.001513 146 640: 12%|█▎ | 7/56 [00:44<01:27, 1.78s/it] 18/299 2.65G 0.04468 0.03762 0.001456 141 640: 12%|█▎ | 7/56 [00:44<01:27, 1.78s/it] 18/299 2.65G 0.04468 0.03762 0.001456 141 640: 14%|█▍ | 8/56 [00:44<01:00, 1.25s/it] 18/299 2.65G 0.04449 0.03675 0.001436 103 640: 14%|█▍ | 8/56 [01:17<01:00, 1.25s/it] 18/299 2.65G 0.04449 0.03675 0.001436 103 640: 16%|█▌ | 9/56 [01:17<08:41, 11.10s/it] 18/299 2.65G 0.04456 0.03727 0.001444 184 640: 16%|█▌ | 9/56 [01:17<08:41, 11.10s/it] 18/299 2.65G 0.04456 0.03727 0.001444 184 640: 18%|█▊ | 10/56 [01:17<05:55, 7.72s/it] 18/299 2.65G 0.04455 0.03731 0.001542 152 640: 18%|█▊ | 10/56 [01:17<05:55, 7.72s/it] 18/299 2.65G 0.04455 0.03731 0.001542 152 640: 20%|█▉ | 11/56 [01:17<04:02, 5.40s/it] 18/299 2.65G 0.04492 0.03849 0.00153 199 640: 20%|█▉ | 11/56 [01:17<04:02, 5.40s/it] 18/299 2.65G 0.04492 0.03849 0.00153 199 640: 21%|██▏ | 12/56 [01:17<02:46, 3.79s/it] 18/299 2.65G 0.04507 0.03869 0.001506 167 640: 21%|██▏ | 12/56 [01:17<02:46, 3.79s/it] 18/299 2.65G 0.04507 0.03869 0.001506 167 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 18/299 2.65G 0.04537 0.0383 0.001495 104 640: 23%|██▎ | 13/56 [01:17<01:55, 2.68s/it] 18/299 2.65G 0.04537 0.0383 0.001495 104 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 18/299 2.65G 0.0453 0.0383 0.001589 129 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 18/299 2.65G 0.0453 0.0383 0.001589 129 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 18/299 2.65G 0.04539 0.03856 0.001549 168 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 18/299 2.65G 0.04539 0.03856 0.001549 168 640: 29%|██▊ | 16/56 [01:17<00:39, 1.01it/s] 18/299 2.65G 0.04541 0.03841 0.001525 139 640: 29%|██▊ | 16/56 [01:50<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.74it/s]
all 98 501 0.471 0.512 0.479 0.196
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 19/299 2.65G 0.05092 0.03891 0.001958 131 640: 0%| | 0/56 [00:32<?, ?it/s] 19/299 2.65G 0.05092 0.03891 0.001958 131 640: 2%|▏ | 1/56 [00:32<30:04, 32.82s/it] 19/299 2.65G 0.04789 0.03503 0.002008 143 640: 2%|▏ | 1/56 [00:32<30:04, 32.82s/it] 19/299 2.65G 0.04789 0.03503 0.002008 143 640: 4%|▎ | 2/56 [00:32<12:14, 13.61s/it] 19/299 2.65G 0.04603 0.03457 0.002638 119 640: 4%|▎ | 2/56 [00:33<12:14, 13.61s/it] 19/299 2.65G 0.04603 0.03457 0.002638 119 640: 5%|▌ | 3/56 [00:33<06:34, 7.45s/it] 19/299 2.65G 0.04653 0.03544 0.002405 191 640: 5%|▌ | 3/56 [00:33<06:34, 7.45s/it] 19/299 2.65G 0.04653 0.03544 0.002405 191 640: 7%|▋ | 4/56 [00:33<03:56, 4.55s/it] 19/299 2.65G 0.04571 0.03412 0.002187 97 640: 7%|▋ | 4/56 [00:41<03:56, 4.55s/it] 19/299 2.65G 0.04571 0.03412 0.002187 97 640: 9%|▉ | 5/56 [00:41<04:57, 5.83s/it] 19/299 2.65G 0.04597 0.03334 0.002307 128 640: 9%|▉ | 5/56 [00:41<04:57, 5.83s/it] 19/299 2.65G 0.04597 0.03334 0.002307 128 640: 11%|█ | 6/56 [00:41<03:14, 3.90s/it] 19/299 2.65G 0.04577 0.03394 0.00213 164 640: 11%|█ | 6/56 [00:41<03:14, 3.90s/it] 19/299 2.65G 0.04577 0.03394 0.00213 164 640: 12%|█▎ | 7/56 [00:41<02:10, 2.66s/it] 19/299 2.65G 0.04654 0.03475 0.002009 176 640: 12%|█▎ | 7/56 [00:41<02:10, 2.66s/it] 19/299 2.65G 0.04654 0.03475 0.002009 176 640: 14%|█▍ | 8/56 [00:41<01:28, 1.85s/it] 19/299 2.65G 0.04656 0.03407 0.001924 116 640: 14%|█▍ | 8/56 [01:06<01:28, 1.85s/it] 19/299 2.65G 0.04656 0.03407 0.001924 116 640: 16%|█▌ | 9/56 [01:06<07:02, 8.98s/it] 19/299 2.65G 0.04668 0.03394 0.002006 105 640: 16%|█▌ | 9/56 [01:06<07:02, 8.98s/it] 19/299 2.65G 0.04668 0.03394 0.002006 105 640: 18%|█▊ | 10/56 [01:06<04:47, 6.26s/it] 19/299 2.65G 0.04691 0.03404 0.002007 121 640: 18%|█▊ | 10/56 [01:06<04:47, 6.26s/it] 19/299 2.65G 0.04691 0.03404 0.002007 121 640: 20%|█▉ | 11/56 [01:06<03:17, 4.38s/it] 19/299 2.65G 0.04735 0.03359 0.001992 120 640: 20%|█▉ | 11/56 [01:06<03:17, 4.38s/it] 19/299 2.65G 0.04735 0.03359 0.001992 120 640: 21%|██▏ | 12/56 [01:06<02:15, 3.08s/it] 19/299 2.65G 0.0476 0.03346 0.001984 135 640: 21%|██▏ | 12/56 [01:15<02:15, 3.08s/it] 19/299 2.65G 0.0476 0.03346 0.001984 135 640: 23%|██▎ | 13/56 [01:15<03:22, 4.70s/it] 19/299 2.65G 0.04728 0.03336 0.001954 144 640: 23%|██▎ | 13/56 [01:15<03:22, 4.70s/it] 19/299 2.65G 0.04728 0.03336 0.001954 144 640: 25%|██▌ | 14/56 [01:15<02:19, 3.33s/it] 19/299 2.65G 0.047 0.03329 0.001949 137 640: 25%|██▌ | 14/56 [01:15<02:19, 3.33s/it] 19/299 2.65G 0.047 0.03329 0.001949 137 640: 27%|██▋ | 15/56 [01:15<01:36, 2.36s/it] 19/299 2.65G 0.04669 0.03353 0.001908 133 640: 27%|██▋ | 15/56 [01:15<01:36, 2.36s/it] 19/299 2.65G 0.04669 0.03353 0.001908 133 640: 29%|██▊ | 16/56 [01:15<01:07, 1.68s/it] 19/299 2.65G 0.04674 0.03354 0.001862 170 640: 29%|██▊ | 16/56 [01:40<01:07, 1.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.43it/s]
all 98 501 0.526 0.493 0.509 0.234
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 20/299 2.65G 0.05053 0.03485 0.001773 99 640: 0%| | 0/56 [00:36<?, ?it/s] 20/299 2.65G 0.05053 0.03485 0.001773 99 640: 2%|▏ | 1/56 [00:36<33:14, 36.26s/it] 20/299 2.65G 0.04798 0.0367 0.001847 145 640: 2%|▏ | 1/56 [00:36<33:14, 36.26s/it] 20/299 2.65G 0.04798 0.0367 0.001847 145 640: 4%|▎ | 2/56 [00:36<13:30, 15.01s/it] 20/299 2.65G 0.04704 0.03671 0.001619 124 640: 4%|▎ | 2/56 [00:36<13:30, 15.01s/it] 20/299 2.65G 0.04704 0.03671 0.001619 124 640: 5%|▌ | 3/56 [00:36<07:15, 8.21s/it] 20/299 2.65G 0.04822 0.03724 0.001743 139 640: 5%|▌ | 3/56 [00:36<07:15, 8.21s/it] 20/299 2.65G 0.04822 0.03724 0.001743 139 640: 7%|▋ | 4/56 [00:36<04:20, 5.01s/it] 20/299 2.65G 0.0478 0.03661 0.001602 118 640: 7%|▋ | 4/56 [00:36<04:20, 5.01s/it] 20/299 2.65G 0.0478 0.03661 0.001602 118 640: 9%|▉ | 5/56 [00:36<02:45, 3.25s/it] 20/299 2.65G 0.0474 0.03627 0.001512 113 640: 9%|▉ | 5/56 [00:36<02:45, 3.25s/it] 20/299 2.65G 0.0474 0.03627 0.001512 113 640: 11%|█ | 6/56 [00:36<01:49, 2.19s/it] 20/299 2.65G 0.04698 0.03617 0.001698 131 640: 11%|█ | 6/56 [00:36<01:49, 2.19s/it] 20/299 2.65G 0.04698 0.03617 0.001698 131 640: 12%|█▎ | 7/56 [00:36<01:13, 1.51s/it] 20/299 2.65G 0.04626 0.03615 0.001659 164 640: 12%|█▎ | 7/56 [00:37<01:13, 1.51s/it] 20/299 2.65G 0.04626 0.03615 0.001659 164 640: 14%|█▍ | 8/56 [00:37<00:51, 1.07s/it] 20/299 2.65G 0.04631 0.03638 0.001578 124 640: 14%|█▍ | 8/56 [01:09<00:51, 1.07s/it] 20/299 2.65G 0.04631 0.03638 0.001578 124 640: 16%|█▌ | 9/56 [01:09<08:34, 10.94s/it] 20/299 2.65G 0.04615 0.03649 0.00159 170 640: 16%|█▌ | 9/56 [01:09<08:34, 10.94s/it] 20/299 2.65G 0.04615 0.03649 0.00159 170 640: 18%|█▊ | 10/56 [01:09<05:49, 7.61s/it] 20/299 2.65G 0.04623 0.03648 0.001577 198 640: 18%|█▊ | 10/56 [01:10<05:49, 7.61s/it] 20/299 2.65G 0.04623 0.03648 0.001577 198 640: 20%|█▉ | 11/56 [01:10<03:59, 5.31s/it] 20/299 2.65G 0.04624 0.03662 0.001549 153 640: 20%|█▉ | 11/56 [01:10<03:59, 5.31s/it] 20/299 2.65G 0.04624 0.03662 0.001549 153 640: 21%|██▏ | 12/56 [01:10<02:44, 3.73s/it] 20/299 2.65G 0.04641 0.03703 0.001583 133 640: 21%|██▏ | 12/56 [01:10<02:44, 3.73s/it] 20/299 2.65G 0.04641 0.03703 0.001583 133 640: 23%|██▎ | 13/56 [01:10<01:53, 2.64s/it] 20/299 2.65G 0.04624 0.03637 0.001574 109 640: 23%|██▎ | 13/56 [01:10<01:53, 2.64s/it] 20/299 2.65G 0.04624 0.03637 0.001574 109 640: 25%|██▌ | 14/56 [01:10<01:18, 1.88s/it] 20/299 2.65G 0.04629 0.03642 0.001579 157 640: 25%|██▌ | 14/56 [01:10<01:18, 1.88s/it] 20/299 2.65G 0.04629 0.03642 0.001579 157 640: 27%|██▋ | 15/56 [01:10<00:55, 1.35s/it] 20/299 2.65G 0.04607 0.03621 0.001594 137 640: 27%|██▋ | 15/56 [01:10<00:55, 1.35s/it] 20/299 2.65G 0.04607 0.03621 0.001594 137 640: 29%|██▊ | 16/56 [01:10<00:39, 1.02it/s] 20/299 2.65G 0.04611 0.03593 0.001606 130 640: 29%|██▊ | 16/56 [01:43<00:39, 1.02it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.495 0.516 0.474 0.199
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 21/299 2.65G 0.04302 0.03184 0.001851 115 640: 0%| | 0/56 [00:43<?, ?it/s] 21/299 2.65G 0.04302 0.03184 0.001851 115 640: 2%|▏ | 1/56 [00:43<39:55, 43.55s/it] 21/299 2.65G 0.04261 0.03332 0.001444 151 640: 2%|▏ | 1/56 [00:43<39:55, 43.55s/it] 21/299 2.65G 0.04261 0.03332 0.001444 151 640: 4%|▎ | 2/56 [00:43<16:13, 18.02s/it] 21/299 2.65G 0.04253 0.03358 0.001279 123 640: 4%|▎ | 2/56 [00:43<16:13, 18.02s/it] 21/299 2.65G 0.04253 0.03358 0.001279 123 640: 5%|▌ | 3/56 [00:43<08:41, 9.84s/it] 21/299 2.65G 0.04311 0.03519 0.001238 137 640: 5%|▌ | 3/56 [00:43<08:41, 9.84s/it] 21/299 2.65G 0.04311 0.03519 0.001238 137 640: 7%|▋ | 4/56 [00:43<05:12, 6.00s/it] 21/299 2.65G 0.043 0.03394 0.001239 118 640: 7%|▋ | 4/56 [00:44<05:12, 6.00s/it] 21/299 2.65G 0.043 0.03394 0.001239 118 640: 9%|▉ | 5/56 [00:44<03:17, 3.88s/it] 21/299 2.65G 0.04334 0.03323 0.001216 96 640: 9%|▉ | 5/56 [00:44<03:17, 3.88s/it] 21/299 2.65G 0.04334 0.03323 0.001216 96 640: 11%|█ | 6/56 [00:44<02:10, 2.61s/it] 21/299 2.65G 0.04319 0.03412 0.001318 174 640: 11%|█ | 6/56 [00:44<02:10, 2.61s/it] 21/299 2.65G 0.04319 0.03412 0.001318 174 640: 12%|█▎ | 7/56 [00:44<01:27, 1.79s/it] 21/299 2.65G 0.04353 0.03405 0.001389 138 640: 12%|█▎ | 7/56 [00:44<01:27, 1.79s/it] 21/299 2.65G 0.04353 0.03405 0.001389 138 640: 14%|█▍ | 8/56 [00:44<01:00, 1.26s/it] 21/299 2.65G 0.04339 0.03443 0.001369 146 640: 14%|█▍ | 8/56 [01:17<01:00, 1.26s/it] 21/299 2.65G 0.04339 0.03443 0.001369 146 640: 16%|█▌ | 9/56 [01:17<08:47, 11.22s/it] 21/299 2.65G 0.04366 0.03476 0.001312 144 640: 16%|█▌ | 9/56 [01:17<08:47, 11.22s/it] 21/299 2.65G 0.04366 0.03476 0.001312 144 640: 18%|█▊ | 10/56 [01:17<05:58, 7.80s/it] 21/299 2.65G 0.04388 0.03492 0.001343 131 640: 18%|█▊ | 10/56 [01:17<05:58, 7.80s/it] 21/299 2.65G 0.04388 0.03492 0.001343 131 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 21/299 2.65G 0.04365 0.03526 0.001379 160 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 21/299 2.65G 0.04365 0.03526 0.001379 160 640: 21%|██▏ | 12/56 [01:17<02:48, 3.83s/it] 21/299 2.65G 0.04356 0.03472 0.001396 115 640: 21%|██▏ | 12/56 [01:18<02:48, 3.83s/it] 21/299 2.65G 0.04356 0.03472 0.001396 115 640: 23%|██▎ | 13/56 [01:18<01:56, 2.70s/it] 21/299 2.65G 0.04353 0.0346 0.001371 152 640: 23%|██▎ | 13/56 [01:18<01:56, 2.70s/it] 21/299 2.65G 0.04353 0.0346 0.001371 152 640: 25%|██▌ | 14/56 [01:18<01:20, 1.93s/it] 21/299 2.65G 0.04349 0.03493 0.001461 157 640: 25%|██▌ | 14/56 [01:18<01:20, 1.93s/it] 21/299 2.65G 0.04349 0.03493 0.001461 157 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 21/299 2.65G 0.04373 0.03504 0.001455 180 640: 27%|██▋ | 15/56 [01:18<00:56, 1.38s/it] 21/299 2.65G 0.04373 0.03504 0.001455 180 640: 29%|██▊ | 16/56 [01:18<00:39, 1.00it/s] 21/299 2.65G 0.04403 0.03502 0.001539 137 640: 29%|██▊ | 16/56 [01:51<00:39, 1.00it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.87it/s]
all 98 501 0.484 0.464 0.481 0.22
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 22/299 2.65G 0.04041 0.03126 0.0009788 112 640: 0%| | 0/56 [00:32<?, ?it/s] 22/299 2.65G 0.04041 0.03126 0.0009788 112 640: 2%|▏ | 1/56 [00:32<30:12, 32.96s/it] 22/299 2.65G 0.04366 0.03618 0.001207 175 640: 2%|▏ | 1/56 [00:33<30:12, 32.96s/it] 22/299 2.65G 0.04366 0.03618 0.001207 175 640: 4%|▎ | 2/56 [00:33<12:17, 13.65s/it] 22/299 2.65G 0.04384 0.03532 0.001174 129 640: 4%|▎ | 2/56 [00:33<12:17, 13.65s/it] 22/299 2.65G 0.04384 0.03532 0.001174 129 640: 5%|▌ | 3/56 [00:33<06:36, 7.47s/it] 22/299 2.65G 0.04325 0.03475 0.001284 127 640: 5%|▌ | 3/56 [00:33<06:36, 7.47s/it] 22/299 2.65G 0.04325 0.03475 0.001284 127 640: 7%|▋ | 4/56 [00:33<03:57, 4.57s/it] 22/299 2.65G 0.04299 0.03473 0.001391 159 640: 7%|▋ | 4/56 [00:33<03:57, 4.57s/it] 22/299 2.65G 0.04299 0.03473 0.001391 159 640: 9%|▉ | 5/56 [00:33<02:31, 2.96s/it] 22/299 2.65G 0.04277 0.03447 0.001328 129 640: 9%|▉ | 5/56 [00:33<02:31, 2.96s/it] 22/299 2.65G 0.04277 0.03447 0.001328 129 640: 11%|█ | 6/56 [00:33<01:40, 2.00s/it] 22/299 2.65G 0.04312 0.03464 0.001374 126 640: 11%|█ | 6/56 [00:33<01:40, 2.00s/it] 22/299 2.65G 0.04312 0.03464 0.001374 126 640: 12%|█▎ | 7/56 [00:33<01:07, 1.39s/it] 22/299 2.65G 0.04363 0.03448 0.00143 119 640: 12%|█▎ | 7/56 [00:33<01:07, 1.39s/it] 22/299 2.65G 0.04363 0.03448 0.00143 119 640: 14%|█▍ | 8/56 [00:33<00:47, 1.02it/s] 22/299 2.65G 0.04408 0.03482 0.001477 143 640: 14%|█▍ | 8/56 [01:06<00:47, 1.02it/s] 22/299 2.65G 0.04408 0.03482 0.001477 143 640: 16%|█▌ | 9/56 [01:06<08:32, 10.91s/it] 22/299 2.65G 0.04401 0.03418 0.001473 113 640: 16%|█▌ | 9/56 [01:06<08:32, 10.91s/it] 22/299 2.65G 0.04401 0.03418 0.001473 113 640: 18%|█▊ | 10/56 [01:06<05:49, 7.59s/it] 22/299 2.65G 0.04453 0.0345 0.001515 170 640: 18%|█▊ | 10/56 [01:06<05:49, 7.59s/it] 22/299 2.65G 0.04453 0.0345 0.001515 170 640: 20%|█▉ | 11/56 [01:06<03:58, 5.30s/it] 22/299 2.65G 0.04453 0.03443 0.0016 129 640: 20%|█▉ | 11/56 [01:06<03:58, 5.30s/it] 22/299 2.65G 0.04453 0.03443 0.0016 129 640: 21%|██▏ | 12/56 [01:06<02:43, 3.73s/it] 22/299 2.65G 0.04471 0.03443 0.001591 113 640: 21%|██▏ | 12/56 [01:07<02:43, 3.73s/it] 22/299 2.65G 0.04471 0.03443 0.001591 113 640: 23%|██▎ | 13/56 [01:07<01:53, 2.63s/it] 22/299 2.65G 0.04524 0.03468 0.001552 150 640: 23%|██▎ | 13/56 [01:07<01:53, 2.63s/it] 22/299 2.65G 0.04524 0.03468 0.001552 150 640: 25%|██▌ | 14/56 [01:07<01:19, 1.89s/it] 22/299 2.65G 0.04499 0.03425 0.001501 111 640: 25%|██▌ | 14/56 [01:07<01:19, 1.89s/it] 22/299 2.65G 0.04499 0.03425 0.001501 111 640: 27%|██▋ | 15/56 [01:07<00:55, 1.35s/it] 22/299 2.65G 0.04488 0.03415 0.001512 141 640: 27%|██▋ | 15/56 [01:07<00:55, 1.35s/it] 22/299 2.65G 0.04488 0.03415 0.001512 141 640: 29%|██▊ | 16/56 [01:07<00:39, 1.02it/s] 22/299 2.65G 0.04478 0.03439 0.001548 137 640: 29%|██▊ | 16/56 [01:40<00:39, 1.02it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.66it/s]
all 98 501 0.511 0.495 0.478 0.225
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 23/299 2.65G 0.03742 0.03015 0.00114 110 640: 0%| | 0/56 [00:32<?, ?it/s] 23/299 2.65G 0.03742 0.03015 0.00114 110 640: 2%|▏ | 1/56 [00:32<29:57, 32.68s/it] 23/299 2.65G 0.03993 0.03275 0.001146 145 640: 2%|▏ | 1/56 [00:32<29:57, 32.68s/it] 23/299 2.65G 0.03993 0.03275 0.001146 145 640: 4%|▎ | 2/56 [00:32<12:11, 13.55s/it] 23/299 2.65G 0.04107 0.03223 0.001098 121 640: 4%|▎ | 2/56 [00:32<12:11, 13.55s/it] 23/299 2.65G 0.04107 0.03223 0.001098 121 640: 5%|▌ | 3/56 [00:32<06:33, 7.42s/it] 23/299 2.65G 0.04219 0.03271 0.001051 134 640: 5%|▌ | 3/56 [00:33<06:33, 7.42s/it] 23/299 2.65G 0.04219 0.03271 0.001051 134 640: 7%|▋ | 4/56 [00:33<03:55, 4.54s/it] 23/299 2.65G 0.04266 0.03315 0.001051 115 640: 7%|▋ | 4/56 [00:39<03:55, 4.54s/it] 23/299 2.65G 0.04266 0.03315 0.001051 115 640: 9%|▉ | 5/56 [00:39<04:24, 5.19s/it] 23/299 2.65G 0.04315 0.03372 0.001052 166 640: 9%|▉ | 5/56 [00:39<04:24, 5.19s/it] 23/299 2.65G 0.04315 0.03372 0.001052 166 640: 11%|█ | 6/56 [00:39<02:53, 3.48s/it] 23/299 2.65G 0.04358 0.03519 0.00103 163 640: 11%|█ | 6/56 [00:39<02:53, 3.48s/it] 23/299 2.65G 0.04358 0.03519 0.00103 163 640: 12%|█▎ | 7/56 [00:39<01:56, 2.38s/it] 23/299 2.65G 0.04425 0.03558 0.001201 162 640: 12%|█▎ | 7/56 [00:39<01:56, 2.38s/it] 23/299 2.65G 0.04425 0.03558 0.001201 162 640: 14%|█▍ | 8/56 [00:39<01:19, 1.66s/it] 23/299 2.65G 0.04364 0.03516 0.001224 112 640: 14%|█▍ | 8/56 [01:06<01:19, 1.66s/it] 23/299 2.65G 0.04364 0.03516 0.001224 112 640: 16%|█▌ | 9/56 [01:06<07:20, 9.36s/it] 23/299 2.65G 0.04431 0.03465 0.001207 117 640: 16%|█▌ | 9/56 [01:06<07:20, 9.36s/it] 23/299 2.65G 0.04431 0.03465 0.001207 117 640: 18%|█▊ | 10/56 [01:06<05:00, 6.52s/it] 23/299 2.65G 0.0443 0.03476 0.001256 151 640: 18%|█▊ | 10/56 [01:06<05:00, 6.52s/it] 23/299 2.65G 0.0443 0.03476 0.001256 151 640: 20%|█▉ | 11/56 [01:06<03:25, 4.56s/it] 23/299 2.65G 0.0441 0.03457 0.001396 104 640: 20%|█▉ | 11/56 [01:06<03:25, 4.56s/it] 23/299 2.65G 0.0441 0.03457 0.001396 104 640: 21%|██▏ | 12/56 [01:06<02:21, 3.21s/it] 23/299 2.65G 0.04428 0.0349 0.001394 157 640: 21%|██▏ | 12/56 [01:13<02:21, 3.21s/it] 23/299 2.65G 0.04428 0.0349 0.001394 157 640: 23%|██▎ | 13/56 [01:13<03:03, 4.26s/it] 23/299 2.65G 0.04418 0.03485 0.001347 122 640: 23%|██▎ | 13/56 [01:13<03:03, 4.26s/it] 23/299 2.65G 0.04418 0.03485 0.001347 122 640: 25%|██▌ | 14/56 [01:13<02:06, 3.02s/it] 23/299 2.65G 0.04406 0.03446 0.001414 121 640: 25%|██▌ | 14/56 [01:13<02:06, 3.02s/it] 23/299 2.65G 0.04406 0.03446 0.001414 121 640: 27%|██▋ | 15/56 [01:13<01:28, 2.15s/it] 23/299 2.65G 0.04435 0.03461 0.001378 151 640: 27%|██▋ | 15/56 [01:13<01:28, 2.15s/it] 23/299 2.65G 0.04435 0.03461 0.001378 151 640: 29%|██▊ | 16/56 [01:13<01:01, 1.54s/it] 23/299 2.65G 0.04422 0.03427 0.001386 123 640: 29%|██▊ | 16/56 [01:39<01:01, 1.54s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.538 0.551 0.538 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 24/299 2.65G 0.04177 0.03305 0.001275 133 640: 0%| | 0/56 [00:34<?, ?it/s] 24/299 2.65G 0.04177 0.03305 0.001275 133 640: 2%|▏ | 1/56 [00:34<31:26, 34.30s/it] 24/299 2.65G 0.04584 0.03222 0.001208 133 640: 2%|▏ | 1/56 [00:34<31:26, 34.30s/it] 24/299 2.65G 0.04584 0.03222 0.001208 133 640: 4%|▎ | 2/56 [00:34<12:47, 14.21s/it] 24/299 2.65G 0.04547 0.03138 0.001067 117 640: 4%|▎ | 2/56 [00:34<12:47, 14.21s/it] 24/299 2.65G 0.04547 0.03138 0.001067 117 640: 5%|▌ | 3/56 [00:34<06:51, 7.77s/it] 24/299 2.65G 0.04489 0.03192 0.001077 145 640: 5%|▌ | 3/56 [00:34<06:51, 7.77s/it] 24/299 2.65G 0.04489 0.03192 0.001077 145 640: 7%|▋ | 4/56 [00:34<04:06, 4.75s/it] 24/299 2.65G 0.04518 0.03249 0.001136 110 640: 7%|▋ | 4/56 [00:35<04:06, 4.75s/it] 24/299 2.65G 0.04518 0.03249 0.001136 110 640: 9%|▉ | 5/56 [00:35<02:51, 3.37s/it] 24/299 2.65G 0.04526 0.03334 0.001311 139 640: 9%|▉ | 5/56 [00:35<02:51, 3.37s/it] 24/299 2.65G 0.04526 0.03334 0.001311 139 640: 11%|█ | 6/56 [00:35<01:53, 2.27s/it] 24/299 2.65G 0.04538 0.03299 0.001667 110 640: 11%|█ | 6/56 [00:35<01:53, 2.27s/it] 24/299 2.65G 0.04538 0.03299 0.001667 110 640: 12%|█▎ | 7/56 [00:35<01:16, 1.56s/it] 24/299 2.65G 0.04536 0.03321 0.001676 173 640: 12%|█▎ | 7/56 [00:35<01:16, 1.56s/it] 24/299 2.65G 0.04536 0.03321 0.001676 173 640: 14%|█▍ | 8/56 [00:35<00:52, 1.10s/it] 24/299 2.65G 0.04562 0.0332 0.001646 161 640: 14%|█▍ | 8/56 [01:07<00:52, 1.10s/it] 24/299 2.65G 0.04562 0.0332 0.001646 161 640: 16%|█▌ | 9/56 [01:07<08:23, 10.72s/it] 24/299 2.65G 0.04594 0.0338 0.001658 130 640: 16%|█▌ | 9/56 [01:07<08:23, 10.72s/it] 24/299 2.65G 0.04594 0.0338 0.001658 130 640: 18%|█▊ | 10/56 [01:07<05:43, 7.46s/it] 24/299 2.65G 0.04598 0.03293 0.001591 82 640: 18%|█▊ | 10/56 [01:08<05:43, 7.46s/it] 24/299 2.65G 0.04598 0.03293 0.001591 82 640: 20%|█▉ | 11/56 [01:08<03:54, 5.21s/it] 24/299 2.65G 0.04596 0.03343 0.001568 152 640: 20%|█▉ | 11/56 [01:08<03:54, 5.21s/it] 24/299 2.65G 0.04596 0.03343 0.001568 152 640: 21%|██▏ | 12/56 [01:08<02:41, 3.66s/it] 24/299 2.65G 0.04575 0.03325 0.001512 122 640: 21%|██▏ | 12/56 [01:09<02:41, 3.66s/it] 24/299 2.65G 0.04575 0.03325 0.001512 122 640: 23%|██▎ | 13/56 [01:09<02:06, 2.94s/it] 24/299 2.65G 0.04556 0.03326 0.001456 112 640: 23%|██▎ | 13/56 [01:09<02:06, 2.94s/it] 24/299 2.65G 0.04556 0.03326 0.001456 112 640: 25%|██▌ | 14/56 [01:09<01:28, 2.10s/it] 24/299 2.65G 0.04542 0.03345 0.001503 131 640: 25%|██▌ | 14/56 [01:09<01:28, 2.10s/it] 24/299 2.65G 0.04542 0.03345 0.001503 131 640: 27%|██▋ | 15/56 [01:09<01:01, 1.50s/it] 24/299 2.65G 0.04565 0.03351 0.00145 125 640: 27%|██▋ | 15/56 [01:09<01:01, 1.50s/it] 24/299 2.65G 0.04565 0.03351 0.00145 125 640: 29%|██▊ | 16/56 [01:09<00:43, 1.08s/it] 24/299 2.65G 0.04559 0.03378 0.001413 121 640: 29%|██▊ | 16/56 [01:41<00:43, 1.08s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.566 0.491 0.504 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 25/299 2.65G 0.04792 0.0356 0.001109 162 640: 0%| | 0/56 [00:32<?, ?it/s] 25/299 2.65G 0.04792 0.0356 0.001109 162 640: 2%|▏ | 1/56 [00:32<29:29, 32.17s/it] 25/299 2.65G 0.04777 0.03743 0.00111 149 640: 2%|▏ | 1/56 [00:32<29:29, 32.17s/it] 25/299 2.65G 0.04777 0.03743 0.00111 149 640: 4%|▎ | 2/56 [00:32<12:00, 13.34s/it] 25/299 2.65G 0.04599 0.03541 0.001427 144 640: 4%|▎ | 2/56 [00:32<12:00, 13.34s/it] 25/299 2.65G 0.04599 0.03541 0.001427 144 640: 5%|▌ | 3/56 [00:32<06:26, 7.30s/it] 25/299 2.65G 0.04555 0.03475 0.001286 134 640: 5%|▌ | 3/56 [00:32<06:26, 7.30s/it] 25/299 2.65G 0.04555 0.03475 0.001286 134 640: 7%|▋ | 4/56 [00:32<03:52, 4.47s/it] 25/299 2.65G 0.045 0.033 0.001505 118 640: 7%|▋ | 4/56 [00:33<03:52, 4.47s/it] 25/299 2.65G 0.045 0.033 0.001505 118 640: 9%|▉ | 5/56 [00:33<02:45, 3.25s/it] 25/299 2.65G 0.04461 0.03308 0.001418 147 640: 9%|▉ | 5/56 [00:33<02:45, 3.25s/it] 25/299 2.65G 0.04461 0.03308 0.001418 147 640: 11%|█ | 6/56 [00:33<01:49, 2.19s/it] 25/299 2.65G 0.0443 0.03334 0.001451 140 640: 11%|█ | 6/56 [00:33<01:49, 2.19s/it] 25/299 2.65G 0.0443 0.03334 0.001451 140 640: 12%|█▎ | 7/56 [00:33<01:14, 1.51s/it] 25/299 2.65G 0.04397 0.03309 0.001368 106 640: 12%|█▎ | 7/56 [00:34<01:14, 1.51s/it] 25/299 2.65G 0.04397 0.03309 0.001368 106 640: 14%|█▍ | 8/56 [00:34<00:51, 1.07s/it] 25/299 2.65G 0.04386 0.03331 0.001291 135 640: 14%|█▍ | 8/56 [01:06<00:51, 1.07s/it] 25/299 2.65G 0.04386 0.03331 0.001291 135 640: 16%|█▌ | 9/56 [01:06<08:26, 10.79s/it] 25/299 2.65G 0.04354 0.03257 0.001463 100 640: 16%|█▌ | 9/56 [01:06<08:26, 10.79s/it] 25/299 2.65G 0.04354 0.03257 0.001463 100 640: 18%|█▊ | 10/56 [01:06<05:45, 7.51s/it] 25/299 2.65G 0.04353 0.03286 0.0014 131 640: 18%|█▊ | 10/56 [01:06<05:45, 7.51s/it] 25/299 2.65G 0.04353 0.03286 0.0014 131 640: 20%|█▉ | 11/56 [01:06<03:55, 5.24s/it] 25/299 2.65G 0.04326 0.03345 0.001339 146 640: 20%|█▉ | 11/56 [01:06<03:55, 5.24s/it] 25/299 2.65G 0.04326 0.03345 0.001339 146 640: 21%|██▏ | 12/56 [01:06<02:42, 3.68s/it] 25/299 2.65G 0.04303 0.03369 0.001304 127 640: 21%|██▏ | 12/56 [01:07<02:42, 3.68s/it] 25/299 2.65G 0.04303 0.03369 0.001304 127 640: 23%|██▎ | 13/56 [01:07<02:03, 2.88s/it] 25/299 2.65G 0.04307 0.0343 0.001268 171 640: 23%|██▎ | 13/56 [01:07<02:03, 2.88s/it] 25/299 2.65G 0.04307 0.0343 0.001268 171 640: 25%|██▌ | 14/56 [01:07<01:26, 2.05s/it] 25/299 2.65G 0.0432 0.03457 0.001249 169 640: 25%|██▌ | 14/56 [01:07<01:26, 2.05s/it] 25/299 2.65G 0.0432 0.03457 0.001249 169 640: 27%|██▋ | 15/56 [01:07<01:00, 1.47s/it] 25/299 2.65G 0.04343 0.03469 0.001212 133 640: 27%|██▋ | 15/56 [01:07<01:00, 1.47s/it] 25/299 2.65G 0.04343 0.03469 0.001212 133 640: 29%|██▊ | 16/56 [01:07<00:42, 1.06s/it] 25/299 2.65G 0.04344 0.03516 0.001229 204 640: 29%|██▊ | 16/56 [01:40<00:42, 1.06s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.62it/s]
all 98 501 0.505 0.432 0.457 0.213
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 26/299 2.65G 0.04211 0.03494 0.0009522 149 640: 0%| | 0/56 [00:43<?, ?it/s] 26/299 2.65G 0.04211 0.03494 0.0009522 149 640: 2%|▏ | 1/56 [00:43<39:31, 43.12s/it] 26/299 2.65G 0.04516 0.03668 0.0009129 145 640: 2%|▏ | 1/56 [00:43<39:31, 43.12s/it] 26/299 2.65G 0.04516 0.03668 0.0009129 145 640: 4%|▎ | 2/56 [00:43<16:03, 17.84s/it] 26/299 2.65G 0.04473 0.03715 0.0009496 153 640: 4%|▎ | 2/56 [00:43<16:03, 17.84s/it] 26/299 2.65G 0.04473 0.03715 0.0009496 153 640: 5%|▌ | 3/56 [00:43<08:36, 9.75s/it] 26/299 2.65G 0.04347 0.03721 0.0009256 134 640: 5%|▌ | 3/56 [00:43<08:36, 9.75s/it] 26/299 2.65G 0.04347 0.03721 0.0009256 134 640: 7%|▋ | 4/56 [00:43<05:09, 5.95s/it] 26/299 2.65G 0.04355 0.03564 0.0008737 113 640: 7%|▋ | 4/56 [00:43<05:09, 5.95s/it] 26/299 2.65G 0.04355 0.03564 0.0008737 113 640: 9%|▉ | 5/56 [00:43<03:15, 3.84s/it] 26/299 2.65G 0.04333 0.03584 0.0009292 137 640: 9%|▉ | 5/56 [00:43<03:15, 3.84s/it] 26/299 2.65G 0.04333 0.03584 0.0009292 137 640: 11%|█ | 6/56 [00:43<02:09, 2.58s/it] 26/299 2.65G 0.04345 0.03557 0.0009149 129 640: 11%|█ | 6/56 [00:43<02:09, 2.58s/it] 26/299 2.65G 0.04345 0.03557 0.0009149 129 640: 12%|█▎ | 7/56 [00:43<01:26, 1.77s/it] 26/299 2.65G 0.04329 0.03457 0.0009057 128 640: 12%|█▎ | 7/56 [00:43<01:26, 1.77s/it] 26/299 2.65G 0.04329 0.03457 0.0009057 128 640: 14%|█▍ | 8/56 [00:43<00:59, 1.25s/it] 26/299 2.65G 0.04308 0.03508 0.0009298 145 640: 14%|█▍ | 8/56 [01:16<00:59, 1.25s/it] 26/299 2.65G 0.04308 0.03508 0.0009298 145 640: 16%|█▌ | 9/56 [01:16<08:36, 11.00s/it] 26/299 2.65G 0.04297 0.03483 0.0009201 136 640: 16%|█▌ | 9/56 [01:16<08:36, 11.00s/it] 26/299 2.65G 0.04297 0.03483 0.0009201 136 640: 18%|█▊ | 10/56 [01:16<05:52, 7.65s/it] 26/299 2.65G 0.04284 0.03451 0.0009553 131 640: 18%|█▊ | 10/56 [01:16<05:52, 7.65s/it] 26/299 2.65G 0.04284 0.03451 0.0009553 131 640: 20%|█▉ | 11/56 [01:16<04:00, 5.35s/it] 26/299 2.65G 0.0425 0.03384 0.001053 115 640: 20%|█▉ | 11/56 [01:16<04:00, 5.35s/it] 26/299 2.65G 0.0425 0.03384 0.001053 115 640: 21%|██▏ | 12/56 [01:16<02:45, 3.75s/it] 26/299 2.65G 0.04263 0.03389 0.001104 123 640: 21%|██▏ | 12/56 [01:16<02:45, 3.75s/it] 26/299 2.65G 0.04263 0.03389 0.001104 123 640: 23%|██▎ | 13/56 [01:16<01:54, 2.67s/it] 26/299 2.65G 0.04295 0.03379 0.001113 158 640: 23%|██▎ | 13/56 [01:17<01:54, 2.67s/it] 26/299 2.65G 0.04295 0.03379 0.001113 158 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 26/299 2.65G 0.04343 0.03392 0.001095 173 640: 25%|██▌ | 14/56 [01:17<01:20, 1.91s/it] 26/299 2.65G 0.04343 0.03392 0.001095 173 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 26/299 2.65G 0.04362 0.03433 0.001073 160 640: 27%|██▋ | 15/56 [01:17<00:56, 1.37s/it] 26/299 2.65G 0.04362 0.03433 0.001073 160 640: 29%|██▊ | 16/56 [01:17<00:39, 1.01it/s] 26/299 2.65G 0.04357 0.03425 0.001052 145 640: 29%|██▊ | 16/56 [01:50<00:39, 1.01it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.498 0.536 0.508 0.244
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 27/299 2.65G 0.03883 0.03802 0.0008883 168 640: 0%| | 0/56 [00:42<?, ?it/s] 27/299 2.65G 0.03883 0.03802 0.0008883 168 640: 2%|▏ | 1/56 [00:42<39:13, 42.79s/it] 27/299 2.65G 0.03954 0.03704 0.0008426 134 640: 2%|▏ | 1/56 [00:42<39:13, 42.79s/it] 27/299 2.65G 0.03954 0.03704 0.0008426 134 640: 4%|▎ | 2/56 [00:42<15:55, 17.70s/it] 27/299 2.65G 0.04085 0.03742 0.0009815 175 640: 4%|▎ | 2/56 [00:43<15:55, 17.70s/it] 27/299 2.65G 0.04085 0.03742 0.0009815 175 640: 5%|▌ | 3/56 [00:43<08:32, 9.67s/it] 27/299 2.65G 0.04007 0.03546 0.001253 109 640: 5%|▌ | 3/56 [00:43<08:32, 9.67s/it] 27/299 2.65G 0.04007 0.03546 0.001253 109 640: 7%|▋ | 4/56 [00:43<05:06, 5.90s/it] 27/299 2.65G 0.04068 0.03573 0.001263 198 640: 7%|▋ | 4/56 [00:43<05:06, 5.90s/it] 27/299 2.65G 0.04068 0.03573 0.001263 198 640: 9%|▉ | 5/56 [00:43<03:14, 3.81s/it] 27/299 2.65G 0.04102 0.03505 0.001388 152 640: 9%|▉ | 5/56 [00:43<03:14, 3.81s/it] 27/299 2.65G 0.04102 0.03505 0.001388 152 640: 11%|█ | 6/56 [00:43<02:08, 2.56s/it] 27/299 2.65G 0.04181 0.03697 0.001372 212 640: 11%|█ | 6/56 [00:43<02:08, 2.56s/it] 27/299 2.65G 0.04181 0.03697 0.001372 212 640: 12%|█▎ | 7/56 [00:43<01:26, 1.76s/it] 27/299 2.65G 0.04221 0.0376 0.001353 203 640: 12%|█▎ | 7/56 [00:43<01:26, 1.76s/it] 27/299 2.65G 0.04221 0.0376 0.001353 203 640: 14%|█▍ | 8/56 [00:43<00:59, 1.24s/it] 27/299 2.65G 0.04194 0.03704 0.00148 120 640: 14%|█▍ | 8/56 [01:16<00:59, 1.24s/it] 27/299 2.65G 0.04194 0.03704 0.00148 120 640: 16%|█▌ | 9/56 [01:16<08:44, 11.17s/it] 27/299 2.65G 0.04201 0.03715 0.001446 116 640: 16%|█▌ | 9/56 [01:16<08:44, 11.17s/it] 27/299 2.65G 0.04201 0.03715 0.001446 116 640: 18%|█▊ | 10/56 [01:16<05:57, 7.77s/it] 27/299 2.65G 0.04174 0.03654 0.001394 111 640: 18%|█▊ | 10/56 [01:16<05:57, 7.77s/it] 27/299 2.65G 0.04174 0.03654 0.001394 111 640: 20%|█▉ | 11/56 [01:16<04:04, 5.43s/it] 27/299 2.65G 0.04182 0.03648 0.001386 166 640: 20%|█▉ | 11/56 [01:17<04:04, 5.43s/it] 27/299 2.65G 0.04182 0.03648 0.001386 166 640: 21%|██▏ | 12/56 [01:17<02:47, 3.81s/it] 27/299 2.65G 0.04181 0.03681 0.001617 146 640: 21%|██▏ | 12/56 [01:17<02:47, 3.81s/it] 27/299 2.65G 0.04181 0.03681 0.001617 146 640: 23%|██▎ | 13/56 [01:17<01:55, 2.69s/it] 27/299 2.65G 0.04163 0.03678 0.001582 145 640: 23%|██▎ | 13/56 [01:17<01:55, 2.69s/it] 27/299 2.65G 0.04163 0.03678 0.001582 145 640: 25%|██▌ | 14/56 [01:17<01:21, 1.94s/it] 27/299 2.65G 0.04175 0.03631 0.001588 117 640: 25%|██▌ | 14/56 [01:17<01:21, 1.94s/it] 27/299 2.65G 0.04175 0.03631 0.001588 117 640: 27%|██▋ | 15/56 [01:17<00:56, 1.39s/it] 27/299 2.65G 0.04181 0.03595 0.001557 125 640: 27%|██▋ | 15/56 [01:17<00:56, 1.39s/it] 27/299 2.65G 0.04181 0.03595 0.001557 125 640: 29%|██▊ | 16/56 [01:17<00:40, 1.01s/it] 27/299 2.65G 0.04183 0.03633 0.001502 159 640: 29%|██▊ | 16/56 [01:50<00:40, 1.01s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.70it/s]
all 98 501 0.589 0.503 0.525 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 28/299 2.65G 0.04178 0.03383 0.002518 153 640: 0%| | 0/56 [00:33<?, ?it/s] 28/299 2.65G 0.04178 0.03383 0.002518 153 640: 2%|▏ | 1/56 [00:33<30:26, 33.21s/it] 28/299 2.65G 0.04382 0.03208 0.00157 132 640: 2%|▏ | 1/56 [00:33<30:26, 33.21s/it] 28/299 2.65G 0.04382 0.03208 0.00157 132 640: 4%|▎ | 2/56 [00:33<12:23, 13.76s/it] 28/299 2.65G 0.04312 0.03103 0.001376 110 640: 4%|▎ | 2/56 [00:33<12:23, 13.76s/it] 28/299 2.65G 0.04312 0.03103 0.001376 110 640: 5%|▌ | 3/56 [00:33<06:39, 7.53s/it] 28/299 2.65G 0.04324 0.03089 0.001304 108 640: 5%|▌ | 3/56 [00:33<06:39, 7.53s/it] 28/299 2.65G 0.04324 0.03089 0.001304 108 640: 7%|▋ | 4/56 [00:33<03:59, 4.60s/it] 28/299 2.65G 0.04222 0.0332 0.001164 176 640: 7%|▋ | 4/56 [00:33<03:59, 4.60s/it] 28/299 2.65G 0.04222 0.0332 0.001164 176 640: 9%|▉ | 5/56 [00:33<02:32, 2.98s/it] 28/299 2.65G 0.04213 0.03343 0.001161 154 640: 9%|▉ | 5/56 [00:33<02:32, 2.98s/it] 28/299 2.65G 0.04213 0.03343 0.001161 154 640: 11%|█ | 6/56 [00:33<01:40, 2.01s/it] 28/299 2.65G 0.04217 0.03386 0.001326 139 640: 11%|█ | 6/56 [00:33<01:40, 2.01s/it] 28/299 2.65G 0.04217 0.03386 0.001326 139 640: 12%|█▎ | 7/56 [00:33<01:08, 1.39s/it] 28/299 2.65G 0.04224 0.03444 0.001455 181 640: 12%|█▎ | 7/56 [00:34<01:08, 1.39s/it] 28/299 2.65G 0.04224 0.03444 0.001455 181 640: 14%|█▍ | 8/56 [00:34<00:47, 1.00it/s] 28/299 2.65G 0.04199 0.03492 0.001457 162 640: 14%|█▍ | 8/56 [01:06<00:47, 1.00it/s] 28/299 2.65G 0.04199 0.03492 0.001457 162 640: 16%|█▌ | 9/56 [01:06<08:34, 10.95s/it] 28/299 2.65G 0.04152 0.03486 0.00144 164 640: 16%|█▌ | 9/56 [01:07<08:34, 10.95s/it] 28/299 2.65G 0.04152 0.03486 0.00144 164 640: 18%|█▊ | 10/56 [01:07<05:50, 7.62s/it] 28/299 2.65G 0.04204 0.03514 0.001381 142 640: 18%|█▊ | 10/56 [01:07<05:50, 7.62s/it] 28/299 2.65G 0.04204 0.03514 0.001381 142 640: 20%|█▉ | 11/56 [01:07<03:59, 5.32s/it] 28/299 2.65G 0.04246 0.03549 0.001461 151 640: 20%|█▉ | 11/56 [01:07<03:59, 5.32s/it] 28/299 2.65G 0.04246 0.03549 0.001461 151 640: 21%|██▏ | 12/56 [01:07<02:44, 3.74s/it] 28/299 2.65G 0.04248 0.0355 0.001409 150 640: 21%|██▏ | 12/56 [01:07<02:44, 3.74s/it] 28/299 2.65G 0.04248 0.0355 0.001409 150 640: 23%|██▎ | 13/56 [01:07<01:53, 2.64s/it] 28/299 2.65G 0.04262 0.03529 0.001418 132 640: 23%|██▎ | 13/56 [01:07<01:53, 2.64s/it] 28/299 2.65G 0.04262 0.03529 0.001418 132 640: 25%|██▌ | 14/56 [01:07<01:19, 1.89s/it] 28/299 2.65G 0.04241 0.03501 0.001387 126 640: 25%|██▌ | 14/56 [01:07<01:19, 1.89s/it] 28/299 2.65G 0.04241 0.03501 0.001387 126 640: 27%|██▋ | 15/56 [01:07<00:55, 1.35s/it] 28/299 2.65G 0.04243 0.03513 0.001522 152 640: 27%|██▋ | 15/56 [01:07<00:55, 1.35s/it] 28/299 2.65G 0.04243 0.03513 0.001522 152 640: 29%|██▊ | 16/56 [01:07<00:39, 1.02it/s] 28/299 2.65G 0.04232 0.03497 0.001531 147 640: 29%|██▊ | 16/56 [01:40<00:39, 1.02it/s
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.62it/s]
all 98 501 0.515 0.501 0.506 0.223
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 29/299 2.65G 0.04385 0.03703 0.0006718 149 640: 0%| | 0/56 [00:32<?, ?it/s] 29/299 2.65G 0.04385 0.03703 0.0006718 149 640: 2%|▏ | 1/56 [00:32<29:53, 32.61s/it] 29/299 2.65G 0.04368 0.03324 0.0008206 108 640: 2%|▏ | 1/56 [00:32<29:53, 32.61s/it] 29/299 2.65G 0.04368 0.03324 0.0008206 108 640: 4%|▎ | 2/56 [00:32<12:09, 13.52s/it] 29/299 2.65G 0.04414 0.03419 0.0008423 131 640: 4%|▎ | 2/56 [00:32<12:09, 13.52s/it] 29/299 2.65G 0.04414 0.03419 0.0008423 131 640: 5%|▌ | 3/56 [00:32<06:33, 7.42s/it] 29/299 2.65G 0.04269 0.0332 0.0008295 128 640: 5%|▌ | 3/56 [00:33<06:33, 7.42s/it] 29/299 2.65G 0.04269 0.0332 0.0008295 128 640: 7%|▋ | 4/56 [00:33<03:56, 4.54s/it] 29/299 2.65G 0.04527 0.033 0.001094 164 640: 7%|▋ | 4/56 [00:42<03:56, 4.54s/it] 29/299 2.65G 0.04527 0.033 0.001094 164 640: 9%|▉ | 5/56 [00:42<05:22, 6.33s/it] 29/299 2.65G 0.04536 0.03342 0.001179 161 640: 9%|▉ | 5/56 [00:42<05:22, 6.33s/it] 29/299 2.65G 0.04536 0.03342 0.001179 161 640: 11%|█ | 6/56 [00:42<03:31, 4.23s/it] 29/299 2.65G 0.04512 0.03395 0.001101 162 640: 11%|█ | 6/56 [00:42<03:31, 4.23s/it] 29/299 2.65G 0.04512 0.03395 0.001101 162 640: 12%|█▎ | 7/56 [00:42<02:21, 2.88s/it] 29/299 2.65G 0.04501 0.03388 0.001117 143 640: 12%|█▎ | 7/56 [00:42<02:21, 2.88s/it] 29/299 2.65G 0.04501 0.03388 0.001117 143 640: 14%|█▍ | 8/56 [00:42<01:36, 2.00s/it] 29/299 2.65G 0.04483 0.03349 0.001099 126 640: 14%|█▍ | 8/56 [01:05<01:36, 2.00s/it] 29/299 2.65G 0.04483 0.03349 0.001099 126 640: 16%|█▌ | 9/56 [01:05<06:43, 8.58s/it] 29/299 2.65G 0.04509 0.0341 0.00105 144 640: 16%|█▌ | 9/56 [01:06<06:43, 8.58s/it] 29/299 2.65G 0.04509 0.0341 0.00105 144 640: 18%|█▊ | 10/56 [01:06<04:35, 5.98s/it] 29/299 2.65G 0.04508 0.0344 0.001106 169 640: 18%|█▊ | 10/56 [01:06<04:35, 5.98s/it] 29/299 2.65G 0.04508 0.0344 0.001106 169 640: 20%|█▉ | 11/56 [01:06<03:08, 4.19s/it] 29/299 2.65G 0.04511 0.03383 0.001071 101 640: 20%|█▉ | 11/56 [01:06<03:08, 4.19s/it] 29/299 2.65G 0.04511 0.03383 0.001071 101 640: 21%|██▏ | 12/56 [01:06<02:09, 2.95s/it] 29/299 2.65G 0.04504 0.03386 0.001121 124 640: 21%|██▏ | 12/56 [01:16<02:09, 2.95s/it] 29/299 2.65G 0.04504 0.03386 0.001121 124 640: 23%|██▎ | 13/56 [01:16<03:35, 5.02s/it] 29/299 2.65G 0.04495 0.03376 0.00125 123 640: 23%|██▎ | 13/56 [01:16<03:35, 5.02s/it] 29/299 2.65G 0.04495 0.03376 0.00125 123 640: 25%|██▌ | 14/56 [01:16<02:28, 3.55s/it] 29/299 2.65G 0.04488 0.03362 0.001212 123 640: 25%|██▌ | 14/56 [01:16<02:28, 3.55s/it] 29/299 2.65G 0.04488 0.03362 0.001212 123 640: 27%|██▋ | 15/56 [01:16<01:43, 2.51s/it] 29/299 2.65G 0.0448 0.03374 0.001184 141 640: 27%|██▋ | 15/56 [01:16<01:43, 2.51s/it] 29/299 2.65G 0.0448 0.03374 0.001184 141 640: 29%|██▊ | 16/56 [01:16<01:11, 1.79s/it] 29/299 2.65G 0.04455 0.03363 0.001177 143 640: 29%|██▊ | 16/56 [01:39<01:11, 1.79s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.44it/s]
all 98 501 0.55 0.466 0.505 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 30/299 2.65G 0.04268 0.03884 0.002416 197 640: 0%| | 0/56 [00:21<?, ?it/s] 30/299 2.65G 0.04268 0.03884 0.002416 197 640: 2%|▏ | 1/56 [00:21<20:06, 21.93s/it] 30/299 2.65G 0.04199 0.03852 0.001764 131 640: 2%|▏ | 1/56 [00:22<20:06, 21.93s/it] 30/299 2.65G 0.04199 0.03852 0.001764 131 640: 4%|▎ | 2/56 [00:22<08:12, 9.13s/it] 30/299 2.65G 0.04075 0.03598 0.001706 129 640: 4%|▎ | 2/56 [00:22<08:12, 9.13s/it] 30/299 2.65G 0.04075 0.03598 0.001706 129 640: 5%|▌ | 3/56 [00:22<04:25, 5.01s/it] 30/299 2.65G 0.04082 0.03512 0.001571 133 640: 5%|▌ | 3/56 [00:22<04:25, 5.01s/it] 30/299 2.65G 0.04082 0.03512 0.001571 133 640: 7%|▋ | 4/56 [00:22<02:40, 3.08s/it] 30/299 2.65G 0.04107 0.03457 0.001517 122 640: 7%|▋ | 4/56 [00:44<02:40, 3.08s/it] 30/299 2.65G 0.04107 0.03457 0.001517 122 640: 9%|▉ | 5/56 [00:44<08:30, 10.00s/it] 30/299 2.65G 0.04114 0.03466 0.001402 153 640: 9%|▉ | 5/56 [00:44<08:30, 10.00s/it] 30/299 2.65G 0.04114 0.03466 0.001402 153 640: 11%|█ | 6/56 [00:44<05:32, 6.66s/it] 30/299 2.65G 0.04132 0.03476 0.001341 131 640: 11%|█ | 6/56 [00:44<05:32, 6.66s/it] 30/299 2.65G 0.04132 0.03476 0.001341 131 640: 12%|█▎ | 7/56 [00:44<03:41, 4.52s/it] 30/299 2.65G 0.04124 0.03526 0.001301 157 640: 12%|█▎ | 7/56 [00:44<03:41, 4.52s/it] 30/299 2.65G 0.04124 0.03526 0.001301 157 640: 14%|█▍ | 8/56 [00:44<02:29, 3.12s/it] 30/299 2.65G 0.04102 0.03566 0.001262 187 640: 14%|█▍ | 8/56 [00:55<02:29, 3.12s/it] 30/299 2.65G 0.04102 0.03566 0.001262 187 640: 16%|█▌ | 9/56 [00:55<04:11, 5.36s/it] 30/299 2.65G 0.04138 0.03587 0.001378 151 640: 16%|█▌ | 9/56 [00:55<04:11, 5.36s/it] 30/299 2.65G 0.04138 0.03587 0.001378 151 640: 18%|█▊ | 10/56 [00:55<02:52, 3.75s/it] 30/299 2.65G 0.04146 0.03542 0.001349 115 640: 18%|█▊ | 10/56 [00:55<02:52, 3.75s/it] 30/299 2.65G 0.04146 0.03542 0.001349 115 640: 20%|█▉ | 11/56 [00:55<01:58, 2.64s/it] 30/299 2.65G 0.0415 0.03541 0.001302 173 640: 20%|█▉ | 11/56 [00:55<01:58, 2.64s/it] 30/299 2.65G 0.0415 0.03541 0.001302 173 640: 21%|██▏ | 12/56 [00:55<01:22, 1.87s/it] 30/299 2.65G 0.04143 0.03575 0.001283 164 640: 21%|██▏ | 12/56 [01:18<01:22, 1.87s/it] 30/299 2.65G 0.04143 0.03575 0.001283 164 640: 23%|██▎ | 13/56 [01:18<05:55, 8.26s/it] 30/299 2.65G 0.04138 0.03552 0.001297 128 640: 23%|██▎ | 13/56 [01:18<05:55, 8.26s/it] 30/299 2.65G 0.04138 0.03552 0.001297 128 640: 25%|██▌ | 14/56 [01:18<04:03, 5.81s/it] 30/299 2.65G 0.04136 0.03559 0.00125 158 640: 25%|██▌ | 14/56 [01:18<04:03, 5.81s/it] 30/299 2.65G 0.04136 0.03559 0.00125 158 640: 27%|██▋ | 15/56 [01:18<02:47, 4.09s/it] 30/299 2.65G 0.04141 0.03573 0.001219 178 640: 27%|██▋ | 15/56 [01:19<02:47, 4.09s/it] 30/299 2.65G 0.04141 0.03573 0.001219 178 640: 29%|██▊ | 16/56 [01:19<01:55, 2.90s/it] 30/299 2.65G 0.04136 0.03541 0.001198 143 640: 29%|██▊ | 16/56 [01:29<01:55, 2.90s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.39it/s]
all 98 501 0.606 0.472 0.518 0.253
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 31/299 2.65G 0.0407 0.03171 0.001868 155 640: 0%| | 0/56 [00:13<?, ?it/s] 31/299 2.65G 0.0407 0.03171 0.001868 155 640: 2%|▏ | 1/56 [00:13<12:35, 13.73s/it] 31/299 2.65G 0.04067 0.03008 0.001347 130 640: 2%|▏ | 1/56 [00:13<12:35, 13.73s/it] 31/299 2.65G 0.04067 0.03008 0.001347 130 640: 4%|▎ | 2/56 [00:13<05:10, 5.75s/it] 31/299 2.65G 0.03956 0.03186 0.001187 164 640: 4%|▎ | 2/56 [00:14<05:10, 5.75s/it] 31/299 2.65G 0.03956 0.03186 0.001187 164 640: 5%|▌ | 3/56 [00:14<02:48, 3.18s/it] 31/299 2.65G 0.03998 0.03258 0.00103 130 640: 5%|▌ | 3/56 [00:14<02:48, 3.18s/it] 31/299 2.65G 0.03998 0.03258 0.00103 130 640: 7%|▋ | 4/56 [00:14<01:42, 1.97s/it] 31/299 2.65G 0.03998 0.03385 0.001029 175 640: 7%|▋ | 4/56 [00:44<01:42, 1.97s/it] 31/299 2.65G 0.03998 0.03385 0.001029 175 640: 9%|▉ | 5/56 [00:44<10:14, 12.04s/it] 31/299 2.65G 0.04041 0.03352 0.001038 108 640: 9%|▉ | 5/56 [00:44<10:14, 12.04s/it] 31/299 2.65G 0.04041 0.03352 0.001038 108 640: 11%|█ | 6/56 [00:44<06:39, 8.00s/it] 31/299 2.65G 0.04061 0.03302 0.0009657 122 640: 11%|█ | 6/56 [00:44<06:39, 8.00s/it] 31/299 2.65G 0.04061 0.03302 0.0009657 122 640: 12%|█▎ | 7/56 [00:44<04:25, 5.42s/it] 31/299 2.65G 0.04108 0.03261 0.0009225 143 640: 12%|█▎ | 7/56 [00:44<04:25, 5.42s/it] 31/299 2.65G 0.04108 0.03261 0.0009225 143 640: 14%|█▍ | 8/56 [00:44<02:59, 3.73s/it] 31/299 2.65G 0.04171 0.03303 0.0009261 196 640: 14%|█▍ | 8/56 [00:53<02:59, 3.73s/it] 31/299 2.65G 0.04171 0.03303 0.0009261 196 640: 16%|█▌ | 9/56 [00:53<04:12, 5.37s/it] 31/299 2.65G 0.04199 0.03269 0.00106 115 640: 16%|█▌ | 9/56 [00:53<04:12, 5.37s/it] 31/299 2.65G 0.04199 0.03269 0.00106 115 640: 18%|█▊ | 10/56 [00:53<02:53, 3.76s/it] 31/299 2.65G 0.04215 0.03244 0.001051 109 640: 18%|█▊ | 10/56 [00:53<02:53, 3.76s/it] 31/299 2.65G 0.04215 0.03244 0.001051 109 640: 20%|█▉ | 11/56 [00:53<01:59, 2.65s/it] 31/299 2.65G 0.042 0.03314 0.00107 174 640: 20%|█▉ | 11/56 [00:53<01:59, 2.65s/it] 31/299 2.65G 0.042 0.03314 0.00107 174 640: 21%|██▏ | 12/56 [00:53<01:22, 1.88s/it] 31/299 2.65G 0.04178 0.03293 0.001069 110 640: 21%|██▏ | 12/56 [01:17<01:22, 1.88s/it] 31/299 2.65G 0.04178 0.03293 0.001069 110 640: 23%|██▎ | 13/56 [01:17<06:07, 8.54s/it] 31/299 2.65G 0.04162 0.03275 0.001084 122 640: 23%|██▎ | 13/56 [01:17<06:07, 8.54s/it] 31/299 2.65G 0.04162 0.03275 0.001084 122 640: 25%|██▌ | 14/56 [01:17<04:12, 6.01s/it] 31/299 2.65G 0.04188 0.03292 0.001061 133 640: 25%|██▌ | 14/56 [01:17<04:12, 6.01s/it] 31/299 2.65G 0.04188 0.03292 0.001061 133 640: 27%|██▋ | 15/56 [01:17<02:53, 4.23s/it] 31/299 2.65G 0.04172 0.03282 0.001132 110 640: 27%|██▋ | 15/56 [01:18<02:53, 4.23s/it] 31/299 2.65G 0.04172 0.03282 0.001132 110 640: 29%|██▊ | 16/56 [01:18<01:59, 2.99s/it] 31/299 2.65G 0.04202 0.03307 0.001107 166 640: 29%|██▊ | 16/56 [01:26<01:59, 2.99s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.569 0.52 0.526 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 32/299 2.65G 0.04626 0.02891 0.0009175 104 640: 0%| | 0/56 [00:08<?, ?it/s] 32/299 2.65G 0.04626 0.02891 0.0009175 104 640: 2%|▏ | 1/56 [00:08<07:27, 8.14s/it] 32/299 2.65G 0.04571 0.03151 0.00148 174 640: 2%|▏ | 1/56 [00:08<07:27, 8.14s/it] 32/299 2.65G 0.04571 0.03151 0.00148 174 640: 4%|▎ | 2/56 [00:08<03:05, 3.44s/it] 32/299 2.65G 0.04446 0.02995 0.0013 98 640: 4%|▎ | 2/56 [00:08<03:05, 3.44s/it] 32/299 2.65G 0.04446 0.02995 0.0013 98 640: 5%|▌ | 3/56 [00:08<01:41, 1.92s/it] 32/299 2.65G 0.04389 0.03235 0.001297 163 640: 5%|▌ | 3/56 [00:08<01:41, 1.92s/it] 32/299 2.65G 0.04389 0.03235 0.001297 163 640: 7%|▋ | 4/56 [00:08<01:02, 1.21s/it] 32/299 2.65G 0.04358 0.03169 0.001224 130 640: 7%|▋ | 4/56 [00:42<01:02, 1.21s/it] 32/299 2.65G 0.04358 0.03169 0.001224 130 640: 9%|▉ | 5/56 [00:42<10:59, 12.92s/it] 32/299 2.65G 0.04342 0.03211 0.001202 160 640: 9%|▉ | 5/56 [00:42<10:59, 12.92s/it] 32/299 2.65G 0.04342 0.03211 0.001202 160 640: 11%|█ | 6/56 [00:42<07:08, 8.58s/it] 32/299 2.65G 0.04296 0.03154 0.001192 110 640: 11%|█ | 6/56 [00:42<07:08, 8.58s/it] 32/299 2.65G 0.04296 0.03154 0.001192 110 640: 12%|█▎ | 7/56 [00:42<04:44, 5.81s/it] 32/299 2.65G 0.04285 0.03239 0.001193 130 640: 12%|█▎ | 7/56 [00:42<04:44, 5.81s/it] 32/299 2.65G 0.04285 0.03239 0.001193 130 640: 14%|█▍ | 8/56 [00:42<03:11, 4.00s/it] 32/299 2.65G 0.04286 0.0321 0.001258 97 640: 14%|█▍ | 8/56 [00:42<03:11, 4.00s/it] 32/299 2.65G 0.04286 0.0321 0.001258 97 640: 16%|█▌ | 9/56 [00:42<02:10, 2.78s/it] 32/299 2.65G 0.04267 0.03287 0.001294 165 640: 16%|█▌ | 9/56 [00:42<02:10, 2.78s/it] 32/299 2.65G 0.04267 0.03287 0.001294 165 640: 18%|█▊ | 10/56 [00:42<01:30, 1.97s/it] 32/299 2.65G 0.04248 0.03352 0.001342 167 640: 18%|█▊ | 10/56 [00:42<01:30, 1.97s/it] 32/299 2.65G 0.04248 0.03352 0.001342 167 640: 20%|█▉ | 11/56 [00:42<01:02, 1.40s/it] 32/299 2.65G 0.04232 0.03334 0.001289 132 640: 20%|█▉ | 11/56 [00:43<01:02, 1.40s/it] 32/299 2.65G 0.04232 0.03334 0.001289 132 640: 21%|██▏ | 12/56 [00:43<00:44, 1.01s/it] 32/299 2.65G 0.04197 0.03295 0.001269 115 640: 21%|██▏ | 12/56 [01:16<00:44, 1.01s/it] 32/299 2.65G 0.04197 0.03295 0.001269 115 640: 23%|██▎ | 13/56 [01:16<07:42, 10.77s/it] 32/299 2.65G 0.04177 0.03339 0.001249 172 640: 23%|██▎ | 13/56 [01:16<07:42, 10.77s/it] 32/299 2.65G 0.04177 0.03339 0.001249 172 640: 25%|██▌ | 14/56 [01:16<05:17, 7.56s/it] 32/299 2.65G 0.04163 0.03315 0.001215 128 640: 25%|██▌ | 14/56 [01:16<05:17, 7.56s/it] 32/299 2.65G 0.04163 0.03315 0.001215 128 640: 27%|██▋ | 15/56 [01:16<03:38, 5.32s/it] 32/299 2.65G 0.04169 0.03328 0.001198 170 640: 27%|██▋ | 15/56 [01:16<03:38, 5.32s/it] 32/299 2.65G 0.04169 0.03328 0.001198 170 640: 29%|██▊ | 16/56 [01:16<02:30, 3.75s/it] 32/299 2.65G 0.04171 0.03311 0.001176 109 640: 29%|██▊ | 16/56 [01:16<02:30, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.538 0.487 0.499 0.233
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 33/299 2.65G 0.04082 0.03733 0.001386 132 640: 0%| | 0/56 [00:00<?, ?it/s] 33/299 2.65G 0.04082 0.03733 0.001386 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 33/299 2.65G 0.04197 0.04284 0.00127 162 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 33/299 2.65G 0.04197 0.04284 0.00127 162 640: 4%|▎ | 2/56 [00:00<00:07, 7.18it/s] 33/299 2.65G 0.041 0.03902 0.001336 149 640: 4%|▎ | 2/56 [00:00<00:07, 7.18it/s] 33/299 2.65G 0.041 0.03902 0.001336 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 33/299 2.65G 0.04128 0.03672 0.001464 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 33/299 2.65G 0.04128 0.03672 0.001464 129 640: 7%|▋ | 4/56 [00:00<00:06, 8.17it/s] 33/299 2.65G 0.04088 0.03473 0.001589 109 640: 7%|▋ | 4/56 [00:43<00:06, 8.17it/s] 33/299 2.65G 0.04088 0.03473 0.001589 109 640: 9%|▉ | 5/56 [00:43<13:23, 15.75s/it] 33/299 2.65G 0.04062 0.03453 0.00167 124 640: 9%|▉ | 5/56 [00:44<13:23, 15.75s/it] 33/299 2.65G 0.04062 0.03453 0.00167 124 640: 11%|█ | 6/56 [00:44<08:42, 10.44s/it] 33/299 2.65G 0.04058 0.03354 0.001529 110 640: 11%|█ | 6/56 [00:44<08:42, 10.44s/it] 33/299 2.65G 0.04058 0.03354 0.001529 110 640: 12%|█▎ | 7/56 [00:44<05:46, 7.07s/it] 33/299 2.65G 0.0409 0.03313 0.001454 145 640: 12%|█▎ | 7/56 [00:44<05:46, 7.07s/it] 33/299 2.65G 0.0409 0.03313 0.001454 145 640: 14%|█▍ | 8/56 [00:44<03:52, 4.85s/it] 33/299 2.65G 0.04088 0.03372 0.001382 144 640: 14%|█▍ | 8/56 [00:44<03:52, 4.85s/it] 33/299 2.65G 0.04088 0.03372 0.001382 144 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 33/299 2.65G 0.0409 0.03469 0.001382 188 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 33/299 2.65G 0.0409 0.03469 0.001382 188 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 33/299 2.65G 0.04091 0.03497 0.001316 168 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 33/299 2.65G 0.04091 0.03497 0.001316 168 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 33/299 2.65G 0.041 0.0347 0.001346 144 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 33/299 2.65G 0.041 0.0347 0.001346 144 640: 21%|██▏ | 12/56 [00:44<00:53, 1.20s/it] 33/299 2.65G 0.04115 0.03424 0.001294 105 640: 21%|██▏ | 12/56 [01:17<00:53, 1.20s/it] 33/299 2.65G 0.04115 0.03424 0.001294 105 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 33/299 2.65G 0.04127 0.03398 0.001287 121 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 33/299 2.65G 0.04127 0.03398 0.001287 121 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 33/299 2.65G 0.04113 0.03358 0.001294 130 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 33/299 2.65G 0.04113 0.03358 0.001294 130 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 33/299 2.65G 0.04113 0.03346 0.001327 134 640: 27%|██▋ | 15/56 [01:18<03:38, 5.33s/it] 33/299 2.65G 0.04113 0.03346 0.001327 134 640: 29%|██▊ | 16/56 [01:18<02:30, 3.76s/it] 33/299 2.65G 0.04108 0.03357 0.001358 124 640: 29%|██▊ | 16/56 [01:18<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.42it/s]
all 98 501 0.53 0.522 0.507 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 34/299 2.65G 0.04273 0.03046 0.0005295 111 640: 0%| | 0/56 [00:00<?, ?it/s] 34/299 2.65G 0.04273 0.03046 0.0005295 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.45it/s] 34/299 2.65G 0.04243 0.03281 0.0005303 192 640: 2%|▏ | 1/56 [00:00<00:06, 8.45it/s] 34/299 2.65G 0.04243 0.03281 0.0005303 192 640: 4%|▎ | 2/56 [00:00<00:07, 7.49it/s] 34/299 2.65G 0.04118 0.03449 0.0006864 169 640: 4%|▎ | 2/56 [00:00<00:07, 7.49it/s] 34/299 2.65G 0.04118 0.03449 0.0006864 169 640: 5%|▌ | 3/56 [00:00<00:06, 7.92it/s] 34/299 2.65G 0.0405 0.03386 0.0009223 126 640: 5%|▌ | 3/56 [00:00<00:06, 7.92it/s] 34/299 2.65G 0.0405 0.03386 0.0009223 126 640: 7%|▋ | 4/56 [00:00<00:06, 8.07it/s] 34/299 2.65G 0.04168 0.03412 0.00113 153 640: 7%|▋ | 4/56 [00:41<00:06, 8.07it/s] 34/299 2.65G 0.04168 0.03412 0.00113 153 640: 9%|▉ | 5/56 [00:41<12:35, 14.81s/it] 34/299 2.65G 0.04137 0.03331 0.001057 107 640: 9%|▉ | 5/56 [00:41<12:35, 14.81s/it] 34/299 2.65G 0.04137 0.03331 0.001057 107 640: 11%|█ | 6/56 [00:41<08:11, 9.82s/it] 34/299 2.65G 0.04094 0.03244 0.001185 138 640: 11%|█ | 6/56 [00:41<08:11, 9.82s/it] 34/299 2.65G 0.04094 0.03244 0.001185 138 640: 12%|█▎ | 7/56 [00:41<05:25, 6.65s/it] 34/299 2.65G 0.04104 0.0323 0.001137 131 640: 12%|█▎ | 7/56 [00:41<05:25, 6.65s/it] 34/299 2.65G 0.04104 0.0323 0.001137 131 640: 14%|█▍ | 8/56 [00:41<03:39, 4.57s/it] 34/299 2.65G 0.04112 0.03228 0.001113 147 640: 14%|█▍ | 8/56 [00:41<03:39, 4.57s/it] 34/299 2.65G 0.04112 0.03228 0.001113 147 640: 16%|█▌ | 9/56 [00:41<02:29, 3.18s/it] 34/299 2.65G 0.04078 0.03198 0.001236 127 640: 16%|█▌ | 9/56 [00:41<02:29, 3.18s/it] 34/299 2.65G 0.04078 0.03198 0.001236 127 640: 18%|█▊ | 10/56 [00:41<01:43, 2.24s/it] 34/299 2.65G 0.04063 0.03147 0.001188 84 640: 18%|█▊ | 10/56 [00:42<01:43, 2.24s/it] 34/299 2.65G 0.04063 0.03147 0.001188 84 640: 20%|█▉ | 11/56 [00:42<01:11, 1.59s/it] 34/299 2.65G 0.04053 0.03172 0.0012 146 640: 20%|█▉ | 11/56 [00:42<01:11, 1.59s/it] 34/299 2.65G 0.04053 0.03172 0.0012 146 640: 21%|██▏ | 12/56 [00:42<00:50, 1.14s/it] 34/299 2.65G 0.0406 0.03226 0.001176 154 640: 21%|██▏ | 12/56 [01:15<00:50, 1.14s/it] 34/299 2.65G 0.0406 0.03226 0.001176 154 640: 23%|██▎ | 13/56 [01:15<07:42, 10.75s/it] 34/299 2.65G 0.04063 0.03213 0.001155 135 640: 23%|██▎ | 13/56 [01:15<07:42, 10.75s/it] 34/299 2.65G 0.04063 0.03213 0.001155 135 640: 25%|██▌ | 14/56 [01:15<05:17, 7.55s/it] 34/299 2.65G 0.0406 0.03233 0.001122 131 640: 25%|██▌ | 14/56 [01:15<05:17, 7.55s/it] 34/299 2.65G 0.0406 0.03233 0.001122 131 640: 27%|██▋ | 15/56 [01:15<03:37, 5.31s/it] 34/299 2.65G 0.04043 0.03192 0.00116 139 640: 27%|██▋ | 15/56 [01:15<03:37, 5.31s/it] 34/299 2.65G 0.04043 0.03192 0.00116 139 640: 29%|██▊ | 16/56 [01:15<02:29, 3.75s/it] 34/299 2.65G 0.0406 0.03229 0.001139 164 640: 29%|██▊ | 16/56 [01:15<02:29, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 8.01it/s]
all 98 501 0.547 0.497 0.522 0.253
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 35/299 2.65G 0.03899 0.03509 0.001168 154 640: 0%| | 0/56 [00:00<?, ?it/s] 35/299 2.65G 0.03899 0.03509 0.001168 154 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 35/299 2.65G 0.04042 0.03415 0.0009717 128 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 35/299 2.65G 0.04042 0.03415 0.0009717 128 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 35/299 2.65G 0.04007 0.03277 0.000867 136 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 35/299 2.65G 0.04007 0.03277 0.000867 136 640: 5%|▌ | 3/56 [00:00<00:06, 8.09it/s] 35/299 2.65G 0.03916 0.03215 0.0009298 159 640: 5%|▌ | 3/56 [00:00<00:06, 8.09it/s] 35/299 2.65G 0.03916 0.03215 0.0009298 159 640: 7%|▋ | 4/56 [00:00<00:06, 8.33it/s] 35/299 2.65G 0.0387 0.031 0.0008931 134 640: 7%|▋ | 4/56 [00:33<00:06, 8.33it/s] 35/299 2.65G 0.0387 0.031 0.0008931 134 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 35/299 2.65G 0.03909 0.03134 0.0009203 156 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 35/299 2.65G 0.03909 0.03134 0.0009203 156 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 35/299 2.65G 0.03947 0.03188 0.001009 172 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 35/299 2.65G 0.03947 0.03188 0.001009 172 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 35/299 2.65G 0.03935 0.03271 0.001059 157 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 35/299 2.65G 0.03935 0.03271 0.001059 157 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 35/299 2.65G 0.03931 0.03257 0.0009992 142 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 35/299 2.65G 0.03931 0.03257 0.0009992 142 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 35/299 2.65G 0.03961 0.03382 0.00106 160 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 35/299 2.65G 0.03961 0.03382 0.00106 160 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 35/299 2.65G 0.0394 0.0334 0.00102 112 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 35/299 2.65G 0.0394 0.0334 0.00102 112 640: 20%|█▉ | 11/56 [00:33<00:58, 1.30s/it] 35/299 2.65G 0.03984 0.03391 0.001001 191 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 35/299 2.65G 0.03984 0.03391 0.001001 191 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 35/299 2.65G 0.03951 0.03354 0.001038 130 640: 21%|██▏ | 12/56 [01:07<00:41, 1.06it/s] 35/299 2.65G 0.03951 0.03354 0.001038 130 640: 23%|██▎ | 13/56 [01:07<07:39, 10.69s/it] 35/299 2.65G 0.03943 0.03422 0.001093 182 640: 23%|██▎ | 13/56 [01:07<07:39, 10.69s/it] 35/299 2.65G 0.03943 0.03422 0.001093 182 640: 25%|██▌ | 14/56 [01:07<05:15, 7.51s/it] 35/299 2.65G 0.03933 0.03378 0.001071 149 640: 25%|██▌ | 14/56 [01:07<05:15, 7.51s/it] 35/299 2.65G 0.03933 0.03378 0.001071 149 640: 27%|██▋ | 15/56 [01:07<03:36, 5.28s/it] 35/299 2.65G 0.03931 0.03388 0.001047 145 640: 27%|██▋ | 15/56 [01:07<03:36, 5.28s/it] 35/299 2.65G 0.03931 0.03388 0.001047 145 640: 29%|██▊ | 16/56 [01:07<02:29, 3.73s/it] 35/299 2.65G 0.03929 0.03368 0.001026 116 640: 29%|██▊ | 16/56 [01:07<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.602 0.518 0.534 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 36/299 2.65G 0.03699 0.03156 0.002152 150 640: 0%| | 0/56 [00:00<?, ?it/s] 36/299 2.65G 0.03699 0.03156 0.002152 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 36/299 2.65G 0.03732 0.03163 0.001467 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 36/299 2.65G 0.03732 0.03163 0.001467 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 36/299 2.65G 0.0385 0.03218 0.001376 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 36/299 2.65G 0.0385 0.03218 0.001376 159 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 36/299 2.65G 0.03898 0.03368 0.001348 150 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 36/299 2.65G 0.03898 0.03368 0.001348 150 640: 7%|▋ | 4/56 [00:00<00:06, 8.09it/s] 36/299 2.65G 0.03862 0.03484 0.001226 183 640: 7%|▋ | 4/56 [00:44<00:06, 8.09it/s] 36/299 2.65G 0.03862 0.03484 0.001226 183 640: 9%|▉ | 5/56 [00:44<13:35, 15.98s/it] 36/299 2.65G 0.03875 0.03482 0.001277 180 640: 9%|▉ | 5/56 [00:44<13:35, 15.98s/it] 36/299 2.65G 0.03875 0.03482 0.001277 180 640: 11%|█ | 6/56 [00:44<08:49, 10.60s/it] 36/299 2.65G 0.03938 0.03456 0.001201 147 640: 11%|█ | 6/56 [00:44<08:49, 10.60s/it] 36/299 2.65G 0.03938 0.03456 0.001201 147 640: 12%|█▎ | 7/56 [00:44<05:51, 7.17s/it] 36/299 2.65G 0.03885 0.03385 0.001154 129 640: 12%|█▎ | 7/56 [00:44<05:51, 7.17s/it] 36/299 2.65G 0.03885 0.03385 0.001154 129 640: 14%|█▍ | 8/56 [00:44<03:56, 4.92s/it] 36/299 2.65G 0.03887 0.03388 0.001113 127 640: 14%|█▍ | 8/56 [00:45<03:56, 4.92s/it] 36/299 2.65G 0.03887 0.03388 0.001113 127 640: 16%|█▌ | 9/56 [00:45<02:40, 3.42s/it] 36/299 2.65G 0.039 0.03298 0.001047 69 640: 16%|█▌ | 9/56 [00:45<02:40, 3.42s/it] 36/299 2.65G 0.039 0.03298 0.001047 69 640: 18%|█▊ | 10/56 [00:45<01:50, 2.41s/it] 36/299 2.65G 0.03941 0.0327 0.001108 136 640: 18%|█▊ | 10/56 [00:45<01:50, 2.41s/it] 36/299 2.65G 0.03941 0.0327 0.001108 136 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 36/299 2.65G 0.03934 0.03221 0.001046 97 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 36/299 2.65G 0.03934 0.03221 0.001046 97 640: 21%|██▏ | 12/56 [00:45<00:53, 1.22s/it] 36/299 2.65G 0.03961 0.03217 0.001072 130 640: 21%|██▏ | 12/56 [01:18<00:53, 1.22s/it] 36/299 2.65G 0.03961 0.03217 0.001072 130 640: 23%|██▎ | 13/56 [01:18<07:47, 10.87s/it] 36/299 2.65G 0.03967 0.03235 0.00104 158 640: 23%|██▎ | 13/56 [01:18<07:47, 10.87s/it] 36/299 2.65G 0.03967 0.03235 0.00104 158 640: 25%|██▌ | 14/56 [01:18<05:20, 7.63s/it] 36/299 2.65G 0.0396 0.03205 0.001017 119 640: 25%|██▌ | 14/56 [01:18<05:20, 7.63s/it] 36/299 2.65G 0.0396 0.03205 0.001017 119 640: 27%|██▋ | 15/56 [01:18<03:40, 5.37s/it] 36/299 2.65G 0.03984 0.03251 0.001 159 640: 27%|██▋ | 15/56 [01:18<03:40, 5.37s/it] 36/299 2.65G 0.03984 0.03251 0.001 159 640: 29%|██▊ | 16/56 [01:18<02:31, 3.79s/it] 36/299 2.65G 0.03996 0.03239 0.001011 153 640: 29%|██▊ | 16/56 [01:19<02:31, 3.79s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.554 0.508 0.536 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 37/299 2.65G 0.04233 0.04202 0.0006674 184 640: 0%| | 0/56 [00:00<?, ?it/s] 37/299 2.65G 0.04233 0.04202 0.0006674 184 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 37/299 2.65G 0.04229 0.03709 0.001148 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 37/299 2.65G 0.04229 0.03709 0.001148 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 37/299 2.65G 0.04177 0.03657 0.001492 144 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 37/299 2.65G 0.04177 0.03657 0.001492 144 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 37/299 2.65G 0.0411 0.03634 0.001325 154 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 37/299 2.65G 0.0411 0.03634 0.001325 154 640: 7%|▋ | 4/56 [00:00<00:06, 8.02it/s] 37/299 2.65G 0.04086 0.03553 0.001188 130 640: 7%|▋ | 4/56 [00:43<00:06, 8.02it/s] 37/299 2.65G 0.04086 0.03553 0.001188 130 640: 9%|▉ | 5/56 [00:43<13:20, 15.70s/it] 37/299 2.65G 0.04055 0.03522 0.001297 193 640: 9%|▉ | 5/56 [00:43<13:20, 15.70s/it] 37/299 2.65G 0.04055 0.03522 0.001297 193 640: 11%|█ | 6/56 [00:43<08:40, 10.41s/it] 37/299 2.65G 0.04002 0.0351 0.001265 146 640: 11%|█ | 6/56 [00:44<08:40, 10.41s/it] 37/299 2.65G 0.04002 0.0351 0.001265 146 640: 12%|█▎ | 7/56 [00:44<05:45, 7.05s/it] 37/299 2.65G 0.04006 0.03555 0.001243 163 640: 12%|█▎ | 7/56 [00:44<05:45, 7.05s/it] 37/299 2.65G 0.04006 0.03555 0.001243 163 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 37/299 2.65G 0.03972 0.03512 0.001283 133 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 37/299 2.65G 0.03972 0.03512 0.001283 133 640: 16%|█▌ | 9/56 [00:44<02:37, 3.36s/it] 37/299 2.65G 0.03983 0.03469 0.001203 127 640: 16%|█▌ | 9/56 [00:44<02:37, 3.36s/it] 37/299 2.65G 0.03983 0.03469 0.001203 127 640: 18%|█▊ | 10/56 [00:44<01:48, 2.36s/it] 37/299 2.65G 0.03955 0.03433 0.001157 113 640: 18%|█▊ | 10/56 [00:44<01:48, 2.36s/it] 37/299 2.65G 0.03955 0.03433 0.001157 113 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 37/299 2.65G 0.03965 0.03443 0.001105 170 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 37/299 2.65G 0.03965 0.03443 0.001105 170 640: 21%|██▏ | 12/56 [00:44<00:52, 1.20s/it] 37/299 2.65G 0.03958 0.03408 0.001071 130 640: 21%|██▏ | 12/56 [01:17<00:52, 1.20s/it] 37/299 2.65G 0.03958 0.03408 0.001071 130 640: 23%|██▎ | 13/56 [01:17<07:43, 10.78s/it] 37/299 2.65G 0.03967 0.03419 0.001038 153 640: 23%|██▎ | 13/56 [01:17<07:43, 10.78s/it] 37/299 2.65G 0.03967 0.03419 0.001038 153 640: 25%|██▌ | 14/56 [01:17<05:17, 7.57s/it] 37/299 2.65G 0.03982 0.03377 0.001029 135 640: 25%|██▌ | 14/56 [01:17<05:17, 7.57s/it] 37/299 2.65G 0.03982 0.03377 0.001029 135 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 37/299 2.65G 0.03942 0.03365 0.001004 116 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 37/299 2.65G 0.03942 0.03365 0.001004 116 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it] 37/299 2.65G 0.03927 0.03368 0.0009919 154 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.63it/s]
all 98 501 0.519 0.475 0.463 0.216
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 38/299 2.65G 0.04054 0.03 0.0009282 124 640: 0%| | 0/56 [00:00<?, ?it/s] 38/299 2.65G 0.04054 0.03 0.0009282 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.43it/s] 38/299 2.65G 0.04028 0.03263 0.0009793 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.43it/s] 38/299 2.65G 0.04028 0.03263 0.0009793 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 38/299 2.65G 0.04046 0.03477 0.0008722 142 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 38/299 2.65G 0.04046 0.03477 0.0008722 142 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 38/299 2.65G 0.04041 0.0337 0.001037 151 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 38/299 2.65G 0.04041 0.0337 0.001037 151 640: 7%|▋ | 4/56 [00:00<00:06, 8.06it/s] 38/299 2.65G 0.03949 0.03338 0.0009916 143 640: 7%|▋ | 4/56 [00:40<00:06, 8.06it/s] 38/299 2.65G 0.03949 0.03338 0.0009916 143 640: 9%|▉ | 5/56 [00:40<12:22, 14.57s/it] 38/299 2.65G 0.03854 0.03311 0.0009336 127 640: 9%|▉ | 5/56 [00:40<12:22, 14.57s/it] 38/299 2.65G 0.03854 0.03311 0.0009336 127 640: 11%|█ | 6/56 [00:40<08:03, 9.67s/it] 38/299 2.65G 0.03816 0.03219 0.0009766 121 640: 11%|█ | 6/56 [00:40<08:03, 9.67s/it] 38/299 2.65G 0.03816 0.03219 0.0009766 121 640: 12%|█▎ | 7/56 [00:40<05:20, 6.54s/it] 38/299 2.65G 0.03813 0.03168 0.001117 113 640: 12%|█▎ | 7/56 [00:41<05:20, 6.54s/it] 38/299 2.65G 0.03813 0.03168 0.001117 113 640: 14%|█▍ | 8/56 [00:41<03:35, 4.50s/it] 38/299 2.65G 0.03779 0.03146 0.001131 116 640: 14%|█▍ | 8/56 [00:41<03:35, 4.50s/it] 38/299 2.65G 0.03779 0.03146 0.001131 116 640: 16%|█▌ | 9/56 [00:41<02:26, 3.13s/it] 38/299 2.65G 0.03776 0.03194 0.001104 167 640: 16%|█▌ | 9/56 [00:41<02:26, 3.13s/it] 38/299 2.65G 0.03776 0.03194 0.001104 167 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 38/299 2.65G 0.03789 0.03143 0.001092 94 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 38/299 2.65G 0.03789 0.03143 0.001092 94 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 38/299 2.65G 0.0376 0.0307 0.001036 84 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 38/299 2.65G 0.0376 0.0307 0.001036 84 640: 21%|██▏ | 12/56 [00:41<00:49, 1.12s/it] 38/299 2.65G 0.03811 0.03097 0.001013 167 640: 21%|██▏ | 12/56 [01:14<00:49, 1.12s/it] 38/299 2.65G 0.03811 0.03097 0.001013 167 640: 23%|██▎ | 13/56 [01:14<07:42, 10.75s/it] 38/299 2.65G 0.03816 0.03114 0.001001 138 640: 23%|██▎ | 13/56 [01:14<07:42, 10.75s/it] 38/299 2.65G 0.03816 0.03114 0.001001 138 640: 25%|██▌ | 14/56 [01:14<05:16, 7.54s/it] 38/299 2.65G 0.03827 0.03133 0.0009952 176 640: 25%|██▌ | 14/56 [01:14<05:16, 7.54s/it] 38/299 2.65G 0.03827 0.03133 0.0009952 176 640: 27%|██▋ | 15/56 [01:14<03:37, 5.31s/it] 38/299 2.65G 0.03845 0.03129 0.0009687 147 640: 27%|██▋ | 15/56 [01:14<03:37, 5.31s/it] 38/299 2.65G 0.03845 0.03129 0.0009687 147 640: 29%|██▊ | 16/56 [01:14<02:29, 3.74s/it] 38/299 2.65G 0.03829 0.0313 0.0009405 138 640: 29%|██▊ | 16/56 [01:14<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.99it/s]
all 98 501 0.548 0.475 0.503 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 39/299 2.65G 0.03702 0.02598 0.0005408 103 640: 0%| | 0/56 [00:00<?, ?it/s] 39/299 2.65G 0.03702 0.02598 0.0005408 103 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 39/299 2.65G 0.03838 0.02988 0.000484 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 39/299 2.65G 0.03838 0.02988 0.000484 150 640: 4%|▎ | 2/56 [00:00<00:06, 7.76it/s] 39/299 2.65G 0.03834 0.0274 0.0005456 111 640: 4%|▎ | 2/56 [00:00<00:06, 7.76it/s] 39/299 2.65G 0.03834 0.0274 0.0005456 111 640: 5%|▌ | 3/56 [00:00<00:06, 8.06it/s] 39/299 2.65G 0.0383 0.02963 0.0005139 143 640: 5%|▌ | 3/56 [00:00<00:06, 8.06it/s] 39/299 2.65G 0.0383 0.02963 0.0005139 143 640: 7%|▋ | 4/56 [00:00<00:06, 8.24it/s] 39/299 2.65G 0.0379 0.03151 0.0006362 160 640: 7%|▋ | 4/56 [00:33<00:06, 8.24it/s] 39/299 2.65G 0.0379 0.03151 0.0006362 160 640: 9%|▉ | 5/56 [00:33<10:05, 11.87s/it] 39/299 2.65G 0.03853 0.03138 0.0007277 105 640: 9%|▉ | 5/56 [00:33<10:05, 11.87s/it] 39/299 2.65G 0.03853 0.03138 0.0007277 105 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 39/299 2.65G 0.03904 0.0318 0.0007738 163 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 39/299 2.65G 0.03904 0.0318 0.0007738 163 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 39/299 2.65G 0.03943 0.03196 0.0007382 148 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 39/299 2.65G 0.03943 0.03196 0.0007382 148 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 39/299 2.65G 0.03967 0.03197 0.0007596 134 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 39/299 2.65G 0.03967 0.03197 0.0007596 134 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 39/299 2.65G 0.03983 0.03203 0.0007523 115 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 39/299 2.65G 0.03983 0.03203 0.0007523 115 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 39/299 2.65G 0.04015 0.03246 0.0007454 152 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 39/299 2.65G 0.04015 0.03246 0.0007454 152 640: 20%|█▉ | 11/56 [00:33<00:58, 1.30s/it] 39/299 2.65G 0.04016 0.03218 0.0007505 107 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 39/299 2.65G 0.04016 0.03218 0.0007505 107 640: 21%|██▏ | 12/56 [00:34<00:41, 1.07it/s] 39/299 2.65G 0.04019 0.03197 0.0007284 126 640: 21%|██▏ | 12/56 [01:07<00:41, 1.07it/s] 39/299 2.65G 0.04019 0.03197 0.0007284 126 640: 23%|██▎ | 13/56 [01:07<07:40, 10.72s/it] 39/299 2.65G 0.03983 0.03207 0.0007359 148 640: 23%|██▎ | 13/56 [01:07<07:40, 10.72s/it] 39/299 2.65G 0.03983 0.03207 0.0007359 148 640: 25%|██▌ | 14/56 [01:07<05:16, 7.53s/it] 39/299 2.65G 0.03957 0.03233 0.000743 164 640: 25%|██▌ | 14/56 [01:07<05:16, 7.53s/it] 39/299 2.65G 0.03957 0.03233 0.000743 164 640: 27%|██▋ | 15/56 [01:07<03:37, 5.30s/it] 39/299 2.65G 0.0397 0.03238 0.0007346 140 640: 27%|██▋ | 15/56 [01:07<03:37, 5.30s/it] 39/299 2.65G 0.0397 0.03238 0.0007346 140 640: 29%|██▊ | 16/56 [01:07<02:29, 3.74s/it] 39/299 2.65G 0.03977 0.03208 0.0007353 94 640: 29%|██▊ | 16/56 [01:07<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.55 0.501 0.51 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 40/299 2.65G 0.04068 0.02821 0.001467 111 640: 0%| | 0/56 [00:00<?, ?it/s] 40/299 2.65G 0.04068 0.02821 0.001467 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.24it/s] 40/299 2.65G 0.04007 0.02793 0.001547 104 640: 2%|▏ | 1/56 [00:00<00:06, 8.24it/s] 40/299 2.65G 0.04007 0.02793 0.001547 104 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 40/299 2.65G 0.0393 0.02962 0.001386 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 40/299 2.65G 0.0393 0.02962 0.001386 148 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 40/299 2.65G 0.03926 0.02926 0.00116 116 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 40/299 2.65G 0.03926 0.02926 0.00116 116 640: 7%|▋ | 4/56 [00:00<00:06, 7.96it/s] 40/299 2.65G 0.03917 0.0294 0.001147 147 640: 7%|▋ | 4/56 [00:33<00:06, 7.96it/s] 40/299 2.65G 0.03917 0.0294 0.001147 147 640: 9%|▉ | 5/56 [00:33<10:14, 12.04s/it] 40/299 2.65G 0.03944 0.03042 0.001039 130 640: 9%|▉ | 5/56 [00:33<10:14, 12.04s/it] 40/299 2.65G 0.03944 0.03042 0.001039 130 640: 11%|█ | 6/56 [00:33<06:40, 8.00s/it] 40/299 2.65G 0.03968 0.03025 0.001283 123 640: 11%|█ | 6/56 [00:33<06:40, 8.00s/it] 40/299 2.65G 0.03968 0.03025 0.001283 123 640: 12%|█▎ | 7/56 [00:33<04:25, 5.42s/it] 40/299 2.65G 0.03955 0.03084 0.001192 122 640: 12%|█▎ | 7/56 [00:34<04:25, 5.42s/it] 40/299 2.65G 0.03955 0.03084 0.001192 122 640: 14%|█▍ | 8/56 [00:34<02:59, 3.74s/it] 40/299 2.65G 0.03958 0.03084 0.001316 135 640: 14%|█▍ | 8/56 [00:34<02:59, 3.74s/it] 40/299 2.65G 0.03958 0.03084 0.001316 135 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 40/299 2.65G 0.03929 0.03072 0.001265 129 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 40/299 2.65G 0.03929 0.03072 0.001265 129 640: 18%|█▊ | 10/56 [00:34<01:24, 1.85s/it] 40/299 2.65G 0.03939 0.03067 0.001249 125 640: 18%|█▊ | 10/56 [00:34<01:24, 1.85s/it] 40/299 2.65G 0.03939 0.03067 0.001249 125 640: 20%|█▉ | 11/56 [00:34<00:59, 1.32s/it] 40/299 2.65G 0.03937 0.0305 0.001245 95 640: 20%|█▉ | 11/56 [00:34<00:59, 1.32s/it] 40/299 2.65G 0.03937 0.0305 0.001245 95 640: 21%|██▏ | 12/56 [00:34<00:41, 1.05it/s] 40/299 2.65G 0.03953 0.03026 0.00119 139 640: 21%|██▏ | 12/56 [01:07<00:41, 1.05it/s] 40/299 2.65G 0.03953 0.03026 0.00119 139 640: 23%|██▎ | 13/56 [01:07<07:39, 10.69s/it] 40/299 2.65G 0.03967 0.03015 0.001412 138 640: 23%|██▎ | 13/56 [01:07<07:39, 10.69s/it] 40/299 2.65G 0.03967 0.03015 0.001412 138 640: 25%|██▌ | 14/56 [01:07<05:15, 7.51s/it] 40/299 2.65G 0.03965 0.03035 0.001393 150 640: 25%|██▌ | 14/56 [01:07<05:15, 7.51s/it] 40/299 2.65G 0.03965 0.03035 0.001393 150 640: 27%|██▋ | 15/56 [01:07<03:36, 5.28s/it] 40/299 2.65G 0.0396 0.03018 0.001334 109 640: 27%|██▋ | 15/56 [01:08<03:36, 5.28s/it] 40/299 2.65G 0.0396 0.03018 0.001334 109 640: 29%|██▊ | 16/56 [01:08<02:29, 3.73s/it] 40/299 2.65G 0.03975 0.03068 0.001294 137 640: 29%|██▊ | 16/56 [01:08<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.558 0.457 0.479 0.226
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 41/299 2.65G 0.03654 0.03802 0.0007111 186 640: 0%| | 0/56 [00:00<?, ?it/s] 41/299 2.65G 0.03654 0.03802 0.0007111 186 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 41/299 2.65G 0.03721 0.03305 0.0007849 126 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 41/299 2.65G 0.03721 0.03305 0.0007849 126 640: 4%|▎ | 2/56 [00:00<00:07, 7.16it/s] 41/299 2.65G 0.03769 0.03339 0.001365 167 640: 4%|▎ | 2/56 [00:00<00:07, 7.16it/s] 41/299 2.65G 0.03769 0.03339 0.001365 167 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 41/299 2.65G 0.03845 0.03214 0.001212 122 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 41/299 2.65G 0.03845 0.03214 0.001212 122 640: 7%|▋ | 4/56 [00:00<00:06, 8.01it/s] 41/299 2.65G 0.03795 0.03174 0.001072 138 640: 7%|▋ | 4/56 [00:42<00:06, 8.01it/s] 41/299 2.65G 0.03795 0.03174 0.001072 138 640: 9%|▉ | 5/56 [00:42<12:57, 15.24s/it] 41/299 2.65G 0.03801 0.03246 0.0009884 166 640: 9%|▉ | 5/56 [00:42<12:57, 15.24s/it] 41/299 2.65G 0.03801 0.03246 0.0009884 166 640: 11%|█ | 6/56 [00:42<08:25, 10.11s/it] 41/299 2.65G 0.03826 0.03187 0.001012 89 640: 11%|█ | 6/56 [00:42<08:25, 10.11s/it] 41/299 2.65G 0.03826 0.03187 0.001012 89 640: 12%|█▎ | 7/56 [00:42<05:35, 6.84s/it] 41/299 2.65G 0.03844 0.03189 0.0009582 123 640: 12%|█▎ | 7/56 [00:42<05:35, 6.84s/it] 41/299 2.65G 0.03844 0.03189 0.0009582 123 640: 14%|█▍ | 8/56 [00:42<03:45, 4.70s/it] 41/299 2.65G 0.03875 0.03249 0.0009794 171 640: 14%|█▍ | 8/56 [00:43<03:45, 4.70s/it] 41/299 2.65G 0.03875 0.03249 0.0009794 171 640: 16%|█▌ | 9/56 [00:43<02:33, 3.27s/it] 41/299 2.65G 0.03845 0.03179 0.0009343 131 640: 16%|█▌ | 9/56 [00:43<02:33, 3.27s/it] 41/299 2.65G 0.03845 0.03179 0.0009343 131 640: 18%|█▊ | 10/56 [00:43<01:45, 2.30s/it] 41/299 2.65G 0.03824 0.03162 0.0009175 146 640: 18%|█▊ | 10/56 [00:43<01:45, 2.30s/it] 41/299 2.65G 0.03824 0.03162 0.0009175 146 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 41/299 2.65G 0.03823 0.03125 0.0009284 109 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 41/299 2.65G 0.03823 0.03125 0.0009284 109 640: 21%|██▏ | 12/56 [00:43<00:51, 1.17s/it] 41/299 2.65G 0.03821 0.0311 0.0009184 125 640: 21%|██▏ | 12/56 [01:16<00:51, 1.17s/it] 41/299 2.65G 0.03821 0.0311 0.0009184 125 640: 23%|██▎ | 13/56 [01:16<07:41, 10.74s/it] 41/299 2.65G 0.03833 0.03192 0.0009145 184 640: 23%|██▎ | 13/56 [01:16<07:41, 10.74s/it] 41/299 2.65G 0.03833 0.03192 0.0009145 184 640: 25%|██▌ | 14/56 [01:16<05:16, 7.54s/it] 41/299 2.65G 0.0384 0.0319 0.0009065 132 640: 25%|██▌ | 14/56 [01:16<05:16, 7.54s/it] 41/299 2.65G 0.0384 0.0319 0.0009065 132 640: 27%|██▋ | 15/56 [01:16<03:37, 5.30s/it] 41/299 2.65G 0.03848 0.03189 0.0008836 153 640: 27%|██▋ | 15/56 [01:16<03:37, 5.30s/it] 41/299 2.65G 0.03848 0.03189 0.0008836 153 640: 29%|██▊ | 16/56 [01:16<02:29, 3.74s/it] 41/299 2.65G 0.0386 0.03175 0.0009004 129 640: 29%|██▊ | 16/56 [01:16<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.75it/s]
all 98 501 0.555 0.511 0.526 0.247
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 42/299 2.65G 0.03594 0.02872 0.000488 117 640: 0%| | 0/56 [00:00<?, ?it/s] 42/299 2.65G 0.03594 0.02872 0.000488 117 640: 2%|▏ | 1/56 [00:00<00:06, 8.60it/s] 42/299 2.65G 0.03832 0.02864 0.0005084 148 640: 2%|▏ | 1/56 [00:00<00:06, 8.60it/s] 42/299 2.65G 0.03832 0.02864 0.0005084 148 640: 4%|▎ | 2/56 [00:00<00:06, 7.82it/s] 42/299 2.65G 0.03812 0.02713 0.000682 99 640: 4%|▎ | 2/56 [00:00<00:06, 7.82it/s] 42/299 2.65G 0.03812 0.02713 0.000682 99 640: 5%|▌ | 3/56 [00:00<00:06, 8.23it/s] 42/299 2.65G 0.03868 0.02797 0.0008902 144 640: 5%|▌ | 3/56 [00:00<00:06, 8.23it/s] 42/299 2.65G 0.03868 0.02797 0.0008902 144 640: 7%|▋ | 4/56 [00:00<00:06, 8.31it/s] 42/299 2.65G 0.03847 0.02907 0.0008503 166 640: 7%|▋ | 4/56 [00:33<00:06, 8.31it/s] 42/299 2.65G 0.03847 0.02907 0.0008503 166 640: 9%|▉ | 5/56 [00:33<10:17, 12.10s/it] 42/299 2.65G 0.03846 0.03097 0.0009105 183 640: 9%|▉ | 5/56 [00:33<10:17, 12.10s/it] 42/299 2.65G 0.03846 0.03097 0.0009105 183 640: 11%|█ | 6/56 [00:33<06:41, 8.04s/it] 42/299 2.65G 0.03973 0.03169 0.0008368 150 640: 11%|█ | 6/56 [00:34<06:41, 8.04s/it] 42/299 2.65G 0.03973 0.03169 0.0008368 150 640: 12%|█▎ | 7/56 [00:34<04:26, 5.45s/it] 42/299 2.65G 0.03929 0.0315 0.0008116 133 640: 12%|█▎ | 7/56 [00:34<04:26, 5.45s/it] 42/299 2.65G 0.03929 0.0315 0.0008116 133 640: 14%|█▍ | 8/56 [00:34<02:59, 3.75s/it] 42/299 2.65G 0.03902 0.03269 0.0007984 196 640: 14%|█▍ | 8/56 [00:34<02:59, 3.75s/it] 42/299 2.65G 0.03902 0.03269 0.0007984 196 640: 16%|█▌ | 9/56 [00:34<02:02, 2.61s/it] 42/299 2.65G 0.03888 0.03333 0.000776 183 640: 16%|█▌ | 9/56 [00:34<02:02, 2.61s/it] 42/299 2.65G 0.03888 0.03333 0.000776 183 640: 18%|█▊ | 10/56 [00:34<01:24, 1.85s/it] 42/299 2.65G 0.03887 0.03257 0.0007531 97 640: 18%|█▊ | 10/56 [00:34<01:24, 1.85s/it] 42/299 2.65G 0.03887 0.03257 0.0007531 97 640: 20%|█▉ | 11/56 [00:34<00:59, 1.32s/it] 42/299 2.65G 0.03921 0.03276 0.0008499 162 640: 20%|█▉ | 11/56 [00:34<00:59, 1.32s/it] 42/299 2.65G 0.03921 0.03276 0.0008499 162 640: 21%|██▏ | 12/56 [00:34<00:41, 1.05it/s] 42/299 2.65G 0.03885 0.03248 0.0008113 137 640: 21%|██▏ | 12/56 [01:07<00:41, 1.05it/s] 42/299 2.65G 0.03885 0.03248 0.0008113 137 640: 23%|██▎ | 13/56 [01:07<07:40, 10.70s/it] 42/299 2.65G 0.03877 0.03223 0.0008042 96 640: 23%|██▎ | 13/56 [01:07<07:40, 10.70s/it] 42/299 2.65G 0.03877 0.03223 0.0008042 96 640: 25%|██▌ | 14/56 [01:07<05:15, 7.51s/it] 42/299 2.65G 0.0386 0.03218 0.0008002 117 640: 25%|██▌ | 14/56 [01:08<05:15, 7.51s/it] 42/299 2.65G 0.0386 0.03218 0.0008002 117 640: 27%|██▋ | 15/56 [01:08<03:36, 5.28s/it] 42/299 2.65G 0.03883 0.03224 0.000806 143 640: 27%|██▋ | 15/56 [01:08<03:36, 5.28s/it] 42/299 2.65G 0.03883 0.03224 0.000806 143 640: 29%|██▊ | 16/56 [01:08<02:29, 3.73s/it] 42/299 2.65G 0.03891 0.03208 0.0008248 125 640: 29%|██▊ | 16/56 [01:08<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.535 0.564 0.529 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 43/299 2.65G 0.04248 0.03412 0.001299 192 640: 0%| | 0/56 [00:00<?, ?it/s] 43/299 2.65G 0.04248 0.03412 0.001299 192 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 43/299 2.65G 0.03993 0.03198 0.0009205 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 43/299 2.65G 0.03993 0.03198 0.0009205 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 43/299 2.65G 0.03848 0.03098 0.0008051 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 43/299 2.65G 0.03848 0.03098 0.0008051 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 43/299 2.65G 0.03868 0.03246 0.0009713 152 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 43/299 2.65G 0.03868 0.03246 0.0009713 152 640: 7%|▋ | 4/56 [00:00<00:06, 8.07it/s] 43/299 2.65G 0.03974 0.03276 0.00113 175 640: 7%|▋ | 4/56 [00:33<00:06, 8.07it/s] 43/299 2.65G 0.03974 0.03276 0.00113 175 640: 9%|▉ | 5/56 [00:33<10:09, 11.95s/it] 43/299 2.65G 0.03895 0.03154 0.0011 98 640: 9%|▉ | 5/56 [00:33<10:09, 11.95s/it] 43/299 2.65G 0.03895 0.03154 0.0011 98 640: 11%|█ | 6/56 [00:33<06:37, 7.94s/it] 43/299 2.65G 0.03903 0.0315 0.001038 154 640: 11%|█ | 6/56 [00:33<06:37, 7.94s/it] 43/299 2.65G 0.03903 0.0315 0.001038 154 640: 12%|█▎ | 7/56 [00:33<04:23, 5.38s/it] 43/299 2.65G 0.03928 0.03094 0.001008 108 640: 12%|█▎ | 7/56 [00:33<04:23, 5.38s/it] 43/299 2.65G 0.03928 0.03094 0.001008 108 640: 14%|█▍ | 8/56 [00:33<02:57, 3.71s/it] 43/299 2.65G 0.03945 0.03073 0.0009462 124 640: 14%|█▍ | 8/56 [00:33<02:57, 3.71s/it] 43/299 2.65G 0.03945 0.03073 0.0009462 124 640: 16%|█▌ | 9/56 [00:33<02:01, 2.58s/it] 43/299 2.65G 0.0391 0.03108 0.0009089 142 640: 16%|█▌ | 9/56 [00:34<02:01, 2.58s/it] 43/299 2.65G 0.0391 0.03108 0.0009089 142 640: 18%|█▊ | 10/56 [00:34<01:24, 1.83s/it] 43/299 2.65G 0.03935 0.03082 0.0008758 118 640: 18%|█▊ | 10/56 [00:34<01:24, 1.83s/it] 43/299 2.65G 0.03935 0.03082 0.0008758 118 640: 20%|█▉ | 11/56 [00:34<00:58, 1.31s/it] 43/299 2.65G 0.03907 0.03073 0.0009029 123 640: 20%|█▉ | 11/56 [00:34<00:58, 1.31s/it] 43/299 2.65G 0.03907 0.03073 0.0009029 123 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 43/299 2.65G 0.03932 0.03053 0.0008697 116 640: 21%|██▏ | 12/56 [01:07<00:41, 1.06it/s] 43/299 2.65G 0.03932 0.03053 0.0008697 116 640: 23%|██▎ | 13/56 [01:07<07:36, 10.63s/it] 43/299 2.65G 0.03955 0.0306 0.0008625 143 640: 23%|██▎ | 13/56 [01:07<07:36, 10.63s/it] 43/299 2.65G 0.03955 0.0306 0.0008625 143 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 43/299 2.65G 0.03949 0.03085 0.0008434 174 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 43/299 2.65G 0.03949 0.03085 0.0008434 174 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 43/299 2.65G 0.03922 0.03071 0.0009361 159 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 43/299 2.65G 0.03922 0.03071 0.0009361 159 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it] 43/299 2.65G 0.03909 0.03079 0.0009082 141 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.522 0.535 0.521 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 44/299 2.65G 0.03706 0.03793 0.0009779 146 640: 0%| | 0/56 [00:00<?, ?it/s] 44/299 2.65G 0.03706 0.03793 0.0009779 146 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 44/299 2.65G 0.03784 0.03924 0.0008924 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 44/299 2.65G 0.03784 0.03924 0.0008924 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 44/299 2.65G 0.03719 0.03758 0.0007574 142 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 44/299 2.65G 0.03719 0.03758 0.0007574 142 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 44/299 2.65G 0.03662 0.03514 0.0007383 107 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 44/299 2.65G 0.03662 0.03514 0.0007383 107 640: 7%|▋ | 4/56 [00:00<00:06, 7.97it/s] 44/299 2.65G 0.03654 0.03487 0.0006874 149 640: 7%|▋ | 4/56 [00:33<00:06, 7.97it/s] 44/299 2.65G 0.03654 0.03487 0.0006874 149 640: 9%|▉ | 5/56 [00:33<10:04, 11.86s/it] 44/299 2.65G 0.03669 0.03518 0.0006721 195 640: 9%|▉ | 5/56 [00:33<10:04, 11.86s/it] 44/299 2.65G 0.03669 0.03518 0.0006721 195 640: 11%|█ | 6/56 [00:33<06:33, 7.88s/it] 44/299 2.65G 0.03728 0.03376 0.0007326 123 640: 11%|█ | 6/56 [00:33<06:33, 7.88s/it] 44/299 2.65G 0.03728 0.03376 0.0007326 123 640: 12%|█▎ | 7/56 [00:33<04:21, 5.34s/it] 44/299 2.65G 0.03729 0.0331 0.0007623 153 640: 12%|█▎ | 7/56 [00:33<04:21, 5.34s/it] 44/299 2.65G 0.03729 0.0331 0.0007623 153 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 44/299 2.65G 0.03731 0.03311 0.0007358 142 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 44/299 2.65G 0.03731 0.03311 0.0007358 142 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 44/299 2.65G 0.0372 0.03282 0.0008213 129 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 44/299 2.65G 0.0372 0.03282 0.0008213 129 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 44/299 2.65G 0.03718 0.03245 0.0008124 119 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 44/299 2.65G 0.03718 0.03245 0.0008124 119 640: 20%|█▉ | 11/56 [00:33<00:58, 1.30s/it] 44/299 2.65G 0.03731 0.03243 0.000783 151 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 44/299 2.65G 0.03731 0.03243 0.000783 151 640: 21%|██▏ | 12/56 [00:34<00:41, 1.07it/s] 44/299 2.65G 0.03705 0.03195 0.0009212 121 640: 21%|██▏ | 12/56 [01:07<00:41, 1.07it/s] 44/299 2.65G 0.03705 0.03195 0.0009212 121 640: 23%|██▎ | 13/56 [01:07<07:38, 10.67s/it] 44/299 2.65G 0.03694 0.03179 0.001002 135 640: 23%|██▎ | 13/56 [01:07<07:38, 10.67s/it] 44/299 2.65G 0.03694 0.03179 0.001002 135 640: 25%|██▌ | 14/56 [01:07<05:14, 7.49s/it] 44/299 2.65G 0.03737 0.03165 0.00103 118 640: 25%|██▌ | 14/56 [01:07<05:14, 7.49s/it] 44/299 2.65G 0.03737 0.03165 0.00103 118 640: 27%|██▋ | 15/56 [01:07<03:35, 5.27s/it] 44/299 2.65G 0.03747 0.03167 0.0009922 128 640: 27%|██▋ | 15/56 [01:07<03:35, 5.27s/it] 44/299 2.65G 0.03747 0.03167 0.0009922 128 640: 29%|██▊ | 16/56 [01:07<02:28, 3.72s/it] 44/299 2.65G 0.03759 0.0315 0.0009635 144 640: 29%|██▊ | 16/56 [01:07<02:28, 3.72s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.525 0.481 0.506 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 45/299 2.65G 0.04048 0.03383 0.00104 134 640: 0%| | 0/56 [00:00<?, ?it/s] 45/299 2.65G 0.04048 0.03383 0.00104 134 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 45/299 2.65G 0.03931 0.03522 0.001091 158 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 45/299 2.65G 0.03931 0.03522 0.001091 158 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 45/299 2.65G 0.03812 0.03392 0.001125 161 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 45/299 2.65G 0.03812 0.03392 0.001125 161 640: 5%|▌ | 3/56 [00:00<00:06, 7.88it/s] 45/299 2.65G 0.03771 0.03177 0.001034 95 640: 5%|▌ | 3/56 [00:00<00:06, 7.88it/s] 45/299 2.65G 0.03771 0.03177 0.001034 95 640: 7%|▋ | 4/56 [00:00<00:06, 8.06it/s] 45/299 2.65G 0.03751 0.03216 0.00116 142 640: 7%|▋ | 4/56 [00:44<00:06, 8.06it/s] 45/299 2.65G 0.03751 0.03216 0.00116 142 640: 9%|▉ | 5/56 [00:44<13:35, 16.00s/it] 45/299 2.65G 0.03774 0.03342 0.001159 197 640: 9%|▉ | 5/56 [00:44<13:35, 16.00s/it] 45/299 2.65G 0.03774 0.03342 0.001159 197 640: 11%|█ | 6/56 [00:44<08:50, 10.61s/it] 45/299 2.65G 0.03731 0.03253 0.00106 100 640: 11%|█ | 6/56 [00:44<08:50, 10.61s/it] 45/299 2.65G 0.03731 0.03253 0.00106 100 640: 12%|█▎ | 7/56 [00:44<05:51, 7.18s/it] 45/299 2.65G 0.03763 0.03238 0.001071 165 640: 12%|█▎ | 7/56 [00:45<05:51, 7.18s/it] 45/299 2.65G 0.03763 0.03238 0.001071 165 640: 14%|█▍ | 8/56 [00:45<03:56, 4.93s/it] 45/299 2.65G 0.03763 0.03254 0.001025 161 640: 14%|█▍ | 8/56 [00:45<03:56, 4.93s/it] 45/299 2.65G 0.03763 0.03254 0.001025 161 640: 16%|█▌ | 9/56 [00:45<02:40, 3.42s/it] 45/299 2.65G 0.03765 0.03253 0.001102 139 640: 16%|█▌ | 9/56 [00:45<02:40, 3.42s/it] 45/299 2.65G 0.03765 0.03253 0.001102 139 640: 18%|█▊ | 10/56 [00:45<01:50, 2.41s/it] 45/299 2.65G 0.03805 0.03221 0.001062 155 640: 18%|█▊ | 10/56 [00:45<01:50, 2.41s/it] 45/299 2.65G 0.03805 0.03221 0.001062 155 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 45/299 2.65G 0.03789 0.03156 0.001016 85 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 45/299 2.65G 0.03789 0.03156 0.001016 85 640: 21%|██▏ | 12/56 [00:45<00:53, 1.22s/it] 45/299 2.65G 0.03779 0.0311 0.001041 94 640: 21%|██▏ | 12/56 [01:18<00:53, 1.22s/it] 45/299 2.65G 0.03779 0.0311 0.001041 94 640: 23%|██▎ | 13/56 [01:18<07:42, 10.76s/it] 45/299 2.65G 0.03793 0.0311 0.001039 138 640: 23%|██▎ | 13/56 [01:18<07:42, 10.76s/it] 45/299 2.65G 0.03793 0.0311 0.001039 138 640: 25%|██▌ | 14/56 [01:18<05:17, 7.55s/it] 45/299 2.65G 0.03792 0.03085 0.001105 116 640: 25%|██▌ | 14/56 [01:18<05:17, 7.55s/it] 45/299 2.65G 0.03792 0.03085 0.001105 116 640: 27%|██▋ | 15/56 [01:18<03:37, 5.31s/it] 45/299 2.65G 0.03786 0.03094 0.001093 168 640: 27%|██▋ | 15/56 [01:18<03:37, 5.31s/it] 45/299 2.65G 0.03786 0.03094 0.001093 168 640: 29%|██▊ | 16/56 [01:18<02:29, 3.75s/it] 45/299 2.65G 0.03789 0.03066 0.001075 121 640: 29%|██▊ | 16/56 [01:18<02:29, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.538 0.425 0.446 0.221
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 46/299 2.65G 0.03518 0.04156 0.00223 196 640: 0%| | 0/56 [00:00<?, ?it/s] 46/299 2.65G 0.03518 0.04156 0.00223 196 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 46/299 2.65G 0.03983 0.03908 0.001463 154 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 46/299 2.65G 0.03983 0.03908 0.001463 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 46/299 2.65G 0.03833 0.0373 0.001349 155 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 46/299 2.65G 0.03833 0.0373 0.001349 155 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 46/299 2.65G 0.03904 0.03674 0.001274 160 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 46/299 2.65G 0.03904 0.03674 0.001274 160 640: 7%|▋ | 4/56 [00:00<00:06, 7.96it/s] 46/299 2.65G 0.03896 0.03623 0.001137 151 640: 7%|▋ | 4/56 [00:44<00:06, 7.96it/s] 46/299 2.65G 0.03896 0.03623 0.001137 151 640: 9%|▉ | 5/56 [00:44<13:24, 15.77s/it] 46/299 2.65G 0.03857 0.03496 0.001075 140 640: 9%|▉ | 5/56 [00:44<13:24, 15.77s/it] 46/299 2.65G 0.03857 0.03496 0.001075 140 640: 11%|█ | 6/56 [00:44<08:42, 10.46s/it] 46/299 2.65G 0.0382 0.03392 0.0009983 117 640: 11%|█ | 6/56 [00:44<08:42, 10.46s/it] 46/299 2.65G 0.0382 0.03392 0.0009983 117 640: 12%|█▎ | 7/56 [00:44<05:46, 7.08s/it] 46/299 2.65G 0.03815 0.0337 0.001001 148 640: 12%|█▎ | 7/56 [00:44<05:46, 7.08s/it] 46/299 2.65G 0.03815 0.0337 0.001001 148 640: 14%|█▍ | 8/56 [00:44<03:53, 4.86s/it] 46/299 2.65G 0.03816 0.03308 0.0009614 124 640: 14%|█▍ | 8/56 [00:44<03:53, 4.86s/it] 46/299 2.65G 0.03816 0.03308 0.0009614 124 640: 16%|█▌ | 9/56 [00:44<02:38, 3.38s/it] 46/299 2.65G 0.03843 0.03328 0.0009659 139 640: 16%|█▌ | 9/56 [00:44<02:38, 3.38s/it] 46/299 2.65G 0.03843 0.03328 0.0009659 139 640: 18%|█▊ | 10/56 [00:44<01:49, 2.38s/it] 46/299 2.65G 0.03852 0.03402 0.001004 197 640: 18%|█▊ | 10/56 [00:44<01:49, 2.38s/it] 46/299 2.65G 0.03852 0.03402 0.001004 197 640: 20%|█▉ | 11/56 [00:44<01:15, 1.69s/it] 46/299 2.65G 0.03836 0.03452 0.001017 149 640: 20%|█▉ | 11/56 [00:44<01:15, 1.69s/it] 46/299 2.65G 0.03836 0.03452 0.001017 149 640: 21%|██▏ | 12/56 [00:44<00:53, 1.21s/it] 46/299 2.65G 0.03796 0.03425 0.0009899 161 640: 21%|██▏ | 12/56 [01:17<00:53, 1.21s/it] 46/299 2.65G 0.03796 0.03425 0.0009899 161 640: 23%|██▎ | 13/56 [01:17<07:41, 10.74s/it] 46/299 2.65G 0.03779 0.03383 0.0009613 125 640: 23%|██▎ | 13/56 [01:17<07:41, 10.74s/it] 46/299 2.65G 0.03779 0.03383 0.0009613 125 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 46/299 2.65G 0.03768 0.0335 0.0009482 125 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 46/299 2.65G 0.03768 0.0335 0.0009482 125 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 46/299 2.65G 0.03753 0.03312 0.000919 133 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 46/299 2.65G 0.03753 0.03312 0.000919 133 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 46/299 2.65G 0.03755 0.03295 0.0009139 135 640: 29%|██▊ | 16/56 [01:18<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.35it/s]
all 98 501 0.518 0.491 0.486 0.231
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 47/299 2.65G 0.03706 0.03233 0.0007902 135 640: 0%| | 0/56 [00:00<?, ?it/s] 47/299 2.65G 0.03706 0.03233 0.0007902 135 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 47/299 2.65G 0.03595 0.03049 0.0006209 133 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 47/299 2.65G 0.03595 0.03049 0.0006209 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 47/299 2.65G 0.03659 0.03015 0.0009593 119 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 47/299 2.65G 0.03659 0.03015 0.0009593 119 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 47/299 2.65G 0.03714 0.03085 0.0008644 147 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 47/299 2.65G 0.03714 0.03085 0.0008644 147 640: 7%|▋ | 4/56 [00:00<00:06, 7.99it/s] 47/299 2.65G 0.03719 0.03107 0.000804 148 640: 7%|▋ | 4/56 [00:39<00:06, 7.99it/s] 47/299 2.65G 0.03719 0.03107 0.000804 148 640: 9%|▉ | 5/56 [00:39<12:08, 14.28s/it] 47/299 2.65G 0.03631 0.03047 0.0008292 111 640: 9%|▉ | 5/56 [00:40<12:08, 14.28s/it] 47/299 2.65G 0.03631 0.03047 0.0008292 111 640: 11%|█ | 6/56 [00:40<07:53, 9.48s/it] 47/299 2.65G 0.03625 0.03 0.0007819 110 640: 11%|█ | 6/56 [00:40<07:53, 9.48s/it] 47/299 2.65G 0.03625 0.03 0.0007819 110 640: 12%|█▎ | 7/56 [00:40<05:14, 6.42s/it] 47/299 2.65G 0.03659 0.02991 0.0007823 148 640: 12%|█▎ | 7/56 [00:40<05:14, 6.42s/it] 47/299 2.65G 0.03659 0.02991 0.0007823 148 640: 14%|█▍ | 8/56 [00:40<03:31, 4.41s/it] 47/299 2.65G 0.03678 0.03028 0.0007514 161 640: 14%|█▍ | 8/56 [00:40<03:31, 4.41s/it] 47/299 2.65G 0.03678 0.03028 0.0007514 161 640: 16%|█▌ | 9/56 [00:40<02:24, 3.07s/it] 47/299 2.65G 0.03673 0.03053 0.0008124 149 640: 16%|█▌ | 9/56 [00:40<02:24, 3.07s/it] 47/299 2.65G 0.03673 0.03053 0.0008124 149 640: 18%|█▊ | 10/56 [00:40<01:39, 2.16s/it] 47/299 2.65G 0.03736 0.03114 0.0008864 182 640: 18%|█▊ | 10/56 [00:40<01:39, 2.16s/it] 47/299 2.65G 0.03736 0.03114 0.0008864 182 640: 20%|█▉ | 11/56 [00:40<01:09, 1.54s/it] 47/299 2.65G 0.03762 0.03111 0.0008946 154 640: 20%|█▉ | 11/56 [00:40<01:09, 1.54s/it] 47/299 2.65G 0.03762 0.03111 0.0008946 154 640: 21%|██▏ | 12/56 [00:40<00:48, 1.11s/it] 47/299 2.65G 0.03793 0.03083 0.0008628 115 640: 21%|██▏ | 12/56 [01:13<00:48, 1.11s/it] 47/299 2.65G 0.03793 0.03083 0.0008628 115 640: 23%|██▎ | 13/56 [01:13<07:41, 10.73s/it] 47/299 2.65G 0.03785 0.03148 0.0008473 228 640: 23%|██▎ | 13/56 [01:13<07:41, 10.73s/it] 47/299 2.65G 0.03785 0.03148 0.0008473 228 640: 25%|██▌ | 14/56 [01:13<05:16, 7.54s/it] 47/299 2.65G 0.0378 0.03138 0.0008174 144 640: 25%|██▌ | 14/56 [01:13<05:16, 7.54s/it] 47/299 2.65G 0.0378 0.03138 0.0008174 144 640: 27%|██▋ | 15/56 [01:13<03:37, 5.30s/it] 47/299 2.65G 0.03783 0.03131 0.0008231 130 640: 27%|██▋ | 15/56 [01:14<03:37, 5.30s/it] 47/299 2.65G 0.03783 0.03131 0.0008231 130 640: 29%|██▊ | 16/56 [01:14<02:29, 3.74s/it] 47/299 2.65G 0.03812 0.03152 0.0008265 161 640: 29%|██▊ | 16/56 [01:14<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 8.04it/s]
all 98 501 0.615 0.484 0.527 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 48/299 2.65G 0.03839 0.03689 0.0007268 169 640: 0%| | 0/56 [00:00<?, ?it/s] 48/299 2.65G 0.03839 0.03689 0.0007268 169 640: 2%|▏ | 1/56 [00:00<00:06, 8.69it/s] 48/299 2.65G 0.03831 0.03147 0.001249 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.69it/s] 48/299 2.65G 0.03831 0.03147 0.001249 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.50it/s] 48/299 2.65G 0.03772 0.02934 0.001049 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.50it/s] 48/299 2.65G 0.03772 0.02934 0.001049 111 640: 5%|▌ | 3/56 [00:00<00:06, 7.89it/s] 48/299 2.65G 0.03657 0.02885 0.001294 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.89it/s] 48/299 2.65G 0.03657 0.02885 0.001294 121 640: 7%|▋ | 4/56 [00:00<00:06, 8.13it/s] 48/299 2.65G 0.03643 0.02918 0.001191 140 640: 7%|▋ | 4/56 [00:42<00:06, 8.13it/s] 48/299 2.65G 0.03643 0.02918 0.001191 140 640: 9%|▉ | 5/56 [00:42<13:03, 15.37s/it] 48/299 2.65G 0.03674 0.03015 0.001084 147 640: 9%|▉ | 5/56 [00:43<13:03, 15.37s/it] 48/299 2.65G 0.03674 0.03015 0.001084 147 640: 11%|█ | 6/56 [00:43<08:29, 10.19s/it] 48/299 2.65G 0.03731 0.03084 0.001082 157 640: 11%|█ | 6/56 [00:43<08:29, 10.19s/it] 48/299 2.65G 0.03731 0.03084 0.001082 157 640: 12%|█▎ | 7/56 [00:43<05:37, 6.90s/it] 48/299 2.65G 0.03745 0.03004 0.001197 102 640: 12%|█▎ | 7/56 [00:43<05:37, 6.90s/it] 48/299 2.65G 0.03745 0.03004 0.001197 102 640: 14%|█▍ | 8/56 [00:43<03:47, 4.74s/it] 48/299 2.65G 0.03774 0.03052 0.001204 178 640: 14%|█▍ | 8/56 [00:43<03:47, 4.74s/it] 48/299 2.65G 0.03774 0.03052 0.001204 178 640: 16%|█▌ | 9/56 [00:43<02:34, 3.29s/it] 48/299 2.65G 0.03735 0.03051 0.00112 119 640: 16%|█▌ | 9/56 [00:43<02:34, 3.29s/it] 48/299 2.65G 0.03735 0.03051 0.00112 119 640: 18%|█▊ | 10/56 [00:43<01:46, 2.32s/it] 48/299 2.65G 0.03758 0.03054 0.001112 160 640: 18%|█▊ | 10/56 [00:43<01:46, 2.32s/it] 48/299 2.65G 0.03758 0.03054 0.001112 160 640: 20%|█▉ | 11/56 [00:43<01:13, 1.64s/it] 48/299 2.65G 0.0376 0.03079 0.001063 170 640: 20%|█▉ | 11/56 [00:43<01:13, 1.64s/it] 48/299 2.65G 0.0376 0.03079 0.001063 170 640: 21%|██▏ | 12/56 [00:43<00:51, 1.18s/it] 48/299 2.65G 0.03766 0.03081 0.001025 133 640: 21%|██▏ | 12/56 [01:16<00:51, 1.18s/it] 48/299 2.65G 0.03766 0.03081 0.001025 133 640: 23%|██▎ | 13/56 [01:16<07:44, 10.80s/it] 48/299 2.65G 0.0378 0.03057 0.001018 138 640: 23%|██▎ | 13/56 [01:16<07:44, 10.80s/it] 48/299 2.65G 0.0378 0.03057 0.001018 138 640: 25%|██▌ | 14/56 [01:16<05:18, 7.58s/it] 48/299 2.65G 0.03794 0.03015 0.0009894 106 640: 25%|██▌ | 14/56 [01:16<05:18, 7.58s/it] 48/299 2.65G 0.03794 0.03015 0.0009894 106 640: 27%|██▋ | 15/56 [01:16<03:38, 5.33s/it] 48/299 2.65G 0.03804 0.03017 0.0009892 109 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 48/299 2.65G 0.03804 0.03017 0.0009892 109 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it] 48/299 2.65G 0.03818 0.03023 0.0009701 151 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.60it/s]
all 98 501 0.518 0.49 0.504 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 49/299 2.65G 0.03626 0.03068 0.004291 130 640: 0%| | 0/56 [00:00<?, ?it/s] 49/299 2.65G 0.03626 0.03068 0.004291 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 49/299 2.65G 0.03703 0.03173 0.002399 177 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 49/299 2.65G 0.03703 0.03173 0.002399 177 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 49/299 2.65G 0.03558 0.02974 0.001722 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 49/299 2.65G 0.03558 0.02974 0.001722 124 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 49/299 2.65G 0.03543 0.03045 0.001445 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.81it/s] 49/299 2.65G 0.03543 0.03045 0.001445 149 640: 7%|▋ | 4/56 [00:00<00:06, 8.05it/s] 49/299 2.65G 0.03591 0.03016 0.001252 123 640: 7%|▋ | 4/56 [00:43<00:06, 8.05it/s] 49/299 2.65G 0.03591 0.03016 0.001252 123 640: 9%|▉ | 5/56 [00:43<13:15, 15.59s/it] 49/299 2.65G 0.03606 0.02982 0.001136 141 640: 9%|▉ | 5/56 [00:43<13:15, 15.59s/it] 49/299 2.65G 0.03606 0.02982 0.001136 141 640: 11%|█ | 6/56 [00:43<08:36, 10.34s/it] 49/299 2.65G 0.03652 0.02966 0.001207 131 640: 11%|█ | 6/56 [00:43<08:36, 10.34s/it] 49/299 2.65G 0.03652 0.02966 0.001207 131 640: 12%|█▎ | 7/56 [00:43<05:42, 6.99s/it] 49/299 2.65G 0.0371 0.02959 0.001185 130 640: 12%|█▎ | 7/56 [00:43<05:42, 6.99s/it] 49/299 2.65G 0.0371 0.02959 0.001185 130 640: 14%|█▍ | 8/56 [00:43<03:50, 4.80s/it] 49/299 2.65G 0.03694 0.03028 0.001194 179 640: 14%|█▍ | 8/56 [00:43<03:50, 4.80s/it] 49/299 2.65G 0.03694 0.03028 0.001194 179 640: 16%|█▌ | 9/56 [00:43<02:36, 3.34s/it] 49/299 2.65G 0.03686 0.03013 0.001122 151 640: 16%|█▌ | 9/56 [00:44<02:36, 3.34s/it] 49/299 2.65G 0.03686 0.03013 0.001122 151 640: 18%|█▊ | 10/56 [00:44<01:47, 2.35s/it] 49/299 2.65G 0.03668 0.03019 0.00112 146 640: 18%|█▊ | 10/56 [00:44<01:47, 2.35s/it] 49/299 2.65G 0.03668 0.03019 0.00112 146 640: 20%|█▉ | 11/56 [00:44<01:14, 1.66s/it] 49/299 2.65G 0.03695 0.02982 0.001095 114 640: 20%|█▉ | 11/56 [00:44<01:14, 1.66s/it] 49/299 2.65G 0.03695 0.02982 0.001095 114 640: 21%|██▏ | 12/56 [00:44<00:52, 1.19s/it] 49/299 2.65G 0.03706 0.02989 0.001062 144 640: 21%|██▏ | 12/56 [01:17<00:52, 1.19s/it] 49/299 2.65G 0.03706 0.02989 0.001062 144 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 49/299 2.65G 0.03716 0.02988 0.001081 114 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 49/299 2.65G 0.03716 0.02988 0.001081 114 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 49/299 2.65G 0.03719 0.0305 0.001123 155 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 49/299 2.65G 0.03719 0.0305 0.001123 155 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 49/299 2.65G 0.03743 0.03076 0.001136 169 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 49/299 2.65G 0.03743 0.03076 0.001136 169 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it] 49/299 2.65G 0.03732 0.03084 0.001101 141 640: 29%|██▊ | 16/56 [01:17<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.20it/s]
all 98 501 0.508 0.528 0.51 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 50/299 2.65G 0.03634 0.02679 0.0005396 113 640: 0%| | 0/56 [00:00<?, ?it/s] 50/299 2.65G 0.03634 0.02679 0.0005396 113 640: 2%|▏ | 1/56 [00:00<00:06, 8.40it/s] 50/299 2.65G 0.035 0.02796 0.0004931 136 640: 2%|▏ | 1/56 [00:00<00:06, 8.40it/s] 50/299 2.65G 0.035 0.02796 0.0004931 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 50/299 2.65G 0.03583 0.0278 0.0005217 109 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 50/299 2.65G 0.03583 0.0278 0.0005217 109 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 50/299 2.65G 0.0373 0.02782 0.0006763 140 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 50/299 2.65G 0.0373 0.02782 0.0006763 140 640: 7%|▋ | 4/56 [00:00<00:06, 7.99it/s] 50/299 2.65G 0.03684 0.02825 0.0006722 130 640: 7%|▋ | 4/56 [00:43<00:06, 7.99it/s] 50/299 2.65G 0.03684 0.02825 0.0006722 130 640: 9%|▉ | 5/56 [00:43<13:06, 15.42s/it] 50/299 2.65G 0.03644 0.02727 0.0006922 99 640: 9%|▉ | 5/56 [00:43<13:06, 15.42s/it] 50/299 2.65G 0.03644 0.02727 0.0006922 99 640: 11%|█ | 6/56 [00:43<08:31, 10.23s/it] 50/299 2.65G 0.03659 0.02806 0.0008061 135 640: 11%|█ | 6/56 [00:43<08:31, 10.23s/it] 50/299 2.65G 0.03659 0.02806 0.0008061 135 640: 12%|█▎ | 7/56 [00:43<05:39, 6.92s/it] 50/299 2.65G 0.03691 0.02916 0.0008274 173 640: 12%|█▎ | 7/56 [00:43<05:39, 6.92s/it] 50/299 2.65G 0.03691 0.02916 0.0008274 173 640: 14%|█▍ | 8/56 [00:43<03:48, 4.75s/it] 50/299 2.65G 0.03704 0.02863 0.0008209 97 640: 14%|█▍ | 8/56 [00:43<03:48, 4.75s/it] 50/299 2.65G 0.03704 0.02863 0.0008209 97 640: 16%|█▌ | 9/56 [00:43<02:35, 3.30s/it] 50/299 2.65G 0.03692 0.02851 0.0008046 117 640: 16%|█▌ | 9/56 [00:43<02:35, 3.30s/it] 50/299 2.65G 0.03692 0.02851 0.0008046 117 640: 18%|█▊ | 10/56 [00:43<01:46, 2.32s/it] 50/299 2.65G 0.03697 0.02851 0.0007961 147 640: 18%|█▊ | 10/56 [00:43<01:46, 2.32s/it] 50/299 2.65G 0.03697 0.02851 0.0007961 147 640: 20%|█▉ | 11/56 [00:43<01:14, 1.65s/it] 50/299 2.65G 0.03688 0.02854 0.0007727 106 640: 20%|█▉ | 11/56 [00:43<01:14, 1.65s/it] 50/299 2.65G 0.03688 0.02854 0.0007727 106 640: 21%|██▏ | 12/56 [00:43<00:51, 1.18s/it] 50/299 2.65G 0.03683 0.02845 0.0007721 116 640: 21%|██▏ | 12/56 [01:16<00:51, 1.18s/it] 50/299 2.65G 0.03683 0.02845 0.0007721 116 640: 23%|██▎ | 13/56 [01:16<07:42, 10.75s/it] 50/299 2.65G 0.03696 0.02843 0.0008649 142 640: 23%|██▎ | 13/56 [01:16<07:42, 10.75s/it] 50/299 2.65G 0.03696 0.02843 0.0008649 142 640: 25%|██▌ | 14/56 [01:16<05:16, 7.55s/it] 50/299 2.65G 0.03684 0.02815 0.0008806 104 640: 25%|██▌ | 14/56 [01:16<05:16, 7.55s/it] 50/299 2.65G 0.03684 0.02815 0.0008806 104 640: 27%|██▋ | 15/56 [01:16<03:37, 5.31s/it] 50/299 2.65G 0.03696 0.02826 0.0008758 122 640: 27%|██▋ | 15/56 [01:17<03:37, 5.31s/it] 50/299 2.65G 0.03696 0.02826 0.0008758 122 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 50/299 2.65G 0.03698 0.02845 0.0008571 139 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.594 0.442 0.51 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 51/299 2.65G 0.03669 0.02847 0.001176 152 640: 0%| | 0/56 [00:00<?, ?it/s] 51/299 2.65G 0.03669 0.02847 0.001176 152 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 51/299 2.65G 0.04047 0.02684 0.001119 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 51/299 2.65G 0.04047 0.02684 0.001119 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 51/299 2.65G 0.03786 0.02759 0.0009991 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 51/299 2.65G 0.03786 0.02759 0.0009991 141 640: 5%|▌ | 3/56 [00:00<00:07, 7.37it/s] 51/299 2.65G 0.03826 0.02785 0.0009707 125 640: 5%|▌ | 3/56 [00:00<00:07, 7.37it/s] 51/299 2.65G 0.03826 0.02785 0.0009707 125 640: 7%|▋ | 4/56 [00:00<00:06, 7.81it/s] 51/299 2.65G 0.03848 0.02849 0.0009134 149 640: 7%|▋ | 4/56 [00:40<00:06, 7.81it/s] 51/299 2.65G 0.03848 0.02849 0.0009134 149 640: 9%|▉ | 5/56 [00:40<12:22, 14.55s/it] 51/299 2.65G 0.03846 0.02811 0.0008712 88 640: 9%|▉ | 5/56 [00:40<12:22, 14.55s/it] 51/299 2.65G 0.03846 0.02811 0.0008712 88 640: 11%|█ | 6/56 [00:40<08:02, 9.66s/it] 51/299 2.65G 0.03864 0.02787 0.0008177 132 640: 11%|█ | 6/56 [00:40<08:02, 9.66s/it] 51/299 2.65G 0.03864 0.02787 0.0008177 132 640: 12%|█▎ | 7/56 [00:40<05:20, 6.54s/it] 51/299 2.65G 0.03809 0.02817 0.0007616 155 640: 12%|█▎ | 7/56 [00:41<05:20, 6.54s/it] 51/299 2.65G 0.03809 0.02817 0.0007616 155 640: 14%|█▍ | 8/56 [00:41<03:35, 4.49s/it] 51/299 2.65G 0.03774 0.02876 0.0007215 145 640: 14%|█▍ | 8/56 [00:41<03:35, 4.49s/it] 51/299 2.65G 0.03774 0.02876 0.0007215 145 640: 16%|█▌ | 9/56 [00:41<02:26, 3.12s/it] 51/299 2.65G 0.03752 0.02827 0.0007345 114 640: 16%|█▌ | 9/56 [00:41<02:26, 3.12s/it] 51/299 2.65G 0.03752 0.02827 0.0007345 114 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 51/299 2.65G 0.03776 0.02843 0.0006908 154 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 51/299 2.65G 0.03776 0.02843 0.0006908 154 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 51/299 2.65G 0.0378 0.02872 0.0007177 194 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 51/299 2.65G 0.0378 0.02872 0.0007177 194 640: 21%|██▏ | 12/56 [00:41<00:49, 1.12s/it] 51/299 2.65G 0.03785 0.0289 0.0006903 155 640: 21%|██▏ | 12/56 [01:14<00:49, 1.12s/it] 51/299 2.65G 0.03785 0.0289 0.0006903 155 640: 23%|██▎ | 13/56 [01:14<07:40, 10.71s/it] 51/299 2.65G 0.03793 0.02921 0.0006807 145 640: 23%|██▎ | 13/56 [01:14<07:40, 10.71s/it] 51/299 2.65G 0.03793 0.02921 0.0006807 145 640: 25%|██▌ | 14/56 [01:14<05:15, 7.52s/it] 51/299 2.65G 0.03809 0.02942 0.0006563 153 640: 25%|██▌ | 14/56 [01:14<05:15, 7.52s/it] 51/299 2.65G 0.03809 0.02942 0.0006563 153 640: 27%|██▋ | 15/56 [01:14<03:36, 5.29s/it] 51/299 2.65G 0.03809 0.02973 0.0006353 157 640: 27%|██▋ | 15/56 [01:14<03:36, 5.29s/it] 51/299 2.65G 0.03809 0.02973 0.0006353 157 640: 29%|██▊ | 16/56 [01:14<02:29, 3.73s/it] 51/299 2.65G 0.03818 0.0297 0.0006605 114 640: 29%|██▊ | 16/56 [01:14<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.85it/s]
all 98 501 0.607 0.458 0.515 0.245
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 52/299 2.65G 0.03728 0.03256 0.001237 155 640: 0%| | 0/56 [00:00<?, ?it/s] 52/299 2.65G 0.03728 0.03256 0.001237 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 52/299 2.65G 0.03609 0.03298 0.001377 159 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 52/299 2.65G 0.03609 0.03298 0.001377 159 640: 4%|▎ | 2/56 [00:00<00:06, 7.75it/s] 52/299 2.65G 0.03675 0.03486 0.001336 187 640: 4%|▎ | 2/56 [00:00<00:06, 7.75it/s] 52/299 2.65G 0.03675 0.03486 0.001336 187 640: 5%|▌ | 3/56 [00:00<00:06, 8.01it/s] 52/299 2.65G 0.03713 0.03361 0.001181 123 640: 5%|▌ | 3/56 [00:00<00:06, 8.01it/s] 52/299 2.65G 0.03713 0.03361 0.001181 123 640: 7%|▋ | 4/56 [00:00<00:06, 8.22it/s] 52/299 2.65G 0.03717 0.03351 0.001115 144 640: 7%|▋ | 4/56 [00:33<00:06, 8.22it/s] 52/299 2.65G 0.03717 0.03351 0.001115 144 640: 9%|▉ | 5/56 [00:33<10:12, 12.01s/it] 52/299 2.65G 0.03742 0.03214 0.001131 128 640: 9%|▉ | 5/56 [00:33<10:12, 12.01s/it] 52/299 2.65G 0.03742 0.03214 0.001131 128 640: 11%|█ | 6/56 [00:33<06:39, 7.98s/it] 52/299 2.65G 0.03702 0.03093 0.001077 114 640: 11%|█ | 6/56 [00:33<06:39, 7.98s/it] 52/299 2.65G 0.03702 0.03093 0.001077 114 640: 12%|█▎ | 7/56 [00:33<04:25, 5.41s/it] 52/299 2.65G 0.03736 0.03037 0.001057 126 640: 12%|█▎ | 7/56 [00:33<04:25, 5.41s/it] 52/299 2.65G 0.03736 0.03037 0.001057 126 640: 14%|█▍ | 8/56 [00:33<02:58, 3.73s/it] 52/299 2.65G 0.03728 0.03014 0.001004 115 640: 14%|█▍ | 8/56 [00:34<02:58, 3.73s/it] 52/299 2.65G 0.03728 0.03014 0.001004 115 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 52/299 2.65G 0.0372 0.02998 0.0009637 118 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 52/299 2.65G 0.0372 0.02998 0.0009637 118 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 52/299 2.65G 0.03706 0.0297 0.0009359 124 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 52/299 2.65G 0.03706 0.0297 0.0009359 124 640: 20%|█▉ | 11/56 [00:34<00:59, 1.31s/it] 52/299 2.65G 0.03691 0.02942 0.0009055 116 640: 20%|█▉ | 11/56 [00:34<00:59, 1.31s/it] 52/299 2.65G 0.03691 0.02942 0.0009055 116 640: 21%|██▏ | 12/56 [00:34<00:41, 1.05it/s] 52/299 2.65G 0.0368 0.02981 0.0008759 160 640: 21%|██▏ | 12/56 [01:07<00:41, 1.05it/s] 52/299 2.65G 0.0368 0.02981 0.0008759 160 640: 23%|██▎ | 13/56 [01:07<07:41, 10.74s/it] 52/299 2.65G 0.03666 0.0294 0.0008586 96 640: 23%|██▎ | 13/56 [01:07<07:41, 10.74s/it] 52/299 2.65G 0.03666 0.0294 0.0008586 96 640: 25%|██▌ | 14/56 [01:07<05:16, 7.54s/it] 52/299 2.65G 0.03671 0.0292 0.0008674 116 640: 25%|██▌ | 14/56 [01:07<05:16, 7.54s/it] 52/299 2.65G 0.03671 0.0292 0.0008674 116 640: 27%|██▋ | 15/56 [01:07<03:37, 5.30s/it] 52/299 2.65G 0.03668 0.02949 0.0008487 141 640: 27%|██▋ | 15/56 [01:08<03:37, 5.30s/it] 52/299 2.65G 0.03668 0.02949 0.0008487 141 640: 29%|██▊ | 16/56 [01:08<02:29, 3.74s/it] 52/299 2.65G 0.03681 0.02971 0.0008328 155 640: 29%|██▊ | 16/56 [01:08<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.557 0.554 0.534 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 53/299 2.65G 0.03499 0.03302 0.0005035 123 640: 0%| | 0/56 [00:00<?, ?it/s] 53/299 2.65G 0.03499 0.03302 0.0005035 123 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 53/299 2.65G 0.035 0.03025 0.0007347 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 53/299 2.65G 0.035 0.03025 0.0007347 132 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 53/299 2.65G 0.035 0.03008 0.0007892 143 640: 4%|▎ | 2/56 [00:00<00:07, 7.30it/s] 53/299 2.65G 0.035 0.03008 0.0007892 143 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 53/299 2.65G 0.0353 0.02875 0.0007416 151 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 53/299 2.65G 0.0353 0.02875 0.0007416 151 640: 7%|▋ | 4/56 [00:00<00:12, 4.05it/s] 53/299 2.65G 0.03498 0.02938 0.0009074 143 640: 7%|▋ | 4/56 [00:42<00:12, 4.05it/s] 53/299 2.65G 0.03498 0.02938 0.0009074 143 640: 9%|▉ | 5/56 [00:42<13:01, 15.32s/it] 53/299 2.65G 0.03555 0.02986 0.0008242 140 640: 9%|▉ | 5/56 [00:43<13:01, 15.32s/it] 53/299 2.65G 0.03555 0.02986 0.0008242 140 640: 11%|█ | 6/56 [00:43<08:27, 10.16s/it] 53/299 2.65G 0.03557 0.03013 0.000825 179 640: 11%|█ | 6/56 [00:43<08:27, 10.16s/it] 53/299 2.65G 0.03557 0.03013 0.000825 179 640: 12%|█▎ | 7/56 [00:43<05:36, 6.87s/it] 53/299 2.65G 0.03561 0.03051 0.0007764 154 640: 12%|█▎ | 7/56 [00:43<05:36, 6.87s/it] 53/299 2.65G 0.03561 0.03051 0.0007764 154 640: 14%|█▍ | 8/56 [00:43<03:46, 4.72s/it] 53/299 2.65G 0.03511 0.02984 0.0008127 105 640: 14%|█▍ | 8/56 [00:43<03:46, 4.72s/it] 53/299 2.65G 0.03511 0.02984 0.0008127 105 640: 16%|█▌ | 9/56 [00:43<02:34, 3.28s/it] 53/299 2.65G 0.03574 0.03001 0.0008749 191 640: 16%|█▌ | 9/56 [00:43<02:34, 3.28s/it] 53/299 2.65G 0.03574 0.03001 0.0008749 191 640: 18%|█▊ | 10/56 [00:43<01:46, 2.31s/it] 53/299 2.65G 0.03569 0.03007 0.0009029 129 640: 18%|█▊ | 10/56 [00:43<01:46, 2.31s/it] 53/299 2.65G 0.03569 0.03007 0.0009029 129 640: 20%|█▉ | 11/56 [00:43<01:13, 1.64s/it] 53/299 2.65G 0.03589 0.03035 0.000859 179 640: 20%|█▉ | 11/56 [00:43<01:13, 1.64s/it] 53/299 2.65G 0.03589 0.03035 0.000859 179 640: 21%|██▏ | 12/56 [00:43<00:51, 1.17s/it] 53/299 2.65G 0.03613 0.03054 0.0008262 140 640: 21%|██▏ | 12/56 [01:16<00:51, 1.17s/it] 53/299 2.65G 0.03613 0.03054 0.0008262 140 640: 23%|██▎ | 13/56 [01:16<07:42, 10.76s/it] 53/299 2.65G 0.03631 0.03034 0.0008121 143 640: 23%|██▎ | 13/56 [01:16<07:42, 10.76s/it] 53/299 2.65G 0.03631 0.03034 0.0008121 143 640: 25%|██▌ | 14/56 [01:16<05:17, 7.56s/it] 53/299 2.65G 0.03655 0.03015 0.0008863 128 640: 25%|██▌ | 14/56 [01:16<05:17, 7.56s/it] 53/299 2.65G 0.03655 0.03015 0.0008863 128 640: 27%|██▋ | 15/56 [01:16<03:37, 5.32s/it] 53/299 2.65G 0.03649 0.02989 0.000855 126 640: 27%|██▋ | 15/56 [01:16<03:37, 5.32s/it] 53/299 2.65G 0.03649 0.02989 0.000855 126 640: 29%|██▊ | 16/56 [01:16<02:30, 3.75s/it] 53/299 2.65G 0.03658 0.02981 0.0009144 144 640: 29%|██▊ | 16/56 [01:17<02:30, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.39it/s]
all 98 501 0.527 0.492 0.49 0.239
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 54/299 2.65G 0.03494 0.02616 0.0003312 102 640: 0%| | 0/56 [00:00<?, ?it/s] 54/299 2.65G 0.03494 0.02616 0.0003312 102 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 54/299 2.65G 0.03445 0.03015 0.0004879 190 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 54/299 2.65G 0.03445 0.03015 0.0004879 190 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 54/299 2.65G 0.03539 0.03106 0.0004922 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 54/299 2.65G 0.03539 0.03106 0.0004922 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 54/299 2.65G 0.03576 0.03074 0.000503 126 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 54/299 2.65G 0.03576 0.03074 0.000503 126 640: 7%|▋ | 4/56 [00:00<00:06, 8.00it/s] 54/299 2.65G 0.03564 0.03042 0.000522 175 640: 7%|▋ | 4/56 [00:33<00:06, 8.00it/s] 54/299 2.65G 0.03564 0.03042 0.000522 175 640: 9%|▉ | 5/56 [00:33<10:10, 11.98s/it] 54/299 2.65G 0.03617 0.03074 0.0006238 149 640: 9%|▉ | 5/56 [00:33<10:10, 11.98s/it] 54/299 2.65G 0.03617 0.03074 0.0006238 149 640: 11%|█ | 6/56 [00:33<06:37, 7.96s/it] 54/299 2.65G 0.03621 0.03052 0.0005918 129 640: 11%|█ | 6/56 [00:33<06:37, 7.96s/it] 54/299 2.65G 0.03621 0.03052 0.0005918 129 640: 12%|█▎ | 7/56 [00:33<04:24, 5.39s/it] 54/299 2.65G 0.03653 0.02964 0.0006092 114 640: 12%|█▎ | 7/56 [00:33<04:24, 5.39s/it] 54/299 2.65G 0.03653 0.02964 0.0006092 114 640: 14%|█▍ | 8/56 [00:33<02:58, 3.71s/it] 54/299 2.65G 0.03699 0.02912 0.0005885 80 640: 14%|█▍ | 8/56 [00:34<02:58, 3.71s/it] 54/299 2.65G 0.03699 0.02912 0.0005885 80 640: 16%|█▌ | 9/56 [00:34<02:01, 2.59s/it] 54/299 2.65G 0.03715 0.02877 0.0006476 127 640: 16%|█▌ | 9/56 [00:34<02:01, 2.59s/it] 54/299 2.65G 0.03715 0.02877 0.0006476 127 640: 18%|█▊ | 10/56 [00:34<01:24, 1.83s/it] 54/299 2.65G 0.03738 0.02942 0.0006246 142 640: 18%|█▊ | 10/56 [00:34<01:24, 1.83s/it] 54/299 2.65G 0.03738 0.02942 0.0006246 142 640: 20%|█▉ | 11/56 [00:34<00:58, 1.31s/it] 54/299 2.65G 0.03684 0.02937 0.0005947 129 640: 20%|█▉ | 11/56 [00:34<00:58, 1.31s/it] 54/299 2.65G 0.03684 0.02937 0.0005947 129 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 54/299 2.65G 0.03666 0.02921 0.0005766 138 640: 21%|██▏ | 12/56 [01:07<00:41, 1.06it/s] 54/299 2.65G 0.03666 0.02921 0.0005766 138 640: 23%|██▎ | 13/56 [01:07<07:36, 10.63s/it] 54/299 2.65G 0.03684 0.02949 0.0005588 156 640: 23%|██▎ | 13/56 [01:07<07:36, 10.63s/it] 54/299 2.65G 0.03684 0.02949 0.0005588 156 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 54/299 2.65G 0.03682 0.02984 0.0005682 164 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 54/299 2.65G 0.03682 0.02984 0.0005682 164 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 54/299 2.65G 0.03678 0.03042 0.0005944 168 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 54/299 2.65G 0.03678 0.03042 0.0005944 168 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it] 54/299 2.65G 0.0369 0.03074 0.0005851 163 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.44it/s]
all 98 501 0.615 0.487 0.533 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 55/299 2.65G 0.0402 0.02228 0.0005055 119 640: 0%| | 0/56 [00:00<?, ?it/s] 55/299 2.65G 0.0402 0.02228 0.0005055 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 55/299 2.65G 0.0379 0.02465 0.0006764 144 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 55/299 2.65G 0.0379 0.02465 0.0006764 144 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 55/299 2.65G 0.03697 0.0258 0.0008138 116 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 55/299 2.65G 0.03697 0.0258 0.0008138 116 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 55/299 2.65G 0.03666 0.02565 0.0007339 116 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 55/299 2.65G 0.03666 0.02565 0.0007339 116 640: 7%|▋ | 4/56 [00:00<00:06, 8.12it/s] 55/299 2.65G 0.03761 0.02651 0.0007012 157 640: 7%|▋ | 4/56 [00:42<00:06, 8.12it/s] 55/299 2.65G 0.03761 0.02651 0.0007012 157 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 55/299 2.65G 0.03708 0.02729 0.0006936 156 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 55/299 2.65G 0.03708 0.02729 0.0006936 156 640: 11%|█ | 6/56 [00:42<08:23, 10.07s/it] 55/299 2.65G 0.037 0.02801 0.0006642 164 640: 11%|█ | 6/56 [00:42<08:23, 10.07s/it] 55/299 2.65G 0.037 0.02801 0.0006642 164 640: 12%|█▎ | 7/56 [00:42<05:34, 6.82s/it] 55/299 2.65G 0.03672 0.02801 0.0006376 108 640: 12%|█▎ | 7/56 [00:42<05:34, 6.82s/it] 55/299 2.65G 0.03672 0.02801 0.0006376 108 640: 14%|█▍ | 8/56 [00:42<03:44, 4.68s/it] 55/299 2.65G 0.03647 0.0281 0.0006676 136 640: 14%|█▍ | 8/56 [00:42<03:44, 4.68s/it] 55/299 2.65G 0.03647 0.0281 0.0006676 136 640: 16%|█▌ | 9/56 [00:42<02:33, 3.26s/it] 55/299 2.65G 0.03616 0.02829 0.0006931 147 640: 16%|█▌ | 9/56 [00:43<02:33, 3.26s/it] 55/299 2.65G 0.03616 0.02829 0.0006931 147 640: 18%|█▊ | 10/56 [00:43<01:45, 2.29s/it] 55/299 2.65G 0.03624 0.02866 0.0006903 133 640: 18%|█▊ | 10/56 [00:43<01:45, 2.29s/it] 55/299 2.65G 0.03624 0.02866 0.0006903 133 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 55/299 2.65G 0.03653 0.02868 0.0006755 127 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 55/299 2.65G 0.03653 0.02868 0.0006755 127 640: 21%|██▏ | 12/56 [00:43<00:51, 1.17s/it] 55/299 2.65G 0.0366 0.02875 0.0006637 172 640: 21%|██▏ | 12/56 [01:15<00:51, 1.17s/it] 55/299 2.65G 0.0366 0.02875 0.0006637 172 640: 23%|██▎ | 13/56 [01:15<07:39, 10.69s/it] 55/299 2.65G 0.03664 0.02901 0.000745 151 640: 23%|██▎ | 13/56 [01:16<07:39, 10.69s/it] 55/299 2.65G 0.03664 0.02901 0.000745 151 640: 25%|██▌ | 14/56 [01:16<05:15, 7.51s/it] 55/299 2.65G 0.03657 0.02893 0.0007794 127 640: 25%|██▌ | 14/56 [01:16<05:15, 7.51s/it] 55/299 2.65G 0.03657 0.02893 0.0007794 127 640: 27%|██▋ | 15/56 [01:16<03:36, 5.28s/it] 55/299 2.65G 0.03648 0.02876 0.0007906 146 640: 27%|██▋ | 15/56 [01:16<03:36, 5.28s/it] 55/299 2.65G 0.03648 0.02876 0.0007906 146 640: 29%|██▊ | 16/56 [01:16<02:29, 3.73s/it] 55/299 2.65G 0.0364 0.02867 0.000764 117 640: 29%|██▊ | 16/56 [01:16<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.43it/s]
all 98 501 0.539 0.562 0.537 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 56/299 2.65G 0.03658 0.02438 0.002276 88 640: 0%| | 0/56 [00:00<?, ?it/s] 56/299 2.65G 0.03658 0.02438 0.002276 88 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 56/299 2.65G 0.03536 0.02689 0.001405 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 56/299 2.65G 0.03536 0.02689 0.001405 139 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 56/299 2.65G 0.03603 0.02787 0.001091 169 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 56/299 2.65G 0.03603 0.02787 0.001091 169 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 56/299 2.65G 0.03508 0.02821 0.0009538 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 56/299 2.65G 0.03508 0.02821 0.0009538 121 640: 7%|▋ | 4/56 [00:00<00:06, 8.08it/s] 56/299 2.65G 0.03518 0.02893 0.0009284 182 640: 7%|▋ | 4/56 [00:42<00:06, 8.08it/s] 56/299 2.65G 0.03518 0.02893 0.0009284 182 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 56/299 2.65G 0.03561 0.02944 0.0008613 125 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 56/299 2.65G 0.03561 0.02944 0.0008613 125 640: 11%|█ | 6/56 [00:42<08:23, 10.07s/it] 56/299 2.65G 0.03575 0.02957 0.0009828 155 640: 11%|█ | 6/56 [00:42<08:23, 10.07s/it] 56/299 2.65G 0.03575 0.02957 0.0009828 155 640: 12%|█▎ | 7/56 [00:42<05:33, 6.81s/it] 56/299 2.65G 0.03648 0.02948 0.0009032 136 640: 12%|█▎ | 7/56 [00:42<05:33, 6.81s/it] 56/299 2.65G 0.03648 0.02948 0.0009032 136 640: 14%|█▍ | 8/56 [00:42<03:44, 4.68s/it] 56/299 2.65G 0.03651 0.02975 0.001061 151 640: 14%|█▍ | 8/56 [00:42<03:44, 4.68s/it] 56/299 2.65G 0.03651 0.02975 0.001061 151 640: 16%|█▌ | 9/56 [00:42<02:32, 3.25s/it] 56/299 2.65G 0.03622 0.0298 0.001017 142 640: 16%|█▌ | 9/56 [00:43<02:32, 3.25s/it] 56/299 2.65G 0.03622 0.0298 0.001017 142 640: 18%|█▊ | 10/56 [00:43<01:45, 2.29s/it] 56/299 2.65G 0.03635 0.03005 0.0009652 115 640: 18%|█▊ | 10/56 [00:43<01:45, 2.29s/it] 56/299 2.65G 0.03635 0.03005 0.0009652 115 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 56/299 2.65G 0.03623 0.02988 0.0009442 151 640: 20%|█▉ | 11/56 [00:43<01:13, 1.63s/it] 56/299 2.65G 0.03623 0.02988 0.0009442 151 640: 21%|██▏ | 12/56 [00:43<00:51, 1.17s/it] 56/299 2.65G 0.03601 0.02965 0.0009114 135 640: 21%|██▏ | 12/56 [01:15<00:51, 1.17s/it] 56/299 2.65G 0.03601 0.02965 0.0009114 135 640: 23%|██▎ | 13/56 [01:15<07:34, 10.58s/it] 56/299 2.65G 0.03591 0.02976 0.0009903 134 640: 23%|██▎ | 13/56 [01:15<07:34, 10.58s/it] 56/299 2.65G 0.03591 0.02976 0.0009903 134 640: 25%|██▌ | 14/56 [01:15<05:12, 7.43s/it] 56/299 2.65G 0.03613 0.02985 0.00096 176 640: 25%|██▌ | 14/56 [01:15<05:12, 7.43s/it] 56/299 2.65G 0.03613 0.02985 0.00096 176 640: 27%|██▋ | 15/56 [01:15<03:34, 5.23s/it] 56/299 2.65G 0.03617 0.03024 0.0009453 211 640: 27%|██▋ | 15/56 [01:15<03:34, 5.23s/it] 56/299 2.65G 0.03617 0.03024 0.0009453 211 640: 29%|██▊ | 16/56 [01:15<02:27, 3.69s/it] 56/299 2.65G 0.03624 0.02988 0.0009309 106 640: 29%|██▊ | 16/56 [01:15<02:27, 3.69s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.583 0.494 0.5 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 57/299 2.65G 0.03711 0.02762 0.0008309 143 640: 0%| | 0/56 [00:00<?, ?it/s] 57/299 2.65G 0.03711 0.02762 0.0008309 143 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 57/299 2.65G 0.03556 0.02672 0.001371 107 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 57/299 2.65G 0.03556 0.02672 0.001371 107 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 57/299 2.65G 0.03454 0.02858 0.001025 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.35it/s] 57/299 2.65G 0.03454 0.02858 0.001025 115 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 57/299 2.65G 0.03413 0.02806 0.001721 127 640: 5%|▌ | 3/56 [00:00<00:06, 7.83it/s] 57/299 2.65G 0.03413 0.02806 0.001721 127 640: 7%|▋ | 4/56 [00:00<00:06, 8.08it/s] 57/299 2.65G 0.03416 0.02861 0.001536 160 640: 7%|▋ | 4/56 [00:33<00:06, 8.08it/s] 57/299 2.65G 0.03416 0.02861 0.001536 160 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 57/299 2.65G 0.03425 0.02842 0.001398 173 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 57/299 2.65G 0.03425 0.02842 0.001398 173 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 57/299 2.65G 0.03445 0.02881 0.001287 136 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 57/299 2.65G 0.03445 0.02881 0.001287 136 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 57/299 2.65G 0.03452 0.02913 0.001208 155 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 57/299 2.65G 0.03452 0.02913 0.001208 155 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 57/299 2.65G 0.03494 0.02988 0.001141 176 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 57/299 2.65G 0.03494 0.02988 0.001141 176 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 57/299 2.65G 0.03489 0.02967 0.001078 135 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 57/299 2.65G 0.03489 0.02967 0.001078 135 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 57/299 2.65G 0.03508 0.02892 0.001113 95 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 57/299 2.65G 0.03508 0.02892 0.001113 95 640: 20%|█▉ | 11/56 [00:33<00:58, 1.30s/it] 57/299 2.65G 0.03498 0.02902 0.001067 140 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 57/299 2.65G 0.03498 0.02902 0.001067 140 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 57/299 2.65G 0.03532 0.02895 0.001012 120 640: 21%|██▏ | 12/56 [01:07<00:41, 1.06it/s] 57/299 2.65G 0.03532 0.02895 0.001012 120 640: 23%|██▎ | 13/56 [01:07<07:38, 10.65s/it] 57/299 2.65G 0.03527 0.02925 0.001001 150 640: 23%|██▎ | 13/56 [01:07<07:38, 10.65s/it] 57/299 2.65G 0.03527 0.02925 0.001001 150 640: 25%|██▌ | 14/56 [01:07<05:14, 7.48s/it] 57/299 2.65G 0.03532 0.02861 0.000989 99 640: 25%|██▌ | 14/56 [01:07<05:14, 7.48s/it] 57/299 2.65G 0.03532 0.02861 0.000989 99 640: 27%|██▋ | 15/56 [01:07<03:35, 5.26s/it] 57/299 2.65G 0.03518 0.02825 0.0009834 107 640: 27%|██▋ | 15/56 [01:07<03:35, 5.26s/it] 57/299 2.65G 0.03518 0.02825 0.0009834 107 640: 29%|██▊ | 16/56 [01:07<02:28, 3.71s/it] 57/299 2.65G 0.03542 0.02813 0.000968 137 640: 29%|██▊ | 16/56 [01:07<02:28, 3.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 8.07it/s]
all 98 501 0.564 0.493 0.506 0.245
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 58/299 2.65G 0.03593 0.03045 0.0007187 159 640: 0%| | 0/56 [00:00<?, ?it/s] 58/299 2.65G 0.03593 0.03045 0.0007187 159 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 58/299 2.65G 0.03608 0.02792 0.0009398 120 640: 2%|▏ | 1/56 [00:00<00:06, 8.44it/s] 58/299 2.65G 0.03608 0.02792 0.0009398 120 640: 4%|▎ | 2/56 [00:00<00:06, 7.79it/s] 58/299 2.65G 0.03559 0.02833 0.001353 146 640: 4%|▎ | 2/56 [00:00<00:06, 7.79it/s] 58/299 2.65G 0.03559 0.02833 0.001353 146 640: 5%|▌ | 3/56 [00:00<00:06, 8.20it/s] 58/299 2.65G 0.03644 0.0299 0.001192 191 640: 5%|▌ | 3/56 [00:00<00:06, 8.20it/s] 58/299 2.65G 0.03644 0.0299 0.001192 191 640: 7%|▋ | 4/56 [00:00<00:09, 5.24it/s] 58/299 2.65G 0.03655 0.02802 0.001059 93 640: 7%|▋ | 4/56 [00:32<00:09, 5.24it/s] 58/299 2.65G 0.03655 0.02802 0.001059 93 640: 9%|▉ | 5/56 [00:32<09:58, 11.73s/it] 58/299 2.65G 0.03612 0.02763 0.0009484 96 640: 9%|▉ | 5/56 [00:33<09:58, 11.73s/it] 58/299 2.65G 0.03612 0.02763 0.0009484 96 640: 11%|█ | 6/56 [00:33<06:30, 7.81s/it] 58/299 2.65G 0.03582 0.02766 0.001273 127 640: 11%|█ | 6/56 [00:33<06:30, 7.81s/it] 58/299 2.65G 0.03582 0.02766 0.001273 127 640: 12%|█▎ | 7/56 [00:33<04:19, 5.30s/it] 58/299 2.65G 0.03542 0.02724 0.001298 115 640: 12%|█▎ | 7/56 [00:33<04:19, 5.30s/it] 58/299 2.65G 0.03542 0.02724 0.001298 115 640: 14%|█▍ | 8/56 [00:33<02:55, 3.65s/it] 58/299 2.65G 0.0354 0.02703 0.001207 102 640: 14%|█▍ | 8/56 [00:33<02:55, 3.65s/it] 58/299 2.65G 0.0354 0.02703 0.001207 102 640: 16%|█▌ | 9/56 [00:33<01:59, 2.54s/it] 58/299 2.65G 0.0353 0.02715 0.001137 129 640: 16%|█▌ | 9/56 [00:33<01:59, 2.54s/it] 58/299 2.65G 0.0353 0.02715 0.001137 129 640: 18%|█▊ | 10/56 [00:33<01:22, 1.80s/it] 58/299 2.65G 0.03505 0.02692 0.001067 131 640: 18%|█▊ | 10/56 [00:33<01:22, 1.80s/it] 58/299 2.65G 0.03505 0.02692 0.001067 131 640: 20%|█▉ | 11/56 [00:33<00:57, 1.29s/it] 58/299 2.65G 0.03495 0.02724 0.001012 172 640: 20%|█▉ | 11/56 [00:33<00:57, 1.29s/it] 58/299 2.65G 0.03495 0.02724 0.001012 172 640: 21%|██▏ | 12/56 [00:33<00:40, 1.07it/s] 58/299 2.65G 0.03501 0.02768 0.001025 128 640: 21%|██▏ | 12/56 [01:06<00:40, 1.07it/s] 58/299 2.65G 0.03501 0.02768 0.001025 128 640: 23%|██▎ | 13/56 [01:06<07:33, 10.56s/it] 58/299 2.65G 0.03535 0.02822 0.0009976 152 640: 23%|██▎ | 13/56 [01:06<07:33, 10.56s/it] 58/299 2.65G 0.03535 0.02822 0.0009976 152 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 58/299 2.65G 0.03527 0.02811 0.0009676 126 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 58/299 2.65G 0.03527 0.02811 0.0009676 126 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 58/299 2.65G 0.03506 0.02802 0.0009444 128 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 58/299 2.65G 0.03506 0.02802 0.0009444 128 640: 29%|██▊ | 16/56 [01:06<02:27, 3.68s/it] 58/299 2.65G 0.03489 0.02798 0.0009866 136 640: 29%|██▊ | 16/56 [01:07<02:27, 3.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.572 0.499 0.508 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 59/299 2.65G 0.03375 0.02485 0.0003983 131 640: 0%| | 0/56 [00:00<?, ?it/s] 59/299 2.65G 0.03375 0.02485 0.0003983 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 59/299 2.65G 0.03515 0.02834 0.0004177 167 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 59/299 2.65G 0.03515 0.02834 0.0004177 167 640: 4%|▎ | 2/56 [00:00<00:09, 5.83it/s] 59/299 2.65G 0.03544 0.02861 0.0005213 125 640: 4%|▎ | 2/56 [00:00<00:09, 5.83it/s] 59/299 2.65G 0.03544 0.02861 0.0005213 125 640: 5%|▌ | 3/56 [00:00<00:07, 6.78it/s] 59/299 2.65G 0.03521 0.0285 0.0005595 148 640: 5%|▌ | 3/56 [00:00<00:07, 6.78it/s] 59/299 2.65G 0.03521 0.0285 0.0005595 148 640: 7%|▋ | 4/56 [00:00<00:07, 7.34it/s] 59/299 2.65G 0.03494 0.02893 0.0005486 161 640: 7%|▋ | 4/56 [00:33<00:07, 7.34it/s] 59/299 2.65G 0.03494 0.02893 0.0005486 161 640: 9%|▉ | 5/56 [00:33<10:12, 12.01s/it] 59/299 2.65G 0.03487 0.02852 0.0005917 139 640: 9%|▉ | 5/56 [00:33<10:12, 12.01s/it] 59/299 2.65G 0.03487 0.02852 0.0005917 139 640: 11%|█ | 6/56 [00:33<06:38, 7.98s/it] 59/299 2.65G 0.0352 0.02818 0.000572 130 640: 11%|█ | 6/56 [00:33<06:38, 7.98s/it] 59/299 2.65G 0.0352 0.02818 0.000572 130 640: 12%|█▎ | 7/56 [00:33<04:24, 5.41s/it] 59/299 2.65G 0.03551 0.02893 0.0005976 208 640: 12%|█▎ | 7/56 [00:34<04:24, 5.41s/it] 59/299 2.65G 0.03551 0.02893 0.0005976 208 640: 14%|█▍ | 8/56 [00:34<02:58, 3.72s/it] 59/299 2.65G 0.03519 0.02902 0.0005751 165 640: 14%|█▍ | 8/56 [00:34<02:58, 3.72s/it] 59/299 2.65G 0.03519 0.02902 0.0005751 165 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 59/299 2.65G 0.03504 0.02966 0.0005517 177 640: 16%|█▌ | 9/56 [00:34<02:02, 2.60s/it] 59/299 2.65G 0.03504 0.02966 0.0005517 177 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 59/299 2.65G 0.03478 0.02939 0.0005584 136 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 59/299 2.65G 0.03478 0.02939 0.0005584 136 640: 20%|█▉ | 11/56 [00:34<00:59, 1.31s/it] 59/299 2.65G 0.03466 0.02869 0.0005482 104 640: 20%|█▉ | 11/56 [00:39<00:59, 1.31s/it] 59/299 2.65G 0.03466 0.02869 0.0005482 104 640: 21%|██▏ | 12/56 [00:39<01:47, 2.44s/it] 59/299 2.65G 0.0348 0.02868 0.0006133 166 640: 21%|██▏ | 12/56 [01:07<01:47, 2.44s/it] 59/299 2.65G 0.0348 0.02868 0.0006133 166 640: 23%|██▎ | 13/56 [01:07<07:16, 10.16s/it] 59/299 2.65G 0.03474 0.02866 0.0006078 159 640: 23%|██▎ | 13/56 [01:07<07:16, 10.16s/it] 59/299 2.65G 0.03474 0.02866 0.0006078 159 640: 25%|██▌ | 14/56 [01:07<04:59, 7.14s/it] 59/299 2.65G 0.03484 0.02875 0.0005952 141 640: 25%|██▌ | 14/56 [01:07<04:59, 7.14s/it] 59/299 2.65G 0.03484 0.02875 0.0005952 141 640: 27%|██▋ | 15/56 [01:07<03:25, 5.02s/it] 59/299 2.65G 0.03497 0.02881 0.0005924 143 640: 27%|██▋ | 15/56 [01:07<03:25, 5.02s/it] 59/299 2.65G 0.03497 0.02881 0.0005924 143 640: 29%|██▊ | 16/56 [01:07<02:21, 3.54s/it] 59/299 2.65G 0.03518 0.02892 0.0005802 156 640: 29%|██▊ | 16/56 [01:07<02:21, 3.54s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.39it/s]
all 98 501 0.517 0.511 0.502 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 60/299 2.65G 0.03423 0.02887 0.0002627 131 640: 0%| | 0/56 [00:00<?, ?it/s] 60/299 2.65G 0.03423 0.02887 0.0002627 131 640: 2%|▏ | 1/56 [00:00<00:06, 7.92it/s] 60/299 2.65G 0.03356 0.02683 0.0003419 118 640: 2%|▏ | 1/56 [00:00<00:06, 7.92it/s] 60/299 2.65G 0.03356 0.02683 0.0003419 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 60/299 2.65G 0.03415 0.02841 0.000346 167 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 60/299 2.65G 0.03415 0.02841 0.000346 167 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 60/299 2.65G 0.03513 0.02868 0.0003574 139 640: 5%|▌ | 3/56 [00:07<00:06, 7.75it/s] 60/299 2.65G 0.03513 0.02868 0.0003574 139 640: 7%|▋ | 4/56 [00:07<02:20, 2.71s/it] 60/299 2.65G 0.03532 0.0298 0.0004001 164 640: 7%|▋ | 4/56 [00:42<02:20, 2.71s/it] 60/299 2.65G 0.03532 0.0298 0.0004001 164 640: 9%|▉ | 5/56 [00:42<12:12, 14.37s/it] 60/299 2.65G 0.03499 0.02952 0.0004703 136 640: 9%|▉ | 5/56 [00:42<12:12, 14.37s/it] 60/299 2.65G 0.03499 0.02952 0.0004703 136 640: 11%|█ | 6/56 [00:42<07:56, 9.54s/it] 60/299 2.65G 0.03502 0.03095 0.0004762 212 640: 11%|█ | 6/56 [00:42<07:56, 9.54s/it] 60/299 2.65G 0.03502 0.03095 0.0004762 212 640: 12%|█▎ | 7/56 [00:42<05:16, 6.45s/it] 60/299 2.65G 0.03546 0.03132 0.0004535 200 640: 12%|█▎ | 7/56 [00:42<05:16, 6.45s/it] 60/299 2.65G 0.03546 0.03132 0.0004535 200 640: 14%|█▍ | 8/56 [00:42<03:32, 4.44s/it] 60/299 2.65G 0.0352 0.03055 0.0005811 121 640: 14%|█▍ | 8/56 [00:42<03:32, 4.44s/it] 60/299 2.65G 0.0352 0.03055 0.0005811 121 640: 16%|█▌ | 9/56 [00:42<02:24, 3.08s/it] 60/299 2.65G 0.03544 0.03058 0.0005756 167 640: 16%|█▌ | 9/56 [00:42<02:24, 3.08s/it] 60/299 2.65G 0.03544 0.03058 0.0005756 167 640: 18%|█▊ | 10/56 [00:42<01:39, 2.17s/it] 60/299 2.65G 0.03558 0.03046 0.0006287 140 640: 18%|█▊ | 10/56 [00:42<01:39, 2.17s/it] 60/299 2.65G 0.03558 0.03046 0.0006287 140 640: 20%|█▉ | 11/56 [00:42<01:09, 1.54s/it] 60/299 2.65G 0.03558 0.03038 0.0006686 169 640: 20%|█▉ | 11/56 [00:42<01:09, 1.54s/it] 60/299 2.65G 0.03558 0.03038 0.0006686 169 640: 21%|██▏ | 12/56 [00:42<00:48, 1.11s/it] 60/299 2.65G 0.03564 0.03026 0.0006666 144 640: 21%|██▏ | 12/56 [01:15<00:48, 1.11s/it] 60/299 2.65G 0.03564 0.03026 0.0006666 144 640: 23%|██▎ | 13/56 [01:15<07:41, 10.72s/it] 60/299 2.65G 0.03564 0.03022 0.0007279 153 640: 23%|██▎ | 13/56 [01:15<07:41, 10.72s/it] 60/299 2.65G 0.03564 0.03022 0.0007279 153 640: 25%|██▌ | 14/56 [01:15<05:16, 7.53s/it] 60/299 2.65G 0.03562 0.02993 0.0007152 110 640: 25%|██▌ | 14/56 [01:16<05:16, 7.53s/it] 60/299 2.65G 0.03562 0.02993 0.0007152 110 640: 27%|██▋ | 15/56 [01:16<03:37, 5.30s/it] 60/299 2.65G 0.0356 0.02966 0.0006935 128 640: 27%|██▋ | 15/56 [01:16<03:37, 5.30s/it] 60/299 2.65G 0.0356 0.02966 0.0006935 128 640: 29%|██▊ | 16/56 [01:16<02:29, 3.74s/it] 60/299 2.65G 0.03567 0.02961 0.0006912 120 640: 29%|██▊ | 16/56 [01:16<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.6 0.5 0.527 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 61/299 2.65G 0.03403 0.0322 0.001228 148 640: 0%| | 0/56 [00:00<?, ?it/s] 61/299 2.65G 0.03403 0.0322 0.001228 148 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 61/299 2.65G 0.03422 0.0322 0.0007974 156 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 61/299 2.65G 0.03422 0.0322 0.0007974 156 640: 4%|▎ | 2/56 [00:00<00:19, 2.71it/s] 61/299 2.65G 0.03527 0.03134 0.0007191 163 640: 4%|▎ | 2/56 [00:00<00:19, 2.71it/s] 61/299 2.65G 0.03527 0.03134 0.0007191 163 640: 5%|▌ | 3/56 [00:00<00:13, 3.93it/s] 61/299 2.65G 0.03475 0.03074 0.0007302 144 640: 5%|▌ | 3/56 [00:00<00:13, 3.93it/s] 61/299 2.65G 0.03475 0.03074 0.0007302 144 640: 7%|▋ | 4/56 [00:00<00:10, 4.97it/s] 61/299 2.65G 0.03412 0.0298 0.0008181 147 640: 7%|▋ | 4/56 [00:33<00:10, 4.97it/s] 61/299 2.65G 0.03412 0.0298 0.0008181 147 640: 9%|▉ | 5/56 [00:33<09:59, 11.76s/it] 61/299 2.65G 0.03415 0.03014 0.000735 131 640: 9%|▉ | 5/56 [00:35<09:59, 11.76s/it] 61/299 2.65G 0.03415 0.03014 0.000735 131 640: 11%|█ | 6/56 [00:35<07:06, 8.52s/it] 61/299 2.65G 0.03449 0.02979 0.0006917 140 640: 11%|█ | 6/56 [00:35<07:06, 8.52s/it] 61/299 2.65G 0.03449 0.02979 0.0006917 140 640: 12%|█▎ | 7/56 [00:35<04:42, 5.77s/it] 61/299 2.65G 0.03458 0.02941 0.0008264 137 640: 12%|█▎ | 7/56 [00:35<04:42, 5.77s/it] 61/299 2.65G 0.03458 0.02941 0.0008264 137 640: 14%|█▍ | 8/56 [00:35<03:10, 3.97s/it] 61/299 2.65G 0.03445 0.02936 0.0007756 127 640: 14%|█▍ | 8/56 [00:35<03:10, 3.97s/it] 61/299 2.65G 0.03445 0.02936 0.0007756 127 640: 16%|█▌ | 9/56 [00:35<02:10, 2.77s/it] 61/299 2.65G 0.03465 0.03054 0.0007675 192 640: 16%|█▌ | 9/56 [00:35<02:10, 2.77s/it] 61/299 2.65G 0.03465 0.03054 0.0007675 192 640: 18%|█▊ | 10/56 [00:35<01:30, 1.96s/it] 61/299 2.65G 0.03496 0.03005 0.0007673 120 640: 18%|█▊ | 10/56 [00:36<01:30, 1.96s/it] 61/299 2.65G 0.03496 0.03005 0.0007673 120 640: 20%|█▉ | 11/56 [00:36<01:02, 1.39s/it] 61/299 2.65G 0.03498 0.03047 0.0007566 191 640: 20%|█▉ | 11/56 [00:42<01:02, 1.39s/it] 61/299 2.65G 0.03498 0.03047 0.0007566 191 640: 21%|██▏ | 12/56 [00:42<02:14, 3.06s/it] 61/299 2.65G 0.0353 0.03096 0.0007891 169 640: 21%|██▏ | 12/56 [01:06<02:14, 3.06s/it] 61/299 2.65G 0.0353 0.03096 0.0007891 169 640: 23%|██▎ | 13/56 [01:06<06:43, 9.37s/it] 61/299 2.65G 0.03544 0.03092 0.0007753 143 640: 23%|██▎ | 13/56 [01:08<06:43, 9.37s/it] 61/299 2.65G 0.03544 0.03092 0.0007753 143 640: 25%|██▌ | 14/56 [01:08<04:59, 7.12s/it] 61/299 2.65G 0.03541 0.03119 0.0007756 178 640: 25%|██▌ | 14/56 [01:08<04:59, 7.12s/it] 61/299 2.65G 0.03541 0.03119 0.0007756 178 640: 27%|██▋ | 15/56 [01:08<03:25, 5.01s/it] 61/299 2.65G 0.03542 0.031 0.0007583 174 640: 27%|██▋ | 15/56 [01:08<03:25, 5.01s/it] 61/299 2.65G 0.03542 0.031 0.0007583 174 640: 29%|██▊ | 16/56 [01:08<02:21, 3.54s/it] 61/299 2.65G 0.0355 0.03098 0.0007813 141 640: 29%|██▊ | 16/56 [01:09<02:21, 3.54s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.592 0.555 0.541 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 62/299 2.65G 0.03751 0.03486 0.001124 181 640: 0%| | 0/56 [00:00<?, ?it/s] 62/299 2.65G 0.03751 0.03486 0.001124 181 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 62/299 2.65G 0.03658 0.03175 0.001057 170 640: 2%|▏ | 1/56 [00:00<00:06, 8.30it/s] 62/299 2.65G 0.03658 0.03175 0.001057 170 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 62/299 2.65G 0.03571 0.03224 0.000793 156 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 62/299 2.65G 0.03571 0.03224 0.000793 156 640: 5%|▌ | 3/56 [00:00<00:06, 7.68it/s] 62/299 2.65G 0.0347 0.03032 0.0006878 96 640: 5%|▌ | 3/56 [00:08<00:06, 7.68it/s] 62/299 2.65G 0.0347 0.03032 0.0006878 96 640: 7%|▋ | 4/56 [00:08<02:40, 3.09s/it] 62/299 2.65G 0.03421 0.03036 0.0006417 168 640: 7%|▋ | 4/56 [00:41<02:40, 3.09s/it] 62/299 2.65G 0.03421 0.03036 0.0006417 168 640: 9%|▉ | 5/56 [00:41<11:48, 13.89s/it] 62/299 2.65G 0.03377 0.03017 0.0007134 190 640: 9%|▉ | 5/56 [00:41<11:48, 13.89s/it] 62/299 2.65G 0.03377 0.03017 0.0007134 190 640: 11%|█ | 6/56 [00:41<07:40, 9.21s/it] 62/299 2.65G 0.03397 0.02945 0.0006807 118 640: 11%|█ | 6/56 [00:41<07:40, 9.21s/it] 62/299 2.65G 0.03397 0.02945 0.0006807 118 640: 12%|█▎ | 7/56 [00:41<05:05, 6.24s/it] 62/299 2.65G 0.03377 0.02917 0.0006707 138 640: 12%|█▎ | 7/56 [00:41<05:05, 6.24s/it] 62/299 2.65G 0.03377 0.02917 0.0006707 138 640: 14%|█▍ | 8/56 [00:41<03:25, 4.29s/it] 62/299 2.65G 0.03399 0.02921 0.0007002 134 640: 14%|█▍ | 8/56 [00:41<03:25, 4.29s/it] 62/299 2.65G 0.03399 0.02921 0.0007002 134 640: 16%|█▌ | 9/56 [00:41<02:20, 2.98s/it] 62/299 2.65G 0.034 0.02942 0.0006765 125 640: 16%|█▌ | 9/56 [00:41<02:20, 2.98s/it] 62/299 2.65G 0.034 0.02942 0.0006765 125 640: 18%|█▊ | 10/56 [00:41<01:36, 2.10s/it] 62/299 2.65G 0.03422 0.02943 0.0007517 160 640: 18%|█▊ | 10/56 [00:41<01:36, 2.10s/it] 62/299 2.65G 0.03422 0.02943 0.0007517 160 640: 20%|█▉ | 11/56 [00:41<01:07, 1.49s/it] 62/299 2.65G 0.0342 0.02927 0.0007324 140 640: 20%|█▉ | 11/56 [00:49<01:07, 1.49s/it] 62/299 2.65G 0.0342 0.02927 0.0007324 140 640: 21%|██▏ | 12/56 [00:49<02:31, 3.45s/it] 62/299 2.65G 0.03434 0.02863 0.0007017 78 640: 21%|██▏ | 12/56 [01:14<02:31, 3.45s/it] 62/299 2.65G 0.03434 0.02863 0.0007017 78 640: 23%|██▎ | 13/56 [01:14<07:08, 9.97s/it] 62/299 2.65G 0.03443 0.02835 0.000678 106 640: 23%|██▎ | 13/56 [01:14<07:08, 9.97s/it] 62/299 2.65G 0.03443 0.02835 0.000678 106 640: 25%|██▌ | 14/56 [01:14<04:54, 7.01s/it] 62/299 2.65G 0.03441 0.02829 0.0007408 149 640: 25%|██▌ | 14/56 [01:14<04:54, 7.01s/it] 62/299 2.65G 0.03441 0.02829 0.0007408 149 640: 27%|██▋ | 15/56 [01:14<03:22, 4.93s/it] 62/299 2.65G 0.03451 0.02854 0.0007252 147 640: 27%|██▋ | 15/56 [01:15<03:22, 4.93s/it] 62/299 2.65G 0.03451 0.02854 0.0007252 147 640: 29%|██▊ | 16/56 [01:15<02:19, 3.48s/it] 62/299 2.65G 0.03459 0.02866 0.0007084 146 640: 29%|██▊ | 16/56 [01:15<02:19, 3.48s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.576 0.542 0.545 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 63/299 2.65G 0.03243 0.03381 0.0004479 168 640: 0%| | 0/56 [00:00<?, ?it/s] 63/299 2.65G 0.03243 0.03381 0.0004479 168 640: 2%|▏ | 1/56 [00:00<00:06, 8.03it/s] 63/299 2.65G 0.03375 0.02985 0.0004213 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.03it/s] 63/299 2.65G 0.03375 0.02985 0.0004213 130 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 63/299 2.65G 0.034 0.02935 0.0005381 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.40it/s] 63/299 2.65G 0.034 0.02935 0.0005381 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 63/299 2.65G 0.03419 0.03026 0.000604 149 640: 5%|▌ | 3/56 [00:07<00:06, 7.82it/s] 63/299 2.65G 0.03419 0.03026 0.000604 149 640: 7%|▋ | 4/56 [00:07<02:30, 2.90s/it] 63/299 2.65G 0.03451 0.0293 0.0005409 102 640: 7%|▋ | 4/56 [00:35<02:30, 2.90s/it] 63/299 2.65G 0.03451 0.0293 0.0005409 102 640: 9%|▉ | 5/56 [00:35<10:17, 12.12s/it] 63/299 2.65G 0.03463 0.02851 0.0005243 116 640: 9%|▉ | 5/56 [00:36<10:17, 12.12s/it] 63/299 2.65G 0.03463 0.02851 0.0005243 116 640: 11%|█ | 6/56 [00:36<06:42, 8.05s/it] 63/299 2.65G 0.03474 0.0281 0.0005059 145 640: 11%|█ | 6/56 [00:36<06:42, 8.05s/it] 63/299 2.65G 0.03474 0.0281 0.0005059 145 640: 12%|█▎ | 7/56 [00:36<04:27, 5.45s/it] 63/299 2.65G 0.03459 0.02776 0.0005129 126 640: 12%|█▎ | 7/56 [00:36<04:27, 5.45s/it] 63/299 2.65G 0.03459 0.02776 0.0005129 126 640: 14%|█▍ | 8/56 [00:36<03:00, 3.75s/it] 63/299 2.65G 0.03517 0.02771 0.0005052 135 640: 14%|█▍ | 8/56 [00:36<03:00, 3.75s/it] 63/299 2.65G 0.03517 0.02771 0.0005052 135 640: 16%|█▌ | 9/56 [00:36<02:02, 2.61s/it] 63/299 2.65G 0.03519 0.02789 0.0006772 131 640: 16%|█▌ | 9/56 [00:36<02:02, 2.61s/it] 63/299 2.65G 0.03519 0.02789 0.0006772 131 640: 18%|█▊ | 10/56 [00:36<01:25, 1.85s/it] 63/299 2.65G 0.03534 0.02756 0.0008312 138 640: 18%|█▊ | 10/56 [00:36<01:25, 1.85s/it] 63/299 2.65G 0.03534 0.02756 0.0008312 138 640: 20%|█▉ | 11/56 [00:36<00:59, 1.32s/it] 63/299 2.65G 0.03519 0.0271 0.0007957 108 640: 20%|█▉ | 11/56 [00:41<00:59, 1.32s/it] 63/299 2.65G 0.03519 0.0271 0.0007957 108 640: 21%|██▏ | 12/56 [00:41<01:42, 2.33s/it] 63/299 2.65G 0.03547 0.02683 0.0007891 143 640: 21%|██▏ | 12/56 [01:10<01:42, 2.33s/it] 63/299 2.65G 0.03547 0.02683 0.0007891 143 640: 23%|██▎ | 13/56 [01:10<07:23, 10.31s/it] 63/299 2.65G 0.03536 0.02667 0.0008601 126 640: 23%|██▎ | 13/56 [01:10<07:23, 10.31s/it] 63/299 2.65G 0.03536 0.02667 0.0008601 126 640: 25%|██▌ | 14/56 [01:10<05:04, 7.25s/it] 63/299 2.65G 0.03544 0.0269 0.0008399 134 640: 25%|██▌ | 14/56 [01:10<05:04, 7.25s/it] 63/299 2.65G 0.03544 0.0269 0.0008399 134 640: 27%|██▋ | 15/56 [01:10<03:29, 5.10s/it] 63/299 2.65G 0.03529 0.02686 0.0008126 108 640: 27%|██▋ | 15/56 [01:10<03:29, 5.10s/it] 63/299 2.65G 0.03529 0.02686 0.0008126 108 640: 29%|██▊ | 16/56 [01:10<02:23, 3.60s/it] 63/299 2.65G 0.03522 0.02708 0.0008001 163 640: 29%|██▊ | 16/56 [01:10<02:23, 3.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
all 98 501 0.622 0.492 0.546 0.272
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 64/299 2.65G 0.03423 0.02698 0.001291 129 640: 0%| | 0/56 [00:00<?, ?it/s] 64/299 2.65G 0.03423 0.02698 0.001291 129 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 64/299 2.65G 0.03471 0.0311 0.0008942 170 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 64/299 2.65G 0.03471 0.0311 0.0008942 170 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 64/299 2.65G 0.03487 0.02922 0.0009529 146 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 64/299 2.65G 0.03487 0.02922 0.0009529 146 640: 5%|▌ | 3/56 [00:00<00:06, 7.69it/s] 64/299 2.65G 0.0339 0.02872 0.0008345 139 640: 5%|▌ | 3/56 [00:04<00:06, 7.69it/s] 64/299 2.65G 0.0339 0.02872 0.0008345 139 640: 7%|▋ | 4/56 [00:04<01:31, 1.77s/it] 64/299 2.65G 0.03394 0.02899 0.000862 138 640: 7%|▋ | 4/56 [00:33<01:31, 1.77s/it] 64/299 2.65G 0.03394 0.02899 0.000862 138 640: 9%|▉ | 5/56 [00:33<09:44, 11.46s/it] 64/299 2.65G 0.03376 0.02866 0.0008196 116 640: 9%|▉ | 5/56 [00:33<09:44, 11.46s/it] 64/299 2.65G 0.03376 0.02866 0.0008196 116 640: 11%|█ | 6/56 [00:33<06:20, 7.61s/it] 64/299 2.65G 0.03424 0.02853 0.0007544 113 640: 11%|█ | 6/56 [00:34<06:20, 7.61s/it] 64/299 2.65G 0.03424 0.02853 0.0007544 113 640: 12%|█▎ | 7/56 [00:34<04:22, 5.36s/it] 64/299 2.65G 0.03428 0.02915 0.0007555 138 640: 12%|█▎ | 7/56 [00:34<04:22, 5.36s/it] 64/299 2.65G 0.03428 0.02915 0.0007555 138 640: 14%|█▍ | 8/56 [00:34<02:57, 3.69s/it] 64/299 2.65G 0.03447 0.02914 0.0007417 140 640: 14%|█▍ | 8/56 [00:34<02:57, 3.69s/it] 64/299 2.65G 0.03447 0.02914 0.0007417 140 640: 16%|█▌ | 9/56 [00:34<02:01, 2.58s/it] 64/299 2.65G 0.03452 0.02873 0.0007966 120 640: 16%|█▌ | 9/56 [00:34<02:01, 2.58s/it] 64/299 2.65G 0.03452 0.02873 0.0007966 120 640: 18%|█▊ | 10/56 [00:34<01:23, 1.82s/it] 64/299 2.65G 0.03476 0.02874 0.0007636 161 640: 18%|█▊ | 10/56 [00:34<01:23, 1.82s/it] 64/299 2.65G 0.03476 0.02874 0.0007636 161 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 64/299 2.65G 0.03481 0.02894 0.0007606 183 640: 20%|█▉ | 11/56 [00:39<00:58, 1.30s/it] 64/299 2.65G 0.03481 0.02894 0.0007606 183 640: 21%|██▏ | 12/56 [00:39<01:39, 2.25s/it] 64/299 2.65G 0.03471 0.02844 0.0008464 116 640: 21%|██▏ | 12/56 [01:07<01:39, 2.25s/it] 64/299 2.65G 0.03471 0.02844 0.0008464 116 640: 23%|██▎ | 13/56 [01:07<07:12, 10.05s/it] 64/299 2.65G 0.03465 0.02817 0.0008141 111 640: 23%|██▎ | 13/56 [01:07<07:12, 10.05s/it] 64/299 2.65G 0.03465 0.02817 0.0008141 111 640: 25%|██▌ | 14/56 [01:07<04:56, 7.06s/it] 64/299 2.65G 0.03456 0.02807 0.0008308 146 640: 25%|██▌ | 14/56 [01:07<04:56, 7.06s/it] 64/299 2.65G 0.03456 0.02807 0.0008308 146 640: 27%|██▋ | 15/56 [01:07<03:30, 5.13s/it] 64/299 2.65G 0.03458 0.02842 0.0008134 190 640: 27%|██▋ | 15/56 [01:08<03:30, 5.13s/it] 64/299 2.65G 0.03458 0.02842 0.0008134 190 640: 29%|██▊ | 16/56 [01:08<02:24, 3.62s/it] 64/299 2.65G 0.03457 0.02889 0.0007923 180 640: 29%|██▊ | 16/56 [01:08<02:24, 3.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.59it/s]
all 98 501 0.584 0.511 0.524 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 65/299 2.65G 0.0333 0.03389 0.0003574 163 640: 0%| | 0/56 [00:00<?, ?it/s] 65/299 2.65G 0.0333 0.03389 0.0003574 163 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 65/299 2.65G 0.03327 0.02958 0.000992 121 640: 2%|▏ | 1/56 [00:00<00:06, 8.31it/s] 65/299 2.65G 0.03327 0.02958 0.000992 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 65/299 2.65G 0.03413 0.02913 0.00145 146 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 65/299 2.65G 0.03413 0.02913 0.00145 146 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 65/299 2.65G 0.03496 0.02835 0.001197 133 640: 5%|▌ | 3/56 [00:05<00:06, 7.82it/s] 65/299 2.65G 0.03496 0.02835 0.001197 133 640: 7%|▋ | 4/56 [00:05<01:53, 2.18s/it] 65/299 2.65G 0.03461 0.0298 0.001095 208 640: 7%|▋ | 4/56 [00:32<01:53, 2.18s/it] 65/299 2.65G 0.03461 0.0298 0.001095 208 640: 9%|▉ | 5/56 [00:32<09:25, 11.10s/it] 65/299 2.65G 0.0343 0.02896 0.0009655 110 640: 9%|▉ | 5/56 [00:32<09:25, 11.10s/it] 65/299 2.65G 0.0343 0.02896 0.0009655 110 640: 11%|█ | 6/56 [00:32<06:08, 7.37s/it] 65/299 2.65G 0.03414 0.02955 0.0009301 146 640: 11%|█ | 6/56 [00:32<06:08, 7.37s/it] 65/299 2.65G 0.03414 0.02955 0.0009301 146 640: 12%|█▎ | 7/56 [00:32<04:05, 5.00s/it] 65/299 2.65G 0.03399 0.02895 0.0008987 118 640: 12%|█▎ | 7/56 [00:32<04:05, 5.00s/it] 65/299 2.65G 0.03399 0.02895 0.0008987 118 640: 14%|█▍ | 8/56 [00:32<02:45, 3.45s/it] 65/299 2.65G 0.03376 0.02894 0.0008571 134 640: 14%|█▍ | 8/56 [00:33<02:45, 3.45s/it] 65/299 2.65G 0.03376 0.02894 0.0008571 134 640: 16%|█▌ | 9/56 [00:33<01:53, 2.41s/it] 65/299 2.65G 0.03321 0.02818 0.0008027 98 640: 16%|█▌ | 9/56 [00:33<01:53, 2.41s/it] 65/299 2.65G 0.03321 0.02818 0.0008027 98 640: 18%|█▊ | 10/56 [00:33<01:18, 1.71s/it] 65/299 2.65G 0.03318 0.02838 0.0008255 160 640: 18%|█▊ | 10/56 [00:33<01:18, 1.71s/it] 65/299 2.65G 0.03318 0.02838 0.0008255 160 640: 20%|█▉ | 11/56 [00:33<00:55, 1.22s/it] 65/299 2.65G 0.03338 0.02834 0.0008069 137 640: 20%|█▉ | 11/56 [00:49<00:55, 1.22s/it] 65/299 2.65G 0.03338 0.02834 0.0008069 137 640: 21%|██▏ | 12/56 [00:49<04:08, 5.65s/it] 65/299 2.65G 0.03355 0.02815 0.0007914 129 640: 21%|██▏ | 12/56 [01:06<04:08, 5.65s/it] 65/299 2.65G 0.03355 0.02815 0.0007914 129 640: 23%|██▎ | 13/56 [01:06<06:32, 9.13s/it] 65/299 2.65G 0.03344 0.028 0.0007557 124 640: 23%|██▎ | 13/56 [01:06<06:32, 9.13s/it] 65/299 2.65G 0.03344 0.028 0.0007557 124 640: 25%|██▌ | 14/56 [01:06<04:29, 6.42s/it] 65/299 2.65G 0.03353 0.02793 0.0007236 131 640: 25%|██▌ | 14/56 [01:06<04:29, 6.42s/it] 65/299 2.65G 0.03353 0.02793 0.0007236 131 640: 27%|██▋ | 15/56 [01:06<03:05, 4.52s/it] 65/299 2.65G 0.03351 0.02771 0.0007108 134 640: 27%|██▋ | 15/56 [01:06<03:05, 4.52s/it] 65/299 2.65G 0.03351 0.02771 0.0007108 134 640: 29%|██▊ | 16/56 [01:06<02:07, 3.20s/it] 65/299 2.65G 0.03363 0.02766 0.0007358 118 640: 29%|██▊ | 16/56 [01:06<02:07, 3.20s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.35it/s]
all 98 501 0.612 0.495 0.53 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 66/299 2.65G 0.03228 0.02161 0.0003379 107 640: 0%| | 0/56 [00:00<?, ?it/s] 66/299 2.65G 0.03228 0.02161 0.0003379 107 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 66/299 2.65G 0.03341 0.02318 0.0006391 123 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 66/299 2.65G 0.03341 0.02318 0.0006391 123 640: 4%|▎ | 2/56 [00:00<00:07, 7.17it/s] 66/299 2.65G 0.034 0.02514 0.0006981 149 640: 4%|▎ | 2/56 [00:00<00:07, 7.17it/s] 66/299 2.65G 0.034 0.02514 0.0006981 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.66it/s] 66/299 2.65G 0.03421 0.0256 0.0006533 155 640: 5%|▌ | 3/56 [00:16<00:06, 7.66it/s] 66/299 2.65G 0.03421 0.0256 0.0006533 155 640: 7%|▋ | 4/56 [00:16<05:34, 6.42s/it] 66/299 2.65G 0.03453 0.02588 0.0006297 137 640: 7%|▋ | 4/56 [00:44<05:34, 6.42s/it] 66/299 2.65G 0.03453 0.02588 0.0006297 137 640: 9%|▉ | 5/56 [00:44<12:13, 14.38s/it] 66/299 2.65G 0.03445 0.02651 0.00059 146 640: 9%|▉ | 5/56 [00:45<12:13, 14.38s/it] 66/299 2.65G 0.03445 0.02651 0.00059 146 640: 11%|█ | 6/56 [00:45<07:56, 9.54s/it] 66/299 2.65G 0.03484 0.0276 0.0005941 167 640: 11%|█ | 6/56 [00:45<07:56, 9.54s/it] 66/299 2.65G 0.03484 0.0276 0.0005941 167 640: 12%|█▎ | 7/56 [00:45<05:16, 6.46s/it] 66/299 2.65G 0.03507 0.02714 0.0005699 104 640: 12%|█▎ | 7/56 [00:45<05:16, 6.46s/it] 66/299 2.65G 0.03507 0.02714 0.0005699 104 640: 14%|█▍ | 8/56 [00:45<03:33, 4.44s/it] 66/299 2.65G 0.03542 0.02719 0.0006071 152 640: 14%|█▍ | 8/56 [00:45<03:33, 4.44s/it] 66/299 2.65G 0.03542 0.02719 0.0006071 152 640: 16%|█▌ | 9/56 [00:45<02:25, 3.09s/it] 66/299 2.65G 0.03505 0.02705 0.0005886 150 640: 16%|█▌ | 9/56 [00:45<02:25, 3.09s/it] 66/299 2.65G 0.03505 0.02705 0.0005886 150 640: 18%|█▊ | 10/56 [00:45<01:40, 2.18s/it] 66/299 2.65G 0.03485 0.02681 0.0005795 116 640: 18%|█▊ | 10/56 [00:45<01:40, 2.18s/it] 66/299 2.65G 0.03485 0.02681 0.0005795 116 640: 20%|█▉ | 11/56 [00:45<01:09, 1.55s/it] 66/299 2.65G 0.03497 0.02702 0.0005638 176 640: 20%|█▉ | 11/56 [00:50<01:09, 1.55s/it] 66/299 2.65G 0.03497 0.02702 0.0005638 176 640: 21%|██▏ | 12/56 [00:50<01:53, 2.58s/it] 66/299 2.65G 0.03479 0.02746 0.0005845 156 640: 21%|██▏ | 12/56 [01:18<01:53, 2.58s/it] 66/299 2.65G 0.03479 0.02746 0.0005845 156 640: 23%|██▎ | 13/56 [01:18<07:25, 10.36s/it] 66/299 2.65G 0.03464 0.02741 0.0005955 156 640: 23%|██▎ | 13/56 [01:19<07:25, 10.36s/it] 66/299 2.65G 0.03464 0.02741 0.0005955 156 640: 25%|██▌ | 14/56 [01:19<05:05, 7.28s/it] 66/299 2.65G 0.03466 0.0277 0.0005896 144 640: 25%|██▌ | 14/56 [01:19<05:05, 7.28s/it] 66/299 2.65G 0.03466 0.0277 0.0005896 144 640: 27%|██▋ | 15/56 [01:19<03:29, 5.12s/it] 66/299 2.65G 0.03487 0.02767 0.0005805 110 640: 27%|██▋ | 15/56 [01:19<03:29, 5.12s/it] 66/299 2.65G 0.03487 0.02767 0.0005805 110 640: 29%|██▊ | 16/56 [01:19<02:24, 3.61s/it] 66/299 2.65G 0.03498 0.02785 0.0005777 149 640: 29%|██▊ | 16/56 [01:19<02:24, 3.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.504 0.501 0.502 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 67/299 2.65G 0.03331 0.02668 0.000675 135 640: 0%| | 0/56 [00:00<?, ?it/s] 67/299 2.65G 0.03331 0.02668 0.000675 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 67/299 2.65G 0.03272 0.0248 0.0005315 108 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 67/299 2.65G 0.03272 0.0248 0.0005315 108 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 67/299 2.65G 0.03288 0.02684 0.0004929 160 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 67/299 2.65G 0.03288 0.02684 0.0004929 160 640: 5%|▌ | 3/56 [00:00<00:06, 7.84it/s] 67/299 2.65G 0.03264 0.0252 0.0007969 92 640: 5%|▌ | 3/56 [00:05<00:06, 7.84it/s] 67/299 2.65G 0.03264 0.0252 0.0007969 92 640: 7%|▋ | 4/56 [00:05<01:59, 2.29s/it] 67/299 2.65G 0.03259 0.02515 0.0007027 119 640: 7%|▋ | 4/56 [00:33<01:59, 2.29s/it] 67/299 2.65G 0.03259 0.02515 0.0007027 119 640: 9%|▉ | 5/56 [00:33<09:33, 11.25s/it] 67/299 2.65G 0.03277 0.0252 0.000699 143 640: 9%|▉ | 5/56 [00:33<09:33, 11.25s/it] 67/299 2.65G 0.03277 0.0252 0.000699 143 640: 11%|█ | 6/56 [00:33<06:13, 7.47s/it] 67/299 2.65G 0.03259 0.0253 0.0008541 131 640: 11%|█ | 6/56 [00:33<06:13, 7.47s/it] 67/299 2.65G 0.03259 0.0253 0.0008541 131 640: 12%|█▎ | 7/56 [00:33<04:08, 5.07s/it] 67/299 2.65G 0.03272 0.02575 0.0008306 109 640: 12%|█▎ | 7/56 [00:33<04:08, 5.07s/it] 67/299 2.65G 0.03272 0.02575 0.0008306 109 640: 14%|█▍ | 8/56 [00:33<02:47, 3.49s/it] 67/299 2.65G 0.03271 0.02635 0.000888 139 640: 14%|█▍ | 8/56 [00:33<02:47, 3.49s/it] 67/299 2.65G 0.03271 0.02635 0.000888 139 640: 16%|█▌ | 9/56 [00:33<01:54, 2.44s/it] 67/299 2.65G 0.03283 0.02614 0.0008331 106 640: 16%|█▌ | 9/56 [00:33<01:54, 2.44s/it] 67/299 2.65G 0.03283 0.02614 0.0008331 106 640: 18%|█▊ | 10/56 [00:33<01:19, 1.73s/it] 67/299 2.65G 0.03324 0.02688 0.000786 157 640: 18%|█▊ | 10/56 [00:33<01:19, 1.73s/it] 67/299 2.65G 0.03324 0.02688 0.000786 157 640: 20%|█▉ | 11/56 [00:33<00:55, 1.24s/it] 67/299 2.65G 0.03313 0.02686 0.0007738 124 640: 20%|█▉ | 11/56 [00:48<00:55, 1.24s/it] 67/299 2.65G 0.03313 0.02686 0.0007738 124 640: 21%|██▏ | 12/56 [00:48<03:57, 5.40s/it] 67/299 2.65G 0.03296 0.02657 0.0007339 105 640: 21%|██▏ | 12/56 [01:06<03:57, 5.40s/it] 67/299 2.65G 0.03296 0.02657 0.0007339 105 640: 23%|██▎ | 13/56 [01:06<06:35, 9.19s/it] 67/299 2.65G 0.03287 0.02647 0.0007939 110 640: 23%|██▎ | 13/56 [01:06<06:35, 9.19s/it] 67/299 2.65G 0.03287 0.02647 0.0007939 110 640: 25%|██▌ | 14/56 [01:06<04:31, 6.47s/it] 67/299 2.65G 0.03304 0.02657 0.0007784 154 640: 25%|██▌ | 14/56 [01:07<04:31, 6.47s/it] 67/299 2.65G 0.03304 0.02657 0.0007784 154 640: 27%|██▋ | 15/56 [01:07<03:06, 4.55s/it] 67/299 2.65G 0.03302 0.02661 0.0007559 137 640: 27%|██▋ | 15/56 [01:07<03:06, 4.55s/it] 67/299 2.65G 0.03302 0.02661 0.0007559 137 640: 29%|██▊ | 16/56 [01:07<02:08, 3.22s/it] 67/299 2.65G 0.03301 0.02676 0.0007575 148 640: 29%|██▊ | 16/56 [01:07<02:08, 3.22s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.552 0.52 0.516 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 68/299 2.65G 0.03513 0.02873 0.0007647 155 640: 0%| | 0/56 [00:00<?, ?it/s] 68/299 2.65G 0.03513 0.02873 0.0007647 155 640: 2%|▏ | 1/56 [00:00<00:06, 7.99it/s] 68/299 2.65G 0.03457 0.02851 0.0005641 188 640: 2%|▏ | 1/56 [00:00<00:06, 7.99it/s] 68/299 2.65G 0.03457 0.02851 0.0005641 188 640: 4%|▎ | 2/56 [00:00<00:07, 7.15it/s] 68/299 2.65G 0.03319 0.02872 0.0004665 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.15it/s] 68/299 2.65G 0.03319 0.02872 0.0004665 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.65it/s] 68/299 2.65G 0.03291 0.02789 0.000456 110 640: 5%|▌ | 3/56 [00:15<00:06, 7.65it/s] 68/299 2.65G 0.03291 0.02789 0.000456 110 640: 7%|▋ | 4/56 [00:15<05:08, 5.94s/it] 68/299 2.65G 0.03312 0.02787 0.0004532 159 640: 7%|▋ | 4/56 [00:44<05:08, 5.94s/it] 68/299 2.65G 0.03312 0.02787 0.0004532 159 640: 9%|▉ | 5/56 [00:44<12:12, 14.37s/it] 68/299 2.65G 0.03312 0.02803 0.0004367 164 640: 9%|▉ | 5/56 [00:44<12:12, 14.37s/it] 68/299 2.65G 0.03312 0.02803 0.0004367 164 640: 11%|█ | 6/56 [00:44<07:56, 9.54s/it] 68/299 2.65G 0.03371 0.02845 0.0004732 171 640: 11%|█ | 6/56 [00:44<07:56, 9.54s/it] 68/299 2.65G 0.03371 0.02845 0.0004732 171 640: 12%|█▎ | 7/56 [00:44<05:16, 6.45s/it] 68/299 2.65G 0.03381 0.02836 0.0006419 145 640: 12%|█▎ | 7/56 [00:44<05:16, 6.45s/it] 68/299 2.65G 0.03381 0.02836 0.0006419 145 640: 14%|█▍ | 8/56 [00:44<03:32, 4.44s/it] 68/299 2.65G 0.03373 0.02839 0.0007255 139 640: 14%|█▍ | 8/56 [00:45<03:32, 4.44s/it] 68/299 2.65G 0.03373 0.02839 0.0007255 139 640: 16%|█▌ | 9/56 [00:45<02:25, 3.09s/it] 68/299 2.65G 0.03363 0.02803 0.0007209 145 640: 16%|█▌ | 9/56 [00:45<02:25, 3.09s/it] 68/299 2.65G 0.03363 0.02803 0.0007209 145 640: 18%|█▊ | 10/56 [00:45<01:39, 2.17s/it] 68/299 2.65G 0.03363 0.02782 0.0007045 132 640: 18%|█▊ | 10/56 [00:45<01:39, 2.17s/it] 68/299 2.65G 0.03363 0.02782 0.0007045 132 640: 20%|█▉ | 11/56 [00:45<01:09, 1.54s/it] 68/299 2.65G 0.03397 0.02811 0.0006932 175 640: 20%|█▉ | 11/56 [00:49<01:09, 1.54s/it] 68/299 2.65G 0.03397 0.02811 0.0006932 175 640: 21%|██▏ | 12/56 [00:49<01:39, 2.26s/it] 68/299 2.65G 0.03419 0.02818 0.0006741 155 640: 21%|██▏ | 12/56 [01:18<01:39, 2.26s/it] 68/299 2.65G 0.03419 0.02818 0.0006741 155 640: 23%|██▎ | 13/56 [01:18<07:27, 10.40s/it] 68/299 2.65G 0.0343 0.02811 0.0006504 143 640: 23%|██▎ | 13/56 [01:18<07:27, 10.40s/it] 68/299 2.65G 0.0343 0.02811 0.0006504 143 640: 25%|██▌ | 14/56 [01:18<05:06, 7.31s/it] 68/299 2.65G 0.03431 0.028 0.0006513 102 640: 25%|██▌ | 14/56 [01:18<05:06, 7.31s/it] 68/299 2.65G 0.03431 0.028 0.0006513 102 640: 27%|██▋ | 15/56 [01:18<03:30, 5.14s/it] 68/299 2.65G 0.03435 0.028 0.0006396 121 640: 27%|██▋ | 15/56 [01:18<03:30, 5.14s/it] 68/299 2.65G 0.03435 0.028 0.0006396 121 640: 29%|██▊ | 16/56 [01:18<02:25, 3.63s/it] 68/299 2.65G 0.03448 0.02816 0.0006422 182 640: 29%|██▊ | 16/56 [01:18<02:25, 3.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.34it/s]
all 98 501 0.591 0.482 0.505 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 69/299 2.65G 0.02999 0.02597 0.0003376 135 640: 0%| | 0/56 [00:00<?, ?it/s] 69/299 2.65G 0.02999 0.02597 0.0003376 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 69/299 2.65G 0.03432 0.02823 0.000541 130 640: 2%|▏ | 1/56 [00:00<00:06, 8.20it/s] 69/299 2.65G 0.03432 0.02823 0.000541 130 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 69/299 2.65G 0.03319 0.02897 0.0006653 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 69/299 2.65G 0.03319 0.02897 0.0006653 135 640: 5%|▌ | 3/56 [00:00<00:06, 7.63it/s] 69/299 2.65G 0.0337 0.02865 0.0007609 152 640: 5%|▌ | 3/56 [00:04<00:06, 7.63it/s] 69/299 2.65G 0.0337 0.02865 0.0007609 152 640: 7%|▋ | 4/56 [00:04<01:22, 1.58s/it] 69/299 2.65G 0.03344 0.02911 0.0007059 174 640: 7%|▋ | 4/56 [00:42<01:22, 1.58s/it] 69/299 2.65G 0.03344 0.02911 0.0007059 174 640: 9%|▉ | 5/56 [00:42<12:44, 14.98s/it] 69/299 2.65G 0.03298 0.02891 0.000747 135 640: 9%|▉ | 5/56 [00:43<12:44, 14.98s/it] 69/299 2.65G 0.03298 0.02891 0.000747 135 640: 11%|█ | 6/56 [00:43<08:16, 9.94s/it] 69/299 2.65G 0.03362 0.02933 0.0007329 177 640: 11%|█ | 6/56 [00:43<08:16, 9.94s/it] 69/299 2.65G 0.03362 0.02933 0.0007329 177 640: 12%|█▎ | 7/56 [00:43<05:29, 6.73s/it] 69/299 2.65G 0.03394 0.02965 0.0007326 143 640: 12%|█▎ | 7/56 [00:43<05:29, 6.73s/it] 69/299 2.65G 0.03394 0.02965 0.0007326 143 640: 14%|█▍ | 8/56 [00:43<03:41, 4.62s/it] 69/299 2.65G 0.03398 0.02941 0.0007538 137 640: 14%|█▍ | 8/56 [00:43<03:41, 4.62s/it] 69/299 2.65G 0.03398 0.02941 0.0007538 137 640: 16%|█▌ | 9/56 [00:43<02:31, 3.21s/it] 69/299 2.65G 0.03365 0.02873 0.0007162 105 640: 16%|█▌ | 9/56 [00:43<02:31, 3.21s/it] 69/299 2.65G 0.03365 0.02873 0.0007162 105 640: 18%|█▊ | 10/56 [00:43<01:44, 2.27s/it] 69/299 2.65G 0.0338 0.02908 0.0006834 150 640: 18%|█▊ | 10/56 [00:43<01:44, 2.27s/it] 69/299 2.65G 0.0338 0.02908 0.0006834 150 640: 20%|█▉ | 11/56 [00:43<01:12, 1.61s/it] 69/299 2.65G 0.03392 0.0293 0.0006751 154 640: 20%|█▉ | 11/56 [00:43<01:12, 1.61s/it] 69/299 2.65G 0.03392 0.0293 0.0006751 154 640: 21%|██▏ | 12/56 [00:43<00:50, 1.15s/it] 69/299 2.65G 0.03393 0.02896 0.0006503 108 640: 21%|██▏ | 12/56 [01:16<00:50, 1.15s/it] 69/299 2.65G 0.03393 0.02896 0.0006503 108 640: 23%|██▎ | 13/56 [01:16<07:38, 10.65s/it] 69/299 2.65G 0.0339 0.02834 0.0007776 95 640: 23%|██▎ | 13/56 [01:16<07:38, 10.65s/it] 69/299 2.65G 0.0339 0.02834 0.0007776 95 640: 25%|██▌ | 14/56 [01:16<05:14, 7.48s/it] 69/299 2.65G 0.03392 0.02825 0.0007935 133 640: 25%|██▌ | 14/56 [01:16<05:14, 7.48s/it] 69/299 2.65G 0.03392 0.02825 0.0007935 133 640: 27%|██▋ | 15/56 [01:16<03:35, 5.26s/it] 69/299 2.65G 0.03397 0.02805 0.0007788 148 640: 27%|██▋ | 15/56 [01:16<03:35, 5.26s/it] 69/299 2.65G 0.03397 0.02805 0.0007788 148 640: 29%|██▊ | 16/56 [01:16<02:28, 3.71s/it] 69/299 2.65G 0.03377 0.02773 0.0007883 111 640: 29%|██▊ | 16/56 [01:16<02:28, 3.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.34it/s]
all 98 501 0.58 0.489 0.494 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 70/299 2.65G 0.03094 0.02993 0.0006088 152 640: 0%| | 0/56 [00:00<?, ?it/s] 70/299 2.65G 0.03094 0.02993 0.0006088 152 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 70/299 2.65G 0.03329 0.02891 0.000527 142 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 70/299 2.65G 0.03329 0.02891 0.000527 142 640: 4%|▎ | 2/56 [00:00<00:07, 7.14it/s] 70/299 2.65G 0.03292 0.02818 0.0004424 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.14it/s] 70/299 2.65G 0.03292 0.02818 0.0004424 136 640: 5%|▌ | 3/56 [00:00<00:06, 7.71it/s] 70/299 2.65G 0.03257 0.02716 0.0005281 130 640: 5%|▌ | 3/56 [00:00<00:06, 7.71it/s] 70/299 2.65G 0.03257 0.02716 0.0005281 130 640: 7%|▋ | 4/56 [00:00<00:06, 7.97it/s] 70/299 2.65G 0.03272 0.02625 0.000527 91 640: 7%|▋ | 4/56 [00:43<00:06, 7.97it/s] 70/299 2.65G 0.03272 0.02625 0.000527 91 640: 9%|▉ | 5/56 [00:43<13:21, 15.71s/it] 70/299 2.65G 0.03276 0.02635 0.0004964 140 640: 9%|▉ | 5/56 [00:43<13:21, 15.71s/it] 70/299 2.65G 0.03276 0.02635 0.0004964 140 640: 11%|█ | 6/56 [00:43<08:40, 10.42s/it] 70/299 2.65G 0.03256 0.02631 0.0004748 127 640: 11%|█ | 6/56 [00:44<08:40, 10.42s/it] 70/299 2.65G 0.03256 0.02631 0.0004748 127 640: 12%|█▎ | 7/56 [00:44<05:45, 7.05s/it] 70/299 2.65G 0.03261 0.0265 0.0004688 148 640: 12%|█▎ | 7/56 [00:44<05:45, 7.05s/it] 70/299 2.65G 0.03261 0.0265 0.0004688 148 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 70/299 2.65G 0.03306 0.02684 0.000543 137 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 70/299 2.65G 0.03306 0.02684 0.000543 137 640: 16%|█▌ | 9/56 [00:44<02:38, 3.36s/it] 70/299 2.65G 0.03327 0.02677 0.0005332 111 640: 16%|█▌ | 9/56 [00:44<02:38, 3.36s/it] 70/299 2.65G 0.03327 0.02677 0.0005332 111 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 70/299 2.65G 0.03318 0.02704 0.0005309 151 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 70/299 2.65G 0.03318 0.02704 0.0005309 151 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 70/299 2.65G 0.03319 0.02711 0.0005483 110 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 70/299 2.65G 0.03319 0.02711 0.0005483 110 640: 21%|██▏ | 12/56 [00:44<00:52, 1.20s/it] 70/299 2.65G 0.03316 0.0269 0.0005493 132 640: 21%|██▏ | 12/56 [01:17<00:52, 1.20s/it] 70/299 2.65G 0.03316 0.0269 0.0005493 132 640: 23%|██▎ | 13/56 [01:17<07:43, 10.77s/it] 70/299 2.65G 0.03328 0.02688 0.0005852 125 640: 23%|██▎ | 13/56 [01:17<07:43, 10.77s/it] 70/299 2.65G 0.03328 0.02688 0.0005852 125 640: 25%|██▌ | 14/56 [01:17<05:17, 7.56s/it] 70/299 2.65G 0.03324 0.02683 0.0005716 111 640: 25%|██▌ | 14/56 [01:17<05:17, 7.56s/it] 70/299 2.65G 0.03324 0.02683 0.0005716 111 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 70/299 2.65G 0.0332 0.02676 0.0005647 120 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 70/299 2.65G 0.0332 0.02676 0.0005647 120 640: 29%|██▊ | 16/56 [01:17<02:30, 3.75s/it] 70/299 2.65G 0.03327 0.0272 0.0006006 161 640: 29%|██▊ | 16/56 [01:18<02:30, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.581 0.484 0.496 0.247
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 71/299 2.65G 0.03613 0.02759 0.0004553 152 640: 0%| | 0/56 [00:00<?, ?it/s] 71/299 2.65G 0.03613 0.02759 0.0004553 152 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 71/299 2.65G 0.03624 0.02755 0.0004958 121 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 71/299 2.65G 0.03624 0.02755 0.0004958 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 71/299 2.65G 0.03514 0.02816 0.0004659 161 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 71/299 2.65G 0.03514 0.02816 0.0004659 161 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 71/299 2.65G 0.03447 0.02679 0.0005548 99 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 71/299 2.65G 0.03447 0.02679 0.0005548 99 640: 7%|▋ | 4/56 [00:00<00:06, 7.77it/s] 71/299 2.65G 0.0341 0.02733 0.0005977 152 640: 7%|▋ | 4/56 [00:33<00:06, 7.77it/s] 71/299 2.65G 0.0341 0.02733 0.0005977 152 640: 9%|▉ | 5/56 [00:33<10:10, 11.97s/it] 71/299 2.65G 0.03444 0.02671 0.0005872 111 640: 9%|▉ | 5/56 [00:33<10:10, 11.97s/it] 71/299 2.65G 0.03444 0.02671 0.0005872 111 640: 11%|█ | 6/56 [00:33<06:37, 7.96s/it] 71/299 2.65G 0.03447 0.02688 0.0006669 137 640: 11%|█ | 6/56 [00:33<06:37, 7.96s/it] 71/299 2.65G 0.03447 0.02688 0.0006669 137 640: 12%|█▎ | 7/56 [00:33<04:24, 5.39s/it] 71/299 2.65G 0.03445 0.02687 0.0006225 122 640: 12%|█▎ | 7/56 [00:33<04:24, 5.39s/it] 71/299 2.65G 0.03445 0.02687 0.0006225 122 640: 14%|█▍ | 8/56 [00:33<02:58, 3.71s/it] 71/299 2.65G 0.03447 0.02701 0.0005952 133 640: 14%|█▍ | 8/56 [00:34<02:58, 3.71s/it] 71/299 2.65G 0.03447 0.02701 0.0005952 133 640: 16%|█▌ | 9/56 [00:34<02:01, 2.59s/it] 71/299 2.65G 0.03449 0.02713 0.000573 131 640: 16%|█▌ | 9/56 [00:34<02:01, 2.59s/it] 71/299 2.65G 0.03449 0.02713 0.000573 131 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 71/299 2.65G 0.03407 0.02714 0.0007099 152 640: 18%|█▊ | 10/56 [00:34<01:24, 1.84s/it] 71/299 2.65G 0.03407 0.02714 0.0007099 152 640: 20%|█▉ | 11/56 [00:34<00:58, 1.31s/it] 71/299 2.65G 0.03395 0.02721 0.0007088 126 640: 20%|█▉ | 11/56 [00:39<00:58, 1.31s/it] 71/299 2.65G 0.03395 0.02721 0.0007088 126 640: 21%|██▏ | 12/56 [00:39<01:53, 2.59s/it] 71/299 2.65G 0.03381 0.02716 0.0006859 105 640: 21%|██▏ | 12/56 [01:06<01:53, 2.59s/it] 71/299 2.65G 0.03381 0.02716 0.0006859 105 640: 23%|██▎ | 13/56 [01:06<07:11, 10.03s/it] 71/299 2.65G 0.03386 0.0278 0.0006778 189 640: 23%|██▎ | 13/56 [01:07<07:11, 10.03s/it] 71/299 2.65G 0.03386 0.0278 0.0006778 189 640: 25%|██▌ | 14/56 [01:07<04:55, 7.04s/it] 71/299 2.65G 0.03373 0.0276 0.0006544 111 640: 25%|██▌ | 14/56 [01:07<04:55, 7.04s/it] 71/299 2.65G 0.03373 0.0276 0.0006544 111 640: 27%|██▋ | 15/56 [01:07<03:23, 4.96s/it] 71/299 2.65G 0.03371 0.02781 0.0006329 154 640: 27%|██▋ | 15/56 [01:07<03:23, 4.96s/it] 71/299 2.65G 0.03371 0.02781 0.0006329 154 640: 29%|██▊ | 16/56 [01:07<02:19, 3.50s/it] 71/299 2.65G 0.0338 0.02798 0.0006156 158 640: 29%|██▊ | 16/56 [01:07<02:19, 3.50s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.574 0.494 0.492 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 72/299 2.65G 0.03538 0.02288 0.0003444 106 640: 0%| | 0/56 [00:00<?, ?it/s] 72/299 2.65G 0.03538 0.02288 0.0003444 106 640: 2%|▏ | 1/56 [00:00<00:06, 8.04it/s] 72/299 2.65G 0.03413 0.02333 0.000406 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.04it/s] 72/299 2.65G 0.03413 0.02333 0.000406 119 640: 4%|▎ | 2/56 [00:00<00:15, 3.53it/s] 72/299 2.65G 0.03347 0.02326 0.0003924 121 640: 4%|▎ | 2/56 [00:00<00:15, 3.53it/s] 72/299 2.65G 0.03347 0.02326 0.0003924 121 640: 5%|▌ | 3/56 [00:00<00:10, 4.82it/s] 72/299 2.65G 0.03324 0.02372 0.00056 109 640: 5%|▌ | 3/56 [00:05<00:10, 4.82it/s] 72/299 2.65G 0.03324 0.02372 0.00056 109 640: 7%|▋ | 4/56 [00:05<01:51, 2.14s/it] 72/299 2.65G 0.03315 0.02402 0.0005588 106 640: 7%|▋ | 4/56 [00:33<01:51, 2.14s/it] 72/299 2.65G 0.03315 0.02402 0.0005588 106 640: 9%|▉ | 5/56 [00:33<09:33, 11.24s/it] 72/299 2.65G 0.03379 0.0254 0.0006245 146 640: 9%|▉ | 5/56 [00:33<09:33, 11.24s/it] 72/299 2.65G 0.03379 0.0254 0.0006245 146 640: 11%|█ | 6/56 [00:33<06:13, 7.47s/it] 72/299 2.65G 0.03398 0.02577 0.0006229 138 640: 11%|█ | 6/56 [00:33<06:13, 7.47s/it] 72/299 2.65G 0.03398 0.02577 0.0006229 138 640: 12%|█▎ | 7/56 [00:33<04:08, 5.07s/it] 72/299 2.65G 0.0337 0.02555 0.000609 140 640: 12%|█▎ | 7/56 [00:33<04:08, 5.07s/it] 72/299 2.65G 0.0337 0.02555 0.000609 140 640: 14%|█▍ | 8/56 [00:33<02:47, 3.49s/it] 72/299 2.65G 0.03443 0.02648 0.0005921 159 640: 14%|█▍ | 8/56 [00:33<02:47, 3.49s/it] 72/299 2.65G 0.03443 0.02648 0.0005921 159 640: 16%|█▌ | 9/56 [00:33<01:54, 2.43s/it] 72/299 2.65G 0.03437 0.02684 0.0005752 157 640: 16%|█▌ | 9/56 [00:33<01:54, 2.43s/it] 72/299 2.65G 0.03437 0.02684 0.0005752 157 640: 18%|█▊ | 10/56 [00:33<01:19, 1.73s/it] 72/299 2.65G 0.03432 0.02711 0.0005933 159 640: 18%|█▊ | 10/56 [00:33<01:19, 1.73s/it] 72/299 2.65G 0.03432 0.02711 0.0005933 159 640: 20%|█▉ | 11/56 [00:33<00:55, 1.23s/it] 72/299 2.65G 0.03491 0.0276 0.0005905 203 640: 20%|█▉ | 11/56 [00:40<00:55, 1.23s/it] 72/299 2.65G 0.03491 0.0276 0.0005905 203 640: 21%|██▏ | 12/56 [00:40<02:02, 2.78s/it] 72/299 2.65G 0.03473 0.02744 0.0005983 109 640: 21%|██▏ | 12/56 [01:06<02:02, 2.78s/it] 72/299 2.65G 0.03473 0.02744 0.0005983 109 640: 23%|██▎ | 13/56 [01:06<07:08, 9.98s/it] 72/299 2.65G 0.03488 0.02792 0.0005878 176 640: 23%|██▎ | 13/56 [01:06<07:08, 9.98s/it] 72/299 2.65G 0.03488 0.02792 0.0005878 176 640: 25%|██▌ | 14/56 [01:06<04:54, 7.01s/it] 72/299 2.65G 0.03466 0.02764 0.0005738 105 640: 25%|██▌ | 14/56 [01:07<04:54, 7.01s/it] 72/299 2.65G 0.03466 0.02764 0.0005738 105 640: 27%|██▋ | 15/56 [01:07<03:22, 4.95s/it] 72/299 2.65G 0.03471 0.02765 0.0005877 153 640: 27%|██▋ | 15/56 [01:07<03:22, 4.95s/it] 72/299 2.65G 0.03471 0.02765 0.0005877 153 640: 29%|██▊ | 16/56 [01:07<02:19, 3.49s/it] 72/299 2.65G 0.03486 0.02813 0.0005767 170 640: 29%|██▊ | 16/56 [01:07<02:19, 3.49s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.545 0.561 0.541 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 73/299 2.65G 0.03153 0.0221 0.0002883 103 640: 0%| | 0/56 [00:00<?, ?it/s] 73/299 2.65G 0.03153 0.0221 0.0002883 103 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 73/299 2.65G 0.03336 0.02761 0.0003807 175 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 73/299 2.65G 0.03336 0.02761 0.0003807 175 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 73/299 2.65G 0.03272 0.02633 0.0004861 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 73/299 2.65G 0.03272 0.02633 0.0004861 148 640: 5%|▌ | 3/56 [00:00<00:06, 7.61it/s] 73/299 2.65G 0.03297 0.02717 0.0006523 166 640: 5%|▌ | 3/56 [00:09<00:06, 7.61it/s] 73/299 2.65G 0.03297 0.02717 0.0006523 166 640: 7%|▋ | 4/56 [00:09<03:05, 3.58s/it] 73/299 2.65G 0.03246 0.0259 0.0006132 105 640: 7%|▋ | 4/56 [00:33<03:05, 3.58s/it] 73/299 2.65G 0.03246 0.0259 0.0006132 105 640: 9%|▉ | 5/56 [00:33<09:20, 11.00s/it] 73/299 2.65G 0.03241 0.0265 0.0005979 136 640: 9%|▉ | 5/56 [00:33<09:20, 11.00s/it] 73/299 2.65G 0.03241 0.0265 0.0005979 136 640: 11%|█ | 6/56 [00:33<06:06, 7.33s/it] 73/299 2.65G 0.03239 0.02672 0.0006421 145 640: 11%|█ | 6/56 [00:33<06:06, 7.33s/it] 73/299 2.65G 0.03239 0.02672 0.0006421 145 640: 12%|█▎ | 7/56 [00:33<04:03, 4.97s/it] 73/299 2.65G 0.03269 0.02704 0.0007207 167 640: 12%|█▎ | 7/56 [00:33<04:03, 4.97s/it] 73/299 2.65G 0.03269 0.02704 0.0007207 167 640: 14%|█▍ | 8/56 [00:33<02:44, 3.43s/it] 73/299 2.65G 0.03297 0.02704 0.0006804 133 640: 14%|█▍ | 8/56 [00:33<02:44, 3.43s/it] 73/299 2.65G 0.03297 0.02704 0.0006804 133 640: 16%|█▌ | 9/56 [00:33<01:52, 2.39s/it] 73/299 2.65G 0.03325 0.02721 0.0006503 183 640: 16%|█▌ | 9/56 [00:34<01:52, 2.39s/it] 73/299 2.65G 0.03325 0.02721 0.0006503 183 640: 18%|█▊ | 10/56 [00:34<01:18, 1.70s/it] 73/299 2.65G 0.03344 0.02692 0.000651 130 640: 18%|█▊ | 10/56 [00:34<01:18, 1.70s/it] 73/299 2.65G 0.03344 0.02692 0.000651 130 640: 20%|█▉ | 11/56 [00:34<00:54, 1.21s/it] 73/299 2.65G 0.03361 0.02674 0.0006268 135 640: 20%|█▉ | 11/56 [00:52<00:54, 1.21s/it] 73/299 2.65G 0.03361 0.02674 0.0006268 135 640: 21%|██▏ | 12/56 [00:52<04:37, 6.30s/it] 73/299 2.65G 0.03372 0.02657 0.0006424 136 640: 21%|██▏ | 12/56 [01:07<04:37, 6.30s/it] 73/299 2.65G 0.03372 0.02657 0.0006424 136 640: 23%|██▎ | 13/56 [01:07<06:24, 8.94s/it] 73/299 2.65G 0.03404 0.02706 0.000627 177 640: 23%|██▎ | 13/56 [01:07<06:24, 8.94s/it] 73/299 2.65G 0.03404 0.02706 0.000627 177 640: 25%|██▌ | 14/56 [01:07<04:23, 6.28s/it] 73/299 2.65G 0.03403 0.02689 0.0006125 120 640: 25%|██▌ | 14/56 [01:07<04:23, 6.28s/it] 73/299 2.65G 0.03403 0.02689 0.0006125 120 640: 27%|██▋ | 15/56 [01:07<03:01, 4.42s/it] 73/299 2.65G 0.03446 0.02718 0.0006021 170 640: 27%|██▋ | 15/56 [01:07<03:01, 4.42s/it] 73/299 2.65G 0.03446 0.02718 0.0006021 170 640: 29%|██▊ | 16/56 [01:07<02:05, 3.13s/it] 73/299 2.65G 0.03461 0.02726 0.0005962 143 640: 29%|██▊ | 16/56 [01:07<02:05, 3.13s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.40it/s]
all 98 501 0.603 0.53 0.536 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 74/299 2.65G 0.03393 0.02815 0.0004749 142 640: 0%| | 0/56 [00:00<?, ?it/s] 74/299 2.65G 0.03393 0.02815 0.0004749 142 640: 2%|▏ | 1/56 [00:00<00:06, 7.86it/s] 74/299 2.65G 0.03374 0.0264 0.0004213 120 640: 2%|▏ | 1/56 [00:00<00:06, 7.86it/s] 74/299 2.65G 0.03374 0.0264 0.0004213 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.21it/s] 74/299 2.65G 0.03348 0.02528 0.0005795 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.21it/s] 74/299 2.65G 0.03348 0.02528 0.0005795 118 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 74/299 2.65G 0.03312 0.02569 0.0005221 119 640: 5%|▌ | 3/56 [00:30<00:06, 7.74it/s] 74/299 2.65G 0.03312 0.02569 0.0005221 119 640: 7%|▋ | 4/56 [00:30<10:12, 11.78s/it] 74/299 2.65G 0.03327 0.02562 0.0005055 127 640: 7%|▋ | 4/56 [00:42<10:12, 11.78s/it] 74/299 2.65G 0.03327 0.02562 0.0005055 127 640: 9%|▉ | 5/56 [00:42<10:20, 12.17s/it] 74/299 2.65G 0.03299 0.02586 0.0004759 135 640: 9%|▉ | 5/56 [00:43<10:20, 12.17s/it] 74/299 2.65G 0.03299 0.02586 0.0004759 135 640: 11%|█ | 6/56 [00:43<06:44, 8.09s/it] 74/299 2.65G 0.03324 0.02625 0.0005042 114 640: 11%|█ | 6/56 [00:43<06:44, 8.09s/it] 74/299 2.65G 0.03324 0.02625 0.0005042 114 640: 12%|█▎ | 7/56 [00:43<04:28, 5.48s/it] 74/299 2.65G 0.03301 0.02601 0.0004802 119 640: 12%|█▎ | 7/56 [00:43<04:28, 5.48s/it] 74/299 2.65G 0.03301 0.02601 0.0004802 119 640: 14%|█▍ | 8/56 [00:43<03:01, 3.77s/it] 74/299 2.65G 0.03272 0.02613 0.000474 148 640: 14%|█▍ | 8/56 [00:43<03:01, 3.77s/it] 74/299 2.65G 0.03272 0.02613 0.000474 148 640: 16%|█▌ | 9/56 [00:43<02:03, 2.63s/it] 74/299 2.65G 0.03282 0.02669 0.0005507 131 640: 16%|█▌ | 9/56 [00:43<02:03, 2.63s/it] 74/299 2.65G 0.03282 0.02669 0.0005507 131 640: 18%|█▊ | 10/56 [00:43<01:25, 1.86s/it] 74/299 2.65G 0.0329 0.02624 0.0005436 94 640: 18%|█▊ | 10/56 [00:43<01:25, 1.86s/it] 74/299 2.65G 0.0329 0.02624 0.0005436 94 640: 20%|█▉ | 11/56 [00:43<00:59, 1.33s/it] 74/299 2.65G 0.03293 0.02634 0.0006284 134 640: 20%|█▉ | 11/56 [01:04<00:59, 1.33s/it] 74/299 2.65G 0.03293 0.02634 0.0006284 134 640: 21%|██▏ | 12/56 [01:04<05:13, 7.12s/it] 74/299 2.65G 0.03282 0.02615 0.0006593 122 640: 21%|██▏ | 12/56 [01:16<05:13, 7.12s/it] 74/299 2.65G 0.03282 0.02615 0.0006593 122 640: 23%|██▎ | 13/56 [01:16<06:16, 8.76s/it] 74/299 2.65G 0.03289 0.02607 0.000657 118 640: 23%|██▎ | 13/56 [01:16<06:16, 8.76s/it] 74/299 2.65G 0.03289 0.02607 0.000657 118 640: 25%|██▌ | 14/56 [01:16<04:18, 6.16s/it] 74/299 2.65G 0.03304 0.02636 0.0006494 168 640: 25%|██▌ | 14/56 [01:16<04:18, 6.16s/it] 74/299 2.65G 0.03304 0.02636 0.0006494 168 640: 27%|██▋ | 15/56 [01:16<02:57, 4.34s/it] 74/299 2.65G 0.03284 0.02616 0.0006265 110 640: 27%|██▋ | 15/56 [01:16<02:57, 4.34s/it] 74/299 2.65G 0.03284 0.02616 0.0006265 110 640: 29%|██▊ | 16/56 [01:16<02:02, 3.07s/it] 74/299 2.65G 0.03281 0.02603 0.0006197 105 640: 29%|██▊ | 16/56 [01:17<02:02, 3.07s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.603 0.521 0.537 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 75/299 2.65G 0.03941 0.03009 0.0002954 171 640: 0%| | 0/56 [00:00<?, ?it/s] 75/299 2.65G 0.03941 0.03009 0.0002954 171 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 75/299 2.65G 0.0361 0.02684 0.0002907 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 75/299 2.65G 0.0361 0.02684 0.0002907 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 75/299 2.65G 0.03352 0.02646 0.0005581 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 75/299 2.65G 0.03352 0.02646 0.0005581 133 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 75/299 2.65G 0.03462 0.02699 0.0005355 105 640: 5%|▌ | 3/56 [00:20<00:06, 7.80it/s] 75/299 2.65G 0.03462 0.02699 0.0005355 105 640: 7%|▋ | 4/56 [00:20<06:58, 8.05s/it] 75/299 2.65G 0.03491 0.02854 0.000587 161 640: 7%|▋ | 4/56 [00:44<06:58, 8.05s/it] 75/299 2.65G 0.03491 0.02854 0.000587 161 640: 9%|▉ | 5/56 [00:44<11:47, 13.88s/it] 75/299 2.65G 0.0355 0.02863 0.000857 117 640: 9%|▉ | 5/56 [00:44<11:47, 13.88s/it] 75/299 2.65G 0.0355 0.02863 0.000857 117 640: 11%|█ | 6/56 [00:44<07:40, 9.21s/it] 75/299 2.65G 0.03537 0.02845 0.0008002 163 640: 11%|█ | 6/56 [00:45<07:40, 9.21s/it] 75/299 2.65G 0.03537 0.02845 0.0008002 163 640: 12%|█▎ | 7/56 [00:45<05:05, 6.24s/it] 75/299 2.65G 0.03562 0.0276 0.0007709 87 640: 12%|█▎ | 7/56 [00:45<05:05, 6.24s/it] 75/299 2.65G 0.03562 0.0276 0.0007709 87 640: 14%|█▍ | 8/56 [00:45<03:25, 4.29s/it] 75/299 2.65G 0.03518 0.02718 0.0007409 103 640: 14%|█▍ | 8/56 [00:45<03:25, 4.29s/it] 75/299 2.65G 0.03518 0.02718 0.0007409 103 640: 16%|█▌ | 9/56 [00:45<02:20, 2.98s/it] 75/299 2.65G 0.03493 0.02708 0.0007458 107 640: 16%|█▌ | 9/56 [00:45<02:20, 2.98s/it] 75/299 2.65G 0.03493 0.02708 0.0007458 107 640: 18%|█▊ | 10/56 [00:45<01:36, 2.11s/it] 75/299 2.65G 0.03495 0.02713 0.0007799 133 640: 18%|█▊ | 10/56 [00:45<01:36, 2.11s/it] 75/299 2.65G 0.03495 0.02713 0.0007799 133 640: 20%|█▉ | 11/56 [00:45<01:07, 1.50s/it] 75/299 2.65G 0.03475 0.02718 0.0007921 157 640: 20%|█▉ | 11/56 [00:53<01:07, 1.50s/it] 75/299 2.65G 0.03475 0.02718 0.0007921 157 640: 21%|██▏ | 12/56 [00:53<02:38, 3.60s/it] 75/299 2.65G 0.03474 0.02799 0.0007528 134 640: 21%|██▏ | 12/56 [01:18<02:38, 3.60s/it] 75/299 2.65G 0.03474 0.02799 0.0007528 134 640: 23%|██▎ | 13/56 [01:18<07:02, 9.83s/it] 75/299 2.65G 0.03452 0.02823 0.0007261 144 640: 23%|██▎ | 13/56 [01:18<07:02, 9.83s/it] 75/299 2.65G 0.03452 0.02823 0.0007261 144 640: 25%|██▌ | 14/56 [01:18<04:50, 6.91s/it] 75/299 2.65G 0.0344 0.02814 0.000717 145 640: 25%|██▌ | 14/56 [01:18<04:50, 6.91s/it] 75/299 2.65G 0.0344 0.02814 0.000717 145 640: 27%|██▋ | 15/56 [01:18<03:19, 4.86s/it] 75/299 2.65G 0.03435 0.02753 0.0007031 101 640: 27%|██▋ | 15/56 [01:18<03:19, 4.86s/it] 75/299 2.65G 0.03435 0.02753 0.0007031 101 640: 29%|██▊ | 16/56 [01:18<02:17, 3.43s/it] 75/299 2.65G 0.03417 0.02774 0.0006858 140 640: 29%|██▊ | 16/56 [01:18<02:17, 3.43s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.98it/s]
all 98 501 0.578 0.511 0.513 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 76/299 2.65G 0.03396 0.02157 0.000929 119 640: 0%| | 0/56 [00:00<?, ?it/s] 76/299 2.65G 0.03396 0.02157 0.000929 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.42it/s] 76/299 2.65G 0.03144 0.02607 0.000809 179 640: 2%|▏ | 1/56 [00:00<00:06, 8.42it/s] 76/299 2.65G 0.03144 0.02607 0.000809 179 640: 4%|▎ | 2/56 [00:00<00:06, 7.89it/s] 76/299 2.65G 0.03232 0.02784 0.0006766 145 640: 4%|▎ | 2/56 [00:00<00:06, 7.89it/s] 76/299 2.65G 0.03232 0.02784 0.0006766 145 640: 5%|▌ | 3/56 [00:00<00:06, 8.33it/s] 76/299 2.65G 0.03226 0.02902 0.0006195 174 640: 5%|▌ | 3/56 [00:09<00:06, 8.33it/s] 76/299 2.65G 0.03226 0.02902 0.0006195 174 640: 7%|▋ | 4/56 [00:09<03:03, 3.53s/it] 76/299 2.65G 0.03243 0.02879 0.0006232 134 640: 7%|▋ | 4/56 [00:36<03:03, 3.53s/it] 76/299 2.65G 0.03243 0.02879 0.0006232 134 640: 9%|▉ | 5/56 [00:36<10:17, 12.10s/it] 76/299 2.65G 0.03218 0.02778 0.0005722 114 640: 9%|▉ | 5/56 [00:36<10:17, 12.10s/it] 76/299 2.65G 0.03218 0.02778 0.0005722 114 640: 11%|█ | 6/56 [00:36<06:41, 8.04s/it] 76/299 2.65G 0.03236 0.02747 0.0005541 160 640: 11%|█ | 6/56 [00:36<06:41, 8.04s/it] 76/299 2.65G 0.03236 0.02747 0.0005541 160 640: 12%|█▎ | 7/56 [00:36<04:26, 5.45s/it] 76/299 2.65G 0.03193 0.02688 0.0005323 118 640: 12%|█▎ | 7/56 [00:36<04:26, 5.45s/it] 76/299 2.65G 0.03193 0.02688 0.0005323 118 640: 14%|█▍ | 8/56 [00:36<02:59, 3.75s/it] 76/299 2.65G 0.03175 0.02652 0.0005671 116 640: 14%|█▍ | 8/56 [00:36<02:59, 3.75s/it] 76/299 2.65G 0.03175 0.02652 0.0005671 116 640: 16%|█▌ | 9/56 [00:36<02:02, 2.61s/it] 76/299 2.65G 0.03163 0.0261 0.0005812 107 640: 16%|█▌ | 9/56 [00:37<02:02, 2.61s/it] 76/299 2.65G 0.03163 0.0261 0.0005812 107 640: 18%|█▊ | 10/56 [00:37<01:24, 1.85s/it] 76/299 2.65G 0.03176 0.02593 0.00056 100 640: 18%|█▊ | 10/56 [00:37<01:24, 1.85s/it] 76/299 2.65G 0.03176 0.02593 0.00056 100 640: 20%|█▉ | 11/56 [00:37<00:59, 1.32s/it] 76/299 2.65G 0.03167 0.02627 0.0006151 162 640: 20%|█▉ | 11/56 [00:43<00:59, 1.32s/it] 76/299 2.65G 0.03167 0.02627 0.0006151 162 640: 21%|██▏ | 12/56 [00:43<02:03, 2.81s/it] 76/299 2.65G 0.03158 0.02669 0.0006146 148 640: 21%|██▏ | 12/56 [01:09<02:03, 2.81s/it] 76/299 2.65G 0.03158 0.02669 0.0006146 148 640: 23%|██▎ | 13/56 [01:09<07:09, 9.98s/it] 76/299 2.65G 0.0315 0.02677 0.0006063 123 640: 23%|██▎ | 13/56 [01:10<07:09, 9.98s/it] 76/299 2.65G 0.0315 0.02677 0.0006063 123 640: 25%|██▌ | 14/56 [01:10<04:54, 7.01s/it] 76/299 2.65G 0.03176 0.02709 0.0006036 153 640: 25%|██▌ | 14/56 [01:10<04:54, 7.01s/it] 76/299 2.65G 0.03176 0.02709 0.0006036 153 640: 27%|██▋ | 15/56 [01:10<03:22, 4.93s/it] 76/299 2.65G 0.03184 0.02695 0.0005847 125 640: 27%|██▋ | 15/56 [01:10<03:22, 4.93s/it] 76/299 2.65G 0.03184 0.02695 0.0005847 125 640: 29%|██▊ | 16/56 [01:10<02:19, 3.48s/it] 76/299 2.65G 0.03184 0.02686 0.0005738 133 640: 29%|██▊ | 16/56 [01:10<02:19, 3.48s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.591 0.515 0.525 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 77/299 2.65G 0.03764 0.02362 0.0002748 129 640: 0%| | 0/56 [00:00<?, ?it/s] 77/299 2.65G 0.03764 0.02362 0.0002748 129 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 77/299 2.65G 0.03527 0.02343 0.0003119 120 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 77/299 2.65G 0.03527 0.02343 0.0003119 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 77/299 2.65G 0.03421 0.02369 0.0003906 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 77/299 2.65G 0.03421 0.02369 0.0003906 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.75it/s] 77/299 2.65G 0.03371 0.02332 0.0005021 94 640: 5%|▌ | 3/56 [00:07<00:06, 7.75it/s] 77/299 2.65G 0.03371 0.02332 0.0005021 94 640: 7%|▋ | 4/56 [00:07<02:26, 2.81s/it] 77/299 2.65G 0.03375 0.02426 0.0004906 153 640: 7%|▋ | 4/56 [00:43<02:26, 2.81s/it] 77/299 2.65G 0.03375 0.02426 0.0004906 153 640: 9%|▉ | 5/56 [00:43<12:39, 14.90s/it] 77/299 2.65G 0.03363 0.02471 0.0005082 140 640: 9%|▉ | 5/56 [00:43<12:39, 14.90s/it] 77/299 2.65G 0.03363 0.02471 0.0005082 140 640: 11%|█ | 6/56 [00:43<08:14, 9.89s/it] 77/299 2.65G 0.03398 0.02476 0.0004978 124 640: 11%|█ | 6/56 [00:43<08:14, 9.89s/it] 77/299 2.65G 0.03398 0.02476 0.0004978 124 640: 12%|█▎ | 7/56 [00:43<05:27, 6.69s/it] 77/299 2.65G 0.03419 0.02557 0.0005153 155 640: 12%|█▎ | 7/56 [00:44<05:27, 6.69s/it] 77/299 2.65G 0.03419 0.02557 0.0005153 155 640: 14%|█▍ | 8/56 [00:44<03:40, 4.60s/it] 77/299 2.65G 0.03405 0.02531 0.0004838 122 640: 14%|█▍ | 8/56 [00:44<03:40, 4.60s/it] 77/299 2.65G 0.03405 0.02531 0.0004838 122 640: 16%|█▌ | 9/56 [00:44<02:30, 3.20s/it] 77/299 2.65G 0.03391 0.02533 0.0005281 113 640: 16%|█▌ | 9/56 [00:44<02:30, 3.20s/it] 77/299 2.65G 0.03391 0.02533 0.0005281 113 640: 18%|█▊ | 10/56 [00:44<01:43, 2.25s/it] 77/299 2.65G 0.03395 0.02585 0.0005401 156 640: 18%|█▊ | 10/56 [00:44<01:43, 2.25s/it] 77/299 2.65G 0.03395 0.02585 0.0005401 156 640: 20%|█▉ | 11/56 [00:44<01:11, 1.60s/it] 77/299 2.65G 0.03386 0.02581 0.0005607 121 640: 20%|█▉ | 11/56 [00:44<01:11, 1.60s/it] 77/299 2.65G 0.03386 0.02581 0.0005607 121 640: 21%|██▏ | 12/56 [00:44<00:50, 1.15s/it] 77/299 2.65G 0.03385 0.02615 0.0005461 141 640: 21%|██▏ | 12/56 [01:17<00:50, 1.15s/it] 77/299 2.65G 0.03385 0.02615 0.0005461 141 640: 23%|██▎ | 13/56 [01:17<07:41, 10.73s/it] 77/299 2.65G 0.03373 0.02661 0.0005707 187 640: 23%|██▎ | 13/56 [01:17<07:41, 10.73s/it] 77/299 2.65G 0.03373 0.02661 0.0005707 187 640: 25%|██▌ | 14/56 [01:17<05:16, 7.53s/it] 77/299 2.65G 0.03376 0.02699 0.0005566 178 640: 25%|██▌ | 14/56 [01:17<05:16, 7.53s/it] 77/299 2.65G 0.03376 0.02699 0.0005566 178 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 77/299 2.65G 0.0337 0.02673 0.0005628 102 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 77/299 2.65G 0.0337 0.02673 0.0005628 102 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 77/299 2.65G 0.03355 0.02667 0.0005722 121 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.529 0.543 0.506 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 78/299 2.65G 0.03576 0.02441 0.0008097 135 640: 0%| | 0/56 [00:00<?, ?it/s] 78/299 2.65G 0.03576 0.02441 0.0008097 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.40it/s] 78/299 2.65G 0.03305 0.02378 0.0006037 107 640: 2%|▏ | 1/56 [00:00<00:06, 8.40it/s] 78/299 2.65G 0.03305 0.02378 0.0006037 107 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 78/299 2.65G 0.03276 0.02555 0.0005277 177 640: 4%|▎ | 2/56 [00:00<00:06, 7.74it/s] 78/299 2.65G 0.03276 0.02555 0.0005277 177 640: 5%|▌ | 3/56 [00:00<00:06, 8.07it/s] 78/299 2.65G 0.03274 0.02518 0.0004956 142 640: 5%|▌ | 3/56 [00:00<00:06, 8.07it/s] 78/299 2.65G 0.03274 0.02518 0.0004956 142 640: 7%|▋ | 4/56 [00:00<00:06, 8.23it/s] 78/299 2.65G 0.03264 0.02529 0.0004507 142 640: 7%|▋ | 4/56 [00:32<00:06, 8.23it/s] 78/299 2.65G 0.03264 0.02529 0.0004507 142 640: 9%|▉ | 5/56 [00:32<10:01, 11.79s/it] 78/299 2.65G 0.03231 0.0255 0.0004357 133 640: 9%|▉ | 5/56 [00:33<10:01, 11.79s/it] 78/299 2.65G 0.03231 0.0255 0.0004357 133 640: 11%|█ | 6/56 [00:33<06:31, 7.84s/it] 78/299 2.65G 0.03254 0.02548 0.0004225 143 640: 11%|█ | 6/56 [00:33<06:31, 7.84s/it] 78/299 2.65G 0.03254 0.02548 0.0004225 143 640: 12%|█▎ | 7/56 [00:33<04:20, 5.31s/it] 78/299 2.65G 0.03264 0.02595 0.0004041 141 640: 12%|█▎ | 7/56 [00:33<04:20, 5.31s/it] 78/299 2.65G 0.03264 0.02595 0.0004041 141 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 78/299 2.65G 0.0327 0.0258 0.0004186 129 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 78/299 2.65G 0.0327 0.0258 0.0004186 129 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 78/299 2.65G 0.03282 0.02598 0.0004082 125 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 78/299 2.65G 0.03282 0.02598 0.0004082 125 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 78/299 2.65G 0.03286 0.02639 0.0004094 155 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 78/299 2.65G 0.03286 0.02639 0.0004094 155 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 78/299 2.65G 0.03277 0.02661 0.0004294 158 640: 20%|█▉ | 11/56 [00:41<00:58, 1.29s/it] 78/299 2.65G 0.03277 0.02661 0.0004294 158 640: 21%|██▏ | 12/56 [00:41<02:17, 3.12s/it] 78/299 2.65G 0.03278 0.02588 0.000443 72 640: 21%|██▏ | 12/56 [01:06<02:17, 3.12s/it] 78/299 2.65G 0.03278 0.02588 0.000443 72 640: 23%|██▎ | 13/56 [01:06<07:07, 9.93s/it] 78/299 2.65G 0.03279 0.02615 0.0004421 149 640: 23%|██▎ | 13/56 [01:06<07:07, 9.93s/it] 78/299 2.65G 0.03279 0.02615 0.0004421 149 640: 25%|██▌ | 14/56 [01:06<04:53, 6.98s/it] 78/299 2.65G 0.03273 0.02656 0.0004467 156 640: 25%|██▌ | 14/56 [01:06<04:53, 6.98s/it] 78/299 2.65G 0.03273 0.02656 0.0004467 156 640: 27%|██▋ | 15/56 [01:06<03:21, 4.91s/it] 78/299 2.65G 0.03281 0.02663 0.0004917 110 640: 27%|██▋ | 15/56 [01:07<03:21, 4.91s/it] 78/299 2.65G 0.03281 0.02663 0.0004917 110 640: 29%|██▊ | 16/56 [01:07<02:18, 3.47s/it] 78/299 2.65G 0.03244 0.02649 0.0004826 118 640: 29%|██▊ | 16/56 [01:07<02:18, 3.47s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.58it/s]
all 98 501 0.573 0.531 0.52 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 79/299 2.65G 0.03456 0.02973 0.0005888 124 640: 0%| | 0/56 [00:00<?, ?it/s] 79/299 2.65G 0.03456 0.02973 0.0005888 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 79/299 2.65G 0.03389 0.03166 0.0005755 184 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 79/299 2.65G 0.03389 0.03166 0.0005755 184 640: 4%|▎ | 2/56 [00:00<00:07, 7.09it/s] 79/299 2.65G 0.03407 0.03002 0.0005937 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.09it/s] 79/299 2.65G 0.03407 0.03002 0.0005937 159 640: 5%|▌ | 3/56 [00:00<00:06, 7.64it/s] 79/299 2.65G 0.03342 0.02915 0.0005724 166 640: 5%|▌ | 3/56 [00:10<00:06, 7.64it/s] 79/299 2.65G 0.03342 0.02915 0.0005724 166 640: 7%|▋ | 4/56 [00:10<03:32, 4.10s/it] 79/299 2.65G 0.03314 0.02908 0.0005307 160 640: 7%|▋ | 4/56 [00:33<03:32, 4.10s/it] 79/299 2.65G 0.03314 0.02908 0.0005307 160 640: 9%|▉ | 5/56 [00:33<09:09, 10.77s/it] 79/299 2.65G 0.03322 0.02913 0.0004975 144 640: 9%|▉ | 5/56 [00:33<09:09, 10.77s/it] 79/299 2.65G 0.03322 0.02913 0.0004975 144 640: 11%|█ | 6/56 [00:33<05:58, 7.16s/it] 79/299 2.65G 0.03327 0.02933 0.0004863 145 640: 11%|█ | 6/56 [00:33<05:58, 7.16s/it] 79/299 2.65G 0.03327 0.02933 0.0004863 145 640: 12%|█▎ | 7/56 [00:33<03:58, 4.86s/it] 79/299 2.65G 0.03306 0.0288 0.0004598 140 640: 12%|█▎ | 7/56 [00:33<03:58, 4.86s/it] 79/299 2.65G 0.03306 0.0288 0.0004598 140 640: 14%|█▍ | 8/56 [00:33<02:40, 3.35s/it] 79/299 2.65G 0.03339 0.02845 0.0004381 139 640: 14%|█▍ | 8/56 [00:33<02:40, 3.35s/it] 79/299 2.65G 0.03339 0.02845 0.0004381 139 640: 16%|█▌ | 9/56 [00:33<01:49, 2.34s/it] 79/299 2.65G 0.03342 0.02899 0.0004389 165 640: 16%|█▌ | 9/56 [00:33<01:49, 2.34s/it] 79/299 2.65G 0.03342 0.02899 0.0004389 165 640: 18%|█▊ | 10/56 [00:33<01:16, 1.66s/it] 79/299 2.65G 0.03328 0.02822 0.0004735 94 640: 18%|█▊ | 10/56 [00:33<01:16, 1.66s/it] 79/299 2.65G 0.03328 0.02822 0.0004735 94 640: 20%|█▉ | 11/56 [00:33<00:53, 1.19s/it] 79/299 2.65G 0.03328 0.02834 0.0004684 155 640: 20%|█▉ | 11/56 [00:52<00:53, 1.19s/it] 79/299 2.65G 0.03328 0.02834 0.0004684 155 640: 21%|██▏ | 12/56 [00:52<04:43, 6.44s/it] 79/299 2.65G 0.0331 0.02823 0.0004543 146 640: 21%|██▏ | 12/56 [01:07<04:43, 6.44s/it] 79/299 2.65G 0.0331 0.02823 0.0004543 146 640: 23%|██▎ | 13/56 [01:07<06:23, 8.92s/it] 79/299 2.65G 0.03284 0.02814 0.0004558 164 640: 23%|██▎ | 13/56 [01:07<06:23, 8.92s/it] 79/299 2.65G 0.03284 0.02814 0.0004558 164 640: 25%|██▌ | 14/56 [01:07<04:23, 6.27s/it] 79/299 2.65G 0.03286 0.02767 0.0004483 105 640: 25%|██▌ | 14/56 [01:07<04:23, 6.27s/it] 79/299 2.65G 0.03286 0.02767 0.0004483 105 640: 27%|██▋ | 15/56 [01:07<03:01, 4.42s/it] 79/299 2.65G 0.03259 0.02783 0.0004369 149 640: 27%|██▋ | 15/56 [01:07<03:01, 4.42s/it] 79/299 2.65G 0.03259 0.02783 0.0004369 149 640: 29%|██▊ | 16/56 [01:07<02:04, 3.12s/it] 79/299 2.65G 0.03246 0.02747 0.0004268 119 640: 29%|██▊ | 16/56 [01:07<02:04, 3.12s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.549 0.502 0.484 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 80/299 2.65G 0.02938 0.02645 0.000639 134 640: 0%| | 0/56 [00:00<?, ?it/s] 80/299 2.65G 0.02938 0.02645 0.000639 134 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 80/299 2.65G 0.03138 0.02976 0.0006211 163 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 80/299 2.65G 0.03138 0.02976 0.0006211 163 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 80/299 2.65G 0.03151 0.02786 0.0005735 129 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 80/299 2.65G 0.03151 0.02786 0.0005735 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 80/299 2.65G 0.03104 0.02564 0.00106 103 640: 5%|▌ | 3/56 [00:26<00:06, 7.86it/s] 80/299 2.65G 0.03104 0.02564 0.00106 103 640: 7%|▋ | 4/56 [00:26<08:56, 10.33s/it] 80/299 2.65G 0.03045 0.02528 0.001385 113 640: 7%|▋ | 4/56 [00:33<08:56, 10.33s/it] 80/299 2.65G 0.03045 0.02528 0.001385 113 640: 9%|▉ | 5/56 [00:33<07:47, 9.16s/it] 80/299 2.65G 0.03027 0.0248 0.001212 108 640: 9%|▉ | 5/56 [00:33<07:47, 9.16s/it] 80/299 2.65G 0.03027 0.0248 0.001212 108 640: 11%|█ | 6/56 [00:33<05:04, 6.10s/it] 80/299 2.65G 0.03079 0.02576 0.00113 166 640: 11%|█ | 6/56 [00:33<05:04, 6.10s/it] 80/299 2.65G 0.03079 0.02576 0.00113 166 640: 12%|█▎ | 7/56 [00:33<03:22, 4.14s/it] 80/299 2.65G 0.03101 0.02558 0.001029 133 640: 12%|█▎ | 7/56 [00:33<03:22, 4.14s/it] 80/299 2.65G 0.03101 0.02558 0.001029 133 640: 14%|█▍ | 8/56 [00:33<02:17, 2.86s/it] 80/299 2.65G 0.03111 0.02608 0.0009758 161 640: 14%|█▍ | 8/56 [00:33<02:17, 2.86s/it] 80/299 2.65G 0.03111 0.02608 0.0009758 161 640: 16%|█▌ | 9/56 [00:33<01:34, 2.00s/it] 80/299 2.65G 0.03117 0.02631 0.0009217 149 640: 16%|█▌ | 9/56 [00:34<01:34, 2.00s/it] 80/299 2.65G 0.03117 0.02631 0.0009217 149 640: 18%|█▊ | 10/56 [00:34<01:05, 1.43s/it] 80/299 2.65G 0.03144 0.02632 0.0009163 147 640: 18%|█▊ | 10/56 [00:34<01:05, 1.43s/it] 80/299 2.65G 0.03144 0.02632 0.0009163 147 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 80/299 2.65G 0.03156 0.02702 0.0009505 184 640: 20%|█▉ | 11/56 [01:00<00:46, 1.03s/it] 80/299 2.65G 0.03156 0.02702 0.0009505 184 640: 21%|██▏ | 12/56 [01:00<06:17, 8.57s/it] 80/299 2.65G 0.0316 0.02724 0.0009375 147 640: 21%|██▏ | 12/56 [01:06<06:17, 8.57s/it] 80/299 2.65G 0.0316 0.02724 0.0009375 147 640: 23%|██▎ | 13/56 [01:06<05:47, 8.08s/it] 80/299 2.65G 0.03202 0.02701 0.0009057 115 640: 23%|██▎ | 13/56 [01:07<05:47, 8.08s/it] 80/299 2.65G 0.03202 0.02701 0.0009057 115 640: 25%|██▌ | 14/56 [01:07<03:58, 5.68s/it] 80/299 2.65G 0.03198 0.02673 0.0008697 104 640: 25%|██▌ | 14/56 [01:07<03:58, 5.68s/it] 80/299 2.65G 0.03198 0.02673 0.0008697 104 640: 27%|██▋ | 15/56 [01:07<02:44, 4.00s/it] 80/299 2.65G 0.03194 0.02693 0.0008453 164 640: 27%|██▋ | 15/56 [01:07<02:44, 4.00s/it] 80/299 2.65G 0.03194 0.02693 0.0008453 164 640: 29%|██▊ | 16/56 [01:07<01:53, 2.84s/it] 80/299 2.65G 0.03198 0.02669 0.0008568 107 640: 29%|██▊ | 16/56 [01:07<01:53, 2.84s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.611 0.51 0.522 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 81/299 2.65G 0.03354 0.02678 0.0002881 155 640: 0%| | 0/56 [00:00<?, ?it/s] 81/299 2.65G 0.03354 0.02678 0.0002881 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 81/299 2.65G 0.03344 0.02438 0.0003779 100 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 81/299 2.65G 0.03344 0.02438 0.0003779 100 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 81/299 2.65G 0.03291 0.02311 0.0005322 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 81/299 2.65G 0.03291 0.02311 0.0005322 120 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 81/299 2.65G 0.03283 0.02432 0.0009947 114 640: 5%|▌ | 3/56 [00:24<00:06, 7.77it/s] 81/299 2.65G 0.03283 0.02432 0.0009947 114 640: 7%|▋ | 4/56 [00:24<08:26, 9.74s/it] 81/299 2.65G 0.03209 0.0239 0.0008641 156 640: 7%|▋ | 4/56 [00:43<08:26, 9.74s/it] 81/299 2.65G 0.03209 0.0239 0.0008641 156 640: 9%|▉ | 5/56 [00:43<10:51, 12.78s/it] 81/299 2.65G 0.03167 0.02473 0.0008113 132 640: 9%|▉ | 5/56 [00:43<10:51, 12.78s/it] 81/299 2.65G 0.03167 0.02473 0.0008113 132 640: 11%|█ | 6/56 [00:43<07:04, 8.48s/it] 81/299 2.65G 0.0322 0.0249 0.000749 133 640: 11%|█ | 6/56 [00:43<07:04, 8.48s/it] 81/299 2.65G 0.0322 0.0249 0.000749 133 640: 12%|█▎ | 7/56 [00:43<04:41, 5.75s/it] 81/299 2.65G 0.03226 0.02473 0.000712 126 640: 12%|█▎ | 7/56 [00:43<04:41, 5.75s/it] 81/299 2.65G 0.03226 0.02473 0.000712 126 640: 14%|█▍ | 8/56 [00:43<03:09, 3.95s/it] 81/299 2.65G 0.03246 0.02545 0.0006903 166 640: 14%|█▍ | 8/56 [00:43<03:09, 3.95s/it] 81/299 2.65G 0.03246 0.02545 0.0006903 166 640: 16%|█▌ | 9/56 [00:43<02:09, 2.75s/it] 81/299 2.65G 0.03276 0.0258 0.0006597 144 640: 16%|█▌ | 9/56 [00:43<02:09, 2.75s/it] 81/299 2.65G 0.03276 0.0258 0.0006597 144 640: 18%|█▊ | 10/56 [00:43<01:29, 1.95s/it] 81/299 2.65G 0.03275 0.02603 0.0006213 152 640: 18%|█▊ | 10/56 [00:43<01:29, 1.95s/it] 81/299 2.65G 0.03275 0.02603 0.0006213 152 640: 20%|█▉ | 11/56 [00:43<01:02, 1.39s/it] 81/299 2.65G 0.03259 0.026 0.0005892 131 640: 20%|█▉ | 11/56 [00:58<01:02, 1.39s/it] 81/299 2.65G 0.03259 0.026 0.0005892 131 640: 21%|██▏ | 12/56 [00:58<03:58, 5.43s/it] 81/299 2.65G 0.03247 0.02611 0.0005813 151 640: 21%|██▏ | 12/56 [01:16<03:58, 5.43s/it] 81/299 2.65G 0.03247 0.02611 0.0005813 151 640: 23%|██▎ | 13/56 [01:16<06:38, 9.26s/it] 81/299 2.65G 0.03265 0.0259 0.0005767 118 640: 23%|██▎ | 13/56 [01:16<06:38, 9.26s/it] 81/299 2.65G 0.03265 0.0259 0.0005767 118 640: 25%|██▌ | 14/56 [01:16<04:33, 6.51s/it] 81/299 2.65G 0.03262 0.02597 0.0005896 153 640: 25%|██▌ | 14/56 [01:16<04:33, 6.51s/it] 81/299 2.65G 0.03262 0.02597 0.0005896 153 640: 27%|██▋ | 15/56 [01:16<03:07, 4.58s/it] 81/299 2.65G 0.03263 0.02638 0.000575 174 640: 27%|██▋ | 15/56 [01:16<03:07, 4.58s/it] 81/299 2.65G 0.03263 0.02638 0.000575 174 640: 29%|██▊ | 16/56 [01:16<02:09, 3.24s/it] 81/299 2.65G 0.03254 0.02672 0.0005582 154 640: 29%|██▊ | 16/56 [01:17<02:09, 3.24s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.623 0.49 0.488 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 82/299 2.65G 0.03309 0.02504 0.00039 125 640: 0%| | 0/56 [00:00<?, ?it/s] 82/299 2.65G 0.03309 0.02504 0.00039 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 82/299 2.65G 0.03273 0.02555 0.0006009 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 82/299 2.65G 0.03273 0.02555 0.0006009 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.25it/s] 82/299 2.65G 0.03277 0.0244 0.0005505 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.25it/s] 82/299 2.65G 0.03277 0.0244 0.0005505 115 640: 5%|▌ | 3/56 [00:00<00:06, 7.69it/s] 82/299 2.65G 0.03282 0.02472 0.0004769 126 640: 5%|▌ | 3/56 [00:14<00:06, 7.69it/s] 82/299 2.65G 0.03282 0.02472 0.0004769 126 640: 7%|▋ | 4/56 [00:14<04:54, 5.67s/it] 82/299 2.65G 0.03367 0.02688 0.0005239 199 640: 7%|▋ | 4/56 [00:44<04:54, 5.67s/it] 82/299 2.65G 0.03367 0.02688 0.0005239 199 640: 9%|▉ | 5/56 [00:44<12:22, 14.56s/it] 82/299 2.65G 0.0337 0.02643 0.0004822 131 640: 9%|▉ | 5/56 [00:45<12:22, 14.56s/it] 82/299 2.65G 0.0337 0.02643 0.0004822 131 640: 11%|█ | 6/56 [00:45<08:03, 9.67s/it] 82/299 2.65G 0.03303 0.02604 0.0005333 115 640: 11%|█ | 6/56 [00:45<08:03, 9.67s/it] 82/299 2.65G 0.03303 0.02604 0.0005333 115 640: 12%|█▎ | 7/56 [00:45<05:20, 6.54s/it] 82/299 2.65G 0.03316 0.02618 0.0005554 132 640: 12%|█▎ | 7/56 [00:45<05:20, 6.54s/it] 82/299 2.65G 0.03316 0.02618 0.0005554 132 640: 14%|█▍ | 8/56 [00:45<03:35, 4.50s/it] 82/299 2.65G 0.03302 0.02616 0.0005415 137 640: 14%|█▍ | 8/56 [00:45<03:35, 4.50s/it] 82/299 2.65G 0.03302 0.02616 0.0005415 137 640: 16%|█▌ | 9/56 [00:45<02:27, 3.13s/it] 82/299 2.65G 0.03284 0.02602 0.0005126 124 640: 16%|█▌ | 9/56 [00:45<02:27, 3.13s/it] 82/299 2.65G 0.03284 0.02602 0.0005126 124 640: 18%|█▊ | 10/56 [00:45<01:41, 2.21s/it] 82/299 2.65G 0.03291 0.02627 0.0004953 126 640: 18%|█▊ | 10/56 [00:45<01:41, 2.21s/it] 82/299 2.65G 0.03291 0.02627 0.0004953 126 640: 20%|█▉ | 11/56 [00:45<01:10, 1.57s/it] 82/299 2.65G 0.03268 0.02638 0.0005527 160 640: 20%|█▉ | 11/56 [00:48<01:10, 1.57s/it] 82/299 2.65G 0.03268 0.02638 0.0005527 160 640: 21%|██▏ | 12/56 [00:48<01:32, 2.09s/it] 82/299 2.65G 0.03263 0.02613 0.0005346 142 640: 21%|██▏ | 12/56 [01:18<01:32, 2.09s/it] 82/299 2.65G 0.03263 0.02613 0.0005346 142 640: 23%|██▎ | 13/56 [01:18<07:32, 10.53s/it] 82/299 2.65G 0.03254 0.02599 0.0005172 110 640: 23%|██▎ | 13/56 [01:19<07:32, 10.53s/it] 82/299 2.65G 0.03254 0.02599 0.0005172 110 640: 25%|██▌ | 14/56 [01:19<05:10, 7.39s/it] 82/299 2.65G 0.03253 0.02637 0.0005477 201 640: 25%|██▌ | 14/56 [01:19<05:10, 7.39s/it] 82/299 2.65G 0.03253 0.02637 0.0005477 201 640: 27%|██▋ | 15/56 [01:19<03:33, 5.20s/it] 82/299 2.65G 0.03268 0.02645 0.0005293 136 640: 27%|██▋ | 15/56 [01:19<03:33, 5.20s/it] 82/299 2.65G 0.03268 0.02645 0.0005293 136 640: 29%|██▊ | 16/56 [01:19<02:26, 3.67s/it] 82/299 2.65G 0.03261 0.02651 0.000524 137 640: 29%|██▊ | 16/56 [01:19<02:26, 3.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.576 0.509 0.505 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 83/299 2.65G 0.03221 0.0231 0.0002237 118 640: 0%| | 0/56 [00:00<?, ?it/s] 83/299 2.65G 0.03221 0.0231 0.0002237 118 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 83/299 2.65G 0.03196 0.02446 0.0002878 137 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 83/299 2.65G 0.03196 0.02446 0.0002878 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 83/299 2.65G 0.03228 0.02545 0.0003554 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 83/299 2.65G 0.03228 0.02545 0.0003554 135 640: 5%|▌ | 3/56 [00:00<00:06, 7.68it/s] 83/299 2.65G 0.03211 0.02562 0.0003219 141 640: 5%|▌ | 3/56 [00:03<00:06, 7.68it/s] 83/299 2.65G 0.03211 0.02562 0.0003219 141 640: 7%|▋ | 4/56 [00:03<01:07, 1.29s/it] 83/299 2.65G 0.03218 0.0262 0.0003615 170 640: 7%|▋ | 4/56 [00:34<01:07, 1.29s/it] 83/299 2.65G 0.03218 0.0262 0.0003615 170 640: 9%|▉ | 5/56 [00:34<10:07, 11.90s/it] 83/299 2.65G 0.03204 0.02832 0.0003548 235 640: 9%|▉ | 5/56 [00:34<10:07, 11.90s/it] 83/299 2.65G 0.03204 0.02832 0.0003548 235 640: 11%|█ | 6/56 [00:34<06:35, 7.91s/it] 83/299 2.65G 0.0322 0.02786 0.0003733 153 640: 11%|█ | 6/56 [00:34<06:35, 7.91s/it] 83/299 2.65G 0.0322 0.02786 0.0003733 153 640: 12%|█▎ | 7/56 [00:34<04:22, 5.36s/it] 83/299 2.65G 0.03258 0.02766 0.0003765 130 640: 12%|█▎ | 7/56 [00:34<04:22, 5.36s/it] 83/299 2.65G 0.03258 0.02766 0.0003765 130 640: 14%|█▍ | 8/56 [00:34<02:57, 3.69s/it] 83/299 2.65G 0.03281 0.02706 0.000372 101 640: 14%|█▍ | 8/56 [00:34<02:57, 3.69s/it] 83/299 2.65G 0.03281 0.02706 0.000372 101 640: 16%|█▌ | 9/56 [00:34<02:00, 2.57s/it] 83/299 2.65G 0.03268 0.0276 0.0003853 153 640: 16%|█▌ | 9/56 [00:34<02:00, 2.57s/it] 83/299 2.65G 0.03268 0.0276 0.0003853 153 640: 18%|█▊ | 10/56 [00:34<01:23, 1.82s/it] 83/299 2.65G 0.03259 0.02732 0.0003974 131 640: 18%|█▊ | 10/56 [00:34<01:23, 1.82s/it] 83/299 2.65G 0.03259 0.02732 0.0003974 131 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 83/299 2.65G 0.03235 0.02733 0.0004306 165 640: 20%|█▉ | 11/56 [00:47<00:58, 1.30s/it] 83/299 2.65G 0.03235 0.02733 0.0004306 165 640: 21%|██▏ | 12/56 [00:47<03:32, 4.84s/it] 83/299 2.65G 0.03231 0.02765 0.0004168 160 640: 21%|██▏ | 12/56 [01:07<03:32, 4.84s/it] 83/299 2.65G 0.03231 0.02765 0.0004168 160 640: 23%|██▎ | 13/56 [01:07<06:45, 9.42s/it] 83/299 2.65G 0.03262 0.02818 0.0004134 176 640: 23%|██▎ | 13/56 [01:07<06:45, 9.42s/it] 83/299 2.65G 0.03262 0.02818 0.0004134 176 640: 25%|██▌ | 14/56 [01:07<04:38, 6.62s/it] 83/299 2.65G 0.03247 0.02797 0.0004143 122 640: 25%|██▌ | 14/56 [01:08<04:38, 6.62s/it] 83/299 2.65G 0.03247 0.02797 0.0004143 122 640: 27%|██▋ | 15/56 [01:08<03:11, 4.66s/it] 83/299 2.65G 0.03239 0.0276 0.0004094 101 640: 27%|██▋ | 15/56 [01:08<03:11, 4.66s/it] 83/299 2.65G 0.03239 0.0276 0.0004094 101 640: 29%|██▊ | 16/56 [01:08<02:11, 3.29s/it] 83/299 2.65G 0.03225 0.02779 0.0004246 211 640: 29%|██▊ | 16/56 [01:08<02:11, 3.29s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.44it/s]
all 98 501 0.593 0.514 0.51 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 84/299 2.65G 0.03374 0.02495 0.002684 115 640: 0%| | 0/56 [00:00<?, ?it/s] 84/299 2.65G 0.03374 0.02495 0.002684 115 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 84/299 2.65G 0.03321 0.02359 0.001478 93 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 84/299 2.65G 0.03321 0.02359 0.001478 93 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 84/299 2.65G 0.03204 0.02428 0.001082 155 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 84/299 2.65G 0.03204 0.02428 0.001082 155 640: 5%|▌ | 3/56 [00:00<00:06, 7.62it/s] 84/299 2.65G 0.03271 0.02422 0.0009908 122 640: 5%|▌ | 3/56 [00:19<00:06, 7.62it/s] 84/299 2.65G 0.03271 0.02422 0.0009908 122 640: 7%|▋ | 4/56 [00:19<06:37, 7.64s/it] 84/299 2.65G 0.03218 0.02519 0.0008911 152 640: 7%|▋ | 4/56 [00:43<06:37, 7.64s/it] 84/299 2.65G 0.03218 0.02519 0.0008911 152 640: 9%|▉ | 5/56 [00:43<11:37, 13.67s/it] 84/299 2.65G 0.03228 0.02561 0.0007911 134 640: 9%|▉ | 5/56 [00:44<11:37, 13.67s/it] 84/299 2.65G 0.03228 0.02561 0.0007911 134 640: 11%|█ | 6/56 [00:44<07:33, 9.07s/it] 84/299 2.65G 0.03222 0.02645 0.0007235 161 640: 11%|█ | 6/56 [00:44<07:33, 9.07s/it] 84/299 2.65G 0.03222 0.02645 0.0007235 161 640: 12%|█▎ | 7/56 [00:44<05:01, 6.14s/it] 84/299 2.65G 0.03222 0.0266 0.0007667 135 640: 12%|█▎ | 7/56 [00:44<05:01, 6.14s/it] 84/299 2.65G 0.03222 0.0266 0.0007667 135 640: 14%|█▍ | 8/56 [00:44<03:22, 4.22s/it] 84/299 2.65G 0.03212 0.02691 0.0007372 171 640: 14%|█▍ | 8/56 [00:44<03:22, 4.22s/it] 84/299 2.65G 0.03212 0.02691 0.0007372 171 640: 16%|█▌ | 9/56 [00:44<02:18, 2.94s/it] 84/299 2.65G 0.03205 0.0269 0.0007012 145 640: 16%|█▌ | 9/56 [00:44<02:18, 2.94s/it] 84/299 2.65G 0.03205 0.0269 0.0007012 145 640: 18%|█▊ | 10/56 [00:44<01:35, 2.07s/it] 84/299 2.65G 0.03223 0.02716 0.000664 128 640: 18%|█▊ | 10/56 [00:44<01:35, 2.07s/it] 84/299 2.65G 0.03223 0.02716 0.000664 128 640: 20%|█▉ | 11/56 [00:44<01:06, 1.47s/it] 84/299 2.65G 0.03207 0.02738 0.0006533 182 640: 20%|█▉ | 11/56 [00:57<01:06, 1.47s/it] 84/299 2.65G 0.03207 0.02738 0.0006533 182 640: 21%|██▏ | 12/56 [00:57<03:33, 4.86s/it] 84/299 2.65G 0.03211 0.02698 0.0006257 108 640: 21%|██▏ | 12/56 [01:17<03:33, 4.86s/it] 84/299 2.65G 0.03211 0.02698 0.0006257 108 640: 23%|██▎ | 13/56 [01:17<06:48, 9.50s/it] 84/299 2.65G 0.03222 0.02669 0.000606 110 640: 23%|██▎ | 13/56 [01:17<06:48, 9.50s/it] 84/299 2.65G 0.03222 0.02669 0.000606 110 640: 25%|██▌ | 14/56 [01:17<04:40, 6.67s/it] 84/299 2.65G 0.03223 0.02681 0.0005833 147 640: 25%|██▌ | 14/56 [01:17<04:40, 6.67s/it] 84/299 2.65G 0.03223 0.02681 0.0005833 147 640: 27%|██▋ | 15/56 [01:17<03:12, 4.70s/it] 84/299 2.65G 0.0322 0.02673 0.0005744 120 640: 27%|██▋ | 15/56 [01:17<03:12, 4.70s/it] 84/299 2.65G 0.0322 0.02673 0.0005744 120 640: 29%|██▊ | 16/56 [01:17<02:12, 3.32s/it] 84/299 2.65G 0.03203 0.02701 0.0005661 184 640: 29%|██▊ | 16/56 [01:17<02:12, 3.32s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 8.01it/s]
all 98 501 0.589 0.514 0.526 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 85/299 2.65G 0.03137 0.03636 0.000876 221 640: 0%| | 0/56 [00:00<?, ?it/s] 85/299 2.65G 0.03137 0.03636 0.000876 221 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 85/299 2.65G 0.03084 0.03081 0.0005837 118 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 85/299 2.65G 0.03084 0.03081 0.0005837 118 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 85/299 2.65G 0.0307 0.03203 0.0005101 190 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 85/299 2.65G 0.0307 0.03203 0.0005101 190 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 85/299 2.65G 0.03147 0.02985 0.0004842 126 640: 5%|▌ | 3/56 [00:13<00:06, 7.70it/s] 85/299 2.65G 0.03147 0.02985 0.0004842 126 640: 7%|▋ | 4/56 [00:13<04:30, 5.21s/it] 85/299 2.65G 0.0319 0.02881 0.0005022 117 640: 7%|▋ | 4/56 [00:41<04:30, 5.21s/it] 85/299 2.65G 0.0319 0.02881 0.0005022 117 640: 9%|▉ | 5/56 [00:41<11:31, 13.56s/it] 85/299 2.65G 0.0316 0.02845 0.0004686 133 640: 9%|▉ | 5/56 [00:41<11:31, 13.56s/it] 85/299 2.65G 0.0316 0.02845 0.0004686 133 640: 11%|█ | 6/56 [00:41<07:30, 9.00s/it] 85/299 2.65G 0.03161 0.02838 0.000441 142 640: 11%|█ | 6/56 [00:42<07:30, 9.00s/it] 85/299 2.65G 0.03161 0.02838 0.000441 142 640: 12%|█▎ | 7/56 [00:42<04:58, 6.10s/it] 85/299 2.65G 0.03172 0.02806 0.0004414 137 640: 12%|█▎ | 7/56 [00:42<04:58, 6.10s/it] 85/299 2.65G 0.03172 0.02806 0.0004414 137 640: 14%|█▍ | 8/56 [00:42<03:21, 4.19s/it] 85/299 2.65G 0.03246 0.02765 0.0005462 97 640: 14%|█▍ | 8/56 [00:42<03:21, 4.19s/it] 85/299 2.65G 0.03246 0.02765 0.0005462 97 640: 16%|█▌ | 9/56 [00:42<02:17, 2.92s/it] 85/299 2.65G 0.03274 0.02736 0.0005198 115 640: 16%|█▌ | 9/56 [00:42<02:17, 2.92s/it] 85/299 2.65G 0.03274 0.02736 0.0005198 115 640: 18%|█▊ | 10/56 [00:42<01:34, 2.06s/it] 85/299 2.65G 0.03266 0.02708 0.0004948 125 640: 18%|█▊ | 10/56 [00:42<01:34, 2.06s/it] 85/299 2.65G 0.03266 0.02708 0.0004948 125 640: 20%|█▉ | 11/56 [00:42<01:05, 1.47s/it] 85/299 2.65G 0.03264 0.02708 0.0004739 122 640: 20%|█▉ | 11/56 [00:52<01:05, 1.47s/it] 85/299 2.65G 0.03264 0.02708 0.0004739 122 640: 21%|██▏ | 12/56 [00:52<03:04, 4.19s/it] 85/299 2.65G 0.0325 0.02671 0.0004662 132 640: 21%|██▏ | 12/56 [01:15<03:04, 4.19s/it] 85/299 2.65G 0.0325 0.02671 0.0004662 132 640: 23%|██▎ | 13/56 [01:15<06:55, 9.67s/it] 85/299 2.65G 0.03243 0.02716 0.000455 173 640: 23%|██▎ | 13/56 [01:15<06:55, 9.67s/it] 85/299 2.65G 0.03243 0.02716 0.000455 173 640: 25%|██▌ | 14/56 [01:15<04:46, 6.81s/it] 85/299 2.65G 0.03246 0.02716 0.0004665 139 640: 25%|██▌ | 14/56 [01:15<04:46, 6.81s/it] 85/299 2.65G 0.03246 0.02716 0.0004665 139 640: 27%|██▋ | 15/56 [01:15<03:16, 4.79s/it] 85/299 2.65G 0.03259 0.02677 0.000521 105 640: 27%|██▋ | 15/56 [01:15<03:16, 4.79s/it] 85/299 2.65G 0.03259 0.02677 0.000521 105 640: 29%|██▊ | 16/56 [01:15<02:15, 3.39s/it] 85/299 2.65G 0.03246 0.0264 0.0005055 121 640: 29%|██▊ | 16/56 [01:15<02:15, 3.39s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.524 0.557 0.509 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 86/299 2.65G 0.03775 0.02833 0.0004259 164 640: 0%| | 0/56 [00:00<?, ?it/s] 86/299 2.65G 0.03775 0.02833 0.0004259 164 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 86/299 2.65G 0.03773 0.029 0.000372 163 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 86/299 2.65G 0.03773 0.029 0.000372 163 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 86/299 2.65G 0.0364 0.02911 0.0004366 138 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 86/299 2.65G 0.0364 0.02911 0.0004366 138 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 86/299 2.65G 0.03511 0.02816 0.0005046 156 640: 5%|▌ | 3/56 [00:17<00:06, 7.76it/s] 86/299 2.65G 0.03511 0.02816 0.0005046 156 640: 7%|▋ | 4/56 [00:17<05:53, 6.79s/it] 86/299 2.65G 0.03499 0.02721 0.0004777 128 640: 7%|▋ | 4/56 [00:43<05:53, 6.79s/it] 86/299 2.65G 0.03499 0.02721 0.0004777 128 640: 9%|▉ | 5/56 [00:43<11:37, 13.68s/it] 86/299 2.65G 0.03501 0.02765 0.0005172 179 640: 9%|▉ | 5/56 [00:43<11:37, 13.68s/it] 86/299 2.65G 0.03501 0.02765 0.0005172 179 640: 11%|█ | 6/56 [00:43<07:33, 9.07s/it] 86/299 2.65G 0.03528 0.02676 0.0005006 108 640: 11%|█ | 6/56 [00:43<07:33, 9.07s/it] 86/299 2.65G 0.03528 0.02676 0.0005006 108 640: 12%|█▎ | 7/56 [00:43<05:00, 6.14s/it] 86/299 2.65G 0.03564 0.02731 0.0004984 166 640: 12%|█▎ | 7/56 [00:43<05:00, 6.14s/it] 86/299 2.65G 0.03564 0.02731 0.0004984 166 640: 14%|█▍ | 8/56 [00:43<03:22, 4.22s/it] 86/299 2.65G 0.03533 0.02694 0.0005657 126 640: 14%|█▍ | 8/56 [00:43<03:22, 4.22s/it] 86/299 2.65G 0.03533 0.02694 0.0005657 126 640: 16%|█▌ | 9/56 [00:43<02:18, 2.95s/it] 86/299 2.65G 0.03513 0.02694 0.000548 124 640: 16%|█▌ | 9/56 [00:43<02:18, 2.95s/it] 86/299 2.65G 0.03513 0.02694 0.000548 124 640: 18%|█▊ | 10/56 [00:43<01:35, 2.08s/it] 86/299 2.65G 0.03517 0.02671 0.0005279 127 640: 18%|█▊ | 10/56 [00:44<01:35, 2.08s/it] 86/299 2.65G 0.03517 0.02671 0.0005279 127 640: 20%|█▉ | 11/56 [00:44<01:06, 1.48s/it] 86/299 2.65G 0.03523 0.02652 0.0005237 142 640: 20%|█▉ | 11/56 [00:51<01:06, 1.48s/it] 86/299 2.65G 0.03523 0.02652 0.0005237 142 640: 21%|██▏ | 12/56 [00:51<02:21, 3.21s/it] 86/299 2.65G 0.035 0.02647 0.0005137 155 640: 21%|██▏ | 12/56 [01:16<02:21, 3.21s/it] 86/299 2.65G 0.035 0.02647 0.0005137 155 640: 23%|██▎ | 13/56 [01:16<07:08, 9.97s/it] 86/299 2.65G 0.0348 0.02599 0.0005208 98 640: 23%|██▎ | 13/56 [01:16<07:08, 9.97s/it] 86/299 2.65G 0.0348 0.02599 0.0005208 98 640: 25%|██▌ | 14/56 [01:16<04:54, 7.00s/it] 86/299 2.65G 0.03448 0.02584 0.000517 122 640: 25%|██▌ | 14/56 [01:17<04:54, 7.00s/it] 86/299 2.65G 0.03448 0.02584 0.000517 122 640: 27%|██▋ | 15/56 [01:17<03:22, 4.93s/it] 86/299 2.65G 0.03428 0.02555 0.0005106 117 640: 27%|██▋ | 15/56 [01:17<03:22, 4.93s/it] 86/299 2.65G 0.03428 0.02555 0.0005106 117 640: 29%|██▊ | 16/56 [01:17<02:19, 3.48s/it] 86/299 2.65G 0.03418 0.02564 0.0005027 133 640: 29%|██▊ | 16/56 [01:17<02:19, 3.48s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.40it/s]
all 98 501 0.605 0.563 0.535 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 87/299 2.65G 0.02973 0.02976 0.0003222 129 640: 0%| | 0/56 [00:00<?, ?it/s] 87/299 2.65G 0.02973 0.02976 0.0003222 129 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 87/299 2.65G 0.03041 0.02762 0.0003992 143 640: 2%|▏ | 1/56 [00:00<00:06, 8.12it/s] 87/299 2.65G 0.03041 0.02762 0.0003992 143 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 87/299 2.65G 0.03067 0.02626 0.0003576 141 640: 4%|▎ | 2/56 [00:00<00:07, 7.29it/s] 87/299 2.65G 0.03067 0.02626 0.0003576 141 640: 5%|▌ | 3/56 [00:00<00:06, 7.66it/s] 87/299 2.65G 0.03147 0.02682 0.000368 171 640: 5%|▌ | 3/56 [00:08<00:06, 7.66it/s] 87/299 2.65G 0.03147 0.02682 0.000368 171 640: 7%|▋ | 4/56 [00:08<02:47, 3.22s/it] 87/299 2.65G 0.03203 0.02705 0.0004182 163 640: 7%|▋ | 4/56 [00:42<02:47, 3.22s/it] 87/299 2.65G 0.03203 0.02705 0.0004182 163 640: 9%|▉ | 5/56 [00:42<12:20, 14.52s/it] 87/299 2.65G 0.03191 0.02761 0.0005571 168 640: 9%|▉ | 5/56 [00:43<12:20, 14.52s/it] 87/299 2.65G 0.03191 0.02761 0.0005571 168 640: 11%|█ | 6/56 [00:43<08:01, 9.64s/it] 87/299 2.65G 0.03165 0.02788 0.0005174 149 640: 11%|█ | 6/56 [00:43<08:01, 9.64s/it] 87/299 2.65G 0.03165 0.02788 0.0005174 149 640: 12%|█▎ | 7/56 [00:43<05:19, 6.52s/it] 87/299 2.65G 0.03164 0.02726 0.0004933 115 640: 12%|█▎ | 7/56 [00:43<05:19, 6.52s/it] 87/299 2.65G 0.03164 0.02726 0.0004933 115 640: 14%|█▍ | 8/56 [00:43<03:35, 4.48s/it] 87/299 2.65G 0.03179 0.02722 0.0004758 124 640: 14%|█▍ | 8/56 [00:43<03:35, 4.48s/it] 87/299 2.65G 0.03179 0.02722 0.0004758 124 640: 16%|█▌ | 9/56 [00:43<02:26, 3.12s/it] 87/299 2.65G 0.03158 0.02665 0.0004665 102 640: 16%|█▌ | 9/56 [00:43<02:26, 3.12s/it] 87/299 2.65G 0.03158 0.02665 0.0004665 102 640: 18%|█▊ | 10/56 [00:43<01:41, 2.20s/it] 87/299 2.65G 0.03191 0.02698 0.000453 174 640: 18%|█▊ | 10/56 [00:43<01:41, 2.20s/it] 87/299 2.65G 0.03191 0.02698 0.000453 174 640: 20%|█▉ | 11/56 [00:43<01:10, 1.56s/it] 87/299 2.65G 0.03202 0.02683 0.0004647 155 640: 20%|█▉ | 11/56 [00:43<01:10, 1.56s/it] 87/299 2.65G 0.03202 0.02683 0.0004647 155 640: 21%|██▏ | 12/56 [00:43<00:49, 1.12s/it] 87/299 2.65G 0.03203 0.02706 0.0004905 181 640: 21%|██▏ | 12/56 [01:16<00:49, 1.12s/it] 87/299 2.65G 0.03203 0.02706 0.0004905 181 640: 23%|██▎ | 13/56 [01:16<07:34, 10.58s/it] 87/299 2.65G 0.03218 0.02752 0.0005402 187 640: 23%|██▎ | 13/56 [01:16<07:34, 10.58s/it] 87/299 2.65G 0.03218 0.02752 0.0005402 187 640: 25%|██▌ | 14/56 [01:16<05:12, 7.45s/it] 87/299 2.65G 0.03218 0.02745 0.0005303 147 640: 25%|██▌ | 14/56 [01:16<05:12, 7.45s/it] 87/299 2.65G 0.03218 0.02745 0.0005303 147 640: 27%|██▋ | 15/56 [01:16<03:34, 5.24s/it] 87/299 2.65G 0.0321 0.02756 0.0005193 162 640: 27%|██▋ | 15/56 [01:16<03:34, 5.24s/it] 87/299 2.65G 0.0321 0.02756 0.0005193 162 640: 29%|██▊ | 16/56 [01:16<02:27, 3.70s/it] 87/299 2.65G 0.03194 0.02729 0.0005062 132 640: 29%|██▊ | 16/56 [01:16<02:27, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
all 98 501 0.55 0.492 0.49 0.247
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 88/299 2.65G 0.03192 0.02767 0.0003294 153 640: 0%| | 0/56 [00:00<?, ?it/s] 88/299 2.65G 0.03192 0.02767 0.0003294 153 640: 2%|▏ | 1/56 [00:00<00:07, 7.85it/s] 88/299 2.65G 0.03087 0.02625 0.0002795 109 640: 2%|▏ | 1/56 [00:00<00:07, 7.85it/s] 88/299 2.65G 0.03087 0.02625 0.0002795 109 640: 4%|▎ | 2/56 [00:00<00:07, 7.15it/s] 88/299 2.65G 0.03134 0.02612 0.000343 157 640: 4%|▎ | 2/56 [00:00<00:07, 7.15it/s] 88/299 2.65G 0.03134 0.02612 0.000343 157 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 88/299 2.65G 0.03131 0.02682 0.0003481 140 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 88/299 2.65G 0.03131 0.02682 0.0003481 140 640: 7%|▋ | 4/56 [00:00<00:06, 7.99it/s] 88/299 2.65G 0.03098 0.02653 0.00032 129 640: 7%|▋ | 4/56 [00:44<00:06, 7.99it/s] 88/299 2.65G 0.03098 0.02653 0.00032 129 640: 9%|▉ | 5/56 [00:44<13:30, 15.89s/it] 88/299 2.65G 0.03026 0.02599 0.0003171 105 640: 9%|▉ | 5/56 [00:44<13:30, 15.89s/it] 88/299 2.65G 0.03026 0.02599 0.0003171 105 640: 11%|█ | 6/56 [00:44<08:46, 10.54s/it] 88/299 2.65G 0.03031 0.02641 0.0003375 159 640: 11%|█ | 6/56 [00:44<08:46, 10.54s/it] 88/299 2.65G 0.03031 0.02641 0.0003375 159 640: 12%|█▎ | 7/56 [00:44<05:49, 7.13s/it] 88/299 2.65G 0.03041 0.02646 0.0003626 147 640: 12%|█▎ | 7/56 [00:44<05:49, 7.13s/it] 88/299 2.65G 0.03041 0.02646 0.0003626 147 640: 14%|█▍ | 8/56 [00:44<03:54, 4.89s/it] 88/299 2.65G 0.03056 0.02697 0.0003772 180 640: 14%|█▍ | 8/56 [00:44<03:54, 4.89s/it] 88/299 2.65G 0.03056 0.02697 0.0003772 180 640: 16%|█▌ | 9/56 [00:44<02:39, 3.40s/it] 88/299 2.65G 0.03041 0.02679 0.0003706 133 640: 16%|█▌ | 9/56 [00:44<02:39, 3.40s/it] 88/299 2.65G 0.03041 0.02679 0.0003706 133 640: 18%|█▊ | 10/56 [00:44<01:50, 2.39s/it] 88/299 2.65G 0.03039 0.02706 0.0003644 130 640: 18%|█▊ | 10/56 [00:45<01:50, 2.39s/it] 88/299 2.65G 0.03039 0.02706 0.0003644 130 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 88/299 2.65G 0.03058 0.02697 0.000431 107 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 88/299 2.65G 0.03058 0.02697 0.000431 107 640: 21%|██▏ | 12/56 [00:45<00:53, 1.22s/it] 88/299 2.65G 0.03054 0.02697 0.0004229 133 640: 21%|██▏ | 12/56 [01:18<00:53, 1.22s/it] 88/299 2.65G 0.03054 0.02697 0.0004229 133 640: 23%|██▎ | 13/56 [01:18<07:45, 10.82s/it] 88/299 2.65G 0.03071 0.0269 0.0004105 142 640: 23%|██▎ | 13/56 [01:18<07:45, 10.82s/it] 88/299 2.65G 0.03071 0.0269 0.0004105 142 640: 25%|██▌ | 14/56 [01:18<05:19, 7.60s/it] 88/299 2.65G 0.03058 0.02666 0.000397 99 640: 25%|██▌ | 14/56 [01:18<05:19, 7.60s/it] 88/299 2.65G 0.03058 0.02666 0.000397 99 640: 27%|██▋ | 15/56 [01:18<03:38, 5.34s/it] 88/299 2.65G 0.0308 0.02697 0.0004148 182 640: 27%|██▋ | 15/56 [01:18<03:38, 5.34s/it] 88/299 2.65G 0.0308 0.02697 0.0004148 182 640: 29%|██▊ | 16/56 [01:18<02:30, 3.77s/it] 88/299 2.65G 0.03068 0.027 0.0004649 145 640: 29%|██▊ | 16/56 [01:18<02:30, 3.77s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.593 0.498 0.521 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 89/299 2.65G 0.02946 0.02011 0.0002322 106 640: 0%| | 0/56 [00:00<?, ?it/s] 89/299 2.65G 0.02946 0.02011 0.0002322 106 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 89/299 2.65G 0.02925 0.02064 0.0002184 132 640: 2%|▏ | 1/56 [00:00<00:06, 8.14it/s] 89/299 2.65G 0.02925 0.02064 0.0002184 132 640: 4%|▎ | 2/56 [00:00<00:09, 5.97it/s] 89/299 2.65G 0.02929 0.02069 0.0002993 135 640: 4%|▎ | 2/56 [00:00<00:09, 5.97it/s] 89/299 2.65G 0.02929 0.02069 0.0002993 135 640: 5%|▌ | 3/56 [00:00<00:07, 6.64it/s] 89/299 2.65G 0.02948 0.02141 0.000354 123 640: 5%|▌ | 3/56 [00:00<00:07, 6.64it/s] 89/299 2.65G 0.02948 0.02141 0.000354 123 640: 7%|▋ | 4/56 [00:00<00:07, 7.27it/s] 89/299 2.65G 0.02979 0.02225 0.0003306 129 640: 7%|▋ | 4/56 [00:42<00:07, 7.27it/s] 89/299 2.65G 0.02979 0.02225 0.0003306 129 640: 9%|▉ | 5/56 [00:42<12:51, 15.14s/it] 89/299 2.65G 0.02999 0.02234 0.0003263 114 640: 9%|▉ | 5/56 [00:42<12:51, 15.14s/it] 89/299 2.65G 0.02999 0.02234 0.0003263 114 640: 11%|█ | 6/56 [00:42<08:21, 10.04s/it] 89/299 2.65G 0.03034 0.0228 0.0004362 143 640: 11%|█ | 6/56 [00:42<08:21, 10.04s/it] 89/299 2.65G 0.03034 0.0228 0.0004362 143 640: 12%|█▎ | 7/56 [00:42<05:32, 6.79s/it] 89/299 2.65G 0.03088 0.02352 0.0004257 180 640: 12%|█▎ | 7/56 [00:42<05:32, 6.79s/it] 89/299 2.65G 0.03088 0.02352 0.0004257 180 640: 14%|█▍ | 8/56 [00:42<03:44, 4.67s/it] 89/299 2.65G 0.0306 0.02403 0.00041 135 640: 14%|█▍ | 8/56 [00:42<03:44, 4.67s/it] 89/299 2.65G 0.0306 0.02403 0.00041 135 640: 16%|█▌ | 9/56 [00:42<02:32, 3.24s/it] 89/299 2.65G 0.03073 0.02492 0.0004192 142 640: 16%|█▌ | 9/56 [00:42<02:32, 3.24s/it] 89/299 2.65G 0.03073 0.02492 0.0004192 142 640: 18%|█▊ | 10/56 [00:42<01:45, 2.28s/it] 89/299 2.65G 0.03057 0.02517 0.0004168 168 640: 18%|█▊ | 10/56 [00:43<01:45, 2.28s/it] 89/299 2.65G 0.03057 0.02517 0.0004168 168 640: 20%|█▉ | 11/56 [00:43<01:12, 1.62s/it] 89/299 2.65G 0.03042 0.0254 0.0004177 149 640: 20%|█▉ | 11/56 [00:43<01:12, 1.62s/it] 89/299 2.65G 0.03042 0.0254 0.0004177 149 640: 21%|██▏ | 12/56 [00:43<00:51, 1.16s/it] 89/299 2.65G 0.03058 0.02599 0.0004579 187 640: 21%|██▏ | 12/56 [01:15<00:51, 1.16s/it] 89/299 2.65G 0.03058 0.02599 0.0004579 187 640: 23%|██▎ | 13/56 [01:15<07:40, 10.70s/it] 89/299 2.65G 0.0309 0.02582 0.0004412 98 640: 23%|██▎ | 13/56 [01:15<07:40, 10.70s/it] 89/299 2.65G 0.0309 0.02582 0.0004412 98 640: 25%|██▌ | 14/56 [01:15<05:15, 7.51s/it] 89/299 2.65G 0.03101 0.02551 0.0004262 106 640: 25%|██▌ | 14/56 [01:16<05:15, 7.51s/it] 89/299 2.65G 0.03101 0.02551 0.0004262 106 640: 27%|██▋ | 15/56 [01:16<03:36, 5.28s/it] 89/299 2.65G 0.03107 0.02516 0.0004578 92 640: 27%|██▋ | 15/56 [01:16<03:36, 5.28s/it] 89/299 2.65G 0.03107 0.02516 0.0004578 92 640: 29%|██▊ | 16/56 [01:16<02:29, 3.73s/it] 89/299 2.65G 0.0311 0.02526 0.0004463 137 640: 29%|██▊ | 16/56 [01:16<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.577 0.543 0.536 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 90/299 2.65G 0.0311 0.02919 0.0006469 175 640: 0%| | 0/56 [00:00<?, ?it/s] 90/299 2.65G 0.0311 0.02919 0.0006469 175 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 90/299 2.65G 0.03036 0.02602 0.0004452 111 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 90/299 2.65G 0.03036 0.02602 0.0004452 111 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 90/299 2.65G 0.03171 0.02713 0.0004078 147 640: 4%|▎ | 2/56 [00:00<00:07, 7.31it/s] 90/299 2.65G 0.03171 0.02713 0.0004078 147 640: 5%|▌ | 3/56 [00:00<00:07, 7.53it/s] 90/299 2.65G 0.03058 0.02526 0.000378 99 640: 5%|▌ | 3/56 [00:00<00:07, 7.53it/s] 90/299 2.65G 0.03058 0.02526 0.000378 99 640: 7%|▋ | 4/56 [00:00<00:06, 7.89it/s] 90/299 2.65G 0.03055 0.02482 0.0003456 127 640: 7%|▋ | 4/56 [00:39<00:06, 7.89it/s] 90/299 2.65G 0.03055 0.02482 0.0003456 127 640: 9%|▉ | 5/56 [00:39<12:05, 14.22s/it] 90/299 2.65G 0.03077 0.02587 0.0003636 185 640: 9%|▉ | 5/56 [00:39<12:05, 14.22s/it] 90/299 2.65G 0.03077 0.02587 0.0003636 185 640: 11%|█ | 6/56 [00:39<07:51, 9.43s/it] 90/299 2.65G 0.03053 0.02603 0.0004078 150 640: 11%|█ | 6/56 [00:39<07:51, 9.43s/it] 90/299 2.65G 0.03053 0.02603 0.0004078 150 640: 12%|█▎ | 7/56 [00:39<05:12, 6.39s/it] 90/299 2.65G 0.0308 0.0265 0.0004116 158 640: 12%|█▎ | 7/56 [00:40<05:12, 6.39s/it] 90/299 2.65G 0.0308 0.0265 0.0004116 158 640: 14%|█▍ | 8/56 [00:40<03:30, 4.39s/it] 90/299 2.65G 0.03087 0.02603 0.0004373 129 640: 14%|█▍ | 8/56 [00:40<03:30, 4.39s/it] 90/299 2.65G 0.03087 0.02603 0.0004373 129 640: 16%|█▌ | 9/56 [00:40<02:23, 3.05s/it] 90/299 2.65G 0.03075 0.02617 0.0004331 130 640: 16%|█▌ | 9/56 [00:40<02:23, 3.05s/it] 90/299 2.65G 0.03075 0.02617 0.0004331 130 640: 18%|█▊ | 10/56 [00:40<01:38, 2.15s/it] 90/299 2.65G 0.0307 0.02646 0.0004336 180 640: 18%|█▊ | 10/56 [00:40<01:38, 2.15s/it] 90/299 2.65G 0.0307 0.02646 0.0004336 180 640: 20%|█▉ | 11/56 [00:40<01:08, 1.53s/it] 90/299 2.65G 0.03045 0.02625 0.0004334 144 640: 20%|█▉ | 11/56 [00:40<01:08, 1.53s/it] 90/299 2.65G 0.03045 0.02625 0.0004334 144 640: 21%|██▏ | 12/56 [00:40<00:48, 1.10s/it] 90/299 2.65G 0.03071 0.0261 0.0004267 145 640: 21%|██▏ | 12/56 [01:13<00:48, 1.10s/it] 90/299 2.65G 0.03071 0.0261 0.0004267 145 640: 23%|██▎ | 13/56 [01:13<07:37, 10.64s/it] 90/299 2.65G 0.03041 0.02603 0.0004198 113 640: 23%|██▎ | 13/56 [01:13<07:37, 10.64s/it] 90/299 2.65G 0.03041 0.02603 0.0004198 113 640: 25%|██▌ | 14/56 [01:13<05:13, 7.47s/it] 90/299 2.65G 0.03046 0.02579 0.0004174 149 640: 25%|██▌ | 14/56 [01:13<05:13, 7.47s/it] 90/299 2.65G 0.03046 0.02579 0.0004174 149 640: 27%|██▋ | 15/56 [01:13<03:35, 5.26s/it] 90/299 2.65G 0.03051 0.0257 0.0004087 119 640: 27%|██▋ | 15/56 [01:13<03:35, 5.26s/it] 90/299 2.65G 0.03051 0.0257 0.0004087 119 640: 29%|██▊ | 16/56 [01:13<02:28, 3.71s/it] 90/299 2.65G 0.03074 0.02577 0.000397 162 640: 29%|██▊ | 16/56 [01:13<02:28, 3.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.598 0.521 0.524 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 91/299 2.65G 0.03629 0.0187 0.0003344 97 640: 0%| | 0/56 [00:00<?, ?it/s] 91/299 2.65G 0.03629 0.0187 0.0003344 97 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 91/299 2.65G 0.03458 0.02048 0.0002736 133 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 91/299 2.65G 0.03458 0.02048 0.0002736 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.39it/s] 91/299 2.65G 0.03396 0.02177 0.0004888 128 640: 4%|▎ | 2/56 [00:00<00:07, 7.39it/s] 91/299 2.65G 0.03396 0.02177 0.0004888 128 640: 5%|▌ | 3/56 [00:00<00:06, 7.88it/s] 91/299 2.65G 0.03288 0.02263 0.0004374 128 640: 5%|▌ | 3/56 [00:00<00:06, 7.88it/s] 91/299 2.65G 0.03288 0.02263 0.0004374 128 640: 7%|▋ | 4/56 [00:00<00:06, 8.08it/s] 91/299 2.65G 0.0331 0.02374 0.0004291 175 640: 7%|▋ | 4/56 [00:40<00:06, 8.08it/s] 91/299 2.65G 0.0331 0.02374 0.0004291 175 640: 9%|▉ | 5/56 [00:40<12:25, 14.61s/it] 91/299 2.65G 0.03263 0.0233 0.0004488 104 640: 9%|▉ | 5/56 [00:40<12:25, 14.61s/it] 91/299 2.65G 0.03263 0.0233 0.0004488 104 640: 11%|█ | 6/56 [00:40<08:04, 9.69s/it] 91/299 2.65G 0.03318 0.02373 0.0004238 150 640: 11%|█ | 6/56 [00:41<08:04, 9.69s/it] 91/299 2.65G 0.03318 0.02373 0.0004238 150 640: 12%|█▎ | 7/56 [00:41<05:21, 6.56s/it] 91/299 2.65G 0.03321 0.02423 0.0004372 179 640: 12%|█▎ | 7/56 [00:41<05:21, 6.56s/it] 91/299 2.65G 0.03321 0.02423 0.0004372 179 640: 14%|█▍ | 8/56 [00:41<03:36, 4.51s/it] 91/299 2.65G 0.03322 0.02447 0.0004175 128 640: 14%|█▍ | 8/56 [00:41<03:36, 4.51s/it] 91/299 2.65G 0.03322 0.02447 0.0004175 128 640: 16%|█▌ | 9/56 [00:41<02:27, 3.13s/it] 91/299 2.65G 0.03356 0.02468 0.0004335 150 640: 16%|█▌ | 9/56 [00:41<02:27, 3.13s/it] 91/299 2.65G 0.03356 0.02468 0.0004335 150 640: 18%|█▊ | 10/56 [00:41<01:41, 2.21s/it] 91/299 2.65G 0.03341 0.02489 0.0004248 194 640: 18%|█▊ | 10/56 [00:41<01:41, 2.21s/it] 91/299 2.65G 0.03341 0.02489 0.0004248 194 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 91/299 2.65G 0.03303 0.02462 0.0004281 108 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 91/299 2.65G 0.03303 0.02462 0.0004281 108 640: 21%|██▏ | 12/56 [00:41<00:49, 1.12s/it] 91/299 2.65G 0.03291 0.02481 0.0004164 139 640: 21%|██▏ | 12/56 [01:14<00:49, 1.12s/it] 91/299 2.65G 0.03291 0.02481 0.0004164 139 640: 23%|██▎ | 13/56 [01:14<07:43, 10.79s/it] 91/299 2.65G 0.033 0.02513 0.0004135 148 640: 23%|██▎ | 13/56 [01:14<07:43, 10.79s/it] 91/299 2.65G 0.033 0.02513 0.0004135 148 640: 25%|██▌ | 14/56 [01:14<05:18, 7.57s/it] 91/299 2.65G 0.03284 0.02534 0.0004155 149 640: 25%|██▌ | 14/56 [01:14<05:18, 7.57s/it] 91/299 2.65G 0.03284 0.02534 0.0004155 149 640: 27%|██▋ | 15/56 [01:14<03:38, 5.33s/it] 91/299 2.65G 0.03279 0.02538 0.0004075 160 640: 27%|██▋ | 15/56 [01:15<03:38, 5.33s/it] 91/299 2.65G 0.03279 0.02538 0.0004075 160 640: 29%|██▊ | 16/56 [01:15<02:30, 3.76s/it] 91/299 2.65G 0.03263 0.02498 0.0004143 107 640: 29%|██▊ | 16/56 [01:15<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.578 0.543 0.521 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 92/299 2.65G 0.0323 0.02392 0.0004149 141 640: 0%| | 0/56 [00:00<?, ?it/s] 92/299 2.65G 0.0323 0.02392 0.0004149 141 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 92/299 2.65G 0.03264 0.02388 0.0003365 108 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 92/299 2.65G 0.03264 0.02388 0.0003365 108 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 92/299 2.65G 0.03253 0.02458 0.0003785 123 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 92/299 2.65G 0.03253 0.02458 0.0003785 123 640: 5%|▌ | 3/56 [00:00<00:15, 3.42it/s] 92/299 2.65G 0.03217 0.0255 0.0006047 155 640: 5%|▌ | 3/56 [00:00<00:15, 3.42it/s] 92/299 2.65G 0.03217 0.0255 0.0006047 155 640: 7%|▋ | 4/56 [00:00<00:11, 4.46it/s] 92/299 2.65G 0.03159 0.02577 0.0005731 162 640: 7%|▋ | 4/56 [00:32<00:11, 4.46it/s] 92/299 2.65G 0.03159 0.02577 0.0005731 162 640: 9%|▉ | 5/56 [00:32<09:56, 11.69s/it] 92/299 2.65G 0.03152 0.02549 0.0005257 107 640: 9%|▉ | 5/56 [00:33<09:56, 11.69s/it] 92/299 2.65G 0.03152 0.02549 0.0005257 107 640: 11%|█ | 6/56 [00:33<06:28, 7.77s/it] 92/299 2.65G 0.0321 0.02434 0.0005188 75 640: 11%|█ | 6/56 [00:33<06:28, 7.77s/it] 92/299 2.65G 0.0321 0.02434 0.0005188 75 640: 12%|█▎ | 7/56 [00:33<04:18, 5.27s/it] 92/299 2.65G 0.03243 0.02392 0.0005032 131 640: 12%|█▎ | 7/56 [00:33<04:18, 5.27s/it] 92/299 2.65G 0.03243 0.02392 0.0005032 131 640: 14%|█▍ | 8/56 [00:33<02:54, 3.63s/it] 92/299 2.65G 0.03251 0.02443 0.0004804 156 640: 14%|█▍ | 8/56 [00:33<02:54, 3.63s/it] 92/299 2.65G 0.03251 0.02443 0.0004804 156 640: 16%|█▌ | 9/56 [00:33<01:58, 2.53s/it] 92/299 2.65G 0.03258 0.02441 0.0004745 137 640: 16%|█▌ | 9/56 [00:33<01:58, 2.53s/it] 92/299 2.65G 0.03258 0.02441 0.0004745 137 640: 18%|█▊ | 10/56 [00:33<01:22, 1.79s/it] 92/299 2.65G 0.03241 0.02404 0.0004693 84 640: 18%|█▊ | 10/56 [00:33<01:22, 1.79s/it] 92/299 2.65G 0.03241 0.02404 0.0004693 84 640: 20%|█▉ | 11/56 [00:33<00:57, 1.28s/it] 92/299 2.65G 0.03251 0.02475 0.0004754 204 640: 20%|█▉ | 11/56 [00:33<00:57, 1.28s/it] 92/299 2.65G 0.03251 0.02475 0.0004754 204 640: 21%|██▏ | 12/56 [00:33<00:40, 1.08it/s] 92/299 2.65G 0.03253 0.02495 0.0005129 176 640: 21%|██▏ | 12/56 [01:06<00:40, 1.08it/s] 92/299 2.65G 0.03253 0.02495 0.0005129 176 640: 23%|██▎ | 13/56 [01:06<07:32, 10.53s/it] 92/299 2.65G 0.03236 0.02488 0.0005076 121 640: 23%|██▎ | 13/56 [01:06<07:32, 10.53s/it] 92/299 2.65G 0.03236 0.02488 0.0005076 121 640: 25%|██▌ | 14/56 [01:06<05:10, 7.40s/it] 92/299 2.65G 0.03235 0.02481 0.0005179 144 640: 25%|██▌ | 14/56 [01:06<05:10, 7.40s/it] 92/299 2.65G 0.03235 0.02481 0.0005179 144 640: 27%|██▋ | 15/56 [01:06<03:33, 5.20s/it] 92/299 2.65G 0.03246 0.02512 0.0005025 166 640: 27%|██▋ | 15/56 [01:06<03:33, 5.20s/it] 92/299 2.65G 0.03246 0.02512 0.0005025 166 640: 29%|██▊ | 16/56 [01:06<02:26, 3.67s/it] 92/299 2.65G 0.03242 0.02521 0.0004951 158 640: 29%|██▊ | 16/56 [01:06<02:26, 3.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.596 0.559 0.527 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 93/299 2.65G 0.0339 0.03231 0.0007833 210 640: 0%| | 0/56 [00:00<?, ?it/s] 93/299 2.65G 0.0339 0.03231 0.0007833 210 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 93/299 2.65G 0.03301 0.03381 0.0005145 179 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 93/299 2.65G 0.03301 0.03381 0.0005145 179 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 93/299 2.65G 0.03185 0.03073 0.0004961 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 93/299 2.65G 0.03185 0.03073 0.0004961 154 640: 5%|▌ | 3/56 [00:00<00:16, 3.20it/s] 93/299 2.65G 0.03077 0.02855 0.0004686 101 640: 5%|▌ | 3/56 [00:00<00:16, 3.20it/s] 93/299 2.65G 0.03077 0.02855 0.0004686 101 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 93/299 2.65G 0.03049 0.0278 0.0004285 159 640: 7%|▋ | 4/56 [00:33<00:12, 4.25it/s] 93/299 2.65G 0.03049 0.0278 0.0004285 159 640: 9%|▉ | 5/56 [00:33<10:00, 11.78s/it] 93/299 2.65G 0.03058 0.02657 0.0004413 115 640: 9%|▉ | 5/56 [00:33<10:00, 11.78s/it] 93/299 2.65G 0.03058 0.02657 0.0004413 115 640: 11%|█ | 6/56 [00:33<06:31, 7.83s/it] 93/299 2.65G 0.03086 0.0267 0.0004242 147 640: 11%|█ | 6/56 [00:33<06:31, 7.83s/it] 93/299 2.65G 0.03086 0.0267 0.0004242 147 640: 12%|█▎ | 7/56 [00:33<04:19, 5.31s/it] 93/299 2.65G 0.03074 0.02657 0.0004088 152 640: 12%|█▎ | 7/56 [00:33<04:19, 5.31s/it] 93/299 2.65G 0.03074 0.02657 0.0004088 152 640: 14%|█▍ | 8/56 [00:33<02:55, 3.65s/it] 93/299 2.65G 0.03077 0.02639 0.0003901 134 640: 14%|█▍ | 8/56 [00:33<02:55, 3.65s/it] 93/299 2.65G 0.03077 0.02639 0.0003901 134 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 93/299 2.65G 0.03084 0.02674 0.0004002 145 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 93/299 2.65G 0.03084 0.02674 0.0004002 145 640: 18%|█▊ | 10/56 [00:33<01:23, 1.80s/it] 93/299 2.65G 0.03126 0.0262 0.0003889 88 640: 18%|█▊ | 10/56 [00:33<01:23, 1.80s/it] 93/299 2.65G 0.03126 0.0262 0.0003889 88 640: 20%|█▉ | 11/56 [00:33<00:57, 1.29s/it] 93/299 2.65G 0.03106 0.02621 0.0003844 135 640: 20%|█▉ | 11/56 [00:34<00:57, 1.29s/it] 93/299 2.65G 0.03106 0.02621 0.0003844 135 640: 21%|██▏ | 12/56 [00:34<00:40, 1.07it/s] 93/299 2.65G 0.03095 0.02604 0.0003791 123 640: 21%|██▏ | 12/56 [01:06<00:40, 1.07it/s] 93/299 2.65G 0.03095 0.02604 0.0003791 123 640: 23%|██▎ | 13/56 [01:06<07:35, 10.60s/it] 93/299 2.65G 0.0308 0.02607 0.0003861 154 640: 23%|██▎ | 13/56 [01:07<07:35, 10.60s/it] 93/299 2.65G 0.0308 0.02607 0.0003861 154 640: 25%|██▌ | 14/56 [01:07<05:12, 7.44s/it] 93/299 2.65G 0.03069 0.02644 0.0003855 163 640: 25%|██▌ | 14/56 [01:07<05:12, 7.44s/it] 93/299 2.65G 0.03069 0.02644 0.0003855 163 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 93/299 2.65G 0.03083 0.02633 0.0003792 144 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 93/299 2.65G 0.03083 0.02633 0.0003792 144 640: 29%|██▊ | 16/56 [01:07<02:27, 3.70s/it] 93/299 2.65G 0.03079 0.02644 0.0003703 147 640: 29%|██▊ | 16/56 [01:07<02:27, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.622 0.533 0.534 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 94/299 2.65G 0.03032 0.02462 0.0003093 150 640: 0%| | 0/56 [00:00<?, ?it/s] 94/299 2.65G 0.03032 0.02462 0.0003093 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 94/299 2.65G 0.03268 0.02467 0.0002862 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 94/299 2.65G 0.03268 0.02467 0.0002862 125 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 94/299 2.65G 0.03071 0.02305 0.0005849 114 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 94/299 2.65G 0.03071 0.02305 0.0005849 114 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 94/299 2.65G 0.03084 0.0233 0.0004944 129 640: 5%|▌ | 3/56 [00:00<00:06, 7.72it/s] 94/299 2.65G 0.03084 0.0233 0.0004944 129 640: 7%|▋ | 4/56 [00:00<00:06, 7.98it/s] 94/299 2.65G 0.03053 0.02443 0.0004366 175 640: 7%|▋ | 4/56 [00:44<00:06, 7.98it/s] 94/299 2.65G 0.03053 0.02443 0.0004366 175 640: 9%|▉ | 5/56 [00:44<13:29, 15.88s/it] 94/299 2.65G 0.03031 0.0241 0.0004847 111 640: 9%|▉ | 5/56 [00:44<13:29, 15.88s/it] 94/299 2.65G 0.03031 0.0241 0.0004847 111 640: 11%|█ | 6/56 [00:44<08:46, 10.53s/it] 94/299 2.65G 0.03048 0.02469 0.0004682 172 640: 11%|█ | 6/56 [00:44<08:46, 10.53s/it] 94/299 2.65G 0.03048 0.02469 0.0004682 172 640: 12%|█▎ | 7/56 [00:44<05:49, 7.13s/it] 94/299 2.65G 0.03058 0.02458 0.0004459 118 640: 12%|█▎ | 7/56 [00:44<05:49, 7.13s/it] 94/299 2.65G 0.03058 0.02458 0.0004459 118 640: 14%|█▍ | 8/56 [00:44<03:54, 4.89s/it] 94/299 2.65G 0.03105 0.0246 0.0004244 93 640: 14%|█▍ | 8/56 [00:44<03:54, 4.89s/it] 94/299 2.65G 0.03105 0.0246 0.0004244 93 640: 16%|█▌ | 9/56 [00:44<02:39, 3.40s/it] 94/299 2.65G 0.03096 0.02467 0.000466 140 640: 16%|█▌ | 9/56 [00:44<02:39, 3.40s/it] 94/299 2.65G 0.03096 0.02467 0.000466 140 640: 18%|█▊ | 10/56 [00:44<01:50, 2.40s/it] 94/299 2.65G 0.03132 0.02423 0.0004648 121 640: 18%|█▊ | 10/56 [00:45<01:50, 2.40s/it] 94/299 2.65G 0.03132 0.02423 0.0004648 121 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 94/299 2.65G 0.03123 0.02438 0.0004492 167 640: 20%|█▉ | 11/56 [00:45<01:16, 1.70s/it] 94/299 2.65G 0.03123 0.02438 0.0004492 167 640: 21%|██▏ | 12/56 [00:45<00:53, 1.22s/it] 94/299 2.65G 0.03113 0.02378 0.0004543 90 640: 21%|██▏ | 12/56 [01:17<00:53, 1.22s/it] 94/299 2.65G 0.03113 0.02378 0.0004543 90 640: 23%|██▎ | 13/56 [01:17<07:42, 10.75s/it] 94/299 2.65G 0.03112 0.02442 0.0004378 160 640: 23%|██▎ | 13/56 [01:18<07:42, 10.75s/it] 94/299 2.65G 0.03112 0.02442 0.0004378 160 640: 25%|██▌ | 14/56 [01:18<05:17, 7.55s/it] 94/299 2.65G 0.0309 0.02441 0.000445 131 640: 25%|██▌ | 14/56 [01:18<05:17, 7.55s/it] 94/299 2.65G 0.0309 0.02441 0.000445 131 640: 27%|██▋ | 15/56 [01:18<03:37, 5.31s/it] 94/299 2.65G 0.03075 0.02471 0.0004313 147 640: 27%|██▋ | 15/56 [01:18<03:37, 5.31s/it] 94/299 2.65G 0.03075 0.02471 0.0004313 147 640: 29%|██▊ | 16/56 [01:18<02:29, 3.75s/it] 94/299 2.65G 0.03067 0.02456 0.0004418 103 640: 29%|██▊ | 16/56 [01:18<02:29, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.553 0.571 0.531 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 95/299 2.65G 0.03089 0.02182 0.0002212 125 640: 0%| | 0/56 [00:00<?, ?it/s] 95/299 2.65G 0.03089 0.02182 0.0002212 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.33it/s] 95/299 2.65G 0.03107 0.02419 0.000413 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.33it/s] 95/299 2.65G 0.03107 0.02419 0.000413 135 640: 4%|▎ | 2/56 [00:00<00:07, 7.19it/s] 95/299 2.65G 0.03171 0.02483 0.0004025 134 640: 4%|▎ | 2/56 [00:00<00:07, 7.19it/s] 95/299 2.65G 0.03171 0.02483 0.0004025 134 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 95/299 2.65G 0.03182 0.02487 0.0004536 112 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 95/299 2.65G 0.03182 0.02487 0.0004536 112 640: 7%|▋ | 4/56 [00:00<00:06, 8.04it/s] 95/299 2.65G 0.0322 0.02584 0.0004605 141 640: 7%|▋ | 4/56 [00:43<00:06, 8.04it/s] 95/299 2.65G 0.0322 0.02584 0.0004605 141 640: 9%|▉ | 5/56 [00:43<13:07, 15.45s/it] 95/299 2.65G 0.03135 0.02644 0.0004425 143 640: 9%|▉ | 5/56 [00:43<13:07, 15.45s/it] 95/299 2.65G 0.03135 0.02644 0.0004425 143 640: 11%|█ | 6/56 [00:43<08:32, 10.24s/it] 95/299 2.65G 0.03097 0.0266 0.0005595 174 640: 11%|█ | 6/56 [00:43<08:32, 10.24s/it] 95/299 2.65G 0.03097 0.0266 0.0005595 174 640: 12%|█▎ | 7/56 [00:43<05:39, 6.93s/it] 95/299 2.65G 0.03057 0.02711 0.0005386 152 640: 12%|█▎ | 7/56 [00:43<05:39, 6.93s/it] 95/299 2.65G 0.03057 0.02711 0.0005386 152 640: 14%|█▍ | 8/56 [00:43<03:48, 4.76s/it] 95/299 2.65G 0.03056 0.02713 0.0005093 132 640: 14%|█▍ | 8/56 [00:43<03:48, 4.76s/it] 95/299 2.65G 0.03056 0.02713 0.0005093 132 640: 16%|█▌ | 9/56 [00:43<02:35, 3.31s/it] 95/299 2.65G 0.03066 0.02806 0.0005186 197 640: 16%|█▌ | 9/56 [00:43<02:35, 3.31s/it] 95/299 2.65G 0.03066 0.02806 0.0005186 197 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 95/299 2.65G 0.03074 0.02746 0.0005508 130 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 95/299 2.65G 0.03074 0.02746 0.0005508 130 640: 20%|█▉ | 11/56 [00:43<01:14, 1.65s/it] 95/299 2.65G 0.03075 0.02727 0.0005302 122 640: 20%|█▉ | 11/56 [00:43<01:14, 1.65s/it] 95/299 2.65G 0.03075 0.02727 0.0005302 122 640: 21%|██▏ | 12/56 [00:43<00:52, 1.18s/it] 95/299 2.65G 0.03071 0.02702 0.0005157 105 640: 21%|██▏ | 12/56 [01:16<00:52, 1.18s/it] 95/299 2.65G 0.03071 0.02702 0.0005157 105 640: 23%|██▎ | 13/56 [01:16<07:43, 10.78s/it] 95/299 2.65G 0.03061 0.02677 0.0004985 126 640: 23%|██▎ | 13/56 [01:16<07:43, 10.78s/it] 95/299 2.65G 0.03061 0.02677 0.0004985 126 640: 25%|██▌ | 14/56 [01:16<05:17, 7.57s/it] 95/299 2.65G 0.03067 0.02679 0.000483 138 640: 25%|██▌ | 14/56 [01:17<05:17, 7.57s/it] 95/299 2.65G 0.03067 0.02679 0.000483 138 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 95/299 2.65G 0.03067 0.02678 0.0004798 132 640: 27%|██▋ | 15/56 [01:17<03:38, 5.32s/it] 95/299 2.65G 0.03067 0.02678 0.0004798 132 640: 29%|██▊ | 16/56 [01:17<02:30, 3.75s/it] 95/299 2.65G 0.03082 0.02673 0.0004753 137 640: 29%|██▊ | 16/56 [01:17<02:30, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.35it/s]
all 98 501 0.59 0.532 0.52 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 96/299 2.65G 0.03538 0.02254 0.000339 136 640: 0%| | 0/56 [00:00<?, ?it/s] 96/299 2.65G 0.03538 0.02254 0.000339 136 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 96/299 2.65G 0.03338 0.02371 0.0002922 131 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 96/299 2.65G 0.03338 0.02371 0.0002922 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 96/299 2.65G 0.03275 0.02549 0.0002765 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 96/299 2.65G 0.03275 0.02549 0.0002765 154 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 96/299 2.65G 0.03157 0.02618 0.0002666 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 96/299 2.65G 0.03157 0.02618 0.0002666 149 640: 7%|▋ | 4/56 [00:00<00:06, 8.11it/s] 96/299 2.65G 0.03109 0.02579 0.0003009 125 640: 7%|▋ | 4/56 [00:36<00:06, 8.11it/s] 96/299 2.65G 0.03109 0.02579 0.0003009 125 640: 9%|▉ | 5/56 [00:36<11:11, 13.18s/it] 96/299 2.65G 0.03111 0.02536 0.000297 112 640: 9%|▉ | 5/56 [00:36<11:11, 13.18s/it] 96/299 2.65G 0.03111 0.02536 0.000297 112 640: 11%|█ | 6/56 [00:36<07:17, 8.75s/it] 96/299 2.65G 0.03164 0.02481 0.0003159 141 640: 11%|█ | 6/56 [00:37<07:17, 8.75s/it] 96/299 2.65G 0.03164 0.02481 0.0003159 141 640: 12%|█▎ | 7/56 [00:37<04:50, 5.92s/it] 96/299 2.65G 0.03157 0.02477 0.0003216 136 640: 12%|█▎ | 7/56 [00:37<04:50, 5.92s/it] 96/299 2.65G 0.03157 0.02477 0.0003216 136 640: 14%|█▍ | 8/56 [00:37<03:15, 4.08s/it] 96/299 2.65G 0.03144 0.0251 0.0004184 124 640: 14%|█▍ | 8/56 [00:37<03:15, 4.08s/it] 96/299 2.65G 0.03144 0.0251 0.0004184 124 640: 16%|█▌ | 9/56 [00:37<02:13, 2.84s/it] 96/299 2.65G 0.03138 0.02512 0.0004008 141 640: 16%|█▌ | 9/56 [00:37<02:13, 2.84s/it] 96/299 2.65G 0.03138 0.02512 0.0004008 141 640: 18%|█▊ | 10/56 [00:37<01:32, 2.01s/it] 96/299 2.65G 0.0309 0.02459 0.0004025 116 640: 18%|█▊ | 10/56 [00:37<01:32, 2.01s/it] 96/299 2.65G 0.0309 0.02459 0.0004025 116 640: 20%|█▉ | 11/56 [00:37<01:04, 1.43s/it] 96/299 2.65G 0.03111 0.02467 0.0003957 133 640: 20%|█▉ | 11/56 [00:37<01:04, 1.43s/it] 96/299 2.65G 0.03111 0.02467 0.0003957 133 640: 21%|██▏ | 12/56 [00:37<00:45, 1.03s/it] 96/299 2.65G 0.03124 0.02495 0.0003822 138 640: 21%|██▏ | 12/56 [01:10<00:45, 1.03s/it] 96/299 2.65G 0.03124 0.02495 0.0003822 138 640: 23%|██▎ | 13/56 [01:10<07:40, 10.71s/it] 96/299 2.65G 0.03118 0.02512 0.0003871 144 640: 23%|██▎ | 13/56 [01:10<07:40, 10.71s/it] 96/299 2.65G 0.03118 0.02512 0.0003871 144 640: 25%|██▌ | 14/56 [01:10<05:15, 7.52s/it] 96/299 2.65G 0.03094 0.02486 0.0003826 121 640: 25%|██▌ | 14/56 [01:10<05:15, 7.52s/it] 96/299 2.65G 0.03094 0.02486 0.0003826 121 640: 27%|██▋ | 15/56 [01:10<03:36, 5.28s/it] 96/299 2.65G 0.03104 0.02491 0.0003885 175 640: 27%|██▋ | 15/56 [01:11<03:36, 5.28s/it] 96/299 2.65G 0.03104 0.02491 0.0003885 175 640: 29%|██▊ | 16/56 [01:11<02:29, 3.73s/it] 96/299 2.65G 0.03097 0.02483 0.0003889 122 640: 29%|██▊ | 16/56 [01:11<02:29, 3.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.573 0.51 0.512 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 97/299 2.65G 0.03195 0.027 0.0002191 146 640: 0%| | 0/56 [00:00<?, ?it/s] 97/299 2.65G 0.03195 0.027 0.0002191 146 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 97/299 2.65G 0.03505 0.02521 0.0003223 101 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 97/299 2.65G 0.03505 0.02521 0.0003223 101 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 97/299 2.65G 0.03391 0.02449 0.0003137 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 97/299 2.65G 0.03391 0.02449 0.0003137 137 640: 5%|▌ | 3/56 [00:00<00:06, 7.59it/s] 97/299 2.65G 0.03367 0.02543 0.0003116 158 640: 5%|▌ | 3/56 [00:00<00:06, 7.59it/s] 97/299 2.65G 0.03367 0.02543 0.0003116 158 640: 7%|▋ | 4/56 [00:00<00:06, 7.94it/s] 97/299 2.65G 0.03335 0.02549 0.0004123 176 640: 7%|▋ | 4/56 [00:43<00:06, 7.94it/s] 97/299 2.65G 0.03335 0.02549 0.0004123 176 640: 9%|▉ | 5/56 [00:43<13:23, 15.76s/it] 97/299 2.65G 0.03271 0.02487 0.0005092 118 640: 9%|▉ | 5/56 [00:44<13:23, 15.76s/it] 97/299 2.65G 0.03271 0.02487 0.0005092 118 640: 11%|█ | 6/56 [00:44<08:42, 10.45s/it] 97/299 2.65G 0.03258 0.02501 0.0004693 125 640: 11%|█ | 6/56 [00:44<08:42, 10.45s/it] 97/299 2.65G 0.03258 0.02501 0.0004693 125 640: 12%|█▎ | 7/56 [00:44<05:46, 7.07s/it] 97/299 2.65G 0.0321 0.02573 0.0004443 181 640: 12%|█▎ | 7/56 [00:44<05:46, 7.07s/it] 97/299 2.65G 0.0321 0.02573 0.0004443 181 640: 14%|█▍ | 8/56 [00:44<03:53, 4.86s/it] 97/299 2.65G 0.03172 0.02594 0.0004429 156 640: 14%|█▍ | 8/56 [00:44<03:53, 4.86s/it] 97/299 2.65G 0.03172 0.02594 0.0004429 156 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 97/299 2.65G 0.03169 0.02576 0.0004192 129 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 97/299 2.65G 0.03169 0.02576 0.0004192 129 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 97/299 2.65G 0.03168 0.02617 0.0004132 184 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 97/299 2.65G 0.03168 0.02617 0.0004132 184 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 97/299 2.65G 0.0318 0.02641 0.0004066 174 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 97/299 2.65G 0.0318 0.02641 0.0004066 174 640: 21%|██▏ | 12/56 [00:44<00:53, 1.20s/it] 97/299 2.65G 0.03141 0.02586 0.0003969 97 640: 21%|██▏ | 12/56 [01:17<00:53, 1.20s/it] 97/299 2.65G 0.03141 0.02586 0.0003969 97 640: 23%|██▎ | 13/56 [01:17<07:46, 10.86s/it] 97/299 2.65G 0.03117 0.02577 0.0003874 121 640: 23%|██▎ | 13/56 [01:18<07:46, 10.86s/it] 97/299 2.65G 0.03117 0.02577 0.0003874 121 640: 25%|██▌ | 14/56 [01:18<05:20, 7.62s/it] 97/299 2.65G 0.03124 0.0258 0.000376 112 640: 25%|██▌ | 14/56 [01:18<05:20, 7.62s/it] 97/299 2.65G 0.03124 0.0258 0.000376 112 640: 27%|██▋ | 15/56 [01:18<03:39, 5.36s/it] 97/299 2.65G 0.0313 0.02544 0.0003719 146 640: 27%|██▋ | 15/56 [01:18<03:39, 5.36s/it] 97/299 2.65G 0.0313 0.02544 0.0003719 146 640: 29%|██▊ | 16/56 [01:18<02:31, 3.78s/it] 97/299 2.65G 0.03132 0.02563 0.0003656 174 640: 29%|██▊ | 16/56 [01:18<02:31, 3.78s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.58it/s]
all 98 501 0.564 0.492 0.5 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 98/299 2.65G 0.02954 0.02304 0.0008861 119 640: 0%| | 0/56 [00:00<?, ?it/s] 98/299 2.65G 0.02954 0.02304 0.0008861 119 640: 2%|▏ | 1/56 [00:00<00:06, 8.60it/s] 98/299 2.65G 0.02903 0.02349 0.001367 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.60it/s] 98/299 2.65G 0.02903 0.02349 0.001367 131 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 98/299 2.65G 0.0294 0.02435 0.00138 152 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 98/299 2.65G 0.0294 0.02435 0.00138 152 640: 5%|▌ | 3/56 [00:00<00:06, 8.09it/s] 98/299 2.65G 0.02928 0.02497 0.00109 130 640: 5%|▌ | 3/56 [00:00<00:06, 8.09it/s] 98/299 2.65G 0.02928 0.02497 0.00109 130 640: 7%|▋ | 4/56 [00:00<00:06, 8.23it/s] 98/299 2.65G 0.02917 0.02442 0.0009362 127 640: 7%|▋ | 4/56 [00:40<00:06, 8.23it/s] 98/299 2.65G 0.02917 0.02442 0.0009362 127 640: 9%|▉ | 5/56 [00:40<12:19, 14.49s/it] 98/299 2.65G 0.02955 0.02522 0.000813 169 640: 9%|▉ | 5/56 [00:40<12:19, 14.49s/it] 98/299 2.65G 0.02955 0.02522 0.000813 169 640: 11%|█ | 6/56 [00:40<08:00, 9.61s/it] 98/299 2.65G 0.02995 0.02547 0.0007667 129 640: 11%|█ | 6/56 [00:40<08:00, 9.61s/it] 98/299 2.65G 0.02995 0.02547 0.0007667 129 640: 12%|█▎ | 7/56 [00:40<05:18, 6.51s/it] 98/299 2.65G 0.02978 0.02579 0.0007581 166 640: 12%|█▎ | 7/56 [00:40<05:18, 6.51s/it] 98/299 2.65G 0.02978 0.02579 0.0007581 166 640: 14%|█▍ | 8/56 [00:40<03:34, 4.47s/it] 98/299 2.65G 0.03001 0.02594 0.0007252 163 640: 14%|█▍ | 8/56 [00:40<03:34, 4.47s/it] 98/299 2.65G 0.03001 0.02594 0.0007252 163 640: 16%|█▌ | 9/56 [00:40<02:26, 3.11s/it] 98/299 2.65G 0.03033 0.02569 0.0006782 134 640: 16%|█▌ | 9/56 [00:41<02:26, 3.11s/it] 98/299 2.65G 0.03033 0.02569 0.0006782 134 640: 18%|█▊ | 10/56 [00:41<01:40, 2.19s/it] 98/299 2.65G 0.03007 0.02539 0.0007056 106 640: 18%|█▊ | 10/56 [00:41<01:40, 2.19s/it] 98/299 2.65G 0.03007 0.02539 0.0007056 106 640: 20%|█▉ | 11/56 [00:41<01:09, 1.55s/it] 98/299 2.65G 0.02976 0.0253 0.0007019 136 640: 20%|█▉ | 11/56 [00:41<01:09, 1.55s/it] 98/299 2.65G 0.02976 0.0253 0.0007019 136 640: 21%|██▏ | 12/56 [00:41<00:49, 1.12s/it] 98/299 2.65G 0.0299 0.0254 0.0006864 158 640: 21%|██▏ | 12/56 [01:13<00:49, 1.12s/it] 98/299 2.65G 0.0299 0.0254 0.0006864 158 640: 23%|██▎ | 13/56 [01:13<07:39, 10.68s/it] 98/299 2.65G 0.02996 0.02507 0.0006689 112 640: 23%|██▎ | 13/56 [01:14<07:39, 10.68s/it] 98/299 2.65G 0.02996 0.02507 0.0006689 112 640: 25%|██▌ | 14/56 [01:14<05:14, 7.50s/it] 98/299 2.65G 0.03004 0.02511 0.0006479 159 640: 25%|██▌ | 14/56 [01:14<05:14, 7.50s/it] 98/299 2.65G 0.03004 0.02511 0.0006479 159 640: 27%|██▋ | 15/56 [01:14<03:36, 5.27s/it] 98/299 2.65G 0.02999 0.0252 0.0006328 157 640: 27%|██▋ | 15/56 [01:14<03:36, 5.27s/it] 98/299 2.65G 0.02999 0.0252 0.0006328 157 640: 29%|██▊ | 16/56 [01:14<02:28, 3.72s/it] 98/299 2.65G 0.02988 0.02513 0.0006115 133 640: 29%|██▊ | 16/56 [01:14<02:28, 3.72s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.96it/s]
all 98 501 0.549 0.49 0.475 0.225
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 99/299 2.65G 0.03504 0.02266 0.0005714 102 640: 0%| | 0/56 [00:00<?, ?it/s] 99/299 2.65G 0.03504 0.02266 0.0005714 102 640: 2%|▏ | 1/56 [00:00<00:06, 8.59it/s] 99/299 2.65G 0.03389 0.02343 0.0003948 137 640: 2%|▏ | 1/56 [00:00<00:06, 8.59it/s] 99/299 2.65G 0.03389 0.02343 0.0003948 137 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 99/299 2.65G 0.03284 0.02218 0.0006104 99 640: 4%|▎ | 2/56 [00:00<00:06, 7.84it/s] 99/299 2.65G 0.03284 0.02218 0.0006104 99 640: 5%|▌ | 3/56 [00:00<00:06, 8.28it/s] 99/299 2.65G 0.03193 0.02414 0.0006088 171 640: 5%|▌ | 3/56 [00:00<00:06, 8.28it/s] 99/299 2.65G 0.03193 0.02414 0.0006088 171 640: 7%|▋ | 4/56 [00:00<00:06, 8.47it/s] 99/299 2.65G 0.03167 0.0249 0.0005624 150 640: 7%|▋ | 4/56 [00:40<00:06, 8.47it/s] 99/299 2.65G 0.03167 0.0249 0.0005624 150 640: 9%|▉ | 5/56 [00:40<12:23, 14.58s/it] 99/299 2.65G 0.03157 0.02571 0.0005389 136 640: 9%|▉ | 5/56 [00:40<12:23, 14.58s/it] 99/299 2.65G 0.03157 0.02571 0.0005389 136 640: 11%|█ | 6/56 [00:40<08:03, 9.68s/it] 99/299 2.65G 0.03146 0.0249 0.0005253 103 640: 11%|█ | 6/56 [00:40<08:03, 9.68s/it] 99/299 2.65G 0.03146 0.0249 0.0005253 103 640: 12%|█▎ | 7/56 [00:40<05:21, 6.55s/it] 99/299 2.65G 0.03152 0.02581 0.0004938 157 640: 12%|█▎ | 7/56 [00:41<05:21, 6.55s/it] 99/299 2.65G 0.03152 0.02581 0.0004938 157 640: 14%|█▍ | 8/56 [00:41<03:36, 4.50s/it] 99/299 2.65G 0.03159 0.02648 0.000492 185 640: 14%|█▍ | 8/56 [00:41<03:36, 4.50s/it] 99/299 2.65G 0.03159 0.02648 0.000492 185 640: 16%|█▌ | 9/56 [00:41<02:27, 3.13s/it] 99/299 2.65G 0.03164 0.02605 0.0004753 121 640: 16%|█▌ | 9/56 [00:41<02:27, 3.13s/it] 99/299 2.65G 0.03164 0.02605 0.0004753 121 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 99/299 2.65G 0.03198 0.02669 0.0005254 162 640: 18%|█▊ | 10/56 [00:41<01:41, 2.20s/it] 99/299 2.65G 0.03198 0.02669 0.0005254 162 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 99/299 2.65G 0.03211 0.02647 0.0005723 133 640: 20%|█▉ | 11/56 [00:41<01:10, 1.56s/it] 99/299 2.65G 0.03211 0.02647 0.0005723 133 640: 21%|██▏ | 12/56 [00:41<00:49, 1.12s/it] 99/299 2.65G 0.0323 0.02609 0.000619 121 640: 21%|██▏ | 12/56 [01:15<00:49, 1.12s/it] 99/299 2.65G 0.0323 0.02609 0.000619 121 640: 23%|██▎ | 13/56 [01:15<07:49, 10.92s/it] 99/299 2.65G 0.03232 0.02609 0.0006195 173 640: 23%|██▎ | 13/56 [01:15<07:49, 10.92s/it] 99/299 2.65G 0.03232 0.02609 0.0006195 173 640: 25%|██▌ | 14/56 [01:15<05:21, 7.66s/it] 99/299 2.65G 0.03249 0.02612 0.0006084 133 640: 25%|██▌ | 14/56 [01:15<05:21, 7.66s/it] 99/299 2.65G 0.03249 0.02612 0.0006084 133 640: 27%|██▋ | 15/56 [01:15<03:40, 5.39s/it] 99/299 2.65G 0.03256 0.02608 0.0005896 150 640: 27%|██▋ | 15/56 [01:15<03:40, 5.39s/it] 99/299 2.65G 0.03256 0.02608 0.0005896 150 640: 29%|██▊ | 16/56 [01:15<02:31, 3.80s/it] 99/299 2.65G 0.03246 0.02589 0.0005774 144 640: 29%|██▊ | 16/56 [01:15<02:31, 3.80s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.37it/s]
all 98 501 0.55 0.503 0.504 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 100/299 2.65G 0.03358 0.03291 0.0004044 181 640: 0%| | 0/56 [00:00<?, ?it/s] 100/299 2.65G 0.03358 0.03291 0.0004044 181 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 100/299 2.65G 0.03225 0.03269 0.0004557 160 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 100/299 2.65G 0.03225 0.03269 0.0004557 160 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 100/299 2.65G 0.0327 0.03089 0.0006219 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 100/299 2.65G 0.0327 0.03089 0.0006219 154 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 100/299 2.65G 0.03294 0.02949 0.0005769 110 640: 5%|▌ | 3/56 [00:00<00:06, 7.76it/s] 100/299 2.65G 0.03294 0.02949 0.0005769 110 640: 7%|▋ | 4/56 [00:00<00:06, 7.92it/s] 100/299 2.65G 0.03245 0.02821 0.0005128 102 640: 7%|▋ | 4/56 [00:40<00:06, 7.92it/s] 100/299 2.65G 0.03245 0.02821 0.0005128 102 640: 9%|▉ | 5/56 [00:40<12:15, 14.41s/it] 100/299 2.65G 0.03191 0.02737 0.0005061 146 640: 9%|▉ | 5/56 [00:40<12:15, 14.41s/it] 100/299 2.65G 0.03191 0.02737 0.0005061 146 640: 11%|█ | 6/56 [00:40<07:58, 9.56s/it] 100/299 2.65G 0.03205 0.02709 0.0004812 159 640: 11%|█ | 6/56 [00:40<07:58, 9.56s/it] 100/299 2.65G 0.03205 0.02709 0.0004812 159 640: 12%|█▎ | 7/56 [00:40<05:17, 6.47s/it] 100/299 2.65G 0.03228 0.0269 0.0004589 133 640: 12%|█▎ | 7/56 [00:40<05:17, 6.47s/it] 100/299 2.65G 0.03228 0.0269 0.0004589 133 640: 14%|█▍ | 8/56 [00:40<03:33, 4.45s/it] 100/299 2.65G 0.03211 0.02675 0.0004702 127 640: 14%|█▍ | 8/56 [00:40<03:33, 4.45s/it] 100/299 2.65G 0.03211 0.02675 0.0004702 127 640: 16%|█▌ | 9/56 [00:40<02:25, 3.09s/it] 100/299 2.65G 0.03197 0.02656 0.0004456 109 640: 16%|█▌ | 9/56 [00:40<02:25, 3.09s/it] 100/299 2.65G 0.03197 0.02656 0.0004456 109 640: 18%|█▊ | 10/56 [00:40<01:40, 2.18s/it] 100/299 2.65G 0.0319 0.0269 0.0004339 183 640: 18%|█▊ | 10/56 [00:40<01:40, 2.18s/it] 100/299 2.65G 0.0319 0.0269 0.0004339 183 640: 20%|█▉ | 11/56 [00:40<01:09, 1.55s/it] 100/299 2.65G 0.03196 0.02706 0.0004236 167 640: 20%|█▉ | 11/56 [00:41<01:09, 1.55s/it] 100/299 2.65G 0.03196 0.02706 0.0004236 167 640: 21%|██▏ | 12/56 [00:41<00:48, 1.11s/it] 100/299 2.65G 0.03193 0.02673 0.000409 114 640: 21%|██▏ | 12/56 [01:13<00:48, 1.11s/it] 100/299 2.65G 0.03193 0.02673 0.000409 114 640: 23%|██▎ | 13/56 [01:13<07:37, 10.65s/it] 100/299 2.65G 0.03204 0.02676 0.000413 135 640: 23%|██▎ | 13/56 [01:13<07:37, 10.65s/it] 100/299 2.65G 0.03204 0.02676 0.000413 135 640: 25%|██▌ | 14/56 [01:13<05:14, 7.48s/it] 100/299 2.65G 0.03164 0.02626 0.0004013 93 640: 25%|██▌ | 14/56 [01:13<05:14, 7.48s/it] 100/299 2.65G 0.03164 0.02626 0.0004013 93 640: 27%|██▋ | 15/56 [01:13<03:35, 5.26s/it] 100/299 2.65G 0.03174 0.02614 0.0003928 130 640: 27%|██▋ | 15/56 [01:14<03:35, 5.26s/it] 100/299 2.65G 0.03174 0.02614 0.0003928 130 640: 29%|██▊ | 16/56 [01:14<02:28, 3.71s/it] 100/299 2.65G 0.0317 0.0261 0.000422 159 640: 29%|██▊ | 16/56 [01:14<02:28, 3.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.541 0.534 0.501 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 101/299 2.65G 0.0345 0.02672 0.0003312 142 640: 0%| | 0/56 [00:00<?, ?it/s] 101/299 2.65G 0.0345 0.02672 0.0003312 142 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 101/299 2.65G 0.03298 0.02522 0.0004018 126 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 101/299 2.65G 0.03298 0.02522 0.0004018 126 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 101/299 2.65G 0.03217 0.0252 0.0006107 147 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 101/299 2.65G 0.03217 0.0252 0.0006107 147 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 101/299 2.65G 0.03178 0.0246 0.0006402 141 640: 5%|▌ | 3/56 [00:00<00:06, 7.70it/s] 101/299 2.65G 0.03178 0.0246 0.0006402 141 640: 7%|▋ | 4/56 [00:00<00:06, 8.01it/s] 101/299 2.65G 0.03202 0.02417 0.0005829 126 640: 7%|▋ | 4/56 [00:33<00:06, 8.01it/s] 101/299 2.65G 0.03202 0.02417 0.0005829 126 640: 9%|▉ | 5/56 [00:33<10:03, 11.83s/it] 101/299 2.65G 0.03155 0.02392 0.0005524 107 640: 9%|▉ | 5/56 [00:33<10:03, 11.83s/it] 101/299 2.65G 0.03155 0.02392 0.0005524 107 640: 11%|█ | 6/56 [00:33<06:33, 7.86s/it] 101/299 2.65G 0.03129 0.02395 0.0005307 124 640: 11%|█ | 6/56 [00:33<06:33, 7.86s/it] 101/299 2.65G 0.03129 0.02395 0.0005307 124 640: 12%|█▎ | 7/56 [00:33<04:21, 5.33s/it] 101/299 2.65G 0.03092 0.02386 0.0004941 126 640: 12%|█▎ | 7/56 [00:33<04:21, 5.33s/it] 101/299 2.65G 0.03092 0.02386 0.0004941 126 640: 14%|█▍ | 8/56 [00:33<02:56, 3.67s/it] 101/299 2.65G 0.03061 0.02385 0.0005639 110 640: 14%|█▍ | 8/56 [00:33<02:56, 3.67s/it] 101/299 2.65G 0.03061 0.02385 0.0005639 110 640: 16%|█▌ | 9/56 [00:33<02:00, 2.56s/it] 101/299 2.65G 0.03048 0.02407 0.0005388 164 640: 16%|█▌ | 9/56 [00:33<02:00, 2.56s/it] 101/299 2.65G 0.03048 0.02407 0.0005388 164 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 101/299 2.65G 0.03024 0.02359 0.0005137 88 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 101/299 2.65G 0.03024 0.02359 0.0005137 88 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 101/299 2.65G 0.03016 0.02326 0.0004924 119 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 101/299 2.65G 0.03016 0.02326 0.0004924 119 640: 21%|██▏ | 12/56 [00:33<00:41, 1.07it/s] 101/299 2.65G 0.03043 0.02351 0.0004803 164 640: 21%|██▏ | 12/56 [01:06<00:41, 1.07it/s] 101/299 2.65G 0.03043 0.02351 0.0004803 164 640: 23%|██▎ | 13/56 [01:06<07:36, 10.63s/it] 101/299 2.65G 0.03039 0.02388 0.0004961 180 640: 23%|██▎ | 13/56 [01:07<07:36, 10.63s/it] 101/299 2.65G 0.03039 0.02388 0.0004961 180 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 101/299 2.65G 0.03052 0.02433 0.0004867 182 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 101/299 2.65G 0.03052 0.02433 0.0004867 182 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 101/299 2.65G 0.03059 0.02477 0.0005075 178 640: 27%|██▋ | 15/56 [01:07<03:35, 5.25s/it] 101/299 2.65G 0.03059 0.02477 0.0005075 178 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it] 101/299 2.65G 0.03062 0.02499 0.0004915 149 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.554 0.52 0.515 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 102/299 2.65G 0.03098 0.02371 0.0004405 133 640: 0%| | 0/56 [00:00<?, ?it/s] 102/299 2.65G 0.03098 0.02371 0.0004405 133 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 102/299 2.65G 0.02951 0.02392 0.0003791 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 102/299 2.65G 0.02951 0.02392 0.0003791 124 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 102/299 2.65G 0.02928 0.02469 0.0006588 120 640: 4%|▎ | 2/56 [00:00<00:07, 7.37it/s] 102/299 2.65G 0.02928 0.02469 0.0006588 120 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 102/299 2.65G 0.0292 0.02573 0.0005548 163 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 102/299 2.65G 0.0292 0.02573 0.0005548 163 640: 7%|▋ | 4/56 [00:00<00:06, 8.11it/s] 102/299 2.65G 0.02965 0.02657 0.0005034 170 640: 7%|▋ | 4/56 [00:43<00:06, 8.11it/s] 102/299 2.65G 0.02965 0.02657 0.0005034 170 640: 9%|▉ | 5/56 [00:43<13:10, 15.50s/it] 102/299 2.65G 0.02975 0.02577 0.000468 106 640: 9%|▉ | 5/56 [00:43<13:10, 15.50s/it] 102/299 2.65G 0.02975 0.02577 0.000468 106 640: 11%|█ | 6/56 [00:43<08:34, 10.28s/it] 102/299 2.65G 0.0293 0.02546 0.0004356 117 640: 11%|█ | 6/56 [00:43<08:34, 10.28s/it] 102/299 2.65G 0.0293 0.02546 0.0004356 117 640: 12%|█▎ | 7/56 [00:43<05:40, 6.96s/it] 102/299 2.65G 0.02939 0.02523 0.0004121 115 640: 12%|█▎ | 7/56 [00:43<05:40, 6.96s/it] 102/299 2.65G 0.02939 0.02523 0.0004121 115 640: 14%|█▍ | 8/56 [00:43<03:49, 4.78s/it] 102/299 2.65G 0.02958 0.02549 0.0004084 169 640: 14%|█▍ | 8/56 [00:43<03:49, 4.78s/it] 102/299 2.65G 0.02958 0.02549 0.0004084 169 640: 16%|█▌ | 9/56 [00:43<02:35, 3.32s/it] 102/299 2.65G 0.03 0.02585 0.0004246 186 640: 16%|█▌ | 9/56 [00:43<02:35, 3.32s/it] 102/299 2.65G 0.03 0.02585 0.0004246 186 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 102/299 2.65G 0.03 0.02533 0.0004308 101 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 102/299 2.65G 0.03 0.02533 0.0004308 101 640: 20%|█▉ | 11/56 [00:43<01:14, 1.65s/it] 102/299 2.65G 0.03012 0.02527 0.0004421 155 640: 20%|█▉ | 11/56 [00:44<01:14, 1.65s/it] 102/299 2.65G 0.03012 0.02527 0.0004421 155 640: 21%|██▏ | 12/56 [00:44<00:52, 1.19s/it] 102/299 2.65G 0.0301 0.02545 0.0004879 161 640: 21%|██▏ | 12/56 [01:16<00:52, 1.19s/it] 102/299 2.65G 0.0301 0.02545 0.0004879 161 640: 23%|██▎ | 13/56 [01:16<07:41, 10.73s/it] 102/299 2.65G 0.03026 0.02576 0.0004766 182 640: 23%|██▎ | 13/56 [01:16<07:41, 10.73s/it] 102/299 2.65G 0.03026 0.02576 0.0004766 182 640: 25%|██▌ | 14/56 [01:16<05:16, 7.54s/it] 102/299 2.65G 0.03027 0.02605 0.0004835 168 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 102/299 2.65G 0.03027 0.02605 0.0004835 168 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 102/299 2.65G 0.03021 0.02628 0.0004675 179 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 102/299 2.65G 0.03021 0.02628 0.0004675 179 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 102/299 2.65G 0.03024 0.02613 0.0004527 125 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.71it/s]
all 98 501 0.57 0.494 0.499 0.24
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 103/299 2.65G 0.02976 0.02462 0.0002529 125 640: 0%| | 0/56 [00:00<?, ?it/s] 103/299 2.65G 0.02976 0.02462 0.0002529 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 103/299 2.65G 0.03048 0.02247 0.0002473 103 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 103/299 2.65G 0.03048 0.02247 0.0002473 103 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 103/299 2.65G 0.03082 0.02385 0.0003151 158 640: 4%|▎ | 2/56 [00:00<00:07, 7.22it/s] 103/299 2.65G 0.03082 0.02385 0.0003151 158 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 103/299 2.65G 0.0301 0.02424 0.0002927 143 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 103/299 2.65G 0.0301 0.02424 0.0002927 143 640: 7%|▋ | 4/56 [00:00<00:06, 8.02it/s] 103/299 2.65G 0.02992 0.02504 0.0003015 169 640: 7%|▋ | 4/56 [00:43<00:06, 8.02it/s] 103/299 2.65G 0.02992 0.02504 0.0003015 169 640: 9%|▉ | 5/56 [00:43<13:15, 15.59s/it] 103/299 2.65G 0.03004 0.02511 0.0003048 156 640: 9%|▉ | 5/56 [00:43<13:15, 15.59s/it] 103/299 2.65G 0.03004 0.02511 0.0003048 156 640: 11%|█ | 6/56 [00:43<08:36, 10.34s/it] 103/299 2.65G 0.03006 0.02531 0.0003562 175 640: 11%|█ | 6/56 [00:43<08:36, 10.34s/it] 103/299 2.65G 0.03006 0.02531 0.0003562 175 640: 12%|█▎ | 7/56 [00:43<05:42, 7.00s/it] 103/299 2.65G 0.03004 0.02541 0.0003513 138 640: 12%|█▎ | 7/56 [00:43<05:42, 7.00s/it] 103/299 2.65G 0.03004 0.02541 0.0003513 138 640: 14%|█▍ | 8/56 [00:43<03:50, 4.80s/it] 103/299 2.65G 0.03001 0.02516 0.0003582 139 640: 14%|█▍ | 8/56 [00:44<03:50, 4.80s/it] 103/299 2.65G 0.03001 0.02516 0.0003582 139 640: 16%|█▌ | 9/56 [00:44<02:36, 3.34s/it] 103/299 2.65G 0.03001 0.02506 0.0003584 132 640: 16%|█▌ | 9/56 [00:44<02:36, 3.34s/it] 103/299 2.65G 0.03001 0.02506 0.0003584 132 640: 18%|█▊ | 10/56 [00:44<01:47, 2.35s/it] 103/299 2.65G 0.02984 0.02543 0.0003639 157 640: 18%|█▊ | 10/56 [00:44<01:47, 2.35s/it] 103/299 2.65G 0.02984 0.02543 0.0003639 157 640: 20%|█▉ | 11/56 [00:44<01:14, 1.66s/it] 103/299 2.65G 0.02969 0.02527 0.0003881 122 640: 20%|█▉ | 11/56 [00:44<01:14, 1.66s/it] 103/299 2.65G 0.02969 0.02527 0.0003881 122 640: 21%|██▏ | 12/56 [00:44<00:52, 1.19s/it] 103/299 2.65G 0.02979 0.02528 0.0004132 146 640: 21%|██▏ | 12/56 [01:16<00:52, 1.19s/it] 103/299 2.65G 0.02979 0.02528 0.0004132 146 640: 23%|██▎ | 13/56 [01:16<07:40, 10.71s/it] 103/299 2.65G 0.02968 0.02566 0.0004061 194 640: 23%|██▎ | 13/56 [01:17<07:40, 10.71s/it] 103/299 2.65G 0.02968 0.02566 0.0004061 194 640: 25%|██▌ | 14/56 [01:17<05:15, 7.52s/it] 103/299 2.65G 0.02961 0.02536 0.0004029 87 640: 25%|██▌ | 14/56 [01:17<05:15, 7.52s/it] 103/299 2.65G 0.02961 0.02536 0.0004029 87 640: 27%|██▋ | 15/56 [01:17<03:36, 5.29s/it] 103/299 2.65G 0.02959 0.02518 0.0004078 137 640: 27%|██▋ | 15/56 [01:17<03:36, 5.29s/it] 103/299 2.65G 0.02959 0.02518 0.0004078 137 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 103/299 2.65G 0.02954 0.02488 0.0004704 88 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.528 0.532 0.504 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 104/299 2.65G 0.02855 0.02683 0.0002401 139 640: 0%| | 0/56 [00:00<?, ?it/s] 104/299 2.65G 0.02855 0.02683 0.0002401 139 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 104/299 2.65G 0.02872 0.02458 0.0002945 124 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 104/299 2.65G 0.02872 0.02458 0.0002945 124 640: 4%|▎ | 2/56 [00:00<00:09, 5.58it/s] 104/299 2.65G 0.02933 0.02574 0.0003574 164 640: 4%|▎ | 2/56 [00:00<00:09, 5.58it/s] 104/299 2.65G 0.02933 0.02574 0.0003574 164 640: 5%|▌ | 3/56 [00:00<00:08, 6.62it/s] 104/299 2.65G 0.02905 0.02531 0.0004062 145 640: 5%|▌ | 3/56 [00:00<00:08, 6.62it/s] 104/299 2.65G 0.02905 0.02531 0.0004062 145 640: 7%|▋ | 4/56 [00:00<00:07, 7.27it/s] 104/299 2.65G 0.02917 0.02521 0.0003645 127 640: 7%|▋ | 4/56 [00:32<00:07, 7.27it/s] 104/299 2.65G 0.02917 0.02521 0.0003645 127 640: 9%|▉ | 5/56 [00:32<09:56, 11.69s/it] 104/299 2.65G 0.02931 0.02476 0.000353 143 640: 9%|▉ | 5/56 [00:32<09:56, 11.69s/it] 104/299 2.65G 0.02931 0.02476 0.000353 143 640: 11%|█ | 6/56 [00:32<06:28, 7.77s/it] 104/299 2.65G 0.02931 0.02417 0.0003358 130 640: 11%|█ | 6/56 [00:33<06:28, 7.77s/it] 104/299 2.65G 0.02931 0.02417 0.0003358 130 640: 12%|█▎ | 7/56 [00:33<04:18, 5.27s/it] 104/299 2.65G 0.02911 0.02398 0.0003195 112 640: 12%|█▎ | 7/56 [00:33<04:18, 5.27s/it] 104/299 2.65G 0.02911 0.02398 0.0003195 112 640: 14%|█▍ | 8/56 [00:33<02:54, 3.63s/it] 104/299 2.65G 0.02968 0.02402 0.0003099 128 640: 14%|█▍ | 8/56 [00:33<02:54, 3.63s/it] 104/299 2.65G 0.02968 0.02402 0.0003099 128 640: 16%|█▌ | 9/56 [00:33<01:58, 2.53s/it] 104/299 2.65G 0.02966 0.02422 0.0003001 131 640: 16%|█▌ | 9/56 [00:33<01:58, 2.53s/it] 104/299 2.65G 0.02966 0.02422 0.0003001 131 640: 18%|█▊ | 10/56 [00:33<01:22, 1.79s/it] 104/299 2.65G 0.0299 0.02435 0.0003063 133 640: 18%|█▊ | 10/56 [00:33<01:22, 1.79s/it] 104/299 2.65G 0.0299 0.02435 0.0003063 133 640: 20%|█▉ | 11/56 [00:33<00:57, 1.28s/it] 104/299 2.65G 0.02985 0.02421 0.0003389 120 640: 20%|█▉ | 11/56 [00:33<00:57, 1.28s/it] 104/299 2.65G 0.02985 0.02421 0.0003389 120 640: 21%|██▏ | 12/56 [00:33<00:40, 1.08it/s] 104/299 2.65G 0.03003 0.02437 0.0003402 156 640: 21%|██▏ | 12/56 [01:06<00:40, 1.08it/s] 104/299 2.65G 0.03003 0.02437 0.0003402 156 640: 23%|██▎ | 13/56 [01:06<07:33, 10.55s/it] 104/299 2.65G 0.02999 0.0244 0.0003389 153 640: 23%|██▎ | 13/56 [01:06<07:33, 10.55s/it] 104/299 2.65G 0.02999 0.0244 0.0003389 153 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 104/299 2.65G 0.03006 0.02473 0.0003663 114 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 104/299 2.65G 0.03006 0.02473 0.0003663 114 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 104/299 2.65G 0.03 0.02452 0.0003823 117 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 104/299 2.65G 0.03 0.02452 0.0003823 117 640: 29%|██▊ | 16/56 [01:06<02:27, 3.68s/it] 104/299 2.65G 0.03032 0.02506 0.0003742 146 640: 29%|██▊ | 16/56 [01:06<02:27, 3.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.40it/s]
all 98 501 0.545 0.522 0.5 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 105/299 2.65G 0.02971 0.01908 0.000226 96 640: 0%| | 0/56 [00:00<?, ?it/s] 105/299 2.65G 0.02971 0.01908 0.000226 96 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 105/299 2.65G 0.03092 0.01938 0.0005433 100 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 105/299 2.65G 0.03092 0.01938 0.0005433 100 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 105/299 2.65G 0.03015 0.02184 0.0004644 147 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 105/299 2.65G 0.03015 0.02184 0.0004644 147 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 105/299 2.65G 0.03012 0.02149 0.0004423 112 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 105/299 2.65G 0.03012 0.02149 0.0004423 112 640: 7%|▋ | 4/56 [00:00<00:06, 7.90it/s] 105/299 2.65G 0.03002 0.02123 0.0004737 89 640: 7%|▋ | 4/56 [00:43<00:06, 7.90it/s] 105/299 2.65G 0.03002 0.02123 0.0004737 89 640: 9%|▉ | 5/56 [00:43<13:17, 15.64s/it] 105/299 2.65G 0.02985 0.02116 0.0004311 116 640: 9%|▉ | 5/56 [00:43<13:17, 15.64s/it] 105/299 2.65G 0.02985 0.02116 0.0004311 116 640: 11%|█ | 6/56 [00:43<08:38, 10.37s/it] 105/299 2.65G 0.02936 0.02129 0.0004011 126 640: 11%|█ | 6/56 [00:43<08:38, 10.37s/it] 105/299 2.65G 0.02936 0.02129 0.0004011 126 640: 12%|█▎ | 7/56 [00:43<05:43, 7.02s/it] 105/299 2.65G 0.02934 0.02223 0.0003974 117 640: 12%|█▎ | 7/56 [00:44<05:43, 7.02s/it] 105/299 2.65G 0.02934 0.02223 0.0003974 117 640: 14%|█▍ | 8/56 [00:44<03:51, 4.82s/it] 105/299 2.65G 0.02949 0.0225 0.0003829 144 640: 14%|█▍ | 8/56 [00:44<03:51, 4.82s/it] 105/299 2.65G 0.02949 0.0225 0.0003829 144 640: 16%|█▌ | 9/56 [00:44<02:37, 3.35s/it] 105/299 2.65G 0.02955 0.02208 0.0003735 117 640: 16%|█▌ | 9/56 [00:44<02:37, 3.35s/it] 105/299 2.65G 0.02955 0.02208 0.0003735 117 640: 18%|█▊ | 10/56 [00:44<01:48, 2.36s/it] 105/299 2.65G 0.02959 0.02176 0.0003702 102 640: 18%|█▊ | 10/56 [00:44<01:48, 2.36s/it] 105/299 2.65G 0.02959 0.02176 0.0003702 102 640: 20%|█▉ | 11/56 [00:44<01:15, 1.67s/it] 105/299 2.65G 0.02969 0.02197 0.0003723 162 640: 20%|█▉ | 11/56 [00:44<01:15, 1.67s/it] 105/299 2.65G 0.02969 0.02197 0.0003723 162 640: 21%|██▏ | 12/56 [00:44<00:52, 1.20s/it] 105/299 2.65G 0.02968 0.02199 0.0003884 131 640: 21%|██▏ | 12/56 [01:17<00:52, 1.20s/it] 105/299 2.65G 0.02968 0.02199 0.0003884 131 640: 23%|██▎ | 13/56 [01:17<07:41, 10.74s/it] 105/299 2.65G 0.02979 0.02258 0.000385 159 640: 23%|██▎ | 13/56 [01:17<07:41, 10.74s/it] 105/299 2.65G 0.02979 0.02258 0.000385 159 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 105/299 2.65G 0.02961 0.02257 0.0003729 128 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 105/299 2.65G 0.02961 0.02257 0.0003729 128 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 105/299 2.65G 0.02989 0.02262 0.0003617 115 640: 27%|██▋ | 15/56 [01:17<03:37, 5.30s/it] 105/299 2.65G 0.02989 0.02262 0.0003617 115 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it] 105/299 2.65G 0.02976 0.02289 0.0003547 153 640: 29%|██▊ | 16/56 [01:17<02:29, 3.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.589 0.529 0.516 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 106/299 2.65G 0.03149 0.02668 0.0002758 131 640: 0%| | 0/56 [00:00<?, ?it/s] 106/299 2.65G 0.03149 0.02668 0.0002758 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 106/299 2.65G 0.03082 0.02228 0.0002398 92 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 106/299 2.65G 0.03082 0.02228 0.0002398 92 640: 4%|▎ | 2/56 [00:00<00:09, 5.85it/s] 106/299 2.65G 0.03116 0.02216 0.0002865 127 640: 4%|▎ | 2/56 [00:00<00:09, 5.85it/s] 106/299 2.65G 0.03116 0.02216 0.0002865 127 640: 5%|▌ | 3/56 [00:00<00:07, 6.84it/s] 106/299 2.65G 0.03086 0.02366 0.000287 187 640: 5%|▌ | 3/56 [00:00<00:07, 6.84it/s] 106/299 2.65G 0.03086 0.02366 0.000287 187 640: 7%|▋ | 4/56 [00:00<00:07, 7.40it/s] 106/299 2.65G 0.03045 0.02447 0.0002906 166 640: 7%|▋ | 4/56 [00:33<00:07, 7.40it/s] 106/299 2.65G 0.03045 0.02447 0.0002906 166 640: 9%|▉ | 5/56 [00:33<10:00, 11.78s/it] 106/299 2.65G 0.03058 0.02494 0.0003048 147 640: 9%|▉ | 5/56 [00:33<10:00, 11.78s/it] 106/299 2.65G 0.03058 0.02494 0.0003048 147 640: 11%|█ | 6/56 [00:33<06:31, 7.83s/it] 106/299 2.65G 0.03046 0.02446 0.0004138 130 640: 11%|█ | 6/56 [00:33<06:31, 7.83s/it] 106/299 2.65G 0.03046 0.02446 0.0004138 130 640: 12%|█▎ | 7/56 [00:33<04:20, 5.31s/it] 106/299 2.65G 0.0305 0.02373 0.0004091 100 640: 12%|█▎ | 7/56 [00:33<04:20, 5.31s/it] 106/299 2.65G 0.0305 0.02373 0.0004091 100 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 106/299 2.65G 0.03063 0.02368 0.0004074 131 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 106/299 2.65G 0.03063 0.02368 0.0004074 131 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 106/299 2.65G 0.03049 0.02396 0.0004078 154 640: 16%|█▌ | 9/56 [00:33<01:59, 2.55s/it] 106/299 2.65G 0.03049 0.02396 0.0004078 154 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 106/299 2.65G 0.03045 0.0239 0.0004037 129 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 106/299 2.65G 0.03045 0.0239 0.0004037 129 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 106/299 2.65G 0.03022 0.02366 0.0004062 108 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 106/299 2.65G 0.03022 0.02366 0.0004062 108 640: 21%|██▏ | 12/56 [00:33<00:41, 1.07it/s] 106/299 2.65G 0.03019 0.02408 0.0003914 143 640: 21%|██▏ | 12/56 [01:06<00:41, 1.07it/s] 106/299 2.65G 0.03019 0.02408 0.0003914 143 640: 23%|██▎ | 13/56 [01:06<07:35, 10.60s/it] 106/299 2.65G 0.03018 0.02395 0.0003863 130 640: 23%|██▎ | 13/56 [01:06<07:35, 10.60s/it] 106/299 2.65G 0.03018 0.02395 0.0003863 130 640: 25%|██▌ | 14/56 [01:06<05:12, 7.45s/it] 106/299 2.65G 0.03032 0.02418 0.0004339 135 640: 25%|██▌ | 14/56 [01:07<05:12, 7.45s/it] 106/299 2.65G 0.03032 0.02418 0.0004339 135 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 106/299 2.65G 0.03032 0.02412 0.0004328 112 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 106/299 2.65G 0.03032 0.02412 0.0004328 112 640: 29%|██▊ | 16/56 [01:07<02:27, 3.70s/it] 106/299 2.65G 0.03041 0.0245 0.000425 156 640: 29%|██▊ | 16/56 [01:07<02:27, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.599 0.476 0.49 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 107/299 2.65G 0.02926 0.023 0.0007368 130 640: 0%| | 0/56 [00:00<?, ?it/s] 107/299 2.65G 0.02926 0.023 0.0007368 130 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 107/299 2.65G 0.02979 0.02597 0.0004994 154 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 107/299 2.65G 0.02979 0.02597 0.0004994 154 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 107/299 2.65G 0.02973 0.0241 0.0004257 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.26it/s] 107/299 2.65G 0.02973 0.0241 0.0004257 115 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 107/299 2.65G 0.03063 0.02488 0.0004417 156 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 107/299 2.65G 0.03063 0.02488 0.0004417 156 640: 7%|▋ | 4/56 [00:00<00:06, 7.96it/s] 107/299 2.65G 0.03091 0.02402 0.000395 99 640: 7%|▋ | 4/56 [00:33<00:06, 7.96it/s] 107/299 2.65G 0.03091 0.02402 0.000395 99 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 107/299 2.65G 0.03079 0.02452 0.0003666 164 640: 9%|▉ | 5/56 [00:33<10:05, 11.88s/it] 107/299 2.65G 0.03079 0.02452 0.0003666 164 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 107/299 2.65G 0.03056 0.02476 0.0003746 150 640: 11%|█ | 6/56 [00:33<06:34, 7.89s/it] 107/299 2.65G 0.03056 0.02476 0.0003746 150 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 107/299 2.65G 0.03067 0.02485 0.0003834 164 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 107/299 2.65G 0.03067 0.02485 0.0003834 164 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 107/299 2.65G 0.03035 0.02459 0.0003729 137 640: 14%|█▍ | 8/56 [00:33<02:56, 3.68s/it] 107/299 2.65G 0.03035 0.02459 0.0003729 137 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 107/299 2.65G 0.03018 0.02404 0.0003658 130 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 107/299 2.65G 0.03018 0.02404 0.0003658 130 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 107/299 2.65G 0.0302 0.02479 0.0003812 196 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 107/299 2.65G 0.0302 0.02479 0.0003812 196 640: 20%|█▉ | 11/56 [00:33<00:58, 1.30s/it] 107/299 2.65G 0.03014 0.02474 0.0003809 129 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 107/299 2.65G 0.03014 0.02474 0.0003809 129 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 107/299 2.65G 0.03044 0.02462 0.0003847 108 640: 21%|██▏ | 12/56 [01:06<00:41, 1.06it/s] 107/299 2.65G 0.03044 0.02462 0.0003847 108 640: 23%|██▎ | 13/56 [01:06<07:36, 10.62s/it] 107/299 2.65G 0.03032 0.02505 0.0003761 173 640: 23%|██▎ | 13/56 [01:07<07:36, 10.62s/it] 107/299 2.65G 0.03032 0.02505 0.0003761 173 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 107/299 2.65G 0.03018 0.02508 0.0003654 132 640: 25%|██▌ | 14/56 [01:07<05:13, 7.46s/it] 107/299 2.65G 0.03018 0.02508 0.0003654 132 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 107/299 2.65G 0.03008 0.02542 0.0003582 183 640: 27%|██▋ | 15/56 [01:07<03:34, 5.24s/it] 107/299 2.65G 0.03008 0.02542 0.0003582 183 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it] 107/299 2.65G 0.03015 0.02565 0.0003515 144 640: 29%|██▊ | 16/56 [01:07<02:28, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.42it/s]
all 98 501 0.592 0.506 0.501 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 108/299 2.65G 0.02828 0.02084 0.0001903 117 640: 0%| | 0/56 [00:00<?, ?it/s] 108/299 2.65G 0.02828 0.02084 0.0001903 117 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 108/299 2.65G 0.02925 0.02548 0.0003422 143 640: 2%|▏ | 1/56 [00:00<00:06, 7.93it/s] 108/299 2.65G 0.02925 0.02548 0.0003422 143 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 108/299 2.65G 0.02996 0.02602 0.0002864 144 640: 4%|▎ | 2/56 [00:00<00:07, 7.24it/s] 108/299 2.65G 0.02996 0.02602 0.0002864 144 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 108/299 2.65G 0.02974 0.026 0.0002911 173 640: 5%|▌ | 3/56 [00:00<00:06, 7.77it/s] 108/299 2.65G 0.02974 0.026 0.0002911 173 640: 7%|▋ | 4/56 [00:00<00:06, 8.02it/s] 108/299 2.65G 0.02969 0.02636 0.0003599 162 640: 7%|▋ | 4/56 [00:43<00:06, 8.02it/s] 108/299 2.65G 0.02969 0.02636 0.0003599 162 640: 9%|▉ | 5/56 [00:43<13:23, 15.75s/it] 108/299 2.65G 0.02974 0.02711 0.0004012 173 640: 9%|▉ | 5/56 [00:44<13:23, 15.75s/it] 108/299 2.65G 0.02974 0.02711 0.0004012 173 640: 11%|█ | 6/56 [00:44<08:42, 10.44s/it] 108/299 2.65G 0.02937 0.02748 0.0004018 161 640: 11%|█ | 6/56 [00:44<08:42, 10.44s/it] 108/299 2.65G 0.02937 0.02748 0.0004018 161 640: 12%|█▎ | 7/56 [00:44<05:46, 7.06s/it] 108/299 2.65G 0.02959 0.0276 0.0003783 157 640: 12%|█▎ | 7/56 [00:44<05:46, 7.06s/it] 108/299 2.65G 0.02959 0.0276 0.0003783 157 640: 14%|█▍ | 8/56 [00:44<03:52, 4.85s/it] 108/299 2.65G 0.02963 0.0271 0.0003581 120 640: 14%|█▍ | 8/56 [00:44<03:52, 4.85s/it] 108/299 2.65G 0.02963 0.0271 0.0003581 120 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 108/299 2.65G 0.02968 0.02678 0.0003462 148 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 108/299 2.65G 0.02968 0.02678 0.0003462 148 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 108/299 2.65G 0.02985 0.02658 0.0003297 126 640: 18%|█▊ | 10/56 [00:44<01:49, 2.37s/it] 108/299 2.65G 0.02985 0.02658 0.0003297 126 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 108/299 2.65G 0.03002 0.02619 0.000323 114 640: 20%|█▉ | 11/56 [00:44<01:15, 1.68s/it] 108/299 2.65G 0.03002 0.02619 0.000323 114 640: 21%|██▏ | 12/56 [00:44<00:52, 1.20s/it] 108/299 2.65G 0.03031 0.02604 0.0003142 139 640: 21%|██▏ | 12/56 [01:17<00:52, 1.20s/it] 108/299 2.65G 0.03031 0.02604 0.0003142 139 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 108/299 2.65G 0.0308 0.02602 0.0003375 182 640: 23%|██▎ | 13/56 [01:17<07:44, 10.80s/it] 108/299 2.65G 0.0308 0.02602 0.0003375 182 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 108/299 2.65G 0.03069 0.02552 0.0003306 84 640: 25%|██▌ | 14/56 [01:17<05:18, 7.58s/it] 108/299 2.65G 0.03069 0.02552 0.0003306 84 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 108/299 2.65G 0.03085 0.02531 0.0003364 136 640: 27%|██▋ | 15/56 [01:18<03:38, 5.33s/it] 108/299 2.65G 0.03085 0.02531 0.0003364 136 640: 29%|██▊ | 16/56 [01:18<02:30, 3.76s/it] 108/299 2.65G 0.03092 0.02552 0.0003323 157 640: 29%|██▊ | 16/56 [01:18<02:30, 3.76s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.576 0.522 0.509 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 109/299 2.65G 0.02746 0.02286 0.0002019 136 640: 0%| | 0/56 [00:00<?, ?it/s] 109/299 2.65G 0.02746 0.02286 0.0002019 136 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 109/299 2.65G 0.02978 0.02457 0.000391 173 640: 2%|▏ | 1/56 [00:00<00:06, 8.23it/s] 109/299 2.65G 0.02978 0.02457 0.000391 173 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 109/299 2.65G 0.02958 0.02493 0.000559 170 640: 4%|▎ | 2/56 [00:00<00:07, 7.41it/s] 109/299 2.65G 0.02958 0.02493 0.000559 170 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 109/299 2.65G 0.02981 0.02506 0.0004861 147 640: 5%|▌ | 3/56 [00:00<00:06, 7.82it/s] 109/299 2.65G 0.02981 0.02506 0.0004861 147 640: 7%|▋ | 4/56 [00:00<00:06, 8.10it/s] 109/299 2.65G 0.03037 0.02549 0.0004609 120 640: 7%|▋ | 4/56 [00:36<00:06, 8.10it/s] 109/299 2.65G 0.03037 0.02549 0.0004609 120 640: 9%|▉ | 5/56 [00:36<11:00, 12.96s/it] 109/299 2.65G 0.03026 0.02444 0.0004181 112 640: 9%|▉ | 5/56 [00:36<11:00, 12.96s/it] 109/299 2.65G 0.03026 0.02444 0.0004181 112 640: 11%|█ | 6/56 [00:36<07:10, 8.60s/it] 109/299 2.65G 0.02991 0.02422 0.0003905 144 640: 11%|█ | 6/56 [00:36<07:10, 8.60s/it] 109/299 2.65G 0.02991 0.02422 0.0003905 144 640: 12%|█▎ | 7/56 [00:36<04:45, 5.83s/it] 109/299 2.65G 0.03001 0.02432 0.0003672 146 640: 12%|█▎ | 7/56 [00:36<04:45, 5.83s/it] 109/299 2.65G 0.03001 0.02432 0.0003672 146 640: 14%|█▍ | 8/56 [00:36<03:12, 4.01s/it] 109/299 2.65G 0.02971 0.02459 0.0003966 158 640: 14%|█▍ | 8/56 [00:36<03:12, 4.01s/it] 109/299 2.65G 0.02971 0.02459 0.0003966 158 640: 16%|█▌ | 9/56 [00:36<02:11, 2.79s/it] 109/299 2.65G 0.02991 0.02449 0.0003922 132 640: 16%|█▌ | 9/56 [00:36<02:11, 2.79s/it] 109/299 2.65G 0.02991 0.02449 0.0003922 132 640: 18%|█▊ | 10/56 [00:36<01:30, 1.97s/it] 109/299 2.65G 0.03002 0.02445 0.0004034 151 640: 18%|█▊ | 10/56 [00:36<01:30, 1.97s/it] 109/299 2.65G 0.03002 0.02445 0.0004034 151 640: 20%|█▉ | 11/56 [00:36<01:03, 1.41s/it] 109/299 2.65G 0.03007 0.02437 0.0004018 128 640: 20%|█▉ | 11/56 [00:37<01:03, 1.41s/it] 109/299 2.65G 0.03007 0.02437 0.0004018 128 640: 21%|██▏ | 12/56 [00:37<00:44, 1.01s/it] 109/299 2.65G 0.03014 0.02464 0.0003953 150 640: 21%|██▏ | 12/56 [01:09<00:44, 1.01s/it] 109/299 2.65G 0.03014 0.02464 0.0003953 150 640: 23%|██▎ | 13/56 [01:09<07:35, 10.60s/it] 109/299 2.65G 0.03056 0.02519 0.0003972 176 640: 23%|██▎ | 13/56 [01:09<07:35, 10.60s/it] 109/299 2.65G 0.03056 0.02519 0.0003972 176 640: 25%|██▌ | 14/56 [01:09<05:12, 7.45s/it] 109/299 2.65G 0.03066 0.0254 0.0003867 175 640: 25%|██▌ | 14/56 [01:10<05:12, 7.45s/it] 109/299 2.65G 0.03066 0.0254 0.0003867 175 640: 27%|██▋ | 15/56 [01:10<03:34, 5.24s/it] 109/299 2.65G 0.03058 0.02529 0.0003838 134 640: 27%|██▋ | 15/56 [01:10<03:34, 5.24s/it] 109/299 2.65G 0.03058 0.02529 0.0003838 134 640: 29%|██▊ | 16/56 [01:10<02:27, 3.70s/it] 109/299 2.65G 0.03071 0.0253 0.0003793 149 640: 29%|██▊ | 16/56 [01:10<02:27, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.84it/s]
all 98 501 0.609 0.504 0.498 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 110/299 2.65G 0.02782 0.02133 0.0002025 151 640: 0%| | 0/56 [00:00<?, ?it/s] 110/299 2.65G 0.02782 0.02133 0.0002025 151 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 110/299 2.65G 0.02947 0.02309 0.0003403 150 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 110/299 2.65G 0.02947 0.02309 0.0003403 150 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 110/299 2.65G 0.02926 0.02261 0.0005305 133 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 110/299 2.65G 0.02926 0.02261 0.0005305 133 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 110/299 2.65G 0.029 0.02276 0.0004778 167 640: 5%|▌ | 3/56 [00:00<00:06, 7.86it/s] 110/299 2.65G 0.029 0.02276 0.0004778 167 640: 7%|▋ | 4/56 [00:00<00:06, 8.04it/s] 110/299 2.65G 0.02921 0.02188 0.0004249 94 640: 7%|▋ | 4/56 [00:34<00:06, 8.04it/s] 110/299 2.65G 0.02921 0.02188 0.0004249 94 640: 9%|▉ | 5/56 [00:34<10:22, 12.21s/it] 110/299 2.65G 0.02921 0.02276 0.0004149 148 640: 9%|▉ | 5/56 [00:34<10:22, 12.21s/it] 110/299 2.65G 0.02921 0.02276 0.0004149 148 640: 11%|█ | 6/56 [00:34<06:45, 8.11s/it] 110/299 2.65G 0.02964 0.02251 0.0004091 130 640: 11%|█ | 6/56 [00:34<06:45, 8.11s/it] 110/299 2.65G 0.02964 0.02251 0.0004091 130 640: 12%|█▎ | 7/56 [00:34<04:29, 5.49s/it] 110/299 2.65G 0.02981 0.02336 0.0003852 155 640: 12%|█▎ | 7/56 [00:34<04:29, 5.49s/it] 110/299 2.65G 0.02981 0.02336 0.0003852 155 640: 14%|█▍ | 8/56 [00:34<03:01, 3.78s/it] 110/299 2.65G 0.03003 0.02387 0.0003682 148 640: 14%|█▍ | 8/56 [00:34<03:01, 3.78s/it] 110/299 2.65G 0.03003 0.02387 0.0003682 148 640: 16%|█▌ | 9/56 [00:34<02:03, 2.63s/it] 110/299 2.65G 0.0296 0.02362 0.0003611 125 640: 16%|█▌ | 9/56 [00:34<02:03, 2.63s/it] 110/299 2.65G 0.0296 0.02362 0.0003611 125 640: 18%|█▊ | 10/56 [00:34<01:25, 1.86s/it] 110/299 2.65G 0.02973 0.0242 0.000371 139 640: 18%|█▊ | 10/56 [00:34<01:25, 1.86s/it] 110/299 2.65G 0.02973 0.0242 0.000371 139 640: 20%|█▉ | 11/56 [00:34<00:59, 1.33s/it] 110/299 2.65G 0.02999 0.0241 0.0003957 143 640: 20%|█▉ | 11/56 [00:34<00:59, 1.33s/it] 110/299 2.65G 0.02999 0.0241 0.0003957 143 640: 21%|██▏ | 12/56 [00:34<00:42, 1.04it/s] 110/299 2.65G 0.03022 0.02404 0.0003925 164 640: 21%|██▏ | 12/56 [01:07<00:42, 1.04it/s] 110/299 2.65G 0.03022 0.02404 0.0003925 164 640: 23%|██▎ | 13/56 [01:07<07:35, 10.60s/it] 110/299 2.65G 0.03017 0.02391 0.0003923 136 640: 23%|██▎ | 13/56 [01:07<07:35, 10.60s/it] 110/299 2.65G 0.03017 0.02391 0.0003923 136 640: 25%|██▌ | 14/56 [01:07<05:12, 7.45s/it] 110/299 2.65G 0.03009 0.02389 0.0003819 126 640: 25%|██▌ | 14/56 [01:08<05:12, 7.45s/it] 110/299 2.65G 0.03009 0.02389 0.0003819 126 640: 27%|██▋ | 15/56 [01:08<03:34, 5.24s/it] 110/299 2.65G 0.0301 0.02384 0.0003728 144 640: 27%|██▋ | 15/56 [01:08<03:34, 5.24s/it] 110/299 2.65G 0.0301 0.02384 0.0003728 144 640: 29%|██▊ | 16/56 [01:08<02:27, 3.70s/it] 110/299 2.65G 0.03008 0.02407 0.0003801 156 640: 29%|██▊ | 16/56 [01:08<02:27, 3.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.623 0.504 0.522 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 111/299 2.65G 0.02706 0.02119 0.0003411 126 640: 0%| | 0/56 [00:00<?, ?it/s] 111/299 2.65G 0.02706 0.02119 0.0003411 126 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 111/299 2.65G 0.02845 0.02442 0.0007633 148 640: 2%|▏ | 1/56 [00:00<00:06, 8.18it/s] 111/299 2.65G 0.02845 0.02442 0.0007633 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 111/299 2.65G 0.02788 0.02429 0.0006112 159 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 111/299 2.65G 0.02788 0.02429 0.0006112 159 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 111/299 2.65G 0.02764 0.02369 0.0007674 137 640: 5%|▌ | 3/56 [00:00<00:06, 7.79it/s] 111/299 2.65G 0.02764 0.02369 0.0007674 137 640: 7%|▋ | 4/56 [00:00<00:06, 8.07it/s] 111/299 2.65G 0.02824 0.02376 0.0006837 163 640: 7%|▋ | 4/56 [00:44<00:06, 8.07it/s] 111/299 2.65G 0.02824 0.02376 0.0006837 163 640: 9%|▉ | 5/56 [00:44<13:31, 15.91s/it] 111/299 2.65G 0.02902 0.02429 0.0006395 134 640: 9%|▉ | 5/56 [00:44<13:31, 15.91s/it] 111/299 2.65G 0.02902 0.02429 0.0006395 134 640: 11%|█ | 6/56 [00:44<08:47, 10.55s/it] 111/299 2.65G 0.02867 0.02395 0.0005749 119 640: 11%|█ | 6/56 [00:44<08:47, 10.55s/it] 111/299 2.65G 0.02867 0.02395 0.0005749 119 640: 12%|█▎ | 7/56 [00:44<05:49, 7.14s/it] 111/299 2.65G 0.02834 0.02339 0.0005642 102 640: 12%|█▎ | 7/56 [00:44<05:49, 7.14s/it] 111/299 2.65G 0.02834 0.02339 0.0005642 102 640: 14%|█▍ | 8/56 [00:44<03:55, 4.90s/it] 111/299 2.65G 0.02836 0.02287 0.0005469 115 640: 14%|█▍ | 8/56 [00:44<03:55, 4.90s/it] 111/299 2.65G 0.02836 0.02287 0.0005469 115 640: 16%|█▌ | 9/56 [00:44<02:39, 3.40s/it] 111/299 2.65G 0.02861 0.02277 0.0005182 129 640: 16%|█▌ | 9/56 [00:45<02:39, 3.40s/it] 111/299 2.65G 0.02861 0.02277 0.0005182 129 640: 18%|█▊ | 10/56 [00:45<01:50, 2.39s/it] 111/299 2.65G 0.02864 0.02234 0.0004865 86 640: 18%|█▊ | 10/56 [00:45<01:50, 2.39s/it] 111/299 2.65G 0.02864 0.02234 0.0004865 86 640: 20%|█▉ | 11/56 [00:45<01:16, 1.69s/it] 111/299 2.65G 0.02892 0.02241 0.0005059 132 640: 20%|█▉ | 11/56 [00:45<01:16, 1.69s/it] 111/299 2.65G 0.02892 0.02241 0.0005059 132 640: 21%|██▏ | 12/56 [00:45<00:53, 1.21s/it] 111/299 2.65G 0.02878 0.0225 0.0004986 163 640: 21%|██▏ | 12/56 [01:18<00:53, 1.21s/it] 111/299 2.65G 0.02878 0.0225 0.0004986 163 640: 23%|██▎ | 13/56 [01:18<07:43, 10.78s/it] 111/299 2.65G 0.0287 0.02258 0.0004936 118 640: 23%|██▎ | 13/56 [01:18<07:43, 10.78s/it] 111/299 2.65G 0.0287 0.02258 0.0004936 118 640: 25%|██▌ | 14/56 [01:18<05:17, 7.57s/it] 111/299 2.65G 0.02877 0.02271 0.000484 165 640: 25%|██▌ | 14/56 [01:18<05:17, 7.57s/it] 111/299 2.65G 0.02877 0.02271 0.000484 165 640: 27%|██▋ | 15/56 [01:18<03:38, 5.32s/it] 111/299 2.65G 0.02885 0.02318 0.0004768 192 640: 27%|██▋ | 15/56 [01:18<03:38, 5.32s/it] 111/299 2.65G 0.02885 0.02318 0.0004768 192 640: 29%|██▊ | 16/56 [01:18<02:30, 3.75s/it] 111/299 2.65G 0.02891 0.0234 0.0004598 165 640: 29%|██▊ | 16/56 [01:18<02:30, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.575 0.537 0.523 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 112/299 2.65G 0.02615 0.02621 0.0002262 165 640: 0%| | 0/56 [00:00<?, ?it/s] 112/299 2.65G 0.02615 0.02621 0.0002262 165 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 112/299 2.65G 0.02626 0.02517 0.0003521 131 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 112/299 2.65G 0.02626 0.02517 0.0003521 131 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 112/299 2.65G 0.0267 0.02331 0.0003889 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 112/299 2.65G 0.0267 0.02331 0.0003889 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 112/299 2.65G 0.02668 0.02445 0.0003516 165 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 112/299 2.65G 0.02668 0.02445 0.0003516 165 640: 7%|▋ | 4/56 [00:00<00:06, 7.65it/s] 112/299 2.65G 0.02724 0.02413 0.0004105 126 640: 7%|▋ | 4/56 [00:33<00:06, 7.65it/s] 112/299 2.65G 0.02724 0.02413 0.0004105 126 640: 9%|▉ | 5/56 [00:33<10:06, 11.89s/it] 112/299 2.65G 0.02767 0.02331 0.0004157 99 640: 9%|▉ | 5/56 [00:33<10:06, 11.89s/it] 112/299 2.65G 0.02767 0.02331 0.0004157 99 640: 11%|█ | 6/56 [00:33<06:34, 7.90s/it] 112/299 2.65G 0.02825 0.02416 0.0004255 150 640: 11%|█ | 6/56 [00:33<06:34, 7.90s/it] 112/299 2.65G 0.02825 0.02416 0.0004255 150 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 112/299 2.65G 0.02832 0.02438 0.0003983 171 640: 12%|█▎ | 7/56 [00:33<04:22, 5.35s/it] 112/299 2.65G 0.02832 0.02438 0.0003983 171 640: 14%|█▍ | 8/56 [00:33<02:56, 3.69s/it] 112/299 2.65G 0.02867 0.02421 0.0004008 141 640: 14%|█▍ | 8/56 [00:33<02:56, 3.69s/it] 112/299 2.65G 0.02867 0.02421 0.0004008 141 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 112/299 2.65G 0.02896 0.0239 0.0004686 80 640: 16%|█▌ | 9/56 [00:33<02:00, 2.57s/it] 112/299 2.65G 0.02896 0.0239 0.0004686 80 640: 18%|█▊ | 10/56 [00:33<01:23, 1.82s/it] 112/299 2.65G 0.02924 0.02475 0.0004668 155 640: 18%|█▊ | 10/56 [00:34<01:23, 1.82s/it] 112/299 2.65G 0.02924 0.02475 0.0004668 155 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 112/299 2.65G 0.02932 0.02483 0.0004446 133 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 112/299 2.65G 0.02932 0.02483 0.0004446 133 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 112/299 2.65G 0.02959 0.02504 0.0004333 131 640: 21%|██▏ | 12/56 [01:07<00:41, 1.06it/s] 112/299 2.65G 0.02959 0.02504 0.0004333 131 640: 23%|██▎ | 13/56 [01:07<07:38, 10.66s/it] 112/299 2.65G 0.02982 0.02493 0.0004169 126 640: 23%|██▎ | 13/56 [01:07<07:38, 10.66s/it] 112/299 2.65G 0.02982 0.02493 0.0004169 126 640: 25%|██▌ | 14/56 [01:07<05:14, 7.49s/it] 112/299 2.65G 0.02993 0.0246 0.0004074 131 640: 25%|██▌ | 14/56 [01:07<05:14, 7.49s/it] 112/299 2.65G 0.02993 0.0246 0.0004074 131 640: 27%|██▋ | 15/56 [01:07<03:35, 5.27s/it] 112/299 2.65G 0.02998 0.02478 0.0004067 172 640: 27%|██▋ | 15/56 [01:07<03:35, 5.27s/it] 112/299 2.65G 0.02998 0.02478 0.0004067 172 640: 29%|██▊ | 16/56 [01:07<02:28, 3.72s/it] 112/299 2.65G 0.03004 0.02496 0.0004004 187 640: 29%|██▊ | 16/56 [01:07<02:28, 3.72s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.44it/s]
all 98 501 0.63 0.509 0.532 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 113/299 2.65G 0.02823 0.02246 0.0003032 116 640: 0%| | 0/56 [00:00<?, ?it/s] 113/299 2.65G 0.02823 0.02246 0.0003032 116 640: 2%|▏ | 1/56 [00:00<00:06, 8.06it/s] 113/299 2.65G 0.02885 0.02064 0.0003235 106 640: 2%|▏ | 1/56 [00:00<00:06, 8.06it/s] 113/299 2.65G 0.02885 0.02064 0.0003235 106 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 113/299 2.65G 0.02874 0.02383 0.0004522 161 640: 4%|▎ | 2/56 [00:00<00:07, 7.27it/s] 113/299 2.65G 0.02874 0.02383 0.0004522 161 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 113/299 2.65G 0.02894 0.02313 0.0004317 121 640: 5%|▌ | 3/56 [00:00<00:06, 7.80it/s] 113/299 2.65G 0.02894 0.02313 0.0004317 121 640: 7%|▋ | 4/56 [00:00<00:06, 8.05it/s] 113/299 2.65G 0.02865 0.02332 0.0004203 115 640: 7%|▋ | 4/56 [00:33<00:06, 8.05it/s] 113/299 2.65G 0.02865 0.02332 0.0004203 115 640: 9%|▉ | 5/56 [00:33<10:02, 11.81s/it] 113/299 2.65G 0.02886 0.02404 0.0003996 178 640: 9%|▉ | 5/56 [00:33<10:02, 11.81s/it] 113/299 2.65G 0.02886 0.02404 0.0003996 178 640: 11%|█ | 6/56 [00:33<06:32, 7.85s/it] 113/299 2.65G 0.0286 0.02353 0.0003791 116 640: 11%|█ | 6/56 [00:33<06:32, 7.85s/it] 113/299 2.65G 0.0286 0.02353 0.0003791 116 640: 12%|█▎ | 7/56 [00:33<04:20, 5.32s/it] 113/299 2.65G 0.02849 0.02312 0.0004078 116 640: 12%|█▎ | 7/56 [00:33<04:20, 5.32s/it] 113/299 2.65G 0.02849 0.02312 0.0004078 116 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 113/299 2.65G 0.02876 0.02337 0.0003883 160 640: 14%|█▍ | 8/56 [00:33<02:55, 3.66s/it] 113/299 2.65G 0.02876 0.02337 0.0003883 160 640: 16%|█▌ | 9/56 [00:33<02:00, 2.55s/it] 113/299 2.65G 0.02881 0.02343 0.0003748 133 640: 16%|█▌ | 9/56 [00:33<02:00, 2.55s/it] 113/299 2.65G 0.02881 0.02343 0.0003748 133 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 113/299 2.65G 0.02886 0.02348 0.000371 131 640: 18%|█▊ | 10/56 [00:33<01:23, 1.81s/it] 113/299 2.65G 0.02886 0.02348 0.000371 131 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 113/299 2.65G 0.02899 0.02328 0.000366 118 640: 20%|█▉ | 11/56 [00:33<00:58, 1.29s/it] 113/299 2.65G 0.02899 0.02328 0.000366 118 640: 21%|██▏ | 12/56 [00:33<00:41, 1.07it/s] 113/299 2.65G 0.02912 0.02311 0.0003738 140 640: 21%|██▏ | 12/56 [01:06<00:41, 1.07it/s] 113/299 2.65G 0.02912 0.02311 0.0003738 140 640: 23%|██▎ | 13/56 [01:06<07:33, 10.55s/it] 113/299 2.65G 0.02907 0.02332 0.0003741 146 640: 23%|██▎ | 13/56 [01:06<07:33, 10.55s/it] 113/299 2.65G 0.02907 0.02332 0.0003741 146 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 113/299 2.65G 0.02913 0.02352 0.0003697 137 640: 25%|██▌ | 14/56 [01:06<05:11, 7.41s/it] 113/299 2.65G 0.02913 0.02352 0.0003697 137 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 113/299 2.65G 0.02916 0.02361 0.0003616 167 640: 27%|██▋ | 15/56 [01:06<03:33, 5.21s/it] 113/299 2.65G 0.02916 0.02361 0.0003616 167 640: 29%|██▊ | 16/56 [01:06<02:27, 3.68s/it] 113/299 2.65G 0.02927 0.02362 0.0003714 132 640: 29%|██▊ | 16/56 [01:07<02:27, 3.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.52it/s]
all 98 501 0.584 0.473 0.504 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 114/299 2.65G 0.02859 0.02253 0.0003518 138 640: 0%| | 0/56 [00:00<?, ?it/s] 114/299 2.65G 0.02859 0.02253 0.0003518 138 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 114/299 2.65G 0.02844 0.02229 0.0002703 114 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 114/299 2.65G 0.02844 0.02229 0.0002703 114 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 114/299 2.65G 0.02779 0.02331 0.0005518 148 640: 4%|▎ | 2/56 [00:00<00:07, 7.28it/s] 114/299 2.65G 0.02779 0.02331 0.0005518 148 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 114/299 2.65G 0.02806 0.02324 0.0004766 152 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 114/299 2.65G 0.02806 0.02324 0.0004766 152 640: 7%|▋ | 4/56 [00:00<00:06, 8.05it/s] 114/299 2.65G 0.02765 0.02383 0.0004586 187 640: 7%|▋ | 4/56 [00:40<00:06, 8.05it/s] 114/299 2.65G 0.02765 0.02383 0.0004586 187 640: 9%|▉ | 5/56 [00:40<12:27, 14.66s/it] 114/299 2.65G 0.02846 0.02417 0.0005336 152 640: 9%|▉ | 5/56 [00:41<12:27, 14.66s/it] 114/299 2.65G 0.02846 0.02417 0.0005336 152 640: 11%|█ | 6/56 [00:41<08:06, 9.73s/it] 114/299 2.65G 0.02835 0.02364 0.0004897 119 640: 11%|█ | 6/56 [00:41<08:06, 9.73s/it] 114/299 2.65G 0.02835 0.02364 0.0004897 119 640: 12%|█▎ | 7/56 [00:41<05:22, 6.58s/it] 114/299 2.65G 0.02866 0.02441 0.0004581 148 640: 12%|█▎ | 7/56 [00:41<05:22, 6.58s/it] 114/299 2.65G 0.02866 0.02441 0.0004581 148 640: 14%|█▍ | 8/56 [00:41<03:37, 4.52s/it] 114/299 2.65G 0.02886 0.02459 0.0004327 154 640: 14%|█▍ | 8/56 [00:41<03:37, 4.52s/it] 114/299 2.65G 0.02886 0.02459 0.0004327 154 640: 16%|█▌ | 9/56 [00:41<02:27, 3.14s/it] 114/299 2.65G 0.02859 0.02412 0.0005302 115 640: 16%|█▌ | 9/56 [00:41<02:27, 3.14s/it] 114/299 2.65G 0.02859 0.02412 0.0005302 115 640: 18%|█▊ | 10/56 [00:41<01:41, 2.22s/it] 114/299 2.65G 0.02867 0.02418 0.0004996 149 640: 18%|█▊ | 10/56 [00:41<01:41, 2.22s/it] 114/299 2.65G 0.02867 0.02418 0.0004996 149 640: 20%|█▉ | 11/56 [00:41<01:10, 1.57s/it] 114/299 2.65G 0.0286 0.02448 0.0004754 167 640: 20%|█▉ | 11/56 [00:41<01:10, 1.57s/it] 114/299 2.65G 0.0286 0.02448 0.0004754 167 640: 21%|██▏ | 12/56 [00:41<00:49, 1.13s/it] 114/299 2.65G 0.02895 0.02447 0.0004558 146 640: 21%|██▏ | 12/56 [01:14<00:49, 1.13s/it] 114/299 2.65G 0.02895 0.02447 0.0004558 146 640: 23%|██▎ | 13/56 [01:14<07:42, 10.75s/it] 114/299 2.65G 0.02908 0.02434 0.0004405 131 640: 23%|██▎ | 13/56 [01:14<07:42, 10.75s/it] 114/299 2.65G 0.02908 0.02434 0.0004405 131 640: 25%|██▌ | 14/56 [01:14<05:17, 7.55s/it] 114/299 2.65G 0.02923 0.02456 0.0004403 167 640: 25%|██▌ | 14/56 [01:14<05:17, 7.55s/it] 114/299 2.65G 0.02923 0.02456 0.0004403 167 640: 27%|██▋ | 15/56 [01:14<03:37, 5.31s/it] 114/299 2.65G 0.02927 0.02412 0.0004374 84 640: 27%|██▋ | 15/56 [01:15<03:37, 5.31s/it] 114/299 2.65G 0.02927 0.02412 0.0004374 84 640: 29%|██▊ | 16/56 [01:15<02:29, 3.75s/it] 114/299 2.65G 0.0293 0.02395 0.0004252 116 640: 29%|██▊ | 16/56 [01:15<02:29, 3.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.594 0.507 0.507 0.253
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 115/299 2.65G 0.02948 0.02422 0.000387 112 640: 0%| | 0/56 [00:00<?, ?it/s] 115/299 2.65G 0.02948 0.02422 0.000387 112 640: 2%|▏ | 1/56 [00:00<00:06, 8.07it/s] 115/299 2.65G 0.0287 0.02186 0.0002903 109 640: 2%|▏ | 1/56 [00:00<00:06, 8.07it/s] 115/299 2.65G 0.0287 0.02186 0.0002903 109 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 115/299 2.65G 0.02871 0.02072 0.000295 117 640: 4%|▎ | 2/56 [00:00<00:07, 7.34it/s] 115/299 2.65G 0.02871 0.02072 0.000295 117 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 115/299 2.65G 0.0286 0.02172 0.00043 119 640: 5%|▌ | 3/56 [00:00<00:06, 7.74it/s] 115/299 2.65G 0.0286 0.02172 0.00043 119 640: 7%|▋ | 4/56 [00:00<00:06, 8.04it/s] 115/299 2.65G 0.02843 0.0221 0.0006283 138 640: 7%|▋ | 4/56 [00:33<00:06, 8.04it/s] 115/299 2.65G 0.02843 0.0221 0.0006283 138 640: 9%|▉ | 5/56 [00:33<10:07, 11.92s/it] 115/299 2.65G 0.02818 0.02143 0.0005708 111 640: 9%|▉ | 5/56 [00:33<10:07, 11.92s/it] 115/299 2.65G 0.02818 0.02143 0.0005708 111 640: 11%|█ | 6/56 [00:33<06:36, 7.92s/it] 115/299 2.65G 0.02807 0.02097 0.0005238 111 640: 11%|█ | 6/56 [00:33<06:36, 7.92s/it] 115/299 2.65G 0.02807 0.02097 0.0005238 111 640: 12%|█▎ | 7/56 [00:33<04:23, 5.37s/it] 115/299 2.65G 0.02817 0.02132 0.0005316 140 640: 12%|█▎ | 7/56 [00:33<04:23, 5.37s/it] 115/299 2.65G 0.02817 0.02132 0.0005316 140 640: 14%|█▍ | 8/56 [00:33<02:57, 3.70s/it] 115/299 2.65G 0.02822 0.02198 0.0004972 154 640: 14%|█▍ | 8/56 [00:33<02:57, 3.70s/it] 115/299 2.65G 0.02822 0.02198 0.0004972 154 640: 16%|█▌ | 9/56 [00:33<02:01, 2.58s/it] 115/299 2.65G 0.02869 0.02276 0.0004724 146 640: 16%|█▌ | 9/56 [00:33<02:01, 2.58s/it] 115/299 2.65G 0.02869 0.02276 0.0004724 146 640: 18%|█▊ | 10/56 [00:33<01:24, 1.83s/it] 115/299 2.65G 0.02869 0.02274 0.0004662 134 640: 18%|█▊ | 10/56 [00:34<01:24, 1.83s/it] 115/299 2.65G 0.02869 0.02274 0.0004662 134 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 115/299 2.65G 0.02865 0.02287 0.0004448 127 640: 20%|█▉ | 11/56 [00:34<00:58, 1.30s/it] 115/299 2.65G 0.02865 0.02287 0.0004448 127 640: 21%|██▏ | 12/56 [00:34<00:41, 1.06it/s] 115/299 2.65G 0.02852 0.02288 0.0004317 136 640: 21%|██▏ | 12/56 [01:06<00:41, 1.06it/s] 115/299 2.65G 0.02852 0.02288 0.0004317 136 640: 23%|██▎ | 13/56 [01:06<07:32, 10.53s/it] 115/299 2.65G 0.0284 0.0231 0.000414 161 640: 23%|██▎ | 13/56 [01:06<07:32, 10.53s/it] 115/299 2.65G 0.0284 0.0231 0.000414 161 640: 25%|██▌ | 14/56 [01:06<05:10, 7.40s/it] 115/299 2.65G 0.02861 0.02338 0.0004194 159 640: 25%|██▌ | 14/56 [01:07<05:10, 7.40s/it] 115/299 2.65G 0.02861 0.02338 0.0004194 159 640: 27%|██▋ | 15/56 [01:07<03:33, 5.20s/it] 115/299 2.65G 0.02865 0.02356 0.0004095 136 640: 27%|██▋ | 15/56 [01:07<03:33, 5.20s/it] 115/299 2.65G 0.02865 0.02356 0.0004095 136 640: 29%|██▊ | 16/56 [01:07<02:26, 3.67s/it] 115/299 2.65G 0.02844 0.02321 0.0004152 99 640: 29%|██▊ | 16/56 [01:07<02:26, 3.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.612 0.466 0.496 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 116/299 2.65G 0.03219 0.02673 0.001074 136 640: 0%| | 0/56 [00:00<?, ?it/s] 116/299 2.65G 0.03219 0.02673 0.001074 136 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 116/299 2.65G 0.02933 0.02342 0.0006514 90 640: 2%|▏ | 1/56 [00:00<00:06, 8.13it/s] 116/299 2.65G 0.02933 0.02342 0.0006514 90 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 116/299 2.65G 0.02944 0.02382 0.0005029 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.36it/s] 116/299 2.65G 0.02944 0.02382 0.0005029 136 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 116/299 2.65G 0.02913 0.0235 0.000464 147 640: 5%|▌ | 3/56 [00:00<00:06, 7.73it/s] 116/299 2.65G 0.02913 0.0235 0.000464 147 640: 7%|▋ | 4/56 [00:00<00:06, 8.05it/s] 116/299 2.65G 0.02958 0.02505 0.0004228 154 640: 7%|▋ | 4/56 [00:33<00:06, 8.05it/s] 116/299 2.65G 0.02958 0.02505 0.0004228 154 640: 9%|▉ | 5/56 [00:33<10:11, 11.98s/it] 116/299 2.65G 0.02942 0.02586 0.0003887 180 640: 9%|▉ | 5/56 [00:33<10:11, 11.98s/it] 116/299 2.65G 0.02942 0.02586 0.0003887 180 640: 11%|█ | 6/56 [00:33<06:37, 7.96s/it] 116/299 2.65G 0.02934 0.02482 0.0003617 110 640: 11%|█ | 6/56 [00:37<06:37, 7.96s/it] 116/299 2.65G 0.02934 0.02482 0.0003617 110 640: 12%|█▎ | 7/56 [00:37<05:31, 6.76s/it] 116/299 2.65G 0.0297 0.02553 0.0003582 183 640: 12%|█▎ | 7/56 [00:38<05:31, 6.76s/it] 116/299 2.65G 0.0297 0.02553 0.0003582 183 640: 14%|█▍ | 8/56 [00:38<03:42, 4.64s/it] 116/299 2.65G 0.02966 0.02612 0.0003507 186 640: 14%|█▍ | 8/56 [00:38<03:42, 4.64s/it] 116/299 2.65G 0.02966 0.02612 0.0003507 186 640: 16%|█▌ | 9/56 [00:38<02:31, 3.23s/it] 116/299 2.65G 0.02959 0.02563 0.0003508 131 640: 16%|█▌ | 9/56 [00:38<02:31, 3.23s/it] 116/299 2.65G 0.02959 0.02563 0.0003508 131 640: 18%|█▊ | 10/56 [00:38<01:44, 2.28s/it] 116/299 2.65G 0.02953 0.02504 0.0003442 111 640: 18%|█▊ | 10/56 [00:38<01:44, 2.28s/it] 116/299 2.65G 0.02953 0.02504 0.0003442 111 640: 20%|█▉ | 11/56 [00:38<01:12, 1.62s/it] 116/299 2.65G 0.02923 0.02459 0.0003501 119 640: 20%|█▉ | 11/56 [00:38<01:12, 1.62s/it] 116/299 2.65G 0.02923 0.02459 0.0003501 119 640: 21%|██▏ | 12/56 [00:38<00:51, 1.16s/it] 116/299 2.65G 0.02936 0.02468 0.0003512 130 640: 21%|██▏ | 12/56 [01:07<00:51, 1.16s/it] 116/299 2.65G 0.02936 0.02468 0.0003512 130 640: 23%|██▎ | 13/56 [01:07<06:51, 9.56s/it] 116/299 2.65G 0.02943 0.02486 0.0003434 179 640: 23%|██▎ | 13/56 [01:07<06:51, 9.56s/it] 116/299 2.65G 0.02943 0.02486 0.0003434 179 640: 25%|██▌ | 14/56 [01:07<04:42, 6.72s/it] 116/299 2.65G 0.02956 0.02485 0.0003763 165 640: 25%|██▌ | 14/56 [01:11<04:42, 6.72s/it] 116/299 2.65G 0.02956 0.02485 0.0003763 165 640: 27%|██▋ | 15/56 [01:11<04:02, 5.92s/it] 116/299 2.65G 0.02974 0.02479 0.0003679 117 640: 27%|██▋ | 15/56 [01:11<04:02, 5.92s/it] 116/299 2.65G 0.02974 0.02479 0.0003679 117 640: 29%|██▊ | 16/56 [01:11<02:47, 4.18s/it] 116/299 2.65G 0.02985 0.02503 0.0003644 176 640: 29%|██▊ | 16/56 [01:11<02:47, 4.18s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.631 0.505 0.544 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 117/299 2.65G 0.03038 0.02543 0.0005082 155 640: 0%| | 0/56 [00:00<?, ?it/s] 117/299 2.65G 0.03038 0.02543 0.0005082 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 117/299 2.65G 0.02967 0.02344 0.0005262 134 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 117/299 2.65G 0.02967 0.02344 0.0005262 134 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 117/299 2.65G 0.02904 0.02338 0.0004125 128 640: 4%|▎ | 2/56 [00:00<00:07, 7.38it/s] 117/299 2.65G 0.02904 0.02338 0.0004125 128 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 117/299 2.65G 0.02912 0.02357 0.0003625 131 640: 5%|▌ | 3/56 [00:00<00:06, 7.78it/s] 117/299 2.65G 0.02912 0.02357 0.0003625 131 640: 7%|▋ | 4/56 [00:00<00:06, 8.05it/s] 117/299 2.65G 0.02891 0.02314 0.0004529 113 640: 7%|▋ | 4/56 [00:30<00:06, 8.05it/s] 117/299 2.65G 0.02891 0.02314 0.0004529 113 640: 9%|▉ | 5/56 [00:30<09:16, 10.92s/it] 117/299 2.65G 0.02908 0.02256 0.0004142 103 640: 9%|▉ | 5/56 [00:30<09:16, 10.92s/it] 117/299 2.65G 0.02908 0.02256 0.0004142 103 640: 11%|█ | 6/56 [00:30<06:02, 7.26s/it] 117/299 2.65G 0.02905 0.02307 0.0003813 144 640: 11%|█ | 6/56 [00:42<06:02, 7.26s/it] 117/299 2.65G 0.02905 0.02307 0.0003813 144 640: 12%|█▎ | 7/56 [00:42<07:12, 8.82s/it] 117/299 2.65G 0.02945 0.02319 0.0003858 112 640: 12%|█▎ | 7/56 [00:42<07:12, 8.82s/it] 117/299 2.65G 0.02945 0.02319 0.0003858 112 640: 14%|█▍ | 8/56 [00:42<04:50, 6.05s/it] 117/299 2.65G 0.03015 0.02331 0.0004327 145 640: 14%|█▍ | 8/56 [00:42<04:50, 6.05s/it] 117/299 2.65G 0.03015 0.02331 0.0004327 145 640: 16%|█▌ | 9/56 [00:42<03:17, 4.20s/it] 117/299 2.65G 0.02997 0.02322 0.0004404 97 640: 16%|█▌ | 9/56 [00:43<03:17, 4.20s/it] 117/299 2.65G 0.02997 0.02322 0.0004404 97 640: 18%|█▊ | 10/56 [00:43<02:15, 2.95s/it] 117/299 2.65G 0.02987 0.02316 0.0004283 128 640: 18%|█▊ | 10/56 [00:43<02:15, 2.95s/it] 117/299 2.65G 0.02987 0.02316 0.0004283 128 640: 20%|█▉ | 11/56 [00:43<01:33, 2.08s/it] 117/299 2.65G 0.03013 0.02333 0.0004081 143 640: 20%|█▉ | 11/56 [00:43<01:33, 2.08s/it] 117/299 2.65G 0.03013 0.02333 0.0004081 143 640: 21%|██▏ | 12/56 [00:43<01:05, 1.48s/it] 117/299 2.65G 0.03015 0.02374 0.0003931 158 640: 21%|██▏ | 12/56 [01:04<01:05, 1.48s/it] 117/299 2.65G 0.03015 0.02374 0.0003931 158 640: 23%|██▎ | 13/56 [01:04<05:14, 7.31s/it] 117/299 2.65G 0.03004 0.02351 0.0003955 132 640: 23%|██▎ | 13/56 [01:04<05:14, 7.31s/it] 117/299 2.65G 0.03004 0.02351 0.0003955 132 640: 25%|██▌ | 14/56 [01:04<03:36, 5.15s/it] 117/299 2.65G 0.03017 0.02361 0.0003812 133 640: 25%|██▌ | 14/56 [01:16<03:36, 5.15s/it] 117/299 2.65G 0.03017 0.02361 0.0003812 133 640: 27%|██▋ | 15/56 [01:16<04:55, 7.20s/it] 117/299 2.65G 0.03058 0.0235 0.0003828 128 640: 27%|██▋ | 15/56 [01:16<04:55, 7.20s/it] 117/299 2.65G 0.03058 0.0235 0.0003828 128 640: 29%|██▊ | 16/56 [01:16<03:22, 5.07s/it] 117/299 2.65G 0.03064 0.02365 0.0003845 139 640: 29%|██▊ | 16/56 [01:16<03:22, 5.07s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.55 0.555 0.536 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 118/299 2.65G 0.02877 0.02396 0.0003528 127 640: 0%| | 0/56 [00:00<?, ?it/s] 118/299 2.65G 0.02877 0.02396 0.0003528 127 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 118/299 2.65G 0.02877 0.02379 0.0003554 136 640: 2%|▏ | 1/56 [00:00<00:06, 8.19it/s] 118/299 2.65G 0.02877 0.02379 0.0003554 136 640: 4%|▎ | 2/56 [00:00<00:07, 7.07it/s] 118/299 2.65G 0.02932 0.02522 0.000578 123 640: 4%|▎ | 2/56 [00:00<00:07, 7.07it/s] 118/299 2.65G 0.02932 0.02522 0.000578 123 640: 5%|▌ | 3/56 [00:00<00:06, 7.61it/s] 118/299 2.65G 0.02942 0.02524 0.0004794 149 640: 5%|▌ | 3/56 [00:00<00:06, 7.61it/s] 118/299 2.65G 0.02942 0.02524 0.0004794 149 640: 7%|▋ | 4/56 [00:00<00:06, 7.89it/s] 118/299 2.65G 0.0295 0.02477 0.0004357 131 640: 7%|▋ | 4/56 [00:21<00:06, 7.89it/s] 118/299 2.65G 0.0295 0.02477 0.0004357 131 640: 9%|▉ | 5/56 [00:21<06:32, 7.71s/it] 118/299 2.65G 0.02945 0.02423 0.0004189 143 640: 9%|▉ | 5/56 [00:21<06:32, 7.71s/it] 118/299 2.65G 0.02945 0.02423 0.0004189 143 640: 11%|█ | 6/56 [00:21<04:17, 5.14s/it] 118/299 2.65G 0.02942 0.02431 0.0004067 180 640: 11%|█ | 6/56 [00:33<04:17, 5.14s/it] 118/299 2.65G 0.02942 0.02431 0.0004067 180 640: 12%|█▎ | 7/56 [00:33<05:57, 7.30s/it] 118/299 2.65G 0.02958 0.02443 0.000385 131 640: 12%|█▎ | 7/56 [00:33<05:57, 7.30s/it] 118/299 2.65G 0.02958 0.02443 0.000385 131 640: 14%|█▍ | 8/56 [00:33<04:00, 5.02s/it] 118/299 2.65G 0.02954 0.02449 0.0003809 180 640: 14%|█▍ | 8/56 [00:33<04:00, 5.02s/it] 118/299 2.65G 0.02954 0.02449 0.0003809 180 640: 16%|█▌ | 9/56 [00:33<02:43, 3.48s/it] 118/299 2.65G 0.02938 0.02418 0.0003695 114 640: 16%|█▌ | 9/56 [00:41<02:43, 3.48s/it] 118/299 2.65G 0.02938 0.02418 0.0003695 114 640: 18%|█▊ | 10/56 [00:41<03:39, 4.78s/it] 118/299 2.65G 0.02953 0.02426 0.0003751 128 640: 18%|█▊ | 10/56 [00:41<03:39, 4.78s/it] 118/299 2.65G 0.02953 0.02426 0.0003751 128 640: 20%|█▉ | 11/56 [00:41<02:30, 3.35s/it] 118/299 2.65G 0.0293 0.02439 0.0003571 120 640: 20%|█▉ | 11/56 [00:41<02:30, 3.35s/it] 118/299 2.65G 0.0293 0.02439 0.0003571 120 640: 21%|██▏ | 12/56 [00:41<01:44, 2.37s/it] 118/299 2.65G 0.02912 0.02447 0.0003562 173 640: 21%|██▏ | 12/56 [00:55<01:44, 2.37s/it] 118/299 2.65G 0.02912 0.02447 0.0003562 173 640: 23%|██▎ | 13/56 [00:55<04:12, 5.87s/it] 118/299 2.65G 0.0292 0.02441 0.0003503 124 640: 23%|██▎ | 13/56 [00:55<04:12, 5.87s/it] 118/299 2.65G 0.0292 0.02441 0.0003503 124 640: 25%|██▌ | 14/56 [00:55<02:54, 4.15s/it] 118/299 2.65G 0.02911 0.02449 0.0003473 164 640: 25%|██▌ | 14/56 [01:07<02:54, 4.15s/it] 118/299 2.65G 0.02911 0.02449 0.0003473 164 640: 27%|██▋ | 15/56 [01:07<04:21, 6.38s/it] 118/299 2.65G 0.02895 0.02438 0.0003434 148 640: 27%|██▋ | 15/56 [01:07<04:21, 6.38s/it] 118/299 2.65G 0.02895 0.02438 0.0003434 148 640: 29%|██▊ | 16/56 [01:07<02:59, 4.50s/it] 118/299 2.65G 0.02908 0.02431 0.0003358 130 640: 29%|██▊ | 16/56 [01:07<02:59, 4.50s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
all 98 501 0.566 0.525 0.51 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 119/299 2.65G 0.03001 0.02479 0.0001799 143 640: 0%| | 0/56 [00:00<?, ?it/s] 119/299 2.65G 0.03001 0.02479 0.0001799 143 640: 2%|▏ | 1/56 [00:00<00:06, 8.16it/s] 119/299 2.65G 0.02903 0.02513 0.0002261 139 640: 2%|▏ | 1/56 [00:11<00:06, 8.16it/s] 119/299 2.65G 0.02903 0.02513 0.0002261 139 640: 4%|▎ | 2/56 [00:11<06:00, 6.67s/it] 119/299 2.65G 0.02959 0.02399 0.0002386 115 640: 4%|▎ | 2/56 [00:11<06:00, 6.67s/it] 119/299 2.65G 0.02959 0.02399 0.0002386 115 640: 5%|▌ | 3/56 [00:11<03:15, 3.68s/it] 119/299 2.65G 0.02845 0.02413 0.0002735 147 640: 5%|▌ | 3/56 [00:11<03:15, 3.68s/it] 119/299 2.65G 0.02845 0.02413 0.0002735 147 640: 7%|▋ | 4/56 [00:11<01:58, 2.27s/it] 119/299 2.65G 0.02817 0.02383 0.0002944 118 640: 7%|▋ | 4/56 [00:20<01:58, 2.27s/it] 119/299 2.65G 0.02817 0.02383 0.0002944 118 640: 9%|▉ | 5/56 [00:20<04:03, 4.78s/it] 119/299 2.65G 0.02809 0.02433 0.0003804 166 640: 9%|▉ | 5/56 [00:20<04:03, 4.78s/it] 119/299 2.65G 0.02809 0.02433 0.0003804 166 640: 11%|█ | 6/56 [00:20<02:40, 3.21s/it] 119/299 2.65G 0.02873 0.02377 0.0004244 143 640: 11%|█ | 6/56 [00:43<02:40, 3.21s/it] 119/299 2.65G 0.02873 0.02377 0.0004244 143 640: 12%|█▎ | 7/56 [00:43<07:41, 9.42s/it] 119/299 2.65G 0.02863 0.02352 0.0004025 135 640: 12%|█▎ | 7/56 [00:43<07:41, 9.42s/it] 119/299 2.65G 0.02863 0.02352 0.0004025 135 640: 14%|█▍ | 8/56 [00:43<05:10, 6.46s/it] 119/299 2.65G 0.02875 0.02349 0.000431 144 640: 14%|█▍ | 8/56 [00:43<05:10, 6.46s/it] 119/299 2.65G 0.02875 0.02349 0.000431 144 640: 16%|█▌ | 9/56 [00:43<03:30, 4.48s/it] 119/299 2.65G 0.02866 0.02365 0.0004116 180 640: 16%|█▌ | 9/56 [00:49<03:30, 4.48s/it] 119/299 2.65G 0.02866 0.02365 0.0004116 180 640: 18%|█▊ | 10/56 [00:49<03:53, 5.07s/it] 119/299 2.65G 0.02876 0.02399 0.0003897 188 640: 18%|█▊ | 10/56 [00:49<03:53, 5.07s/it] 119/299 2.65G 0.02876 0.02399 0.0003897 188 640: 20%|█▉ | 11/56 [00:49<02:39, 3.55s/it] 119/299 2.65G 0.02902 0.02424 0.000426 144 640: 20%|█▉ | 11/56 [00:50<02:39, 3.55s/it] 119/299 2.65G 0.02902 0.02424 0.000426 144 640: 21%|██▏ | 12/56 [00:50<01:50, 2.51s/it] 119/299 2.65G 0.0289 0.0239 0.0004568 115 640: 21%|██▏ | 12/56 [00:54<01:50, 2.51s/it] 119/299 2.65G 0.0289 0.0239 0.0004568 115 640: 23%|██▎ | 13/56 [00:54<02:18, 3.23s/it] 119/299 2.65G 0.0289 0.02423 0.0004387 150 640: 23%|██▎ | 13/56 [00:55<02:18, 3.23s/it] 119/299 2.65G 0.0289 0.02423 0.0004387 150 640: 25%|██▌ | 14/56 [00:55<01:36, 2.30s/it] 119/299 2.65G 0.02918 0.02374 0.0004259 85 640: 25%|██▌ | 14/56 [01:16<01:36, 2.30s/it] 119/299 2.65G 0.02918 0.02374 0.0004259 85 640: 27%|██▋ | 15/56 [01:16<05:34, 8.15s/it] 119/299 2.65G 0.02915 0.02363 0.0004118 137 640: 27%|██▋ | 15/56 [01:16<05:34, 8.15s/it] 119/299 2.65G 0.02915 0.02363 0.0004118 137 640: 29%|██▊ | 16/56 [01:16<03:49, 5.74s/it] 119/299 2.65G 0.02915 0.02343 0.0004008 109 640: 29%|██▊ | 16/56 [01:17<03:49, 5.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.576 0.508 0.497 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 120/299 2.65G 0.02964 0.02097 0.0002381 120 640: 0%| | 0/56 [00:00<?, ?it/s] 120/299 2.65G 0.02964 0.02097 0.0002381 120 640: 2%|▏ | 1/56 [00:00<00:06, 8.03it/s] 120/299 2.65G 0.03054 0.02154 0.0002552 150 640: 2%|▏ | 1/56 [00:11<00:06, 8.03it/s] 120/299 2.65G 0.03054 0.02154 0.0002552 150 640: 4%|▎ | 2/56 [00:11<06:06, 6.79s/it] 120/299 2.65G 0.02999 0.02103 0.0002733 121 640: 4%|▎ | 2/56 [00:11<06:06, 6.79s/it] 120/299 2.65G 0.02999 0.02103 0.0002733 121 640: 5%|▌ | 3/56 [00:11<03:18, 3.75s/it] 120/299 2.65G 0.029 0.02097 0.0002498 119 640: 5%|▌ | 3/56 [00:11<03:18, 3.75s/it] 120/299 2.65G 0.029 0.02097 0.0002498 119 640: 7%|▋ | 4/56 [00:11<02:00, 2.31s/it] 120/299 2.65G 0.029 0.0219 0.0002573 174 640: 7%|▋ | 4/56 [00:12<02:00, 2.31s/it] 120/299 2.65G 0.029 0.0219 0.0002573 174 640: 9%|▉ | 5/56 [00:12<01:18, 1.55s/it] 120/299 2.65G 0.02895 0.02248 0.0002448 134 640: 9%|▉ | 5/56 [00:12<01:18, 1.55s/it] 120/299 2.65G 0.02895 0.02248 0.0002448 134 640: 11%|█ | 6/56 [00:12<00:53, 1.07s/it] 120/299 2.65G 0.02965 0.0234 0.0002367 170 640: 11%|█ | 6/56 [00:34<00:53, 1.07s/it] 120/299 2.65G 0.02965 0.0234 0.0002367 170 640: 12%|█▎ | 7/56 [00:34<06:33, 8.02s/it] 120/299 2.65G 0.02957 0.02342 0.0002284 174 640: 12%|█▎ | 7/56 [00:34<06:33, 8.02s/it] 120/299 2.65G 0.02957 0.02342 0.0002284 174 640: 14%|█▍ | 8/56 [00:34<04:24, 5.51s/it] 120/299 2.65G 0.02945 0.02312 0.0002187 117 640: 14%|█▍ | 8/56 [00:34<04:24, 5.51s/it] 120/299 2.65G 0.02945 0.02312 0.0002187 117 640: 16%|█▌ | 9/56 [00:34<02:59, 3.82s/it] 120/299 2.65G 0.02978 0.02374 0.0002197 164 640: 16%|█▌ | 9/56 [00:50<02:59, 3.82s/it] 120/299 2.65G 0.02978 0.02374 0.0002197 164 640: 18%|█▊ | 10/56 [00:50<05:45, 7.50s/it] 120/299 2.65G 0.02958 0.02332 0.0002205 113 640: 18%|█▊ | 10/56 [00:50<05:45, 7.50s/it] 120/299 2.65G 0.02958 0.02332 0.0002205 113 640: 20%|█▉ | 11/56 [00:50<03:56, 5.25s/it] 120/299 2.65G 0.02936 0.02321 0.0002182 121 640: 20%|█▉ | 11/56 [00:50<03:56, 5.25s/it] 120/299 2.65G 0.02936 0.02321 0.0002182 121 640: 21%|██▏ | 12/56 [00:50<02:42, 3.69s/it] 120/299 2.65G 0.02958 0.02321 0.0002186 143 640: 21%|██▏ | 12/56 [00:50<02:42, 3.69s/it] 120/299 2.65G 0.02958 0.02321 0.0002186 143 640: 23%|██▎ | 13/56 [00:50<01:52, 2.62s/it] 120/299 2.65G 0.02963 0.02295 0.0002192 121 640: 23%|██▎ | 13/56 [00:51<01:52, 2.62s/it] 120/299 2.65G 0.02963 0.02295 0.0002192 121 640: 25%|██▌ | 14/56 [00:51<01:18, 1.87s/it] 120/299 2.65G 0.02955 0.02331 0.0002183 175 640: 25%|██▌ | 14/56 [01:08<01:18, 1.87s/it] 120/299 2.65G 0.02955 0.02331 0.0002183 175 640: 27%|██▋ | 15/56 [01:08<04:27, 6.53s/it] 120/299 2.65G 0.02957 0.02351 0.0002309 151 640: 27%|██▋ | 15/56 [01:08<04:27, 6.53s/it] 120/299 2.65G 0.02957 0.02351 0.0002309 151 640: 29%|██▊ | 16/56 [01:08<03:03, 4.60s/it] 120/299 2.65G 0.02956 0.02352 0.0002286 143 640: 29%|██▊ | 16/56 [01:08<03:03, 4.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.574 0.49 0.504 0.24
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 121/299 2.65G 0.0288 0.02102 0.000203 158 640: 0%| | 0/56 [00:00<?, ?it/s] 121/299 2.65G 0.0288 0.02102 0.000203 158 640: 2%|▏ | 1/56 [00:00<00:07, 7.65it/s] 121/299 2.65G 0.03007 0.02069 0.0002068 117 640: 2%|▏ | 1/56 [00:23<00:07, 7.65it/s] 121/299 2.65G 0.03007 0.02069 0.0002068 117 640: 4%|▎ | 2/56 [00:23<12:31, 13.91s/it] 121/299 2.65G 0.02988 0.02246 0.0002607 144 640: 4%|▎ | 2/56 [00:23<12:31, 13.91s/it] 121/299 2.65G 0.02988 0.02246 0.0002607 144 640: 5%|▌ | 3/56 [00:23<06:43, 7.62s/it] 121/299 2.65G 0.02913 0.02209 0.0002441 124 640: 5%|▌ | 3/56 [00:23<06:43, 7.62s/it] 121/299 2.65G 0.02913 0.02209 0.0002441 124 640: 7%|▋ | 4/56 [00:23<04:02, 4.66s/it] 121/299 2.65G 0.02872 0.02263 0.0002396 138 640: 7%|▋ | 4/56 [00:24<04:02, 4.66s/it] 121/299 2.65G 0.02872 0.02263 0.0002396 138 640: 9%|▉ | 5/56 [00:24<02:33, 3.02s/it] 121/299 2.65G 0.02871 0.02231 0.0002462 115 640: 9%|▉ | 5/56 [00:24<02:33, 3.02s/it] 121/299 2.65G 0.02871 0.02231 0.0002462 115 640: 11%|█ | 6/56 [00:24<01:42, 2.04s/it] 121/299 2.65G 0.0289 0.02252 0.0002393 155 640: 11%|█ | 6/56 [00:33<01:42, 2.04s/it] 121/299 2.65G 0.0289 0.02252 0.0002393 155 640: 12%|█▎ | 7/56 [00:33<03:40, 4.51s/it] 121/299 2.65G 0.02884 0.02245 0.0002488 138 640: 12%|█▎ | 7/56 [00:33<03:40, 4.51s/it] 121/299 2.65G 0.02884 0.02245 0.0002488 138 640: 14%|█▍ | 8/56 [00:33<02:29, 3.11s/it] 121/299 2.65G 0.02876 0.02279 0.0002427 152 640: 14%|█▍ | 8/56 [00:34<02:29, 3.11s/it] 121/299 2.65G 0.02876 0.02279 0.0002427 152 640: 16%|█▌ | 9/56 [00:34<01:42, 2.18s/it] 121/299 2.65G 0.0288 0.02251 0.0002407 92 640: 16%|█▌ | 9/56 [01:00<01:42, 2.18s/it] 121/299 2.65G 0.0288 0.02251 0.0002407 92 640: 18%|█▊ | 10/56 [01:00<07:25, 9.69s/it] 121/299 2.65G 0.0289 0.02332 0.0002373 183 640: 18%|█▊ | 10/56 [01:00<07:25, 9.69s/it] 121/299 2.65G 0.0289 0.02332 0.0002373 183 640: 20%|█▉ | 11/56 [01:00<05:04, 6.76s/it] 121/299 2.65G 0.02895 0.02315 0.0002348 96 640: 20%|█▉ | 11/56 [01:00<05:04, 6.76s/it] 121/299 2.65G 0.02895 0.02315 0.0002348 96 640: 21%|██▏ | 12/56 [01:00<03:28, 4.74s/it] 121/299 2.65G 0.0289 0.02294 0.0002337 128 640: 21%|██▏ | 12/56 [01:00<03:28, 4.74s/it] 121/299 2.65G 0.0289 0.02294 0.0002337 128 640: 23%|██▎ | 13/56 [01:00<02:23, 3.34s/it] 121/299 2.65G 0.02872 0.02318 0.0002433 160 640: 23%|██▎ | 13/56 [01:01<02:23, 3.34s/it] 121/299 2.65G 0.02872 0.02318 0.0002433 160 640: 25%|██▌ | 14/56 [01:01<01:39, 2.37s/it] 121/299 2.65G 0.02888 0.02311 0.0002524 166 640: 25%|██▌ | 14/56 [01:07<01:39, 2.37s/it] 121/299 2.65G 0.02888 0.02311 0.0002524 166 640: 27%|██▋ | 15/56 [01:07<02:28, 3.62s/it] 121/299 2.65G 0.02887 0.02322 0.0002489 161 640: 27%|██▋ | 15/56 [01:07<02:28, 3.62s/it] 121/299 2.65G 0.02887 0.02322 0.0002489 161 640: 29%|██▊ | 16/56 [01:07<01:42, 2.57s/it] 121/299 2.65G 0.02912 0.02326 0.0002454 117 640: 29%|██▊ | 16/56 [01:07<01:42, 2.57s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.36it/s]
all 98 501 0.544 0.535 0.506 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 122/299 2.65G 0.02846 0.02237 0.0006395 142 640: 0%| | 0/56 [00:00<?, ?it/s] 122/299 2.65G 0.02846 0.02237 0.0006395 142 640: 2%|▏ | 1/56 [00:00<00:07, 7.66it/s] 122/299 2.65G 0.02936 0.02052 0.00053 109 640: 2%|▏ | 1/56 [00:26<00:07, 7.66it/s] 122/299 2.65G 0.02936 0.02052 0.00053 109 640: 4%|▎ | 2/56 [00:26<14:00, 15.57s/it] 122/299 2.65G 0.02982 0.02107 0.0004296 126 640: 4%|▎ | 2/56 [00:26<14:00, 15.57s/it] 122/299 2.65G 0.02982 0.02107 0.0004296 126 640: 5%|▌ | 3/56 [00:26<07:31, 8.52s/it] 122/299 2.65G 0.03015 0.02139 0.0004208 121 640: 5%|▌ | 3/56 [00:26<07:31, 8.52s/it] 122/299 2.65G 0.03015 0.02139 0.0004208 121 640: 7%|▋ | 4/56 [00:26<04:30, 5.20s/it] 122/299 2.65G 0.02979 0.02171 0.0003906 139 640: 7%|▋ | 4/56 [00:26<04:30, 5.20s/it] 122/299 2.65G 0.02979 0.02171 0.0003906 139 640: 9%|▉ | 5/56 [00:26<02:51, 3.37s/it] 122/299 2.65G 0.02928 0.02271 0.0003607 167 640: 9%|▉ | 5/56 [00:27<02:51, 3.37s/it] 122/299 2.65G 0.02928 0.02271 0.0003607 167 640: 11%|█ | 6/56 [00:27<01:53, 2.27s/it] 122/299 2.65G 0.02884 0.02249 0.0003662 112 640: 11%|█ | 6/56 [00:33<01:53, 2.27s/it] 122/299 2.65G 0.02884 0.02249 0.0003662 112 640: 12%|█▎ | 7/56 [00:33<02:53, 3.55s/it] 122/299 2.65G 0.02863 0.02249 0.0003707 129 640: 12%|█▎ | 7/56 [00:33<02:53, 3.55s/it] 122/299 2.65G 0.02863 0.02249 0.0003707 129 640: 14%|█▍ | 8/56 [00:33<01:58, 2.46s/it] 122/299 2.65G 0.02862 0.0227 0.0004069 141 640: 14%|█▍ | 8/56 [00:33<01:58, 2.46s/it] 122/299 2.65G 0.02862 0.0227 0.0004069 141 640: 16%|█▌ | 9/56 [00:33<01:21, 1.73s/it] 122/299 2.65G 0.02878 0.02219 0.0003991 85 640: 16%|█▌ | 9/56 [01:00<01:21, 1.73s/it] 122/299 2.65G 0.02878 0.02219 0.0003991 85 640: 18%|█▊ | 10/56 [01:00<07:14, 9.45s/it] 122/299 2.65G 0.02875 0.02235 0.0004029 154 640: 18%|█▊ | 10/56 [01:00<07:14, 9.45s/it] 122/299 2.65G 0.02875 0.02235 0.0004029 154 640: 20%|█▉ | 11/56 [01:00<04:56, 6.60s/it] 122/299 2.65G 0.02879 0.02253 0.0003876 135 640: 20%|█▉ | 11/56 [01:00<04:56, 6.60s/it] 122/299 2.65G 0.02879 0.02253 0.0003876 135 640: 21%|██▏ | 12/56 [01:00<03:23, 4.63s/it] 122/299 2.65G 0.0286 0.02203 0.0003754 93 640: 21%|██▏ | 12/56 [01:00<03:23, 4.63s/it] 122/299 2.65G 0.0286 0.02203 0.0003754 93 640: 23%|██▎ | 13/56 [01:00<02:20, 3.26s/it] 122/299 2.65G 0.02856 0.02232 0.0003631 149 640: 23%|██▎ | 13/56 [01:00<02:20, 3.26s/it] 122/299 2.65G 0.02856 0.02232 0.0003631 149 640: 25%|██▌ | 14/56 [01:00<01:37, 2.32s/it] 122/299 2.65G 0.02863 0.02242 0.0003507 153 640: 25%|██▌ | 14/56 [01:06<01:37, 2.32s/it] 122/299 2.65G 0.02863 0.02242 0.0003507 153 640: 27%|██▋ | 15/56 [01:06<02:20, 3.44s/it] 122/299 2.65G 0.02868 0.02246 0.0003476 110 640: 27%|██▋ | 15/56 [01:06<02:20, 3.44s/it] 122/299 2.65G 0.02868 0.02246 0.0003476 110 640: 29%|██▊ | 16/56 [01:06<01:37, 2.44s/it] 122/299 2.65G 0.02862 0.02259 0.0003382 104 640: 29%|██▊ | 16/56 [01:06<01:37, 2.44s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.576 0.497 0.489 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 123/299 2.65G 0.02613 0.02085 0.0001752 110 640: 0%| | 0/56 [00:00<?, ?it/s] 123/299 2.65G 0.02613 0.02085 0.0001752 110 640: 2%|▏ | 1/56 [00:00<00:06, 8.08it/s] 123/299 2.65G 0.02692 0.02188 0.0001848 119 640: 2%|▏ | 1/56 [00:39<00:06, 8.08it/s] 123/299 2.65G 0.02692 0.02188 0.0001848 119 640: 4%|▎ | 2/56 [00:39<20:42, 23.01s/it] 123/299 2.65G 0.02757 0.0228 0.000247 148 640: 4%|▎ | 2/56 [00:39<20:42, 23.01s/it] 123/299 2.65G 0.02757 0.0228 0.000247 148 640: 5%|▌ | 3/56 [00:39<11:05, 12.56s/it] 123/299 2.65G 0.02823 0.02282 0.00022 122 640: 5%|▌ | 3/56 [00:39<11:05, 12.56s/it] 123/299 2.65G 0.02823 0.02282 0.00022 122 640: 7%|▋ | 4/56 [00:39<06:37, 7.65s/it] 123/299 2.65G 0.02804 0.02339 0.0002335 154 640: 7%|▋ | 4/56 [00:39<06:37, 7.65s/it] 123/299 2.65G 0.02804 0.02339 0.0002335 154 640: 9%|▉ | 5/56 [00:39<04:11, 4.93s/it] 123/299 2.65G 0.02778 0.02388 0.0002211 153 640: 9%|▉ | 5/56 [00:39<04:11, 4.93s/it] 123/299 2.65G 0.02778 0.02388 0.0002211 153 640: 11%|█ | 6/56 [00:39<02:44, 3.30s/it] 123/299 2.65G 0.02813 0.02464 0.000251 159 640: 11%|█ | 6/56 [00:39<02:44, 3.30s/it] 123/299 2.65G 0.02813 0.02464 0.000251 159 640: 12%|█▎ | 7/56 [00:39<01:50, 2.26s/it] 123/299 2.65G 0.02785 0.02457 0.0002397 142 640: 12%|█▎ | 7/56 [00:39<01:50, 2.26s/it] 123/299 2.65G 0.02785 0.02457 0.0002397 142 640: 14%|█▍ | 8/56 [00:39<01:15, 1.57s/it] 123/299 2.65G 0.02799 0.02397 0.0003809 90 640: 14%|█▍ | 8/56 [00:39<01:15, 1.57s/it] 123/299 2.65G 0.02799 0.02397 0.0003809 90 640: 16%|█▌ | 9/56 [00:39<00:52, 1.12s/it] 123/299 2.65G 0.02802 0.0241 0.0004066 139 640: 16%|█▌ | 9/56 [01:12<00:52, 1.12s/it] 123/299 2.65G 0.02802 0.0241 0.0004066 139 640: 18%|█▊ | 10/56 [01:12<08:22, 10.91s/it] 123/299 2.65G 0.02822 0.02388 0.0003845 127 640: 18%|█▊ | 10/56 [01:12<08:22, 10.91s/it] 123/299 2.65G 0.02822 0.02388 0.0003845 127 640: 20%|█▉ | 11/56 [01:12<05:42, 7.61s/it] 123/299 2.65G 0.02838 0.0239 0.0003786 167 640: 20%|█▉ | 11/56 [01:13<05:42, 7.61s/it] 123/299 2.65G 0.02838 0.0239 0.0003786 167 640: 21%|██▏ | 12/56 [01:13<03:54, 5.33s/it] 123/299 2.65G 0.02828 0.02399 0.0003616 163 640: 21%|██▏ | 12/56 [01:13<03:54, 5.33s/it] 123/299 2.65G 0.02828 0.02399 0.0003616 163 640: 23%|██▎ | 13/56 [01:13<02:41, 3.75s/it] 123/299 2.65G 0.02838 0.02411 0.0003689 153 640: 23%|██▎ | 13/56 [01:13<02:41, 3.75s/it] 123/299 2.65G 0.02838 0.02411 0.0003689 153 640: 25%|██▌ | 14/56 [01:13<01:51, 2.66s/it] 123/299 2.65G 0.02818 0.02405 0.0003563 136 640: 25%|██▌ | 14/56 [01:13<01:51, 2.66s/it] 123/299 2.65G 0.02818 0.02405 0.0003563 136 640: 27%|██▋ | 15/56 [01:13<01:17, 1.89s/it] 123/299 2.65G 0.02822 0.02403 0.0003435 139 640: 27%|██▋ | 15/56 [01:13<01:17, 1.89s/it] 123/299 2.65G 0.02822 0.02403 0.0003435 139 640: 29%|██▊ | 16/56 [01:13<00:54, 1.36s/it] 123/299 2.65G 0.02817 0.02389 0.0003448 138 640: 29%|██▊ | 16/56 [01:13<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.43it/s]
all 98 501 0.635 0.498 0.512 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 124/299 2.65G 0.03016 0.01927 0.0001887 72 640: 0%| | 0/56 [00:00<?, ?it/s] 124/299 2.65G 0.03016 0.01927 0.0001887 72 640: 2%|▏ | 1/56 [00:00<00:06, 8.02it/s] 124/299 2.65G 0.02937 0.01941 0.0002087 110 640: 2%|▏ | 1/56 [00:43<00:06, 8.02it/s] 124/299 2.65G 0.02937 0.01941 0.0002087 110 640: 4%|▎ | 2/56 [00:43<23:05, 25.66s/it] 124/299 2.65G 0.02951 0.02353 0.0002399 139 640: 4%|▎ | 2/56 [00:43<23:05, 25.66s/it] 124/299 2.65G 0.02951 0.02353 0.0002399 139 640: 5%|▌ | 3/56 [00:43<12:21, 14.00s/it] 124/299 2.65G 0.02878 0.02268 0.0002194 112 640: 5%|▌ | 3/56 [00:43<12:21, 14.00s/it] 124/299 2.65G 0.02878 0.02268 0.0002194 112 640: 7%|▋ | 4/56 [00:43<07:22, 8.52s/it] 124/299 2.65G 0.02918 0.02312 0.0002181 140 640: 7%|▋ | 4/56 [00:44<07:22, 8.52s/it] 124/299 2.65G 0.02918 0.02312 0.0002181 140 640: 9%|▉ | 5/56 [00:44<04:39, 5.49s/it] 124/299 2.65G 0.02931 0.02348 0.0002745 149 640: 9%|▉ | 5/56 [00:44<04:39, 5.49s/it] 124/299 2.65G 0.02931 0.02348 0.0002745 149 640: 11%|█ | 6/56 [00:44<03:03, 3.67s/it] 124/299 2.65G 0.02882 0.02267 0.000258 93 640: 11%|█ | 6/56 [00:44<03:03, 3.67s/it] 124/299 2.65G 0.02882 0.02267 0.000258 93 640: 12%|█▎ | 7/56 [00:44<02:02, 2.51s/it] 124/299 2.65G 0.02849 0.0223 0.0002497 114 640: 12%|█▎ | 7/56 [00:44<02:02, 2.51s/it] 124/299 2.65G 0.02849 0.0223 0.0002497 114 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 124/299 2.65G 0.02844 0.0225 0.0002454 166 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 124/299 2.65G 0.02844 0.0225 0.0002454 166 640: 16%|█▌ | 9/56 [00:44<00:58, 1.23s/it] 124/299 2.65G 0.02834 0.02257 0.0002382 129 640: 16%|█▌ | 9/56 [01:17<00:58, 1.23s/it] 124/299 2.65G 0.02834 0.02257 0.0002382 129 640: 18%|█▊ | 10/56 [01:17<08:25, 11.00s/it] 124/299 2.65G 0.02842 0.02274 0.0002516 175 640: 18%|█▊ | 10/56 [01:17<08:25, 11.00s/it] 124/299 2.65G 0.02842 0.02274 0.0002516 175 640: 20%|█▉ | 11/56 [01:17<05:44, 7.67s/it] 124/299 2.65G 0.02814 0.02233 0.0002987 106 640: 20%|█▉ | 11/56 [01:17<05:44, 7.67s/it] 124/299 2.65G 0.02814 0.02233 0.0002987 106 640: 21%|██▏ | 12/56 [01:17<03:56, 5.37s/it] 124/299 2.65G 0.02837 0.02252 0.0002907 190 640: 21%|██▏ | 12/56 [01:17<03:56, 5.37s/it] 124/299 2.65G 0.02837 0.02252 0.0002907 190 640: 23%|██▎ | 13/56 [01:17<02:42, 3.78s/it] 124/299 2.65G 0.02836 0.02246 0.0002821 147 640: 23%|██▎ | 13/56 [01:17<02:42, 3.78s/it] 124/299 2.65G 0.02836 0.02246 0.0002821 147 640: 25%|██▌ | 14/56 [01:17<01:52, 2.68s/it] 124/299 2.65G 0.02835 0.02258 0.0002728 118 640: 25%|██▌ | 14/56 [01:17<01:52, 2.68s/it] 124/299 2.65G 0.02835 0.02258 0.0002728 118 640: 27%|██▋ | 15/56 [01:17<01:18, 1.91s/it] 124/299 2.65G 0.02849 0.02324 0.0002957 269 640: 27%|██▋ | 15/56 [01:18<01:18, 1.91s/it] 124/299 2.65G 0.02849 0.02324 0.0002957 269 640: 29%|██▊ | 16/56 [01:18<00:54, 1.37s/it] 124/299 2.65G 0.02821 0.02311 0.0003 116 640: 29%|██▊ | 16/56 [01:18<00:54, 1.37s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.63it/s]
all 98 500 0.587 0.477 0.49 0.244
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 125/299 2.65G 0.02991 0.02882 0.0001953 163 640: 0%| | 0/56 [00:00<?, ?it/s] 125/299 2.65G 0.02991 0.02882 0.0001953 163 640: 2%|▏ | 1/56 [00:00<00:07, 7.85it/s] 125/299 2.65G 0.0297 0.02487 0.0002446 144 640: 2%|▏ | 1/56 [00:32<00:07, 7.85it/s] 125/299 2.65G 0.0297 0.02487 0.0002446 144 640: 4%|▎ | 2/56 [00:32<17:13, 19.13s/it] 125/299 2.65G 0.02973 0.02697 0.0003256 185 640: 4%|▎ | 2/56 [00:32<17:13, 19.13s/it] 125/299 2.65G 0.02973 0.02697 0.0003256 185 640: 5%|▌ | 3/56 [00:32<09:14, 10.45s/it] 125/299 2.65G 0.02914 0.02616 0.0003216 118 640: 5%|▌ | 3/56 [00:32<09:14, 10.45s/it] 125/299 2.65G 0.02914 0.02616 0.0003216 118 640: 7%|▋ | 4/56 [00:32<05:31, 6.37s/it] 125/299 2.65G 0.02873 0.02572 0.0003519 146 640: 7%|▋ | 4/56 [00:32<05:31, 6.37s/it] 125/299 2.65G 0.02873 0.02572 0.0003519 146 640: 9%|▉ | 5/56 [00:32<03:29, 4.12s/it] 125/299 2.65G 0.0285 0.02555 0.0003425 130 640: 9%|▉ | 5/56 [00:33<03:29, 4.12s/it] 125/299 2.65G 0.0285 0.02555 0.0003425 130 640: 11%|█ | 6/56 [00:33<02:18, 2.77s/it] 125/299 2.65G 0.02875 0.02602 0.0003575 183 640: 11%|█ | 6/56 [00:33<02:18, 2.77s/it] 125/299 2.65G 0.02875 0.02602 0.0003575 183 640: 12%|█▎ | 7/56 [00:33<01:33, 1.90s/it] 125/299 2.65G 0.02913 0.02578 0.0003352 147 640: 12%|█▎ | 7/56 [00:33<01:33, 1.90s/it] 125/299 2.65G 0.02913 0.02578 0.0003352 147 640: 14%|█▍ | 8/56 [00:33<01:03, 1.33s/it] 125/299 2.65G 0.02903 0.02551 0.0003196 146 640: 14%|█▍ | 8/56 [00:33<01:03, 1.33s/it] 125/299 2.65G 0.02903 0.02551 0.0003196 146 640: 16%|█▌ | 9/56 [00:33<00:44, 1.05it/s] 125/299 2.65G 0.02926 0.0254 0.0003069 159 640: 16%|█▌ | 9/56 [01:06<00:44, 1.05it/s] 125/299 2.65G 0.02926 0.0254 0.0003069 159 640: 18%|█▊ | 10/56 [01:06<08:18, 10.85s/it] 125/299 2.65G 0.02903 0.02483 0.0002983 108 640: 18%|█▊ | 10/56 [01:06<08:18, 10.85s/it] 125/299 2.65G 0.02903 0.02483 0.0002983 108 640: 20%|█▉ | 11/56 [01:06<05:40, 7.57s/it] 125/299 2.65G 0.02902 0.02491 0.0003122 138 640: 20%|█▉ | 11/56 [01:06<05:40, 7.57s/it] 125/299 2.65G 0.02902 0.02491 0.0003122 138 640: 21%|██▏ | 12/56 [01:06<03:53, 5.30s/it] 125/299 2.65G 0.02891 0.02462 0.0003007 112 640: 21%|██▏ | 12/56 [01:06<03:53, 5.30s/it] 125/299 2.65G 0.02891 0.02462 0.0003007 112 640: 23%|██▎ | 13/56 [01:06<02:40, 3.73s/it] 125/299 2.65G 0.02898 0.02447 0.0003537 121 640: 23%|██▎ | 13/56 [01:06<02:40, 3.73s/it] 125/299 2.65G 0.02898 0.02447 0.0003537 121 640: 25%|██▌ | 14/56 [01:06<01:51, 2.65s/it] 125/299 2.65G 0.02881 0.02427 0.000342 117 640: 25%|██▌ | 14/56 [01:07<01:51, 2.65s/it] 125/299 2.65G 0.02881 0.02427 0.000342 117 640: 27%|██▋ | 15/56 [01:07<01:17, 1.89s/it] 125/299 2.65G 0.02881 0.02435 0.0003319 129 640: 27%|██▋ | 15/56 [01:07<01:17, 1.89s/it] 125/299 2.65G 0.02881 0.02435 0.0003319 129 640: 29%|██▊ | 16/56 [01:07<00:54, 1.35s/it] 125/299 2.65G 0.02891 0.02409 0.0003241 125 640: 29%|██▊ | 16/56 [01:07<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.618 0.486 0.51 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 126/299 2.65G 0.02828 0.02223 0.0009952 147 640: 0%| | 0/56 [00:00<?, ?it/s] 126/299 2.65G 0.02828 0.02223 0.0009952 147 640: 2%|▏ | 1/56 [00:00<00:06, 7.87it/s] 126/299 2.65G 0.02973 0.02174 0.0006811 130 640: 2%|▏ | 1/56 [00:33<00:06, 7.87it/s] 126/299 2.65G 0.02973 0.02174 0.0006811 130 640: 4%|▎ | 2/56 [00:33<17:31, 19.47s/it] 126/299 2.65G 0.02932 0.01967 0.0005308 90 640: 4%|▎ | 2/56 [00:33<17:31, 19.47s/it] 126/299 2.65G 0.02932 0.01967 0.0005308 90 640: 5%|▌ | 3/56 [00:33<09:23, 10.64s/it] 126/299 2.65G 0.02882 0.02043 0.0004546 129 640: 5%|▌ | 3/56 [00:33<09:23, 10.64s/it] 126/299 2.65G 0.02882 0.02043 0.0004546 129 640: 7%|▋ | 4/56 [00:33<05:37, 6.48s/it] 126/299 2.65G 0.02861 0.02076 0.000484 131 640: 7%|▋ | 4/56 [00:33<05:37, 6.48s/it] 126/299 2.65G 0.02861 0.02076 0.000484 131 640: 9%|▉ | 5/56 [00:33<03:33, 4.19s/it] 126/299 2.65G 0.02828 0.02068 0.0004426 118 640: 9%|▉ | 5/56 [00:33<03:33, 4.19s/it] 126/299 2.65G 0.02828 0.02068 0.0004426 118 640: 11%|█ | 6/56 [00:33<02:20, 2.81s/it] 126/299 2.65G 0.02851 0.02134 0.0004236 164 640: 11%|█ | 6/56 [00:33<02:20, 2.81s/it] 126/299 2.65G 0.02851 0.02134 0.0004236 164 640: 12%|█▎ | 7/56 [00:33<01:34, 1.93s/it] 126/299 2.65G 0.02849 0.02167 0.0004035 140 640: 12%|█▎ | 7/56 [00:33<01:34, 1.93s/it] 126/299 2.65G 0.02849 0.02167 0.0004035 140 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 126/299 2.65G 0.02864 0.02158 0.0003873 112 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 126/299 2.65G 0.02864 0.02158 0.0003873 112 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 126/299 2.65G 0.02867 0.02122 0.0003677 114 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 126/299 2.65G 0.02867 0.02122 0.0003677 114 640: 18%|█▊ | 10/56 [01:06<08:16, 10.80s/it] 126/299 2.65G 0.02867 0.02159 0.0003579 133 640: 18%|█▊ | 10/56 [01:06<08:16, 10.80s/it] 126/299 2.65G 0.02867 0.02159 0.0003579 133 640: 20%|█▉ | 11/56 [01:06<05:39, 7.53s/it] 126/299 2.65G 0.02872 0.02186 0.0003455 151 640: 20%|█▉ | 11/56 [01:07<05:39, 7.53s/it] 126/299 2.65G 0.02872 0.02186 0.0003455 151 640: 21%|██▏ | 12/56 [01:07<03:52, 5.28s/it] 126/299 2.65G 0.02892 0.02203 0.0003429 167 640: 21%|██▏ | 12/56 [01:07<03:52, 5.28s/it] 126/299 2.65G 0.02892 0.02203 0.0003429 167 640: 23%|██▎ | 13/56 [01:07<02:39, 3.71s/it] 126/299 2.65G 0.02891 0.02213 0.0003569 135 640: 23%|██▎ | 13/56 [01:07<02:39, 3.71s/it] 126/299 2.65G 0.02891 0.02213 0.0003569 135 640: 25%|██▌ | 14/56 [01:07<01:50, 2.63s/it] 126/299 2.65G 0.02897 0.02212 0.0003599 126 640: 25%|██▌ | 14/56 [01:07<01:50, 2.63s/it] 126/299 2.65G 0.02897 0.02212 0.0003599 126 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 126/299 2.65G 0.02895 0.0224 0.0003549 194 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 126/299 2.65G 0.02895 0.0224 0.0003549 194 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it] 126/299 2.65G 0.02897 0.02262 0.0003445 132 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.619 0.526 0.546 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 127/299 2.65G 0.0288 0.0286 0.0003926 174 640: 0%| | 0/56 [00:00<?, ?it/s] 127/299 2.65G 0.0288 0.0286 0.0003926 174 640: 2%|▏ | 1/56 [00:00<00:06, 8.09it/s] 127/299 2.65G 0.0279 0.02448 0.0004839 117 640: 2%|▏ | 1/56 [00:43<00:06, 8.09it/s] 127/299 2.65G 0.0279 0.02448 0.0004839 117 640: 4%|▎ | 2/56 [00:43<23:00, 25.57s/it] 127/299 2.65G 0.02832 0.02349 0.000426 125 640: 4%|▎ | 2/56 [00:43<23:00, 25.57s/it] 127/299 2.65G 0.02832 0.02349 0.000426 125 640: 5%|▌ | 3/56 [00:43<12:19, 13.95s/it] 127/299 2.65G 0.02813 0.02273 0.0003646 113 640: 5%|▌ | 3/56 [00:43<12:19, 13.95s/it] 127/299 2.65G 0.02813 0.02273 0.0003646 113 640: 7%|▋ | 4/56 [00:43<07:21, 8.49s/it] 127/299 2.65G 0.02814 0.02145 0.0003728 83 640: 7%|▋ | 4/56 [00:43<07:21, 8.49s/it] 127/299 2.65G 0.02814 0.02145 0.0003728 83 640: 9%|▉ | 5/56 [00:43<04:38, 5.47s/it] 127/299 2.65G 0.02777 0.02175 0.0003516 129 640: 9%|▉ | 5/56 [00:44<04:38, 5.47s/it] 127/299 2.65G 0.02777 0.02175 0.0003516 129 640: 11%|█ | 6/56 [00:44<03:02, 3.66s/it] 127/299 2.65G 0.02777 0.02249 0.000332 171 640: 11%|█ | 6/56 [00:44<03:02, 3.66s/it] 127/299 2.65G 0.02777 0.02249 0.000332 171 640: 12%|█▎ | 7/56 [00:44<02:02, 2.50s/it] 127/299 2.65G 0.02767 0.02234 0.0003115 126 640: 12%|█▎ | 7/56 [00:44<02:02, 2.50s/it] 127/299 2.65G 0.02767 0.02234 0.0003115 126 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 127/299 2.65G 0.02749 0.02244 0.0003067 131 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 127/299 2.65G 0.02749 0.02244 0.0003067 131 640: 16%|█▌ | 9/56 [00:44<00:58, 1.23s/it] 127/299 2.65G 0.02745 0.0225 0.0003118 153 640: 16%|█▌ | 9/56 [01:17<00:58, 1.23s/it] 127/299 2.65G 0.02745 0.0225 0.0003118 153 640: 18%|█▊ | 10/56 [01:17<08:24, 10.96s/it] 127/299 2.65G 0.02717 0.0224 0.0003023 127 640: 18%|█▊ | 10/56 [01:17<08:24, 10.96s/it] 127/299 2.65G 0.02717 0.0224 0.0003023 127 640: 20%|█▉ | 11/56 [01:17<05:44, 7.64s/it] 127/299 2.65G 0.02739 0.02221 0.0003143 131 640: 20%|█▉ | 11/56 [01:17<05:44, 7.64s/it] 127/299 2.65G 0.02739 0.02221 0.0003143 131 640: 21%|██▏ | 12/56 [01:17<03:55, 5.36s/it] 127/299 2.65G 0.02746 0.02232 0.0003101 135 640: 21%|██▏ | 12/56 [01:17<03:55, 5.36s/it] 127/299 2.65G 0.02746 0.02232 0.0003101 135 640: 23%|██▎ | 13/56 [01:17<02:42, 3.77s/it] 127/299 2.65G 0.02746 0.02245 0.0003137 155 640: 23%|██▎ | 13/56 [01:17<02:42, 3.77s/it] 127/299 2.65G 0.02746 0.02245 0.0003137 155 640: 25%|██▌ | 14/56 [01:17<01:52, 2.67s/it] 127/299 2.65G 0.02759 0.02276 0.0003069 170 640: 25%|██▌ | 14/56 [01:17<01:52, 2.67s/it] 127/299 2.65G 0.02759 0.02276 0.0003069 170 640: 27%|██▋ | 15/56 [01:17<01:18, 1.90s/it] 127/299 2.65G 0.02749 0.02272 0.0003138 132 640: 27%|██▋ | 15/56 [01:17<01:18, 1.90s/it] 127/299 2.65G 0.02749 0.02272 0.0003138 132 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it] 127/299 2.65G 0.02759 0.0227 0.0003094 125 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.661 0.478 0.518 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 128/299 2.65G 0.02994 0.02741 0.0002245 187 640: 0%| | 0/56 [00:00<?, ?it/s] 128/299 2.65G 0.02994 0.02741 0.0002245 187 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 128/299 2.65G 0.02804 0.02501 0.0003976 142 640: 2%|▏ | 1/56 [00:43<00:06, 8.10it/s] 128/299 2.65G 0.02804 0.02501 0.0003976 142 640: 4%|▎ | 2/56 [00:43<23:07, 25.69s/it] 128/299 2.65G 0.02786 0.02568 0.0006425 170 640: 4%|▎ | 2/56 [00:43<23:07, 25.69s/it] 128/299 2.65G 0.02786 0.02568 0.0006425 170 640: 5%|▌ | 3/56 [00:43<12:22, 14.02s/it] 128/299 2.65G 0.02699 0.02448 0.0005554 121 640: 5%|▌ | 3/56 [00:43<12:22, 14.02s/it] 128/299 2.65G 0.02699 0.02448 0.0005554 121 640: 7%|▋ | 4/56 [00:43<07:23, 8.53s/it] 128/299 2.65G 0.02734 0.02417 0.0005945 174 640: 7%|▋ | 4/56 [00:44<07:23, 8.53s/it] 128/299 2.65G 0.02734 0.02417 0.0005945 174 640: 9%|▉ | 5/56 [00:44<04:40, 5.49s/it] 128/299 2.65G 0.02723 0.0235 0.0005275 108 640: 9%|▉ | 5/56 [00:44<04:40, 5.49s/it] 128/299 2.65G 0.02723 0.0235 0.0005275 108 640: 11%|█ | 6/56 [00:44<03:03, 3.67s/it] 128/299 2.65G 0.02721 0.02431 0.0004955 178 640: 11%|█ | 6/56 [00:44<03:03, 3.67s/it] 128/299 2.65G 0.02721 0.02431 0.0004955 178 640: 12%|█▎ | 7/56 [00:44<02:02, 2.51s/it] 128/299 2.65G 0.02732 0.02396 0.0004776 128 640: 12%|█▎ | 7/56 [00:44<02:02, 2.51s/it] 128/299 2.65G 0.02732 0.02396 0.0004776 128 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 128/299 2.65G 0.02732 0.02375 0.0004605 129 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 128/299 2.65G 0.02732 0.02375 0.0004605 129 640: 16%|█▌ | 9/56 [00:44<00:58, 1.23s/it] 128/299 2.65G 0.02746 0.02385 0.0004809 202 640: 16%|█▌ | 9/56 [01:17<00:58, 1.23s/it] 128/299 2.65G 0.02746 0.02385 0.0004809 202 640: 18%|█▊ | 10/56 [01:17<08:22, 10.92s/it] 128/299 2.65G 0.02747 0.02402 0.0004605 173 640: 18%|█▊ | 10/56 [01:17<08:22, 10.92s/it] 128/299 2.65G 0.02747 0.02402 0.0004605 173 640: 20%|█▉ | 11/56 [01:17<05:42, 7.62s/it] 128/299 2.65G 0.02746 0.02379 0.0004514 146 640: 20%|█▉ | 11/56 [01:17<05:42, 7.62s/it] 128/299 2.65G 0.02746 0.02379 0.0004514 146 640: 21%|██▏ | 12/56 [01:17<03:54, 5.34s/it] 128/299 2.65G 0.02717 0.02336 0.0004345 109 640: 21%|██▏ | 12/56 [01:17<03:54, 5.34s/it] 128/299 2.65G 0.02717 0.02336 0.0004345 109 640: 23%|██▎ | 13/56 [01:17<02:41, 3.75s/it] 128/299 2.65G 0.02728 0.02334 0.00043 102 640: 23%|██▎ | 13/56 [01:17<02:41, 3.75s/it] 128/299 2.65G 0.02728 0.02334 0.00043 102 640: 25%|██▌ | 14/56 [01:17<01:51, 2.66s/it] 128/299 2.65G 0.02745 0.02345 0.0004272 133 640: 25%|██▌ | 14/56 [01:17<01:51, 2.66s/it] 128/299 2.65G 0.02745 0.02345 0.0004272 133 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 128/299 2.65G 0.02731 0.02333 0.0004322 102 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 128/299 2.65G 0.02731 0.02333 0.0004322 102 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it] 128/299 2.65G 0.02722 0.02302 0.0004261 98 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.647 0.516 0.534 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 129/299 2.65G 0.02647 0.02384 0.0001685 141 640: 0%| | 0/56 [00:00<?, ?it/s] 129/299 2.65G 0.02647 0.02384 0.0001685 141 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 129/299 2.65G 0.02704 0.02251 0.0004626 125 640: 2%|▏ | 1/56 [00:42<00:06, 8.11it/s] 129/299 2.65G 0.02704 0.02251 0.0004626 125 640: 4%|▎ | 2/56 [00:42<22:25, 24.92s/it] 129/299 2.65G 0.02706 0.02358 0.0003896 171 640: 4%|▎ | 2/56 [00:42<22:25, 24.92s/it] 129/299 2.65G 0.02706 0.02358 0.0003896 171 640: 5%|▌ | 3/56 [00:42<12:00, 13.60s/it] 129/299 2.65G 0.0266 0.02255 0.0003385 121 640: 5%|▌ | 3/56 [00:42<12:00, 13.60s/it] 129/299 2.65G 0.0266 0.02255 0.0003385 121 640: 7%|▋ | 4/56 [00:42<07:10, 8.27s/it] 129/299 2.65G 0.02655 0.02279 0.0003035 126 640: 7%|▋ | 4/56 [00:42<07:10, 8.27s/it] 129/299 2.65G 0.02655 0.02279 0.0003035 126 640: 9%|▉ | 5/56 [00:42<04:31, 5.33s/it] 129/299 2.65G 0.027 0.02257 0.0002975 130 640: 9%|▉ | 5/56 [00:42<04:31, 5.33s/it] 129/299 2.65G 0.027 0.02257 0.0002975 130 640: 11%|█ | 6/56 [00:42<02:58, 3.56s/it] 129/299 2.65G 0.02765 0.02276 0.0003791 134 640: 11%|█ | 6/56 [00:43<02:58, 3.56s/it] 129/299 2.65G 0.02765 0.02276 0.0003791 134 640: 12%|█▎ | 7/56 [00:43<01:59, 2.44s/it] 129/299 2.65G 0.02756 0.02245 0.0003939 123 640: 12%|█▎ | 7/56 [00:43<01:59, 2.44s/it] 129/299 2.65G 0.02756 0.02245 0.0003939 123 640: 14%|█▍ | 8/56 [00:43<01:21, 1.70s/it] 129/299 2.65G 0.02777 0.02425 0.0004008 210 640: 14%|█▍ | 8/56 [00:43<01:21, 1.70s/it] 129/299 2.65G 0.02777 0.02425 0.0004008 210 640: 16%|█▌ | 9/56 [00:43<00:56, 1.20s/it] 129/299 2.65G 0.02811 0.02459 0.0003804 146 640: 16%|█▌ | 9/56 [01:16<00:56, 1.20s/it] 129/299 2.65G 0.02811 0.02459 0.0003804 146 640: 18%|█▊ | 10/56 [01:16<08:24, 10.97s/it] 129/299 2.65G 0.0281 0.02452 0.0003839 160 640: 18%|█▊ | 10/56 [01:16<08:24, 10.97s/it] 129/299 2.65G 0.0281 0.02452 0.0003839 160 640: 20%|█▉ | 11/56 [01:16<05:44, 7.65s/it] 129/299 2.65G 0.02815 0.0247 0.0003664 154 640: 20%|█▉ | 11/56 [01:16<05:44, 7.65s/it] 129/299 2.65G 0.02815 0.0247 0.0003664 154 640: 21%|██▏ | 12/56 [01:16<03:55, 5.36s/it] 129/299 2.65G 0.02839 0.02495 0.0003661 175 640: 21%|██▏ | 12/56 [01:16<03:55, 5.36s/it] 129/299 2.65G 0.02839 0.02495 0.0003661 175 640: 23%|██▎ | 13/56 [01:16<02:42, 3.77s/it] 129/299 2.65G 0.02846 0.02488 0.0003552 148 640: 23%|██▎ | 13/56 [01:16<02:42, 3.77s/it] 129/299 2.65G 0.02846 0.02488 0.0003552 148 640: 25%|██▌ | 14/56 [01:16<01:52, 2.68s/it] 129/299 2.65G 0.02841 0.02469 0.0003417 131 640: 25%|██▌ | 14/56 [01:16<01:52, 2.68s/it] 129/299 2.65G 0.02841 0.02469 0.0003417 131 640: 27%|██▋ | 15/56 [01:16<01:18, 1.91s/it] 129/299 2.65G 0.02835 0.02484 0.0003441 152 640: 27%|██▋ | 15/56 [01:16<01:18, 1.91s/it] 129/299 2.65G 0.02835 0.02484 0.0003441 152 640: 29%|██▊ | 16/56 [01:16<00:54, 1.37s/it] 129/299 2.65G 0.02846 0.02478 0.0003388 146 640: 29%|██▊ | 16/56 [01:16<00:54, 1.37s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.96it/s]
all 98 501 0.581 0.486 0.508 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 130/299 2.65G 0.02516 0.02612 0.0002774 151 640: 0%| | 0/56 [00:00<?, ?it/s] 130/299 2.65G 0.02516 0.02612 0.0002774 151 640: 2%|▏ | 1/56 [00:00<00:06, 8.24it/s] 130/299 2.65G 0.02709 0.02441 0.0002397 120 640: 2%|▏ | 1/56 [00:39<00:06, 8.24it/s] 130/299 2.65G 0.02709 0.02441 0.0002397 120 640: 4%|▎ | 2/56 [00:39<20:41, 23.00s/it] 130/299 2.65G 0.02764 0.02314 0.0002187 117 640: 4%|▎ | 2/56 [00:39<20:41, 23.00s/it] 130/299 2.65G 0.02764 0.02314 0.0002187 117 640: 5%|▌ | 3/56 [00:39<11:05, 12.55s/it] 130/299 2.65G 0.0269 0.02255 0.0002065 101 640: 5%|▌ | 3/56 [00:39<11:05, 12.55s/it] 130/299 2.65G 0.0269 0.02255 0.0002065 101 640: 7%|▋ | 4/56 [00:39<06:37, 7.64s/it] 130/299 2.65G 0.02691 0.02355 0.00041 155 640: 7%|▋ | 4/56 [00:39<06:37, 7.64s/it] 130/299 2.65G 0.02691 0.02355 0.00041 155 640: 9%|▉ | 5/56 [00:39<04:11, 4.93s/it] 130/299 2.65G 0.02727 0.02422 0.0004375 170 640: 9%|▉ | 5/56 [00:39<04:11, 4.93s/it] 130/299 2.65G 0.02727 0.02422 0.0004375 170 640: 11%|█ | 6/56 [00:39<02:44, 3.30s/it] 130/299 2.65G 0.02733 0.02409 0.0004229 109 640: 11%|█ | 6/56 [00:39<02:44, 3.30s/it] 130/299 2.65G 0.02733 0.02409 0.0004229 109 640: 12%|█▎ | 7/56 [00:39<01:50, 2.26s/it] 130/299 2.65G 0.02743 0.02424 0.0003935 147 640: 12%|█▎ | 7/56 [00:39<01:50, 2.26s/it] 130/299 2.65G 0.02743 0.02424 0.0003935 147 640: 14%|█▍ | 8/56 [00:39<01:15, 1.57s/it] 130/299 2.65G 0.02735 0.02407 0.000443 145 640: 14%|█▍ | 8/56 [00:39<01:15, 1.57s/it] 130/299 2.65G 0.02735 0.02407 0.000443 145 640: 16%|█▌ | 9/56 [00:39<00:52, 1.12s/it] 130/299 2.65G 0.02759 0.02411 0.0004255 174 640: 16%|█▌ | 9/56 [01:12<00:52, 1.12s/it] 130/299 2.65G 0.02759 0.02411 0.0004255 174 640: 18%|█▊ | 10/56 [01:12<08:18, 10.83s/it] 130/299 2.65G 0.02764 0.02374 0.0004045 105 640: 18%|█▊ | 10/56 [01:12<08:18, 10.83s/it] 130/299 2.65G 0.02764 0.02374 0.0004045 105 640: 20%|█▉ | 11/56 [01:12<05:39, 7.55s/it] 130/299 2.65G 0.02761 0.02363 0.0003841 152 640: 20%|█▉ | 11/56 [01:12<05:39, 7.55s/it] 130/299 2.65G 0.02761 0.02363 0.0003841 152 640: 21%|██▏ | 12/56 [01:12<03:52, 5.29s/it] 130/299 2.65G 0.02726 0.02339 0.0003689 110 640: 21%|██▏ | 12/56 [01:12<03:52, 5.29s/it] 130/299 2.65G 0.02726 0.02339 0.0003689 110 640: 23%|██▎ | 13/56 [01:12<02:40, 3.72s/it] 130/299 2.65G 0.02729 0.02326 0.0003564 135 640: 23%|██▎ | 13/56 [01:13<02:40, 3.72s/it] 130/299 2.65G 0.02729 0.02326 0.0003564 135 640: 25%|██▌ | 14/56 [01:13<01:51, 2.64s/it] 130/299 2.65G 0.02738 0.0233 0.0003424 131 640: 25%|██▌ | 14/56 [01:13<01:51, 2.64s/it] 130/299 2.65G 0.02738 0.0233 0.0003424 131 640: 27%|██▋ | 15/56 [01:13<01:17, 1.88s/it] 130/299 2.65G 0.02741 0.02352 0.0003376 175 640: 27%|██▋ | 15/56 [01:13<01:17, 1.88s/it] 130/299 2.65G 0.02741 0.02352 0.0003376 175 640: 29%|██▊ | 16/56 [01:13<00:54, 1.35s/it] 130/299 2.65G 0.02752 0.02344 0.0003318 120 640: 29%|██▊ | 16/56 [01:13<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.29it/s]
all 98 501 0.541 0.543 0.519 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 131/299 2.65G 0.03138 0.02729 0.0002367 172 640: 0%| | 0/56 [00:00<?, ?it/s] 131/299 2.65G 0.03138 0.02729 0.0002367 172 640: 2%|▏ | 1/56 [00:00<00:06, 8.26it/s] 131/299 2.65G 0.0309 0.02257 0.0002354 94 640: 2%|▏ | 1/56 [00:32<00:06, 8.26it/s] 131/299 2.65G 0.0309 0.02257 0.0002354 94 640: 4%|▎ | 2/56 [00:32<17:26, 19.39s/it] 131/299 2.65G 0.02937 0.02311 0.0002407 135 640: 4%|▎ | 2/56 [00:33<17:26, 19.39s/it] 131/299 2.65G 0.02937 0.02311 0.0002407 135 640: 5%|▌ | 3/56 [00:33<09:21, 10.59s/it] 131/299 2.65G 0.02946 0.02272 0.0002303 95 640: 5%|▌ | 3/56 [00:33<09:21, 10.59s/it] 131/299 2.65G 0.02946 0.02272 0.0002303 95 640: 7%|▋ | 4/56 [00:33<05:35, 6.46s/it] 131/299 2.65G 0.02891 0.02356 0.0002348 190 640: 7%|▋ | 4/56 [00:33<05:35, 6.46s/it] 131/299 2.65G 0.02891 0.02356 0.0002348 190 640: 9%|▉ | 5/56 [00:33<03:32, 4.17s/it] 131/299 2.65G 0.02894 0.02402 0.0002274 159 640: 9%|▉ | 5/56 [00:33<03:32, 4.17s/it] 131/299 2.65G 0.02894 0.02402 0.0002274 159 640: 11%|█ | 6/56 [00:33<02:20, 2.80s/it] 131/299 2.65G 0.02862 0.02375 0.0003106 139 640: 11%|█ | 6/56 [00:33<02:20, 2.80s/it] 131/299 2.65G 0.02862 0.02375 0.0003106 139 640: 12%|█▎ | 7/56 [00:33<01:34, 1.92s/it] 131/299 2.65G 0.02826 0.02288 0.0003387 96 640: 12%|█▎ | 7/56 [00:33<01:34, 1.92s/it] 131/299 2.65G 0.02826 0.02288 0.0003387 96 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 131/299 2.65G 0.02839 0.0227 0.0003298 134 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 131/299 2.65G 0.02839 0.0227 0.0003298 134 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 131/299 2.65G 0.02827 0.02249 0.000316 141 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 131/299 2.65G 0.02827 0.02249 0.000316 141 640: 18%|█▊ | 10/56 [01:06<08:18, 10.83s/it] 131/299 2.65G 0.02837 0.02229 0.0003094 120 640: 18%|█▊ | 10/56 [01:06<08:18, 10.83s/it] 131/299 2.65G 0.02837 0.02229 0.0003094 120 640: 20%|█▉ | 11/56 [01:06<05:39, 7.55s/it] 131/299 2.65G 0.02821 0.02256 0.0003004 116 640: 20%|█▉ | 11/56 [01:07<05:39, 7.55s/it] 131/299 2.65G 0.02821 0.02256 0.0003004 116 640: 21%|██▏ | 12/56 [01:07<03:52, 5.29s/it] 131/299 2.65G 0.02812 0.02255 0.0002939 161 640: 21%|██▏ | 12/56 [01:07<03:52, 5.29s/it] 131/299 2.65G 0.02812 0.02255 0.0002939 161 640: 23%|██▎ | 13/56 [01:07<02:40, 3.72s/it] 131/299 2.65G 0.02818 0.02277 0.000287 142 640: 23%|██▎ | 13/56 [01:07<02:40, 3.72s/it] 131/299 2.65G 0.02818 0.02277 0.000287 142 640: 25%|██▌ | 14/56 [01:07<01:50, 2.64s/it] 131/299 2.65G 0.02834 0.02293 0.0002818 176 640: 25%|██▌ | 14/56 [01:07<01:50, 2.64s/it] 131/299 2.65G 0.02834 0.02293 0.0002818 176 640: 27%|██▋ | 15/56 [01:07<01:17, 1.88s/it] 131/299 2.65G 0.02825 0.02276 0.0003325 146 640: 27%|██▋ | 15/56 [01:07<01:17, 1.88s/it] 131/299 2.65G 0.02825 0.02276 0.0003325 146 640: 29%|██▊ | 16/56 [01:07<00:53, 1.35s/it] 131/299 2.65G 0.02825 0.02262 0.0003248 134 640: 29%|██▊ | 16/56 [01:07<00:53, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.42it/s]
all 98 501 0.552 0.504 0.492 0.245
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 132/299 2.65G 0.02901 0.01714 0.0003088 114 640: 0%| | 0/56 [00:00<?, ?it/s] 132/299 2.65G 0.02901 0.01714 0.0003088 114 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 132/299 2.65G 0.02817 0.02034 0.0003567 157 640: 2%|▏ | 1/56 [00:44<00:06, 8.11it/s] 132/299 2.65G 0.02817 0.02034 0.0003567 157 640: 4%|▎ | 2/56 [00:44<23:19, 25.91s/it] 132/299 2.65G 0.02784 0.02349 0.0003208 169 640: 4%|▎ | 2/56 [00:44<23:19, 25.91s/it] 132/299 2.65G 0.02784 0.02349 0.0003208 169 640: 5%|▌ | 3/56 [00:44<12:29, 14.14s/it] 132/299 2.65G 0.02786 0.02347 0.0003372 169 640: 5%|▌ | 3/56 [00:44<12:29, 14.14s/it] 132/299 2.65G 0.02786 0.02347 0.0003372 169 640: 7%|▋ | 4/56 [00:44<07:27, 8.60s/it] 132/299 2.65G 0.02734 0.0232 0.0003063 124 640: 7%|▋ | 4/56 [00:44<07:27, 8.60s/it] 132/299 2.65G 0.02734 0.0232 0.0003063 124 640: 9%|▉ | 5/56 [00:44<04:42, 5.54s/it] 132/299 2.65G 0.02745 0.02325 0.0003285 146 640: 9%|▉ | 5/56 [00:44<04:42, 5.54s/it] 132/299 2.65G 0.02745 0.02325 0.0003285 146 640: 11%|█ | 6/56 [00:44<03:05, 3.70s/it] 132/299 2.65G 0.02764 0.02331 0.0003131 128 640: 11%|█ | 6/56 [00:44<03:05, 3.70s/it] 132/299 2.65G 0.02764 0.02331 0.0003131 128 640: 12%|█▎ | 7/56 [00:44<02:03, 2.53s/it] 132/299 2.65G 0.02776 0.02331 0.0003046 153 640: 12%|█▎ | 7/56 [00:44<02:03, 2.53s/it] 132/299 2.65G 0.02776 0.02331 0.0003046 153 640: 14%|█▍ | 8/56 [00:44<01:24, 1.76s/it] 132/299 2.65G 0.0277 0.02291 0.0002968 129 640: 14%|█▍ | 8/56 [00:44<01:24, 1.76s/it] 132/299 2.65G 0.0277 0.02291 0.0002968 129 640: 16%|█▌ | 9/56 [00:44<00:58, 1.24s/it] 132/299 2.65G 0.02837 0.02277 0.0002989 96 640: 16%|█▌ | 9/56 [01:17<00:58, 1.24s/it] 132/299 2.65G 0.02837 0.02277 0.0002989 96 640: 18%|█▊ | 10/56 [01:17<08:23, 10.94s/it] 132/299 2.65G 0.02845 0.02311 0.0002984 186 640: 18%|█▊ | 10/56 [01:17<08:23, 10.94s/it] 132/299 2.65G 0.02845 0.02311 0.0002984 186 640: 20%|█▉ | 11/56 [01:17<05:43, 7.63s/it] 132/299 2.65G 0.02838 0.02303 0.0003242 146 640: 20%|█▉ | 11/56 [01:17<05:43, 7.63s/it] 132/299 2.65G 0.02838 0.02303 0.0003242 146 640: 21%|██▏ | 12/56 [01:17<03:55, 5.34s/it] 132/299 2.65G 0.02834 0.02265 0.0003134 106 640: 21%|██▏ | 12/56 [01:17<03:55, 5.34s/it] 132/299 2.65G 0.02834 0.02265 0.0003134 106 640: 23%|██▎ | 13/56 [01:17<02:41, 3.76s/it] 132/299 2.65G 0.02833 0.02328 0.000317 208 640: 23%|██▎ | 13/56 [01:18<02:41, 3.76s/it] 132/299 2.65G 0.02833 0.02328 0.000317 208 640: 25%|██▌ | 14/56 [01:18<01:52, 2.67s/it] 132/299 2.65G 0.02816 0.0229 0.0003204 87 640: 25%|██▌ | 14/56 [01:18<01:52, 2.67s/it] 132/299 2.65G 0.02816 0.0229 0.0003204 87 640: 27%|██▋ | 15/56 [01:18<01:17, 1.90s/it] 132/299 2.65G 0.02808 0.02323 0.0003167 146 640: 27%|██▋ | 15/56 [01:18<01:17, 1.90s/it] 132/299 2.65G 0.02808 0.02323 0.0003167 146 640: 29%|██▊ | 16/56 [01:18<00:54, 1.36s/it] 132/299 2.65G 0.02803 0.02332 0.0003103 136 640: 29%|██▊ | 16/56 [01:18<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.51it/s]
all 98 501 0.562 0.483 0.49 0.237
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 133/299 2.65G 0.02594 0.02457 0.000178 164 640: 0%| | 0/56 [00:00<?, ?it/s] 133/299 2.65G 0.02594 0.02457 0.000178 164 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 133/299 2.65G 0.02687 0.02432 0.0001896 169 640: 2%|▏ | 1/56 [00:43<00:06, 8.17it/s] 133/299 2.65G 0.02687 0.02432 0.0001896 169 640: 4%|▎ | 2/56 [00:43<22:52, 25.42s/it] 133/299 2.65G 0.0267 0.02326 0.0001804 114 640: 4%|▎ | 2/56 [00:43<22:52, 25.42s/it] 133/299 2.65G 0.0267 0.02326 0.0001804 114 640: 5%|▌ | 3/56 [00:43<12:15, 13.87s/it] 133/299 2.65G 0.02677 0.02352 0.0001867 128 640: 5%|▌ | 3/56 [00:43<12:15, 13.87s/it] 133/299 2.65G 0.02677 0.02352 0.0001867 128 640: 7%|▋ | 4/56 [00:43<07:18, 8.44s/it] 133/299 2.65G 0.0273 0.02339 0.0001881 109 640: 7%|▋ | 4/56 [00:43<07:18, 8.44s/it] 133/299 2.65G 0.0273 0.02339 0.0001881 109 640: 9%|▉ | 5/56 [00:43<04:37, 5.44s/it] 133/299 2.65G 0.02741 0.02286 0.0002086 111 640: 9%|▉ | 5/56 [00:43<04:37, 5.44s/it] 133/299 2.65G 0.02741 0.02286 0.0002086 111 640: 11%|█ | 6/56 [00:43<03:01, 3.63s/it] 133/299 2.65G 0.02738 0.0233 0.0002421 162 640: 11%|█ | 6/56 [00:43<03:01, 3.63s/it] 133/299 2.65G 0.02738 0.0233 0.0002421 162 640: 12%|█▎ | 7/56 [00:43<02:01, 2.48s/it] 133/299 2.65G 0.02758 0.02314 0.0002459 113 640: 12%|█▎ | 7/56 [00:43<02:01, 2.48s/it] 133/299 2.65G 0.02758 0.02314 0.0002459 113 640: 14%|█▍ | 8/56 [00:43<01:22, 1.73s/it] 133/299 2.65G 0.02764 0.02313 0.0002364 118 640: 14%|█▍ | 8/56 [00:44<01:22, 1.73s/it] 133/299 2.65G 0.02764 0.02313 0.0002364 118 640: 16%|█▌ | 9/56 [00:44<00:57, 1.22s/it] 133/299 2.65G 0.02795 0.02336 0.0002304 152 640: 16%|█▌ | 9/56 [01:16<00:57, 1.22s/it] 133/299 2.65G 0.02795 0.02336 0.0002304 152 640: 18%|█▊ | 10/56 [01:16<08:21, 10.90s/it] 133/299 2.65G 0.02777 0.02314 0.0002319 147 640: 18%|█▊ | 10/56 [01:16<08:21, 10.90s/it] 133/299 2.65G 0.02777 0.02314 0.0002319 147 640: 20%|█▉ | 11/56 [01:16<05:42, 7.60s/it] 133/299 2.65G 0.02767 0.02304 0.0002411 139 640: 20%|█▉ | 11/56 [01:16<05:42, 7.60s/it] 133/299 2.65G 0.02767 0.02304 0.0002411 139 640: 21%|██▏ | 12/56 [01:16<03:54, 5.33s/it] 133/299 2.65G 0.02777 0.02308 0.0002347 127 640: 21%|██▏ | 12/56 [01:17<03:54, 5.33s/it] 133/299 2.65G 0.02777 0.02308 0.0002347 127 640: 23%|██▎ | 13/56 [01:17<02:41, 3.75s/it] 133/299 2.65G 0.02765 0.02293 0.0003057 139 640: 23%|██▎ | 13/56 [01:17<02:41, 3.75s/it] 133/299 2.65G 0.02765 0.02293 0.0003057 139 640: 25%|██▌ | 14/56 [01:17<01:51, 2.66s/it] 133/299 2.65G 0.02783 0.02275 0.000298 116 640: 25%|██▌ | 14/56 [01:17<01:51, 2.66s/it] 133/299 2.65G 0.02783 0.02275 0.000298 116 640: 27%|██▋ | 15/56 [01:17<01:17, 1.90s/it] 133/299 2.65G 0.02786 0.02246 0.0002944 113 640: 27%|██▋ | 15/56 [01:17<01:17, 1.90s/it] 133/299 2.65G 0.02786 0.02246 0.0002944 113 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it] 133/299 2.65G 0.02776 0.02248 0.0002905 129 640: 29%|██▊ | 16/56 [01:17<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.82it/s]
all 98 501 0.589 0.467 0.483 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 134/299 2.65G 0.03057 0.02047 0.000288 110 640: 0%| | 0/56 [00:00<?, ?it/s] 134/299 2.65G 0.03057 0.02047 0.000288 110 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 134/299 2.65G 0.02929 0.02212 0.0003853 165 640: 2%|▏ | 1/56 [00:43<00:06, 8.10it/s] 134/299 2.65G 0.02929 0.02212 0.0003853 165 640: 4%|▎ | 2/56 [00:43<23:05, 25.65s/it] 134/299 2.65G 0.02924 0.02138 0.0003266 138 640: 4%|▎ | 2/56 [00:43<23:05, 25.65s/it] 134/299 2.65G 0.02924 0.02138 0.0003266 138 640: 5%|▌ | 3/56 [00:43<12:21, 13.99s/it] 134/299 2.65G 0.02907 0.02258 0.0003121 149 640: 5%|▌ | 3/56 [00:43<12:21, 13.99s/it] 134/299 2.65G 0.02907 0.02258 0.0003121 149 640: 7%|▋ | 4/56 [00:43<07:22, 8.51s/it] 134/299 2.65G 0.02935 0.023 0.0003581 155 640: 7%|▋ | 4/56 [00:43<07:22, 8.51s/it] 134/299 2.65G 0.02935 0.023 0.0003581 155 640: 9%|▉ | 5/56 [00:43<04:39, 5.48s/it] 134/299 2.65G 0.02899 0.02339 0.0003355 185 640: 9%|▉ | 5/56 [00:44<04:39, 5.48s/it] 134/299 2.65G 0.02899 0.02339 0.0003355 185 640: 11%|█ | 6/56 [00:44<03:03, 3.66s/it] 134/299 2.65G 0.02894 0.02342 0.0003906 147 640: 11%|█ | 6/56 [00:44<03:03, 3.66s/it] 134/299 2.65G 0.02894 0.02342 0.0003906 147 640: 12%|█▎ | 7/56 [00:44<02:02, 2.50s/it] 134/299 2.65G 0.02877 0.02377 0.0003605 173 640: 12%|█▎ | 7/56 [00:44<02:02, 2.50s/it] 134/299 2.65G 0.02877 0.02377 0.0003605 173 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 134/299 2.65G 0.0286 0.02373 0.0003485 130 640: 14%|█▍ | 8/56 [00:44<01:23, 1.74s/it] 134/299 2.65G 0.0286 0.02373 0.0003485 130 640: 16%|█▌ | 9/56 [00:44<00:58, 1.23s/it] 134/299 2.65G 0.02869 0.02425 0.0003468 157 640: 16%|█▌ | 9/56 [01:16<00:58, 1.23s/it] 134/299 2.65G 0.02869 0.02425 0.0003468 157 640: 18%|█▊ | 10/56 [01:16<08:19, 10.87s/it] 134/299 2.65G 0.02865 0.02466 0.0003382 156 640: 18%|█▊ | 10/56 [01:17<08:19, 10.87s/it] 134/299 2.65G 0.02865 0.02466 0.0003382 156 640: 20%|█▉ | 11/56 [01:17<05:41, 7.58s/it] 134/299 2.65G 0.02865 0.02451 0.0003222 129 640: 20%|█▉ | 11/56 [01:17<05:41, 7.58s/it] 134/299 2.65G 0.02865 0.02451 0.0003222 129 640: 21%|██▏ | 12/56 [01:17<03:53, 5.31s/it] 134/299 2.65G 0.02876 0.02439 0.0003114 156 640: 21%|██▏ | 12/56 [01:17<03:53, 5.31s/it] 134/299 2.65G 0.02876 0.02439 0.0003114 156 640: 23%|██▎ | 13/56 [01:17<02:40, 3.74s/it] 134/299 2.65G 0.02867 0.02422 0.0003039 117 640: 23%|██▎ | 13/56 [01:17<02:40, 3.74s/it] 134/299 2.65G 0.02867 0.02422 0.0003039 117 640: 25%|██▌ | 14/56 [01:17<01:51, 2.65s/it] 134/299 2.65G 0.02852 0.02418 0.0002938 135 640: 25%|██▌ | 14/56 [01:17<01:51, 2.65s/it] 134/299 2.65G 0.02852 0.02418 0.0002938 135 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 134/299 2.65G 0.02849 0.02432 0.0002866 198 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 134/299 2.65G 0.02849 0.02432 0.0002866 198 640: 29%|██▊ | 16/56 [01:17<00:54, 1.35s/it] 134/299 2.65G 0.02857 0.02417 0.0002794 138 640: 29%|██▊ | 16/56 [01:17<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.49it/s]
all 98 501 0.578 0.482 0.491 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 135/299 2.65G 0.02893 0.02169 0.0005856 142 640: 0%| | 0/56 [00:00<?, ?it/s] 135/299 2.65G 0.02893 0.02169 0.0005856 142 640: 2%|▏ | 1/56 [00:00<00:06, 8.15it/s] 135/299 2.65G 0.02831 0.02225 0.0003678 135 640: 2%|▏ | 1/56 [00:43<00:06, 8.15it/s] 135/299 2.65G 0.02831 0.02225 0.0003678 135 640: 4%|▎ | 2/56 [00:43<22:53, 25.44s/it] 135/299 2.65G 0.02847 0.02194 0.0005811 117 640: 4%|▎ | 2/56 [00:43<22:53, 25.44s/it] 135/299 2.65G 0.02847 0.02194 0.0005811 117 640: 5%|▌ | 3/56 [00:43<12:15, 13.88s/it] 135/299 2.65G 0.02869 0.02203 0.0004836 125 640: 5%|▌ | 3/56 [00:43<12:15, 13.88s/it] 135/299 2.65G 0.02869 0.02203 0.0004836 125 640: 7%|▋ | 4/56 [00:43<07:18, 8.44s/it] 135/299 2.65G 0.02829 0.02312 0.0004847 157 640: 7%|▋ | 4/56 [00:43<07:18, 8.44s/it] 135/299 2.65G 0.02829 0.02312 0.0004847 157 640: 9%|▉ | 5/56 [00:43<04:37, 5.44s/it] 135/299 2.65G 0.02829 0.02293 0.0004731 120 640: 9%|▉ | 5/56 [00:43<04:37, 5.44s/it] 135/299 2.65G 0.02829 0.02293 0.0004731 120 640: 11%|█ | 6/56 [00:43<03:01, 3.63s/it] 135/299 2.65G 0.02835 0.02283 0.0005009 150 640: 11%|█ | 6/56 [00:43<03:01, 3.63s/it] 135/299 2.65G 0.02835 0.02283 0.0005009 150 640: 12%|█▎ | 7/56 [00:43<02:01, 2.48s/it] 135/299 2.65G 0.02831 0.02311 0.0004619 151 640: 12%|█▎ | 7/56 [00:43<02:01, 2.48s/it] 135/299 2.65G 0.02831 0.02311 0.0004619 151 640: 14%|█▍ | 8/56 [00:43<01:22, 1.73s/it] 135/299 2.65G 0.02823 0.02287 0.0004446 120 640: 14%|█▍ | 8/56 [00:44<01:22, 1.73s/it] 135/299 2.65G 0.02823 0.02287 0.0004446 120 640: 16%|█▌ | 9/56 [00:44<00:57, 1.22s/it] 135/299 2.65G 0.02789 0.023 0.0004252 139 640: 16%|█▌ | 9/56 [01:16<00:57, 1.22s/it] 135/299 2.65G 0.02789 0.023 0.0004252 139 640: 18%|█▊ | 10/56 [01:16<08:18, 10.84s/it] 135/299 2.65G 0.02801 0.02306 0.0004126 163 640: 18%|█▊ | 10/56 [01:16<08:18, 10.84s/it] 135/299 2.65G 0.02801 0.02306 0.0004126 163 640: 20%|█▉ | 11/56 [01:16<05:40, 7.56s/it] 135/299 2.65G 0.02803 0.02271 0.0003906 101 640: 20%|█▉ | 11/56 [01:16<05:40, 7.56s/it] 135/299 2.65G 0.02803 0.02271 0.0003906 101 640: 21%|██▏ | 12/56 [01:16<03:53, 5.30s/it] 135/299 2.65G 0.02797 0.02248 0.0003723 122 640: 21%|██▏ | 12/56 [01:16<03:53, 5.30s/it] 135/299 2.65G 0.02797 0.02248 0.0003723 122 640: 23%|██▎ | 13/56 [01:16<02:40, 3.73s/it] 135/299 2.65G 0.02786 0.02247 0.0003568 144 640: 23%|██▎ | 13/56 [01:16<02:40, 3.73s/it] 135/299 2.65G 0.02786 0.02247 0.0003568 144 640: 25%|██▌ | 14/56 [01:16<01:51, 2.65s/it] 135/299 2.65G 0.0279 0.02254 0.0003556 146 640: 25%|██▌ | 14/56 [01:17<01:51, 2.65s/it] 135/299 2.65G 0.0279 0.02254 0.0003556 146 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 135/299 2.65G 0.02788 0.02262 0.0003613 148 640: 27%|██▋ | 15/56 [01:17<01:17, 1.89s/it] 135/299 2.65G 0.02788 0.02262 0.0003613 148 640: 29%|██▊ | 16/56 [01:17<00:54, 1.35s/it] 135/299 2.65G 0.02794 0.02297 0.0003511 172 640: 29%|██▊ | 16/56 [01:17<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
all 98 501 0.593 0.519 0.531 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 136/299 2.65G 0.0257 0.02105 0.0005118 135 640: 0%| | 0/56 [00:00<?, ?it/s] 136/299 2.65G 0.0257 0.02105 0.0005118 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.05it/s] 136/299 2.65G 0.0258 0.02088 0.0003715 118 640: 2%|▏ | 1/56 [00:32<00:06, 8.05it/s] 136/299 2.65G 0.0258 0.02088 0.0003715 118 640: 4%|▎ | 2/56 [00:32<17:22, 19.31s/it] 136/299 2.65G 0.02613 0.02174 0.0002961 133 640: 4%|▎ | 2/56 [00:33<17:22, 19.31s/it] 136/299 2.65G 0.02613 0.02174 0.0002961 133 640: 5%|▌ | 3/56 [00:33<09:19, 10.55s/it] 136/299 2.65G 0.02729 0.02158 0.0002784 117 640: 5%|▌ | 3/56 [00:33<09:19, 10.55s/it] 136/299 2.65G 0.02729 0.02158 0.0002784 117 640: 7%|▋ | 4/56 [00:33<05:34, 6.43s/it] 136/299 2.65G 0.02704 0.02097 0.0002547 102 640: 7%|▋ | 4/56 [00:33<05:34, 6.43s/it] 136/299 2.65G 0.02704 0.02097 0.0002547 102 640: 9%|▉ | 5/56 [00:33<03:31, 4.16s/it] 136/299 2.65G 0.02706 0.02087 0.0002398 135 640: 9%|▉ | 5/56 [00:33<03:31, 4.16s/it] 136/299 2.65G 0.02706 0.02087 0.0002398 135 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 136/299 2.65G 0.02714 0.02126 0.0002732 157 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 136/299 2.65G 0.02714 0.02126 0.0002732 157 640: 12%|█▎ | 7/56 [00:33<01:33, 1.92s/it] 136/299 2.65G 0.02715 0.02085 0.0002721 116 640: 12%|█▎ | 7/56 [00:33<01:33, 1.92s/it] 136/299 2.65G 0.02715 0.02085 0.0002721 116 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 136/299 2.65G 0.02715 0.02105 0.0002616 128 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 136/299 2.65G 0.02715 0.02105 0.0002616 128 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 136/299 2.65G 0.02727 0.02195 0.0002539 163 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 136/299 2.65G 0.02727 0.02195 0.0002539 163 640: 18%|█▊ | 10/56 [01:06<08:14, 10.75s/it] 136/299 2.65G 0.0274 0.02217 0.0002601 145 640: 18%|█▊ | 10/56 [01:06<08:14, 10.75s/it] 136/299 2.65G 0.0274 0.02217 0.0002601 145 640: 20%|█▉ | 11/56 [01:06<05:37, 7.50s/it] 136/299 2.65G 0.02734 0.02182 0.0002624 100 640: 20%|█▉ | 11/56 [01:06<05:37, 7.50s/it] 136/299 2.65G 0.02734 0.02182 0.0002624 100 640: 21%|██▏ | 12/56 [01:06<03:51, 5.25s/it] 136/299 2.65G 0.0272 0.02238 0.0002673 197 640: 21%|██▏ | 12/56 [01:06<03:51, 5.25s/it] 136/299 2.65G 0.0272 0.02238 0.0002673 197 640: 23%|██▎ | 13/56 [01:06<02:39, 3.70s/it] 136/299 2.65G 0.02707 0.0225 0.0002596 169 640: 23%|██▎ | 13/56 [01:06<02:39, 3.70s/it] 136/299 2.65G 0.02707 0.0225 0.0002596 169 640: 25%|██▌ | 14/56 [01:06<01:50, 2.62s/it] 136/299 2.65G 0.02696 0.02227 0.0002521 100 640: 25%|██▌ | 14/56 [01:07<01:50, 2.62s/it] 136/299 2.65G 0.02696 0.02227 0.0002521 100 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 136/299 2.65G 0.02677 0.022 0.000249 86 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 136/299 2.65G 0.02677 0.022 0.000249 86 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it] 136/299 2.65G 0.02691 0.02179 0.0002469 122 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.58 0.483 0.519 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 137/299 2.65G 0.02898 0.02791 0.0001794 168 640: 0%| | 0/56 [00:00<?, ?it/s] 137/299 2.65G 0.02898 0.02791 0.0001794 168 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 137/299 2.65G 0.02814 0.02452 0.0002454 136 640: 2%|▏ | 1/56 [00:33<00:06, 8.11it/s] 137/299 2.65G 0.02814 0.02452 0.0002454 136 640: 4%|▎ | 2/56 [00:33<17:28, 19.42s/it] 137/299 2.65G 0.02823 0.02493 0.0002272 175 640: 4%|▎ | 2/56 [00:33<17:28, 19.42s/it] 137/299 2.65G 0.02823 0.02493 0.0002272 175 640: 5%|▌ | 3/56 [00:33<09:22, 10.61s/it] 137/299 2.65G 0.02785 0.0237 0.0002222 120 640: 5%|▌ | 3/56 [00:33<09:22, 10.61s/it] 137/299 2.65G 0.02785 0.0237 0.0002222 120 640: 7%|▋ | 4/56 [00:33<05:36, 6.47s/it] 137/299 2.65G 0.027 0.02238 0.0002052 107 640: 7%|▋ | 4/56 [00:33<05:36, 6.47s/it] 137/299 2.65G 0.027 0.02238 0.0002052 107 640: 9%|▉ | 5/56 [00:33<03:33, 4.18s/it] 137/299 2.65G 0.02686 0.02183 0.0001972 89 640: 9%|▉ | 5/56 [00:33<03:33, 4.18s/it] 137/299 2.65G 0.02686 0.02183 0.0001972 89 640: 11%|█ | 6/56 [00:33<02:20, 2.81s/it] 137/299 2.65G 0.02712 0.02135 0.0002131 93 640: 11%|█ | 6/56 [00:33<02:20, 2.81s/it] 137/299 2.65G 0.02712 0.02135 0.0002131 93 640: 12%|█▎ | 7/56 [00:33<01:34, 1.93s/it] 137/299 2.65G 0.02737 0.02144 0.0002334 141 640: 12%|█▎ | 7/56 [00:33<01:34, 1.93s/it] 137/299 2.65G 0.02737 0.02144 0.0002334 141 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 137/299 2.65G 0.02796 0.02223 0.0002458 190 640: 14%|█▍ | 8/56 [00:33<01:04, 1.35s/it] 137/299 2.65G 0.02796 0.02223 0.0002458 190 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 137/299 2.65G 0.02783 0.02202 0.0002473 116 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 137/299 2.65G 0.02783 0.02202 0.0002473 116 640: 18%|█▊ | 10/56 [01:06<08:14, 10.75s/it] 137/299 2.65G 0.0278 0.02187 0.0002448 123 640: 18%|█▊ | 10/56 [01:06<08:14, 10.75s/it] 137/299 2.65G 0.0278 0.02187 0.0002448 123 640: 20%|█▉ | 11/56 [01:06<05:37, 7.50s/it] 137/299 2.65G 0.02762 0.02171 0.0002412 130 640: 20%|█▉ | 11/56 [01:06<05:37, 7.50s/it] 137/299 2.65G 0.02762 0.02171 0.0002412 130 640: 21%|██▏ | 12/56 [01:06<03:51, 5.25s/it] 137/299 2.65G 0.02778 0.02134 0.0002389 106 640: 21%|██▏ | 12/56 [01:06<03:51, 5.25s/it] 137/299 2.65G 0.02778 0.02134 0.0002389 106 640: 23%|██▎ | 13/56 [01:06<02:38, 3.70s/it] 137/299 2.65G 0.02786 0.02159 0.0002549 169 640: 23%|██▎ | 13/56 [01:07<02:38, 3.70s/it] 137/299 2.65G 0.02786 0.02159 0.0002549 169 640: 25%|██▌ | 14/56 [01:07<01:50, 2.62s/it] 137/299 2.65G 0.02789 0.0216 0.0002606 117 640: 25%|██▌ | 14/56 [01:07<01:50, 2.62s/it] 137/299 2.65G 0.02789 0.0216 0.0002606 117 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 137/299 2.65G 0.02783 0.02133 0.0002546 105 640: 27%|██▋ | 15/56 [01:07<01:16, 1.87s/it] 137/299 2.65G 0.02783 0.02133 0.0002546 105 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it] 137/299 2.65G 0.02774 0.02125 0.0002791 136 640: 29%|██▊ | 16/56 [01:07<00:53, 1.34s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.57it/s]
all 98 501 0.605 0.503 0.517 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 138/299 2.65G 0.02648 0.02411 0.0003641 127 640: 0%| | 0/56 [00:00<?, ?it/s] 138/299 2.65G 0.02648 0.02411 0.0003641 127 640: 2%|▏ | 1/56 [00:00<00:06, 8.11it/s] 138/299 2.65G 0.02722 0.02337 0.0003028 165 640: 2%|▏ | 1/56 [00:32<00:06, 8.11it/s] 138/299 2.65G 0.02722 0.02337 0.0003028 165 640: 4%|▎ | 2/56 [00:32<17:23, 19.32s/it] 138/299 2.65G 0.02686 0.02353 0.0002913 139 640: 4%|▎ | 2/56 [00:35<17:23, 19.32s/it] 138/299 2.65G 0.02686 0.02353 0.0002913 139 640: 5%|▌ | 3/56 [00:35<10:10, 11.52s/it] 138/299 2.65G 0.02748 0.023 0.0002673 126 640: 5%|▌ | 3/56 [00:35<10:10, 11.52s/it] 138/299 2.65G 0.02748 0.023 0.0002673 126 640: 7%|▋ | 4/56 [00:35<06:05, 7.02s/it] 138/299 2.65G 0.02743 0.02273 0.0002456 129 640: 7%|▋ | 4/56 [00:35<06:05, 7.02s/it] 138/299 2.65G 0.02743 0.02273 0.0002456 129 640: 9%|▉ | 5/56 [00:35<03:51, 4.53s/it] 138/299 2.65G 0.02741 0.02322 0.0002343 143 640: 9%|▉ | 5/56 [00:35<03:51, 4.53s/it] 138/299 2.65G 0.02741 0.02322 0.0002343 143 640: 11%|█ | 6/56 [00:35<02:32, 3.06s/it] 138/299 2.65G 0.02745 0.02285 0.0002304 107 640: 11%|█ | 6/56 [00:35<02:32, 3.06s/it] 138/299 2.65G 0.02745 0.02285 0.0002304 107 640: 12%|█▎ | 7/56 [00:35<01:42, 2.10s/it] 138/299 2.65G 0.02751 0.02311 0.0002431 169 640: 12%|█▎ | 7/56 [00:35<01:42, 2.10s/it] 138/299 2.65G 0.02751 0.02311 0.0002431 169 640: 14%|█▍ | 8/56 [00:35<01:10, 1.47s/it] 138/299 2.65G 0.02773 0.0229 0.0002474 124 640: 14%|█▍ | 8/56 [00:35<01:10, 1.47s/it] 138/299 2.65G 0.02773 0.0229 0.0002474 124 640: 16%|█▌ | 9/56 [00:35<00:49, 1.04s/it] 138/299 2.65G 0.02752 0.02264 0.0002423 104 640: 16%|█▌ | 9/56 [01:06<00:49, 1.04s/it] 138/299 2.65G 0.02752 0.02264 0.0002423 104 640: 18%|█▊ | 10/56 [01:06<07:47, 10.17s/it] 138/299 2.65G 0.02749 0.02321 0.0002574 190 640: 18%|█▊ | 10/56 [01:09<07:47, 10.17s/it] 138/299 2.65G 0.02749 0.02321 0.0002574 190 640: 20%|█▉ | 11/56 [01:09<05:54, 7.88s/it] 138/299 2.65G 0.02731 0.02314 0.0002536 145 640: 20%|█▉ | 11/56 [01:09<05:54, 7.88s/it] 138/299 2.65G 0.02731 0.02314 0.0002536 145 640: 21%|██▏ | 12/56 [01:09<04:02, 5.52s/it] 138/299 2.65G 0.02732 0.02334 0.0002817 175 640: 21%|██▏ | 12/56 [01:09<04:02, 5.52s/it] 138/299 2.65G 0.02732 0.02334 0.0002817 175 640: 23%|██▎ | 13/56 [01:09<02:46, 3.88s/it] 138/299 2.65G 0.02729 0.02327 0.0002733 166 640: 23%|██▎ | 13/56 [01:09<02:46, 3.88s/it] 138/299 2.65G 0.02729 0.02327 0.0002733 166 640: 25%|██▌ | 14/56 [01:09<01:55, 2.75s/it] 138/299 2.65G 0.02725 0.02336 0.0002707 154 640: 25%|██▌ | 14/56 [01:09<01:55, 2.75s/it] 138/299 2.65G 0.02725 0.02336 0.0002707 154 640: 27%|██▋ | 15/56 [01:09<01:20, 1.96s/it] 138/299 2.65G 0.02728 0.02317 0.0002666 110 640: 27%|██▋ | 15/56 [01:09<01:20, 1.96s/it] 138/299 2.65G 0.02728 0.02317 0.0002666 110 640: 29%|██▊ | 16/56 [01:09<00:56, 1.40s/it] 138/299 2.65G 0.02727 0.02306 0.0003042 105 640: 29%|██▊ | 16/56 [01:09<00:56, 1.40s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
all 98 501 0.59 0.506 0.518 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 139/299 2.65G 0.02677 0.01896 0.0009427 105 640: 0%| | 0/56 [00:00<?, ?it/s] 139/299 2.65G 0.02677 0.01896 0.0009427 105 640: 2%|▏ | 1/56 [00:00<00:06, 8.28it/s] 139/299 2.65G 0.02937 0.01733 0.0005446 87 640: 2%|▏ | 1/56 [00:30<00:06, 8.28it/s] 139/299 2.65G 0.02937 0.01733 0.0005446 87 640: 4%|▎ | 2/56 [00:30<15:53, 17.66s/it] 139/299 2.65G 0.02835 0.01652 0.000421 77 640: 4%|▎ | 2/56 [00:33<15:53, 17.66s/it] 139/299 2.65G 0.02835 0.01652 0.000421 77 640: 5%|▌ | 3/56 [00:33<09:50, 11.14s/it] 139/299 2.65G 0.02793 0.01783 0.000358 140 640: 5%|▌ | 3/56 [00:33<09:50, 11.14s/it] 139/299 2.65G 0.02793 0.01783 0.000358 140 640: 7%|▋ | 4/56 [00:33<05:53, 6.79s/it] 139/299 2.65G 0.02849 0.02002 0.0003903 158 640: 7%|▋ | 4/56 [00:33<05:53, 6.79s/it] 139/299 2.65G 0.02849 0.02002 0.0003903 158 640: 9%|▉ | 5/56 [00:33<03:43, 4.38s/it] 139/299 2.65G 0.02834 0.02032 0.0003712 163 640: 9%|▉ | 5/56 [00:33<03:43, 4.38s/it] 139/299 2.65G 0.02834 0.02032 0.0003712 163 640: 11%|█ | 6/56 [00:33<02:27, 2.94s/it] 139/299 2.65G 0.02831 0.02104 0.0003481 161 640: 11%|█ | 6/56 [00:39<02:27, 2.94s/it] 139/299 2.65G 0.02831 0.02104 0.0003481 161 640: 12%|█▎ | 7/56 [00:39<03:07, 3.83s/it] 139/299 2.65G 0.02814 0.02217 0.0003356 169 640: 12%|█▎ | 7/56 [00:39<03:07, 3.83s/it] 139/299 2.65G 0.02814 0.02217 0.0003356 169 640: 14%|█▍ | 8/56 [00:39<02:07, 2.65s/it] 139/299 2.65G 0.02828 0.02242 0.0003907 179 640: 14%|█▍ | 8/56 [00:39<02:07, 2.65s/it] 139/299 2.65G 0.02828 0.02242 0.0003907 179 640: 16%|█▌ | 9/56 [00:39<01:27, 1.86s/it] 139/299 2.65G 0.02836 0.0222 0.0003687 114 640: 16%|█▌ | 9/56 [01:03<01:27, 1.86s/it] 139/299 2.65G 0.02836 0.0222 0.0003687 114 640: 18%|█▊ | 10/56 [01:03<06:43, 8.76s/it] 139/299 2.65G 0.02847 0.02187 0.0003554 109 640: 18%|█▊ | 10/56 [01:07<06:43, 8.76s/it] 139/299 2.65G 0.02847 0.02187 0.0003554 109 640: 20%|█▉ | 11/56 [01:07<05:18, 7.09s/it] 139/299 2.65G 0.02829 0.0219 0.0003762 123 640: 20%|█▉ | 11/56 [01:07<05:18, 7.09s/it] 139/299 2.65G 0.02829 0.0219 0.0003762 123 640: 21%|██▏ | 12/56 [01:07<03:38, 4.97s/it] 139/299 2.65G 0.02825 0.02234 0.0003591 152 640: 21%|██▏ | 12/56 [01:07<03:38, 4.97s/it] 139/299 2.65G 0.02825 0.02234 0.0003591 152 640: 23%|██▎ | 13/56 [01:07<02:30, 3.50s/it] 139/299 2.65G 0.02817 0.02244 0.0003477 141 640: 23%|██▎ | 13/56 [01:07<02:30, 3.50s/it] 139/299 2.65G 0.02817 0.02244 0.0003477 141 640: 25%|██▌ | 14/56 [01:07<01:44, 2.49s/it] 139/299 2.65G 0.02829 0.02245 0.0003365 163 640: 25%|██▌ | 14/56 [01:13<01:44, 2.49s/it] 139/299 2.65G 0.02829 0.02245 0.0003365 163 640: 27%|██▋ | 15/56 [01:13<02:19, 3.40s/it] 139/299 2.65G 0.02844 0.02231 0.0003246 109 640: 27%|██▋ | 15/56 [01:13<02:19, 3.40s/it] 139/299 2.65G 0.02844 0.02231 0.0003246 109 640: 29%|██▊ | 16/56 [01:13<01:36, 2.41s/it] 139/299 2.65G 0.02831 0.02226 0.0003178 123 640: 29%|██▊ | 16/56 [01:13<01:36, 2.41s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.627 0.509 0.503 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 140/299 2.65G 0.02697 0.02011 0.0007104 122 640: 0%| | 0/56 [00:00<?, ?it/s] 140/299 2.65G 0.02697 0.02011 0.0007104 122 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 140/299 2.65G 0.02708 0.02064 0.0008108 131 640: 2%|▏ | 1/56 [00:23<00:06, 8.29it/s] 140/299 2.65G 0.02708 0.02064 0.0008108 131 640: 4%|▎ | 2/56 [00:23<12:23, 13.77s/it] 140/299 2.65G 0.02719 0.02081 0.0006593 156 640: 4%|▎ | 2/56 [00:27<12:23, 13.77s/it] 140/299 2.65G 0.02719 0.02081 0.0006593 156 640: 5%|▌ | 3/56 [00:27<08:22, 9.49s/it] 140/299 2.65G 0.02742 0.02098 0.0005539 151 640: 5%|▌ | 3/56 [00:27<08:22, 9.49s/it] 140/299 2.65G 0.02742 0.02098 0.0005539 151 640: 7%|▋ | 4/56 [00:27<05:01, 5.79s/it] 140/299 2.65G 0.0279 0.02167 0.0005347 145 640: 7%|▋ | 4/56 [00:28<05:01, 5.79s/it] 140/299 2.65G 0.0279 0.02167 0.0005347 145 640: 9%|▉ | 5/56 [00:28<03:11, 3.75s/it] 140/299 2.65G 0.0276 0.02088 0.0004899 120 640: 9%|▉ | 5/56 [00:28<03:11, 3.75s/it] 140/299 2.65G 0.0276 0.02088 0.0004899 120 640: 11%|█ | 6/56 [00:28<02:06, 2.52s/it] 140/299 2.65G 0.02736 0.02108 0.0006316 142 640: 11%|█ | 6/56 [00:44<02:06, 2.52s/it] 140/299 2.65G 0.02736 0.02108 0.0006316 142 640: 12%|█▎ | 7/56 [00:44<05:45, 7.04s/it] 140/299 2.65G 0.02758 0.02172 0.0005845 151 640: 12%|█▎ | 7/56 [00:44<05:45, 7.04s/it] 140/299 2.65G 0.02758 0.02172 0.0005845 151 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 140/299 2.65G 0.02757 0.02168 0.0005406 125 640: 14%|█▍ | 8/56 [00:44<03:52, 4.84s/it] 140/299 2.65G 0.02757 0.02168 0.0005406 125 640: 16%|█▌ | 9/56 [00:44<02:38, 3.36s/it] 140/299 2.65G 0.02782 0.02196 0.0005196 186 640: 16%|█▌ | 9/56 [00:57<02:38, 3.36s/it] 140/299 2.65G 0.02782 0.02196 0.0005196 186 640: 18%|█▊ | 10/56 [00:57<04:40, 6.09s/it] 140/299 2.65G 0.0279 0.0222 0.0004883 150 640: 18%|█▊ | 10/56 [01:01<04:40, 6.09s/it] 140/299 2.65G 0.0279 0.0222 0.0004883 150 640: 20%|█▉ | 11/56 [01:01<04:08, 5.53s/it] 140/299 2.65G 0.02796 0.02247 0.000467 128 640: 20%|█▉ | 11/56 [01:01<04:08, 5.53s/it] 140/299 2.65G 0.02796 0.02247 0.000467 128 640: 21%|██▏ | 12/56 [01:01<02:51, 3.89s/it] 140/299 2.65G 0.02799 0.02245 0.0004455 131 640: 21%|██▏ | 12/56 [01:01<02:51, 3.89s/it] 140/299 2.65G 0.02799 0.02245 0.0004455 131 640: 23%|██▎ | 13/56 [01:01<01:58, 2.75s/it] 140/299 2.65G 0.02797 0.02272 0.0004287 182 640: 23%|██▎ | 13/56 [01:01<01:58, 2.75s/it] 140/299 2.65G 0.02797 0.02272 0.0004287 182 640: 25%|██▌ | 14/56 [01:01<01:22, 1.96s/it] 140/299 2.65G 0.02812 0.0229 0.0004192 166 640: 25%|██▌ | 14/56 [01:18<01:22, 1.96s/it] 140/299 2.65G 0.02812 0.0229 0.0004192 166 640: 27%|██▋ | 15/56 [01:18<04:20, 6.36s/it] 140/299 2.65G 0.02808 0.0231 0.0004173 169 640: 27%|██▋ | 15/56 [01:18<04:20, 6.36s/it] 140/299 2.65G 0.02808 0.0231 0.0004173 169 640: 29%|██▊ | 16/56 [01:18<02:59, 4.49s/it] 140/299 2.65G 0.02813 0.02318 0.000402 148 640: 29%|██▊ | 16/56 [01:18<02:59, 4.49s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.41it/s]
all 98 501 0.655 0.483 0.523 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 141/299 2.65G 0.02838 0.01826 0.0001816 104 640: 0%| | 0/56 [00:00<?, ?it/s] 141/299 2.65G 0.02838 0.01826 0.0001816 104 640: 2%|▏ | 1/56 [00:00<00:06, 7.92it/s] 141/299 2.65G 0.02805 0.02225 0.0001778 167 640: 2%|▏ | 1/56 [00:11<00:06, 7.92it/s] 141/299 2.65G 0.02805 0.02225 0.0001778 167 640: 4%|▎ | 2/56 [00:11<06:01, 6.70s/it] 141/299 2.65G 0.02813 0.02237 0.0003561 164 640: 4%|▎ | 2/56 [00:25<06:01, 6.70s/it] 141/299 2.65G 0.02813 0.02237 0.0003561 164 640: 5%|▌ | 3/56 [00:25<09:02, 10.23s/it] 141/299 2.65G 0.02812 0.02229 0.0003105 152 640: 5%|▌ | 3/56 [00:25<09:02, 10.23s/it] 141/299 2.65G 0.02812 0.02229 0.0003105 152 640: 7%|▋ | 4/56 [00:25<05:24, 6.24s/it] 141/299 2.65G 0.02807 0.02221 0.0002882 114 640: 7%|▋ | 4/56 [00:26<05:24, 6.24s/it] 141/299 2.65G 0.02807 0.02221 0.0002882 114 640: 9%|▉ | 5/56 [00:26<03:25, 4.03s/it] 141/299 2.65G 0.02781 0.02213 0.0002763 140 640: 9%|▉ | 5/56 [00:26<03:25, 4.03s/it] 141/299 2.65G 0.02781 0.02213 0.0002763 140 640: 11%|█ | 6/56 [00:26<02:15, 2.71s/it] 141/299 2.65G 0.02767 0.02245 0.0002662 159 640: 11%|█ | 6/56 [00:33<02:15, 2.71s/it] 141/299 2.65G 0.02767 0.02245 0.0002662 159 640: 12%|█▎ | 7/56 [00:33<03:19, 4.07s/it] 141/299 2.65G 0.02756 0.02228 0.0002572 96 640: 12%|█▎ | 7/56 [00:33<03:19, 4.07s/it] 141/299 2.65G 0.02756 0.02228 0.0002572 96 640: 14%|█▍ | 8/56 [00:33<02:15, 2.81s/it] 141/299 2.65G 0.0273 0.02186 0.0002621 113 640: 14%|█▍ | 8/56 [00:33<02:15, 2.81s/it] 141/299 2.65G 0.0273 0.02186 0.0002621 113 640: 16%|█▌ | 9/56 [00:33<01:32, 1.97s/it] 141/299 2.65G 0.02718 0.02183 0.000252 136 640: 16%|█▌ | 9/56 [00:45<01:32, 1.97s/it] 141/299 2.65G 0.02718 0.02183 0.000252 136 640: 18%|█▊ | 10/56 [00:45<03:54, 5.09s/it] 141/299 2.65G 0.02714 0.02182 0.0002451 144 640: 18%|█▊ | 10/56 [01:01<03:54, 5.09s/it] 141/299 2.65G 0.02714 0.02182 0.0002451 144 640: 20%|█▉ | 11/56 [01:01<06:24, 8.55s/it] 141/299 2.65G 0.02724 0.02229 0.0002557 144 640: 20%|█▉ | 11/56 [01:01<06:24, 8.55s/it] 141/299 2.65G 0.02724 0.02229 0.0002557 144 640: 21%|██▏ | 12/56 [01:01<04:23, 5.98s/it] 141/299 2.65G 0.02715 0.02247 0.0002583 176 640: 21%|██▏ | 12/56 [01:02<04:23, 5.98s/it] 141/299 2.65G 0.02715 0.02247 0.0002583 176 640: 23%|██▎ | 13/56 [01:02<03:00, 4.21s/it] 141/299 2.65G 0.02705 0.02231 0.000255 115 640: 23%|██▎ | 13/56 [01:02<03:00, 4.21s/it] 141/299 2.65G 0.02705 0.02231 0.000255 115 640: 25%|██▌ | 14/56 [01:02<02:05, 2.98s/it] 141/299 2.65G 0.02728 0.0223 0.0002518 151 640: 25%|██▌ | 14/56 [01:06<02:05, 2.98s/it] 141/299 2.65G 0.02728 0.0223 0.0002518 151 640: 27%|██▋ | 15/56 [01:06<02:18, 3.39s/it] 141/299 2.65G 0.02749 0.02247 0.0002464 197 640: 27%|██▋ | 15/56 [01:06<02:18, 3.39s/it] 141/299 2.65G 0.02749 0.02247 0.0002464 197 640: 29%|██▊ | 16/56 [01:06<01:36, 2.41s/it] 141/299 2.65G 0.02769 0.02265 0.0002437 201 640: 29%|██▊ | 16/56 [01:06<01:36, 2.41s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.55it/s]
all 98 501 0.611 0.472 0.511 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 142/299 2.65G 0.02953 0.0247 0.0002244 181 640: 0%| | 0/56 [00:00<?, ?it/s] 142/299 2.65G 0.02953 0.0247 0.0002244 181 640: 2%|▏ | 1/56 [00:00<00:06, 8.29it/s] 142/299 2.65G 0.02933 0.02271 0.0002089 123 640: 2%|▏ | 1/56 [00:18<00:06, 8.29it/s] 142/299 2.65G 0.02933 0.02271 0.0002089 123 640: 4%|▎ | 2/56 [00:18<09:34, 10.63s/it] 142/299 2.65G 0.02811 0.02152 0.0001903 115 640: 4%|▎ | 2/56 [00:28<09:34, 10.63s/it] 142/299 2.65G 0.02811 0.02152 0.0001903 115 640: 5%|▌ | 3/56 [00:28<09:29, 10.75s/it] 142/299 2.65G 0.02762 0.02223 0.0002676 151 640: 5%|▌ | 3/56 [00:29<09:29, 10.75s/it] 142/299 2.65G 0.02762 0.02223 0.0002676 151 640: 7%|▋ | 4/56 [00:29<05:40, 6.56s/it] 142/299 2.65G 0.02747 0.0232 0.0002524 187 640: 7%|▋ | 4/56 [00:29<05:40, 6.56s/it] 142/299 2.65G 0.02747 0.0232 0.0002524 187 640: 9%|▉ | 5/56 [00:29<03:35, 4.23s/it] 142/299 2.65G 0.02701 0.022 0.0002437 110 640: 9%|▉ | 5/56 [00:29<03:35, 4.23s/it] 142/299 2.65G 0.02701 0.022 0.0002437 110 640: 11%|█ | 6/56 [00:29<02:22, 2.84s/it] 142/299 2.65G 0.0269 0.02132 0.0002609 120 640: 11%|█ | 6/56 [00:33<02:22, 2.84s/it] 142/299 2.65G 0.0269 0.02132 0.0002609 120 640: 12%|█▎ | 7/56 [00:33<02:41, 3.30s/it] 142/299 2.65G 0.02655 0.02081 0.0002469 115 640: 12%|█▎ | 7/56 [00:33<02:41, 3.30s/it] 142/299 2.65G 0.02655 0.02081 0.0002469 115 640: 14%|█▍ | 8/56 [00:33<01:49, 2.29s/it] 142/299 2.65G 0.0266 0.02107 0.0002384 114 640: 14%|█▍ | 8/56 [00:33<01:49, 2.29s/it] 142/299 2.65G 0.0266 0.02107 0.0002384 114 640: 16%|█▌ | 9/56 [00:33<01:15, 1.61s/it] 142/299 2.65G 0.02688 0.02129 0.0002655 137 640: 16%|█▌ | 9/56 [00:56<01:15, 1.61s/it] 142/299 2.65G 0.02688 0.02129 0.0002655 137 640: 18%|█▊ | 10/56 [00:56<06:19, 8.25s/it] 142/299 2.65G 0.02705 0.02141 0.0002548 166 640: 18%|█▊ | 10/56 [01:02<06:19, 8.25s/it] 142/299 2.65G 0.02705 0.02141 0.0002548 166 640: 20%|█▉ | 11/56 [01:02<05:38, 7.53s/it] 142/299 2.65G 0.02698 0.02119 0.0002518 109 640: 20%|█▉ | 11/56 [01:03<05:38, 7.53s/it] 142/299 2.65G 0.02698 0.02119 0.0002518 109 640: 21%|██▏ | 12/56 [01:03<03:52, 5.28s/it] 142/299 2.65G 0.02709 0.02126 0.0002436 134 640: 21%|██▏ | 12/56 [01:03<03:52, 5.28s/it] 142/299 2.65G 0.02709 0.02126 0.0002436 134 640: 23%|██▎ | 13/56 [01:03<02:39, 3.72s/it] 142/299 2.65G 0.02711 0.0211 0.0002479 143 640: 23%|██▎ | 13/56 [01:03<02:39, 3.72s/it] 142/299 2.65G 0.02711 0.0211 0.0002479 143 640: 25%|██▌ | 14/56 [01:03<01:50, 2.64s/it] 142/299 2.65G 0.02722 0.02106 0.0002573 140 640: 25%|██▌ | 14/56 [01:07<01:50, 2.64s/it] 142/299 2.65G 0.02722 0.02106 0.0002573 140 640: 27%|██▋ | 15/56 [01:07<02:04, 3.04s/it] 142/299 2.65G 0.02727 0.02127 0.0002509 164 640: 27%|██▋ | 15/56 [01:07<02:04, 3.04s/it] 142/299 2.65G 0.02727 0.02127 0.0002509 164 640: 29%|██▊ | 16/56 [01:07<01:26, 2.16s/it] 142/299 2.65G 0.02729 0.02154 0.0002822 158 640: 29%|██▊ | 16/56 [01:07<01:26, 2.16s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.37it/s]
all 98 501 0.587 0.484 0.512 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 143/299 2.65G 0.02786 0.02305 0.0003246 153 640: 0%| | 0/56 [00:00<?, ?it/s] 143/299 2.65G 0.02786 0.02305 0.0003246 153 640: 2%|▏ | 1/56 [00:00<00:06, 8.27it/s] 143/299 2.65G 0.02706 0.02148 0.0003325 112 640: 2%|▏ | 1/56 [00:34<00:06, 8.27it/s] 143/299 2.65G 0.02706 0.02148 0.0003325 112 640: 4%|▎ | 2/56 [00:34<18:26, 20.49s/it] 143/299 2.65G 0.02704 0.02161 0.0003014 115 640: 4%|▎ | 2/56 [00:34<18:26, 20.49s/it] 143/299 2.65G 0.02704 0.02161 0.0003014 115 640: 5%|▌ | 3/56 [00:34<09:53, 11.19s/it] 143/299 2.65G 0.02898 0.02149 0.0002747 119 640: 5%|▌ | 3/56 [00:35<09:53, 11.19s/it] 143/299 2.65G 0.02898 0.02149 0.0002747 119 640: 7%|▋ | 4/56 [00:35<05:54, 6.82s/it] 143/299 2.65G 0.02863 0.0215 0.0002562 114 640: 7%|▋ | 4/56 [00:35<05:54, 6.82s/it] 143/299 2.65G 0.02863 0.0215 0.0002562 114 640: 9%|▉ | 5/56 [00:35<03:44, 4.40s/it] 143/299 2.65G 0.02809 0.02101 0.0002589 115 640: 9%|▉ | 5/56 [00:35<03:44, 4.40s/it] 143/299 2.65G 0.02809 0.02101 0.0002589 115 640: 11%|█ | 6/56 [00:35<02:27, 2.95s/it] 143/299 2.65G 0.02827 0.0223 0.0002442 159 640: 11%|█ | 6/56 [00:35<02:27, 2.95s/it] 143/299 2.65G 0.02827 0.0223 0.0002442 159 640: 12%|█▎ | 7/56 [00:35<01:39, 2.02s/it] 143/299 2.65G 0.02812 0.02233 0.0002353 167 640: 12%|█▎ | 7/56 [00:35<01:39, 2.02s/it] 143/299 2.65G 0.02812 0.02233 0.0002353 167 640: 14%|█▍ | 8/56 [00:35<01:07, 1.41s/it] 143/299 2.65G 0.02798 0.02183 0.0002448 133 640: 14%|█▍ | 8/56 [00:35<01:07, 1.41s/it] 143/299 2.65G 0.02798 0.02183 0.0002448 133 640: 16%|█▌ | 9/56 [00:35<00:47, 1.01s/it] 143/299 2.65G 0.02799 0.02227 0.0002433 182 640: 16%|█▌ | 9/56 [01:08<00:47, 1.01s/it] 143/299 2.65G 0.02799 0.02227 0.0002433 182 640: 18%|█▊ | 10/56 [01:08<08:21, 10.91s/it] 143/299 2.65G 0.0278 0.02219 0.0002358 137 640: 18%|█▊ | 10/56 [01:08<08:21, 10.91s/it] 143/299 2.65G 0.0278 0.02219 0.0002358 137 640: 20%|█▉ | 11/56 [01:08<05:42, 7.61s/it] 143/299 2.65G 0.0277 0.02186 0.000231 97 640: 20%|█▉ | 11/56 [01:09<05:42, 7.61s/it] 143/299 2.65G 0.0277 0.02186 0.000231 97 640: 21%|██▏ | 12/56 [01:09<03:54, 5.33s/it] 143/299 2.65G 0.02756 0.02207 0.0002347 153 640: 21%|██▏ | 12/56 [01:09<03:54, 5.33s/it] 143/299 2.65G 0.02756 0.02207 0.0002347 153 640: 23%|██▎ | 13/56 [01:09<02:41, 3.75s/it] 143/299 2.65G 0.02758 0.022 0.0002496 135 640: 23%|██▎ | 13/56 [01:09<02:41, 3.75s/it] 143/299 2.65G 0.02758 0.022 0.0002496 135 640: 25%|██▌ | 14/56 [01:09<01:51, 2.66s/it] 143/299 2.65G 0.02772 0.02177 0.0003146 137 640: 25%|██▌ | 14/56 [01:09<01:51, 2.66s/it] 143/299 2.65G 0.02772 0.02177 0.0003146 137 640: 27%|██▋ | 15/56 [01:09<01:17, 1.89s/it] 143/299 2.65G 0.02766 0.0217 0.0003236 121 640: 27%|██▋ | 15/56 [01:09<01:17, 1.89s/it] 143/299 2.65G 0.02766 0.0217 0.0003236 121 640: 29%|██▊ | 16/56 [01:09<00:54, 1.36s/it] 143/299 2.65G 0.02784 0.02154 0.0003873 116 640: 29%|██▊ | 16/56 [01:09<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.552 0.516 0.507 0.247
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 144/299 2.65G 0.0259 0.02264 0.0002357 119 640: 0%| | 0/56 [00:00<?, ?it/s] 144/299 2.65G 0.0259 0.02264 0.0002357 119 640: 2%|▏ | 1/56 [00:00<00:06, 7.94it/s] 144/299 2.65G 0.02539 0.02451 0.0002477 172 640: 2%|▏ | 1/56 [00:40<00:06, 7.94it/s] 144/299 2.65G 0.02539 0.02451 0.0002477 172 640: 4%|▎ | 2/56 [00:40<21:38, 24.04s/it] 144/299 2.65G 0.02565 0.02434 0.0002707 162 640: 4%|▎ | 2/56 [00:41<21:38, 24.04s/it] 144/299 2.65G 0.02565 0.02434 0.0002707 162 640: 5%|▌ | 3/56 [00:41<11:35, 13.12s/it] 144/299 2.65G 0.02546 0.02418 0.0002432 146 640: 5%|▌ | 3/56 [00:41<11:35, 13.12s/it] 144/299 2.65G 0.02546 0.02418 0.0002432 146 640: 7%|▋ | 4/56 [00:41<06:55, 7.98s/it] 144/299 2.65G 0.02526 0.02327 0.0002433 134 640: 7%|▋ | 4/56 [00:41<06:55, 7.98s/it] 144/299 2.65G 0.02526 0.02327 0.0002433 134 640: 9%|▉ | 5/56 [00:41<04:22, 5.14s/it] 144/299 2.65G 0.02563 0.02405 0.0002352 183 640: 9%|▉ | 5/56 [00:41<04:22, 5.14s/it] 144/299 2.65G 0.02563 0.02405 0.0002352 183 640: 11%|█ | 6/56 [00:41<02:52, 3.44s/it] 144/299 2.65G 0.02574 0.02424 0.0002405 167 640: 11%|█ | 6/56 [00:41<02:52, 3.44s/it] 144/299 2.65G 0.02574 0.02424 0.0002405 167 640: 12%|█▎ | 7/56 [00:41<01:55, 2.35s/it] 144/299 2.65G 0.02599 0.02389 0.0002495 125 640: 12%|█▎ | 7/56 [00:41<01:55, 2.35s/it] 144/299 2.65G 0.02599 0.02389 0.0002495 125 640: 14%|█▍ | 8/56 [00:41<01:18, 1.64s/it] 144/299 2.65G 0.0261 0.02437 0.000287 147 640: 14%|█▍ | 8/56 [00:41<01:18, 1.64s/it] 144/299 2.65G 0.0261 0.02437 0.000287 147 640: 16%|█▌ | 9/56 [00:41<00:54, 1.16s/it] 144/299 2.65G 0.02612 0.02417 0.0003161 151 640: 16%|█▌ | 9/56 [01:14<00:54, 1.16s/it] 144/299 2.65G 0.02612 0.02417 0.0003161 151 640: 18%|█▊ | 10/56 [01:14<08:25, 10.98s/it] 144/299 2.65G 0.02602 0.02414 0.0003095 137 640: 18%|█▊ | 10/56 [01:14<08:25, 10.98s/it] 144/299 2.65G 0.02602 0.02414 0.0003095 137 640: 20%|█▉ | 11/56 [01:14<05:44, 7.66s/it] 144/299 2.65G 0.02626 0.02427 0.0002993 157 640: 20%|█▉ | 11/56 [01:14<05:44, 7.66s/it] 144/299 2.65G 0.02626 0.02427 0.0002993 157 640: 21%|██▏ | 12/56 [01:14<03:56, 5.37s/it] 144/299 2.65G 0.02626 0.02415 0.0002937 125 640: 21%|██▏ | 12/56 [01:15<03:56, 5.37s/it] 144/299 2.65G 0.02626 0.02415 0.0002937 125 640: 23%|██▎ | 13/56 [01:15<02:42, 3.78s/it] 144/299 2.65G 0.0262 0.02406 0.0002859 139 640: 23%|██▎ | 13/56 [01:15<02:42, 3.78s/it] 144/299 2.65G 0.0262 0.02406 0.0002859 139 640: 25%|██▌ | 14/56 [01:15<01:52, 2.68s/it] 144/299 2.65G 0.0262 0.02404 0.0002804 159 640: 25%|██▌ | 14/56 [01:15<01:52, 2.68s/it] 144/299 2.65G 0.0262 0.02404 0.0002804 159 640: 27%|██▋ | 15/56 [01:15<01:18, 1.91s/it] 144/299 2.65G 0.02623 0.02378 0.0002727 100 640: 27%|██▋ | 15/56 [01:15<01:18, 1.91s/it] 144/299 2.65G 0.02623 0.02378 0.0002727 100 640: 29%|██▊ | 16/56 [01:15<00:54, 1.37s/it] 144/299 2.65G 0.02628 0.02347 0.000272 91 640: 29%|██▊ | 16/56 [01:15<00:54, 1.37s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.627 0.487 0.51 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 145/299 2.65G 0.02668 0.0247 0.0001362 135 640: 0%| | 0/56 [00:00<?, ?it/s] 145/299 2.65G 0.02668 0.0247 0.0001362 135 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 145/299 2.65G 0.02625 0.02479 0.0002833 155 640: 2%|▏ | 1/56 [00:32<00:06, 8.17it/s] 145/299 2.65G 0.02625 0.02479 0.0002833 155 640: 4%|▎ | 2/56 [00:32<17:20, 19.26s/it] 145/299 2.65G 0.02699 0.02463 0.0002977 144 640: 4%|▎ | 2/56 [00:32<17:20, 19.26s/it] 145/299 2.65G 0.02699 0.02463 0.0002977 144 640: 5%|▌ | 3/56 [00:32<09:17, 10.53s/it] 145/299 2.65G 0.0268 0.02367 0.0003938 100 640: 5%|▌ | 3/56 [00:33<09:17, 10.53s/it] 145/299 2.65G 0.0268 0.02367 0.0003938 100 640: 7%|▋ | 4/56 [00:33<05:33, 6.42s/it] 145/299 2.65G 0.02682 0.02332 0.0003401 124 640: 7%|▋ | 4/56 [00:33<05:33, 6.42s/it] 145/299 2.65G 0.02682 0.02332 0.0003401 124 640: 9%|▉ | 5/56 [00:33<03:31, 4.15s/it] 145/299 2.65G 0.02699 0.0233 0.0003198 164 640: 9%|▉ | 5/56 [00:33<03:31, 4.15s/it] 145/299 2.65G 0.02699 0.0233 0.0003198 164 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 145/299 2.65G 0.02719 0.02301 0.000296 138 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 145/299 2.65G 0.02719 0.02301 0.000296 138 640: 12%|█▎ | 7/56 [00:33<01:33, 1.92s/it] 145/299 2.65G 0.02699 0.0222 0.000308 99 640: 12%|█▎ | 7/56 [00:33<01:33, 1.92s/it] 145/299 2.65G 0.02699 0.0222 0.000308 99 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 145/299 2.65G 0.0269 0.02198 0.0003007 138 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 145/299 2.65G 0.0269 0.02198 0.0003007 138 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 145/299 2.65G 0.02683 0.02161 0.0002906 141 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 145/299 2.65G 0.02683 0.02161 0.0002906 141 640: 18%|█▊ | 10/56 [01:06<08:16, 10.80s/it] 145/299 2.65G 0.0269 0.02173 0.0002986 133 640: 18%|█▊ | 10/56 [01:06<08:16, 10.80s/it] 145/299 2.65G 0.0269 0.02173 0.0002986 133 640: 20%|█▉ | 11/56 [01:06<05:39, 7.54s/it] 145/299 2.65G 0.02692 0.02174 0.0003315 131 640: 20%|█▉ | 11/56 [01:06<05:39, 7.54s/it] 145/299 2.65G 0.02692 0.02174 0.0003315 131 640: 21%|██▏ | 12/56 [01:06<03:52, 5.28s/it] 145/299 2.65G 0.02698 0.02172 0.000325 134 640: 21%|██▏ | 12/56 [01:06<03:52, 5.28s/it] 145/299 2.65G 0.02698 0.02172 0.000325 134 640: 23%|██▎ | 13/56 [01:06<02:39, 3.72s/it] 145/299 2.65G 0.02684 0.0219 0.000324 169 640: 23%|██▎ | 13/56 [01:07<02:39, 3.72s/it] 145/299 2.65G 0.02684 0.0219 0.000324 169 640: 25%|██▌ | 14/56 [01:07<01:50, 2.64s/it] 145/299 2.65G 0.0267 0.02181 0.0003195 131 640: 25%|██▌ | 14/56 [01:07<01:50, 2.64s/it] 145/299 2.65G 0.0267 0.02181 0.0003195 131 640: 27%|██▋ | 15/56 [01:07<01:16, 1.88s/it] 145/299 2.65G 0.02673 0.02167 0.0003163 122 640: 27%|██▋ | 15/56 [01:07<01:16, 1.88s/it] 145/299 2.65G 0.02673 0.02167 0.0003163 122 640: 29%|██▊ | 16/56 [01:07<00:53, 1.35s/it] 145/299 2.65G 0.02677 0.02193 0.000322 125 640: 29%|██▊ | 16/56 [01:07<00:53, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.588 0.464 0.49 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 146/299 2.65G 0.02792 0.02327 0.000266 155 640: 0%| | 0/56 [00:00<?, ?it/s] 146/299 2.65G 0.02792 0.02327 0.000266 155 640: 2%|▏ | 1/56 [00:00<00:06, 8.10it/s] 146/299 2.65G 0.02812 0.02345 0.0001963 142 640: 2%|▏ | 1/56 [00:41<00:06, 8.10it/s] 146/299 2.65G 0.02812 0.02345 0.0001963 142 640: 4%|▎ | 2/56 [00:41<22:12, 24.68s/it] 146/299 2.65G 0.02738 0.02457 0.0002112 192 640: 4%|▎ | 2/56 [00:42<22:12, 24.68s/it] 146/299 2.65G 0.02738 0.02457 0.0002112 192 640: 5%|▌ | 3/56 [00:42<11:53, 13.47s/it] 146/299 2.65G 0.02828 0.02473 0.0002707 128 640: 5%|▌ | 3/56 [00:42<11:53, 13.47s/it] 146/299 2.65G 0.02828 0.02473 0.0002707 128 640: 7%|▋ | 4/56 [00:42<07:06, 8.20s/it] 146/299 2.65G 0.02826 0.0256 0.0002978 141 640: 7%|▋ | 4/56 [00:42<07:06, 8.20s/it] 146/299 2.65G 0.02826 0.0256 0.0002978 141 640: 9%|▉ | 5/56 [00:42<04:29, 5.28s/it] 146/299 2.65G 0.02806 0.02489 0.0003545 116 640: 9%|▉ | 5/56 [00:42<04:29, 5.28s/it] 146/299 2.65G 0.02806 0.02489 0.0003545 116 640: 11%|█ | 6/56 [00:42<02:56, 3.54s/it] 146/299 2.65G 0.02779 0.0241 0.0003222 152 640: 11%|█ | 6/56 [00:42<02:56, 3.54s/it] 146/299 2.65G 0.02779 0.0241 0.0003222 152 640: 12%|█▎ | 7/56 [00:42<01:58, 2.42s/it] 146/299 2.65G 0.02732 0.02387 0.000323 175 640: 12%|█▎ | 7/56 [00:42<01:58, 2.42s/it] 146/299 2.65G 0.02732 0.02387 0.000323 175 640: 14%|█▍ | 8/56 [00:42<01:20, 1.69s/it] 146/299 2.65G 0.02715 0.02432 0.0003424 175 640: 14%|█▍ | 8/56 [00:42<01:20, 1.69s/it] 146/299 2.65G 0.02715 0.02432 0.0003424 175 640: 16%|█▌ | 9/56 [00:42<00:56, 1.20s/it] 146/299 2.65G 0.02709 0.0239 0.0003509 142 640: 16%|█▌ | 9/56 [01:15<00:56, 1.20s/it] 146/299 2.65G 0.02709 0.0239 0.0003509 142 640: 18%|█▊ | 10/56 [01:15<08:22, 10.92s/it] 146/299 2.65G 0.02696 0.02335 0.0003318 112 640: 18%|█▊ | 10/56 [01:15<08:22, 10.92s/it] 146/299 2.65G 0.02696 0.02335 0.0003318 112 640: 20%|█▉ | 11/56 [01:15<05:42, 7.62s/it] 146/299 2.65G 0.02717 0.02335 0.0003412 144 640: 20%|█▉ | 11/56 [01:15<05:42, 7.62s/it] 146/299 2.65G 0.02717 0.02335 0.0003412 144 640: 21%|██▏ | 12/56 [01:15<03:54, 5.33s/it] 146/299 2.65G 0.02733 0.02328 0.0003377 159 640: 21%|██▏ | 12/56 [01:15<03:54, 5.33s/it] 146/299 2.65G 0.02733 0.02328 0.0003377 159 640: 23%|██▎ | 13/56 [01:15<02:41, 3.75s/it] 146/299 2.65G 0.0273 0.02333 0.0003234 142 640: 23%|██▎ | 13/56 [01:16<02:41, 3.75s/it] 146/299 2.65G 0.0273 0.02333 0.0003234 142 640: 25%|██▌ | 14/56 [01:16<01:51, 2.66s/it] 146/299 2.65G 0.02734 0.0234 0.0003225 154 640: 25%|██▌ | 14/56 [01:16<01:51, 2.66s/it] 146/299 2.65G 0.02734 0.0234 0.0003225 154 640: 27%|██▋ | 15/56 [01:16<01:17, 1.90s/it] 146/299 2.65G 0.02745 0.02348 0.0003434 181 640: 27%|██▋ | 15/56 [01:16<01:17, 1.90s/it] 146/299 2.65G 0.02745 0.02348 0.0003434 181 640: 29%|██▊ | 16/56 [01:16<00:54, 1.36s/it] 146/299 2.65G 0.02749 0.02338 0.0003506 157 640: 29%|██▊ | 16/56 [01:16<00:54, 1.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
all 98 501 0.614 0.478 0.505 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 147/299 2.65G 0.02676 0.02177 0.000137 156 640: 0%| | 0/56 [00:00<?, ?it/s] 147/299 2.65G 0.02676 0.02177 0.000137 156 640: 2%|▏ | 1/56 [00:00<00:06, 8.17it/s] 147/299 2.65G 0.02818 0.02104 0.0001382 123 640: 2%|▏ | 1/56 [00:32<00:06, 8.17it/s] 147/299 2.65G 0.02818 0.02104 0.0001382 123 640: 4%|▎ | 2/56 [00:32<17:21, 19.28s/it] 147/299 2.65G 0.0283 0.02351 0.000144 185 640: 4%|▎ | 2/56 [00:32<17:21, 19.28s/it] 147/299 2.65G 0.0283 0.02351 0.000144 185 640: 5%|▌ | 3/56 [00:32<09:18, 10.53s/it] 147/299 2.65G 0.02844 0.02324 0.0001411 151 640: 5%|▌ | 3/56 [00:33<09:18, 10.53s/it] 147/299 2.65G 0.02844 0.02324 0.0001411 151 640: 7%|▋ | 4/56 [00:33<05:33, 6.42s/it] 147/299 2.65G 0.02778 0.02246 0.0001454 117 640: 7%|▋ | 4/56 [00:33<05:33, 6.42s/it] 147/299 2.65G 0.02778 0.02246 0.0001454 117 640: 9%|▉ | 5/56 [00:33<03:31, 4.15s/it] 147/299 2.65G 0.02744 0.02217 0.0001942 121 640: 9%|▉ | 5/56 [00:33<03:31, 4.15s/it] 147/299 2.65G 0.02744 0.02217 0.0001942 121 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 147/299 2.65G 0.02728 0.02223 0.0002121 145 640: 11%|█ | 6/56 [00:33<02:19, 2.79s/it] 147/299 2.65G 0.02728 0.02223 0.0002121 145 640: 12%|█▎ | 7/56 [00:33<01:33, 1.91s/it] 147/299 2.65G 0.02735 0.0221 0.0002255 141 640: 12%|█▎ | 7/56 [00:33<01:33, 1.91s/it] 147/299 2.65G 0.02735 0.0221 0.0002255 141 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 147/299 2.65G 0.02728 0.02212 0.0002244 164 640: 14%|█▍ | 8/56 [00:33<01:04, 1.34s/it] 147/299 2.65G 0.02728 0.02212 0.0002244 164 640: 16%|█▌ | 9/56 [00:33<00:45, 1.04it/s] 147/299 2.65G 0.02718 0.02184 0.0002523 105 640: 16%|█▌ | 9/56 [01:06<00:45, 1.04it/s] 147/299 2.65G 0.02718 0.02184 0.0002523 105 640: 18%|█▊ | 10/56 [01:06<08:19, 10.86s/it] 147/299 2.65G 0.02717 0.02144 0.0002696 135 640: 18%|█▊ | 10/56 [01:06<08:19, 10.86s/it] 147/299 2.65G 0.02717 0.02144 0.0002696 135 640: 20%|█▉ | 11/56 [01:06<05:40, 7.57s/it] 147/299 2.65G 0.02713 0.02164 0.0002586 119 640: 20%|█▉ | 11/56 [01:06<05:40, 7.57s/it] 147/299 2.65G 0.02713 0.02164 0.0002586 119 640: 21%|██▏ | 12/56 [01:06<03:53, 5.31s/it] 147/299 2.65G 0.02709 0.02169 0.0002478 128 640: 21%|██▏ | 12/56 [01:07<03:53, 5.31s/it] 147/299 2.65G 0.02709 0.02169 0.0002478 128 640: 23%|██▎ | 13/56 [01:07<02:40, 3.73s/it] 147/299 2.65G 0.02711 0.02191 0.0002459 186 640: 23%|██▎ | 13/56 [01:07<02:40, 3.73s/it] 147/299 2.65G 0.02711 0.02191 0.0002459 186 640: 25%|██▌ | 14/56 [01:07<01:51, 2.65s/it] 147/299 2.65G 0.02719 0.02183 0.0002424 145 640: 25%|██▌ | 14/56 [01:07<01:51, 2.65s/it] 147/299 2.65G 0.02719 0.02183 0.0002424 145 640: 27%|██▋ | 15/56 [01:07<01:17, 1.89s/it] 147/299 2.65G 0.02726 0.02209 0.0002363 170 640: 27%|██▋ | 15/56 [01:07<01:17, 1.89s/it] 147/299 2.65G 0.02726 0.02209 0.0002363 170 640: 29%|██▊ | 16/56 [01:07<00:54, 1.35s/it] 147/299 2.65G 0.0271 0.02205 0.000232 142 640: 29%|██▊ | 16/56 [01:07<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.621 0.483 0.514 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 148/299 2.65G 0.0269 0.02582 0.0002824 168 640: 0%| | 0/56 [00:00<?, ?it/s] 148/299 2.65G 0.0269 0.02582 0.0002824 168 640: 2%|▏ | 1/56 [00:00<00:06, 7.97it/s] 148/299 2.65G 0.02791 0.02163 0.0003612 122 640: 2%|▏ | 1/56 [00:32<00:06, 7.97it/s] 148/299 2.65G 0.02791 0.02163 0.0003612 122 640: 4%|▎ | 2/56 [00:32<17:24, 19.34s/it] 148/299 2.65G 0.02852 0.02272 0.0003218 196 640: 4%|▎ | 2/56 [00:33<17:24, 19.34s/it] 148/299 2.65G 0.02852 0.02272 0.0003218 196 640: 5%|▌ | 3/56 [00:33<09:35, 10.86s/it] 148/299 2.65G 0.02735 0.02209 0.0007335 152 640: 5%|▌ | 3/56 [00:33<09:35, 10.86s/it] 148/299 2.65G 0.02735 0.02209 0.0007335 152 640: 7%|▋ | 4/56 [00:33<05:44, 6.63s/it] 148/299 2.65G 0.0275 0.02237 0.0006159 150 640: 7%|▋ | 4/56 [00:40<05:44, 6.63s/it] 148/299 2.65G 0.0275 0.02237 0.0006159 150 640: 9%|▉ | 5/56 [00:40<05:31, 6.50s/it] 148/299 2.65G 0.02723 0.02174 0.0005689 103 640: 9%|▉ | 5/56 [00:40<05:31, 6.50s/it] 148/299 2.65G 0.02723 0.02174 0.0005689 103 640: 11%|█ | 6/56 [00:40<03:37, 4.34s/it] 148/299 2.65G 0.02752 0.02192 0.0005088 145 640: 11%|█ | 6/56 [00:40<03:37, 4.34s/it] 148/299 2.65G 0.02752 0.02192 0.0005088 145 640: 12%|█▎ | 7/56 [00:40<02:25, 2.96s/it] 148/299 2.65G 0.02776 0.02301 0.0004728 208 640: 12%|█▎ | 7/56 [00:40<02:25, 2.96s/it] 148/299 2.65G 0.02776 0.02301 0.0004728 208 640: 14%|█▍ | 8/56 [00:40<01:38, 2.06s/it] 148/299 2.65G 0.02785 0.02335 0.0004512 183 640: 14%|█▍ | 8/56 [00:40<01:38, 2.06s/it] 148/299 2.65G 0.02785 0.02335 0.0004512 183 640: 16%|█▌ | 9/56 [00:40<01:08, 1.45s/it] 148/299 2.65G 0.02798 0.02391 0.0004538 191 640: 16%|█▌ | 9/56 [01:06<01:08, 1.45s/it] 148/299 2.65G 0.02798 0.02391 0.0004538 191 640: 18%|█▊ | 10/56 [01:06<06:54, 9.02s/it] 148/299 2.65G 0.02777 0.02408 0.0004314 132 640: 18%|█▊ | 10/56 [01:07<06:54, 9.02s/it] 148/299 2.65G 0.02777 0.02408 0.0004314 132 640: 20%|█▉ | 11/56 [01:07<04:51, 6.48s/it] 148/299 2.65G 0.02778 0.02454 0.0004299 196 640: 20%|█▉ | 11/56 [01:07<04:51, 6.48s/it] 148/299 2.65G 0.02778 0.02454 0.0004299 196 640: 21%|██▏ | 12/56 [01:07<03:19, 4.54s/it] 148/299 2.65G 0.02775 0.02452 0.0004144 148 640: 21%|██▏ | 12/56 [01:13<03:19, 4.54s/it] 148/299 2.65G 0.02775 0.02452 0.0004144 148 640: 23%|██▎ | 13/56 [01:13<03:37, 5.07s/it] 148/299 2.65G 0.02736 0.02391 0.0003955 98 640: 23%|██▎ | 13/56 [01:13<03:37, 5.07s/it] 148/299 2.65G 0.02736 0.02391 0.0003955 98 640: 25%|██▌ | 14/56 [01:13<02:30, 3.58s/it] 148/299 2.65G 0.02737 0.02364 0.0003913 124 640: 25%|██▌ | 14/56 [01:13<02:30, 3.58s/it] 148/299 2.65G 0.02737 0.02364 0.0003913 124 640: 27%|██▋ | 15/56 [01:13<01:44, 2.54s/it] 148/299 2.65G 0.02734 0.02364 0.0003813 144 640: 27%|██▋ | 15/56 [01:14<01:44, 2.54s/it] 148/299 2.65G 0.02734 0.02364 0.0003813 144 640: 29%|██▊ | 16/56 [01:14<01:12, 1.81s/it] 148/299 2.65G 0.02739 0.02335 0.0003693 102 640: 29%|██▊ | 16/56 [01:14<01:12, 1.81s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.45it/s]
all 98 501 0.617 0.482 0.488 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 149/299 2.65G 0.02733 0.0211 0.0002501 142 640: 0%| | 0/56 [00:00<?, ?it/s] 149/299 2.65G 0.02733 0.0211 0.0002501 142 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 149/299 2.65G 0.02607 0.02314 0.0002032 159 640: 2%|▏ | 1/56 [00:25<00:06, 7.96it/s] 149/299 2.65G 0.02607 0.02314 0.0002032 159 640: 4%|▎ | 2/56 [00:25<13:26, 14.93s/it] 149/299 2.65G 0.02633 0.02294 0.0002138 145 640: 4%|▎ | 2/56 [00:37<13:26, 14.93s/it] 149/299 2.65G 0.02633 0.02294 0.0002138 145 640: 5%|▌ | 3/56 [00:37<12:13, 13.85s/it] 149/299 2.65G 0.02643 0.02194 0.0002061 124 640: 5%|▌ | 3/56 [00:38<12:13, 13.85s/it] 149/299 2.65G 0.02643 0.02194 0.0002061 124 640: 7%|▋ | 4/56 [00:38<07:18, 8.43s/it] 149/299 2.65G 0.02635 0.02267 0.0001988 181 640: 7%|▋ | 4/56 [00:38<07:18, 8.43s/it] 149/299 2.65G 0.02635 0.02267 0.0001988 181 640: 9%|▉ | 5/56 [00:38<04:37, 5.43s/it] 149/299 2.65G 0.02614 0.02173 0.0003411 105 640: 9%|▉ | 5/56 [00:38<04:37, 5.43s/it] 149/299 2.65G 0.02614 0.02173 0.0003411 105 640: 11%|█ | 6/56 [00:38<03:01, 3.63s/it] 149/299 2.65G 0.0262 0.02229 0.0003367 167 640: 11%|█ | 6/56 [00:38<03:01, 3.63s/it] 149/299 2.65G 0.0262 0.02229 0.0003367 167 640: 12%|█▎ | 7/56 [00:38<02:01, 2.48s/it] 149/299 2.65G 0.02601 0.02247 0.0003152 150 640: 12%|█▎ | 7/56 [00:38<02:01, 2.48s/it] 149/299 2.65G 0.02601 0.02247 0.0003152 150 640: 14%|█▍ | 8/56 [00:38<01:22, 1.73s/it] 149/299 2.65G 0.02633 0.02218 0.0002969 108 640: 14%|█▍ | 8/56 [00:38<01:22, 1.73s/it] 149/299 2.65G 0.02633 0.02218 0.0002969 108 640: 16%|█▌ | 9/56 [00:38<00:57, 1.22s/it] 149/299 2.65G 0.02645 0.02204 0.000286 113 640: 16%|█▌ | 9/56 [00:58<00:57, 1.22s/it] 149/299 2.65G 0.02645 0.02204 0.000286 113 640: 18%|█▊ | 10/56 [00:58<05:23, 7.04s/it] 149/299 2.65G 0.02629 0.02186 0.000282 140 640: 18%|█▊ | 10/56 [01:11<05:23, 7.04s/it] 149/299 2.65G 0.02629 0.02186 0.000282 140 640: 20%|█▉ | 11/56 [01:11<06:38, 8.85s/it] 149/299 2.65G 0.02642 0.02242 0.0003014 183 640: 20%|█▉ | 11/56 [01:11<06:38, 8.85s/it] 149/299 2.65G 0.02642 0.02242 0.0003014 183 640: 21%|██▏ | 12/56 [01:11<04:32, 6.20s/it] 149/299 2.65G 0.02639 0.02268 0.0002928 173 640: 21%|██▏ | 12/56 [01:11<04:32, 6.20s/it] 149/299 2.65G 0.02639 0.02268 0.0002928 173 640: 23%|██▎ | 13/56 [01:11<03:07, 4.35s/it] 149/299 2.65G 0.02648 0.02275 0.0002825 119 640: 23%|██▎ | 13/56 [01:12<03:07, 4.35s/it] 149/299 2.65G 0.02648 0.02275 0.0002825 119 640: 25%|██▌ | 14/56 [01:12<02:09, 3.08s/it] 149/299 2.65G 0.02646 0.02292 0.000277 133 640: 25%|██▌ | 14/56 [01:12<02:09, 3.08s/it] 149/299 2.65G 0.02646 0.02292 0.000277 133 640: 27%|██▋ | 15/56 [01:12<01:29, 2.19s/it] 149/299 2.65G 0.02628 0.02272 0.0002765 93 640: 27%|██▋ | 15/56 [01:12<01:29, 2.19s/it] 149/299 2.65G 0.02628 0.02272 0.0002765 93 640: 29%|██▊ | 16/56 [01:12<01:02, 1.57s/it] 149/299 2.65G 0.02657 0.02271 0.0002683 156 640: 29%|██▊ | 16/56 [01:12<01:02, 1.57s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.38it/s]
all 98 501 0.63 0.499 0.515 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 150/299 2.65G 0.0244 0.01526 0.0005247 88 640: 0%| | 0/56 [00:00<?, ?it/s] 150/299 2.65G 0.0244 0.01526 0.0005247 88 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 150/299 2.65G 0.02599 0.01757 0.0003418 97 640: 2%|▏ | 1/56 [00:20<00:06, 7.96it/s] 150/299 2.65G 0.02599 0.01757 0.0003418 97 640: 4%|▎ | 2/56 [00:20<10:53, 12.10s/it] 150/299 2.65G 0.02654 0.01937 0.0003083 183 640: 4%|▎ | 2/56 [00:40<10:53, 12.10s/it] 150/299 2.65G 0.02654 0.01937 0.0003083 183 640: 5%|▌ | 3/56 [00:40<13:46, 15.60s/it] 150/299 2.65G 0.02713 0.02037 0.0002962 140 640: 5%|▌ | 3/56 [00:40<13:46, 15.60s/it] 150/299 2.65G 0.02713 0.02037 0.0002962 140 640: 7%|▋ | 4/56 [00:40<08:13, 9.49s/it] 150/299 2.65G 0.02641 0.0204 0.0002668 139 640: 7%|▋ | 4/56 [00:40<08:13, 9.49s/it] 150/299 2.65G 0.02641 0.0204 0.0002668 139 640: 9%|▉ | 5/56 [00:40<05:11, 6.11s/it] 150/299 2.65G 0.02657 0.02044 0.0002713 135 640: 9%|▉ | 5/56 [00:40<05:11, 6.11s/it] 150/299 2.65G 0.02657 0.02044 0.0002713 135 640: 11%|█ | 6/56 [00:40<03:23, 4.08s/it] 150/299 2.65G 0.0267 0.02105 0.0002546 137 640: 11%|█ | 6/56 [00:40<03:23, 4.08s/it] 150/299 2.65G 0.0267 0.02105 0.0002546 137 640: 12%|█▎ | 7/56 [00:40<02:16, 2.78s/it] 150/299 2.65G 0.02647 0.02104 0.0002746 102 640: 12%|█▎ | 7/56 [00:40<02:16, 2.78s/it] 150/299 2.65G 0.02647 0.02104 0.0002746 102 640: 14%|█▍ | 8/56 [00:40<01:32, 1.93s/it] 150/299 2.65G 0.02642 0.02076 0.0002724 110 640: 14%|█▍ | 8/56 [00:41<01:32, 1.93s/it] 150/299 2.65G 0.02642 0.02076 0.0002724 110 640: 16%|█▌ | 9/56 [00:41<01:04, 1.37s/it] 150/299 2.65G 0.02642 0.02092 0.0002767 160 640: 16%|█▌ | 9/56 [00:54<01:04, 1.37s/it] 150/299 2.65G 0.02642 0.02092 0.0002767 160 640: 18%|█▊ | 10/56 [00:54<03:54, 5.11s/it] 150/299 2.65G 0.02652 0.02119 0.0004816 169 640: 18%|█▊ | 10/56 [01:14<03:54, 5.11s/it] 150/299 2.65G 0.02652 0.02119 0.0004816 169 640: 20%|█▉ | 11/56 [01:14<07:08, 9.53s/it] 150/299 2.65G 0.02637 0.02101 0.0004532 112 640: 20%|█▉ | 11/56 [01:14<07:08, 9.53s/it] 150/299 2.65G 0.02637 0.02101 0.0004532 112 640: 21%|██▏ | 12/56 [01:14<04:53, 6.67s/it] 150/299 2.65G 0.02628 0.02102 0.0004383 154 640: 21%|██▏ | 12/56 [01:14<04:53, 6.67s/it] 150/299 2.65G 0.02628 0.02102 0.0004383 154 640: 23%|██▎ | 13/56 [01:14<03:21, 4.68s/it] 150/299 2.65G 0.02635 0.02129 0.000419 138 640: 23%|██▎ | 13/56 [01:14<03:21, 4.68s/it] 150/299 2.65G 0.02635 0.02129 0.000419 138 640: 25%|██▌ | 14/56 [01:14<02:19, 3.31s/it] 150/299 2.65G 0.02639 0.02105 0.0004016 97 640: 25%|██▌ | 14/56 [01:14<02:19, 3.31s/it] 150/299 2.65G 0.02639 0.02105 0.0004016 97 640: 27%|██▋ | 15/56 [01:14<01:36, 2.35s/it] 150/299 2.65G 0.02643 0.02118 0.0003873 187 640: 27%|██▋ | 15/56 [01:14<01:36, 2.35s/it] 150/299 2.65G 0.02643 0.02118 0.0003873 187 640: 29%|██▊ | 16/56 [01:14<01:07, 1.68s/it] 150/299 2.65G 0.02642 0.02131 0.0003742 142 640: 29%|██▊ | 16/56 [01:14<01:07, 1.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.43it/s]
all 98 501 0.645 0.479 0.497 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 151/299 2.65G 0.02801 0.02101 0.0003053 137 640: 0%| | 0/56 [00:00<?, ?it/s] 151/299 2.65G 0.02801 0.02101 0.0003053 137 640: 2%|▏ | 1/56 [00:00<00:06, 7.99it/s] 151/299 2.65G 0.02721 0.02039 0.0003009 126 640: 2%|▏ | 1/56 [00:12<00:06, 7.99it/s] 151/299 2.65G 0.02721 0.02039 0.0003009 126 640: 4%|▎ | 2/56 [00:12<06:51, 7.62s/it] 151/299 2.65G 0.02686 0.0207 0.0002483 132 640: 4%|▎ | 2/56 [00:44<06:51, 7.62s/it] 151/299 2.65G 0.02686 0.0207 0.0002483 132 640: 5%|▌ | 3/56 [00:44<16:25, 18.60s/it] 151/299 2.65G 0.02745 0.02078 0.0002387 115 640: 5%|▌ | 3/56 [00:44<16:25, 18.60s/it] 151/299 2.65G 0.02745 0.02078 0.0002387 115 640: 7%|▋ | 4/56 [00:44<09:47, 11.31s/it] 151/299 2.65G 0.02777 0.02249 0.0002407 133 640: 7%|▋ | 4/56 [00:44<09:47, 11.31s/it] 151/299 2.65G 0.02777 0.02249 0.0002407 133 640: 9%|▉ | 5/56 [00:44<06:10, 7.27s/it] 151/299 2.65G 0.02723 0.0224 0.0002341 157 640: 9%|▉ | 5/56 [00:45<06:10, 7.27s/it] 151/299 2.65G 0.02723 0.0224 0.0002341 157 640: 11%|█ | 6/56 [00:45<04:02, 4.85s/it] 151/299 2.65G 0.02707 0.02229 0.0002204 163 640: 11%|█ | 6/56 [00:45<04:02, 4.85s/it] 151/299 2.65G 0.02707 0.02229 0.0002204 163 640: 12%|█▎ | 7/56 [00:45<02:41, 3.30s/it] 151/299 2.65G 0.02754 0.02281 0.000213 147 640: 12%|█▎ | 7/56 [00:45<02:41, 3.30s/it] 151/299 2.65G 0.02754 0.02281 0.000213 147 640: 14%|█▍ | 8/56 [00:45<01:49, 2.28s/it] 151/299 2.65G 0.02732 0.0222 0.0002023 103 640: 14%|█▍ | 8/56 [00:45<01:49, 2.28s/it] 151/299 2.65G 0.02732 0.0222 0.0002023 103 640: 16%|█▌ | 9/56 [00:45<01:15, 1.61s/it] 151/299 2.65G 0.02721 0.02214 0.0001963 124 640: 16%|█▌ | 9/56 [00:47<01:15, 1.61s/it] 151/299 2.65G 0.02721 0.02214 0.0001963 124 640: 18%|█▊ | 10/56 [00:47<01:14, 1.61s/it] 151/299 2.65G 0.02738 0.02245 0.0002376 185 640: 18%|█▊ | 10/56 [01:18<01:14, 1.61s/it] 151/299 2.65G 0.02738 0.02245 0.0002376 185 640: 20%|█▉ | 11/56 [01:18<08:04, 10.77s/it] 151/299 2.65G 0.02725 0.02238 0.0002312 134 640: 20%|█▉ | 11/56 [01:18<08:04, 10.77s/it] 151/299 2.65G 0.02725 0.02238 0.0002312 134 640: 21%|██▏ | 12/56 [01:18<05:31, 7.53s/it] 151/299 2.65G 0.02718 0.02219 0.0002336 106 640: 21%|██▏ | 12/56 [01:18<05:31, 7.53s/it] 151/299 2.65G 0.02718 0.02219 0.0002336 106 640: 23%|██▎ | 13/56 [01:18<03:47, 5.28s/it] 151/299 2.65G 0.02708 0.0222 0.0002386 141 640: 23%|██▎ | 13/56 [01:18<03:47, 5.28s/it] 151/299 2.65G 0.02708 0.0222 0.0002386 141 640: 25%|██▌ | 14/56 [01:18<02:36, 3.73s/it] 151/299 2.65G 0.027 0.02221 0.0002311 131 640: 25%|██▌ | 14/56 [01:19<02:36, 3.73s/it] 151/299 2.65G 0.027 0.02221 0.0002311 131 640: 27%|██▋ | 15/56 [01:19<01:48, 2.64s/it] 151/299 2.65G 0.02707 0.02226 0.0002526 162 640: 27%|██▋ | 15/56 [01:19<01:48, 2.64s/it] 151/299 2.65G 0.02707 0.02226 0.0002526 162 640: 29%|██▊ | 16/56 [01:19<01:15, 1.88s/it] 151/299 2.65G 0.02707 0.02225 0.0002559 130 640: 29%|██▊ | 16/56 [01:19<01:15, 1.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.583 0.508 0.513 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 152/299 2.65G 0.02744 0.02528 0.0001821 194 640: 0%| | 0/56 [00:00<?, ?it/s] 152/299 2.65G 0.02744 0.02528 0.0001821 194 640: 2%|▏ | 1/56 [00:00<00:06, 7.90it/s] 152/299 2.65G 0.0269 0.02556 0.0002493 161 640: 2%|▏ | 1/56 [00:02<00:06, 7.90it/s] 152/299 2.65G 0.0269 0.02556 0.0002493 161 640: 4%|▎ | 2/56 [00:02<01:22, 1.53s/it] 152/299 2.65G 0.0265 0.0268 0.0002441 183 640: 4%|▎ | 2/56 [00:34<01:22, 1.53s/it] 152/299 2.65G 0.0265 0.0268 0.0002441 183 640: 5%|▌ | 3/56 [00:34<13:29, 15.27s/it] 152/299 2.65G 0.02665 0.02739 0.000318 175 640: 5%|▌ | 3/56 [00:34<13:29, 15.27s/it] 152/299 2.65G 0.02665 0.02739 0.000318 175 640: 7%|▋ | 4/56 [00:34<08:03, 9.29s/it] 152/299 2.65G 0.02676 0.02721 0.0004008 168 640: 7%|▋ | 4/56 [00:34<08:03, 9.29s/it] 152/299 2.65G 0.02676 0.02721 0.0004008 168 640: 9%|▉ | 5/56 [00:34<05:05, 5.98s/it] 152/299 2.65G 0.02717 0.02633 0.0003665 147 640: 9%|▉ | 5/56 [00:34<05:05, 5.98s/it] 152/299 2.65G 0.02717 0.02633 0.0003665 147 640: 11%|█ | 6/56 [00:34<03:19, 3.99s/it] 152/299 2.65G 0.02698 0.02539 0.0003335 130 640: 11%|█ | 6/56 [00:34<03:19, 3.99s/it] 152/299 2.65G 0.02698 0.02539 0.0003335 130 640: 12%|█▎ | 7/56 [00:34<02:13, 2.72s/it] 152/299 2.65G 0.02678 0.02527 0.0003398 152 640: 12%|█▎ | 7/56 [00:34<02:13, 2.72s/it] 152/299 2.65G 0.02678 0.02527 0.0003398 152 640: 14%|█▍ | 8/56 [00:34<01:30, 1.89s/it] 152/299 2.65G 0.0267 0.02468 0.0003265 120 640: 14%|█▍ | 8/56 [00:34<01:30, 1.89s/it] 152/299 2.65G 0.0267 0.02468 0.0003265 120 640: 16%|█▌ | 9/56 [00:34<01:02, 1.34s/it] 152/299 2.65G 0.02676 0.02487 0.0003087 161 640: 16%|█▌ | 9/56 [00:47<01:02, 1.34s/it] 152/299 2.65G 0.02676 0.02487 0.0003087 161 640: 18%|█▊ | 10/56 [00:47<03:34, 4.65s/it] 152/299 2.65G 0.02668 0.02443 0.0003037 130 640: 18%|█▊ | 10/56 [01:07<03:34, 4.65s/it] 152/299 2.65G 0.02668 0.02443 0.0003037 130 640: 20%|█▉ | 11/56 [01:07<07:12, 9.60s/it] 152/299 2.65G 0.0267 0.0241 0.0002905 147 640: 20%|█▉ | 11/56 [01:07<07:12, 9.60s/it] 152/299 2.65G 0.0267 0.0241 0.0002905 147 640: 21%|██▏ | 12/56 [01:08<04:55, 6.72s/it] 152/299 2.65G 0.0268 0.02366 0.0002801 102 640: 21%|██▏ | 12/56 [01:08<04:55, 6.72s/it] 152/299 2.65G 0.0268 0.02366 0.0002801 102 640: 23%|██▎ | 13/56 [01:08<03:22, 4.72s/it] 152/299 2.65G 0.02681 0.02338 0.0002925 106 640: 23%|██▎ | 13/56 [01:08<03:22, 4.72s/it] 152/299 2.65G 0.02681 0.02338 0.0002925 106 640: 25%|██▌ | 14/56 [01:08<02:20, 3.35s/it] 152/299 2.65G 0.02668 0.02329 0.0002838 118 640: 25%|██▌ | 14/56 [01:08<02:20, 3.35s/it] 152/299 2.65G 0.02668 0.02329 0.0002838 118 640: 27%|██▋ | 15/56 [01:08<01:37, 2.38s/it] 152/299 2.65G 0.02661 0.02336 0.0002757 132 640: 27%|██▋ | 15/56 [01:08<01:37, 2.38s/it] 152/299 2.65G 0.02661 0.02336 0.0002757 132 640: 29%|██▊ | 16/56 [01:08<01:07, 1.70s/it] 152/299 2.65G 0.02668 0.02287 0.0002763 78 640: 29%|██▊ | 16/56 [01:08<01:07, 1.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
all 98 501 0.597 0.515 0.518 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 153/299 2.65G 0.02412 0.02157 0.000196 139 640: 0%| | 0/56 [00:00<?, ?it/s] 153/299 2.65G 0.02412 0.02157 0.000196 139 640: 2%|▏ | 1/56 [00:00<00:06, 7.92it/s] 153/299 2.65G 0.02565 0.02107 0.0001869 114 640: 2%|▏ | 1/56 [00:12<00:06, 7.92it/s] 153/299 2.65G 0.02565 0.02107 0.0001869 114 640: 4%|▎ | 2/56 [00:12<06:28, 7.19s/it] 153/299 2.65G 0.02664 0.02091 0.0007237 131 640: 4%|▎ | 2/56 [00:43<06:28, 7.19s/it] 153/299 2.65G 0.02664 0.02091 0.0007237 131 640: 5%|▌ | 3/56 [00:43<16:13, 18.37s/it] 153/299 2.65G 0.02709 0.02087 0.0006265 135 640: 5%|▌ | 3/56 [00:44<16:13, 18.37s/it] 153/299 2.65G 0.02709 0.02087 0.0006265 135 640: 7%|▋ | 4/56 [00:44<09:40, 11.17s/it] 153/299 2.65G 0.02671 0.01997 0.0005269 111 640: 7%|▋ | 4/56 [00:44<09:40, 11.17s/it] 153/299 2.65G 0.02671 0.01997 0.0005269 111 640: 9%|▉ | 5/56 [00:44<06:06, 7.18s/it] 153/299 2.65G 0.02648 0.02034 0.0004657 146 640: 9%|▉ | 5/56 [00:44<06:06, 7.18s/it] 153/299 2.65G 0.02648 0.02034 0.0004657 146 640: 11%|█ | 6/56 [00:44<03:59, 4.79s/it] 153/299 2.65G 0.02666 0.0207 0.0004297 131 640: 11%|█ | 6/56 [00:44<03:59, 4.79s/it] 153/299 2.65G 0.02666 0.0207 0.0004297 131 640: 12%|█▎ | 7/56 [00:44<02:39, 3.26s/it] 153/299 2.65G 0.02661 0.021 0.0004034 135 640: 12%|█▎ | 7/56 [00:44<02:39, 3.26s/it] 153/299 2.65G 0.02661 0.021 0.0004034 135 640: 14%|█▍ | 8/56 [00:44<01:48, 2.26s/it] 153/299 2.65G 0.02666 0.02073 0.0003902 131 640: 14%|█▍ | 8/56 [00:44<01:48, 2.26s/it] 153/299 2.65G 0.02666 0.02073 0.0003902 131 640: 16%|█▌ | 9/56 [00:44<01:14, 1.59s/it] 153/299 2.65G 0.02664 0.02047 0.0003672 120 640: 16%|█▌ | 9/56 [00:46<01:14, 1.59s/it] 153/299 2.65G 0.02664 0.02047 0.0003672 120 640: 18%|█▊ | 10/56 [00:46<01:12, 1.57s/it] 153/299 2.65G 0.02664 0.02026 0.0003477 138 640: 18%|█▊ | 10/56 [01:17<01:12, 1.57s/it] 153/299 2.65G 0.02664 0.02026 0.0003477 138 640: 20%|█▉ | 11/56 [01:17<08:05, 10.79s/it] 153/299 2.65G 0.02659 0.02039 0.0003482 161 640: 20%|█▉ | 11/56 [01:18<08:05, 10.79s/it] 153/299 2.65G 0.02659 0.02039 0.0003482 161 640: 21%|██▏ | 12/56 [01:18<05:32, 7.55s/it] 153/299 2.65G 0.02651 0.02025 0.0003317 100 640: 21%|██▏ | 12/56 [01:18<05:32, 7.55s/it] 153/299 2.65G 0.02651 0.02025 0.0003317 100 640: 23%|██▎ | 13/56 [01:18<03:47, 5.29s/it] 153/299 2.65G 0.02651 0.02024 0.0003244 114 640: 23%|██▎ | 13/56 [01:18<03:47, 5.29s/it] 153/299 2.65G 0.02651 0.02024 0.0003244 114 640: 25%|██▌ | 14/56 [01:18<02:36, 3.74s/it] 153/299 2.65G 0.02659 0.02038 0.0003219 169 640: 25%|██▌ | 14/56 [01:18<02:36, 3.74s/it] 153/299 2.65G 0.02659 0.02038 0.0003219 169 640: 27%|██▋ | 15/56 [01:18<01:48, 2.64s/it] 153/299 2.65G 0.02675 0.02044 0.0003129 143 640: 27%|██▋ | 15/56 [01:18<01:48, 2.64s/it] 153/299 2.65G 0.02675 0.02044 0.0003129 143 640: 29%|██▊ | 16/56 [01:18<01:15, 1.88s/it] 153/299 2.65G 0.02682 0.0206 0.0003092 103 640: 29%|██▊ | 16/56 [01:18<01:15, 1.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.60it/s]
all 98 501 0.574 0.522 0.513 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 154/299 2.65G 0.02492 0.02086 0.0005344 150 640: 0%| | 0/56 [00:00<?, ?it/s] 154/299 2.65G 0.02492 0.02086 0.0005344 150 640: 2%|▏ | 1/56 [00:00<00:06, 7.95it/s] 154/299 2.65G 0.02673 0.02094 0.0003406 121 640: 2%|▏ | 1/56 [00:00<00:06, 7.95it/s] 154/299 2.65G 0.02673 0.02094 0.0003406 121 640: 4%|▎ | 2/56 [00:00<00:07, 7.25it/s] 154/299 2.65G 0.02607 0.02047 0.0002749 130 640: 4%|▎ | 2/56 [00:32<00:07, 7.25it/s] 154/299 2.65G 0.02607 0.02047 0.0002749 130 640: 5%|▌ | 3/56 [00:32<13:09, 14.90s/it] 154/299 2.65G 0.02563 0.02049 0.0002715 128 640: 5%|▌ | 3/56 [00:32<13:09, 14.90s/it] 154/299 2.65G 0.02563 0.02049 0.0002715 128 640: 7%|▋ | 4/56 [00:32<07:52, 9.09s/it] 154/299 2.65G 0.02575 0.02022 0.0002491 113 640: 7%|▋ | 4/56 [00:33<07:52, 9.09s/it] 154/299 2.65G 0.02575 0.02022 0.0002491 113 640: 9%|▉ | 5/56 [00:33<04:58, 5.85s/it] 154/299 2.65G 0.02552 0.02018 0.000237 128 640: 9%|▉ | 5/56 [00:33<04:58, 5.85s/it] 154/299 2.65G 0.02552 0.02018 0.000237 128 640: 11%|█ | 6/56 [00:33<03:15, 3.91s/it] 154/299 2.65G 0.02626 0.0215 0.000249 170 640: 11%|█ | 6/56 [00:33<03:15, 3.91s/it] 154/299 2.65G 0.02626 0.0215 0.000249 170 640: 12%|█▎ | 7/56 [00:33<02:11, 2.67s/it] 154/299 2.65G 0.0266 0.02205 0.0002543 162 640: 12%|█▎ | 7/56 [00:33<02:11, 2.67s/it] 154/299 2.65G 0.0266 0.02205 0.0002543 162 640: 14%|█▍ | 8/56 [00:33<01:29, 1.86s/it] 154/299 2.65G 0.02668 0.02175 0.0002581 113 640: 14%|█▍ | 8/56 [00:33<01:29, 1.86s/it] 154/299 2.65G 0.02668 0.02175 0.0002581 113 640: 16%|█▌ | 9/56 [00:33<01:01, 1.31s/it] 154/299 2.65G 0.02658 0.02139 0.0002473 115 640: 16%|█▌ | 9/56 [00:34<01:01, 1.31s/it] 154/299 2.65G 0.02658 0.02139 0.0002473 115 640: 18%|█▊ | 10/56 [00:34<01:01, 1.33s/it] 154/299 2.65G 0.02653 0.02131 0.0002456 111 640: 18%|█▊ | 10/56 [01:06<01:01, 1.33s/it] 154/299 2.65G 0.02653 0.02131 0.0002456 111 640: 20%|█▉ | 11/56 [01:06<07:53, 10.53s/it] 154/299 2.65G 0.02636 0.02146 0.0002547 141 640: 20%|█▉ | 11/56 [01:06<07:53, 10.53s/it] 154/299 2.65G 0.02636 0.02146 0.0002547 141 640: 21%|██▏ | 12/56 [01:06<05:24, 7.37s/it] 154/299 2.65G 0.02626 0.02134 0.0002723 143 640: 21%|██▏ | 12/56 [01:06<05:24, 7.37s/it] 154/299 2.65G 0.02626 0.02134 0.0002723 143 640: 23%|██▎ | 13/56 [01:06<03:42, 5.17s/it] 154/299 2.65G 0.02654 0.02175 0.000277 155 640: 23%|██▎ | 13/56 [01:06<03:42, 5.17s/it] 154/299 2.65G 0.02654 0.02175 0.000277 155 640: 25%|██▌ | 14/56 [01:06<02:33, 3.65s/it] 154/299 2.65G 0.02635 0.02169 0.0002681 139 640: 25%|██▌ | 14/56 [01:06<02:33, 3.65s/it] 154/299 2.65G 0.02635 0.02169 0.0002681 139 640: 27%|██▋ | 15/56 [01:06<01:46, 2.59s/it] 154/299 2.65G 0.02631 0.02184 0.0002821 168 640: 27%|██▋ | 15/56 [01:06<01:46, 2.59s/it] 154/299 2.65G 0.02631 0.02184 0.0002821 168 640: 29%|██▊ | 16/56 [01:06<01:13, 1.84s/it] 154/299 2.65G 0.02649 0.02204 0.0003099 182 640: 29%|██▊ | 16/56 [01:07<01:13, 1.84s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.588 0.493 0.505 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 155/299 2.65G 0.02857 0.0232 0.0004666 153 640: 0%| | 0/56 [00:00<?, ?it/s] 155/299 2.65G 0.02857 0.0232 0.0004666 153 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 155/299 2.65G 0.0264 0.02277 0.0003844 153 640: 2%|▏ | 1/56 [00:00<00:06, 7.91it/s] 155/299 2.65G 0.0264 0.02277 0.0003844 153 640: 4%|▎ | 2/56 [00:00<00:09, 5.52it/s] 155/299 2.65G 0.02645 0.02406 0.0003166 150 640: 4%|▎ | 2/56 [00:32<00:09, 5.52it/s] 155/299 2.65G 0.02645 0.02406 0.0003166 150 640: 5%|▌ | 3/56 [00:32<13:09, 14.90s/it] 155/299 2.65G 0.02659 0.02314 0.0003308 128 640: 5%|▌ | 3/56 [00:32<13:09, 14.90s/it] 155/299 2.65G 0.02659 0.02314 0.0003308 128 640: 7%|▋ | 4/56 [00:32<07:51, 9.07s/it] 155/299 2.65G 0.02634 0.02186 0.0003481 111 640: 7%|▋ | 4/56 [00:42<07:51, 9.07s/it] 155/299 2.65G 0.02634 0.02186 0.0003481 111 640: 9%|▉ | 5/56 [00:42<07:57, 9.36s/it] 155/299 2.65G 0.02622 0.02108 0.0003093 115 640: 9%|▉ | 5/56 [00:42<07:57, 9.36s/it] 155/299 2.65G 0.02622 0.02108 0.0003093 115 640: 11%|█ | 6/56 [00:42<05:11, 6.23s/it] 155/299 2.65G 0.02607 0.02098 0.0002856 151 640: 11%|█ | 6/56 [00:43<05:11, 6.23s/it] 155/299 2.65G 0.02607 0.02098 0.0002856 151 640: 12%|█▎ | 7/56 [00:43<03:27, 4.23s/it] 155/299 2.65G 0.02617 0.0211 0.0002661 149 640: 12%|█▎ | 7/56 [00:43<03:27, 4.23s/it] 155/299 2.65G 0.02617 0.0211 0.0002661 149 640: 14%|█▍ | 8/56 [00:43<02:20, 2.92s/it] 155/299 2.65G 0.02646 0.02154 0.0002609 193 640: 14%|█▍ | 8/56 [00:43<02:20, 2.92s/it] 155/299 2.65G 0.02646 0.02154 0.0002609 193 640: 16%|█▌ | 9/56 [00:43<01:35, 2.04s/it] 155/299 2.65G 0.02671 0.02176 0.0002495 153 640: 16%|█▌ | 9/56 [00:43<01:35, 2.04s/it] 155/299 2.65G 0.02671 0.02176 0.0002495 153 640: 18%|█▊ | 10/56 [00:43<01:06, 1.45s/it] 155/299 2.65G 0.02669 0.02224 0.000237 166 640: 18%|█▊ | 10/56 [01:05<01:06, 1.45s/it] 155/299 2.65G 0.02669 0.02224 0.000237 166 640: 20%|█▉ | 11/56 [01:05<05:55, 7.91s/it] 155/299 2.65G 0.02667 0.02243 0.0002294 134 640: 20%|█▉ | 11/56 [01:06<05:55, 7.91s/it] 155/299 2.65G 0.02667 0.02243 0.0002294 134 640: 21%|██▏ | 12/56 [01:06<04:03, 5.54s/it] 155/299 2.65G 0.02662 0.02263 0.0002217 159 640: 21%|██▏ | 12/56 [01:16<04:03, 5.54s/it] 155/299 2.65G 0.02662 0.02263 0.0002217 159 640: 23%|██▎ | 13/56 [01:16<04:57, 6.93s/it] 155/299 2.65G 0.02652 0.02257 0.0002156 134 640: 23%|██▎ | 13/56 [01:16<04:57, 6.93s/it] 155/299 2.65G 0.02652 0.02257 0.0002156 134 640: 25%|██▌ | 14/56 [01:16<03:25, 4.88s/it] 155/299 2.65G 0.02672 0.02245 0.0002267 126 640: 25%|██▌ | 14/56 [01:16<03:25, 4.88s/it] 155/299 2.65G 0.02672 0.02245 0.0002267 126 640: 27%|██▋ | 15/56 [01:16<02:21, 3.45s/it] 155/299 2.65G 0.02655 0.02212 0.0002433 94 640: 27%|██▋ | 15/56 [01:16<02:21, 3.45s/it] 155/299 2.65G 0.02655 0.02212 0.0002433 94 640: 29%|██▊ | 16/56 [01:16<01:37, 2.44s/it] 155/299 2.65G 0.02654 0.02197 0.0002544 117 640: 29%|██▊ | 16/56 [01:16<01:37, 2.44s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.62 0.521 0.524 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 156/299 2.65G 0.03087 0.02061 0.0004511 148 640: 0%| | 0/56 [00:00<?, ?it/s] 156/299 2.65G 0.03087 0.02061 0.0004511 148 640: 2%|▏ | 1/56 [00:00<00:06, 7.95it/s] 156/299 2.65G 0.02985 0.02322 0.0002801 163 640: 2%|▏ | 1/56 [00:00<00:06, 7.95it/s] 156/299 2.65G 0.02985 0.02322 0.0002801 163 640: 4%|▎ | 2/56 [00:00<00:07, 7.18it/s] 156/299 2.65G 0.03047 0.02244 0.0002419 117 640: 4%|▎ | 2/56 [00:31<00:07, 7.18it/s] 156/299 2.65G 0.03047 0.02244 0.0002419 117 640: 5%|▌ | 3/56 [00:31<12:34, 14.24s/it] 156/299 2.65G 0.02933 0.02201 0.0002236 129 640: 5%|▌ | 3/56 [00:31<12:34, 14.24s/it] 156/299 2.65G 0.02933 0.02201 0.0002236 129 640: 7%|▋ | 4/56 [00:31<07:30, 8.67s/it] 156/299 2.65G 0.02863 0.02209 0.0002166 126 640: 7%|▋ | 4/56 [00:32<07:30, 8.67s/it] 156/299 2.65G 0.02863 0.02209 0.0002166 126 640: 9%|▉ | 5/56 [00:32<05:09, 6.06s/it] 156/299 2.65G 0.02845 0.02181 0.0002148 136 640: 9%|▉ | 5/56 [00:33<05:09, 6.06s/it] 156/299 2.65G 0.02845 0.02181 0.0002148 136 640: 11%|█ | 6/56 [00:33<03:22, 4.05s/it] 156/299 2.65G 0.02823 0.02152 0.0002052 121 640: 11%|█ | 6/56 [00:33<03:22, 4.05s/it] 156/299 2.65G 0.02823 0.02152 0.0002052 121 640: 12%|█▎ | 7/56 [00:33<02:15, 2.77s/it] 156/299 2.65G 0.02761 0.02113 0.0001968 119 640: 12%|█▎ | 7/56 [00:33<02:15, 2.77s/it] 156/299 2.65G 0.02761 0.02113 0.0001968 119 640: 14%|█▍ | 8/56 [00:33<01:32, 1.92s/it] 156/299 2.65G 0.02764 0.02124 0.0001911 132 640: 14%|█▍ | 8/56 [00:33<01:32, 1.92s/it] 156/299 2.65G 0.02764 0.02124 0.0001911 132 640: 16%|█▌ | 9/56 [00:33<01:03, 1.36s/it] 156/299 2.65G 0.02748 0.02149 0.0002106 176 640: 16%|█▌ | 9/56 [00:33<01:03, 1.36s/it] 156/299 2.65G 0.02748 0.02149 0.0002106 176 640: 18%|█▊ | 10/56 [00:33<00:45, 1.02it/s] 156/299 2.65G 0.02735 0.02144 0.0002033 134 640: 18%|█▊ | 10/56 [01:05<00:45, 1.02it/s] 156/299 2.65G 0.02735 0.02144 0.0002033 134 640: 20%|█▉ | 11/56 [01:05<07:49, 10.43s/it] 156/299 2.65G 0.02735 0.02132 0.0002004 164 640: 20%|█▉ | 11/56 [01:05<07:49, 10.43s/it] 156/299 2.65G 0.02735 0.02132 0.0002004 164 640: 21%|██▏ | 12/56 [01:05<05:21, 7.30s/it] 156/299 2.65G 0.02744 0.02147 0.000202 143 640: 21%|██▏ | 12/56 [01:06<05:21, 7.30s/it] 156/299 2.65G 0.02744 0.02147 0.000202 143 640: 23%|██▎ | 13/56 [01:06<03:55, 5.48s/it] 156/299 2.65G 0.0272 0.02109 0.0001961 102 640: 23%|██▎ | 13/56 [01:06<03:55, 5.48s/it] 156/299 2.65G 0.0272 0.02109 0.0001961 102 640: 25%|██▌ | 14/56 [01:06<02:42, 3.87s/it] 156/299 2.65G 0.02762 0.0213 0.0002045 137 640: 25%|██▌ | 14/56 [01:07<02:42, 3.87s/it] 156/299 2.65G 0.02762 0.0213 0.0002045 137 640: 27%|██▋ | 15/56 [01:07<01:52, 2.74s/it] 156/299 2.65G 0.02747 0.02114 0.0002006 132 640: 27%|██▋ | 15/56 [01:07<01:52, 2.74s/it] 156/299 2.65G 0.02747 0.02114 0.0002006 132 640: 29%|██▊ | 16/56 [01:07<01:17, 1.95s/it] 156/299 2.65G 0.02744 0.02115 0.0002376 141 640: 29%|██▊ | 16/56 [01:07<01:17, 1.95s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 6.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.66it/s]
all 98 501 0.612 0.519 0.531 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 157/299 2.65G 0.02309 0.01808 0.0001224 125 640: 0%| | 0/56 [00:00<?, ?it/s] 157/299 2.65G 0.02309 0.01808 0.0001224 125 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 157/299 2.65G 0.02572 0.01997 0.0002443 151 640: 2%|▏ | 1/56 [00:00<00:06, 8.21it/s] 157/299 2.65G 0.02572 0.01997 0.0002443 151 640: 4%|▎ | 2/56 [00:00<00:07, 7.10it/s] 157/299 2.65G 0.02636 0.01885 0.0002179 111 640: 4%|▎ | 2/56 [00:44<00:07, 7.10it/s] 157/299 2.65G 0.02636 0.01885 0.0002179 111 640: 5%|▌ | 3/56 [00:44<17:50, 20.20s/it] 157/299 2.65G 0.02604 0.01895 0.0003217 114 640: 5%|▌ | 3/56 [00:44<17:50, 20.20s/it] 157/299 2.65G 0.02604 0.01895 0.0003217 114 640: 7%|▋ | 4/56 [00:44<10:38, 12.28s/it] 157/299 2.65G 0.02586 0.01955 0.0002828 123 640: 7%|▋ | 4/56 [00:44<10:38, 12.28s/it] 157/299 2.65G 0.02586 0.01955 0.0002828 123 640: 9%|▉ | 5/56 [00:44<06:42, 7.89s/it] 157/299 2.65G 0.02599 0.01934 0.0002703 123 640: 9%|▉ | 5/56 [00:44<06:42, 7.89s/it] 157/299 2.65G 0.02599 0.01934 0.0002703 123 640: 11%|█ | 6/56 [00:44<04:22, 5.25s/it] 157/299 2.65G 0.02582 0.01956 0.0002533 153 640: 11%|█ | 6/56 [00:44<04:22, 5.25s/it] 157/299 2.65G 0.02582 0.01956 0.0002533 153 640: 12%|█▎ | 7/56 [00:44<02:55, 3.57s/it] 157/299 2.65G 0.02581 0.01958 0.0002536 139 640: 12%|█▎ | 7/56 [00:44<02:55, 3.57s/it] 157/299 2.65G 0.02581 0.01958 0.0002536 139 640: 14%|█▍ | 8/56 [00:44<01:58, 2.47s/it] 157/299 2.65G 0.02545 0.01991 0.0002385 151 640: 14%|█▍ | 8/56 [00:45<01:58, 2.47s/it] 157/299 2.65G 0.02545 0.01991 0.0002385 151 640: 16%|█▌ | 9/56 [00:45<01:21, 1.73s/it] 157/299 2.65G 0.02569 0.01969 0.0002373 121 640: 16%|█▌ | 9/56 [00:45<01:21, 1.73s/it] 157/299 2.65G 0.02569 0.01969 0.0002373 121 640: 18%|█▊ | 10/56 [00:45<00:57, 1.24s/it] 157/299 2.65G 0.02595 0.02051 0.0002933 177 640: 18%|█▊ | 10/56 [01:18<00:57, 1.24s/it] 157/299 2.65G 0.02595 0.02051 0.0002933 177 640: 20%|█▉ | 11/56 [01:18<08:11, 10.93s/it] 157/299 2.65G 0.02573 0.02098 0.0002839 129 640: 20%|█▉ | 11/56 [01:18<08:11, 10.93s/it] 157/299 2.65G 0.02573 0.02098 0.0002839 129 640: 21%|██▏ | 12/56 [01:18<05:36, 7.64s/it] 157/299 2.65G 0.02576 0.02111 0.0002742 113 640: 21%|██▏ | 12/56 [01:18<05:36, 7.64s/it] 157/299 2.65G 0.02576 0.02111 0.0002742 113 640: 23%|██▎ | 13/56 [01:18<03:50, 5.36s/it] 157/299 2.65G 0.02568 0.02141 0.0003177 180 640: 23%|██▎ | 13/56 [01:18<03:50, 5.36s/it] 157/299 2.65G 0.02568 0.02141 0.0003177 180 640: 25%|██▌ | 14/56 [01:18<02:39, 3.79s/it] 157/299 2.65G 0.02585 0.02157 0.0003064 136 640: 25%|██▌ | 14/56 [01:18<02:39, 3.79s/it] 157/299 2.65G 0.02585 0.02157 0.0003064 136 640: 27%|██▋ | 15/56 [01:18<01:49, 2.68s/it] 157/299 2.65G 0.026 0.02198 0.0002975 185 640: 27%|██▋ | 15/56 [01:18<01:49, 2.68s/it] 157/299 2.65G 0.026 0.02198 0.0002975 185 640: 29%|██▊ | 16/56 [01:18<01:16, 1.91s/it] 157/299 2.65G 0.02606 0.02196 0.0002879 120 640: 29%|██▊ | 16/56 [01:18<01:16, 1.91s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.648 0.477 0.524 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 158/299 2.65G 0.02441 0.01952 0.0001426 121 640: 0%| | 0/56 [00:00<?, ?it/s] 158/299 2.65G 0.02441 0.01952 0.0001426 121 640: 2%|▏ | 1/56 [00:00<00:06, 8.01it/s] 158/299 2.65G 0.02451 0.02315 0.0001354 145 640: 2%|▏ | 1/56 [00:00<00:06, 8.01it/s] 158/299 2.65G 0.02451 0.02315 0.0001354 145 640: 4%|▎ | 2/56 [00:00<00:07, 7.10it/s] 158/299 2.65G 0.0258 0.02244 0.0001319 105 640: 4%|▎ | 2/56 [00:43<00:07, 7.10it/s] 158/299 2.65G 0.0258 0.02244 0.0001319 105 640: 5%|▌ | 3/56 [00:43<17:35, 19.92s/it] 158/299 2.65G 0.02542 0.02186 0.0001327 122 640: 5%|▌ | 3/56 [00:43<17:35, 19.92s/it] 158/299 2.65G 0.02542 0.02186 0.0001327 122 640: 7%|▋ | 4/56 [00:43<10:29, 12.10s/it] 158/299 2.65G 0.02543 0.02194 0.0001486 146 640: 7%|▋ | 4/56 [00:43<10:29, 12.10s/it] 158/299 2.65G 0.02543 0.02194 0.0001486 146 640: 9%|▉ | 5/56 [00:43<06:36, 7.78s/it] 158/299 2.65G 0.02503 0.02128 0.0001523 109 640: 9%|▉ | 5/56 [00:44<06:36, 7.78s/it] 158/299 2.65G 0.02503 0.02128 0.0001523 109 640: 11%|█ | 6/56 [00:44<04:18, 5.18s/it] 158/299 2.65G 0.02515 0.02174 0.0001511 150 640: 11%|█ | 6/56 [00:44<04:18, 5.18s/it] 158/299 2.65G 0.02515 0.02174 0.0001511 150 640: 12%|█▎ | 7/56 [00:44<02:52, 3.52s/it] 158/299 2.65G 0.02518 0.02126 0.0001824 140 640: 12%|█▎ | 7/56 [00:44<02:52, 3.52s/it] 158/299 2.65G 0.02518 0.02126 0.0001824 140 640: 14%|█▍ | 8/56 [00:44<01:57, 2.44s/it] 158/299 2.65G 0.02506 0.02117 0.0001844 130 640: 14%|█▍ | 8/56 [00:44<01:57, 2.44s/it] 158/299 2.65G 0.02506 0.02117 0.0001844 130 640: 16%|█▌ | 9/56 [00:44<01:20, 1.71s/it] 158/299 2.65G 0.02509 0.02144 0.000188 145 640: 16%|█▌ | 9/56 [00:44<01:20, 1.71s/it] 158/299 2.65G 0.02509 0.02144 0.000188 145 640: 18%|█▊ | 10/56 [00:44<00:56, 1.23s/it] 158/299 2.65G 0.02533 0.02148 0.0001834 141 640: 18%|█▊ | 10/56 [01:17<00:56, 1.23s/it] 158/299 2.65G 0.02533 0.02148 0.0001834 141 640: 20%|█▉ | 11/56 [01:17<08:09, 10.87s/it] 158/299 2.65G 0.02531 0.02173 0.000187 159 640: 20%|█▉ | 11/56 [01:17<08:09, 10.87s/it] 158/299 2.65G 0.02531 0.02173 0.000187 159 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 158/299 2.65G 0.02534 0.0217 0.0001816 134 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 158/299 2.65G 0.02534 0.0217 0.0001816 134 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 158/299 2.65G 0.02527 0.02163 0.0001772 159 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 158/299 2.65G 0.02527 0.02163 0.0001772 159 640: 25%|██▌ | 14/56 [01:17<02:38, 3.77s/it] 158/299 2.65G 0.02545 0.02193 0.0001914 164 640: 25%|██▌ | 14/56 [01:17<02:38, 3.77s/it] 158/299 2.65G 0.02545 0.02193 0.0001914 164 640: 27%|██▋ | 15/56 [01:17<01:49, 2.67s/it] 158/299 2.65G 0.02552 0.02214 0.0001879 190 640: 27%|██▋ | 15/56 [01:17<01:49, 2.67s/it] 158/299 2.65G 0.02552 0.02214 0.0001879 190 640: 29%|██▊ | 16/56 [01:17<01:15, 1.90s/it] 158/299 2.65G 0.02533 0.02187 0.0001836 124 640: 29%|██▊ | 16/56 [01:18<01:15, 1.90s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.46it/s]
all 98 501 0.545 0.502 0.496 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 159/299 2.65G 0.02482 0.02192 0.0001507 123 640: 0%| | 0/56 [00:00<?, ?it/s] 159/299 2.65G 0.02482 0.02192 0.0001507 123 640: 2%|▏ | 1/56 [00:00<00:06, 7.90it/s] 159/299 2.65G 0.0261 0.02166 0.0001514 115 640: 2%|▏ | 1/56 [00:00<00:06, 7.90it/s] 159/299 2.65G 0.0261 0.02166 0.0001514 115 640: 4%|▎ | 2/56 [00:00<00:07, 7.33it/s] 159/299 2.65G 0.02583 0.02244 0.0001607 172 640: 4%|▎ | 2/56 [00:32<00:07, 7.33it/s] 159/299 2.65G 0.02583 0.02244 0.0001607 172 640: 5%|▌ | 3/56 [00:32<13:14, 15.00s/it] 159/299 2.65G 0.02618 0.02366 0.0001795 169 640: 5%|▌ | 3/56 [00:33<13:14, 15.00s/it] 159/299 2.65G 0.02618 0.02366 0.0001795 169 640: 7%|▋ | 4/56 [00:33<07:54, 9.13s/it] 159/299 2.65G 0.02595 0.02329 0.0001706 136 640: 7%|▋ | 4/56 [00:33<07:54, 9.13s/it] 159/299 2.65G 0.02595 0.02329 0.0001706 136 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 159/299 2.65G 0.02613 0.02355 0.0001712 163 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 159/299 2.65G 0.02613 0.02355 0.0001712 163 640: 11%|█ | 6/56 [00:33<03:16, 3.93s/it] 159/299 2.65G 0.02634 0.02339 0.0001695 169 640: 11%|█ | 6/56 [00:33<03:16, 3.93s/it] 159/299 2.65G 0.02634 0.02339 0.0001695 169 640: 12%|█▎ | 7/56 [00:33<02:11, 2.69s/it] 159/299 2.65G 0.0264 0.02341 0.000163 158 640: 12%|█▎ | 7/56 [00:33<02:11, 2.69s/it] 159/299 2.65G 0.0264 0.02341 0.000163 158 640: 14%|█▍ | 8/56 [00:33<01:29, 1.87s/it] 159/299 2.65G 0.02652 0.02357 0.0001652 163 640: 14%|█▍ | 8/56 [00:33<01:29, 1.87s/it] 159/299 2.65G 0.02652 0.02357 0.0001652 163 640: 16%|█▌ | 9/56 [00:33<01:02, 1.32s/it] 159/299 2.65G 0.02664 0.02339 0.0001781 101 640: 16%|█▌ | 9/56 [00:33<01:02, 1.32s/it] 159/299 2.65G 0.02664 0.02339 0.0001781 101 640: 18%|█▊ | 10/56 [00:33<00:44, 1.04it/s] 159/299 2.65G 0.02647 0.02314 0.0001725 125 640: 18%|█▊ | 10/56 [01:06<00:44, 1.04it/s] 159/299 2.65G 0.02647 0.02314 0.0001725 125 640: 20%|█▉ | 11/56 [01:06<08:04, 10.76s/it] 159/299 2.65G 0.0264 0.02253 0.0001712 115 640: 20%|█▉ | 11/56 [01:06<08:04, 10.76s/it] 159/299 2.65G 0.0264 0.02253 0.0001712 115 640: 21%|██▏ | 12/56 [01:06<05:31, 7.53s/it] 159/299 2.65G 0.02635 0.02267 0.0001816 147 640: 21%|██▏ | 12/56 [01:07<05:31, 7.53s/it] 159/299 2.65G 0.02635 0.02267 0.0001816 147 640: 23%|██▎ | 13/56 [01:07<03:47, 5.28s/it] 159/299 2.65G 0.02623 0.02255 0.0001772 125 640: 23%|██▎ | 13/56 [01:07<03:47, 5.28s/it] 159/299 2.65G 0.02623 0.02255 0.0001772 125 640: 25%|██▌ | 14/56 [01:07<02:36, 3.73s/it] 159/299 2.65G 0.02621 0.02257 0.0001743 132 640: 25%|██▌ | 14/56 [01:07<02:36, 3.73s/it] 159/299 2.65G 0.02621 0.02257 0.0001743 132 640: 27%|██▋ | 15/56 [01:07<01:48, 2.64s/it] 159/299 2.65G 0.0265 0.02261 0.0001717 149 640: 27%|██▋ | 15/56 [01:07<01:48, 2.64s/it] 159/299 2.65G 0.0265 0.02261 0.0001717 149 640: 29%|██▊ | 16/56 [01:07<01:15, 1.88s/it] 159/299 2.65G 0.02654 0.02252 0.0001704 116 640: 29%|██▊ | 16/56 [01:07<01:15, 1.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.47it/s]
all 98 501 0.582 0.485 0.491 0.244
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 160/299 2.65G 0.02802 0.01978 0.0001284 122 640: 0%| | 0/56 [00:00<?, ?it/s] 160/299 2.65G 0.02802 0.01978 0.0001284 122 640: 2%|▏ | 1/56 [00:00<00:06, 7.99it/s] 160/299 2.65G 0.02757 0.02231 0.0001522 169 640: 2%|▏ | 1/56 [00:00<00:06, 7.99it/s] 160/299 2.65G 0.02757 0.02231 0.0001522 169 640: 4%|▎ | 2/56 [00:00<00:07, 7.23it/s] 160/299 2.65G 0.02755 0.02198 0.0001617 156 640: 4%|▎ | 2/56 [00:36<00:07, 7.23it/s] 160/299 2.65G 0.02755 0.02198 0.0001617 156 640: 5%|▌ | 3/56 [00:36<14:36, 16.54s/it] 160/299 2.65G 0.02712 0.02212 0.0002194 155 640: 5%|▌ | 3/56 [00:36<14:36, 16.54s/it] 160/299 2.65G 0.02712 0.02212 0.0002194 155 640: 7%|▋ | 4/56 [00:36<08:42, 10.05s/it] 160/299 2.65G 0.02703 0.02292 0.0002622 158 640: 7%|▋ | 4/56 [00:36<08:42, 10.05s/it] 160/299 2.65G 0.02703 0.02292 0.0002622 158 640: 9%|▉ | 5/56 [00:36<05:29, 6.47s/it] 160/299 2.65G 0.02749 0.0226 0.0002404 156 640: 9%|▉ | 5/56 [00:36<05:29, 6.47s/it] 160/299 2.65G 0.02749 0.0226 0.0002404 156 640: 11%|█ | 6/56 [00:36<03:35, 4.32s/it] 160/299 2.65G 0.02778 0.02311 0.000231 155 640: 11%|█ | 6/56 [00:36<03:35, 4.32s/it] 160/299 2.65G 0.02778 0.02311 0.000231 155 640: 12%|█▎ | 7/56 [00:36<02:24, 2.94s/it] 160/299 2.65G 0.02768 0.02267 0.0002503 144 640: 12%|█▎ | 7/56 [00:36<02:24, 2.94s/it] 160/299 2.65G 0.02768 0.02267 0.0002503 144 640: 14%|█▍ | 8/56 [00:36<01:38, 2.04s/it] 160/299 2.65G 0.02783 0.02237 0.0002356 97 640: 14%|█▍ | 8/56 [00:37<01:38, 2.04s/it] 160/299 2.65G 0.02783 0.02237 0.0002356 97 640: 16%|█▌ | 9/56 [00:37<01:07, 1.44s/it] 160/299 2.65G 0.02761 0.02205 0.0002321 116 640: 16%|█▌ | 9/56 [00:37<01:07, 1.44s/it] 160/299 2.65G 0.02761 0.02205 0.0002321 116 640: 18%|█▊ | 10/56 [00:37<00:47, 1.04s/it] 160/299 2.65G 0.02758 0.02165 0.0002349 131 640: 18%|█▊ | 10/56 [01:09<00:47, 1.04s/it] 160/299 2.65G 0.02758 0.02165 0.0002349 131 640: 20%|█▉ | 11/56 [01:09<08:01, 10.70s/it] 160/299 2.65G 0.02734 0.02167 0.0002314 112 640: 20%|█▉ | 11/56 [01:09<08:01, 10.70s/it] 160/299 2.65G 0.02734 0.02167 0.0002314 112 640: 21%|██▏ | 12/56 [01:09<05:29, 7.48s/it] 160/299 2.65G 0.0272 0.02167 0.0002251 152 640: 21%|██▏ | 12/56 [01:10<05:29, 7.48s/it] 160/299 2.65G 0.0272 0.02167 0.0002251 152 640: 23%|██▎ | 13/56 [01:10<03:45, 5.25s/it] 160/299 2.65G 0.02718 0.02171 0.0002288 162 640: 23%|██▎ | 13/56 [01:10<03:45, 5.25s/it] 160/299 2.65G 0.02718 0.02171 0.0002288 162 640: 25%|██▌ | 14/56 [01:10<02:35, 3.71s/it] 160/299 2.65G 0.02714 0.02198 0.0002244 145 640: 25%|██▌ | 14/56 [01:10<02:35, 3.71s/it] 160/299 2.65G 0.02714 0.02198 0.0002244 145 640: 27%|██▋ | 15/56 [01:10<01:47, 2.63s/it] 160/299 2.65G 0.02702 0.02175 0.0002246 113 640: 27%|██▋ | 15/56 [01:10<01:47, 2.63s/it] 160/299 2.65G 0.02702 0.02175 0.0002246 113 640: 29%|██▊ | 16/56 [01:10<01:14, 1.87s/it] 160/299 2.65G 0.027 0.0217 0.00022 128 640: 29%|██▊ | 16/56 [01:10<01:14, 1.87s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
all 98 501 0.611 0.475 0.502 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 161/299 2.65G 0.02454 0.01733 0.0002459 101 640: 0%| | 0/56 [00:00<?, ?it/s] 161/299 2.65G 0.02454 0.01733 0.0002459 101 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 161/299 2.65G 0.02486 0.01781 0.0002032 138 640: 2%|▏ | 1/56 [00:00<00:06, 7.96it/s] 161/299 2.65G 0.02486 0.01781 0.0002032 138 640: 4%|▎ | 2/56 [00:00<00:07, 7.32it/s] 161/299 2.65G 0.02477 0.01892 0.000247 155 640: 4%|▎ | 2/56 [00:32<00:07, 7.32it/s] 161/299 2.65G 0.02477 0.01892 0.000247 155 640: 5%|▌ | 3/56 [00:32<13:12, 14.95s/it] 161/299 2.65G 0.02514 0.01885 0.0002156 138 640: 5%|▌ | 3/56 [00:32<13:12, 14.95s/it] 161/299 2.65G 0.02514 0.01885 0.0002156 138 640: 7%|▋ | 4/56 [00:32<07:53, 9.10s/it] 161/299 2.65G 0.02523 0.01818 0.0002015 102 640: 7%|▋ | 4/56 [00:33<07:53, 9.10s/it] 161/299 2.65G 0.02523 0.01818 0.0002015 102 640: 9%|▉ | 5/56 [00:33<04:58, 5.86s/it] 161/299 2.65G 0.02519 0.01942 0.0001938 191 640: 9%|▉ | 5/56 [00:33<04:58, 5.86s/it] 161/299 2.65G 0.02519 0.01942 0.0001938 191 640: 11%|█ | 6/56 [00:33<03:15, 3.92s/it] 161/299 2.65G 0.02526 0.01938 0.0002301 145 640: 11%|█ | 6/56 [00:33<03:15, 3.92s/it] 161/299 2.65G 0.02526 0.01938 0.0002301 145 640: 12%|█▎ | 7/56 [00:33<02:11, 2.67s/it] 161/299 2.65G 0.02548 0.01994 0.0002231 159 640: 12%|█▎ | 7/56 [00:33<02:11, 2.67s/it] 161/299 2.65G 0.02548 0.01994 0.0002231 159 640: 14%|█▍ | 8/56 [00:33<01:29, 1.86s/it] 161/299 2.65G 0.02535 0.01988 0.0002134 110 640: 14%|█▍ | 8/56 [00:33<01:29, 1.86s/it] 161/299 2.65G 0.02535 0.01988 0.0002134 110 640: 16%|█▌ | 9/56 [00:33<01:01, 1.31s/it] 161/299 2.65G 0.02558 0.01964 0.000211 95 640: 16%|█▌ | 9/56 [00:34<01:01, 1.31s/it] 161/299 2.65G 0.02558 0.01964 0.000211 95 640: 18%|█▊ | 10/56 [00:34<00:47, 1.04s/it] 161/299 2.65G 0.02541 0.01968 0.0002073 142 640: 18%|█▊ | 10/56 [01:06<00:47, 1.04s/it] 161/299 2.65G 0.02541 0.01968 0.0002073 142 640: 20%|█▉ | 11/56 [01:06<08:00, 10.67s/it] 161/299 2.65G 0.02558 0.01993 0.0003344 161 640: 20%|█▉ | 11/56 [01:06<08:00, 10.67s/it] 161/299 2.65G 0.02558 0.01993 0.0003344 161 640: 21%|██▏ | 12/56 [01:06<05:28, 7.47s/it] 161/299 2.65G 0.02544 0.01997 0.0004402 140 640: 21%|██▏ | 12/56 [01:06<05:28, 7.47s/it] 161/299 2.65G 0.02544 0.01997 0.0004402 140 640: 23%|██▎ | 13/56 [01:06<03:45, 5.24s/it] 161/299 2.65G 0.02546 0.01972 0.0004328 99 640: 23%|██▎ | 13/56 [01:06<03:45, 5.24s/it] 161/299 2.65G 0.02546 0.01972 0.0004328 99 640: 25%|██▌ | 14/56 [01:06<02:35, 3.70s/it] 161/299 2.65G 0.02528 0.0196 0.000414 109 640: 25%|██▌ | 14/56 [01:07<02:35, 3.70s/it] 161/299 2.65G 0.02528 0.0196 0.000414 109 640: 27%|██▋ | 15/56 [01:07<01:47, 2.62s/it] 161/299 2.65G 0.02524 0.01994 0.0004109 150 640: 27%|██▋ | 15/56 [01:07<01:47, 2.62s/it] 161/299 2.65G 0.02524 0.01994 0.0004109 150 640: 29%|██▊ | 16/56 [01:07<01:14, 1.87s/it] 161/299 2.65G 0.02536 0.01997 0.0003968 131 640: 29%|██▊ | 16/56 [01:07<01:14, 1.87s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.56it/s]
all 98 501 0.631 0.499 0.507 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 162/299 2.65G 0.02472 0.02096 0.0001619 139 640: 0%| | 0/56 [00:00<?, ?it/s] 162/299 2.65G 0.02472 0.02096 0.0001619 139 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 162/299 2.65G 0.02539 0.02167 0.0001585 137 640: 2%|▏ | 1/56 [00:00<00:06, 7.98it/s] 162/299 2.65G 0.02539 0.02167 0.0001585 137 640: 4%|▎ | 2/56 [00:00<00:07, 7.17it/s] 162/299 2.65G 0.02503 0.021 0.000165 139 640: 4%|▎ | 2/56 [00:33<00:07, 7.17it/s] 162/299 2.65G 0.02503 0.021 0.000165 139 640: 5%|▌ | 3/56 [00:33<13:18, 15.06s/it] 162/299 2.65G 0.02513 0.02098 0.0002351 135 640: 5%|▌ | 3/56 [00:33<13:18, 15.06s/it] 162/299 2.65G 0.02513 0.02098 0.0002351 135 640: 7%|▋ | 4/56 [00:33<07:56, 9.16s/it] 162/299 2.65G 0.02484 0.02068 0.0002163 119 640: 7%|▋ | 4/56 [00:34<07:56, 9.16s/it] 162/299 2.65G 0.02484 0.02068 0.0002163 119 640: 9%|▉ | 5/56 [00:34<05:14, 6.16s/it] 162/299 2.65G 0.02473 0.0208 0.0002047 144 640: 9%|▉ | 5/56 [00:34<05:14, 6.16s/it] 162/299 2.65G 0.02473 0.0208 0.0002047 144 640: 11%|█ | 6/56 [00:34<03:25, 4.11s/it] 162/299 2.65G 0.02494 0.02047 0.0001946 106 640: 11%|█ | 6/56 [00:34<03:25, 4.11s/it] 162/299 2.65G 0.02494 0.02047 0.0001946 106 640: 12%|█▎ | 7/56 [00:34<02:17, 2.81s/it] 162/299 2.65G 0.0252 0.02075 0.0002046 135 640: 12%|█▎ | 7/56 [00:34<02:17, 2.81s/it] 162/299 2.65G 0.0252 0.02075 0.0002046 135 640: 14%|█▍ | 8/56 [00:34<01:33, 1.95s/it] 162/299 2.65G 0.02523 0.02063 0.000213 117 640: 14%|█▍ | 8/56 [00:34<01:33, 1.95s/it] 162/299 2.65G 0.02523 0.02063 0.000213 117 640: 16%|█▌ | 9/56 [00:34<01:04, 1.38s/it] 162/299 2.65G 0.02521 0.02048 0.0002046 120 640: 16%|█▌ | 9/56 [00:34<01:04, 1.38s/it] 162/299 2.65G 0.02521 0.02048 0.0002046 120 640: 18%|█▊ | 10/56 [00:34<00:45, 1.00it/s] 162/299 2.65G 0.02518 0.02044 0.0002056 132 640: 18%|█▊ | 10/56 [01:07<00:45, 1.00it/s] 162/299 2.65G 0.02518 0.02044 0.0002056 132 640: 20%|█▉ | 11/56 [01:07<07:56, 10.58s/it] 162/299 2.65G 0.02497 0.02057 0.0001994 159 640: 20%|█▉ | 11/56 [01:07<07:56, 10.58s/it] 162/299 2.65G 0.02497 0.02057 0.0001994 159 640: 21%|██▏ | 12/56 [01:07<05:25, 7.40s/it] 162/299 2.65G 0.02498 0.0209 0.0002032 154 640: 21%|██▏ | 12/56 [01:07<05:25, 7.40s/it] 162/299 2.65G 0.02498 0.0209 0.0002032 154 640: 23%|██▎ | 13/56 [01:07<03:48, 5.32s/it] 162/299 2.65G 0.02515 0.02091 0.0002071 181 640: 23%|██▎ | 13/56 [01:07<03:48, 5.32s/it] 162/299 2.65G 0.02515 0.02091 0.0002071 181 640: 25%|██▌ | 14/56 [01:07<02:37, 3.75s/it] 162/299 2.65G 0.02514 0.02112 0.0002414 162 640: 25%|██▌ | 14/56 [01:07<02:37, 3.75s/it] 162/299 2.65G 0.02514 0.02112 0.0002414 162 640: 27%|██▋ | 15/56 [01:07<01:48, 2.66s/it] 162/299 2.65G 0.02513 0.02109 0.0002357 134 640: 27%|██▋ | 15/56 [01:08<01:48, 2.66s/it] 162/299 2.65G 0.02513 0.02109 0.0002357 134 640: 29%|██▊ | 16/56 [01:08<01:15, 1.89s/it] 162/299 2.65G 0.02533 0.02106 0.0002334 123 640: 29%|██▊ | 16/56 [01:08<01:15, 1.89s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.60it/s]
all 98 501 0.587 0.498 0.502 0.257
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 62, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
163 epochs completed in 10.968 hours.
Optimizer stripped from runs/train/exp36/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp36/weights/best.pt, 14.4MB
Validating runs/train/exp36/weights/best.pt...
Fusing layers...
YOLOv5s summary: 213 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 3.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:01<00:01, 1.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:01<00:00, 1.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:01<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:01<00:00, 2.07it/s]
all 98 501 0.577 0.544 0.545 0.274
ForestSpot 98 177 0.502 0.621 0.554 0.29
PestTree 98 324 0.651 0.467 0.536 0.257
Results saved to runs/train/exp36
train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/VOCdevkit/labels/train.cache' images and labels... 890 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 890/890 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/VOCdevkit/labels/val.cache' images and labels... 98 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 98/98 [00:00<?, ?it/s]
Plotting labels to runs/train/exp37/labels.jpg...
AutoAnchor: 3.68 anchors/target, 0.993 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp37
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 0/299 3.23G 0.1209 0.03454 0.03049 122 640: 0%| | 0/56 [00:53<?, ?it/s] 0/299 3.23G 0.1209 0.03454 0.03049 122 640: 2%|▏ | 1/56 [00:55<50:47, 55.42s/it] 0/299 3.25G 0.1211 0.03515 0.03006 139 640: 2%|▏ | 1/56 [00:55<50:47, 55.42s/it] 0/299 3.25G 0.1211 0.03515 0.03006 139 640: 4%|▎ | 2/56 [00:55<20:44, 23.04s/it] 0/299 3.25G 0.1207 0.03573 0.0301 137 640: 4%|▎ | 2/56 [00:56<20:44, 23.04s/it] 0/299 3.25G 0.1207 0.03573 0.0301 137 640: 5%|▌ | 3/56 [00:56<11:11, 12.67s/it] 0/299 3.25G 0.1206 0.035 0.03011 145 640: 5%|▌ | 3/56 [00:56<11:11, 12.67s/it] 0/299 3.25G 0.1206 0.035 0.03011 145 640: 7%|▋ | 4/56 [00:56<06:44, 7.79s/it] 0/299 3.25G 0.1206 0.03506 0.0301 139 640: 7%|▋ | 4/56 [00:56<06:44, 7.79s/it] 0/299 3.25G 0.1206 0.03506 0.0301 139 640: 9%|▉ | 5/56 [00:56<04:18, 5.07s/it] 0/299 3.25G 0.1204 0.0353 0.03005 110 640: 9%|▉ | 5/56 [00:56<04:18, 5.07s/it] 0/299 3.25G 0.1204 0.0353 0.03005 110 640: 11%|█ | 6/56 [00:56<02:51, 3.43s/it] 0/299 3.25G 0.1202 0.03473 0.02996 101 640: 11%|█ | 6/56 [00:57<02:51, 3.43s/it] 0/299 3.25G 0.1202 0.03473 0.02996 101 640: 12%|█▎ | 7/56 [00:57<01:57, 2.39s/it] 0/299 3.25G 0.1205 0.03479 0.02985 153 640: 12%|█▎ | 7/56 [00:57<01:57, 2.39s/it] 0/299 3.25G 0.1205 0.03479 0.02985 153 640: 14%|█▍ | 8/56 [00:57<01:22, 1.71s/it] 0/299 3.25G 0.1206 0.03507 0.0298 160 640: 14%|█▍ | 8/56 [01:28<01:22, 1.71s/it] 0/299 3.25G 0.1206 0.03507 0.0298 160 640: 16%|█▌ | 9/56 [01:28<08:38, 11.03s/it] 0/299 3.25G 0.1204 0.03506 0.02977 108 640: 16%|█▌ | 9/56 [01:29<08:38, 11.03s/it] 0/299 3.25G 0.1204 0.03506 0.02977 108 640: 18%|█▊ | 10/56 [01:29<05:55, 7.73s/it] 0/299 3.25G 0.1201 0.03462 0.02968 83 640: 18%|█▊ | 10/56 [01:29<05:55, 7.73s/it] 0/299 3.25G 0.1201 0.03462 0.02968 83 640: 20%|█▉ | 11/56 [01:29<04:04, 5.44s/it] 0/299 3.25G 0.1199 0.03482 0.02955 130 640: 20%|█▉ | 11/56 [01:29<04:04, 5.44s/it] 0/299 3.25G 0.1199 0.03482 0.02955 130 640: 21%|██▏ | 12/56 [01:29<02:49, 3.85s/it] 0/299 3.25G 0.1199 0.03471 0.02945 116 640: 21%|██▏ | 12/56 [01:30<02:49, 3.85s/it] 0/299 3.25G 0.1199 0.03471 0.02945 116 640: 23%|██▎ | 13/56 [01:30<02:00, 2.80s/it] 0/299 3.25G 0.1199 0.03447 0.02941 105 640: 23%|██▎ | 13/56 [01:30<02:00, 2.80s/it] 0/299 3.25G 0.1199 0.03447 0.02941 105 640: 25%|██▌ | 14/56 [01:30<01:25, 2.03s/it] 0/299 3.25G 0.1198 0.03428 0.0293 117 640: 25%|██▌ | 14/56 [01:30<01:25, 2.03s/it] 0/299 3.25G 0.1198 0.03428 0.0293 117 640: 27%|██▋ | 15/56 [01:30<01:01, 1.50s/it] 0/299 3.25G 0.1194 0.03425 0.02922 92 640: 27%|██▋ | 15/56 [01:30<01:01, 1.50s/it] 0/299 3.25G 0.1194 0.03425 0.02922 92 640: 29%|██▊ | 16/56 [01:30<00:44, 1.12s/it] 0/299 3.25G 0.1192 0.03444 0.0291 142 640: 29%|██▊ | 16/56 [02:02<00:44, 1.12s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.0296 0.0706 0.0197 0.00638
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 1/299 4.07G 0.1014 0.04078 0.01881 149 640: 0%| | 0/56 [00:35<?, ?it/s] 1/299 4.07G 0.1014 0.04078 0.01881 149 640: 2%|▏ | 1/56 [00:35<32:32, 35.49s/it] 1/299 4.07G 0.09659 0.04553 0.01805 138 640: 2%|▏ | 1/56 [00:35<32:32, 35.49s/it] 1/299 4.07G 0.09659 0.04553 0.01805 138 640: 4%|▎ | 2/56 [00:35<13:17, 14.77s/it] 1/299 4.07G 0.09553 0.04374 0.01723 96 640: 4%|▎ | 2/56 [00:37<13:17, 14.77s/it] 1/299 4.07G 0.09553 0.04374 0.01723 96 640: 5%|▌ | 3/56 [00:37<07:44, 8.76s/it] 1/299 4.07G 0.09483 0.04392 0.01697 129 640: 5%|▌ | 3/56 [00:37<07:44, 8.76s/it] 1/299 4.07G 0.09483 0.04392 0.01697 129 640: 7%|▋ | 4/56 [00:37<04:40, 5.40s/it] 1/299 4.07G 0.09499 0.0452 0.01688 164 640: 7%|▋ | 4/56 [00:43<04:40, 5.40s/it] 1/299 4.07G 0.09499 0.0452 0.01688 164 640: 9%|▉ | 5/56 [00:43<04:48, 5.67s/it] 1/299 4.07G 0.09534 0.04282 0.01707 105 640: 9%|▉ | 5/56 [00:44<04:48, 5.67s/it] 1/299 4.07G 0.09534 0.04282 0.01707 105 640: 11%|█ | 6/56 [00:44<03:11, 3.83s/it] 1/299 4.07G 0.09546 0.04294 0.01685 147 640: 11%|█ | 6/56 [00:44<03:11, 3.83s/it] 1/299 4.07G 0.09546 0.04294 0.01685 147 640: 12%|█▎ | 7/56 [00:44<02:09, 2.65s/it] 1/299 4.07G 0.09576 0.04274 0.01664 161 640: 12%|█▎ | 7/56 [00:44<02:09, 2.65s/it] 1/299 4.07G 0.09576 0.04274 0.01664 161 640: 14%|█▍ | 8/56 [00:44<01:30, 1.89s/it] 1/299 4.07G 0.09568 0.04356 0.01641 179 640: 14%|█▍ | 8/56 [01:08<01:30, 1.89s/it] 1/299 4.07G 0.09568 0.04356 0.01641 179 640: 16%|█▌ | 9/56 [01:08<07:00, 8.94s/it] 1/299 4.07G 0.09618 0.04332 0.01632 130 640: 16%|█▌ | 9/56 [01:09<07:00, 8.94s/it] 1/299 4.07G 0.09618 0.04332 0.01632 130 640: 18%|█▊ | 10/56 [01:09<04:47, 6.26s/it] 1/299 4.07G 0.09581 0.04333 0.01615 157 640: 18%|█▊ | 10/56 [01:11<04:47, 6.26s/it] 1/299 4.07G 0.09581 0.04333 0.01615 157 640: 20%|█▉ | 11/56 [01:11<03:43, 4.97s/it] 1/299 4.07G 0.09575 0.04358 0.01601 158 640: 20%|█▉ | 11/56 [01:11<03:43, 4.97s/it] 1/299 4.07G 0.09575 0.04358 0.01601 158 640: 21%|██▏ | 12/56 [01:11<02:35, 3.53s/it] 1/299 4.07G 0.0955 0.04453 0.01602 202 640: 21%|██▏ | 12/56 [01:17<02:35, 3.53s/it] 1/299 4.07G 0.0955 0.04453 0.01602 202 640: 23%|██▎ | 13/56 [01:17<03:08, 4.37s/it] 1/299 4.07G 0.09518 0.04472 0.0159 163 640: 23%|██▎ | 13/56 [01:18<03:08, 4.37s/it] 1/299 4.07G 0.09518 0.04472 0.0159 163 640: 25%|██▌ | 14/56 [01:18<02:11, 3.13s/it] 1/299 4.07G 0.09464 0.04485 0.01576 131 640: 25%|██▌ | 14/56 [01:18<02:11, 3.13s/it] 1/299 4.07G 0.09464 0.04485 0.01576 131 640: 27%|██▋ | 15/56 [01:18<01:32, 2.25s/it] 1/299 4.07G 0.09423 0.04497 0.01567 134 640: 27%|██▋ | 15/56 [01:18<01:32, 2.25s/it] 1/299 4.07G 0.09423 0.04497 0.01567 134 640: 29%|██▊ | 16/56 [01:18<01:05, 1.65s/it] 1/299 4.07G 0.09409 0.04487 0.01552 147 640: 29%|██▊ | 16/56 [01:42<01:05, 1.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.0648 0.0683 0.0317 0.0113
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 2/299 4.07G 0.08527 0.03576 0.009503 126 640: 0%| | 0/56 [00:21<?, ?it/s] 2/299 4.07G 0.08527 0.03576 0.009503 126 640: 2%|▏ | 1/56 [00:21<19:15, 21.01s/it] 2/299 4.07G 0.08688 0.03735 0.01017 156 640: 2%|▏ | 1/56 [00:21<19:15, 21.01s/it] 2/299 4.07G 0.08688 0.03735 0.01017 156 640: 4%|▎ | 2/56 [00:21<07:55, 8.81s/it] 2/299 4.07G 0.08218 0.04011 0.01022 147 640: 4%|▎ | 2/56 [00:32<07:55, 8.81s/it] 2/299 4.07G 0.08218 0.04011 0.01022 147 640: 5%|▌ | 3/56 [00:32<08:40, 9.82s/it] 2/299 4.07G 0.08044 0.03891 0.01053 131 640: 5%|▌ | 3/56 [00:32<08:40, 9.82s/it] 2/299 4.07G 0.08044 0.03891 0.01053 131 640: 7%|▋ | 4/56 [00:32<05:13, 6.03s/it] 2/299 4.07G 0.07894 0.04025 0.01048 120 640: 7%|▋ | 4/56 [00:32<05:13, 6.03s/it] 2/299 4.07G 0.07894 0.04025 0.01048 120 640: 9%|▉ | 5/56 [00:32<03:21, 3.94s/it] 2/299 4.07G 0.07868 0.03961 0.01093 143 640: 9%|▉ | 5/56 [00:34<03:21, 3.94s/it] 2/299 4.07G 0.07868 0.03961 0.01093 143 640: 11%|█ | 6/56 [00:34<02:38, 3.16s/it] 2/299 4.07G 0.07847 0.03901 0.01081 120 640: 11%|█ | 6/56 [00:34<02:38, 3.16s/it] 2/299 4.07G 0.07847 0.03901 0.01081 120 640: 12%|█▎ | 7/56 [00:34<01:47, 2.20s/it] 2/299 4.07G 0.07806 0.03889 0.01062 115 640: 12%|█▎ | 7/56 [00:34<01:47, 2.20s/it] 2/299 4.07G 0.07806 0.03889 0.01062 115 640: 14%|█▍ | 8/56 [00:34<01:15, 1.58s/it] 2/299 4.07G 0.07846 0.0387 0.01062 147 640: 14%|█▍ | 8/56 [00:57<01:15, 1.58s/it] 2/299 4.07G 0.07846 0.0387 0.01062 147 640: 16%|█▌ | 9/56 [00:57<06:28, 8.27s/it] 2/299 4.07G 0.07888 0.03817 0.01061 105 640: 16%|█▌ | 9/56 [00:58<06:28, 8.27s/it] 2/299 4.07G 0.07888 0.03817 0.01061 105 640: 18%|█▊ | 10/56 [00:58<04:25, 5.78s/it] 2/299 4.07G 0.07903 0.03828 0.01046 127 640: 18%|█▊ | 10/56 [01:06<04:25, 5.78s/it] 2/299 4.07G 0.07903 0.03828 0.01046 127 640: 20%|█▉ | 11/56 [01:06<04:59, 6.65s/it] 2/299 4.07G 0.07895 0.03794 0.01018 108 640: 20%|█▉ | 11/56 [01:06<04:59, 6.65s/it] 2/299 4.07G 0.07895 0.03794 0.01018 108 640: 21%|██▏ | 12/56 [01:06<03:26, 4.69s/it] 2/299 4.07G 0.07883 0.03776 0.01011 109 640: 21%|██▏ | 12/56 [01:07<03:26, 4.69s/it] 2/299 4.07G 0.07883 0.03776 0.01011 109 640: 23%|██▎ | 13/56 [01:07<02:23, 3.34s/it] 2/299 4.07G 0.07914 0.03781 0.01004 133 640: 23%|██▎ | 13/56 [01:08<02:23, 3.34s/it] 2/299 4.07G 0.07914 0.03781 0.01004 133 640: 25%|██▌ | 14/56 [01:08<01:53, 2.71s/it] 2/299 4.07G 0.07973 0.03776 0.00995 147 640: 25%|██▌ | 14/56 [01:08<01:53, 2.71s/it] 2/299 4.07G 0.07973 0.03776 0.00995 147 640: 27%|██▋ | 15/56 [01:08<01:20, 1.96s/it] 2/299 4.07G 0.07995 0.03819 0.009885 141 640: 27%|██▋ | 15/56 [01:08<01:20, 1.96s/it] 2/299 4.07G 0.07995 0.03819 0.009885 141 640: 29%|██▊ | 16/56 [01:08<00:57, 1.44s/it] 2/299 4.07G 0.08017 0.03804 0.009842 132 640: 29%|██▊ | 16/56 [01:31<00:57, 1.44s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.238 0.273 0.152 0.0446
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 3/299 4.07G 0.06829 0.0403 0.006271 128 640: 0%| | 0/56 [00:19<?, ?it/s] 3/299 4.07G 0.06829 0.0403 0.006271 128 640: 2%|▏ | 1/56 [00:19<17:53, 19.51s/it] 3/299 4.07G 0.07145 0.04621 0.006422 158 640: 2%|▏ | 1/56 [00:27<17:53, 19.51s/it] 3/299 4.07G 0.07145 0.04621 0.006422 158 640: 4%|▎ | 2/56 [00:27<11:26, 12.71s/it] 3/299 4.07G 0.06852 0.0422 0.006346 118 640: 4%|▎ | 2/56 [00:35<11:26, 12.71s/it] 3/299 4.07G 0.06852 0.0422 0.006346 118 640: 5%|▌ | 3/56 [00:35<09:16, 10.50s/it] 3/299 4.07G 0.06912 0.04254 0.006246 147 640: 5%|▌ | 3/56 [00:35<09:16, 10.50s/it] 3/299 4.07G 0.06912 0.04254 0.006246 147 640: 7%|▋ | 4/56 [00:35<05:34, 6.44s/it] 3/299 4.07G 0.06748 0.04165 0.005995 130 640: 7%|▋ | 4/56 [00:35<05:34, 6.44s/it] 3/299 4.07G 0.06748 0.04165 0.005995 130 640: 9%|▉ | 5/56 [00:35<03:33, 4.19s/it] 3/299 4.07G 0.0664 0.0409 0.005935 116 640: 9%|▉ | 5/56 [00:35<03:33, 4.19s/it] 3/299 4.07G 0.0664 0.0409 0.005935 116 640: 11%|█ | 6/56 [00:35<02:22, 2.85s/it] 3/299 4.07G 0.06797 0.03996 0.006067 120 640: 11%|█ | 6/56 [00:36<02:22, 2.85s/it] 3/299 4.07G 0.06797 0.03996 0.006067 120 640: 12%|█▎ | 7/56 [00:36<01:37, 1.99s/it] 3/299 4.07G 0.06882 0.04004 0.006018 157 640: 12%|█▎ | 7/56 [00:36<01:37, 1.99s/it] 3/299 4.07G 0.06882 0.04004 0.006018 157 640: 14%|█▍ | 8/56 [00:36<01:08, 1.42s/it] 3/299 4.07G 0.06972 0.03938 0.006108 113 640: 14%|█▍ | 8/56 [00:53<01:08, 1.42s/it] 3/299 4.07G 0.06972 0.03938 0.006108 113 640: 16%|█▌ | 9/56 [00:53<04:59, 6.37s/it] 3/299 4.07G 0.07006 0.03987 0.006143 163 640: 16%|█▌ | 9/56 [01:02<04:59, 6.37s/it] 3/299 4.07G 0.07006 0.03987 0.006143 163 640: 18%|█▊ | 10/56 [01:02<05:26, 7.09s/it] 3/299 4.07G 0.07063 0.0399 0.00618 159 640: 18%|█▊ | 10/56 [01:09<05:26, 7.09s/it] 3/299 4.07G 0.07063 0.0399 0.00618 159 640: 20%|█▉ | 11/56 [01:09<05:13, 6.97s/it] 3/299 4.07G 0.07084 0.03987 0.006148 153 640: 20%|█▉ | 11/56 [01:09<05:13, 6.97s/it] 3/299 4.07G 0.07084 0.03987 0.006148 153 640: 21%|██▏ | 12/56 [01:09<03:36, 4.92s/it] 3/299 4.07G 0.07132 0.03971 0.006159 140 640: 21%|██▏ | 12/56 [01:09<03:36, 4.92s/it] 3/299 4.07G 0.07132 0.03971 0.006159 140 640: 23%|██▎ | 13/56 [01:09<02:30, 3.49s/it] 3/299 4.07G 0.07179 0.04042 0.006071 158 640: 23%|██▎ | 13/56 [01:09<02:30, 3.49s/it] 3/299 4.07G 0.07179 0.04042 0.006071 158 640: 25%|██▌ | 14/56 [01:09<01:45, 2.51s/it] 3/299 4.07G 0.07159 0.04072 0.006094 144 640: 25%|██▌ | 14/56 [01:09<01:45, 2.51s/it] 3/299 4.07G 0.07159 0.04072 0.006094 144 640: 27%|██▋ | 15/56 [01:09<01:14, 1.82s/it] 3/299 4.07G 0.07133 0.04083 0.006121 121 640: 27%|██▋ | 15/56 [01:10<01:14, 1.82s/it] 3/299 4.07G 0.07133 0.04083 0.006121 121 640: 29%|██▊ | 16/56 [01:10<00:53, 1.35s/it] 3/299 4.07G 0.0712 0.04043 0.006089 137 640: 29%|██▊ | 16/56 [01:27<00:53, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s]
all 98 501 0.21 0.367 0.184 0.0672
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 4/299 4.07G 0.06066 0.03954 0.004667 145 640: 0%| | 0/56 [00:22<?, ?it/s] 4/299 4.07G 0.06066 0.03954 0.004667 145 640: 2%|▏ | 1/56 [00:22<20:32, 22.41s/it] 4/299 4.07G 0.05882 0.03619 0.006615 121 640: 2%|▏ | 1/56 [00:23<20:32, 22.41s/it] 4/299 4.07G 0.05882 0.03619 0.006615 121 640: 4%|▎ | 2/56 [00:23<09:00, 10.00s/it] 4/299 4.07G 0.058 0.03762 0.006774 122 640: 4%|▎ | 2/56 [00:30<09:00, 10.00s/it] 4/299 4.07G 0.058 0.03762 0.006774 122 640: 5%|▌ | 3/56 [00:30<07:36, 8.62s/it] 4/299 4.07G 0.0587 0.03817 0.006307 131 640: 5%|▌ | 3/56 [00:30<07:36, 8.62s/it] 4/299 4.07G 0.0587 0.03817 0.006307 131 640: 7%|▋ | 4/56 [00:30<04:35, 5.30s/it] 4/299 4.07G 0.05947 0.03953 0.005995 152 640: 7%|▋ | 4/56 [00:31<04:35, 5.30s/it] 4/299 4.07G 0.05947 0.03953 0.005995 152 640: 9%|▉ | 5/56 [00:31<02:56, 3.47s/it] 4/299 4.07G 0.05976 0.03879 0.006378 129 640: 9%|▉ | 5/56 [00:37<02:56, 3.47s/it] 4/299 4.07G 0.05976 0.03879 0.006378 129 640: 11%|█ | 6/56 [00:37<03:42, 4.45s/it] 4/299 4.07G 0.05962 0.03807 0.006091 102 640: 11%|█ | 6/56 [00:37<03:42, 4.45s/it] 4/299 4.07G 0.05962 0.03807 0.006091 102 640: 12%|█▎ | 7/56 [00:37<02:30, 3.07s/it] 4/299 4.07G 0.06039 0.03782 0.005753 112 640: 12%|█▎ | 7/56 [00:37<02:30, 3.07s/it] 4/299 4.07G 0.06039 0.03782 0.005753 112 640: 14%|█▍ | 8/56 [00:37<01:43, 2.16s/it] 4/299 4.07G 0.06081 0.0377 0.005482 106 640: 14%|█▍ | 8/56 [00:57<01:43, 2.16s/it] 4/299 4.07G 0.06081 0.0377 0.005482 106 640: 16%|█▌ | 9/56 [00:57<05:55, 7.55s/it] 4/299 4.07G 0.06117 0.03842 0.005565 188 640: 16%|█▌ | 9/56 [00:58<05:55, 7.55s/it] 4/299 4.07G 0.06117 0.03842 0.005565 188 640: 18%|█▊ | 10/56 [00:58<04:10, 5.45s/it] 4/299 4.07G 0.06189 0.03882 0.005611 139 640: 18%|█▊ | 10/56 [01:04<04:10, 5.45s/it] 4/299 4.07G 0.06189 0.03882 0.005611 139 640: 20%|█▉ | 11/56 [01:04<04:19, 5.77s/it] 4/299 4.07G 0.0623 0.0395 0.005568 164 640: 20%|█▉ | 11/56 [01:04<04:19, 5.77s/it] 4/299 4.07G 0.0623 0.0395 0.005568 164 640: 21%|██▏ | 12/56 [01:04<02:59, 4.08s/it] 4/299 4.07G 0.06269 0.0398 0.005531 139 640: 21%|██▏ | 12/56 [01:04<02:59, 4.08s/it] 4/299 4.07G 0.06269 0.0398 0.005531 139 640: 23%|██▎ | 13/56 [01:04<02:05, 2.91s/it] 4/299 4.07G 0.06293 0.04065 0.005442 167 640: 23%|██▎ | 13/56 [01:11<02:05, 2.91s/it] 4/299 4.07G 0.06293 0.04065 0.005442 167 640: 25%|██▌ | 14/56 [01:11<02:49, 4.03s/it] 4/299 4.07G 0.0629 0.04061 0.005376 141 640: 25%|██▌ | 14/56 [01:11<02:49, 4.03s/it] 4/299 4.07G 0.0629 0.04061 0.005376 141 640: 27%|██▋ | 15/56 [01:11<01:58, 2.88s/it] 4/299 4.07G 0.0628 0.04032 0.005343 120 640: 27%|██▋ | 15/56 [01:12<01:58, 2.88s/it] 4/299 4.07G 0.0628 0.04032 0.005343 120 640: 29%|██▊ | 16/56 [01:12<01:23, 2.08s/it] 4/299 4.07G 0.06286 0.04005 0.005326 109 640: 29%|██▊ | 16/56 [01:31<01:23, 2.08s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.334 0.382 0.285 0.0963
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 5/299 4.07G 0.06158 0.04603 0.003388 190 640: 0%| | 0/56 [00:15<?, ?it/s] 5/299 4.07G 0.06158 0.04603 0.003388 190 640: 2%|▏ | 1/56 [00:15<13:47, 15.05s/it] 5/299 4.07G 0.06232 0.04658 0.003766 161 640: 2%|▏ | 1/56 [00:15<13:47, 15.05s/it] 5/299 4.07G 0.06232 0.04658 0.003766 161 640: 4%|▎ | 2/56 [00:15<05:42, 6.35s/it] 5/299 4.07G 0.05925 0.04297 0.004161 134 640: 4%|▎ | 2/56 [00:22<05:42, 6.35s/it] 5/299 4.07G 0.05925 0.04297 0.004161 134 640: 5%|▌ | 3/56 [00:22<06:06, 6.91s/it] 5/299 4.07G 0.05758 0.0427 0.004735 159 640: 5%|▌ | 3/56 [00:23<06:06, 6.91s/it] 5/299 4.07G 0.05758 0.0427 0.004735 159 640: 7%|▋ | 4/56 [00:23<03:41, 4.27s/it] 5/299 4.07G 0.05637 0.04277 0.004785 173 640: 7%|▋ | 4/56 [00:28<03:41, 4.27s/it] 5/299 4.07G 0.05637 0.04277 0.004785 173 640: 9%|▉ | 5/56 [00:28<03:54, 4.60s/it] 5/299 4.07G 0.05508 0.04198 0.004435 108 640: 9%|▉ | 5/56 [00:31<03:54, 4.60s/it] 5/299 4.07G 0.05508 0.04198 0.004435 108 640: 11%|█ | 6/56 [00:31<03:23, 4.07s/it] 5/299 4.07G 0.0563 0.04239 0.004302 166 640: 11%|█ | 6/56 [00:31<03:23, 4.07s/it] 5/299 4.07G 0.0563 0.04239 0.004302 166 640: 12%|█▎ | 7/56 [00:31<02:17, 2.81s/it] 5/299 4.07G 0.05698 0.04193 0.004283 147 640: 12%|█▎ | 7/56 [00:31<02:17, 2.81s/it] 5/299 4.07G 0.05698 0.04193 0.004283 147 640: 14%|█▍ | 8/56 [00:31<01:35, 1.98s/it] 5/299 4.07G 0.05747 0.042 0.004313 148 640: 14%|█▍ | 8/56 [00:49<01:35, 1.98s/it] 5/299 4.07G 0.05747 0.042 0.004313 148 640: 16%|█▌ | 9/56 [00:49<05:24, 6.90s/it] 5/299 4.07G 0.05802 0.04259 0.004336 150 640: 16%|█▌ | 9/56 [00:53<05:24, 6.90s/it] 5/299 4.07G 0.05802 0.04259 0.004336 150 640: 18%|█▊ | 10/56 [00:53<04:41, 6.12s/it] 5/299 4.07G 0.058 0.0427 0.004285 149 640: 18%|█▊ | 10/56 [00:57<04:41, 6.12s/it] 5/299 4.07G 0.058 0.0427 0.004285 149 640: 20%|█▉ | 11/56 [00:57<03:57, 5.28s/it] 5/299 4.07G 0.05811 0.0422 0.004357 129 640: 20%|█▉ | 11/56 [00:57<03:57, 5.28s/it] 5/299 4.07G 0.05811 0.0422 0.004357 129 640: 21%|██▏ | 12/56 [00:57<02:44, 3.74s/it] 5/299 4.07G 0.05837 0.04225 0.004276 135 640: 21%|██▏ | 12/56 [01:02<02:44, 3.74s/it] 5/299 4.07G 0.05837 0.04225 0.004276 135 640: 23%|██▎ | 13/56 [01:02<02:58, 4.15s/it] 5/299 4.07G 0.05925 0.04287 0.004224 190 640: 23%|██▎ | 13/56 [01:05<02:58, 4.15s/it] 5/299 4.07G 0.05925 0.04287 0.004224 190 640: 25%|██▌ | 14/56 [01:05<02:34, 3.68s/it] 5/299 4.07G 0.05897 0.04272 0.004317 134 640: 25%|██▌ | 14/56 [01:05<02:34, 3.68s/it] 5/299 4.07G 0.05897 0.04272 0.004317 134 640: 27%|██▋ | 15/56 [01:05<01:47, 2.63s/it] 5/299 4.07G 0.05862 0.04229 0.00425 130 640: 27%|██▋ | 15/56 [01:05<01:47, 2.63s/it] 5/299 4.07G 0.05862 0.04229 0.00425 130 640: 29%|██▊ | 16/56 [01:05<01:16, 1.91s/it] 5/299 4.07G 0.05893 0.04213 0.004183 141 640: 29%|██▊ | 16/56 [01:23<01:16, 1.91s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.11it/s]
all 98 501 0.5 0.431 0.429 0.17
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 6/299 4.07G 0.05504 0.03737 0.00223 126 640: 0%| | 0/56 [00:08<?, ?it/s] 6/299 4.07G 0.05504 0.03737 0.00223 126 640: 2%|▏ | 1/56 [00:08<07:29, 8.17s/it] 6/299 4.07G 0.05421 0.04201 0.002671 157 640: 2%|▏ | 1/56 [00:15<07:29, 8.17s/it] 6/299 4.07G 0.05421 0.04201 0.002671 157 640: 4%|▎ | 2/56 [00:15<06:48, 7.57s/it] 6/299 4.07G 0.05239 0.04172 0.00265 136 640: 4%|▎ | 2/56 [00:28<06:48, 7.57s/it] 6/299 4.07G 0.05239 0.04172 0.00265 136 640: 5%|▌ | 3/56 [00:28<09:04, 10.27s/it] 6/299 4.07G 0.05091 0.04098 0.002767 145 640: 5%|▌ | 3/56 [00:30<09:04, 10.27s/it] 6/299 4.07G 0.05091 0.04098 0.002767 145 640: 7%|▋ | 4/56 [00:30<06:01, 6.95s/it] 6/299 4.07G 0.05157 0.04223 0.002793 145 640: 7%|▋ | 4/56 [00:31<06:01, 6.95s/it] 6/299 4.07G 0.05157 0.04223 0.002793 145 640: 9%|▉ | 5/56 [00:31<04:07, 4.84s/it] 6/299 4.07G 0.05173 0.04053 0.00303 126 640: 9%|▉ | 5/56 [00:32<04:07, 4.84s/it] 6/299 4.07G 0.05173 0.04053 0.00303 126 640: 11%|█ | 6/56 [00:32<02:44, 3.28s/it] 6/299 4.07G 0.05194 0.03939 0.002934 91 640: 11%|█ | 6/56 [00:32<02:44, 3.28s/it] 6/299 4.07G 0.05194 0.03939 0.002934 91 640: 12%|█▎ | 7/56 [00:32<01:51, 2.28s/it] 6/299 4.07G 0.05239 0.03959 0.003034 150 640: 12%|█▎ | 7/56 [00:32<01:51, 2.28s/it] 6/299 4.07G 0.05239 0.03959 0.003034 150 640: 14%|█▍ | 8/56 [00:32<01:17, 1.62s/it] 6/299 4.07G 0.05284 0.03971 0.003156 150 640: 14%|█▍ | 8/56 [00:42<01:17, 1.62s/it] 6/299 4.07G 0.05284 0.03971 0.003156 150 640: 16%|█▌ | 9/56 [00:42<03:23, 4.33s/it] 6/299 4.07G 0.05293 0.03964 0.00314 148 640: 16%|█▌ | 9/56 [00:50<03:23, 4.33s/it] 6/299 4.07G 0.05293 0.03964 0.00314 148 640: 18%|█▊ | 10/56 [00:50<04:05, 5.34s/it] 6/299 4.07G 0.05311 0.03983 0.00309 178 640: 18%|█▊ | 10/56 [01:02<04:05, 5.34s/it] 6/299 4.07G 0.05311 0.03983 0.00309 178 640: 20%|█▉ | 11/56 [01:02<05:38, 7.52s/it] 6/299 4.07G 0.05301 0.03898 0.003066 103 640: 20%|█▉ | 11/56 [01:04<05:38, 7.52s/it] 6/299 4.07G 0.05301 0.03898 0.003066 103 640: 21%|██▏ | 12/56 [01:04<04:16, 5.83s/it] 6/299 4.07G 0.0531 0.03922 0.003031 134 640: 21%|██▏ | 12/56 [01:06<04:16, 5.83s/it] 6/299 4.07G 0.0531 0.03922 0.003031 134 640: 23%|██▎ | 13/56 [01:06<03:12, 4.48s/it] 6/299 4.07G 0.05357 0.03955 0.003097 135 640: 23%|██▎ | 13/56 [01:06<03:12, 4.48s/it] 6/299 4.07G 0.05357 0.03955 0.003097 135 640: 25%|██▌ | 14/56 [01:06<02:14, 3.20s/it] 6/299 4.07G 0.05346 0.03921 0.00313 128 640: 25%|██▌ | 14/56 [01:06<02:14, 3.20s/it] 6/299 4.07G 0.05346 0.03921 0.00313 128 640: 27%|██▋ | 15/56 [01:06<01:34, 2.30s/it] 6/299 4.07G 0.05352 0.039 0.003135 115 640: 27%|██▋ | 15/56 [01:06<01:34, 2.30s/it] 6/299 4.07G 0.05352 0.039 0.003135 115 640: 29%|██▊ | 16/56 [01:06<01:07, 1.68s/it] 6/299 4.07G 0.05353 0.03903 0.003084 142 640: 29%|██▊ | 16/56 [01:16<01:07, 1.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.438 0.388 0.362 0.157
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 7/299 4.07G 0.05965 0.04304 0.002387 162 640: 0%| | 0/56 [00:04<?, ?it/s] 7/299 4.07G 0.05965 0.04304 0.002387 162 640: 2%|▏ | 1/56 [00:04<04:16, 4.66s/it] 7/299 4.07G 0.05866 0.04528 0.0029 173 640: 2%|▏ | 1/56 [00:12<04:16, 4.66s/it] 7/299 4.07G 0.05866 0.04528 0.0029 173 640: 4%|▎ | 2/56 [00:12<05:39, 6.29s/it] 7/299 4.07G 0.05555 0.04265 0.002902 147 640: 4%|▎ | 2/56 [00:36<05:39, 6.29s/it] 7/299 4.07G 0.05555 0.04265 0.002902 147 640: 5%|▌ | 3/56 [00:36<12:44, 14.42s/it] 7/299 4.07G 0.05381 0.04011 0.002849 106 640: 5%|▌ | 3/56 [00:40<12:44, 14.42s/it] 7/299 4.07G 0.05381 0.04011 0.002849 106 640: 7%|▋ | 4/56 [00:40<08:57, 10.34s/it] 7/299 4.07G 0.05347 0.03916 0.002745 117 640: 7%|▋ | 4/56 [00:40<08:57, 10.34s/it] 7/299 4.07G 0.05347 0.03916 0.002745 117 640: 9%|▉ | 5/56 [00:40<05:41, 6.69s/it] 7/299 4.07G 0.05345 0.0402 0.003149 180 640: 9%|▉ | 5/56 [00:40<05:41, 6.69s/it] 7/299 4.07G 0.05345 0.0402 0.003149 180 640: 11%|█ | 6/56 [00:40<03:45, 4.50s/it] 7/299 4.07G 0.05313 0.03886 0.002907 93 640: 11%|█ | 6/56 [00:40<03:45, 4.50s/it] 7/299 4.07G 0.05313 0.03886 0.002907 93 640: 12%|█▎ | 7/56 [00:40<02:32, 3.10s/it] 7/299 4.07G 0.05262 0.0381 0.003033 104 640: 12%|█▎ | 7/56 [00:41<02:32, 3.10s/it] 7/299 4.07G 0.05262 0.0381 0.003033 104 640: 14%|█▍ | 8/56 [00:41<01:44, 2.18s/it] 7/299 4.07G 0.0529 0.03853 0.003058 167 640: 14%|█▍ | 8/56 [00:41<01:44, 2.18s/it] 7/299 4.07G 0.0529 0.03853 0.003058 167 640: 16%|█▌ | 9/56 [00:41<01:13, 1.57s/it] 7/299 4.07G 0.05361 0.03905 0.003075 178 640: 16%|█▌ | 9/56 [00:52<01:13, 1.57s/it] 7/299 4.07G 0.05361 0.03905 0.003075 178 640: 18%|█▊ | 10/56 [00:52<03:28, 4.54s/it] 7/299 4.07G 0.05311 0.03845 0.002995 93 640: 18%|█▊ | 10/56 [01:24<03:28, 4.54s/it] 7/299 4.07G 0.05311 0.03845 0.002995 93 640: 20%|█▉ | 11/56 [01:24<09:43, 12.96s/it] 7/299 4.07G 0.05335 0.03948 0.002981 153 640: 20%|█▉ | 11/56 [01:24<09:43, 12.96s/it] 7/299 4.07G 0.05335 0.03948 0.002981 153 640: 21%|██▏ | 12/56 [01:24<06:39, 9.09s/it] 7/299 4.07G 0.05332 0.03953 0.00312 134 640: 21%|██▏ | 12/56 [01:25<06:39, 9.09s/it] 7/299 4.07G 0.05332 0.03953 0.00312 134 640: 23%|██▎ | 13/56 [01:25<04:35, 6.40s/it] 7/299 4.07G 0.05335 0.03946 0.003067 124 640: 23%|██▎ | 13/56 [01:25<04:35, 6.40s/it] 7/299 4.07G 0.05335 0.03946 0.003067 124 640: 25%|██▌ | 14/56 [01:25<03:10, 4.54s/it] 7/299 4.07G 0.0535 0.03904 0.003234 144 640: 25%|██▌ | 14/56 [01:25<03:10, 4.54s/it] 7/299 4.07G 0.0535 0.03904 0.003234 144 640: 27%|██▋ | 15/56 [01:25<02:13, 3.25s/it] 7/299 4.07G 0.05349 0.03921 0.003159 166 640: 27%|██▋ | 15/56 [01:25<02:13, 3.25s/it] 7/299 4.07G 0.05349 0.03921 0.003159 166 640: 29%|██▊ | 16/56 [01:25<01:33, 2.34s/it] 7/299 4.07G 0.05339 0.03923 0.00313 185 640: 29%|██▊ | 16/56 [01:26<01:33, 2.34s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.29it/s]
all 98 501 0.479 0.426 0.421 0.163
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 8/299 4.07G 0.05797 0.04658 0.001732 162 640: 0%| | 0/56 [00:10<?, ?it/s] 8/299 4.07G 0.05797 0.04658 0.001732 162 640: 2%|▏ | 1/56 [00:10<09:44, 10.63s/it] 8/299 4.07G 0.05514 0.04618 0.001681 157 640: 2%|▏ | 1/56 [00:10<09:44, 10.63s/it] 8/299 4.07G 0.05514 0.04618 0.001681 157 640: 4%|▎ | 2/56 [00:10<04:04, 4.53s/it] 8/299 4.07G 0.05338 0.04206 0.001882 137 640: 4%|▎ | 2/56 [00:35<04:04, 4.53s/it] 8/299 4.07G 0.05338 0.04206 0.001882 137 640: 5%|▌ | 3/56 [00:35<11:59, 13.57s/it] 8/299 4.07G 0.05318 0.04093 0.002101 143 640: 5%|▌ | 3/56 [00:38<11:59, 13.57s/it] 8/299 4.07G 0.05318 0.04093 0.002101 143 640: 7%|▋ | 4/56 [00:38<08:06, 9.36s/it] 8/299 4.07G 0.05278 0.03992 0.002087 110 640: 7%|▋ | 4/56 [00:38<08:06, 9.36s/it] 8/299 4.07G 0.05278 0.03992 0.002087 110 640: 9%|▉ | 5/56 [00:38<05:09, 6.06s/it] 8/299 4.07G 0.05324 0.03907 0.002005 122 640: 9%|▉ | 5/56 [00:38<05:09, 6.06s/it] 8/299 4.07G 0.05324 0.03907 0.002005 122 640: 11%|█ | 6/56 [00:38<03:24, 4.09s/it] 8/299 4.07G 0.05263 0.03872 0.0021 159 640: 11%|█ | 6/56 [00:38<03:24, 4.09s/it] 8/299 4.07G 0.05263 0.03872 0.0021 159 640: 12%|█▎ | 7/56 [00:38<02:18, 2.82s/it] 8/299 4.07G 0.05291 0.0393 0.002096 166 640: 12%|█▎ | 7/56 [00:39<02:18, 2.82s/it] 8/299 4.07G 0.05291 0.0393 0.002096 166 640: 14%|█▍ | 8/56 [00:39<01:35, 1.99s/it] 8/299 4.07G 0.05283 0.03949 0.002162 155 640: 14%|█▍ | 8/56 [00:57<01:35, 1.99s/it] 8/299 4.07G 0.05283 0.03949 0.002162 155 640: 16%|█▌ | 9/56 [00:57<05:32, 7.07s/it] 8/299 4.07G 0.05261 0.0399 0.002218 174 640: 16%|█▌ | 9/56 [00:57<05:32, 7.07s/it] 8/299 4.07G 0.05261 0.0399 0.002218 174 640: 18%|█▊ | 10/56 [00:57<03:54, 5.11s/it] 8/299 4.07G 0.05228 0.04014 0.002161 191 640: 18%|█▊ | 10/56 [01:09<03:54, 5.11s/it] 8/299 4.07G 0.05228 0.04014 0.002161 191 640: 20%|█▉ | 11/56 [01:09<05:22, 7.16s/it] 8/299 4.07G 0.05219 0.04046 0.002137 196 640: 20%|█▉ | 11/56 [01:17<05:22, 7.16s/it] 8/299 4.07G 0.05219 0.04046 0.002137 196 640: 21%|██▏ | 12/56 [01:17<05:24, 7.38s/it] 8/299 4.07G 0.05233 0.04031 0.002083 138 640: 21%|██▏ | 12/56 [01:17<05:24, 7.38s/it] 8/299 4.07G 0.05233 0.04031 0.002083 138 640: 23%|██▎ | 13/56 [01:17<03:44, 5.22s/it] 8/299 4.07G 0.05209 0.03994 0.00209 105 640: 23%|██▎ | 13/56 [01:18<03:44, 5.22s/it] 8/299 4.07G 0.05209 0.03994 0.00209 105 640: 25%|██▌ | 14/56 [01:18<02:36, 3.72s/it] 8/299 4.07G 0.05228 0.04007 0.002114 155 640: 25%|██▌ | 14/56 [01:18<02:36, 3.72s/it] 8/299 4.07G 0.05228 0.04007 0.002114 155 640: 27%|██▋ | 15/56 [01:18<01:49, 2.66s/it] 8/299 4.07G 0.05215 0.0405 0.002086 164 640: 27%|██▋ | 15/56 [01:18<01:49, 2.66s/it] 8/299 4.07G 0.05215 0.0405 0.002086 164 640: 29%|██▊ | 16/56 [01:18<01:17, 1.93s/it] 8/299 4.07G 0.05214 0.04025 0.002108 117 640: 29%|██▊ | 16/56 [01:32<01:17, 1.93s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.429 0.388 0.377 0.157
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 9/299 4.07G 0.0538 0.03783 0.001648 152 640: 0%| | 0/56 [00:17<?, ?it/s] 9/299 4.07G 0.0538 0.03783 0.001648 152 640: 2%|▏ | 1/56 [00:17<16:19, 17.81s/it] 9/299 4.07G 0.05423 0.04575 0.002594 174 640: 2%|▏ | 1/56 [00:29<16:19, 17.81s/it] 9/299 4.07G 0.05423 0.04575 0.002594 174 640: 4%|▎ | 2/56 [00:29<12:32, 13.94s/it] 9/299 4.07G 0.05279 0.04279 0.00248 141 640: 4%|▎ | 2/56 [00:29<12:32, 13.94s/it] 9/299 4.07G 0.05279 0.04279 0.00248 141 640: 5%|▌ | 3/56 [00:29<06:56, 7.86s/it] 9/299 4.07G 0.05076 0.04013 0.002577 126 640: 5%|▌ | 3/56 [00:41<06:56, 7.86s/it] 9/299 4.07G 0.05076 0.04013 0.002577 126 640: 7%|▋ | 4/56 [00:41<08:20, 9.62s/it] 9/299 4.07G 0.05061 0.04028 0.002413 181 640: 7%|▋ | 4/56 [00:42<08:20, 9.62s/it] 9/299 4.07G 0.05061 0.04028 0.002413 181 640: 9%|▉ | 5/56 [00:42<05:17, 6.23s/it] 9/299 4.07G 0.05038 0.03853 0.002246 94 640: 9%|▉ | 5/56 [00:42<05:17, 6.23s/it] 9/299 4.07G 0.05038 0.03853 0.002246 94 640: 11%|█ | 6/56 [00:42<03:29, 4.20s/it] 9/299 4.07G 0.05061 0.03846 0.002584 158 640: 11%|█ | 6/56 [00:42<03:29, 4.20s/it] 9/299 4.07G 0.05061 0.03846 0.002584 158 640: 12%|█▎ | 7/56 [00:42<02:21, 2.90s/it] 9/299 4.07G 0.05091 0.03819 0.002825 140 640: 12%|█▎ | 7/56 [00:42<02:21, 2.90s/it] 9/299 4.07G 0.05091 0.03819 0.002825 140 640: 14%|█▍ | 8/56 [00:42<01:38, 2.04s/it] 9/299 4.07G 0.05089 0.03781 0.002976 143 640: 14%|█▍ | 8/56 [00:58<01:38, 2.04s/it] 9/299 4.07G 0.05089 0.03781 0.002976 143 640: 16%|█▌ | 9/56 [00:58<04:49, 6.16s/it] 9/299 4.07G 0.05091 0.0377 0.00287 146 640: 16%|█▌ | 9/56 [01:11<04:49, 6.16s/it] 9/299 4.07G 0.05091 0.0377 0.00287 146 640: 18%|█▊ | 10/56 [01:11<06:21, 8.30s/it] 9/299 4.07G 0.05122 0.03773 0.002728 149 640: 18%|█▊ | 10/56 [01:11<06:21, 8.30s/it] 9/299 4.07G 0.05122 0.03773 0.002728 149 640: 20%|█▉ | 11/56 [01:11<04:22, 5.83s/it] 9/299 4.07G 0.051 0.0366 0.002717 75 640: 20%|█▉ | 11/56 [01:16<04:22, 5.83s/it] 9/299 4.07G 0.051 0.0366 0.002717 75 640: 21%|██▏ | 12/56 [01:16<04:12, 5.73s/it] 9/299 4.07G 0.05115 0.03688 0.002641 172 640: 21%|██▏ | 12/56 [01:17<04:12, 5.73s/it] 9/299 4.07G 0.05115 0.03688 0.002641 172 640: 23%|██▎ | 13/56 [01:17<02:54, 4.06s/it] 9/299 4.07G 0.051 0.03739 0.002596 191 640: 23%|██▎ | 13/56 [01:17<02:54, 4.06s/it] 9/299 4.07G 0.051 0.03739 0.002596 191 640: 25%|██▌ | 14/56 [01:17<02:02, 2.91s/it] 9/299 4.07G 0.05136 0.03754 0.002588 180 640: 25%|██▌ | 14/56 [01:17<02:02, 2.91s/it] 9/299 4.07G 0.05136 0.03754 0.002588 180 640: 27%|██▋ | 15/56 [01:17<01:26, 2.10s/it] 9/299 4.07G 0.0512 0.03715 0.002522 118 640: 27%|██▋ | 15/56 [01:17<01:26, 2.10s/it] 9/299 4.07G 0.0512 0.03715 0.002522 118 640: 29%|██▊ | 16/56 [01:17<01:01, 1.53s/it] 9/299 4.07G 0.051 0.03769 0.00253 168 640: 29%|██▊ | 16/56 [01:32<01:01, 1.53s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.518 0.544 0.519 0.233
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 10/299 4.07G 0.04976 0.03171 0.00265 108 640: 0%| | 0/56 [00:10<?, ?it/s] 10/299 4.07G 0.04976 0.03171 0.00265 108 640: 2%|▏ | 1/56 [00:10<09:34, 10.45s/it] 10/299 4.07G 0.05082 0.03654 0.002317 127 640: 2%|▏ | 1/56 [00:17<09:34, 10.45s/it] 10/299 4.07G 0.05082 0.03654 0.002317 127 640: 4%|▎ | 2/56 [00:17<07:36, 8.45s/it] 10/299 4.07G 0.04932 0.03642 0.002507 114 640: 4%|▎ | 2/56 [00:17<07:36, 8.45s/it] 10/299 4.07G 0.04932 0.03642 0.002507 114 640: 5%|▌ | 3/56 [00:17<04:08, 4.69s/it] 10/299 4.07G 0.04892 0.03802 0.002329 138 640: 5%|▌ | 3/56 [00:35<04:08, 4.69s/it] 10/299 4.07G 0.04892 0.03802 0.002329 138 640: 7%|▋ | 4/56 [00:35<08:23, 9.68s/it] 10/299 4.07G 0.04779 0.03792 0.002266 157 640: 7%|▋ | 4/56 [00:35<08:23, 9.68s/it] 10/299 4.07G 0.04779 0.03792 0.002266 157 640: 9%|▉ | 5/56 [00:35<05:19, 6.27s/it] 10/299 4.07G 0.04759 0.03796 0.002072 132 640: 9%|▉ | 5/56 [00:35<05:19, 6.27s/it] 10/299 4.07G 0.04759 0.03796 0.002072 132 640: 11%|█ | 6/56 [00:35<03:31, 4.23s/it] 10/299 4.07G 0.04851 0.03872 0.002027 168 640: 11%|█ | 6/56 [00:35<03:31, 4.23s/it] 10/299 4.07G 0.04851 0.03872 0.002027 168 640: 12%|█▎ | 7/56 [00:35<02:23, 2.92s/it] 10/299 4.07G 0.04774 0.03791 0.001984 95 640: 12%|█▎ | 7/56 [00:35<02:23, 2.92s/it] 10/299 4.07G 0.04774 0.03791 0.001984 95 640: 14%|█▍ | 8/56 [00:35<01:38, 2.06s/it] 10/299 4.07G 0.04935 0.03826 0.001938 136 640: 14%|█▍ | 8/56 [00:44<01:38, 2.06s/it] 10/299 4.07G 0.04935 0.03826 0.001938 136 640: 16%|█▌ | 9/56 [00:44<03:18, 4.22s/it] 10/299 4.07G 0.04964 0.03898 0.001911 180 640: 16%|█▌ | 9/56 [00:54<03:18, 4.22s/it] 10/299 4.07G 0.04964 0.03898 0.001911 180 640: 18%|█▊ | 10/56 [00:54<04:23, 5.73s/it] 10/299 4.07G 0.04962 0.03903 0.001879 144 640: 18%|█▊ | 10/56 [00:54<04:23, 5.73s/it] 10/299 4.07G 0.04962 0.03903 0.001879 144 640: 20%|█▉ | 11/56 [00:54<03:01, 4.04s/it] 10/299 4.07G 0.04954 0.03943 0.001851 140 640: 20%|█▉ | 11/56 [01:10<03:01, 4.04s/it] 10/299 4.07G 0.04954 0.03943 0.001851 140 640: 21%|██▏ | 12/56 [01:10<05:36, 7.64s/it] 10/299 4.07G 0.0492 0.03883 0.00183 114 640: 21%|██▏ | 12/56 [01:10<05:36, 7.64s/it] 10/299 4.07G 0.0492 0.03883 0.00183 114 640: 23%|██▎ | 13/56 [01:10<03:51, 5.39s/it] 10/299 4.07G 0.04894 0.03867 0.001828 145 640: 23%|██▎ | 13/56 [01:10<03:51, 5.39s/it] 10/299 4.07G 0.04894 0.03867 0.001828 145 640: 25%|██▌ | 14/56 [01:10<02:41, 3.84s/it] 10/299 4.07G 0.04891 0.03852 0.001915 128 640: 25%|██▌ | 14/56 [01:10<02:41, 3.84s/it] 10/299 4.07G 0.04891 0.03852 0.001915 128 640: 27%|██▋ | 15/56 [01:10<01:52, 2.75s/it] 10/299 4.07G 0.04847 0.03802 0.001944 101 640: 27%|██▋ | 15/56 [01:11<01:52, 2.75s/it] 10/299 4.07G 0.04847 0.03802 0.001944 101 640: 29%|██▊ | 16/56 [01:11<01:19, 1.99s/it] 10/299 4.07G 0.0484 0.03824 0.002037 158 640: 29%|██▊ | 16/56 [01:19<01:19, 1.99s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.16it/s]
all 98 501 0.469 0.45 0.429 0.192
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 11/299 4.07G 0.04922 0.04248 0.002982 174 640: 0%| | 0/56 [00:07<?, ?it/s] 11/299 4.07G 0.04922 0.04248 0.002982 174 640: 2%|▏ | 1/56 [00:07<06:56, 7.57s/it] 11/299 4.07G 0.05164 0.03967 0.002101 142 640: 2%|▏ | 1/56 [00:30<06:56, 7.57s/it] 11/299 4.07G 0.05164 0.03967 0.002101 142 640: 4%|▎ | 2/56 [00:30<14:55, 16.59s/it] 11/299 4.07G 0.04955 0.04033 0.002185 164 640: 4%|▎ | 2/56 [00:30<14:55, 16.59s/it] 11/299 4.07G 0.04955 0.04033 0.002185 164 640: 5%|▌ | 3/56 [00:30<08:02, 9.11s/it] 11/299 4.07G 0.04849 0.04216 0.00203 189 640: 5%|▌ | 3/56 [00:30<08:02, 9.11s/it] 11/299 4.07G 0.04849 0.04216 0.00203 189 640: 7%|▋ | 4/56 [00:30<04:51, 5.60s/it] 11/299 4.07G 0.0484 0.04121 0.00234 130 640: 7%|▋ | 4/56 [00:31<04:51, 5.60s/it] 11/299 4.07G 0.0484 0.04121 0.00234 130 640: 9%|▉ | 5/56 [00:31<03:06, 3.66s/it] 11/299 4.07G 0.04854 0.04126 0.002495 142 640: 9%|▉ | 5/56 [00:31<03:06, 3.66s/it] 11/299 4.07G 0.04854 0.04126 0.002495 142 640: 11%|█ | 6/56 [00:31<02:05, 2.50s/it] 11/299 4.07G 0.04873 0.04115 0.002431 195 640: 11%|█ | 6/56 [00:31<02:05, 2.50s/it] 11/299 4.07G 0.04873 0.04115 0.002431 195 640: 12%|█▎ | 7/56 [00:31<01:26, 1.76s/it] 11/299 4.07G 0.04897 0.03982 0.002614 127 640: 12%|█▎ | 7/56 [00:31<01:26, 1.76s/it] 11/299 4.07G 0.04897 0.03982 0.002614 127 640: 14%|█▍ | 8/56 [00:31<01:00, 1.27s/it] 11/299 4.07G 0.04916 0.03932 0.00258 122 640: 14%|█▍ | 8/56 [00:48<01:00, 1.27s/it] 11/299 4.07G 0.04916 0.03932 0.00258 122 640: 16%|█▌ | 9/56 [00:48<04:51, 6.21s/it] 11/299 4.07G 0.04923 0.03972 0.002471 156 640: 16%|█▌ | 9/56 [01:09<04:51, 6.21s/it] 11/299 4.07G 0.04923 0.03972 0.002471 156 640: 18%|█▊ | 10/56 [01:09<08:07, 10.59s/it] 11/299 4.07G 0.04913 0.03914 0.002462 133 640: 18%|█▊ | 10/56 [01:09<08:07, 10.59s/it] 11/299 4.07G 0.04913 0.03914 0.002462 133 640: 20%|█▉ | 11/56 [01:09<05:33, 7.42s/it] 11/299 4.07G 0.04862 0.0384 0.002455 103 640: 20%|█▉ | 11/56 [01:09<05:33, 7.42s/it] 11/299 4.07G 0.04862 0.0384 0.002455 103 640: 21%|██▏ | 12/56 [01:09<03:50, 5.23s/it] 11/299 4.07G 0.04873 0.03851 0.00254 131 640: 21%|██▏ | 12/56 [01:09<03:50, 5.23s/it] 11/299 4.07G 0.04873 0.03851 0.00254 131 640: 23%|██▎ | 13/56 [01:09<02:39, 3.71s/it] 11/299 4.07G 0.0487 0.03852 0.002536 162 640: 23%|██▎ | 13/56 [01:10<02:39, 3.71s/it] 11/299 4.07G 0.0487 0.03852 0.002536 162 640: 25%|██▌ | 14/56 [01:10<01:51, 2.67s/it] 11/299 4.07G 0.04856 0.03837 0.002472 133 640: 25%|██▌ | 14/56 [01:10<01:51, 2.67s/it] 11/299 4.07G 0.04856 0.03837 0.002472 133 640: 27%|██▋ | 15/56 [01:10<01:19, 1.93s/it] 11/299 4.07G 0.04856 0.03859 0.00245 143 640: 27%|██▋ | 15/56 [01:10<01:19, 1.93s/it] 11/299 4.07G 0.04856 0.03859 0.00245 143 640: 29%|██▊ | 16/56 [01:10<00:56, 1.41s/it] 11/299 4.07G 0.04855 0.03843 0.002425 138 640: 29%|██▊ | 16/56 [01:23<00:56, 1.41s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.21it/s]
all 98 501 0.527 0.527 0.51 0.219
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 12/299 4.07G 0.04582 0.03051 0.00241 112 640: 0%| | 0/56 [00:10<?, ?it/s] 12/299 4.07G 0.04582 0.03051 0.00241 112 640: 2%|▏ | 1/56 [00:10<09:36, 10.48s/it] 12/299 4.07G 0.04754 0.02941 0.002222 120 640: 2%|▏ | 1/56 [00:28<09:36, 10.48s/it] 12/299 4.07G 0.04754 0.02941 0.002222 120 640: 4%|▎ | 2/56 [00:29<13:44, 15.27s/it] 12/299 4.07G 0.04596 0.02997 0.001897 134 640: 4%|▎ | 2/56 [00:29<13:44, 15.27s/it] 12/299 4.07G 0.04596 0.02997 0.001897 134 640: 5%|▌ | 3/56 [00:29<07:24, 8.39s/it] 12/299 4.07G 0.04628 0.03172 0.002015 137 640: 5%|▌ | 3/56 [00:34<07:24, 8.39s/it] 12/299 4.07G 0.04628 0.03172 0.002015 137 640: 7%|▋ | 4/56 [00:34<06:16, 7.25s/it] 12/299 4.07G 0.04652 0.03337 0.002147 160 640: 7%|▋ | 4/56 [00:35<06:16, 7.25s/it] 12/299 4.07G 0.04652 0.03337 0.002147 160 640: 9%|▉ | 5/56 [00:35<04:00, 4.71s/it] 12/299 4.07G 0.04541 0.03415 0.002051 123 640: 9%|▉ | 5/56 [00:35<04:00, 4.71s/it] 12/299 4.07G 0.04541 0.03415 0.002051 123 640: 11%|█ | 6/56 [00:35<02:39, 3.20s/it] 12/299 4.07G 0.04581 0.03422 0.001984 183 640: 11%|█ | 6/56 [00:35<02:39, 3.20s/it] 12/299 4.07G 0.04581 0.03422 0.001984 183 640: 12%|█▎ | 7/56 [00:35<01:48, 2.22s/it] 12/299 4.07G 0.04606 0.03458 0.00226 142 640: 12%|█▎ | 7/56 [00:35<01:48, 2.22s/it] 12/299 4.07G 0.04606 0.03458 0.00226 142 640: 14%|█▍ | 8/56 [00:35<01:16, 1.58s/it] 12/299 4.07G 0.04621 0.03451 0.002239 116 640: 14%|█▍ | 8/56 [00:52<01:16, 1.58s/it] 12/299 4.07G 0.04621 0.03451 0.002239 116 640: 16%|█▌ | 9/56 [00:52<05:02, 6.44s/it] 12/299 4.07G 0.04615 0.03428 0.002178 96 640: 16%|█▌ | 9/56 [01:03<05:02, 6.44s/it] 12/299 4.07G 0.04615 0.03428 0.002178 96 640: 18%|█▊ | 10/56 [01:03<05:58, 7.80s/it] 12/299 4.07G 0.04644 0.03498 0.002171 139 640: 18%|█▊ | 10/56 [01:03<05:58, 7.80s/it] 12/299 4.07G 0.04644 0.03498 0.002171 139 640: 20%|█▉ | 11/56 [01:03<04:06, 5.48s/it] 12/299 4.07G 0.04625 0.03523 0.002101 149 640: 20%|█▉ | 11/56 [01:09<04:06, 5.48s/it] 12/299 4.07G 0.04625 0.03523 0.002101 149 640: 21%|██▏ | 12/56 [01:09<04:06, 5.60s/it] 12/299 4.07G 0.0464 0.03534 0.002047 151 640: 21%|██▏ | 12/56 [01:09<04:06, 5.60s/it] 12/299 4.07G 0.0464 0.03534 0.002047 151 640: 23%|██▎ | 13/56 [01:09<02:50, 3.97s/it] 12/299 4.07G 0.04679 0.03603 0.002019 156 640: 23%|██▎ | 13/56 [01:10<02:50, 3.97s/it] 12/299 4.07G 0.04679 0.03603 0.002019 156 640: 25%|██▌ | 14/56 [01:10<01:59, 2.85s/it] 12/299 4.07G 0.04696 0.03656 0.002006 161 640: 25%|██▌ | 14/56 [01:10<01:59, 2.85s/it] 12/299 4.07G 0.04696 0.03656 0.002006 161 640: 27%|██▋ | 15/56 [01:10<01:24, 2.06s/it] 12/299 4.07G 0.04698 0.03656 0.001965 153 640: 27%|██▋ | 15/56 [01:10<01:24, 2.06s/it] 12/299 4.07G 0.04698 0.03656 0.001965 153 640: 29%|██▊ | 16/56 [01:10<01:00, 1.50s/it] 12/299 4.07G 0.04683 0.03688 0.001971 171 640: 29%|██▊ | 16/56 [01:27<01:00, 1.50s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.543 0.521 0.5 0.227
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 13/299 4.07G 0.04912 0.03601 0.002093 160 640: 0%| | 0/56 [00:04<?, ?it/s] 13/299 4.07G 0.04912 0.03601 0.002093 160 640: 2%|▏ | 1/56 [00:04<04:07, 4.49s/it] 13/299 4.07G 0.04686 0.03663 0.001919 123 640: 2%|▏ | 1/56 [00:14<04:07, 4.49s/it] 13/299 4.07G 0.04686 0.03663 0.001919 123 640: 4%|▎ | 2/56 [00:14<06:43, 7.47s/it] 13/299 4.07G 0.04801 0.03609 0.002643 118 640: 4%|▎ | 2/56 [00:14<06:43, 7.47s/it] 13/299 4.07G 0.04801 0.03609 0.002643 118 640: 5%|▌ | 3/56 [00:14<03:40, 4.16s/it] 13/299 4.07G 0.04793 0.03554 0.002558 160 640: 5%|▌ | 3/56 [00:25<03:40, 4.16s/it] 13/299 4.07G 0.04793 0.03554 0.002558 160 640: 7%|▋ | 4/56 [00:25<06:02, 6.97s/it] 13/299 4.07G 0.04758 0.03728 0.002409 156 640: 7%|▋ | 4/56 [00:25<06:02, 6.97s/it] 13/299 4.07G 0.04758 0.03728 0.002409 156 640: 9%|▉ | 5/56 [00:25<03:51, 4.54s/it] 13/299 4.07G 0.04718 0.03747 0.002318 124 640: 9%|▉ | 5/56 [00:30<03:51, 4.54s/it] 13/299 4.07G 0.04718 0.03747 0.002318 124 640: 11%|█ | 6/56 [00:30<03:48, 4.57s/it] 13/299 4.07G 0.04735 0.03919 0.002246 184 640: 11%|█ | 6/56 [00:32<03:48, 4.57s/it] 13/299 4.07G 0.04735 0.03919 0.002246 184 640: 12%|█▎ | 7/56 [00:32<03:07, 3.82s/it] 13/299 4.07G 0.04699 0.03873 0.00221 149 640: 12%|█▎ | 7/56 [00:32<03:07, 3.82s/it] 13/299 4.07G 0.04699 0.03873 0.00221 149 640: 14%|█▍ | 8/56 [00:32<02:08, 2.68s/it] 13/299 4.07G 0.0462 0.03845 0.002215 144 640: 14%|█▍ | 8/56 [00:41<02:08, 2.68s/it] 13/299 4.07G 0.0462 0.03845 0.002215 144 640: 16%|█▌ | 9/56 [00:41<03:31, 4.51s/it] 13/299 4.07G 0.04666 0.03866 0.002126 157 640: 16%|█▌ | 9/56 [00:54<03:31, 4.51s/it] 13/299 4.07G 0.04666 0.03866 0.002126 157 640: 18%|█▊ | 10/56 [00:54<05:25, 7.08s/it] 13/299 4.07G 0.04708 0.03843 0.002211 134 640: 18%|█▊ | 10/56 [00:54<05:25, 7.08s/it] 13/299 4.07G 0.04708 0.03843 0.002211 134 640: 20%|█▉ | 11/56 [00:54<03:43, 4.98s/it] 13/299 4.07G 0.04702 0.03833 0.00217 150 640: 20%|█▉ | 11/56 [00:59<03:43, 4.98s/it] 13/299 4.07G 0.04702 0.03833 0.00217 150 640: 21%|██▏ | 12/56 [00:59<03:42, 5.06s/it] 13/299 4.07G 0.04719 0.03806 0.00211 112 640: 21%|██▏ | 12/56 [00:59<03:42, 5.06s/it] 13/299 4.07G 0.04719 0.03806 0.00211 112 640: 23%|██▎ | 13/56 [00:59<02:34, 3.59s/it] 13/299 4.07G 0.04692 0.03793 0.002056 145 640: 23%|██▎ | 13/56 [01:08<02:34, 3.59s/it] 13/299 4.07G 0.04692 0.03793 0.002056 145 640: 25%|██▌ | 14/56 [01:08<03:32, 5.06s/it] 13/299 4.07G 0.04722 0.03734 0.002099 120 640: 25%|██▌ | 14/56 [01:08<03:32, 5.06s/it] 13/299 4.07G 0.04722 0.03734 0.002099 120 640: 27%|██▋ | 15/56 [01:08<02:27, 3.60s/it] 13/299 4.07G 0.04755 0.03719 0.002069 122 640: 27%|██▋ | 15/56 [01:08<02:27, 3.60s/it] 13/299 4.07G 0.04755 0.03719 0.002069 122 640: 29%|██▊ | 16/56 [01:08<01:43, 2.58s/it] 13/299 4.07G 0.04763 0.03678 0.002081 107 640: 29%|██▊ | 16/56 [01:15<01:43, 2.58s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.21it/s]
all 98 501 0.5 0.558 0.508 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 14/299 4.07G 0.04516 0.03403 0.001856 171 640: 0%| | 0/56 [00:02<?, ?it/s] 14/299 4.07G 0.04516 0.03403 0.001856 171 640: 2%|▏ | 1/56 [00:02<02:13, 2.42s/it] 14/299 4.07G 0.04345 0.03342 0.001629 121 640: 2%|▏ | 1/56 [00:16<02:13, 2.42s/it] 14/299 4.07G 0.04345 0.03342 0.001629 121 640: 4%|▎ | 2/56 [00:16<08:34, 9.53s/it] 14/299 4.07G 0.04511 0.03416 0.001553 124 640: 4%|▎ | 2/56 [00:17<08:34, 9.53s/it] 14/299 4.07G 0.04511 0.03416 0.001553 124 640: 5%|▌ | 3/56 [00:17<04:39, 5.28s/it] 14/299 4.07G 0.04394 0.03405 0.001572 94 640: 5%|▌ | 3/56 [00:18<04:39, 5.28s/it] 14/299 4.07G 0.04394 0.03405 0.001572 94 640: 7%|▋ | 4/56 [00:18<03:12, 3.70s/it] 14/299 4.07G 0.04394 0.03319 0.001535 89 640: 7%|▋ | 4/56 [00:23<03:12, 3.70s/it] 14/299 4.07G 0.04394 0.03319 0.001535 89 640: 9%|▉ | 5/56 [00:23<03:27, 4.07s/it] 14/299 4.07G 0.04344 0.0335 0.001563 142 640: 9%|▉ | 5/56 [00:32<03:27, 4.07s/it] 14/299 4.07G 0.04344 0.0335 0.001563 142 640: 11%|█ | 6/56 [00:32<04:50, 5.82s/it] 14/299 4.07G 0.04352 0.03329 0.001642 145 640: 11%|█ | 6/56 [00:32<04:50, 5.82s/it] 14/299 4.07G 0.04352 0.03329 0.001642 145 640: 12%|█▎ | 7/56 [00:32<03:15, 3.99s/it] 14/299 4.07G 0.04437 0.03322 0.001567 138 640: 12%|█▎ | 7/56 [00:32<03:15, 3.99s/it] 14/299 4.07G 0.04437 0.03322 0.001567 138 640: 14%|█▍ | 8/56 [00:32<02:13, 2.79s/it] 14/299 4.07G 0.04486 0.03385 0.001592 159 640: 14%|█▍ | 8/56 [00:41<02:13, 2.79s/it] 14/299 4.07G 0.04486 0.03385 0.001592 159 640: 16%|█▌ | 9/56 [00:41<03:33, 4.55s/it] 14/299 4.07G 0.04456 0.03397 0.001542 167 640: 16%|█▌ | 9/56 [00:58<03:33, 4.55s/it] 14/299 4.07G 0.04456 0.03397 0.001542 167 640: 18%|█▊ | 10/56 [00:58<06:23, 8.34s/it] 14/299 4.07G 0.04476 0.03362 0.001462 119 640: 18%|█▊ | 10/56 [00:58<06:23, 8.34s/it] 14/299 4.07G 0.04476 0.03362 0.001462 119 640: 20%|█▉ | 11/56 [00:58<04:23, 5.85s/it] 14/299 4.07G 0.04498 0.03358 0.001463 114 640: 20%|█▉ | 11/56 [00:58<04:23, 5.85s/it] 14/299 4.07G 0.04498 0.03358 0.001463 114 640: 21%|██▏ | 12/56 [00:58<03:02, 4.14s/it] 14/299 4.07G 0.04536 0.03437 0.001441 192 640: 21%|██▏ | 12/56 [00:58<03:02, 4.14s/it] 14/299 4.07G 0.04536 0.03437 0.001441 192 640: 23%|██▎ | 13/56 [00:58<02:06, 2.95s/it] 14/299 4.07G 0.04598 0.03483 0.001447 159 640: 23%|██▎ | 13/56 [01:06<02:06, 2.95s/it] 14/299 4.07G 0.04598 0.03483 0.001447 159 640: 25%|██▌ | 14/56 [01:06<03:07, 4.46s/it] 14/299 4.07G 0.04588 0.03473 0.001404 114 640: 25%|██▌ | 14/56 [01:08<03:07, 4.46s/it] 14/299 4.07G 0.04588 0.03473 0.001404 114 640: 27%|██▋ | 15/56 [01:08<02:30, 3.66s/it] 14/299 4.07G 0.04569 0.03476 0.001386 154 640: 27%|██▋ | 15/56 [01:08<02:30, 3.66s/it] 14/299 4.07G 0.04569 0.03476 0.001386 154 640: 29%|██▊ | 16/56 [01:08<01:44, 2.62s/it] 14/299 4.07G 0.04577 0.03462 0.001442 144 640: 29%|██▊ | 16/56 [01:15<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.518 0.501 0.478 0.207
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 15/299 4.07G 0.0465 0.04317 0.001526 179 640: 0%| | 0/56 [00:04<?, ?it/s] 15/299 4.07G 0.0465 0.04317 0.001526 179 640: 2%|▏ | 1/56 [00:04<03:54, 4.26s/it] 15/299 4.07G 0.045 0.03966 0.001378 138 640: 2%|▏ | 1/56 [00:34<03:54, 4.26s/it] 15/299 4.07G 0.045 0.03966 0.001378 138 640: 4%|▎ | 2/56 [00:34<17:28, 19.41s/it] 15/299 4.07G 0.04432 0.03887 0.001386 167 640: 4%|▎ | 2/56 [00:34<17:28, 19.41s/it] 15/299 4.07G 0.04432 0.03887 0.001386 167 640: 5%|▌ | 3/56 [00:34<09:24, 10.65s/it] 15/299 4.07G 0.0431 0.0381 0.001591 153 640: 5%|▌ | 3/56 [00:34<09:24, 10.65s/it] 15/299 4.07G 0.0431 0.0381 0.001591 153 640: 7%|▋ | 4/56 [00:34<05:39, 6.53s/it] 15/299 4.07G 0.04465 0.03914 0.001717 129 640: 7%|▋ | 4/56 [00:34<05:39, 6.53s/it] 15/299 4.07G 0.04465 0.03914 0.001717 129 640: 9%|▉ | 5/56 [00:34<03:36, 4.25s/it] 15/299 4.07G 0.04467 0.03928 0.001753 171 640: 9%|▉ | 5/56 [00:38<03:36, 4.25s/it] 15/299 4.07G 0.04467 0.03928 0.001753 171 640: 11%|█ | 6/56 [00:38<03:17, 3.95s/it] 15/299 4.07G 0.04483 0.03871 0.001716 138 640: 11%|█ | 6/56 [00:40<03:17, 3.95s/it] 15/299 4.07G 0.04483 0.03871 0.001716 138 640: 12%|█▎ | 7/56 [00:40<02:44, 3.35s/it] 15/299 4.07G 0.04528 0.03788 0.001651 110 640: 12%|█▎ | 7/56 [00:40<02:44, 3.35s/it] 15/299 4.07G 0.04528 0.03788 0.001651 110 640: 14%|█▍ | 8/56 [00:40<01:52, 2.35s/it] 15/299 4.07G 0.04559 0.03859 0.001636 168 640: 14%|█▍ | 8/56 [00:48<01:52, 2.35s/it] 15/299 4.07G 0.04559 0.03859 0.001636 168 640: 16%|█▌ | 9/56 [00:48<03:11, 4.07s/it] 15/299 4.07G 0.0453 0.0377 0.001589 107 640: 16%|█▌ | 9/56 [01:09<03:11, 4.07s/it] 15/299 4.07G 0.0453 0.0377 0.001589 107 640: 18%|█▊ | 10/56 [01:09<07:01, 9.17s/it] 15/299 4.07G 0.04531 0.0373 0.00165 152 640: 18%|█▊ | 10/56 [01:09<07:01, 9.17s/it] 15/299 4.07G 0.04531 0.0373 0.00165 152 640: 20%|█▉ | 11/56 [01:09<04:49, 6.43s/it] 15/299 4.07G 0.04575 0.03708 0.001712 139 640: 20%|█▉ | 11/56 [01:09<04:49, 6.43s/it] 15/299 4.07G 0.04575 0.03708 0.001712 139 640: 21%|██▏ | 12/56 [01:09<03:20, 4.55s/it] 15/299 4.07G 0.04571 0.03641 0.001711 104 640: 21%|██▏ | 12/56 [01:09<03:20, 4.55s/it] 15/299 4.07G 0.04571 0.03641 0.001711 104 640: 23%|██▎ | 13/56 [01:09<02:19, 3.24s/it] 15/299 4.07G 0.04572 0.03639 0.001677 161 640: 23%|██▎ | 13/56 [01:13<02:19, 3.24s/it] 15/299 4.07G 0.04572 0.03639 0.001677 161 640: 25%|██▌ | 14/56 [01:13<02:22, 3.39s/it] 15/299 4.07G 0.04597 0.03606 0.001642 116 640: 25%|██▌ | 14/56 [01:15<02:22, 3.39s/it] 15/299 4.07G 0.04597 0.03606 0.001642 116 640: 27%|██▋ | 15/56 [01:15<01:57, 2.87s/it] 15/299 4.07G 0.04618 0.03599 0.001725 110 640: 27%|██▋ | 15/56 [01:15<01:57, 2.87s/it] 15/299 4.07G 0.04618 0.03599 0.001725 110 640: 29%|██▊ | 16/56 [01:15<01:22, 2.07s/it] 15/299 4.07G 0.04635 0.03553 0.001681 124 640: 29%|██▊ | 16/56 [01:25<01:22, 2.07s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.494 0.461 0.46 0.219
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 16/299 4.07G 0.03851 0.03292 0.0009254 139 640: 0%| | 0/56 [00:14<?, ?it/s] 16/299 4.07G 0.03851 0.03292 0.0009254 139 640: 2%|▏ | 1/56 [00:14<13:23, 14.61s/it] 16/299 4.07G 0.03954 0.03149 0.001286 113 640: 2%|▏ | 1/56 [00:30<13:23, 14.61s/it] 16/299 4.07G 0.03954 0.03149 0.001286 113 640: 4%|▎ | 2/56 [00:30<13:44, 15.27s/it] 16/299 4.07G 0.04044 0.03327 0.001537 153 640: 4%|▎ | 2/56 [00:30<13:44, 15.27s/it] 16/299 4.07G 0.04044 0.03327 0.001537 153 640: 5%|▌ | 3/56 [00:30<07:24, 8.39s/it] 16/299 4.07G 0.03969 0.03286 0.001411 118 640: 5%|▌ | 3/56 [00:30<07:24, 8.39s/it] 16/299 4.07G 0.03969 0.03286 0.001411 118 640: 7%|▋ | 4/56 [00:30<04:28, 5.17s/it] 16/299 4.07G 0.04072 0.03583 0.00132 165 640: 7%|▋ | 4/56 [00:30<04:28, 5.17s/it] 16/299 4.07G 0.04072 0.03583 0.00132 165 640: 9%|▉ | 5/56 [00:30<02:52, 3.38s/it] 16/299 4.07G 0.04123 0.03596 0.001495 135 640: 9%|▉ | 5/56 [00:36<02:52, 3.38s/it] 16/299 4.07G 0.04123 0.03596 0.001495 135 640: 11%|█ | 6/56 [00:36<03:24, 4.10s/it] 16/299 4.07G 0.04187 0.03515 0.001502 94 640: 11%|█ | 6/56 [00:41<03:24, 4.10s/it] 16/299 4.07G 0.04187 0.03515 0.001502 94 640: 12%|█▎ | 7/56 [00:41<03:38, 4.47s/it] 16/299 4.07G 0.04182 0.03493 0.001445 130 640: 12%|█▎ | 7/56 [00:41<03:38, 4.47s/it] 16/299 4.07G 0.04182 0.03493 0.001445 130 640: 14%|█▍ | 8/56 [00:41<02:29, 3.11s/it] 16/299 4.07G 0.04199 0.03528 0.001412 125 640: 14%|█▍ | 8/56 [00:56<02:29, 3.11s/it] 16/299 4.07G 0.04199 0.03528 0.001412 125 640: 16%|█▌ | 9/56 [00:56<05:09, 6.58s/it] 16/299 4.07G 0.04153 0.03482 0.001474 119 640: 16%|█▌ | 9/56 [01:05<05:09, 6.58s/it] 16/299 4.07G 0.04153 0.03482 0.001474 119 640: 18%|█▊ | 10/56 [01:05<05:37, 7.34s/it] 16/299 4.07G 0.04159 0.03506 0.00158 154 640: 18%|█▊ | 10/56 [01:05<05:37, 7.34s/it] 16/299 4.07G 0.04159 0.03506 0.00158 154 640: 20%|█▉ | 11/56 [01:05<03:52, 5.16s/it] 16/299 4.07G 0.04169 0.03526 0.001572 135 640: 20%|█▉ | 11/56 [01:05<03:52, 5.16s/it] 16/299 4.07G 0.04169 0.03526 0.001572 135 640: 21%|██▏ | 12/56 [01:05<02:41, 3.67s/it] 16/299 4.07G 0.04187 0.03448 0.001573 102 640: 21%|██▏ | 12/56 [01:05<02:41, 3.67s/it] 16/299 4.07G 0.04187 0.03448 0.001573 102 640: 23%|██▎ | 13/56 [01:05<01:52, 2.62s/it] 16/299 4.07G 0.04176 0.03433 0.001514 133 640: 23%|██▎ | 13/56 [01:10<01:52, 2.62s/it] 16/299 4.07G 0.04176 0.03433 0.001514 133 640: 25%|██▌ | 14/56 [01:10<02:18, 3.29s/it] 16/299 4.07G 0.04164 0.03415 0.001486 130 640: 25%|██▌ | 14/56 [01:15<02:18, 3.29s/it] 16/299 4.07G 0.04164 0.03415 0.001486 130 640: 27%|██▋ | 15/56 [01:15<02:37, 3.84s/it] 16/299 4.07G 0.04153 0.03424 0.001491 140 640: 27%|██▋ | 15/56 [01:16<02:37, 3.84s/it] 16/299 4.07G 0.04153 0.03424 0.001491 140 640: 29%|██▊ | 16/56 [01:16<01:50, 2.75s/it] 16/299 4.07G 0.04125 0.03379 0.001541 105 640: 29%|██▊ | 16/56 [01:30<01:50, 2.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.01it/s]
all 98 501 0.59 0.535 0.549 0.244
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 17/299 4.07G 0.04619 0.03034 0.001963 123 640: 0%| | 0/56 [00:16<?, ?it/s] 17/299 4.07G 0.04619 0.03034 0.001963 123 640: 2%|▏ | 1/56 [00:16<15:12, 16.59s/it] 17/299 4.07G 0.04566 0.02973 0.001429 133 640: 2%|▏ | 1/56 [00:16<15:12, 16.59s/it] 17/299 4.07G 0.04566 0.02973 0.001429 133 640: 4%|▎ | 2/56 [00:16<06:19, 7.03s/it] 17/299 4.07G 0.04339 0.03112 0.001538 136 640: 4%|▎ | 2/56 [00:17<06:19, 7.03s/it] 17/299 4.07G 0.04339 0.03112 0.001538 136 640: 5%|▌ | 3/56 [00:17<03:27, 3.92s/it] 17/299 4.07G 0.04273 0.03341 0.001497 157 640: 5%|▌ | 3/56 [00:17<03:27, 3.92s/it] 17/299 4.07G 0.04273 0.03341 0.001497 157 640: 7%|▋ | 4/56 [00:17<02:07, 2.46s/it] 17/299 4.07G 0.04248 0.03294 0.001648 120 640: 7%|▋ | 4/56 [00:29<02:07, 2.46s/it] 17/299 4.07G 0.04248 0.03294 0.001648 120 640: 9%|▉ | 5/56 [00:29<05:05, 5.99s/it] 17/299 4.07G 0.04272 0.03343 0.00166 160 640: 9%|▉ | 5/56 [00:29<05:05, 5.99s/it] 17/299 4.07G 0.04272 0.03343 0.00166 160 640: 11%|█ | 6/56 [00:29<03:22, 4.04s/it] 17/299 4.07G 0.0435 0.03327 0.001707 101 640: 11%|█ | 6/56 [00:30<03:22, 4.04s/it] 17/299 4.07G 0.0435 0.03327 0.001707 101 640: 12%|█▎ | 7/56 [00:30<02:16, 2.79s/it] 17/299 4.07G 0.04463 0.03491 0.001724 202 640: 12%|█▎ | 7/56 [00:30<02:16, 2.79s/it] 17/299 4.07G 0.04463 0.03491 0.001724 202 640: 14%|█▍ | 8/56 [00:30<01:34, 1.97s/it] 17/299 4.07G 0.04445 0.03505 0.001876 166 640: 14%|█▍ | 8/56 [00:54<01:34, 1.97s/it] 17/299 4.07G 0.04445 0.03505 0.001876 166 640: 16%|█▌ | 9/56 [00:54<06:52, 8.78s/it] 17/299 4.07G 0.04463 0.03521 0.001797 162 640: 16%|█▌ | 9/56 [00:54<06:52, 8.78s/it] 17/299 4.07G 0.04463 0.03521 0.001797 162 640: 18%|█▊ | 10/56 [00:54<04:42, 6.15s/it] 17/299 4.07G 0.04429 0.03529 0.001764 150 640: 18%|█▊ | 10/56 [00:54<04:42, 6.15s/it] 17/299 4.07G 0.04429 0.03529 0.001764 150 640: 20%|█▉ | 11/56 [00:54<03:14, 4.33s/it] 17/299 4.07G 0.04424 0.03564 0.001699 152 640: 20%|█▉ | 11/56 [00:54<03:14, 4.33s/it] 17/299 4.07G 0.04424 0.03564 0.001699 152 640: 21%|██▏ | 12/56 [00:54<02:15, 3.08s/it] 17/299 4.07G 0.044 0.03525 0.001657 106 640: 21%|██▏ | 12/56 [01:04<02:15, 3.08s/it] 17/299 4.07G 0.044 0.03525 0.001657 106 640: 23%|██▎ | 13/56 [01:04<03:37, 5.06s/it] 17/299 4.07G 0.04413 0.03485 0.001618 141 640: 23%|██▎ | 13/56 [01:04<03:37, 5.06s/it] 17/299 4.07G 0.04413 0.03485 0.001618 141 640: 25%|██▌ | 14/56 [01:04<02:31, 3.62s/it] 17/299 4.07G 0.04445 0.03497 0.001575 133 640: 25%|██▌ | 14/56 [01:04<02:31, 3.62s/it] 17/299 4.07G 0.04445 0.03497 0.001575 133 640: 27%|██▋ | 15/56 [01:04<01:46, 2.59s/it] 17/299 4.07G 0.04431 0.03466 0.001555 140 640: 27%|██▋ | 15/56 [01:05<01:46, 2.59s/it] 17/299 4.07G 0.04431 0.03466 0.001555 140 640: 29%|██▊ | 16/56 [01:05<01:15, 1.88s/it] 17/299 4.07G 0.04418 0.03471 0.001566 122 640: 29%|██▊ | 16/56 [01:28<01:15, 1.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.23it/s]
all 98 501 0.509 0.445 0.463 0.228
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 18/299 4.07G 0.03836 0.02914 0.001264 112 640: 0%| | 0/56 [00:13<?, ?it/s] 18/299 4.07G 0.03836 0.02914 0.001264 112 640: 2%|▏ | 1/56 [00:13<11:55, 13.00s/it] 18/299 4.07G 0.04274 0.0354 0.001038 167 640: 2%|▏ | 1/56 [00:24<11:55, 13.00s/it] 18/299 4.07G 0.04274 0.0354 0.001038 167 640: 4%|▎ | 2/56 [00:24<10:59, 12.21s/it] 18/299 4.07G 0.04197 0.03408 0.001156 114 640: 4%|▎ | 2/56 [00:24<10:59, 12.21s/it] 18/299 4.07G 0.04197 0.03408 0.001156 114 640: 5%|▌ | 3/56 [00:24<05:56, 6.73s/it] 18/299 4.07G 0.04201 0.03392 0.001385 156 640: 5%|▌ | 3/56 [00:25<05:56, 6.73s/it] 18/299 4.07G 0.04201 0.03392 0.001385 156 640: 7%|▋ | 4/56 [00:25<03:36, 4.16s/it] 18/299 4.07G 0.0414 0.03249 0.00161 100 640: 7%|▋ | 4/56 [00:33<03:36, 4.16s/it] 18/299 4.07G 0.0414 0.03249 0.00161 100 640: 9%|▉ | 5/56 [00:33<04:50, 5.70s/it] 18/299 4.07G 0.04102 0.03327 0.001534 127 640: 9%|▉ | 5/56 [00:38<04:50, 5.70s/it] 18/299 4.07G 0.04102 0.03327 0.001534 127 640: 11%|█ | 6/56 [00:38<04:32, 5.46s/it] 18/299 4.07G 0.04115 0.03324 0.001412 132 640: 11%|█ | 6/56 [00:38<04:32, 5.46s/it] 18/299 4.07G 0.04115 0.03324 0.001412 132 640: 12%|█▎ | 7/56 [00:38<03:03, 3.74s/it] 18/299 4.07G 0.0419 0.03278 0.001414 125 640: 12%|█▎ | 7/56 [00:38<03:03, 3.74s/it] 18/299 4.07G 0.0419 0.03278 0.001414 125 640: 14%|█▍ | 8/56 [00:38<02:05, 2.62s/it] 18/299 4.07G 0.04203 0.03247 0.001401 118 640: 14%|█▍ | 8/56 [00:50<02:05, 2.62s/it] 18/299 4.07G 0.04203 0.03247 0.001401 118 640: 16%|█▌ | 9/56 [00:50<04:09, 5.30s/it] 18/299 4.07G 0.04218 0.03357 0.001409 188 640: 16%|█▌ | 9/56 [01:03<04:09, 5.30s/it] 18/299 4.07G 0.04218 0.03357 0.001409 188 640: 18%|█▊ | 10/56 [01:03<06:04, 7.93s/it] 18/299 4.07G 0.04231 0.03368 0.001514 141 640: 18%|█▊ | 10/56 [01:04<06:04, 7.93s/it] 18/299 4.07G 0.04231 0.03368 0.001514 141 640: 20%|█▉ | 11/56 [01:04<04:10, 5.57s/it] 18/299 4.07G 0.0428 0.03398 0.001464 134 640: 20%|█▉ | 11/56 [01:04<04:10, 5.57s/it] 18/299 4.07G 0.0428 0.03398 0.001464 134 640: 21%|██▏ | 12/56 [01:04<02:53, 3.94s/it] 18/299 4.07G 0.0432 0.0342 0.001459 150 640: 21%|██▏ | 12/56 [01:07<02:53, 3.94s/it] 18/299 4.07G 0.0432 0.0342 0.001459 150 640: 23%|██▎ | 13/56 [01:07<02:38, 3.69s/it] 18/299 4.07G 0.0433 0.03467 0.001446 185 640: 23%|██▎ | 13/56 [01:12<02:38, 3.69s/it] 18/299 4.07G 0.0433 0.03467 0.001446 185 640: 25%|██▌ | 14/56 [01:12<02:57, 4.22s/it] 18/299 4.07G 0.04301 0.03415 0.001402 125 640: 25%|██▌ | 14/56 [01:13<02:57, 4.22s/it] 18/299 4.07G 0.04301 0.03415 0.001402 125 640: 27%|██▋ | 15/56 [01:13<02:03, 3.01s/it] 18/299 4.07G 0.04325 0.03457 0.001418 186 640: 27%|██▋ | 15/56 [01:13<02:03, 3.01s/it] 18/299 4.07G 0.04325 0.03457 0.001418 186 640: 29%|██▊ | 16/56 [01:13<01:26, 2.17s/it] 18/299 4.07G 0.04317 0.0346 0.00143 138 640: 29%|██▊ | 16/56 [01:24<01:26, 2.17s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:01<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:01<00:00, 3.27it/s]
all 98 501 0.554 0.547 0.542 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 19/299 4.07G 0.03724 0.03151 0.00121 137 640: 0%| | 0/56 [00:10<?, ?it/s] 19/299 4.07G 0.03724 0.03151 0.00121 137 640: 2%|▏ | 1/56 [00:10<10:02, 10.96s/it] 19/299 4.07G 0.04014 0.03533 0.001158 158 640: 2%|▏ | 1/56 [00:27<10:02, 10.96s/it] 19/299 4.07G 0.04014 0.03533 0.001158 158 640: 4%|▎ | 2/56 [00:27<12:53, 14.32s/it] 19/299 4.07G 0.04123 0.03519 0.001119 120 640: 4%|▎ | 2/56 [00:27<12:53, 14.32s/it] 19/299 4.07G 0.04123 0.03519 0.001119 120 640: 5%|▌ | 3/56 [00:27<06:57, 7.88s/it] 19/299 4.07G 0.04046 0.03502 0.001145 139 640: 5%|▌ | 3/56 [00:28<06:57, 7.88s/it] 19/299 4.07G 0.04046 0.03502 0.001145 139 640: 7%|▋ | 4/56 [00:28<04:12, 4.85s/it] 19/299 4.07G 0.04043 0.03591 0.001039 158 640: 7%|▋ | 4/56 [00:28<04:12, 4.85s/it] 19/299 4.07G 0.04043 0.03591 0.001039 158 640: 9%|▉ | 5/56 [00:28<02:42, 3.18s/it] 19/299 4.07G 0.041 0.03487 0.001039 121 640: 9%|▉ | 5/56 [00:33<02:42, 3.18s/it] 19/299 4.07G 0.041 0.03487 0.001039 121 640: 11%|█ | 6/56 [00:34<03:25, 4.10s/it] 19/299 4.07G 0.04181 0.03529 0.001105 159 640: 11%|█ | 6/56 [00:34<03:25, 4.10s/it] 19/299 4.07G 0.04181 0.03529 0.001105 159 640: 12%|█▎ | 7/56 [00:34<02:18, 2.83s/it] 19/299 4.07G 0.04145 0.0349 0.001531 103 640: 12%|█▎ | 7/56 [00:34<02:18, 2.83s/it] 19/299 4.07G 0.04145 0.0349 0.001531 103 640: 14%|█▍ | 8/56 [00:34<01:36, 2.00s/it] 19/299 4.07G 0.04113 0.03479 0.001509 153 640: 14%|█▍ | 8/56 [00:45<01:36, 2.00s/it] 19/299 4.07G 0.04113 0.03479 0.001509 153 640: 16%|█▌ | 9/56 [00:45<03:46, 4.81s/it] 19/299 4.07G 0.04103 0.03453 0.001447 118 640: 16%|█▌ | 9/56 [01:02<03:46, 4.81s/it] 19/299 4.07G 0.04103 0.03453 0.001447 118 640: 18%|█▊ | 10/56 [01:02<06:27, 8.43s/it] 19/299 4.07G 0.04097 0.0349 0.001418 153 640: 18%|█▊ | 10/56 [01:02<06:27, 8.43s/it] 19/299 4.07G 0.04097 0.0349 0.001418 153 640: 20%|█▉ | 11/56 [01:02<04:26, 5.92s/it] 19/299 4.07G 0.04113 0.03518 0.001381 152 640: 20%|█▉ | 11/56 [01:02<04:26, 5.92s/it] 19/299 4.07G 0.04113 0.03518 0.001381 152 640: 21%|██▏ | 12/56 [01:02<03:04, 4.20s/it] 19/299 4.07G 0.04115 0.03489 0.001341 162 640: 21%|██▏ | 12/56 [01:02<03:04, 4.20s/it] 19/299 4.07G 0.04115 0.03489 0.001341 162 640: 23%|██▎ | 13/56 [01:02<02:08, 2.99s/it] 19/299 4.07G 0.04105 0.03413 0.001354 92 640: 23%|██▎ | 13/56 [01:07<02:08, 2.99s/it] 19/299 4.07G 0.04105 0.03413 0.001354 92 640: 25%|██▌ | 14/56 [01:07<02:30, 3.59s/it] 19/299 4.07G 0.04153 0.03409 0.0013 112 640: 25%|██▌ | 14/56 [01:08<02:30, 3.59s/it] 19/299 4.07G 0.04153 0.03409 0.0013 112 640: 27%|██▋ | 15/56 [01:08<01:45, 2.57s/it] 19/299 4.07G 0.04182 0.03415 0.001262 145 640: 27%|██▋ | 15/56 [01:08<01:45, 2.57s/it] 19/299 4.07G 0.04182 0.03415 0.001262 145 640: 29%|██▊ | 16/56 [01:08<01:14, 1.86s/it] 19/299 4.07G 0.04202 0.03358 0.001227 76 640: 29%|██▊ | 16/56 [01:23<01:14, 1.86s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.499 0.508 0.481 0.221
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 20/299 4.07G 0.04055 0.03661 0.001223 165 640: 0%| | 0/56 [00:05<?, ?it/s] 20/299 4.07G 0.04055 0.03661 0.001223 165 640: 2%|▏ | 1/56 [00:05<05:11, 5.66s/it] 20/299 4.07G 0.04183 0.03753 0.001002 164 640: 2%|▏ | 1/56 [00:19<05:11, 5.66s/it] 20/299 4.07G 0.04183 0.03753 0.001002 164 640: 4%|▎ | 2/56 [00:19<09:11, 10.21s/it] 20/299 4.07G 0.04052 0.03585 0.001114 159 640: 4%|▎ | 2/56 [00:19<09:11, 10.21s/it] 20/299 4.07G 0.04052 0.03585 0.001114 159 640: 5%|▌ | 3/56 [00:19<04:59, 5.65s/it] 20/299 4.07G 0.04075 0.03684 0.001125 189 640: 5%|▌ | 3/56 [00:19<04:59, 5.65s/it] 20/299 4.07G 0.04075 0.03684 0.001125 189 640: 7%|▋ | 4/56 [00:19<03:02, 3.50s/it] 20/299 4.07G 0.04051 0.03637 0.00139 128 640: 7%|▋ | 4/56 [00:31<03:02, 3.50s/it] 20/299 4.07G 0.04051 0.03637 0.00139 128 640: 9%|▉ | 5/56 [00:31<05:30, 6.49s/it] 20/299 4.07G 0.0407 0.03578 0.001469 147 640: 9%|▉ | 5/56 [00:31<05:30, 6.49s/it] 20/299 4.07G 0.0407 0.03578 0.001469 147 640: 11%|█ | 6/56 [00:31<03:40, 4.40s/it] 20/299 4.07G 0.04065 0.03619 0.001511 176 640: 11%|█ | 6/56 [00:42<03:40, 4.40s/it] 20/299 4.07G 0.04065 0.03619 0.001511 176 640: 12%|█▎ | 7/56 [00:42<05:15, 6.45s/it] 20/299 4.07G 0.04065 0.03602 0.001576 139 640: 12%|█▎ | 7/56 [00:42<05:15, 6.45s/it] 20/299 4.07G 0.04065 0.03602 0.001576 139 640: 14%|█▍ | 8/56 [00:42<03:34, 4.46s/it] 20/299 4.07G 0.04095 0.0349 0.001496 131 640: 14%|█▍ | 8/56 [00:45<03:34, 4.46s/it] 20/299 4.07G 0.04095 0.0349 0.001496 131 640: 16%|█▌ | 9/56 [00:45<03:05, 3.94s/it] 20/299 4.07G 0.04106 0.03479 0.001492 138 640: 16%|█▌ | 9/56 [00:56<03:05, 3.94s/it] 20/299 4.07G 0.04106 0.03479 0.001492 138 640: 18%|█▊ | 10/56 [00:56<04:44, 6.19s/it] 20/299 4.07G 0.04102 0.03438 0.001459 118 640: 18%|█▊ | 10/56 [00:57<04:44, 6.19s/it] 20/299 4.07G 0.04102 0.03438 0.001459 118 640: 20%|█▉ | 11/56 [00:57<03:30, 4.68s/it] 20/299 4.07G 0.04113 0.03469 0.001425 193 640: 20%|█▉ | 11/56 [00:57<03:30, 4.68s/it] 20/299 4.07G 0.04113 0.03469 0.001425 193 640: 21%|██▏ | 12/56 [00:57<02:26, 3.32s/it] 20/299 4.07G 0.04078 0.03444 0.001369 122 640: 21%|██▏ | 12/56 [01:05<02:26, 3.32s/it] 20/299 4.07G 0.04078 0.03444 0.001369 122 640: 23%|██▎ | 13/56 [01:05<03:21, 4.68s/it] 20/299 4.07G 0.0408 0.03475 0.001342 179 640: 23%|██▎ | 13/56 [01:06<03:21, 4.68s/it] 20/299 4.07G 0.0408 0.03475 0.001342 179 640: 25%|██▌ | 14/56 [01:06<02:20, 3.35s/it] 20/299 4.07G 0.04088 0.03505 0.001365 179 640: 25%|██▌ | 14/56 [01:16<02:20, 3.35s/it] 20/299 4.07G 0.04088 0.03505 0.001365 179 640: 27%|██▋ | 15/56 [01:16<03:47, 5.55s/it] 20/299 4.07G 0.04107 0.035 0.001332 153 640: 27%|██▋ | 15/56 [01:16<03:47, 5.55s/it] 20/299 4.07G 0.04107 0.035 0.001332 153 640: 29%|██▊ | 16/56 [01:16<02:37, 3.94s/it] 20/299 4.07G 0.04097 0.03482 0.001292 147 640: 29%|██▊ | 16/56 [01:19<02:37, 3.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.19it/s]
all 98 501 0.59 0.541 0.555 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 21/299 4.07G 0.04079 0.03078 0.0008164 124 640: 0%| | 0/56 [00:00<?, ?it/s] 21/299 4.07G 0.04079 0.03078 0.0008164 124 640: 2%|▏ | 1/56 [00:00<00:13, 3.96it/s] 21/299 4.07G 0.04197 0.03206 0.0009505 182 640: 2%|▏ | 1/56 [00:13<00:13, 3.96it/s] 21/299 4.07G 0.04197 0.03206 0.0009505 182 640: 4%|▎ | 2/56 [00:13<07:17, 8.11s/it] 21/299 4.07G 0.03978 0.03116 0.00105 116 640: 4%|▎ | 2/56 [00:14<07:17, 8.11s/it] 21/299 4.07G 0.03978 0.03116 0.00105 116 640: 5%|▌ | 3/56 [00:14<03:58, 4.51s/it] 21/299 4.07G 0.04 0.03059 0.001568 124 640: 5%|▌ | 3/56 [00:14<03:58, 4.51s/it] 21/299 4.07G 0.04 0.03059 0.001568 124 640: 7%|▋ | 4/56 [00:14<02:26, 2.81s/it] 21/299 4.07G 0.04009 0.03256 0.001428 158 640: 7%|▋ | 4/56 [00:40<02:26, 2.81s/it] 21/299 4.07G 0.04009 0.03256 0.001428 158 640: 9%|▉ | 5/56 [00:40<09:27, 11.13s/it] 21/299 4.07G 0.03985 0.03276 0.001363 137 640: 9%|▉ | 5/56 [00:40<09:27, 11.13s/it] 21/299 4.07G 0.03985 0.03276 0.001363 137 640: 11%|█ | 6/56 [00:40<06:11, 7.44s/it] 21/299 4.07G 0.03937 0.03251 0.001289 142 640: 11%|█ | 6/56 [00:40<06:11, 7.44s/it] 21/299 4.07G 0.03937 0.03251 0.001289 142 640: 12%|█▎ | 7/56 [00:40<04:08, 5.08s/it] 21/299 4.07G 0.03945 0.03258 0.001298 133 640: 12%|█▎ | 7/56 [00:40<04:08, 5.08s/it] 21/299 4.07G 0.03945 0.03258 0.001298 133 640: 14%|█▍ | 8/56 [00:40<02:49, 3.53s/it] 21/299 4.07G 0.03985 0.03263 0.001375 140 640: 14%|█▍ | 8/56 [00:41<02:49, 3.53s/it] 21/299 4.07G 0.03985 0.03263 0.001375 140 640: 16%|█▌ | 9/56 [00:41<01:57, 2.50s/it] 21/299 4.07G 0.04031 0.03289 0.001366 168 640: 16%|█▌ | 9/56 [00:52<01:57, 2.50s/it] 21/299 4.07G 0.04031 0.03289 0.001366 168 640: 18%|█▊ | 10/56 [00:52<04:02, 5.26s/it] 21/299 4.07G 0.04117 0.03404 0.001394 221 640: 18%|█▊ | 10/56 [00:53<04:02, 5.26s/it] 21/299 4.07G 0.04117 0.03404 0.001394 221 640: 20%|█▉ | 11/56 [00:53<02:56, 3.92s/it] 21/299 4.07G 0.04087 0.03398 0.001332 117 640: 20%|█▉ | 11/56 [00:53<02:56, 3.92s/it] 21/299 4.07G 0.04087 0.03398 0.001332 117 640: 21%|██▏ | 12/56 [00:53<02:02, 2.79s/it] 21/299 4.07G 0.04132 0.03393 0.001325 161 640: 21%|██▏ | 12/56 [01:14<02:02, 2.79s/it] 21/299 4.07G 0.04132 0.03393 0.001325 161 640: 23%|██▎ | 13/56 [01:14<05:56, 8.30s/it] 21/299 4.07G 0.04166 0.03381 0.001453 137 640: 23%|██▎ | 13/56 [01:14<05:56, 8.30s/it] 21/299 4.07G 0.04166 0.03381 0.001453 137 640: 25%|██▌ | 14/56 [01:14<04:06, 5.87s/it] 21/299 4.07G 0.04152 0.03369 0.001447 117 640: 25%|██▌ | 14/56 [01:15<04:06, 5.87s/it] 21/299 4.07G 0.04152 0.03369 0.001447 117 640: 27%|██▋ | 15/56 [01:15<02:50, 4.17s/it] 21/299 4.07G 0.04169 0.0336 0.001422 140 640: 27%|██▋ | 15/56 [01:15<02:50, 4.17s/it] 21/299 4.07G 0.04169 0.0336 0.001422 140 640: 29%|██▊ | 16/56 [01:15<01:59, 2.98s/it] 21/299 4.07G 0.04181 0.03356 0.001425 141 640: 29%|██▊ | 16/56 [01:15<01:59, 2.98s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.20it/s]
all 98 501 0.467 0.456 0.426 0.203
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 22/299 4.07G 0.04166 0.04239 0.0008505 137 640: 0%| | 0/56 [00:00<?, ?it/s] 22/299 4.07G 0.04166 0.04239 0.0008505 137 640: 2%|▏ | 1/56 [00:00<00:12, 4.53it/s] 22/299 4.07G 0.03913 0.03759 0.001058 153 640: 2%|▏ | 1/56 [00:22<00:12, 4.53it/s] 22/299 4.07G 0.03913 0.03759 0.001058 153 640: 4%|▎ | 2/56 [00:22<11:49, 13.15s/it] 22/299 4.07G 0.04003 0.03406 0.0008784 87 640: 4%|▎ | 2/56 [00:22<11:49, 13.15s/it] 22/299 4.07G 0.04003 0.03406 0.0008784 87 640: 5%|▌ | 3/56 [00:22<06:23, 7.24s/it] 22/299 4.07G 0.03996 0.03454 0.0008717 172 640: 5%|▌ | 3/56 [00:22<06:23, 7.24s/it] 22/299 4.07G 0.03996 0.03454 0.0008717 172 640: 7%|▋ | 4/56 [00:22<03:52, 4.47s/it] 22/299 4.07G 0.0397 0.03333 0.0008253 117 640: 7%|▋ | 4/56 [00:37<03:52, 4.47s/it] 22/299 4.07G 0.0397 0.03333 0.0008253 117 640: 9%|▉ | 5/56 [00:37<06:47, 7.99s/it] 22/299 4.07G 0.03959 0.0335 0.0008815 137 640: 9%|▉ | 5/56 [00:37<06:47, 7.99s/it] 22/299 4.07G 0.03959 0.0335 0.0008815 137 640: 11%|█ | 6/56 [00:37<04:28, 5.36s/it] 22/299 4.07G 0.03977 0.03302 0.0008578 116 640: 11%|█ | 6/56 [00:41<04:28, 5.36s/it] 22/299 4.07G 0.03977 0.03302 0.0008578 116 640: 12%|█▎ | 7/56 [00:41<04:09, 5.09s/it] 22/299 4.07G 0.03951 0.03264 0.001036 127 640: 12%|█▎ | 7/56 [00:42<04:09, 5.09s/it] 22/299 4.07G 0.03951 0.03264 0.001036 127 640: 14%|█▍ | 8/56 [00:42<02:50, 3.54s/it] 22/299 4.07G 0.03981 0.03168 0.001067 102 640: 14%|█▍ | 8/56 [00:42<02:50, 3.54s/it] 22/299 4.07G 0.03981 0.03168 0.001067 102 640: 16%|█▌ | 9/56 [00:42<01:57, 2.50s/it] 22/299 4.07G 0.03972 0.0312 0.001037 111 640: 16%|█▌ | 9/56 [01:01<01:57, 2.50s/it] 22/299 4.07G 0.03972 0.0312 0.001037 111 640: 18%|█▊ | 10/56 [01:02<06:01, 7.85s/it] 22/299 4.07G 0.04013 0.03121 0.001004 126 640: 18%|█▊ | 10/56 [01:02<06:01, 7.85s/it] 22/299 4.07G 0.04013 0.03121 0.001004 126 640: 20%|█▉ | 11/56 [01:02<04:08, 5.52s/it] 22/299 4.07G 0.04013 0.03124 0.0009892 121 640: 20%|█▉ | 11/56 [01:02<04:08, 5.52s/it] 22/299 4.07G 0.04013 0.03124 0.0009892 121 640: 21%|██▏ | 12/56 [01:02<02:51, 3.91s/it] 22/299 4.07G 0.04042 0.03171 0.0009514 128 640: 21%|██▏ | 12/56 [01:13<02:51, 3.91s/it] 22/299 4.07G 0.04042 0.03171 0.0009514 128 640: 23%|██▎ | 13/56 [01:13<04:20, 6.06s/it] 22/299 4.07G 0.04047 0.03154 0.0009603 122 640: 23%|██▎ | 13/56 [01:13<04:20, 6.06s/it] 22/299 4.07G 0.04047 0.03154 0.0009603 122 640: 25%|██▌ | 14/56 [01:13<03:01, 4.31s/it] 22/299 4.07G 0.04052 0.03113 0.000984 111 640: 25%|██▌ | 14/56 [01:16<03:01, 4.31s/it] 22/299 4.07G 0.04052 0.03113 0.000984 111 640: 27%|██▋ | 15/56 [01:16<02:32, 3.73s/it] 22/299 4.07G 0.04045 0.03079 0.0009755 117 640: 27%|██▋ | 15/56 [01:16<02:32, 3.73s/it] 22/299 4.07G 0.04045 0.03079 0.0009755 117 640: 29%|██▊ | 16/56 [01:16<01:46, 2.67s/it] 22/299 4.07G 0.04063 0.03082 0.001263 134 640: 29%|██▊ | 16/56 [01:16<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.16it/s]
all 98 501 0.552 0.6 0.558 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 23/299 4.07G 0.04168 0.02783 0.001238 104 640: 0%| | 0/56 [00:12<?, ?it/s] 23/299 4.07G 0.04168 0.02783 0.001238 104 640: 2%|▏ | 1/56 [00:12<11:44, 12.80s/it] 23/299 4.07G 0.04202 0.02825 0.001258 100 640: 2%|▏ | 1/56 [00:34<11:44, 12.80s/it] 23/299 4.07G 0.04202 0.02825 0.001258 100 640: 4%|▎ | 2/56 [00:34<16:05, 17.87s/it] 23/299 4.07G 0.04053 0.03016 0.001978 147 640: 4%|▎ | 2/56 [00:34<16:05, 17.87s/it] 23/299 4.07G 0.04053 0.03016 0.001978 147 640: 5%|▌ | 3/56 [00:34<08:40, 9.81s/it] 23/299 4.07G 0.03978 0.03051 0.001769 111 640: 5%|▌ | 3/56 [00:34<08:40, 9.81s/it] 23/299 4.07G 0.03978 0.03051 0.001769 111 640: 7%|▋ | 4/56 [00:34<05:13, 6.02s/it] 23/299 4.07G 0.04046 0.03044 0.001577 113 640: 7%|▋ | 4/56 [00:40<05:13, 6.02s/it] 23/299 4.07G 0.04046 0.03044 0.001577 113 640: 9%|▉ | 5/56 [00:40<05:11, 6.11s/it] 23/299 4.07G 0.04099 0.03104 0.00147 138 640: 9%|▉ | 5/56 [00:41<05:11, 6.11s/it] 23/299 4.07G 0.04099 0.03104 0.00147 138 640: 11%|█ | 6/56 [00:41<03:25, 4.12s/it] 23/299 4.07G 0.04131 0.03125 0.001418 125 640: 11%|█ | 6/56 [00:46<03:25, 4.12s/it] 23/299 4.07G 0.04131 0.03125 0.001418 125 640: 12%|█▎ | 7/56 [00:46<03:44, 4.57s/it] 23/299 4.07G 0.04118 0.03263 0.00136 218 640: 12%|█▎ | 7/56 [00:46<03:44, 4.57s/it] 23/299 4.07G 0.04118 0.03263 0.00136 218 640: 14%|█▍ | 8/56 [00:46<02:32, 3.19s/it] 23/299 4.07G 0.04088 0.0324 0.001287 129 640: 14%|█▍ | 8/56 [00:50<02:32, 3.19s/it] 23/299 4.07G 0.04088 0.0324 0.001287 129 640: 16%|█▌ | 9/56 [00:50<02:35, 3.31s/it] 23/299 4.07G 0.04118 0.03184 0.00125 108 640: 16%|█▌ | 9/56 [01:08<02:35, 3.31s/it] 23/299 4.07G 0.04118 0.03184 0.00125 108 640: 18%|█▊ | 10/56 [01:08<06:03, 7.91s/it] 23/299 4.07G 0.04063 0.03208 0.001229 137 640: 18%|█▊ | 10/56 [01:08<06:03, 7.91s/it] 23/299 4.07G 0.04063 0.03208 0.001229 137 640: 20%|█▉ | 11/56 [01:08<04:09, 5.55s/it] 23/299 4.07G 0.04044 0.03192 0.001188 132 640: 20%|█▉ | 11/56 [01:09<04:09, 5.55s/it] 23/299 4.07G 0.04044 0.03192 0.001188 132 640: 21%|██▏ | 12/56 [01:09<02:52, 3.93s/it] 23/299 4.07G 0.04058 0.03195 0.001178 118 640: 21%|██▏ | 12/56 [01:14<02:52, 3.93s/it] 23/299 4.07G 0.04058 0.03195 0.001178 118 640: 23%|██▎ | 13/56 [01:14<03:13, 4.51s/it] 23/299 4.07G 0.04092 0.03275 0.001246 184 640: 23%|██▎ | 13/56 [01:15<03:13, 4.51s/it] 23/299 4.07G 0.04092 0.03275 0.001246 184 640: 25%|██▌ | 14/56 [01:15<02:15, 3.22s/it] 23/299 4.07G 0.04118 0.03282 0.001288 150 640: 25%|██▌ | 14/56 [01:20<02:15, 3.22s/it] 23/299 4.07G 0.04118 0.03282 0.001288 150 640: 27%|██▋ | 15/56 [01:20<02:40, 3.91s/it] 23/299 4.07G 0.04104 0.03348 0.001301 200 640: 27%|██▋ | 15/56 [01:20<02:40, 3.91s/it] 23/299 4.07G 0.04104 0.03348 0.001301 200 640: 29%|██▊ | 16/56 [01:20<01:51, 2.80s/it] 23/299 4.07G 0.04109 0.03351 0.001292 139 640: 29%|██▊ | 16/56 [01:30<01:51, 2.80s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.29it/s]
all 98 501 0.549 0.556 0.527 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 24/299 4.07G 0.04031 0.0335 0.001209 141 640: 0%| | 0/56 [00:21<?, ?it/s] 24/299 4.07G 0.04031 0.0335 0.001209 141 640: 2%|▏ | 1/56 [00:21<19:58, 21.79s/it] 24/299 4.07G 0.04089 0.03472 0.001067 146 640: 2%|▏ | 1/56 [00:22<19:58, 21.79s/it] 24/299 4.07G 0.04089 0.03472 0.001067 146 640: 4%|▎ | 2/56 [00:22<08:26, 9.39s/it] 24/299 4.07G 0.04206 0.03248 0.001011 130 640: 4%|▎ | 2/56 [00:22<08:26, 9.39s/it] 24/299 4.07G 0.04206 0.03248 0.001011 130 640: 5%|▌ | 3/56 [00:22<04:35, 5.20s/it] 24/299 4.07G 0.04097 0.03112 0.0009192 112 640: 5%|▌ | 3/56 [00:22<04:35, 5.20s/it] 24/299 4.07G 0.04097 0.03112 0.0009192 112 640: 7%|▋ | 4/56 [00:22<02:48, 3.23s/it] 24/299 4.07G 0.04059 0.03145 0.0009982 173 640: 7%|▋ | 4/56 [00:39<02:48, 3.23s/it] 24/299 4.07G 0.04059 0.03145 0.0009982 173 640: 9%|▉ | 5/56 [00:39<06:57, 8.19s/it] 24/299 4.07G 0.03968 0.03104 0.0009533 126 640: 9%|▉ | 5/56 [00:40<06:57, 8.19s/it] 24/299 4.07G 0.03968 0.03104 0.0009533 126 640: 11%|█ | 6/56 [00:40<04:34, 5.49s/it] 24/299 4.07G 0.0397 0.03135 0.0009518 178 640: 11%|█ | 6/56 [00:40<04:34, 5.49s/it] 24/299 4.07G 0.0397 0.03135 0.0009518 178 640: 12%|█▎ | 7/56 [00:40<03:04, 3.76s/it] 24/299 4.07G 0.03993 0.03158 0.0009491 131 640: 12%|█▎ | 7/56 [00:40<03:04, 3.76s/it] 24/299 4.07G 0.03993 0.03158 0.0009491 131 640: 14%|█▍ | 8/56 [00:40<02:06, 2.63s/it] 24/299 4.07G 0.04018 0.0317 0.0009106 154 640: 14%|█▍ | 8/56 [00:59<02:06, 2.63s/it] 24/299 4.07G 0.04018 0.0317 0.0009106 154 640: 16%|█▌ | 9/56 [00:59<05:57, 7.62s/it] 24/299 4.07G 0.04006 0.03168 0.000884 140 640: 16%|█▌ | 9/56 [00:59<05:57, 7.62s/it] 24/299 4.07G 0.04006 0.03168 0.000884 140 640: 18%|█▊ | 10/56 [00:59<04:05, 5.34s/it] 24/299 4.07G 0.0402 0.03177 0.0008951 133 640: 18%|█▊ | 10/56 [00:59<04:05, 5.34s/it] 24/299 4.07G 0.0402 0.03177 0.0008951 133 640: 20%|█▉ | 11/56 [00:59<02:49, 3.77s/it] 24/299 4.07G 0.04071 0.03218 0.0008804 142 640: 20%|█▉ | 11/56 [00:59<02:49, 3.77s/it] 24/299 4.07G 0.04071 0.03218 0.0008804 142 640: 21%|██▏ | 12/56 [00:59<01:58, 2.69s/it] 24/299 4.07G 0.04071 0.03199 0.0008602 139 640: 21%|██▏ | 12/56 [01:14<01:58, 2.69s/it] 24/299 4.07G 0.04071 0.03199 0.0008602 139 640: 23%|██▎ | 13/56 [01:14<04:25, 6.17s/it] 24/299 4.07G 0.04082 0.03165 0.000897 123 640: 23%|██▎ | 13/56 [01:14<04:25, 6.17s/it] 24/299 4.07G 0.04082 0.03165 0.000897 123 640: 25%|██▌ | 14/56 [01:14<03:04, 4.39s/it] 24/299 4.07G 0.04086 0.03183 0.0008917 156 640: 25%|██▌ | 14/56 [01:14<03:04, 4.39s/it] 24/299 4.07G 0.04086 0.03183 0.0008917 156 640: 27%|██▋ | 15/56 [01:14<02:08, 3.13s/it] 24/299 4.07G 0.04133 0.03212 0.000953 184 640: 27%|██▋ | 15/56 [01:14<02:08, 3.13s/it] 24/299 4.07G 0.04133 0.03212 0.000953 184 640: 29%|██▊ | 16/56 [01:14<01:30, 2.25s/it] 24/299 4.07G 0.04148 0.03228 0.0009417 146 640: 29%|██▊ | 16/56 [01:32<01:30, 2.25s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
all 98 501 0.521 0.533 0.496 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 25/299 4.07G 0.04148 0.02442 0.002019 94 640: 0%| | 0/56 [00:21<?, ?it/s] 25/299 4.07G 0.04148 0.02442 0.002019 94 640: 2%|▏ | 1/56 [00:21<19:48, 21.61s/it] 25/299 4.07G 0.04115 0.02582 0.001506 93 640: 2%|▏ | 1/56 [00:22<19:48, 21.61s/it] 25/299 4.07G 0.04115 0.02582 0.001506 93 640: 4%|▎ | 2/56 [00:22<08:19, 9.26s/it] 25/299 4.07G 0.03968 0.02686 0.001287 102 640: 4%|▎ | 2/56 [00:22<08:19, 9.26s/it] 25/299 4.07G 0.03968 0.02686 0.001287 102 640: 5%|▌ | 3/56 [00:22<04:31, 5.13s/it] 25/299 4.07G 0.03886 0.02821 0.001216 145 640: 5%|▌ | 3/56 [00:22<04:31, 5.13s/it] 25/299 4.07G 0.03886 0.02821 0.001216 145 640: 7%|▋ | 4/56 [00:22<02:46, 3.20s/it] 25/299 4.07G 0.03973 0.02827 0.001588 124 640: 7%|▋ | 4/56 [00:39<02:46, 3.20s/it] 25/299 4.07G 0.03973 0.02827 0.001588 124 640: 9%|▉ | 5/56 [00:39<06:58, 8.20s/it] 25/299 4.07G 0.03964 0.02959 0.001678 120 640: 9%|▉ | 5/56 [00:40<06:58, 8.20s/it] 25/299 4.07G 0.03964 0.02959 0.001678 120 640: 11%|█ | 6/56 [00:40<04:34, 5.50s/it] 25/299 4.07G 0.03883 0.02907 0.001551 90 640: 11%|█ | 6/56 [00:40<04:34, 5.50s/it] 25/299 4.07G 0.03883 0.02907 0.001551 90 640: 12%|█▎ | 7/56 [00:40<03:04, 3.77s/it] 25/299 4.07G 0.03893 0.02913 0.001515 152 640: 12%|█▎ | 7/56 [00:40<03:04, 3.77s/it] 25/299 4.07G 0.03893 0.02913 0.001515 152 640: 14%|█▍ | 8/56 [00:40<02:06, 2.64s/it] 25/299 4.07G 0.03845 0.02902 0.001538 141 640: 14%|█▍ | 8/56 [00:58<02:06, 2.64s/it] 25/299 4.07G 0.03845 0.02902 0.001538 141 640: 16%|█▌ | 9/56 [00:58<05:44, 7.33s/it] 25/299 4.07G 0.03849 0.02902 0.001456 120 640: 16%|█▌ | 9/56 [01:08<05:44, 7.33s/it] 25/299 4.07G 0.03849 0.02902 0.001456 120 640: 18%|█▊ | 10/56 [01:08<06:25, 8.38s/it] 25/299 4.07G 0.03812 0.02916 0.001433 157 640: 18%|█▊ | 10/56 [01:09<06:25, 8.38s/it] 25/299 4.07G 0.03812 0.02916 0.001433 157 640: 20%|█▉ | 11/56 [01:09<04:24, 5.88s/it] 25/299 4.07G 0.03804 0.02912 0.001368 115 640: 20%|█▉ | 11/56 [01:09<04:24, 5.88s/it] 25/299 4.07G 0.03804 0.02912 0.001368 115 640: 21%|██▏ | 12/56 [01:09<03:02, 4.16s/it] 25/299 4.07G 0.03802 0.0297 0.001329 167 640: 21%|██▏ | 12/56 [01:13<03:02, 4.16s/it] 25/299 4.07G 0.03802 0.0297 0.001329 167 640: 23%|██▎ | 13/56 [01:13<03:04, 4.30s/it] 25/299 4.07G 0.0379 0.02991 0.001286 126 640: 23%|██▎ | 13/56 [01:14<03:04, 4.30s/it] 25/299 4.07G 0.0379 0.02991 0.001286 126 640: 25%|██▌ | 14/56 [01:14<02:09, 3.07s/it] 25/299 4.07G 0.03807 0.03 0.001255 126 640: 25%|██▌ | 14/56 [01:14<02:09, 3.07s/it] 25/299 4.07G 0.03807 0.03 0.001255 126 640: 27%|██▋ | 15/56 [01:14<01:30, 2.21s/it] 25/299 4.07G 0.03817 0.02983 0.001223 118 640: 27%|██▋ | 15/56 [01:14<01:30, 2.21s/it] 25/299 4.07G 0.03817 0.02983 0.001223 118 640: 29%|██▊ | 16/56 [01:14<01:04, 1.61s/it] 25/299 4.07G 0.03815 0.02995 0.001208 134 640: 29%|██▊ | 16/56 [01:32<01:04, 1.61s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.28it/s]
all 98 501 0.569 0.505 0.49 0.222
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 26/299 4.07G 0.04242 0.03838 0.00137 182 640: 0%| | 0/56 [00:17<?, ?it/s] 26/299 4.07G 0.04242 0.03838 0.00137 182 640: 2%|▏ | 1/56 [00:17<15:41, 17.12s/it] 26/299 4.07G 0.04146 0.03587 0.001429 182 640: 2%|▏ | 1/56 [00:34<15:41, 17.12s/it] 26/299 4.07G 0.04146 0.03587 0.001429 182 640: 4%|▎ | 2/56 [00:34<15:17, 16.99s/it] 26/299 4.07G 0.04112 0.03557 0.00128 148 640: 4%|▎ | 2/56 [00:34<15:17, 16.99s/it] 26/299 4.07G 0.04112 0.03557 0.00128 148 640: 5%|▌ | 3/56 [00:34<08:14, 9.33s/it] 26/299 4.07G 0.04153 0.03442 0.001527 108 640: 5%|▌ | 3/56 [00:34<08:14, 9.33s/it] 26/299 4.07G 0.04153 0.03442 0.001527 108 640: 7%|▋ | 4/56 [00:34<04:57, 5.73s/it] 26/299 4.07G 0.04025 0.0347 0.00133 151 640: 7%|▋ | 4/56 [00:38<04:57, 5.73s/it] 26/299 4.07G 0.04025 0.0347 0.00133 151 640: 9%|▉ | 5/56 [00:38<04:26, 5.22s/it] 26/299 4.07G 0.03945 0.034 0.001277 155 640: 9%|▉ | 5/56 [00:43<04:26, 5.22s/it] 26/299 4.07G 0.03945 0.034 0.001277 155 640: 11%|█ | 6/56 [00:43<04:10, 5.01s/it] 26/299 4.07G 0.0398 0.03432 0.001244 180 640: 11%|█ | 6/56 [00:43<04:10, 5.01s/it] 26/299 4.07G 0.0398 0.03432 0.001244 180 640: 12%|█▎ | 7/56 [00:43<02:48, 3.44s/it] 26/299 4.07G 0.03982 0.03409 0.001169 151 640: 12%|█▎ | 7/56 [00:43<02:48, 3.44s/it] 26/299 4.07G 0.03982 0.03409 0.001169 151 640: 14%|█▍ | 8/56 [00:43<01:55, 2.41s/it] 26/299 4.07G 0.03921 0.03388 0.001134 130 640: 14%|█▍ | 8/56 [00:51<01:55, 2.41s/it] 26/299 4.07G 0.03921 0.03388 0.001134 130 640: 16%|█▌ | 9/56 [00:51<03:07, 3.98s/it] 26/299 4.07G 0.03934 0.03344 0.001149 120 640: 16%|█▌ | 9/56 [01:07<03:07, 3.98s/it] 26/299 4.07G 0.03934 0.03344 0.001149 120 640: 18%|█▊ | 10/56 [01:07<06:04, 7.93s/it] 26/299 4.07G 0.03932 0.03248 0.001242 89 640: 18%|█▊ | 10/56 [01:08<06:04, 7.93s/it] 26/299 4.07G 0.03932 0.03248 0.001242 89 640: 20%|█▉ | 11/56 [01:08<04:10, 5.57s/it] 26/299 4.07G 0.03975 0.03274 0.001189 129 640: 20%|█▉ | 11/56 [01:08<04:10, 5.57s/it] 26/299 4.07G 0.03975 0.03274 0.001189 129 640: 21%|██▏ | 12/56 [01:08<02:53, 3.94s/it] 26/299 4.07G 0.03957 0.03289 0.001192 132 640: 21%|██▏ | 12/56 [01:12<02:53, 3.94s/it] 26/299 4.07G 0.03957 0.03289 0.001192 132 640: 23%|██▎ | 13/56 [01:12<02:49, 3.95s/it] 26/299 4.07G 0.03949 0.03293 0.001145 139 640: 23%|██▎ | 13/56 [01:17<02:49, 3.95s/it] 26/299 4.07G 0.03949 0.03293 0.001145 139 640: 25%|██▌ | 14/56 [01:17<02:55, 4.17s/it] 26/299 4.07G 0.03934 0.03241 0.001128 123 640: 25%|██▌ | 14/56 [01:17<02:55, 4.17s/it] 26/299 4.07G 0.03934 0.03241 0.001128 123 640: 27%|██▋ | 15/56 [01:17<02:02, 2.98s/it] 26/299 4.07G 0.03951 0.03217 0.001097 156 640: 27%|██▋ | 15/56 [01:17<02:02, 2.98s/it] 26/299 4.07G 0.03951 0.03217 0.001097 156 640: 29%|██▊ | 16/56 [01:17<01:25, 2.15s/it] 26/299 4.07G 0.0394 0.03196 0.001062 101 640: 29%|██▊ | 16/56 [01:25<01:25, 2.15s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.20it/s]
all 98 501 0.558 0.577 0.549 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 27/299 4.07G 0.04066 0.02263 0.002575 95 640: 0%| | 0/56 [00:28<?, ?it/s] 27/299 4.07G 0.04066 0.02263 0.002575 95 640: 2%|▏ | 1/56 [00:28<25:43, 28.07s/it] 27/299 4.07G 0.04065 0.02796 0.002902 149 640: 2%|▏ | 1/56 [00:28<25:43, 28.07s/it] 27/299 4.07G 0.04065 0.02796 0.002902 149 640: 4%|▎ | 2/56 [00:28<10:31, 11.70s/it] 27/299 4.07G 0.03944 0.02775 0.002179 104 640: 4%|▎ | 2/56 [00:28<10:31, 11.70s/it] 27/299 4.07G 0.03944 0.02775 0.002179 104 640: 5%|▌ | 3/56 [00:28<05:42, 6.46s/it] 27/299 4.07G 0.03948 0.02964 0.002148 132 640: 5%|▌ | 3/56 [00:28<05:42, 6.46s/it] 27/299 4.07G 0.03948 0.02964 0.002148 132 640: 7%|▋ | 4/56 [00:28<03:27, 4.00s/it] 27/299 4.07G 0.03888 0.0291 0.001874 108 640: 7%|▋ | 4/56 [00:28<03:27, 4.00s/it] 27/299 4.07G 0.03888 0.0291 0.001874 108 640: 9%|▉ | 5/56 [00:28<02:14, 2.63s/it] 27/299 4.07G 0.03977 0.02942 0.001718 133 640: 9%|▉ | 5/56 [00:29<02:14, 2.63s/it] 27/299 4.07G 0.03977 0.02942 0.001718 133 640: 11%|█ | 6/56 [00:29<01:31, 1.82s/it] 27/299 4.07G 0.03937 0.02967 0.001597 128 640: 11%|█ | 6/56 [00:29<01:31, 1.82s/it] 27/299 4.07G 0.03937 0.02967 0.001597 128 640: 12%|█▎ | 7/56 [00:29<01:03, 1.30s/it] 27/299 4.07G 0.03906 0.03034 0.001499 163 640: 12%|█▎ | 7/56 [00:29<01:03, 1.30s/it] 27/299 4.07G 0.03906 0.03034 0.001499 163 640: 14%|█▍ | 8/56 [00:29<00:45, 1.05it/s] 27/299 4.07G 0.03864 0.02978 0.001422 125 640: 14%|█▍ | 8/56 [01:02<00:45, 1.05it/s] 27/299 4.07G 0.03864 0.02978 0.001422 125 640: 16%|█▌ | 9/56 [01:02<08:28, 10.81s/it] 27/299 4.07G 0.0384 0.02986 0.001441 121 640: 16%|█▌ | 9/56 [01:02<08:28, 10.81s/it] 27/299 4.07G 0.0384 0.02986 0.001441 121 640: 18%|█▊ | 10/56 [01:02<05:47, 7.55s/it] 27/299 4.07G 0.03861 0.03022 0.001565 141 640: 18%|█▊ | 10/56 [01:02<05:47, 7.55s/it] 27/299 4.07G 0.03861 0.03022 0.001565 141 640: 20%|█▉ | 11/56 [01:02<03:58, 5.30s/it] 27/299 4.07G 0.03856 0.03043 0.001521 146 640: 20%|█▉ | 11/56 [01:02<03:58, 5.30s/it] 27/299 4.07G 0.03856 0.03043 0.001521 146 640: 21%|██▏ | 12/56 [01:02<02:45, 3.76s/it] 27/299 4.07G 0.03889 0.03036 0.001461 128 640: 21%|██▏ | 12/56 [01:03<02:45, 3.76s/it] 27/299 4.07G 0.03889 0.03036 0.001461 128 640: 23%|██▎ | 13/56 [01:03<01:55, 2.68s/it] 27/299 4.07G 0.03921 0.03052 0.001617 137 640: 23%|██▎ | 13/56 [01:03<01:55, 2.68s/it] 27/299 4.07G 0.03921 0.03052 0.001617 137 640: 25%|██▌ | 14/56 [01:03<01:23, 2.00s/it] 27/299 4.07G 0.03938 0.03086 0.001613 136 640: 25%|██▌ | 14/56 [01:03<01:23, 2.00s/it] 27/299 4.07G 0.03938 0.03086 0.001613 136 640: 27%|██▋ | 15/56 [01:03<00:59, 1.46s/it] 27/299 4.07G 0.0392 0.03086 0.001546 111 640: 27%|██▋ | 15/56 [01:03<00:59, 1.46s/it] 27/299 4.07G 0.0392 0.03086 0.001546 111 640: 29%|██▊ | 16/56 [01:03<00:43, 1.09s/it] 27/299 4.07G 0.03917 0.03082 0.001554 121 640: 29%|██▊ | 16/56 [01:36<00:43, 1.09s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.85it/s]
all 98 501 0.5 0.489 0.459 0.21
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 28/299 4.07G 0.03716 0.03171 0.0006396 112 640: 0%| | 0/56 [00:32<?, ?it/s] 28/299 4.07G 0.03716 0.03171 0.0006396 112 640: 2%|▏ | 1/56 [00:32<30:14, 32.99s/it] 28/299 4.07G 0.03797 0.02913 0.002311 97 640: 2%|▏ | 1/56 [00:33<30:14, 32.99s/it] 28/299 4.07G 0.03797 0.02913 0.002311 97 640: 4%|▎ | 2/56 [00:33<12:21, 13.73s/it] 28/299 4.07G 0.03707 0.03119 0.002328 194 640: 4%|▎ | 2/56 [00:33<12:21, 13.73s/it] 28/299 4.07G 0.03707 0.03119 0.002328 194 640: 5%|▌ | 3/56 [00:33<06:40, 7.56s/it] 28/299 4.07G 0.03773 0.03234 0.00189 158 640: 5%|▌ | 3/56 [00:33<06:40, 7.56s/it] 28/299 4.07G 0.03773 0.03234 0.00189 158 640: 7%|▋ | 4/56 [00:33<04:02, 4.66s/it] 28/299 4.07G 0.03708 0.03051 0.001657 127 640: 7%|▋ | 4/56 [00:33<04:02, 4.66s/it] 28/299 4.07G 0.03708 0.03051 0.001657 127 640: 9%|▉ | 5/56 [00:33<02:35, 3.06s/it] 28/299 4.07G 0.03694 0.03015 0.001499 122 640: 9%|▉ | 5/56 [00:42<02:35, 3.06s/it] 28/299 4.07G 0.03694 0.03015 0.001499 122 640: 11%|█ | 6/56 [00:42<04:11, 5.02s/it] 28/299 4.07G 0.03788 0.03048 0.001412 145 640: 11%|█ | 6/56 [00:42<04:11, 5.02s/it] 28/299 4.07G 0.03788 0.03048 0.001412 145 640: 12%|█▎ | 7/56 [00:42<02:49, 3.45s/it] 28/299 4.07G 0.03824 0.0303 0.001291 130 640: 12%|█▎ | 7/56 [00:43<02:49, 3.45s/it] 28/299 4.07G 0.03824 0.0303 0.001291 130 640: 14%|█▍ | 8/56 [00:43<01:56, 2.42s/it] 28/299 4.07G 0.03823 0.03033 0.001227 169 640: 14%|█▍ | 8/56 [01:06<01:56, 2.42s/it] 28/299 4.07G 0.03823 0.03033 0.001227 169 640: 16%|█▌ | 9/56 [01:06<07:08, 9.11s/it] 28/299 4.07G 0.03825 0.03041 0.001178 138 640: 16%|█▌ | 9/56 [01:07<07:08, 9.11s/it] 28/299 4.07G 0.03825 0.03041 0.001178 138 640: 18%|█▊ | 10/56 [01:07<04:53, 6.37s/it] 28/299 4.07G 0.03821 0.03062 0.001125 128 640: 18%|█▊ | 10/56 [01:07<04:53, 6.37s/it] 28/299 4.07G 0.03821 0.03062 0.001125 128 640: 20%|█▉ | 11/56 [01:07<03:21, 4.49s/it] 28/299 4.07G 0.03824 0.03132 0.001094 185 640: 20%|█▉ | 11/56 [01:07<03:21, 4.49s/it] 28/299 4.07G 0.03824 0.03132 0.001094 185 640: 21%|██▏ | 12/56 [01:07<02:20, 3.19s/it] 28/299 4.07G 0.03816 0.03163 0.001086 131 640: 21%|██▏ | 12/56 [01:07<02:20, 3.19s/it] 28/299 4.07G 0.03816 0.03163 0.001086 131 640: 23%|██▎ | 13/56 [01:07<01:38, 2.29s/it] 28/299 4.07G 0.03801 0.03111 0.001095 118 640: 23%|██▎ | 13/56 [01:16<01:38, 2.29s/it] 28/299 4.07G 0.03801 0.03111 0.001095 118 640: 25%|██▌ | 14/56 [01:16<03:00, 4.30s/it] 28/299 4.07G 0.03818 0.03159 0.00107 154 640: 25%|██▌ | 14/56 [01:17<03:00, 4.30s/it] 28/299 4.07G 0.03818 0.03159 0.00107 154 640: 27%|██▋ | 15/56 [01:17<02:05, 3.07s/it] 28/299 4.07G 0.03826 0.03205 0.001038 137 640: 27%|██▋ | 15/56 [01:17<02:05, 3.07s/it] 28/299 4.07G 0.03826 0.03205 0.001038 137 640: 29%|██▊ | 16/56 [01:17<01:28, 2.21s/it] 28/299 4.07G 0.03816 0.03198 0.001012 129 640: 29%|██▊ | 16/56 [01:40<01:28, 2.21s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.609 0.545 0.544 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 29/299 4.07G 0.04501 0.0313 0.0008076 138 640: 0%| | 0/56 [00:21<?, ?it/s] 29/299 4.07G 0.04501 0.0313 0.0008076 138 640: 2%|▏ | 1/56 [00:21<19:46, 21.58s/it] 29/299 4.07G 0.04135 0.03226 0.0007191 173 640: 2%|▏ | 1/56 [00:24<19:46, 21.58s/it] 29/299 4.07G 0.04135 0.03226 0.0007191 173 640: 4%|▎ | 2/56 [00:24<09:39, 10.74s/it] 29/299 4.07G 0.04101 0.03208 0.0008389 138 640: 4%|▎ | 2/56 [00:24<09:39, 10.74s/it] 29/299 4.07G 0.04101 0.03208 0.0008389 138 640: 5%|▌ | 3/56 [00:24<05:14, 5.94s/it] 29/299 4.07G 0.04017 0.03191 0.0008325 116 640: 5%|▌ | 3/56 [00:25<05:14, 5.94s/it] 29/299 4.07G 0.04017 0.03191 0.0008325 116 640: 7%|▋ | 4/56 [00:25<03:11, 3.68s/it] 29/299 4.07G 0.04027 0.03181 0.0007574 124 640: 7%|▋ | 4/56 [00:25<03:11, 3.68s/it] 29/299 4.07G 0.04027 0.03181 0.0007574 124 640: 9%|▉ | 5/56 [00:25<02:03, 2.43s/it] 29/299 4.07G 0.03952 0.03145 0.0007487 106 640: 9%|▉ | 5/56 [00:32<02:03, 2.43s/it] 29/299 4.07G 0.03952 0.03145 0.0007487 106 640: 11%|█ | 6/56 [00:32<03:17, 3.94s/it] 29/299 4.07G 0.03971 0.0324 0.0008332 150 640: 11%|█ | 6/56 [00:32<03:17, 3.94s/it] 29/299 4.07G 0.03971 0.0324 0.0008332 150 640: 12%|█▎ | 7/56 [00:32<02:13, 2.72s/it] 29/299 4.07G 0.03949 0.03258 0.0008056 140 640: 12%|█▎ | 7/56 [00:32<02:13, 2.72s/it] 29/299 4.07G 0.03949 0.03258 0.0008056 140 640: 14%|█▍ | 8/56 [00:32<01:32, 1.93s/it] 29/299 4.07G 0.03936 0.0323 0.0008562 138 640: 14%|█▍ | 8/56 [00:55<01:32, 1.93s/it] 29/299 4.07G 0.03936 0.0323 0.0008562 138 640: 16%|█▌ | 9/56 [00:55<06:40, 8.52s/it] 29/299 4.07G 0.03922 0.0326 0.0008735 156 640: 16%|█▌ | 9/56 [01:00<06:40, 8.52s/it] 29/299 4.07G 0.03922 0.0326 0.0008735 156 640: 18%|█▊ | 10/56 [01:00<05:40, 7.41s/it] 29/299 4.07G 0.03906 0.03307 0.0008604 153 640: 18%|█▊ | 10/56 [01:00<05:40, 7.41s/it] 29/299 4.07G 0.03906 0.03307 0.0008604 153 640: 20%|█▉ | 11/56 [01:00<03:54, 5.21s/it] 29/299 4.07G 0.03889 0.03237 0.000857 136 640: 20%|█▉ | 11/56 [01:01<03:54, 5.21s/it] 29/299 4.07G 0.03889 0.03237 0.000857 136 640: 21%|██▏ | 12/56 [01:01<02:42, 3.69s/it] 29/299 4.07G 0.03871 0.03191 0.0008722 132 640: 21%|██▏ | 12/56 [01:01<02:42, 3.69s/it] 29/299 4.07G 0.03871 0.03191 0.0008722 132 640: 23%|██▎ | 13/56 [01:01<01:53, 2.64s/it] 29/299 4.07G 0.03845 0.03155 0.000897 122 640: 23%|██▎ | 13/56 [01:06<01:53, 2.64s/it] 29/299 4.07G 0.03845 0.03155 0.000897 122 640: 25%|██▌ | 14/56 [01:06<02:19, 3.33s/it] 29/299 4.07G 0.03825 0.0313 0.0008761 128 640: 25%|██▌ | 14/56 [01:06<02:19, 3.33s/it] 29/299 4.07G 0.03825 0.0313 0.0008761 128 640: 27%|██▋ | 15/56 [01:06<01:38, 2.39s/it] 29/299 4.07G 0.03839 0.0312 0.0008655 150 640: 27%|██▋ | 15/56 [01:06<01:38, 2.39s/it] 29/299 4.07G 0.03839 0.0312 0.0008655 150 640: 29%|██▊ | 16/56 [01:06<01:09, 1.74s/it] 29/299 4.07G 0.03858 0.03105 0.0008747 146 640: 29%|██▊ | 16/56 [01:29<01:09, 1.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.589 0.518 0.507 0.241
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 30/299 4.07G 0.03991 0.03153 0.0006444 135 640: 0%| | 0/56 [00:22<?, ?it/s] 30/299 4.07G 0.03991 0.03153 0.0006444 135 640: 2%|▏ | 1/56 [00:22<20:55, 22.82s/it] 30/299 4.07G 0.0416 0.03049 0.0006205 113 640: 2%|▏ | 1/56 [00:28<20:55, 22.82s/it] 30/299 4.07G 0.0416 0.03049 0.0006205 113 640: 4%|▎ | 2/56 [00:28<11:27, 12.73s/it] 30/299 4.07G 0.04083 0.03128 0.000657 137 640: 4%|▎ | 2/56 [00:28<11:27, 12.73s/it] 30/299 4.07G 0.04083 0.03128 0.000657 137 640: 5%|▌ | 3/56 [00:28<06:11, 7.01s/it] 30/299 4.07G 0.04064 0.03392 0.0007263 175 640: 5%|▌ | 3/56 [00:28<06:11, 7.01s/it] 30/299 4.07G 0.04064 0.03392 0.0007263 175 640: 7%|▋ | 4/56 [00:28<03:45, 4.33s/it] 30/299 4.07G 0.03999 0.03426 0.0007015 145 640: 7%|▋ | 4/56 [00:29<03:45, 4.33s/it] 30/299 4.07G 0.03999 0.03426 0.0007015 145 640: 9%|▉ | 5/56 [00:29<02:25, 2.85s/it] 30/299 4.07G 0.03948 0.03312 0.000823 151 640: 9%|▉ | 5/56 [00:41<02:25, 2.85s/it] 30/299 4.07G 0.03948 0.03312 0.000823 151 640: 11%|█ | 6/56 [00:41<05:09, 6.18s/it] 30/299 4.07G 0.03862 0.0321 0.000885 130 640: 11%|█ | 6/56 [00:41<05:09, 6.18s/it] 30/299 4.07G 0.03862 0.0321 0.000885 130 640: 12%|█▎ | 7/56 [00:41<03:27, 4.23s/it] 30/299 4.07G 0.03812 0.03131 0.0008785 106 640: 12%|█▎ | 7/56 [00:42<03:27, 4.23s/it] 30/299 4.07G 0.03812 0.03131 0.0008785 106 640: 14%|█▍ | 8/56 [00:42<02:21, 2.95s/it] 30/299 4.07G 0.03831 0.03066 0.0009029 114 640: 14%|█▍ | 8/56 [00:56<02:21, 2.95s/it] 30/299 4.07G 0.03831 0.03066 0.0009029 114 640: 16%|█▌ | 9/56 [00:56<05:07, 6.53s/it] 30/299 4.07G 0.03789 0.03049 0.0008755 124 640: 16%|█▌ | 9/56 [01:02<05:07, 6.53s/it] 30/299 4.07G 0.03789 0.03049 0.0008755 124 640: 18%|█▊ | 10/56 [01:02<04:50, 6.32s/it] 30/299 4.07G 0.03785 0.03069 0.0008632 149 640: 18%|█▊ | 10/56 [01:02<04:50, 6.32s/it] 30/299 4.07G 0.03785 0.03069 0.0008632 149 640: 20%|█▉ | 11/56 [01:02<03:20, 4.45s/it] 30/299 4.07G 0.03803 0.03124 0.0008838 186 640: 20%|█▉ | 11/56 [01:02<03:20, 4.45s/it] 30/299 4.07G 0.03803 0.03124 0.0008838 186 640: 21%|██▏ | 12/56 [01:02<02:19, 3.17s/it] 30/299 4.07G 0.03794 0.03156 0.0008778 177 640: 21%|██▏ | 12/56 [01:03<02:19, 3.17s/it] 30/299 4.07G 0.03794 0.03156 0.0008778 177 640: 23%|██▎ | 13/56 [01:03<01:37, 2.28s/it] 30/299 4.07G 0.03796 0.03146 0.0008647 106 640: 23%|██▎ | 13/56 [01:15<01:37, 2.28s/it] 30/299 4.07G 0.03796 0.03146 0.0008647 106 640: 25%|██▌ | 14/56 [01:15<03:45, 5.36s/it] 30/299 4.07G 0.03781 0.0315 0.0008788 161 640: 25%|██▌ | 14/56 [01:15<03:45, 5.36s/it] 30/299 4.07G 0.03781 0.0315 0.0008788 161 640: 27%|██▋ | 15/56 [01:15<02:36, 3.81s/it] 30/299 4.07G 0.03761 0.03157 0.0009071 155 640: 27%|██▋ | 15/56 [01:16<02:36, 3.81s/it] 30/299 4.07G 0.03761 0.03157 0.0009071 155 640: 29%|██▊ | 16/56 [01:16<01:49, 2.73s/it] 30/299 4.07G 0.03785 0.03173 0.0008999 156 640: 29%|██▊ | 16/56 [01:30<01:49, 2.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.42it/s]
all 98 501 0.561 0.542 0.541 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 31/299 4.07G 0.03923 0.03392 0.001431 153 640: 0%| | 0/56 [00:20<?, ?it/s] 31/299 4.07G 0.03923 0.03392 0.001431 153 640: 2%|▏ | 1/56 [00:20<19:00, 20.74s/it] 31/299 4.07G 0.04055 0.03061 0.001024 128 640: 2%|▏ | 1/56 [00:20<19:00, 20.74s/it] 31/299 4.07G 0.04055 0.03061 0.001024 128 640: 4%|▎ | 2/56 [00:20<07:49, 8.69s/it] 31/299 4.07G 0.04024 0.02952 0.0009616 142 640: 4%|▎ | 2/56 [00:21<07:49, 8.69s/it] 31/299 4.07G 0.04024 0.02952 0.0009616 142 640: 5%|▌ | 3/56 [00:21<04:15, 4.82s/it] 31/299 4.07G 0.03956 0.03005 0.0008922 124 640: 5%|▌ | 3/56 [00:21<04:15, 4.82s/it] 31/299 4.07G 0.03956 0.03005 0.0008922 124 640: 7%|▋ | 4/56 [00:21<02:36, 3.00s/it] 31/299 4.07G 0.03868 0.03048 0.0008548 172 640: 7%|▋ | 4/56 [00:21<02:36, 3.00s/it] 31/299 4.07G 0.03868 0.03048 0.0008548 172 640: 9%|▉ | 5/56 [00:21<01:41, 2.00s/it] 31/299 4.07G 0.03869 0.03011 0.001129 149 640: 9%|▉ | 5/56 [00:34<01:41, 2.00s/it] 31/299 4.07G 0.03869 0.03011 0.001129 149 640: 11%|█ | 6/56 [00:34<04:51, 5.82s/it] 31/299 4.07G 0.03846 0.03074 0.001197 147 640: 11%|█ | 6/56 [00:35<04:51, 5.82s/it] 31/299 4.07G 0.03846 0.03074 0.001197 147 640: 12%|█▎ | 7/56 [00:35<03:15, 3.99s/it] 31/299 4.07G 0.03835 0.03084 0.001149 138 640: 12%|█▎ | 7/56 [00:35<03:15, 3.99s/it] 31/299 4.07G 0.03835 0.03084 0.001149 138 640: 14%|█▍ | 8/56 [00:35<02:13, 2.79s/it] 31/299 4.07G 0.0383 0.0306 0.001159 114 640: 14%|█▍ | 8/56 [00:54<02:13, 2.79s/it] 31/299 4.07G 0.0383 0.0306 0.001159 114 640: 16%|█▌ | 9/56 [00:54<06:19, 8.07s/it] 31/299 4.07G 0.03838 0.03038 0.001125 119 640: 16%|█▌ | 9/56 [00:55<06:19, 8.07s/it] 31/299 4.07G 0.03838 0.03038 0.001125 119 640: 18%|█▊ | 10/56 [00:55<04:20, 5.66s/it] 31/299 4.07G 0.03826 0.02996 0.001079 119 640: 18%|█▊ | 10/56 [00:55<04:20, 5.66s/it] 31/299 4.07G 0.03826 0.02996 0.001079 119 640: 20%|█▉ | 11/56 [00:55<02:59, 3.99s/it] 31/299 4.07G 0.03878 0.03009 0.001043 128 640: 20%|█▉ | 11/56 [00:55<02:59, 3.99s/it] 31/299 4.07G 0.03878 0.03009 0.001043 128 640: 21%|██▏ | 12/56 [00:55<02:05, 2.84s/it] 31/299 4.07G 0.03856 0.03015 0.001043 142 640: 21%|██▏ | 12/56 [00:55<02:05, 2.84s/it] 31/299 4.07G 0.03856 0.03015 0.001043 142 640: 23%|██▎ | 13/56 [00:55<01:27, 2.05s/it] 31/299 4.07G 0.03855 0.03002 0.001041 143 640: 23%|██▎ | 13/56 [01:08<01:27, 2.05s/it] 31/299 4.07G 0.03855 0.03002 0.001041 143 640: 25%|██▌ | 14/56 [01:08<03:43, 5.32s/it] 31/299 4.07G 0.03839 0.03015 0.001025 122 640: 25%|██▌ | 14/56 [01:08<03:43, 5.32s/it] 31/299 4.07G 0.03839 0.03015 0.001025 122 640: 27%|██▋ | 15/56 [01:08<02:34, 3.78s/it] 31/299 4.07G 0.03832 0.03034 0.001066 186 640: 27%|██▋ | 15/56 [01:09<02:34, 3.78s/it] 31/299 4.07G 0.03832 0.03034 0.001066 186 640: 29%|██▊ | 16/56 [01:09<01:48, 2.71s/it] 31/299 4.07G 0.03844 0.03041 0.00108 122 640: 29%|██▊ | 16/56 [01:29<01:48, 2.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.21it/s]
all 98 501 0.556 0.559 0.527 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 32/299 4.07G 0.03851 0.02837 0.0006098 128 640: 0%| | 0/56 [00:18<?, ?it/s] 32/299 4.07G 0.03851 0.02837 0.0006098 128 640: 2%|▏ | 1/56 [00:18<16:50, 18.37s/it] 32/299 4.07G 0.03702 0.02795 0.000766 126 640: 2%|▏ | 1/56 [00:18<16:50, 18.37s/it] 32/299 4.07G 0.03702 0.02795 0.000766 126 640: 4%|▎ | 2/56 [00:18<06:56, 7.72s/it] 32/299 4.07G 0.03641 0.0283 0.0007494 147 640: 4%|▎ | 2/56 [00:18<06:56, 7.72s/it] 32/299 4.07G 0.03641 0.0283 0.0007494 147 640: 5%|▌ | 3/56 [00:18<03:47, 4.29s/it] 32/299 4.07G 0.03601 0.02996 0.0007631 148 640: 5%|▌ | 3/56 [00:19<03:47, 4.29s/it] 32/299 4.07G 0.03601 0.02996 0.0007631 148 640: 7%|▋ | 4/56 [00:19<02:19, 2.68s/it] 32/299 4.07G 0.03527 0.03109 0.0007576 192 640: 7%|▋ | 4/56 [00:19<02:19, 2.68s/it] 32/299 4.07G 0.03527 0.03109 0.0007576 192 640: 9%|▉ | 5/56 [00:19<01:31, 1.79s/it] 32/299 4.07G 0.03551 0.03108 0.0007623 100 640: 9%|▉ | 5/56 [00:38<01:31, 1.79s/it] 32/299 4.07G 0.03551 0.03108 0.0007623 100 640: 11%|█ | 6/56 [00:38<06:25, 7.71s/it] 32/299 4.07G 0.03585 0.03039 0.0007241 131 640: 11%|█ | 6/56 [00:38<06:25, 7.71s/it] 32/299 4.07G 0.03585 0.03039 0.0007241 131 640: 12%|█▎ | 7/56 [00:38<04:17, 5.26s/it] 32/299 4.07G 0.03597 0.03045 0.0007897 132 640: 12%|█▎ | 7/56 [00:38<04:17, 5.26s/it] 32/299 4.07G 0.03597 0.03045 0.0007897 132 640: 14%|█▍ | 8/56 [00:38<02:55, 3.65s/it] 32/299 4.07G 0.03576 0.03054 0.0007515 135 640: 14%|█▍ | 8/56 [00:52<02:55, 3.65s/it] 32/299 4.07G 0.03576 0.03054 0.0007515 135 640: 16%|█▌ | 9/56 [00:52<05:16, 6.74s/it] 32/299 4.07G 0.0361 0.03094 0.0007353 162 640: 16%|█▌ | 9/56 [00:53<05:16, 6.74s/it] 32/299 4.07G 0.0361 0.03094 0.0007353 162 640: 18%|█▊ | 10/56 [00:53<03:54, 5.10s/it] 32/299 4.07G 0.03618 0.03162 0.0007313 181 640: 18%|█▊ | 10/56 [00:54<03:54, 5.10s/it] 32/299 4.07G 0.03618 0.03162 0.0007313 181 640: 20%|█▉ | 11/56 [00:54<02:42, 3.61s/it] 32/299 4.07G 0.03633 0.03164 0.0007628 153 640: 20%|█▉ | 11/56 [00:54<02:42, 3.61s/it] 32/299 4.07G 0.03633 0.03164 0.0007628 153 640: 21%|██▏ | 12/56 [00:54<01:53, 2.58s/it] 32/299 4.07G 0.03656 0.03144 0.0008947 141 640: 21%|██▏ | 12/56 [00:54<01:53, 2.58s/it] 32/299 4.07G 0.03656 0.03144 0.0008947 141 640: 23%|██▎ | 13/56 [00:54<01:20, 1.86s/it] 32/299 4.07G 0.03697 0.03184 0.0008866 212 640: 23%|██▎ | 13/56 [01:12<01:20, 1.86s/it] 32/299 4.07G 0.03697 0.03184 0.0008866 212 640: 25%|██▌ | 14/56 [01:12<04:44, 6.77s/it] 32/299 4.07G 0.03711 0.03162 0.0008863 116 640: 25%|██▌ | 14/56 [01:12<04:44, 6.77s/it] 32/299 4.07G 0.03711 0.03162 0.0008863 116 640: 27%|██▋ | 15/56 [01:12<03:16, 4.80s/it] 32/299 4.07G 0.03754 0.03204 0.0008866 155 640: 27%|██▋ | 15/56 [01:13<03:16, 4.80s/it] 32/299 4.07G 0.03754 0.03204 0.0008866 155 640: 29%|██▊ | 16/56 [01:13<02:16, 3.42s/it] 32/299 4.07G 0.03756 0.03202 0.0008856 124 640: 29%|██▊ | 16/56 [01:26<02:16, 3.42s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.24it/s]
all 98 501 0.544 0.532 0.539 0.272
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 33/299 4.07G 0.03433 0.02838 0.001126 144 640: 0%| | 0/56 [00:19<?, ?it/s] 33/299 4.07G 0.03433 0.02838 0.001126 144 640: 2%|▏ | 1/56 [00:19<17:25, 19.01s/it] 33/299 4.07G 0.03456 0.03077 0.0009624 133 640: 2%|▏ | 1/56 [00:19<17:25, 19.01s/it] 33/299 4.07G 0.03456 0.03077 0.0009624 133 640: 4%|▎ | 2/56 [00:19<07:10, 7.98s/it] 33/299 4.07G 0.0355 0.02929 0.001208 117 640: 4%|▎ | 2/56 [00:19<07:10, 7.98s/it] 33/299 4.07G 0.0355 0.02929 0.001208 117 640: 5%|▌ | 3/56 [00:19<03:55, 4.43s/it] 33/299 4.07G 0.03585 0.02763 0.00117 84 640: 5%|▌ | 3/56 [00:19<03:55, 4.43s/it] 33/299 4.07G 0.03585 0.02763 0.00117 84 640: 7%|▋ | 4/56 [00:19<02:23, 2.77s/it] 33/299 4.07G 0.0358 0.02655 0.001145 74 640: 7%|▋ | 4/56 [00:19<02:23, 2.77s/it] 33/299 4.07G 0.0358 0.02655 0.001145 74 640: 9%|▉ | 5/56 [00:19<01:34, 1.85s/it] 33/299 4.07G 0.03624 0.02658 0.001121 98 640: 9%|▉ | 5/56 [00:34<01:34, 1.85s/it] 33/299 4.07G 0.03624 0.02658 0.001121 98 640: 11%|█ | 6/56 [00:34<05:10, 6.21s/it] 33/299 4.07G 0.03617 0.02755 0.001082 153 640: 11%|█ | 6/56 [00:34<05:10, 6.21s/it] 33/299 4.07G 0.03617 0.02755 0.001082 153 640: 12%|█▎ | 7/56 [00:34<03:28, 4.25s/it] 33/299 4.07G 0.03595 0.02726 0.001049 106 640: 12%|█▎ | 7/56 [00:35<03:28, 4.25s/it] 33/299 4.07G 0.03595 0.02726 0.001049 106 640: 14%|█▍ | 8/56 [00:35<02:22, 2.97s/it] 33/299 4.07G 0.03595 0.02768 0.001012 142 640: 14%|█▍ | 8/56 [00:57<02:22, 2.97s/it] 33/299 4.07G 0.03595 0.02768 0.001012 142 640: 16%|█▌ | 9/56 [00:57<07:10, 9.16s/it] 33/299 4.07G 0.03611 0.02793 0.0009777 118 640: 16%|█▌ | 9/56 [00:58<07:10, 9.16s/it] 33/299 4.07G 0.03611 0.02793 0.0009777 118 640: 18%|█▊ | 10/56 [00:58<04:54, 6.41s/it] 33/299 4.07G 0.03602 0.02842 0.0009439 141 640: 18%|█▊ | 10/56 [00:58<04:54, 6.41s/it] 33/299 4.07G 0.03602 0.02842 0.0009439 141 640: 20%|█▉ | 11/56 [00:58<03:23, 4.51s/it] 33/299 4.07G 0.03606 0.02883 0.0009615 169 640: 20%|█▉ | 11/56 [00:58<03:23, 4.51s/it] 33/299 4.07G 0.03606 0.02883 0.0009615 169 640: 21%|██▏ | 12/56 [00:58<02:21, 3.21s/it] 33/299 4.07G 0.03583 0.02876 0.0009491 129 640: 21%|██▏ | 12/56 [00:58<02:21, 3.21s/it] 33/299 4.07G 0.03583 0.02876 0.0009491 129 640: 23%|██▎ | 13/56 [00:58<01:38, 2.30s/it] 33/299 4.07G 0.03589 0.02874 0.001014 140 640: 23%|██▎ | 13/56 [01:08<01:38, 2.30s/it] 33/299 4.07G 0.03589 0.02874 0.001014 140 640: 25%|██▌ | 14/56 [01:08<03:10, 4.54s/it] 33/299 4.07G 0.03597 0.02928 0.0009897 157 640: 25%|██▌ | 14/56 [01:08<03:10, 4.54s/it] 33/299 4.07G 0.03597 0.02928 0.0009897 157 640: 27%|██▋ | 15/56 [01:08<02:12, 3.24s/it] 33/299 4.07G 0.03601 0.02923 0.001029 154 640: 27%|██▋ | 15/56 [01:08<02:12, 3.24s/it] 33/299 4.07G 0.03601 0.02923 0.001029 154 640: 29%|██▊ | 16/56 [01:08<01:33, 2.33s/it] 33/299 4.07G 0.03593 0.02915 0.001077 137 640: 29%|██▊ | 16/56 [01:31<01:33, 2.33s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.48it/s]
all 98 501 0.558 0.555 0.547 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 34/299 4.07G 0.04038 0.03722 0.0006088 190 640: 0%| | 0/56 [00:25<?, ?it/s] 34/299 4.07G 0.04038 0.03722 0.0006088 190 640: 2%|▏ | 1/56 [00:25<23:20, 25.46s/it] 34/299 4.07G 0.03971 0.03177 0.00091 120 640: 2%|▏ | 1/56 [00:25<23:20, 25.46s/it] 34/299 4.07G 0.03971 0.03177 0.00091 120 640: 4%|▎ | 2/56 [00:25<09:34, 10.63s/it] 34/299 4.07G 0.03846 0.03134 0.0009659 135 640: 4%|▎ | 2/56 [00:28<09:34, 10.63s/it] 34/299 4.07G 0.03846 0.03134 0.0009659 135 640: 5%|▌ | 3/56 [00:28<06:12, 7.03s/it] 34/299 4.07G 0.03801 0.03278 0.001103 201 640: 5%|▌ | 3/56 [00:28<06:12, 7.03s/it] 34/299 4.07G 0.03801 0.03278 0.001103 201 640: 7%|▋ | 4/56 [00:28<03:45, 4.34s/it] 34/299 4.07G 0.03755 0.03171 0.00102 112 640: 7%|▋ | 4/56 [00:28<03:45, 4.34s/it] 34/299 4.07G 0.03755 0.03171 0.00102 112 640: 9%|▉ | 5/56 [00:28<02:25, 2.85s/it] 34/299 4.07G 0.03656 0.02998 0.0009288 105 640: 9%|▉ | 5/56 [00:40<02:25, 2.85s/it] 34/299 4.07G 0.03656 0.02998 0.0009288 105 640: 11%|█ | 6/56 [00:40<04:43, 5.67s/it] 34/299 4.07G 0.03671 0.03048 0.0009203 178 640: 11%|█ | 6/56 [00:40<04:43, 5.67s/it] 34/299 4.07G 0.03671 0.03048 0.0009203 178 640: 12%|█▎ | 7/56 [00:40<03:10, 3.89s/it] 34/299 4.07G 0.03728 0.03078 0.0008588 159 640: 12%|█▎ | 7/56 [00:40<03:10, 3.89s/it] 34/299 4.07G 0.03728 0.03078 0.0008588 159 640: 14%|█▍ | 8/56 [00:40<02:10, 2.72s/it] 34/299 4.07G 0.03732 0.03029 0.001015 106 640: 14%|█▍ | 8/56 [01:00<02:10, 2.72s/it] 34/299 4.07G 0.03732 0.03029 0.001015 106 640: 16%|█▌ | 9/56 [01:00<06:24, 8.19s/it] 34/299 4.07G 0.03735 0.03056 0.0009742 131 640: 16%|█▌ | 9/56 [01:08<06:24, 8.19s/it] 34/299 4.07G 0.03735 0.03056 0.0009742 131 640: 18%|█▊ | 10/56 [01:08<06:14, 8.13s/it] 34/299 4.07G 0.03748 0.03023 0.000945 109 640: 18%|█▊ | 10/56 [01:08<06:14, 8.13s/it] 34/299 4.07G 0.03748 0.03023 0.000945 109 640: 20%|█▉ | 11/56 [01:08<04:16, 5.71s/it] 34/299 4.07G 0.03737 0.0299 0.0009643 109 640: 20%|█▉ | 11/56 [01:09<04:16, 5.71s/it] 34/299 4.07G 0.03737 0.0299 0.0009643 109 640: 21%|██▏ | 12/56 [01:09<02:57, 4.04s/it] 34/299 4.07G 0.03729 0.03015 0.0009526 159 640: 21%|██▏ | 12/56 [01:09<02:57, 4.04s/it] 34/299 4.07G 0.03729 0.03015 0.0009526 159 640: 23%|██▎ | 13/56 [01:09<02:03, 2.88s/it] 34/299 4.07G 0.03724 0.03017 0.0009781 127 640: 23%|██▎ | 13/56 [01:14<02:03, 2.88s/it] 34/299 4.07G 0.03724 0.03017 0.0009781 127 640: 25%|██▌ | 14/56 [01:14<02:27, 3.52s/it] 34/299 4.07G 0.03711 0.03023 0.0009563 151 640: 25%|██▌ | 14/56 [01:14<02:27, 3.52s/it] 34/299 4.07G 0.03711 0.03023 0.0009563 151 640: 27%|██▋ | 15/56 [01:14<01:43, 2.52s/it] 34/299 4.07G 0.03695 0.03037 0.0009361 165 640: 27%|██▋ | 15/56 [01:14<01:43, 2.52s/it] 34/299 4.07G 0.03695 0.03037 0.0009361 165 640: 29%|██▊ | 16/56 [01:14<01:13, 1.83s/it] 34/299 4.07G 0.03693 0.03079 0.001065 153 640: 29%|██▊ | 16/56 [01:36<01:13, 1.83s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.503 0.484 0.452 0.216
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 35/299 4.07G 0.03563 0.03157 0.0005179 161 640: 0%| | 0/56 [00:18<?, ?it/s] 35/299 4.07G 0.03563 0.03157 0.0005179 161 640: 2%|▏ | 1/56 [00:18<17:07, 18.69s/it] 35/299 4.07G 0.03859 0.0307 0.0007089 151 640: 2%|▏ | 1/56 [00:39<17:07, 18.69s/it] 35/299 4.07G 0.03859 0.0307 0.0007089 151 640: 4%|▎ | 2/56 [00:39<17:53, 19.87s/it] 35/299 4.07G 0.03696 0.02918 0.0006765 121 640: 4%|▎ | 2/56 [00:39<17:53, 19.87s/it] 35/299 4.07G 0.03696 0.02918 0.0006765 121 640: 5%|▌ | 3/56 [00:39<09:37, 10.89s/it] 35/299 4.07G 0.03771 0.03054 0.0006576 171 640: 5%|▌ | 3/56 [00:39<09:37, 10.89s/it] 35/299 4.07G 0.03771 0.03054 0.0006576 171 640: 7%|▋ | 4/56 [00:39<05:47, 6.68s/it] 35/299 4.07G 0.03713 0.02986 0.0007031 125 640: 7%|▋ | 4/56 [00:40<05:47, 6.68s/it] 35/299 4.07G 0.03713 0.02986 0.0007031 125 640: 9%|▉ | 5/56 [00:40<03:41, 4.35s/it] 35/299 4.07G 0.03675 0.02935 0.0007572 142 640: 9%|▉ | 5/56 [00:43<03:41, 4.35s/it] 35/299 4.07G 0.03675 0.02935 0.0007572 142 640: 11%|█ | 6/56 [00:43<03:19, 4.00s/it] 35/299 4.07G 0.03726 0.02945 0.0007235 118 640: 11%|█ | 6/56 [00:43<03:19, 4.00s/it] 35/299 4.07G 0.03726 0.02945 0.0007235 118 640: 12%|█▎ | 7/56 [00:43<02:15, 2.76s/it] 35/299 4.07G 0.03752 0.03039 0.0007833 179 640: 12%|█▎ | 7/56 [00:43<02:15, 2.76s/it] 35/299 4.07G 0.03752 0.03039 0.0007833 179 640: 14%|█▍ | 8/56 [00:43<01:33, 1.95s/it] 35/299 4.07G 0.03751 0.03014 0.0007493 116 640: 14%|█▍ | 8/56 [00:52<01:33, 1.95s/it] 35/299 4.07G 0.03751 0.03014 0.0007493 116 640: 16%|█▌ | 9/56 [00:52<03:12, 4.09s/it] 35/299 4.07G 0.03708 0.02969 0.0008176 143 640: 16%|█▌ | 9/56 [01:13<03:12, 4.09s/it] 35/299 4.07G 0.03708 0.02969 0.0008176 143 640: 18%|█▊ | 10/56 [01:13<07:07, 9.29s/it] 35/299 4.07G 0.03689 0.03006 0.0008157 180 640: 18%|█▊ | 10/56 [01:13<07:07, 9.29s/it] 35/299 4.07G 0.03689 0.03006 0.0008157 180 640: 20%|█▉ | 11/56 [01:13<04:53, 6.52s/it] 35/299 4.07G 0.03696 0.03061 0.0008155 165 640: 20%|█▉ | 11/56 [01:13<04:53, 6.52s/it] 35/299 4.07G 0.03696 0.03061 0.0008155 165 640: 21%|██▏ | 12/56 [01:13<03:22, 4.60s/it] 35/299 4.07G 0.03708 0.03089 0.0008032 134 640: 21%|██▏ | 12/56 [01:14<03:22, 4.60s/it] 35/299 4.07G 0.03708 0.03089 0.0008032 134 640: 23%|██▎ | 13/56 [01:14<02:20, 3.27s/it] 35/299 4.07G 0.03674 0.03058 0.0007809 108 640: 23%|██▎ | 13/56 [01:17<02:20, 3.27s/it] 35/299 4.07G 0.03674 0.03058 0.0007809 108 640: 25%|██▌ | 14/56 [01:17<02:18, 3.30s/it] 35/299 4.07G 0.03681 0.03047 0.0007867 164 640: 25%|██▌ | 14/56 [01:17<02:18, 3.30s/it] 35/299 4.07G 0.03681 0.03047 0.0007867 164 640: 27%|██▋ | 15/56 [01:17<01:37, 2.37s/it] 35/299 4.07G 0.03677 0.0301 0.0007843 117 640: 27%|██▋ | 15/56 [01:17<01:37, 2.37s/it] 35/299 4.07G 0.03677 0.0301 0.0007843 117 640: 29%|██▊ | 16/56 [01:17<01:08, 1.72s/it] 35/299 4.07G 0.03667 0.02982 0.0007751 96 640: 29%|██▊ | 16/56 [01:26<01:08, 1.72s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.40it/s]
all 98 501 0.592 0.52 0.549 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 36/299 4.07G 0.03837 0.03 0.0006027 124 640: 0%| | 0/56 [00:04<?, ?it/s] 36/299 4.07G 0.03837 0.03 0.0006027 124 640: 2%|▏ | 1/56 [00:04<04:10, 4.55s/it] 36/299 4.07G 0.04119 0.03198 0.000612 133 640: 2%|▏ | 1/56 [00:33<04:10, 4.55s/it] 36/299 4.07G 0.04119 0.03198 0.000612 133 640: 4%|▎ | 2/56 [00:33<16:45, 18.61s/it] 36/299 4.07G 0.03808 0.02843 0.0006129 90 640: 4%|▎ | 2/56 [00:33<16:45, 18.61s/it] 36/299 4.07G 0.03808 0.02843 0.0006129 90 640: 5%|▌ | 3/56 [00:33<09:01, 10.21s/it] 36/299 4.07G 0.037 0.02675 0.0006128 91 640: 5%|▌ | 3/56 [00:33<09:01, 10.21s/it] 36/299 4.07G 0.037 0.02675 0.0006128 91 640: 7%|▋ | 4/56 [00:33<05:25, 6.26s/it] 36/299 4.07G 0.03695 0.02723 0.0006318 152 640: 7%|▋ | 4/56 [00:33<05:25, 6.26s/it] 36/299 4.07G 0.03695 0.02723 0.0006318 152 640: 9%|▉ | 5/56 [00:33<03:28, 4.08s/it] 36/299 4.07G 0.03691 0.02647 0.0005993 82 640: 9%|▉ | 5/56 [00:33<03:28, 4.08s/it] 36/299 4.07G 0.03691 0.02647 0.0005993 82 640: 11%|█ | 6/56 [00:33<02:18, 2.78s/it] 36/299 4.07G 0.03666 0.02677 0.0006219 137 640: 11%|█ | 6/56 [00:34<02:18, 2.78s/it] 36/299 4.07G 0.03666 0.02677 0.0006219 137 640: 12%|█▎ | 7/56 [00:34<01:35, 1.94s/it] 36/299 4.07G 0.03659 0.02673 0.001104 113 640: 12%|█▎ | 7/56 [00:34<01:35, 1.94s/it] 36/299 4.07G 0.03659 0.02673 0.001104 113 640: 14%|█▍ | 8/56 [00:34<01:06, 1.39s/it] 36/299 4.07G 0.03656 0.02663 0.001036 113 640: 14%|█▍ | 8/56 [00:47<01:06, 1.39s/it] 36/299 4.07G 0.03656 0.02663 0.001036 113 640: 16%|█▌ | 9/56 [00:47<04:04, 5.20s/it] 36/299 4.07G 0.03678 0.02666 0.0009957 120 640: 16%|█▌ | 9/56 [01:06<04:04, 5.20s/it] 36/299 4.07G 0.03678 0.02666 0.0009957 120 640: 18%|█▊ | 10/56 [01:06<07:13, 9.43s/it] 36/299 4.07G 0.03687 0.02711 0.001002 151 640: 18%|█▊ | 10/56 [01:07<07:13, 9.43s/it] 36/299 4.07G 0.03687 0.02711 0.001002 151 640: 20%|█▉ | 11/56 [01:07<04:57, 6.61s/it] 36/299 4.07G 0.03707 0.02741 0.001032 162 640: 20%|█▉ | 11/56 [01:07<04:57, 6.61s/it] 36/299 4.07G 0.03707 0.02741 0.001032 162 640: 21%|██▏ | 12/56 [01:07<03:25, 4.66s/it] 36/299 4.07G 0.03697 0.02741 0.001012 138 640: 21%|██▏ | 12/56 [01:07<03:25, 4.66s/it] 36/299 4.07G 0.03697 0.02741 0.001012 138 640: 23%|██▎ | 13/56 [01:07<02:22, 3.32s/it] 36/299 4.07G 0.03689 0.0279 0.001023 166 640: 23%|██▎ | 13/56 [01:07<02:22, 3.32s/it] 36/299 4.07G 0.03689 0.0279 0.001023 166 640: 25%|██▌ | 14/56 [01:07<01:40, 2.39s/it] 36/299 4.07G 0.03701 0.02823 0.0009937 130 640: 25%|██▌ | 14/56 [01:07<01:40, 2.39s/it] 36/299 4.07G 0.03701 0.02823 0.0009937 130 640: 27%|██▋ | 15/56 [01:07<01:11, 1.74s/it] 36/299 4.07G 0.03695 0.02821 0.001129 118 640: 27%|██▋ | 15/56 [01:08<01:11, 1.74s/it] 36/299 4.07G 0.03695 0.02821 0.001129 118 640: 29%|██▊ | 16/56 [01:08<00:51, 1.28s/it] 36/299 4.07G 0.0369 0.02817 0.001106 126 640: 29%|██▊ | 16/56 [01:21<00:51, 1.28s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.536 0.538 0.499 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 37/299 4.07G 0.03659 0.0242 0.001803 111 640: 0%| | 0/56 [00:13<?, ?it/s] 37/299 4.07G 0.03659 0.0242 0.001803 111 640: 2%|▏ | 1/56 [00:13<12:01, 13.12s/it] 37/299 4.07G 0.03787 0.02604 0.001406 153 640: 2%|▏ | 1/56 [00:32<12:01, 13.12s/it] 37/299 4.07G 0.03787 0.02604 0.001406 153 640: 4%|▎ | 2/56 [00:32<15:04, 16.74s/it] 37/299 4.07G 0.03687 0.02691 0.001225 147 640: 4%|▎ | 2/56 [00:32<15:04, 16.74s/it] 37/299 4.07G 0.03687 0.02691 0.001225 147 640: 5%|▌ | 3/56 [00:32<08:07, 9.20s/it] 37/299 4.07G 0.03704 0.02808 0.001064 154 640: 5%|▌ | 3/56 [00:32<08:07, 9.20s/it] 37/299 4.07G 0.03704 0.02808 0.001064 154 640: 7%|▋ | 4/56 [00:32<04:53, 5.65s/it] 37/299 4.07G 0.03707 0.02908 0.0009962 180 640: 7%|▋ | 4/56 [00:33<04:53, 5.65s/it] 37/299 4.07G 0.03707 0.02908 0.0009962 180 640: 9%|▉ | 5/56 [00:33<03:08, 3.70s/it] 37/299 4.07G 0.03735 0.02868 0.0009985 127 640: 9%|▉ | 5/56 [00:33<03:08, 3.70s/it] 37/299 4.07G 0.03735 0.02868 0.0009985 127 640: 11%|█ | 6/56 [00:33<02:06, 2.53s/it] 37/299 4.07G 0.0374 0.02928 0.0009636 148 640: 11%|█ | 6/56 [00:33<02:06, 2.53s/it] 37/299 4.07G 0.0374 0.02928 0.0009636 148 640: 12%|█▎ | 7/56 [00:33<01:26, 1.77s/it] 37/299 4.07G 0.03764 0.02889 0.000962 115 640: 12%|█▎ | 7/56 [00:33<01:26, 1.77s/it] 37/299 4.07G 0.03764 0.02889 0.000962 115 640: 14%|█▍ | 8/56 [00:33<01:01, 1.28s/it] 37/299 4.07G 0.03742 0.02863 0.000929 129 640: 14%|█▍ | 8/56 [00:47<01:01, 1.28s/it] 37/299 4.07G 0.03742 0.02863 0.000929 129 640: 16%|█▌ | 9/56 [00:47<04:05, 5.23s/it] 37/299 4.07G 0.03746 0.02888 0.0009037 148 640: 16%|█▌ | 9/56 [01:06<04:05, 5.23s/it] 37/299 4.07G 0.03746 0.02888 0.0009037 148 640: 18%|█▊ | 10/56 [01:06<07:15, 9.47s/it] 37/299 4.07G 0.03729 0.02903 0.0008993 199 640: 18%|█▊ | 10/56 [01:06<07:15, 9.47s/it] 37/299 4.07G 0.03729 0.02903 0.0008993 199 640: 20%|█▉ | 11/56 [01:06<04:58, 6.64s/it] 37/299 4.07G 0.03711 0.02936 0.0009101 131 640: 20%|█▉ | 11/56 [01:07<04:58, 6.64s/it] 37/299 4.07G 0.03711 0.02936 0.0009101 131 640: 21%|██▏ | 12/56 [01:07<03:26, 4.69s/it] 37/299 4.07G 0.03694 0.02942 0.0009002 133 640: 21%|██▏ | 12/56 [01:07<03:26, 4.69s/it] 37/299 4.07G 0.03694 0.02942 0.0009002 133 640: 23%|██▎ | 13/56 [01:07<02:23, 3.33s/it] 37/299 4.07G 0.03708 0.02961 0.0008685 151 640: 23%|██▎ | 13/56 [01:07<02:23, 3.33s/it] 37/299 4.07G 0.03708 0.02961 0.0008685 151 640: 25%|██▌ | 14/56 [01:07<01:40, 2.40s/it] 37/299 4.07G 0.03691 0.02953 0.000848 159 640: 25%|██▌ | 14/56 [01:07<01:40, 2.40s/it] 37/299 4.07G 0.03691 0.02953 0.000848 159 640: 27%|██▋ | 15/56 [01:07<01:11, 1.74s/it] 37/299 4.07G 0.03691 0.02913 0.0008448 89 640: 27%|██▋ | 15/56 [01:07<01:11, 1.74s/it] 37/299 4.07G 0.03691 0.02913 0.0008448 89 640: 29%|██▊ | 16/56 [01:07<00:51, 1.28s/it] 37/299 4.07G 0.03682 0.02892 0.000835 159 640: 29%|██▊ | 16/56 [01:22<00:51, 1.28s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.21it/s]
all 98 501 0.57 0.519 0.523 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 38/299 4.07G 0.03953 0.03228 0.0009384 145 640: 0%| | 0/56 [00:19<?, ?it/s] 38/299 4.07G 0.03953 0.03228 0.0009384 145 640: 2%|▏ | 1/56 [00:19<18:06, 19.76s/it] 38/299 4.07G 0.03881 0.03091 0.0007944 145 640: 2%|▏ | 1/56 [00:32<18:06, 19.76s/it] 38/299 4.07G 0.03881 0.03091 0.0007944 145 640: 4%|▎ | 2/56 [00:32<13:51, 15.40s/it] 38/299 4.07G 0.03717 0.0301 0.0007175 137 640: 4%|▎ | 2/56 [00:32<13:51, 15.40s/it] 38/299 4.07G 0.03717 0.0301 0.0007175 137 640: 5%|▌ | 3/56 [00:32<07:28, 8.47s/it] 38/299 4.07G 0.03634 0.02965 0.0008719 137 640: 5%|▌ | 3/56 [00:32<07:28, 8.47s/it] 38/299 4.07G 0.03634 0.02965 0.0008719 137 640: 7%|▋ | 4/56 [00:32<04:30, 5.21s/it] 38/299 4.07G 0.03576 0.02914 0.0008049 92 640: 7%|▋ | 4/56 [00:32<04:30, 5.21s/it] 38/299 4.07G 0.03576 0.02914 0.0008049 92 640: 9%|▉ | 5/56 [00:32<02:54, 3.42s/it] 38/299 4.07G 0.03516 0.03 0.0009562 168 640: 9%|▉ | 5/56 [00:33<02:54, 3.42s/it] 38/299 4.07G 0.03516 0.03 0.0009562 168 640: 11%|█ | 6/56 [00:33<01:57, 2.34s/it] 38/299 4.07G 0.03498 0.02995 0.001159 128 640: 11%|█ | 6/56 [00:33<01:57, 2.34s/it] 38/299 4.07G 0.03498 0.02995 0.001159 128 640: 12%|█▎ | 7/56 [00:33<01:20, 1.65s/it] 38/299 4.07G 0.03478 0.02911 0.001144 85 640: 12%|█▎ | 7/56 [00:33<01:20, 1.65s/it] 38/299 4.07G 0.03478 0.02911 0.001144 85 640: 14%|█▍ | 8/56 [00:33<00:57, 1.19s/it] 38/299 4.07G 0.03498 0.02981 0.001128 186 640: 14%|█▍ | 8/56 [00:58<00:57, 1.19s/it] 38/299 4.07G 0.03498 0.02981 0.001128 186 640: 16%|█▌ | 9/56 [00:58<06:42, 8.57s/it] 38/299 4.07G 0.03499 0.02926 0.001084 127 640: 16%|█▌ | 9/56 [01:06<06:42, 8.57s/it] 38/299 4.07G 0.03499 0.02926 0.001084 127 640: 18%|█▊ | 10/56 [01:06<06:26, 8.40s/it] 38/299 4.07G 0.03481 0.0287 0.001043 101 640: 18%|█▊ | 10/56 [01:06<06:26, 8.40s/it] 38/299 4.07G 0.03481 0.0287 0.001043 101 640: 20%|█▉ | 11/56 [01:06<04:25, 5.90s/it] 38/299 4.07G 0.03477 0.02912 0.001026 134 640: 20%|█▉ | 11/56 [01:06<04:25, 5.90s/it] 38/299 4.07G 0.03477 0.02912 0.001026 134 640: 21%|██▏ | 12/56 [01:06<03:03, 4.17s/it] 38/299 4.07G 0.03449 0.02913 0.001001 141 640: 21%|██▏ | 12/56 [01:06<03:03, 4.17s/it] 38/299 4.07G 0.03449 0.02913 0.001001 141 640: 23%|██▎ | 13/56 [01:06<02:07, 2.97s/it] 38/299 4.07G 0.03438 0.02892 0.0009682 114 640: 23%|██▎ | 13/56 [01:07<02:07, 2.97s/it] 38/299 4.07G 0.03438 0.02892 0.0009682 114 640: 25%|██▌ | 14/56 [01:07<01:30, 2.15s/it] 38/299 4.07G 0.03455 0.02908 0.0009294 160 640: 25%|██▌ | 14/56 [01:07<01:30, 2.15s/it] 38/299 4.07G 0.03455 0.02908 0.0009294 160 640: 27%|██▋ | 15/56 [01:07<01:04, 1.57s/it] 38/299 4.07G 0.0346 0.02911 0.0008977 138 640: 27%|██▋ | 15/56 [01:07<01:04, 1.57s/it] 38/299 4.07G 0.0346 0.02911 0.0008977 138 640: 29%|██▊ | 16/56 [01:07<00:46, 1.16s/it] 38/299 4.07G 0.03466 0.02936 0.0009029 143 640: 29%|██▊ | 16/56 [01:32<00:46, 1.16s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.553 0.512 0.496 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 39/299 4.07G 0.03569 0.02971 0.0006062 188 640: 0%| | 0/56 [00:22<?, ?it/s] 39/299 4.07G 0.03569 0.02971 0.0006062 188 640: 2%|▏ | 1/56 [00:22<20:12, 22.05s/it] 39/299 4.07G 0.03582 0.02811 0.0005274 103 640: 2%|▏ | 1/56 [00:37<20:12, 22.05s/it] 39/299 4.07G 0.03582 0.02811 0.0005274 103 640: 4%|▎ | 2/56 [00:37<16:34, 18.41s/it] 39/299 4.07G 0.03569 0.02783 0.001138 113 640: 4%|▎ | 2/56 [00:38<16:34, 18.41s/it] 39/299 4.07G 0.03569 0.02783 0.001138 113 640: 5%|▌ | 3/56 [00:38<08:55, 10.10s/it] 39/299 4.07G 0.03502 0.02896 0.0009645 182 640: 5%|▌ | 3/56 [00:38<08:55, 10.10s/it] 39/299 4.07G 0.03502 0.02896 0.0009645 182 640: 7%|▋ | 4/56 [00:38<05:22, 6.20s/it] 39/299 4.07G 0.03505 0.02917 0.0008878 172 640: 7%|▋ | 4/56 [00:38<05:22, 6.20s/it] 39/299 4.07G 0.03505 0.02917 0.0008878 172 640: 9%|▉ | 5/56 [00:38<03:25, 4.04s/it] 39/299 4.07G 0.03429 0.02907 0.0008824 169 640: 9%|▉ | 5/56 [00:38<03:25, 4.04s/it] 39/299 4.07G 0.03429 0.02907 0.0008824 169 640: 11%|█ | 6/56 [00:38<02:17, 2.75s/it] 39/299 4.07G 0.03378 0.02804 0.001045 97 640: 11%|█ | 6/56 [00:39<02:17, 2.75s/it] 39/299 4.07G 0.03378 0.02804 0.001045 97 640: 12%|█▎ | 7/56 [00:39<01:34, 1.92s/it] 39/299 4.07G 0.03415 0.02768 0.0009892 131 640: 12%|█▎ | 7/56 [00:39<01:34, 1.92s/it] 39/299 4.07G 0.03415 0.02768 0.0009892 131 640: 14%|█▍ | 8/56 [00:39<01:06, 1.39s/it] 39/299 4.07G 0.03401 0.02798 0.0009413 134 640: 14%|█▍ | 8/56 [00:56<01:06, 1.39s/it] 39/299 4.07G 0.03401 0.02798 0.0009413 134 640: 16%|█▌ | 9/56 [00:56<04:53, 6.24s/it] 39/299 4.07G 0.03393 0.02747 0.0009361 109 640: 16%|█▌ | 9/56 [01:12<04:53, 6.24s/it] 39/299 4.07G 0.03393 0.02747 0.0009361 109 640: 18%|█▊ | 10/56 [01:12<07:03, 9.22s/it] 39/299 4.07G 0.03384 0.02791 0.0009652 168 640: 18%|█▊ | 10/56 [01:12<07:03, 9.22s/it] 39/299 4.07G 0.03384 0.02791 0.0009652 168 640: 20%|█▉ | 11/56 [01:12<04:50, 6.46s/it] 39/299 4.07G 0.03373 0.02776 0.0009341 125 640: 20%|█▉ | 11/56 [01:12<04:50, 6.46s/it] 39/299 4.07G 0.03373 0.02776 0.0009341 125 640: 21%|██▏ | 12/56 [01:12<03:20, 4.56s/it] 39/299 4.07G 0.03393 0.02798 0.0009418 147 640: 21%|██▏ | 12/56 [01:12<03:20, 4.56s/it] 39/299 4.07G 0.03393 0.02798 0.0009418 147 640: 23%|██▎ | 13/56 [01:12<02:19, 3.24s/it] 39/299 4.07G 0.03424 0.02831 0.0009141 152 640: 23%|██▎ | 13/56 [01:12<02:19, 3.24s/it] 39/299 4.07G 0.03424 0.02831 0.0009141 152 640: 25%|██▌ | 14/56 [01:12<01:38, 2.34s/it] 39/299 4.07G 0.03429 0.02832 0.0008935 136 640: 25%|██▌ | 14/56 [01:13<01:38, 2.34s/it] 39/299 4.07G 0.03429 0.02832 0.0008935 136 640: 27%|██▋ | 15/56 [01:13<01:09, 1.70s/it] 39/299 4.07G 0.0342 0.02837 0.0008988 117 640: 27%|██▋ | 15/56 [01:13<01:09, 1.70s/it] 39/299 4.07G 0.0342 0.02837 0.0008988 117 640: 29%|██▊ | 16/56 [01:13<00:50, 1.25s/it] 39/299 4.07G 0.03421 0.02828 0.0008859 124 640: 29%|██▊ | 16/56 [01:30<00:50, 1.25s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.582 0.578 0.548 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 40/299 4.07G 0.03231 0.02507 0.0008327 112 640: 0%| | 0/56 [00:21<?, ?it/s] 40/299 4.07G 0.03231 0.02507 0.0008327 112 640: 2%|▏ | 1/56 [00:21<19:25, 21.18s/it] 40/299 4.07G 0.03359 0.02677 0.0006227 158 640: 2%|▏ | 1/56 [00:29<19:25, 21.18s/it] 40/299 4.07G 0.03359 0.02677 0.0006227 158 640: 4%|▎ | 2/56 [00:29<12:03, 13.40s/it] 40/299 4.07G 0.03494 0.02733 0.000553 135 640: 4%|▎ | 2/56 [00:29<12:03, 13.40s/it] 40/299 4.07G 0.03494 0.02733 0.000553 135 640: 5%|▌ | 3/56 [00:29<06:31, 7.38s/it] 40/299 4.07G 0.03459 0.02864 0.0005321 150 640: 5%|▌ | 3/56 [00:29<06:31, 7.38s/it] 40/299 4.07G 0.03459 0.02864 0.0005321 150 640: 7%|▋ | 4/56 [00:29<03:56, 4.55s/it] 40/299 4.07G 0.03442 0.02867 0.0005128 134 640: 7%|▋ | 4/56 [00:29<03:56, 4.55s/it] 40/299 4.07G 0.03442 0.02867 0.0005128 134 640: 9%|▉ | 5/56 [00:29<02:32, 2.99s/it] 40/299 4.07G 0.03393 0.02825 0.0004938 109 640: 9%|▉ | 5/56 [00:30<02:32, 2.99s/it] 40/299 4.07G 0.03393 0.02825 0.0004938 109 640: 11%|█ | 6/56 [00:30<01:43, 2.07s/it] 40/299 4.07G 0.0339 0.02854 0.000498 173 640: 11%|█ | 6/56 [00:35<01:43, 2.07s/it] 40/299 4.07G 0.0339 0.02854 0.000498 173 640: 12%|█▎ | 7/56 [00:35<02:36, 3.20s/it] 40/299 4.07G 0.03403 0.02825 0.000497 156 640: 12%|█▎ | 7/56 [00:35<02:36, 3.20s/it] 40/299 4.07G 0.03403 0.02825 0.000497 156 640: 14%|█▍ | 8/56 [00:35<01:48, 2.25s/it] 40/299 4.07G 0.03388 0.02809 0.0005311 137 640: 14%|█▍ | 8/56 [00:55<01:48, 2.25s/it] 40/299 4.07G 0.03388 0.02809 0.0005311 137 640: 16%|█▌ | 9/56 [00:55<05:58, 7.63s/it] 40/299 4.07G 0.03409 0.02793 0.0005185 113 640: 16%|█▌ | 9/56 [01:03<05:58, 7.63s/it] 40/299 4.07G 0.03409 0.02793 0.0005185 113 640: 18%|█▊ | 10/56 [01:03<05:52, 7.66s/it] 40/299 4.07G 0.03414 0.02805 0.0005138 162 640: 18%|█▊ | 10/56 [01:03<05:52, 7.66s/it] 40/299 4.07G 0.03414 0.02805 0.0005138 162 640: 20%|█▉ | 11/56 [01:03<04:02, 5.38s/it] 40/299 4.07G 0.03396 0.02827 0.000555 143 640: 20%|█▉ | 11/56 [01:03<04:02, 5.38s/it] 40/299 4.07G 0.03396 0.02827 0.000555 143 640: 21%|██▏ | 12/56 [01:03<02:47, 3.81s/it] 40/299 4.07G 0.03388 0.02819 0.0005774 146 640: 21%|██▏ | 12/56 [01:03<02:47, 3.81s/it] 40/299 4.07G 0.03388 0.02819 0.0005774 146 640: 23%|██▎ | 13/56 [01:03<01:57, 2.72s/it] 40/299 4.07G 0.03417 0.02826 0.0005848 121 640: 23%|██▎ | 13/56 [01:03<01:57, 2.72s/it] 40/299 4.07G 0.03417 0.02826 0.0005848 121 640: 25%|██▌ | 14/56 [01:03<01:22, 1.98s/it] 40/299 4.07G 0.03425 0.02809 0.0005794 135 640: 25%|██▌ | 14/56 [01:09<01:22, 1.98s/it] 40/299 4.07G 0.03425 0.02809 0.0005794 135 640: 27%|██▋ | 15/56 [01:09<02:10, 3.19s/it] 40/299 4.07G 0.03453 0.02808 0.0005881 126 640: 27%|██▋ | 15/56 [01:10<02:10, 3.19s/it] 40/299 4.07G 0.03453 0.02808 0.0005881 126 640: 29%|██▊ | 16/56 [01:10<01:31, 2.30s/it] 40/299 4.07G 0.0346 0.02805 0.0005808 139 640: 29%|██▊ | 16/56 [01:29<01:31, 2.30s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
all 98 501 0.536 0.494 0.463 0.22
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 41/299 4.07G 0.035 0.0255 0.0008157 111 640: 0%| | 0/56 [00:26<?, ?it/s] 41/299 4.07G 0.035 0.0255 0.0008157 111 640: 2%|▏ | 1/56 [00:26<24:38, 26.88s/it] 41/299 4.07G 0.03515 0.02885 0.0009213 136 640: 2%|▏ | 1/56 [00:27<24:38, 26.88s/it] 41/299 4.07G 0.03515 0.02885 0.0009213 136 640: 4%|▎ | 2/56 [00:27<10:05, 11.22s/it] 41/299 4.07G 0.03493 0.02637 0.0008512 78 640: 4%|▎ | 2/56 [00:30<10:05, 11.22s/it] 41/299 4.07G 0.03493 0.02637 0.0008512 78 640: 5%|▌ | 3/56 [00:30<06:41, 7.57s/it] 41/299 4.07G 0.03527 0.02646 0.0008078 136 640: 5%|▌ | 3/56 [00:30<06:41, 7.57s/it] 41/299 4.07G 0.03527 0.02646 0.0008078 136 640: 7%|▋ | 4/56 [00:30<04:02, 4.67s/it] 41/299 4.07G 0.03488 0.02575 0.0008392 110 640: 7%|▋ | 4/56 [00:30<04:02, 4.67s/it] 41/299 4.07G 0.03488 0.02575 0.0008392 110 640: 9%|▉ | 5/56 [00:30<02:36, 3.06s/it] 41/299 4.07G 0.03477 0.02641 0.0008422 168 640: 9%|▉ | 5/56 [00:35<02:36, 3.06s/it] 41/299 4.07G 0.03477 0.02641 0.0008422 168 640: 11%|█ | 6/56 [00:35<03:05, 3.71s/it] 41/299 4.07G 0.03428 0.02634 0.0008211 127 640: 11%|█ | 6/56 [00:35<03:05, 3.71s/it] 41/299 4.07G 0.03428 0.02634 0.0008211 127 640: 12%|█▎ | 7/56 [00:35<02:05, 2.57s/it] 41/299 4.07G 0.03437 0.0267 0.0007806 151 640: 12%|█▎ | 7/56 [00:36<02:05, 2.57s/it] 41/299 4.07G 0.03437 0.0267 0.0007806 151 640: 14%|█▍ | 8/56 [00:36<01:27, 1.82s/it] 41/299 4.07G 0.03479 0.02742 0.0007912 156 640: 14%|█▍ | 8/56 [01:02<01:27, 1.82s/it] 41/299 4.07G 0.03479 0.02742 0.0007912 156 640: 16%|█▌ | 9/56 [01:02<07:24, 9.46s/it] 41/299 4.07G 0.03453 0.02769 0.0007818 172 640: 16%|█▌ | 9/56 [01:02<07:24, 9.46s/it] 41/299 4.07G 0.03453 0.02769 0.0007818 172 640: 18%|█▊ | 10/56 [01:02<05:04, 6.62s/it] 41/299 4.07G 0.03425 0.02767 0.0007741 119 640: 18%|█▊ | 10/56 [01:04<05:04, 6.62s/it] 41/299 4.07G 0.03425 0.02767 0.0007741 119 640: 20%|█▉ | 11/56 [01:04<03:48, 5.08s/it] 41/299 4.07G 0.03425 0.02749 0.0007531 94 640: 20%|█▉ | 11/56 [01:04<03:48, 5.08s/it] 41/299 4.07G 0.03425 0.02749 0.0007531 94 640: 21%|██▏ | 12/56 [01:04<02:38, 3.60s/it] 41/299 4.07G 0.03418 0.02765 0.0007496 141 640: 21%|██▏ | 12/56 [01:04<02:38, 3.60s/it] 41/299 4.07G 0.03418 0.02765 0.0007496 141 640: 23%|██▎ | 13/56 [01:04<01:50, 2.57s/it] 41/299 4.07G 0.034 0.02746 0.000749 105 640: 23%|██▎ | 13/56 [01:09<01:50, 2.57s/it] 41/299 4.07G 0.034 0.02746 0.000749 105 640: 25%|██▌ | 14/56 [01:09<02:20, 3.35s/it] 41/299 4.07G 0.03395 0.02742 0.0007485 121 640: 25%|██▌ | 14/56 [01:10<02:20, 3.35s/it] 41/299 4.07G 0.03395 0.02742 0.0007485 121 640: 27%|██▋ | 15/56 [01:10<01:38, 2.41s/it] 41/299 4.07G 0.03429 0.02729 0.0007359 133 640: 27%|██▋ | 15/56 [01:10<01:38, 2.41s/it] 41/299 4.07G 0.03429 0.02729 0.0007359 133 640: 29%|██▊ | 16/56 [01:10<01:09, 1.75s/it] 41/299 4.07G 0.03434 0.02744 0.0008688 139 640: 29%|██▊ | 16/56 [01:36<01:09, 1.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.55 0.498 0.501 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 42/299 4.07G 0.0345 0.02888 0.001226 133 640: 0%| | 0/56 [00:25<?, ?it/s] 42/299 4.07G 0.0345 0.02888 0.001226 133 640: 2%|▏ | 1/56 [00:25<23:30, 25.64s/it] 42/299 4.07G 0.03577 0.0306 0.001008 138 640: 2%|▏ | 1/56 [00:34<23:30, 25.64s/it] 42/299 4.07G 0.03577 0.0306 0.001008 138 640: 4%|▎ | 2/56 [00:34<14:16, 15.86s/it] 42/299 4.07G 0.03511 0.02789 0.0009778 94 640: 4%|▎ | 2/56 [00:39<14:16, 15.86s/it] 42/299 4.07G 0.03511 0.02789 0.0009778 94 640: 5%|▌ | 3/56 [00:39<09:42, 10.99s/it] 42/299 4.07G 0.03418 0.02772 0.0008942 146 640: 5%|▌ | 3/56 [00:40<09:42, 10.99s/it] 42/299 4.07G 0.03418 0.02772 0.0008942 146 640: 7%|▋ | 4/56 [00:40<05:50, 6.74s/it] 42/299 4.07G 0.03424 0.02797 0.0009747 140 640: 7%|▋ | 4/56 [00:40<05:50, 6.74s/it] 42/299 4.07G 0.03424 0.02797 0.0009747 140 640: 9%|▉ | 5/56 [00:40<03:43, 4.38s/it] 42/299 4.07G 0.03425 0.02787 0.0008977 147 640: 9%|▉ | 5/56 [00:43<03:43, 4.38s/it] 42/299 4.07G 0.03425 0.02787 0.0008977 147 640: 11%|█ | 6/56 [00:43<03:16, 3.93s/it] 42/299 4.07G 0.03449 0.02811 0.001067 140 640: 11%|█ | 6/56 [00:43<03:16, 3.93s/it] 42/299 4.07G 0.03449 0.02811 0.001067 140 640: 12%|█▎ | 7/56 [00:43<02:13, 2.71s/it] 42/299 4.07G 0.03468 0.02822 0.001061 136 640: 12%|█▎ | 7/56 [00:43<02:13, 2.71s/it] 42/299 4.07G 0.03468 0.02822 0.001061 136 640: 14%|█▍ | 8/56 [00:43<01:32, 1.92s/it] 42/299 4.07G 0.03454 0.02869 0.001095 156 640: 14%|█▍ | 8/56 [01:00<01:32, 1.92s/it] 42/299 4.07G 0.03454 0.02869 0.001095 156 640: 16%|█▌ | 9/56 [01:00<05:09, 6.59s/it] 42/299 4.07G 0.03461 0.0285 0.001045 89 640: 16%|█▌ | 9/56 [01:08<05:09, 6.59s/it] 42/299 4.07G 0.03461 0.0285 0.001045 89 640: 18%|█▊ | 10/56 [01:08<05:20, 6.96s/it] 42/299 4.07G 0.03523 0.02836 0.001033 142 640: 18%|█▊ | 10/56 [01:24<05:20, 6.96s/it] 42/299 4.07G 0.03523 0.02836 0.001033 142 640: 20%|█▉ | 11/56 [01:24<07:20, 9.79s/it] 42/299 4.07G 0.03549 0.02827 0.0009863 143 640: 20%|█▉ | 11/56 [01:24<07:20, 9.79s/it] 42/299 4.07G 0.03549 0.02827 0.0009863 143 640: 21%|██▏ | 12/56 [01:24<05:02, 6.87s/it] 42/299 4.07G 0.03529 0.02805 0.0009649 144 640: 21%|██▏ | 12/56 [01:25<05:02, 6.87s/it] 42/299 4.07G 0.03529 0.02805 0.0009649 144 640: 23%|██▎ | 13/56 [01:25<03:28, 4.86s/it] 42/299 4.07G 0.03529 0.02788 0.0009746 112 640: 23%|██▎ | 13/56 [01:25<03:28, 4.86s/it] 42/299 4.07G 0.03529 0.02788 0.0009746 112 640: 25%|██▌ | 14/56 [01:25<02:25, 3.47s/it] 42/299 4.07G 0.03547 0.02764 0.0009464 121 640: 25%|██▌ | 14/56 [01:25<02:25, 3.47s/it] 42/299 4.07G 0.03547 0.02764 0.0009464 121 640: 27%|██▋ | 15/56 [01:25<01:41, 2.49s/it] 42/299 4.07G 0.03576 0.02812 0.00099 172 640: 27%|██▋ | 15/56 [01:25<01:41, 2.49s/it] 42/299 4.07G 0.03576 0.02812 0.00099 172 640: 29%|██▊ | 16/56 [01:25<01:12, 1.80s/it] 42/299 4.07G 0.03578 0.02798 0.0009605 133 640: 29%|██▊ | 16/56 [01:34<01:12, 1.80s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.535 0.533 0.504 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 43/299 4.07G 0.0343 0.02653 0.00106 125 640: 0%| | 0/56 [00:00<?, ?it/s] 43/299 4.07G 0.0343 0.02653 0.00106 125 640: 2%|▏ | 1/56 [00:00<00:14, 3.91it/s] 43/299 4.07G 0.03363 0.02815 0.001037 133 640: 2%|▏ | 1/56 [00:08<00:14, 3.91it/s] 43/299 4.07G 0.03363 0.02815 0.001037 133 640: 4%|▎ | 2/56 [00:08<04:41, 5.22s/it] 43/299 4.07G 0.03283 0.02649 0.001732 121 640: 4%|▎ | 2/56 [00:41<04:41, 5.22s/it] 43/299 4.07G 0.03283 0.02649 0.001732 121 640: 5%|▌ | 3/56 [00:41<15:40, 17.75s/it] 43/299 4.07G 0.03272 0.02715 0.001499 132 640: 5%|▌ | 3/56 [00:41<15:40, 17.75s/it] 43/299 4.07G 0.03272 0.02715 0.001499 132 640: 7%|▋ | 4/56 [00:41<09:23, 10.83s/it] 43/299 4.07G 0.03265 0.02613 0.001352 112 640: 7%|▋ | 4/56 [00:42<09:23, 10.83s/it] 43/299 4.07G 0.03265 0.02613 0.001352 112 640: 9%|▉ | 5/56 [00:42<05:57, 7.00s/it] 43/299 4.07G 0.03282 0.02625 0.001211 148 640: 9%|▉ | 5/56 [00:42<05:57, 7.00s/it] 43/299 4.07G 0.03282 0.02625 0.001211 148 640: 11%|█ | 6/56 [00:42<03:55, 4.70s/it] 43/299 4.07G 0.03386 0.02655 0.001454 134 640: 11%|█ | 6/56 [00:42<03:55, 4.70s/it] 43/299 4.07G 0.03386 0.02655 0.001454 134 640: 12%|█▎ | 7/56 [00:42<02:38, 3.23s/it] 43/299 4.07G 0.03425 0.02599 0.001334 112 640: 12%|█▎ | 7/56 [00:42<02:38, 3.23s/it] 43/299 4.07G 0.03425 0.02599 0.001334 112 640: 14%|█▍ | 8/56 [00:42<01:49, 2.27s/it] 43/299 4.07G 0.03424 0.02644 0.001229 152 640: 14%|█▍ | 8/56 [00:42<01:49, 2.27s/it] 43/299 4.07G 0.03424 0.02644 0.001229 152 640: 16%|█▌ | 9/56 [00:42<01:16, 1.63s/it] 43/299 4.07G 0.03432 0.02684 0.001157 158 640: 16%|█▌ | 9/56 [00:47<01:16, 1.63s/it] 43/299 4.07G 0.03432 0.02684 0.001157 158 640: 18%|█▊ | 10/56 [00:47<01:57, 2.56s/it] 43/299 4.07G 0.03424 0.02675 0.001091 120 640: 18%|█▊ | 10/56 [01:15<01:57, 2.56s/it] 43/299 4.07G 0.03424 0.02675 0.001091 120 640: 20%|█▉ | 11/56 [01:15<07:44, 10.33s/it] 43/299 4.07G 0.03411 0.0269 0.001065 152 640: 20%|█▉ | 11/56 [01:15<07:44, 10.33s/it] 43/299 4.07G 0.03411 0.0269 0.001065 152 640: 21%|██▏ | 12/56 [01:15<05:19, 7.25s/it] 43/299 4.07G 0.03403 0.02755 0.001021 210 640: 21%|██▏ | 12/56 [01:15<05:19, 7.25s/it] 43/299 4.07G 0.03403 0.02755 0.001021 210 640: 23%|██▎ | 13/56 [01:15<03:40, 5.12s/it] 43/299 4.07G 0.03397 0.02814 0.0009817 165 640: 23%|██▎ | 13/56 [01:16<03:40, 5.12s/it] 43/299 4.07G 0.03397 0.02814 0.0009817 165 640: 25%|██▌ | 14/56 [01:16<02:33, 3.65s/it] 43/299 4.07G 0.03407 0.02829 0.0009426 157 640: 25%|██▌ | 14/56 [01:16<02:33, 3.65s/it] 43/299 4.07G 0.03407 0.02829 0.0009426 157 640: 27%|██▋ | 15/56 [01:16<01:47, 2.61s/it] 43/299 4.07G 0.03413 0.02832 0.000916 165 640: 27%|██▋ | 15/56 [01:16<01:47, 2.61s/it] 43/299 4.07G 0.03413 0.02832 0.000916 165 640: 29%|██▊ | 16/56 [01:16<01:15, 1.89s/it] 43/299 4.07G 0.03412 0.02833 0.0009084 119 640: 29%|██▊ | 16/56 [01:16<01:15, 1.89s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.62it/s]
all 98 501 0.572 0.544 0.528 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 44/299 4.07G 0.03463 0.02244 0.00057 98 640: 0%| | 0/56 [00:00<?, ?it/s] 44/299 4.07G 0.03463 0.02244 0.00057 98 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 44/299 4.07G 0.03396 0.02532 0.0005807 157 640: 2%|▏ | 1/56 [00:05<00:14, 3.92it/s] 44/299 4.07G 0.03396 0.02532 0.0005807 157 640: 4%|▎ | 2/56 [00:05<02:36, 2.90s/it] 44/299 4.07G 0.03338 0.0246 0.0005884 117 640: 4%|▎ | 2/56 [00:38<02:36, 2.90s/it] 44/299 4.07G 0.03338 0.0246 0.0005884 117 640: 5%|▌ | 3/56 [00:38<14:47, 16.74s/it] 44/299 4.07G 0.03374 0.02461 0.0005314 129 640: 5%|▌ | 3/56 [00:38<14:47, 16.74s/it] 44/299 4.07G 0.03374 0.02461 0.0005314 129 640: 7%|▋ | 4/56 [00:38<08:51, 10.22s/it] 44/299 4.07G 0.03366 0.02474 0.00078 104 640: 7%|▋ | 4/56 [00:38<08:51, 10.22s/it] 44/299 4.07G 0.03366 0.02474 0.00078 104 640: 9%|▉ | 5/56 [00:38<05:37, 6.61s/it] 44/299 4.07G 0.03326 0.02543 0.0007819 145 640: 9%|▉ | 5/56 [00:38<05:37, 6.61s/it] 44/299 4.07G 0.03326 0.02543 0.0007819 145 640: 11%|█ | 6/56 [00:38<03:42, 4.45s/it] 44/299 4.07G 0.03284 0.02595 0.0007658 141 640: 11%|█ | 6/56 [00:39<03:42, 4.45s/it] 44/299 4.07G 0.03284 0.02595 0.0007658 141 640: 12%|█▎ | 7/56 [00:39<02:30, 3.06s/it] 44/299 4.07G 0.03369 0.02682 0.0007527 202 640: 12%|█▎ | 7/56 [00:39<02:30, 3.06s/it] 44/299 4.07G 0.03369 0.02682 0.0007527 202 640: 14%|█▍ | 8/56 [00:39<01:43, 2.16s/it] 44/299 4.07G 0.03347 0.02666 0.0007421 140 640: 14%|█▍ | 8/56 [00:39<01:43, 2.16s/it] 44/299 4.07G 0.03347 0.02666 0.0007421 140 640: 16%|█▌ | 9/56 [00:39<01:12, 1.55s/it] 44/299 4.07G 0.03323 0.02665 0.0008092 150 640: 16%|█▌ | 9/56 [00:47<01:12, 1.55s/it] 44/299 4.07G 0.03323 0.02665 0.0008092 150 640: 18%|█▊ | 10/56 [00:47<02:43, 3.56s/it] 44/299 4.07G 0.03336 0.02633 0.0007701 91 640: 18%|█▊ | 10/56 [01:12<02:43, 3.56s/it] 44/299 4.07G 0.03336 0.02633 0.0007701 91 640: 20%|█▉ | 11/56 [01:12<07:27, 9.94s/it] 44/299 4.07G 0.03378 0.02675 0.0007678 157 640: 20%|█▉ | 11/56 [01:12<07:27, 9.94s/it] 44/299 4.07G 0.03378 0.02675 0.0007678 157 640: 21%|██▏ | 12/56 [01:12<05:07, 6.98s/it] 44/299 4.07G 0.03391 0.02705 0.000736 140 640: 21%|██▏ | 12/56 [01:12<05:07, 6.98s/it] 44/299 4.07G 0.03391 0.02705 0.000736 140 640: 23%|██▎ | 13/56 [01:12<03:32, 4.93s/it] 44/299 4.07G 0.03415 0.02753 0.0007106 155 640: 23%|██▎ | 13/56 [01:12<03:32, 4.93s/it] 44/299 4.07G 0.03415 0.02753 0.0007106 155 640: 25%|██▌ | 14/56 [01:12<02:27, 3.52s/it] 44/299 4.07G 0.0342 0.02749 0.0007083 145 640: 25%|██▌ | 14/56 [01:12<02:27, 3.52s/it] 44/299 4.07G 0.0342 0.02749 0.0007083 145 640: 27%|██▋ | 15/56 [01:12<01:43, 2.52s/it] 44/299 4.07G 0.03424 0.02747 0.0006911 131 640: 27%|██▋ | 15/56 [01:13<01:43, 2.52s/it] 44/299 4.07G 0.03424 0.02747 0.0006911 131 640: 29%|██▊ | 16/56 [01:13<01:13, 1.83s/it] 44/299 4.07G 0.03437 0.02727 0.0006923 117 640: 29%|██▊ | 16/56 [01:13<01:13, 1.83s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.574 0.547 0.546 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 45/299 4.07G 0.03903 0.03583 0.0005073 208 640: 0%| | 0/56 [00:00<?, ?it/s] 45/299 4.07G 0.03903 0.03583 0.0005073 208 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 45/299 4.07G 0.03761 0.03461 0.0005848 145 640: 2%|▏ | 1/56 [00:05<00:13, 4.04it/s] 45/299 4.07G 0.03761 0.03461 0.0005848 145 640: 4%|▎ | 2/56 [00:05<02:53, 3.21s/it] 45/299 4.07G 0.03669 0.03203 0.0005289 149 640: 4%|▎ | 2/56 [00:30<02:53, 3.21s/it] 45/299 4.07G 0.03669 0.03203 0.0005289 149 640: 5%|▌ | 3/56 [00:30<11:43, 13.28s/it] 45/299 4.07G 0.03565 0.03209 0.0005112 157 640: 5%|▌ | 3/56 [00:31<11:43, 13.28s/it] 45/299 4.07G 0.03565 0.03209 0.0005112 157 640: 7%|▋ | 4/56 [00:31<07:02, 8.12s/it] 45/299 4.07G 0.03527 0.0315 0.0005472 123 640: 7%|▋ | 4/56 [00:31<07:02, 8.12s/it] 45/299 4.07G 0.03527 0.0315 0.0005472 123 640: 9%|▉ | 5/56 [00:31<04:28, 5.27s/it] 45/299 4.07G 0.03532 0.03164 0.0006674 154 640: 9%|▉ | 5/56 [00:31<04:28, 5.27s/it] 45/299 4.07G 0.03532 0.03164 0.0006674 154 640: 11%|█ | 6/56 [00:31<02:58, 3.57s/it] 45/299 4.07G 0.03539 0.03113 0.0006605 114 640: 11%|█ | 6/56 [00:31<02:58, 3.57s/it] 45/299 4.07G 0.03539 0.03113 0.0006605 114 640: 12%|█▎ | 7/56 [00:31<02:01, 2.47s/it] 45/299 4.07G 0.03523 0.03066 0.0006709 163 640: 12%|█▎ | 7/56 [00:31<02:01, 2.47s/it] 45/299 4.07G 0.03523 0.03066 0.0006709 163 640: 14%|█▍ | 8/56 [00:31<01:24, 1.75s/it] 45/299 4.07G 0.03487 0.03018 0.0006481 112 640: 14%|█▍ | 8/56 [00:32<01:24, 1.75s/it] 45/299 4.07G 0.03487 0.03018 0.0006481 112 640: 16%|█▌ | 9/56 [00:32<00:59, 1.27s/it] 45/299 4.07G 0.03493 0.03014 0.0006567 168 640: 16%|█▌ | 9/56 [00:40<00:59, 1.27s/it] 45/299 4.07G 0.03493 0.03014 0.0006567 168 640: 18%|█▊ | 10/56 [00:40<02:36, 3.40s/it] 45/299 4.07G 0.03493 0.02974 0.0006459 132 640: 18%|█▊ | 10/56 [01:05<02:36, 3.40s/it] 45/299 4.07G 0.03493 0.02974 0.0006459 132 640: 20%|█▉ | 11/56 [01:05<07:27, 9.94s/it] 45/299 4.07G 0.03506 0.02931 0.0007646 138 640: 20%|█▉ | 11/56 [01:05<07:27, 9.94s/it] 45/299 4.07G 0.03506 0.02931 0.0007646 138 640: 21%|██▏ | 12/56 [01:05<05:07, 6.99s/it] 45/299 4.07G 0.03512 0.02931 0.0007473 175 640: 21%|██▏ | 12/56 [01:05<05:07, 6.99s/it] 45/299 4.07G 0.03512 0.02931 0.0007473 175 640: 23%|██▎ | 13/56 [01:05<03:32, 4.94s/it] 45/299 4.07G 0.03533 0.02909 0.0007289 159 640: 23%|██▎ | 13/56 [01:05<03:32, 4.94s/it] 45/299 4.07G 0.03533 0.02909 0.0007289 159 640: 25%|██▌ | 14/56 [01:05<02:27, 3.52s/it] 45/299 4.07G 0.03564 0.02893 0.0007837 122 640: 25%|██▌ | 14/56 [01:05<02:27, 3.52s/it] 45/299 4.07G 0.03564 0.02893 0.0007837 122 640: 27%|██▋ | 15/56 [01:05<01:43, 2.52s/it] 45/299 4.07G 0.03583 0.02853 0.0007567 105 640: 27%|██▋ | 15/56 [01:06<01:43, 2.52s/it] 45/299 4.07G 0.03583 0.02853 0.0007567 105 640: 29%|██▊ | 16/56 [01:06<01:13, 1.83s/it] 45/299 4.07G 0.03574 0.0282 0.0007494 115 640: 29%|██▊ | 16/56 [01:06<01:13, 1.83s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.604 0.537 0.545 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 46/299 4.07G 0.03186 0.03015 0.0005095 160 640: 0%| | 0/56 [00:00<?, ?it/s] 46/299 4.07G 0.03186 0.03015 0.0005095 160 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 46/299 4.07G 0.03089 0.02936 0.0005766 164 640: 2%|▏ | 1/56 [00:07<00:12, 4.50it/s] 46/299 4.07G 0.03089 0.02936 0.0005766 164 640: 4%|▎ | 2/56 [00:07<04:07, 4.58s/it] 46/299 4.07G 0.0311 0.02996 0.0005687 138 640: 4%|▎ | 2/56 [00:38<04:07, 4.58s/it] 46/299 4.07G 0.0311 0.02996 0.0005687 138 640: 5%|▌ | 3/56 [00:38<14:45, 16.70s/it] 46/299 4.07G 0.03139 0.02976 0.0005568 143 640: 5%|▌ | 3/56 [00:39<14:45, 16.70s/it] 46/299 4.07G 0.03139 0.02976 0.0005568 143 640: 7%|▋ | 4/56 [00:39<08:49, 10.19s/it] 46/299 4.07G 0.03252 0.03021 0.0005527 149 640: 7%|▋ | 4/56 [00:39<08:49, 10.19s/it] 46/299 4.07G 0.03252 0.03021 0.0005527 149 640: 9%|▉ | 5/56 [00:39<05:36, 6.59s/it] 46/299 4.07G 0.0321 0.02952 0.0007767 161 640: 9%|▉ | 5/56 [00:39<05:36, 6.59s/it] 46/299 4.07G 0.0321 0.02952 0.0007767 161 640: 11%|█ | 6/56 [00:39<03:41, 4.43s/it] 46/299 4.07G 0.03242 0.02995 0.0008982 178 640: 11%|█ | 6/56 [00:39<03:41, 4.43s/it] 46/299 4.07G 0.03242 0.02995 0.0008982 178 640: 12%|█▎ | 7/56 [00:39<02:29, 3.05s/it] 46/299 4.07G 0.03238 0.02925 0.0008372 109 640: 12%|█▎ | 7/56 [00:40<02:29, 3.05s/it] 46/299 4.07G 0.03238 0.02925 0.0008372 109 640: 14%|█▍ | 8/56 [00:40<01:43, 2.15s/it] 46/299 4.07G 0.03221 0.02927 0.0008083 139 640: 14%|█▍ | 8/56 [00:40<01:43, 2.15s/it] 46/299 4.07G 0.03221 0.02927 0.0008083 139 640: 16%|█▌ | 9/56 [00:40<01:12, 1.54s/it] 46/299 4.07G 0.0321 0.02885 0.0007882 161 640: 16%|█▌ | 9/56 [00:42<01:12, 1.54s/it] 46/299 4.07G 0.0321 0.02885 0.0007882 161 640: 18%|█▊ | 10/56 [00:42<01:17, 1.68s/it] 46/299 4.07G 0.03245 0.02843 0.0007547 110 640: 18%|█▊ | 10/56 [01:13<01:17, 1.68s/it] 46/299 4.07G 0.03245 0.02843 0.0007547 110 640: 20%|█▉ | 11/56 [01:13<07:57, 10.60s/it] 46/299 4.07G 0.03245 0.02841 0.0007388 120 640: 20%|█▉ | 11/56 [01:13<07:57, 10.60s/it] 46/299 4.07G 0.03245 0.02841 0.0007388 120 640: 21%|██▏ | 12/56 [01:13<05:27, 7.44s/it] 46/299 4.07G 0.03252 0.0287 0.000739 199 640: 21%|██▏ | 12/56 [01:13<05:27, 7.44s/it] 46/299 4.07G 0.03252 0.0287 0.000739 199 640: 23%|██▎ | 13/56 [01:13<03:45, 5.25s/it] 46/299 4.07G 0.03236 0.02825 0.0007158 104 640: 23%|██▎ | 13/56 [01:13<03:45, 5.25s/it] 46/299 4.07G 0.03236 0.02825 0.0007158 104 640: 25%|██▌ | 14/56 [01:13<02:37, 3.74s/it] 46/299 4.07G 0.03254 0.0279 0.0007489 117 640: 25%|██▌ | 14/56 [01:13<02:37, 3.74s/it] 46/299 4.07G 0.03254 0.0279 0.0007489 117 640: 27%|██▋ | 15/56 [01:13<01:49, 2.68s/it] 46/299 4.07G 0.03294 0.02788 0.0007313 133 640: 27%|██▋ | 15/56 [01:14<01:49, 2.68s/it] 46/299 4.07G 0.03294 0.02788 0.0007313 133 640: 29%|██▊ | 16/56 [01:14<01:17, 1.94s/it] 46/299 4.07G 0.03319 0.02818 0.0007205 179 640: 29%|██▊ | 16/56 [01:14<01:17, 1.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.58 0.551 0.538 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 47/299 4.07G 0.03473 0.02798 0.0005759 171 640: 0%| | 0/56 [00:00<?, ?it/s] 47/299 4.07G 0.03473 0.02798 0.0005759 171 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 47/299 4.07G 0.03325 0.02504 0.0004609 112 640: 2%|▏ | 1/56 [00:01<00:13, 3.94it/s] 47/299 4.07G 0.03325 0.02504 0.0004609 112 640: 4%|▎ | 2/56 [00:01<00:32, 1.65it/s] 47/299 4.07G 0.03308 0.02584 0.0004379 125 640: 4%|▎ | 2/56 [00:33<00:32, 1.65it/s] 47/299 4.07G 0.03308 0.02584 0.0004379 125 640: 5%|▌ | 3/56 [00:33<13:21, 15.13s/it] 47/299 4.07G 0.0335 0.02557 0.0004988 113 640: 5%|▌ | 3/56 [00:33<13:21, 15.13s/it] 47/299 4.07G 0.0335 0.02557 0.0004988 113 640: 7%|▋ | 4/56 [00:33<08:00, 9.24s/it] 47/299 4.07G 0.03305 0.02622 0.0004852 146 640: 7%|▋ | 4/56 [00:33<08:00, 9.24s/it] 47/299 4.07G 0.03305 0.02622 0.0004852 146 640: 9%|▉ | 5/56 [00:33<05:05, 5.99s/it] 47/299 4.07G 0.03329 0.02633 0.0004685 125 640: 9%|▉ | 5/56 [00:34<05:05, 5.99s/it] 47/299 4.07G 0.03329 0.02633 0.0004685 125 640: 11%|█ | 6/56 [00:34<03:21, 4.04s/it] 47/299 4.07G 0.03349 0.0271 0.0004802 170 640: 11%|█ | 6/56 [00:34<03:21, 4.04s/it] 47/299 4.07G 0.03349 0.0271 0.0004802 170 640: 12%|█▎ | 7/56 [00:34<02:16, 2.79s/it] 47/299 4.07G 0.03343 0.02686 0.0005198 152 640: 12%|█▎ | 7/56 [00:34<02:16, 2.79s/it] 47/299 4.07G 0.03343 0.02686 0.0005198 152 640: 14%|█▍ | 8/56 [00:34<01:34, 1.97s/it] 47/299 4.07G 0.03304 0.027 0.0005158 144 640: 14%|█▍ | 8/56 [00:34<01:34, 1.97s/it] 47/299 4.07G 0.03304 0.027 0.0005158 144 640: 16%|█▌ | 9/56 [00:34<01:06, 1.42s/it] 47/299 4.07G 0.03274 0.02679 0.0005452 117 640: 16%|█▌ | 9/56 [00:35<01:06, 1.42s/it] 47/299 4.07G 0.03274 0.02679 0.0005452 117 640: 18%|█▊ | 10/56 [00:35<00:57, 1.24s/it] 47/299 4.07G 0.03268 0.02641 0.0005369 111 640: 18%|█▊ | 10/56 [01:07<00:57, 1.24s/it] 47/299 4.07G 0.03268 0.02641 0.0005369 111 640: 20%|█▉ | 11/56 [01:07<08:00, 10.68s/it] 47/299 4.07G 0.03291 0.02664 0.0008116 148 640: 20%|█▉ | 11/56 [01:07<08:00, 10.68s/it] 47/299 4.07G 0.03291 0.02664 0.0008116 148 640: 21%|██▏ | 12/56 [01:07<05:29, 7.49s/it] 47/299 4.07G 0.0332 0.02649 0.001007 121 640: 21%|██▏ | 12/56 [01:08<05:29, 7.49s/it] 47/299 4.07G 0.0332 0.02649 0.001007 121 640: 23%|██▎ | 13/56 [01:08<03:47, 5.29s/it] 47/299 4.07G 0.03321 0.02648 0.0009678 141 640: 23%|██▎ | 13/56 [01:08<03:47, 5.29s/it] 47/299 4.07G 0.03321 0.02648 0.0009678 141 640: 25%|██▌ | 14/56 [01:08<02:38, 3.77s/it] 47/299 4.07G 0.03345 0.02716 0.0009357 144 640: 25%|██▌ | 14/56 [01:08<02:38, 3.77s/it] 47/299 4.07G 0.03345 0.02716 0.0009357 144 640: 27%|██▋ | 15/56 [01:08<01:50, 2.70s/it] 47/299 4.07G 0.03349 0.02696 0.00107 120 640: 27%|██▋ | 15/56 [01:08<01:50, 2.70s/it] 47/299 4.07G 0.03349 0.02696 0.00107 120 640: 29%|██▊ | 16/56 [01:08<01:17, 1.95s/it] 47/299 4.07G 0.03323 0.02656 0.001031 112 640: 29%|██▊ | 16/56 [01:09<01:17, 1.95s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.558 0.552 0.519 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 48/299 4.07G 0.02965 0.02408 0.000898 128 640: 0%| | 0/56 [00:00<?, ?it/s] 48/299 4.07G 0.02965 0.02408 0.000898 128 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 48/299 4.07G 0.03353 0.02475 0.0007184 131 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 48/299 4.07G 0.03353 0.02475 0.0007184 131 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 48/299 4.07G 0.03402 0.0266 0.001343 143 640: 4%|▎ | 2/56 [00:32<00:13, 3.96it/s] 48/299 4.07G 0.03402 0.0266 0.001343 143 640: 5%|▌ | 3/56 [00:32<13:02, 14.76s/it] 48/299 4.07G 0.03326 0.02668 0.001199 137 640: 5%|▌ | 3/56 [00:32<13:02, 14.76s/it] 48/299 4.07G 0.03326 0.02668 0.001199 137 640: 7%|▋ | 4/56 [00:32<07:48, 9.02s/it] 48/299 4.07G 0.03286 0.02687 0.001126 142 640: 7%|▋ | 4/56 [00:32<07:48, 9.02s/it] 48/299 4.07G 0.03286 0.02687 0.001126 142 640: 9%|▉ | 5/56 [00:32<04:58, 5.84s/it] 48/299 4.07G 0.03308 0.02704 0.001058 140 640: 9%|▉ | 5/56 [00:33<04:58, 5.84s/it] 48/299 4.07G 0.03308 0.02704 0.001058 140 640: 11%|█ | 6/56 [00:33<03:17, 3.94s/it] 48/299 4.07G 0.03344 0.02665 0.0009762 139 640: 11%|█ | 6/56 [00:33<03:17, 3.94s/it] 48/299 4.07G 0.03344 0.02665 0.0009762 139 640: 12%|█▎ | 7/56 [00:33<02:13, 2.72s/it] 48/299 4.07G 0.03396 0.02714 0.001048 168 640: 12%|█▎ | 7/56 [00:33<02:13, 2.72s/it] 48/299 4.07G 0.03396 0.02714 0.001048 168 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 48/299 4.07G 0.03416 0.02653 0.001054 115 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 48/299 4.07G 0.03416 0.02653 0.001054 115 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 48/299 4.07G 0.034 0.02592 0.001172 109 640: 16%|█▌ | 9/56 [00:39<01:05, 1.39s/it] 48/299 4.07G 0.034 0.02592 0.001172 109 640: 18%|█▊ | 10/56 [00:39<02:00, 2.62s/it] 48/299 4.07G 0.03415 0.02569 0.001149 127 640: 18%|█▊ | 10/56 [01:06<02:00, 2.62s/it] 48/299 4.07G 0.03415 0.02569 0.001149 127 640: 20%|█▉ | 11/56 [01:06<07:36, 10.14s/it] 48/299 4.07G 0.03408 0.02568 0.001086 130 640: 20%|█▉ | 11/56 [01:06<07:36, 10.14s/it] 48/299 4.07G 0.03408 0.02568 0.001086 130 640: 21%|██▏ | 12/56 [01:06<05:13, 7.12s/it] 48/299 4.07G 0.03393 0.02537 0.001032 90 640: 21%|██▏ | 12/56 [01:06<05:13, 7.12s/it] 48/299 4.07G 0.03393 0.02537 0.001032 90 640: 23%|██▎ | 13/56 [01:06<03:36, 5.03s/it] 48/299 4.07G 0.03361 0.02549 0.0009904 146 640: 23%|██▎ | 13/56 [01:07<03:36, 5.03s/it] 48/299 4.07G 0.03361 0.02549 0.0009904 146 640: 25%|██▌ | 14/56 [01:07<02:30, 3.59s/it] 48/299 4.07G 0.03377 0.02623 0.0009585 175 640: 25%|██▌ | 14/56 [01:07<02:30, 3.59s/it] 48/299 4.07G 0.03377 0.02623 0.0009585 175 640: 27%|██▋ | 15/56 [01:07<01:45, 2.57s/it] 48/299 4.07G 0.03391 0.02612 0.0009276 111 640: 27%|██▋ | 15/56 [01:07<01:45, 2.57s/it] 48/299 4.07G 0.03391 0.02612 0.0009276 111 640: 29%|██▊ | 16/56 [01:07<01:14, 1.86s/it] 48/299 4.07G 0.03391 0.02657 0.0009336 144 640: 29%|██▊ | 16/56 [01:07<01:14, 1.86s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.531 0.544 0.533 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 49/299 4.07G 0.03356 0.02607 0.000509 118 640: 0%| | 0/56 [00:00<?, ?it/s] 49/299 4.07G 0.03356 0.02607 0.000509 118 640: 2%|▏ | 1/56 [00:00<00:13, 4.08it/s] 49/299 4.07G 0.0329 0.02501 0.0005385 114 640: 2%|▏ | 1/56 [00:02<00:13, 4.08it/s] 49/299 4.07G 0.0329 0.02501 0.0005385 114 640: 4%|▎ | 2/56 [00:02<01:26, 1.60s/it] 49/299 4.07G 0.03247 0.02618 0.0007399 166 640: 4%|▎ | 2/56 [00:41<01:26, 1.60s/it] 49/299 4.07G 0.03247 0.02618 0.0007399 166 640: 5%|▌ | 3/56 [00:41<16:27, 18.64s/it] 49/299 4.07G 0.03234 0.02742 0.0009207 166 640: 5%|▌ | 3/56 [00:41<16:27, 18.64s/it] 49/299 4.07G 0.03234 0.02742 0.0009207 166 640: 7%|▋ | 4/56 [00:41<09:50, 11.36s/it] 49/299 4.07G 0.03246 0.02733 0.0008611 114 640: 7%|▋ | 4/56 [00:42<09:50, 11.36s/it] 49/299 4.07G 0.03246 0.02733 0.0008611 114 640: 9%|▉ | 5/56 [00:42<06:14, 7.34s/it] 49/299 4.07G 0.03287 0.02749 0.0008484 134 640: 9%|▉ | 5/56 [00:42<06:14, 7.34s/it] 49/299 4.07G 0.03287 0.02749 0.0008484 134 640: 11%|█ | 6/56 [00:42<04:06, 4.93s/it] 49/299 4.07G 0.03297 0.02806 0.0008709 159 640: 11%|█ | 6/56 [00:42<04:06, 4.93s/it] 49/299 4.07G 0.03297 0.02806 0.0008709 159 640: 12%|█▎ | 7/56 [00:42<02:45, 3.39s/it] 49/299 4.07G 0.0333 0.02774 0.0008223 111 640: 12%|█▎ | 7/56 [00:42<02:45, 3.39s/it] 49/299 4.07G 0.0333 0.02774 0.0008223 111 640: 14%|█▍ | 8/56 [00:42<01:53, 2.37s/it] 49/299 4.07G 0.03278 0.02744 0.0008379 126 640: 14%|█▍ | 8/56 [00:43<01:53, 2.37s/it] 49/299 4.07G 0.03278 0.02744 0.0008379 126 640: 16%|█▌ | 9/56 [00:43<01:19, 1.70s/it] 49/299 4.07G 0.03287 0.02778 0.0008561 176 640: 16%|█▌ | 9/56 [00:43<01:19, 1.70s/it] 49/299 4.07G 0.03287 0.02778 0.0008561 176 640: 18%|█▊ | 10/56 [00:43<00:57, 1.25s/it] 49/299 4.07G 0.03313 0.02758 0.000819 141 640: 18%|█▊ | 10/56 [01:15<00:57, 1.25s/it] 49/299 4.07G 0.03313 0.02758 0.000819 141 640: 20%|█▉ | 11/56 [01:15<08:03, 10.74s/it] 49/299 4.07G 0.03335 0.02803 0.0008187 170 640: 20%|█▉ | 11/56 [01:15<08:03, 10.74s/it] 49/299 4.07G 0.03335 0.02803 0.0008187 170 640: 21%|██▏ | 12/56 [01:15<05:31, 7.54s/it] 49/299 4.07G 0.03312 0.02779 0.0007924 129 640: 21%|██▏ | 12/56 [01:15<05:31, 7.54s/it] 49/299 4.07G 0.03312 0.02779 0.0007924 129 640: 23%|██▎ | 13/56 [01:15<03:48, 5.32s/it] 49/299 4.07G 0.03313 0.02758 0.0007711 136 640: 23%|██▎ | 13/56 [01:16<03:48, 5.32s/it] 49/299 4.07G 0.03313 0.02758 0.0007711 136 640: 25%|██▌ | 14/56 [01:16<02:39, 3.79s/it] 49/299 4.07G 0.03329 0.02765 0.0007758 131 640: 25%|██▌ | 14/56 [01:16<02:39, 3.79s/it] 49/299 4.07G 0.03329 0.02765 0.0007758 131 640: 27%|██▋ | 15/56 [01:16<01:51, 2.71s/it] 49/299 4.07G 0.03321 0.02711 0.0007538 95 640: 27%|██▋ | 15/56 [01:16<01:51, 2.71s/it] 49/299 4.07G 0.03321 0.02711 0.0007538 95 640: 29%|██▊ | 16/56 [01:16<01:18, 1.96s/it] 49/299 4.07G 0.03322 0.02726 0.0007328 155 640: 29%|██▊ | 16/56 [01:16<01:18, 1.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.557 0.534 0.524 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 50/299 4.07G 0.03247 0.02938 0.0006817 168 640: 0%| | 0/56 [00:00<?, ?it/s] 50/299 4.07G 0.03247 0.02938 0.0006817 168 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 50/299 4.07G 0.03226 0.02433 0.0007894 95 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 50/299 4.07G 0.03226 0.02433 0.0007894 95 640: 4%|▎ | 2/56 [00:00<00:13, 3.99it/s] 50/299 4.07G 0.03248 0.02818 0.0007387 180 640: 4%|▎ | 2/56 [00:42<00:13, 3.99it/s] 50/299 4.07G 0.03248 0.02818 0.0007387 180 640: 5%|▌ | 3/56 [00:42<16:55, 19.16s/it] 50/299 4.07G 0.03297 0.02775 0.0008816 122 640: 5%|▌ | 3/56 [00:42<16:55, 19.16s/it] 50/299 4.07G 0.03297 0.02775 0.0008816 122 640: 7%|▋ | 4/56 [00:42<10:07, 11.68s/it] 50/299 4.07G 0.03231 0.02706 0.0008451 133 640: 7%|▋ | 4/56 [00:42<10:07, 11.68s/it] 50/299 4.07G 0.03231 0.02706 0.0008451 133 640: 9%|▉ | 5/56 [00:42<06:24, 7.55s/it] 50/299 4.07G 0.03217 0.02739 0.0008187 139 640: 9%|▉ | 5/56 [00:42<06:24, 7.55s/it] 50/299 4.07G 0.03217 0.02739 0.0008187 139 640: 11%|█ | 6/56 [00:42<04:13, 5.06s/it] 50/299 4.07G 0.03254 0.02652 0.0007586 103 640: 11%|█ | 6/56 [00:43<04:13, 5.06s/it] 50/299 4.07G 0.03254 0.02652 0.0007586 103 640: 12%|█▎ | 7/56 [00:43<02:50, 3.48s/it] 50/299 4.07G 0.03268 0.02656 0.0007152 160 640: 12%|█▎ | 7/56 [00:43<02:50, 3.48s/it] 50/299 4.07G 0.03268 0.02656 0.0007152 160 640: 14%|█▍ | 8/56 [00:43<01:57, 2.44s/it] 50/299 4.07G 0.03245 0.02624 0.0008641 131 640: 14%|█▍ | 8/56 [00:43<01:57, 2.44s/it] 50/299 4.07G 0.03245 0.02624 0.0008641 131 640: 16%|█▌ | 9/56 [00:43<01:21, 1.74s/it] 50/299 4.07G 0.03262 0.02671 0.0008606 204 640: 16%|█▌ | 9/56 [00:43<01:21, 1.74s/it] 50/299 4.07G 0.03262 0.02671 0.0008606 204 640: 18%|█▊ | 10/56 [00:43<00:59, 1.29s/it] 50/299 4.07G 0.03273 0.02602 0.0008628 81 640: 18%|█▊ | 10/56 [01:16<00:59, 1.29s/it] 50/299 4.07G 0.03273 0.02602 0.0008628 81 640: 20%|█▉ | 11/56 [01:16<08:04, 10.77s/it] 50/299 4.07G 0.03263 0.02605 0.0008225 147 640: 20%|█▉ | 11/56 [01:16<08:04, 10.77s/it] 50/299 4.07G 0.03263 0.02605 0.0008225 147 640: 21%|██▏ | 12/56 [01:16<05:32, 7.56s/it] 50/299 4.07G 0.0329 0.026 0.001107 116 640: 21%|██▏ | 12/56 [01:16<05:32, 7.56s/it] 50/299 4.07G 0.0329 0.026 0.001107 116 640: 23%|██▎ | 13/56 [01:16<03:49, 5.34s/it] 50/299 4.07G 0.03288 0.02621 0.001112 121 640: 23%|██▎ | 13/56 [01:16<03:49, 5.34s/it] 50/299 4.07G 0.03288 0.02621 0.001112 121 640: 25%|██▌ | 14/56 [01:16<02:39, 3.80s/it] 50/299 4.07G 0.03273 0.02621 0.001071 143 640: 25%|██▌ | 14/56 [01:16<02:39, 3.80s/it] 50/299 4.07G 0.03273 0.02621 0.001071 143 640: 27%|██▋ | 15/56 [01:16<01:51, 2.72s/it] 50/299 4.07G 0.03272 0.02643 0.001033 148 640: 27%|██▋ | 15/56 [01:17<01:51, 2.72s/it] 50/299 4.07G 0.03272 0.02643 0.001033 148 640: 29%|██▊ | 16/56 [01:17<01:18, 1.97s/it] 50/299 4.07G 0.03274 0.02626 0.001004 130 640: 29%|██▊ | 16/56 [01:17<01:18, 1.97s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
all 98 501 0.575 0.524 0.518 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 51/299 4.07G 0.03541 0.02678 0.001267 163 640: 0%| | 0/56 [00:00<?, ?it/s] 51/299 4.07G 0.03541 0.02678 0.001267 163 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 51/299 4.07G 0.03596 0.02822 0.0009848 181 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 51/299 4.07G 0.03596 0.02822 0.0009848 181 640: 4%|▎ | 2/56 [00:00<00:14, 3.62it/s] 51/299 4.07G 0.03401 0.02785 0.0008352 137 640: 4%|▎ | 2/56 [00:31<00:14, 3.62it/s] 51/299 4.07G 0.03401 0.02785 0.0008352 137 640: 5%|▌ | 3/56 [00:31<12:34, 14.23s/it] 51/299 4.07G 0.03393 0.02824 0.0007646 163 640: 5%|▌ | 3/56 [00:31<12:34, 14.23s/it] 51/299 4.07G 0.03393 0.02824 0.0007646 163 640: 7%|▋ | 4/56 [00:31<07:32, 8.70s/it] 51/299 4.07G 0.03322 0.02724 0.0007009 103 640: 7%|▋ | 4/56 [00:31<07:32, 8.70s/it] 51/299 4.07G 0.03322 0.02724 0.0007009 103 640: 9%|▉ | 5/56 [00:31<04:47, 5.64s/it] 51/299 4.07G 0.03308 0.02708 0.000911 118 640: 9%|▉ | 5/56 [00:32<04:47, 5.64s/it] 51/299 4.07G 0.03308 0.02708 0.000911 118 640: 11%|█ | 6/56 [00:32<03:10, 3.81s/it] 51/299 4.07G 0.03277 0.02633 0.0008579 107 640: 11%|█ | 6/56 [00:32<03:10, 3.81s/it] 51/299 4.07G 0.03277 0.02633 0.0008579 107 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 51/299 4.07G 0.0325 0.02682 0.0009975 174 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 51/299 4.07G 0.0325 0.02682 0.0009975 174 640: 14%|█▍ | 8/56 [00:32<01:29, 1.86s/it] 51/299 4.07G 0.03301 0.02757 0.0009692 167 640: 14%|█▍ | 8/56 [00:32<01:29, 1.86s/it] 51/299 4.07G 0.03301 0.02757 0.0009692 167 640: 16%|█▌ | 9/56 [00:32<01:03, 1.35s/it] 51/299 4.07G 0.03337 0.02834 0.0009376 186 640: 16%|█▌ | 9/56 [00:32<01:03, 1.35s/it] 51/299 4.07G 0.03337 0.02834 0.0009376 186 640: 18%|█▊ | 10/56 [00:32<00:46, 1.01s/it] 51/299 4.07G 0.03316 0.02829 0.001059 157 640: 18%|█▊ | 10/56 [01:05<00:46, 1.01s/it] 51/299 4.07G 0.03316 0.02829 0.001059 157 640: 20%|█▉ | 11/56 [01:05<08:04, 10.77s/it] 51/299 4.07G 0.03326 0.02836 0.001007 156 640: 20%|█▉ | 11/56 [01:06<08:04, 10.77s/it] 51/299 4.07G 0.03326 0.02836 0.001007 156 640: 21%|██▏ | 12/56 [01:06<05:32, 7.56s/it] 51/299 4.07G 0.03341 0.02832 0.0009776 158 640: 21%|██▏ | 12/56 [01:06<05:32, 7.56s/it] 51/299 4.07G 0.03341 0.02832 0.0009776 158 640: 23%|██▎ | 13/56 [01:06<03:49, 5.34s/it] 51/299 4.07G 0.03316 0.02788 0.0009777 112 640: 23%|██▎ | 13/56 [01:06<03:49, 5.34s/it] 51/299 4.07G 0.03316 0.02788 0.0009777 112 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 51/299 4.07G 0.03299 0.02785 0.0009809 134 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 51/299 4.07G 0.03299 0.02785 0.0009809 134 640: 27%|██▋ | 15/56 [01:06<01:51, 2.72s/it] 51/299 4.07G 0.03284 0.02744 0.0009553 122 640: 27%|██▋ | 15/56 [01:06<01:51, 2.72s/it] 51/299 4.07G 0.03284 0.02744 0.0009553 122 640: 29%|██▊ | 16/56 [01:06<01:18, 1.96s/it] 51/299 4.07G 0.03269 0.02699 0.0009241 97 640: 29%|██▊ | 16/56 [01:07<01:18, 1.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.575 0.543 0.533 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 52/299 4.07G 0.03536 0.03302 0.0005706 153 640: 0%| | 0/56 [00:00<?, ?it/s] 52/299 4.07G 0.03536 0.03302 0.0005706 153 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 52/299 4.07G 0.03381 0.03065 0.0004508 142 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 52/299 4.07G 0.03381 0.03065 0.0004508 142 640: 4%|▎ | 2/56 [00:00<00:15, 3.57it/s] 52/299 4.07G 0.03377 0.0295 0.0004544 143 640: 4%|▎ | 2/56 [00:35<00:15, 3.57it/s] 52/299 4.07G 0.03377 0.0295 0.0004544 143 640: 5%|▌ | 3/56 [00:35<14:24, 16.32s/it] 52/299 4.07G 0.03339 0.02925 0.0005127 128 640: 5%|▌ | 3/56 [00:36<14:24, 16.32s/it] 52/299 4.07G 0.03339 0.02925 0.0005127 128 640: 7%|▋ | 4/56 [00:36<08:37, 9.96s/it] 52/299 4.07G 0.03269 0.02771 0.0005272 90 640: 7%|▋ | 4/56 [00:36<08:37, 9.96s/it] 52/299 4.07G 0.03269 0.02771 0.0005272 90 640: 9%|▉ | 5/56 [00:36<05:28, 6.44s/it] 52/299 4.07G 0.03298 0.02791 0.0007584 149 640: 9%|▉ | 5/56 [00:36<05:28, 6.44s/it] 52/299 4.07G 0.03298 0.02791 0.0007584 149 640: 11%|█ | 6/56 [00:36<03:36, 4.34s/it] 52/299 4.07G 0.03267 0.02744 0.0007318 154 640: 11%|█ | 6/56 [00:36<03:36, 4.34s/it] 52/299 4.07G 0.03267 0.02744 0.0007318 154 640: 12%|█▎ | 7/56 [00:36<02:26, 2.99s/it] 52/299 4.07G 0.03269 0.02708 0.0006913 117 640: 12%|█▎ | 7/56 [00:37<02:26, 2.99s/it] 52/299 4.07G 0.03269 0.02708 0.0006913 117 640: 14%|█▍ | 8/56 [00:37<01:41, 2.10s/it] 52/299 4.07G 0.03308 0.02759 0.0006603 160 640: 14%|█▍ | 8/56 [00:37<01:41, 2.10s/it] 52/299 4.07G 0.03308 0.02759 0.0006603 160 640: 16%|█▌ | 9/56 [00:37<01:11, 1.51s/it] 52/299 4.07G 0.03326 0.02752 0.0006342 138 640: 16%|█▌ | 9/56 [00:37<01:11, 1.51s/it] 52/299 4.07G 0.03326 0.02752 0.0006342 138 640: 18%|█▊ | 10/56 [00:37<00:51, 1.12s/it] 52/299 4.07G 0.03314 0.0277 0.0006108 174 640: 18%|█▊ | 10/56 [01:09<00:51, 1.12s/it] 52/299 4.07G 0.03314 0.0277 0.0006108 174 640: 20%|█▉ | 11/56 [01:09<07:57, 10.61s/it] 52/299 4.07G 0.03296 0.02731 0.0006141 114 640: 20%|█▉ | 11/56 [01:09<07:57, 10.61s/it] 52/299 4.07G 0.03296 0.02731 0.0006141 114 640: 21%|██▏ | 12/56 [01:09<05:27, 7.44s/it] 52/299 4.07G 0.03265 0.02709 0.0007124 114 640: 21%|██▏ | 12/56 [01:10<05:27, 7.44s/it] 52/299 4.07G 0.03265 0.02709 0.0007124 114 640: 23%|██▎ | 13/56 [01:10<03:45, 5.25s/it] 52/299 4.07G 0.03251 0.02706 0.0007862 125 640: 23%|██▎ | 13/56 [01:10<03:45, 5.25s/it] 52/299 4.07G 0.03251 0.02706 0.0007862 125 640: 25%|██▌ | 14/56 [01:10<02:37, 3.74s/it] 52/299 4.07G 0.03254 0.02713 0.000766 128 640: 25%|██▌ | 14/56 [01:10<02:37, 3.74s/it] 52/299 4.07G 0.03254 0.02713 0.000766 128 640: 27%|██▋ | 15/56 [01:10<01:49, 2.68s/it] 52/299 4.07G 0.03284 0.02731 0.0007562 179 640: 27%|██▋ | 15/56 [01:10<01:49, 2.68s/it] 52/299 4.07G 0.03284 0.02731 0.0007562 179 640: 29%|██▊ | 16/56 [01:10<01:17, 1.94s/it] 52/299 4.07G 0.03307 0.0273 0.000755 132 640: 29%|██▊ | 16/56 [01:10<01:17, 1.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.569 0.516 0.518 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 53/299 4.07G 0.03448 0.02379 0.0006211 118 640: 0%| | 0/56 [00:00<?, ?it/s] 53/299 4.07G 0.03448 0.02379 0.0006211 118 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 53/299 4.07G 0.03423 0.02516 0.0007538 149 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 53/299 4.07G 0.03423 0.02516 0.0007538 149 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 53/299 4.07G 0.0333 0.02394 0.0007905 95 640: 4%|▎ | 2/56 [00:31<00:13, 4.12it/s] 53/299 4.07G 0.0333 0.02394 0.0007905 95 640: 5%|▌ | 3/56 [00:31<12:42, 14.39s/it] 53/299 4.07G 0.0333 0.02528 0.0009725 181 640: 5%|▌ | 3/56 [00:31<12:42, 14.39s/it] 53/299 4.07G 0.0333 0.02528 0.0009725 181 640: 7%|▋ | 4/56 [00:31<07:37, 8.80s/it] 53/299 4.07G 0.03328 0.02533 0.0008586 121 640: 7%|▋ | 4/56 [00:32<07:37, 8.80s/it] 53/299 4.07G 0.03328 0.02533 0.0008586 121 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 53/299 4.07G 0.03276 0.02483 0.0008707 143 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 53/299 4.07G 0.03276 0.02483 0.0008707 143 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 53/299 4.07G 0.03295 0.0253 0.0008001 122 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 53/299 4.07G 0.03295 0.0253 0.0008001 122 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 53/299 4.07G 0.03318 0.02573 0.0008143 154 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 53/299 4.07G 0.03318 0.02573 0.0008143 154 640: 14%|█▍ | 8/56 [00:32<01:30, 1.88s/it] 53/299 4.07G 0.03378 0.02573 0.0007898 115 640: 14%|█▍ | 8/56 [00:33<01:30, 1.88s/it] 53/299 4.07G 0.03378 0.02573 0.0007898 115 640: 16%|█▌ | 9/56 [00:33<01:03, 1.36s/it] 53/299 4.07G 0.03369 0.02572 0.0007722 160 640: 16%|█▌ | 9/56 [00:38<01:03, 1.36s/it] 53/299 4.07G 0.03369 0.02572 0.0007722 160 640: 18%|█▊ | 10/56 [00:38<01:56, 2.53s/it] 53/299 4.07G 0.03358 0.02604 0.0007408 153 640: 18%|█▊ | 10/56 [01:05<01:56, 2.53s/it] 53/299 4.07G 0.03358 0.02604 0.0007408 153 640: 20%|█▉ | 11/56 [01:05<07:34, 10.10s/it] 53/299 4.07G 0.03347 0.02609 0.0007261 138 640: 20%|█▉ | 11/56 [01:05<07:34, 10.10s/it] 53/299 4.07G 0.03347 0.02609 0.0007261 138 640: 21%|██▏ | 12/56 [01:05<05:12, 7.09s/it] 53/299 4.07G 0.03336 0.02632 0.000716 167 640: 21%|██▏ | 12/56 [01:05<05:12, 7.09s/it] 53/299 4.07G 0.03336 0.02632 0.000716 167 640: 23%|██▎ | 13/56 [01:05<03:35, 5.01s/it] 53/299 4.07G 0.0334 0.02626 0.0006932 110 640: 23%|██▎ | 13/56 [01:06<03:35, 5.01s/it] 53/299 4.07G 0.0334 0.02626 0.0006932 110 640: 25%|██▌ | 14/56 [01:06<02:30, 3.57s/it] 53/299 4.07G 0.0335 0.02626 0.0006766 173 640: 25%|██▌ | 14/56 [01:06<02:30, 3.57s/it] 53/299 4.07G 0.0335 0.02626 0.0006766 173 640: 27%|██▋ | 15/56 [01:06<01:44, 2.56s/it] 53/299 4.07G 0.03389 0.02632 0.0006921 171 640: 27%|██▋ | 15/56 [01:06<01:44, 2.56s/it] 53/299 4.07G 0.03389 0.02632 0.0006921 171 640: 29%|██▊ | 16/56 [01:06<01:14, 1.85s/it] 53/299 4.07G 0.03391 0.02621 0.000691 129 640: 29%|██▊ | 16/56 [01:06<01:14, 1.85s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.40it/s]
all 98 501 0.557 0.515 0.498 0.252
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 54/299 4.07G 0.03259 0.03157 0.0006314 183 640: 0%| | 0/56 [00:00<?, ?it/s] 54/299 4.07G 0.03259 0.03157 0.0006314 183 640: 2%|▏ | 1/56 [00:00<00:13, 3.99it/s] 54/299 4.07G 0.03242 0.02861 0.0007077 170 640: 2%|▏ | 1/56 [00:03<00:13, 3.99it/s] 54/299 4.07G 0.03242 0.02861 0.0007077 170 640: 4%|▎ | 2/56 [00:03<01:59, 2.22s/it] 54/299 4.07G 0.03213 0.02798 0.0006675 150 640: 4%|▎ | 2/56 [00:35<01:59, 2.22s/it] 54/299 4.07G 0.03213 0.02798 0.0006675 150 640: 5%|▌ | 3/56 [00:35<13:42, 15.52s/it] 54/299 4.07G 0.03264 0.02771 0.00116 165 640: 5%|▌ | 3/56 [00:35<13:42, 15.52s/it] 54/299 4.07G 0.03264 0.02771 0.00116 165 640: 7%|▋ | 4/56 [00:35<08:12, 9.48s/it] 54/299 4.07G 0.03238 0.02681 0.001004 120 640: 7%|▋ | 4/56 [00:35<08:12, 9.48s/it] 54/299 4.07G 0.03238 0.02681 0.001004 120 640: 9%|▉ | 5/56 [00:35<05:13, 6.14s/it] 54/299 4.07G 0.03236 0.02733 0.00101 165 640: 9%|▉ | 5/56 [00:35<05:13, 6.14s/it] 54/299 4.07G 0.03236 0.02733 0.00101 165 640: 11%|█ | 6/56 [00:35<03:26, 4.14s/it] 54/299 4.07G 0.03271 0.02693 0.000931 133 640: 11%|█ | 6/56 [00:36<03:26, 4.14s/it] 54/299 4.07G 0.03271 0.02693 0.000931 133 640: 12%|█▎ | 7/56 [00:36<02:19, 2.86s/it] 54/299 4.07G 0.03282 0.02689 0.0008756 142 640: 12%|█▎ | 7/56 [00:36<02:19, 2.86s/it] 54/299 4.07G 0.03282 0.02689 0.0008756 142 640: 14%|█▍ | 8/56 [00:36<01:36, 2.01s/it] 54/299 4.07G 0.0326 0.02675 0.0008184 126 640: 14%|█▍ | 8/56 [00:36<01:36, 2.01s/it] 54/299 4.07G 0.0326 0.02675 0.0008184 126 640: 16%|█▌ | 9/56 [00:36<01:08, 1.45s/it] 54/299 4.07G 0.03255 0.02707 0.0007784 189 640: 16%|█▌ | 9/56 [00:45<01:08, 1.45s/it] 54/299 4.07G 0.03255 0.02707 0.0007784 189 640: 18%|█▊ | 10/56 [00:45<02:50, 3.72s/it] 54/299 4.07G 0.03246 0.0269 0.0007556 159 640: 18%|█▊ | 10/56 [01:11<02:50, 3.72s/it] 54/299 4.07G 0.03246 0.0269 0.0007556 159 640: 20%|█▉ | 11/56 [01:11<07:57, 10.61s/it] 54/299 4.07G 0.03231 0.02718 0.0007292 159 640: 20%|█▉ | 11/56 [01:11<07:57, 10.61s/it] 54/299 4.07G 0.03231 0.02718 0.0007292 159 640: 21%|██▏ | 12/56 [01:11<05:27, 7.45s/it] 54/299 4.07G 0.03227 0.02691 0.0007011 107 640: 21%|██▏ | 12/56 [01:11<05:27, 7.45s/it] 54/299 4.07G 0.03227 0.02691 0.0007011 107 640: 23%|██▎ | 13/56 [01:11<03:45, 5.26s/it] 54/299 4.07G 0.03252 0.02686 0.0007385 113 640: 23%|██▎ | 13/56 [01:12<03:45, 5.26s/it] 54/299 4.07G 0.03252 0.02686 0.0007385 113 640: 25%|██▌ | 14/56 [01:12<02:37, 3.74s/it] 54/299 4.07G 0.03243 0.02675 0.0007384 126 640: 25%|██▌ | 14/56 [01:12<02:37, 3.74s/it] 54/299 4.07G 0.03243 0.02675 0.0007384 126 640: 27%|██▋ | 15/56 [01:12<01:49, 2.68s/it] 54/299 4.07G 0.03269 0.02698 0.0007222 194 640: 27%|██▋ | 15/56 [01:12<01:49, 2.68s/it] 54/299 4.07G 0.03269 0.02698 0.0007222 194 640: 29%|██▊ | 16/56 [01:12<01:17, 1.94s/it] 54/299 4.07G 0.03269 0.02712 0.0007321 150 640: 29%|██▊ | 16/56 [01:12<01:17, 1.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.554 0.539 0.526 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 55/299 4.07G 0.03357 0.02568 0.0003993 118 640: 0%| | 0/56 [00:00<?, ?it/s] 55/299 4.07G 0.03357 0.02568 0.0003993 118 640: 2%|▏ | 1/56 [00:00<00:12, 4.49it/s] 55/299 4.07G 0.03429 0.02943 0.0004823 151 640: 2%|▏ | 1/56 [00:00<00:12, 4.49it/s] 55/299 4.07G 0.03429 0.02943 0.0004823 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 55/299 4.07G 0.03424 0.02691 0.0004761 91 640: 4%|▎ | 2/56 [00:28<00:13, 4.13it/s] 55/299 4.07G 0.03424 0.02691 0.0004761 91 640: 5%|▌ | 3/56 [00:28<11:16, 12.76s/it] 55/299 4.07G 0.03306 0.02684 0.000557 151 640: 5%|▌ | 3/56 [00:28<11:16, 12.76s/it] 55/299 4.07G 0.03306 0.02684 0.000557 151 640: 7%|▋ | 4/56 [00:28<06:46, 7.81s/it] 55/299 4.07G 0.03227 0.0264 0.0005479 123 640: 7%|▋ | 4/56 [00:28<06:46, 7.81s/it] 55/299 4.07G 0.03227 0.0264 0.0005479 123 640: 9%|▉ | 5/56 [00:28<04:18, 5.07s/it] 55/299 4.07G 0.03244 0.02586 0.0006261 118 640: 9%|▉ | 5/56 [00:28<04:18, 5.07s/it] 55/299 4.07G 0.03244 0.02586 0.0006261 118 640: 11%|█ | 6/56 [00:28<02:51, 3.43s/it] 55/299 4.07G 0.03217 0.02628 0.0007001 148 640: 11%|█ | 6/56 [00:43<02:51, 3.43s/it] 55/299 4.07G 0.03217 0.02628 0.0007001 148 640: 12%|█▎ | 7/56 [00:43<05:44, 7.03s/it] 55/299 4.07G 0.0322 0.02604 0.0006634 138 640: 12%|█▎ | 7/56 [00:43<05:44, 7.03s/it] 55/299 4.07G 0.0322 0.02604 0.0006634 138 640: 14%|█▍ | 8/56 [00:43<03:53, 4.86s/it] 55/299 4.07G 0.03247 0.02617 0.0006664 138 640: 14%|█▍ | 8/56 [00:43<03:53, 4.86s/it] 55/299 4.07G 0.03247 0.02617 0.0006664 138 640: 16%|█▌ | 9/56 [00:43<02:40, 3.41s/it] 55/299 4.07G 0.03269 0.02614 0.000658 142 640: 16%|█▌ | 9/56 [00:43<02:40, 3.41s/it] 55/299 4.07G 0.03269 0.02614 0.000658 142 640: 18%|█▊ | 10/56 [00:43<01:51, 2.43s/it] 55/299 4.07G 0.03238 0.026 0.0006323 147 640: 18%|█▊ | 10/56 [01:01<01:51, 2.43s/it] 55/299 4.07G 0.03238 0.026 0.0006323 147 640: 20%|█▉ | 11/56 [01:01<05:23, 7.20s/it] 55/299 4.07G 0.03231 0.02589 0.0006556 115 640: 20%|█▉ | 11/56 [01:02<05:23, 7.20s/it] 55/299 4.07G 0.03231 0.02589 0.0006556 115 640: 21%|██▏ | 12/56 [01:02<03:43, 5.07s/it] 55/299 4.07G 0.03239 0.02595 0.0006375 123 640: 21%|██▏ | 12/56 [01:02<03:43, 5.07s/it] 55/299 4.07G 0.03239 0.02595 0.0006375 123 640: 23%|██▎ | 13/56 [01:02<02:34, 3.60s/it] 55/299 4.07G 0.03238 0.02592 0.0006648 138 640: 23%|██▎ | 13/56 [01:02<02:34, 3.60s/it] 55/299 4.07G 0.03238 0.02592 0.0006648 138 640: 25%|██▌ | 14/56 [01:02<01:48, 2.59s/it] 55/299 4.07G 0.03239 0.02604 0.000654 161 640: 25%|██▌ | 14/56 [01:16<01:48, 2.59s/it] 55/299 4.07G 0.03239 0.02604 0.000654 161 640: 27%|██▋ | 15/56 [01:16<04:11, 6.13s/it] 55/299 4.07G 0.03248 0.02632 0.0006457 156 640: 27%|██▋ | 15/56 [01:17<04:11, 6.13s/it] 55/299 4.07G 0.03248 0.02632 0.0006457 156 640: 29%|██▊ | 16/56 [01:17<02:54, 4.35s/it] 55/299 4.07G 0.03239 0.02604 0.0006362 111 640: 29%|██▊ | 16/56 [01:17<02:54, 4.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.526 0.545 0.518 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 56/299 4.07G 0.03375 0.03058 0.0003538 160 640: 0%| | 0/56 [00:00<?, ?it/s] 56/299 4.07G 0.03375 0.03058 0.0003538 160 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 56/299 4.07G 0.03375 0.02616 0.0003817 112 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 56/299 4.07G 0.03375 0.02616 0.0003817 112 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 56/299 4.07G 0.03305 0.02546 0.0004797 137 640: 4%|▎ | 2/56 [00:17<00:13, 3.92it/s] 56/299 4.07G 0.03305 0.02546 0.0004797 137 640: 5%|▌ | 3/56 [00:17<07:07, 8.06s/it] 56/299 4.07G 0.03312 0.02558 0.0004647 120 640: 5%|▌ | 3/56 [00:18<07:07, 8.06s/it] 56/299 4.07G 0.03312 0.02558 0.0004647 120 640: 7%|▋ | 4/56 [00:18<04:18, 4.97s/it] 56/299 4.07G 0.03289 0.02535 0.0004824 144 640: 7%|▋ | 4/56 [00:18<04:18, 4.97s/it] 56/299 4.07G 0.03289 0.02535 0.0004824 144 640: 9%|▉ | 5/56 [00:18<02:45, 3.25s/it] 56/299 4.07G 0.03238 0.02559 0.0004685 127 640: 9%|▉ | 5/56 [00:18<02:45, 3.25s/it] 56/299 4.07G 0.03238 0.02559 0.0004685 127 640: 11%|█ | 6/56 [00:18<01:51, 2.23s/it] 56/299 4.07G 0.03231 0.02624 0.0004601 154 640: 11%|█ | 6/56 [00:32<01:51, 2.23s/it] 56/299 4.07G 0.03231 0.02624 0.0004601 154 640: 12%|█▎ | 7/56 [00:32<04:58, 6.09s/it] 56/299 4.07G 0.03233 0.02622 0.0005951 132 640: 12%|█▎ | 7/56 [00:32<04:58, 6.09s/it] 56/299 4.07G 0.03233 0.02622 0.0005951 132 640: 14%|█▍ | 8/56 [00:32<03:22, 4.22s/it] 56/299 4.07G 0.03239 0.02563 0.001041 86 640: 14%|█▍ | 8/56 [00:33<03:22, 4.22s/it] 56/299 4.07G 0.03239 0.02563 0.001041 86 640: 16%|█▌ | 9/56 [00:33<02:19, 2.97s/it] 56/299 4.07G 0.0322 0.0252 0.0009687 125 640: 16%|█▌ | 9/56 [00:35<02:19, 2.97s/it] 56/299 4.07G 0.0322 0.0252 0.0009687 125 640: 18%|█▊ | 10/56 [00:35<02:07, 2.76s/it] 56/299 4.07G 0.03208 0.02546 0.0009168 131 640: 18%|█▊ | 10/56 [00:52<02:07, 2.76s/it] 56/299 4.07G 0.03208 0.02546 0.0009168 131 640: 20%|█▉ | 11/56 [00:52<05:16, 7.04s/it] 56/299 4.07G 0.03191 0.02529 0.0008705 136 640: 20%|█▉ | 11/56 [00:52<05:16, 7.04s/it] 56/299 4.07G 0.03191 0.02529 0.0008705 136 640: 21%|██▏ | 12/56 [00:52<03:38, 4.96s/it] 56/299 4.07G 0.03218 0.0255 0.0008297 169 640: 21%|██▏ | 12/56 [00:52<03:38, 4.96s/it] 56/299 4.07G 0.03218 0.0255 0.0008297 169 640: 23%|██▎ | 13/56 [00:52<02:31, 3.53s/it] 56/299 4.07G 0.0323 0.02552 0.0007914 136 640: 23%|██▎ | 13/56 [00:52<02:31, 3.53s/it] 56/299 4.07G 0.0323 0.02552 0.0007914 136 640: 25%|██▌ | 14/56 [00:52<01:46, 2.54s/it] 56/299 4.07G 0.03228 0.02544 0.000809 123 640: 25%|██▌ | 14/56 [01:06<01:46, 2.54s/it] 56/299 4.07G 0.03228 0.02544 0.000809 123 640: 27%|██▋ | 15/56 [01:06<04:02, 5.91s/it] 56/299 4.07G 0.03237 0.02554 0.000788 138 640: 27%|██▋ | 15/56 [01:06<04:02, 5.91s/it] 56/299 4.07G 0.03237 0.02554 0.000788 138 640: 29%|██▊ | 16/56 [01:06<02:47, 4.20s/it] 56/299 4.07G 0.03235 0.02565 0.0008053 150 640: 29%|██▊ | 16/56 [01:06<02:47, 4.20s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.30it/s]
all 98 501 0.553 0.419 0.439 0.219
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 57/299 4.07G 0.03462 0.02942 0.0002755 126 640: 0%| | 0/56 [00:00<?, ?it/s] 57/299 4.07G 0.03462 0.02942 0.0002755 126 640: 2%|▏ | 1/56 [00:00<00:12, 4.45it/s] 57/299 4.07G 0.03396 0.02597 0.0003548 118 640: 2%|▏ | 1/56 [00:00<00:12, 4.45it/s] 57/299 4.07G 0.03396 0.02597 0.0003548 118 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 57/299 4.07G 0.03305 0.02564 0.0004454 159 640: 4%|▎ | 2/56 [00:17<00:13, 4.12it/s] 57/299 4.07G 0.03305 0.02564 0.0004454 159 640: 5%|▌ | 3/56 [00:17<06:49, 7.73s/it] 57/299 4.07G 0.03278 0.02557 0.0004068 97 640: 5%|▌ | 3/56 [00:17<06:49, 7.73s/it] 57/299 4.07G 0.03278 0.02557 0.0004068 97 640: 7%|▋ | 4/56 [00:17<04:07, 4.77s/it] 57/299 4.07G 0.03288 0.02591 0.000395 124 640: 7%|▋ | 4/56 [00:17<04:07, 4.77s/it] 57/299 4.07G 0.03288 0.02591 0.000395 124 640: 9%|▉ | 5/56 [00:17<02:39, 3.13s/it] 57/299 4.07G 0.03278 0.02591 0.0003943 143 640: 9%|▉ | 5/56 [00:17<02:39, 3.13s/it] 57/299 4.07G 0.03278 0.02591 0.0003943 143 640: 11%|█ | 6/56 [00:17<01:47, 2.15s/it] 57/299 4.07G 0.03257 0.02631 0.000392 135 640: 11%|█ | 6/56 [00:33<01:47, 2.15s/it] 57/299 4.07G 0.03257 0.02631 0.000392 135 640: 12%|█▎ | 7/56 [00:33<05:17, 6.47s/it] 57/299 4.07G 0.03317 0.02634 0.0004334 125 640: 12%|█▎ | 7/56 [00:33<05:17, 6.47s/it] 57/299 4.07G 0.03317 0.02634 0.0004334 125 640: 14%|█▍ | 8/56 [00:33<03:35, 4.48s/it] 57/299 4.07G 0.03279 0.0263 0.0004326 131 640: 14%|█▍ | 8/56 [00:33<03:35, 4.48s/it] 57/299 4.07G 0.03279 0.0263 0.0004326 131 640: 16%|█▌ | 9/56 [00:33<02:27, 3.15s/it] 57/299 4.07G 0.0327 0.02638 0.000534 117 640: 16%|█▌ | 9/56 [00:36<02:27, 3.15s/it] 57/299 4.07G 0.0327 0.02638 0.000534 117 640: 18%|█▊ | 10/56 [00:36<02:23, 3.12s/it] 57/299 4.07G 0.03271 0.02606 0.0005271 124 640: 18%|█▊ | 10/56 [00:51<02:23, 3.12s/it] 57/299 4.07G 0.03271 0.02606 0.0005271 124 640: 20%|█▉ | 11/56 [00:51<04:59, 6.66s/it] 57/299 4.07G 0.03249 0.02606 0.0005172 114 640: 20%|█▉ | 11/56 [00:51<04:59, 6.66s/it] 57/299 4.07G 0.03249 0.02606 0.0005172 114 640: 21%|██▏ | 12/56 [00:51<03:26, 4.70s/it] 57/299 4.07G 0.03257 0.02622 0.0005604 156 640: 21%|██▏ | 12/56 [00:51<03:26, 4.70s/it] 57/299 4.07G 0.03257 0.02622 0.0005604 156 640: 23%|██▎ | 13/56 [00:51<02:23, 3.34s/it] 57/299 4.07G 0.0325 0.02627 0.0005581 183 640: 23%|██▎ | 13/56 [00:52<02:23, 3.34s/it] 57/299 4.07G 0.0325 0.02627 0.0005581 183 640: 25%|██▌ | 14/56 [00:52<01:41, 2.41s/it] 57/299 4.07G 0.03236 0.02594 0.0005619 107 640: 25%|██▌ | 14/56 [01:07<01:41, 2.41s/it] 57/299 4.07G 0.03236 0.02594 0.0005619 107 640: 27%|██▋ | 15/56 [01:07<04:20, 6.35s/it] 57/299 4.07G 0.03234 0.02597 0.0005527 120 640: 27%|██▋ | 15/56 [01:07<04:20, 6.35s/it] 57/299 4.07G 0.03234 0.02597 0.0005527 120 640: 29%|██▊ | 16/56 [01:07<03:00, 4.51s/it] 57/299 4.07G 0.03225 0.02589 0.000538 109 640: 29%|██▊ | 16/56 [01:08<03:00, 4.51s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.603 0.541 0.556 0.28
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 58/299 4.07G 0.0334 0.02179 0.0006882 88 640: 0%| | 0/56 [00:00<?, ?it/s] 58/299 4.07G 0.0334 0.02179 0.0006882 88 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 58/299 4.07G 0.03319 0.02254 0.0005232 115 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 58/299 4.07G 0.03319 0.02254 0.0005232 115 640: 4%|▎ | 2/56 [00:00<00:13, 3.98it/s] 58/299 4.07G 0.03181 0.02317 0.000479 111 640: 4%|▎ | 2/56 [00:23<00:13, 3.98it/s] 58/299 4.07G 0.03181 0.02317 0.000479 111 640: 5%|▌ | 3/56 [00:23<09:19, 10.55s/it] 58/299 4.07G 0.03183 0.02452 0.0004772 140 640: 5%|▌ | 3/56 [00:23<09:19, 10.55s/it] 58/299 4.07G 0.03183 0.02452 0.0004772 140 640: 7%|▋ | 4/56 [00:23<05:36, 6.47s/it] 58/299 4.07G 0.03156 0.02501 0.0005542 159 640: 7%|▋ | 4/56 [00:23<05:36, 6.47s/it] 58/299 4.07G 0.03156 0.02501 0.0005542 159 640: 9%|▉ | 5/56 [00:23<03:35, 4.22s/it] 58/299 4.07G 0.03098 0.0245 0.0005601 123 640: 9%|▉ | 5/56 [00:24<03:35, 4.22s/it] 58/299 4.07G 0.03098 0.0245 0.0005601 123 640: 11%|█ | 6/56 [00:24<02:23, 2.87s/it] 58/299 4.07G 0.03095 0.02502 0.000541 159 640: 11%|█ | 6/56 [00:31<02:23, 2.87s/it] 58/299 4.07G 0.03095 0.02502 0.000541 159 640: 12%|█▎ | 7/56 [00:31<03:37, 4.43s/it] 58/299 4.07G 0.03111 0.02572 0.000527 166 640: 12%|█▎ | 7/56 [00:31<03:37, 4.43s/it] 58/299 4.07G 0.03111 0.02572 0.000527 166 640: 14%|█▍ | 8/56 [00:31<02:28, 3.09s/it] 58/299 4.07G 0.03117 0.02503 0.0005414 104 640: 14%|█▍ | 8/56 [00:36<02:28, 3.09s/it] 58/299 4.07G 0.03117 0.02503 0.0005414 104 640: 16%|█▌ | 9/56 [00:36<02:55, 3.73s/it] 58/299 4.07G 0.03147 0.02513 0.0005432 121 640: 16%|█▌ | 9/56 [00:37<02:55, 3.73s/it] 58/299 4.07G 0.03147 0.02513 0.0005432 121 640: 18%|█▊ | 10/56 [00:37<02:02, 2.66s/it] 58/299 4.07G 0.03158 0.02585 0.0005409 171 640: 18%|█▊ | 10/56 [00:59<02:02, 2.66s/it] 58/299 4.07G 0.03158 0.02585 0.0005409 171 640: 20%|█▉ | 11/56 [00:59<06:32, 8.72s/it] 58/299 4.07G 0.03157 0.02595 0.000531 135 640: 20%|█▉ | 11/56 [00:59<06:32, 8.72s/it] 58/299 4.07G 0.03157 0.02595 0.000531 135 640: 21%|██▏ | 12/56 [00:59<04:29, 6.13s/it] 58/299 4.07G 0.03166 0.02566 0.0005166 115 640: 21%|██▏ | 12/56 [01:00<04:29, 6.13s/it] 58/299 4.07G 0.03166 0.02566 0.0005166 115 640: 23%|██▎ | 13/56 [01:00<03:06, 4.34s/it] 58/299 4.07G 0.03162 0.02567 0.0005041 140 640: 23%|██▎ | 13/56 [01:00<03:06, 4.34s/it] 58/299 4.07G 0.03162 0.02567 0.0005041 140 640: 25%|██▌ | 14/56 [01:00<02:10, 3.10s/it] 58/299 4.07G 0.03142 0.02525 0.0004982 97 640: 25%|██▌ | 14/56 [01:05<02:10, 3.10s/it] 58/299 4.07G 0.03142 0.02525 0.0004982 97 640: 27%|██▋ | 15/56 [01:05<02:32, 3.73s/it] 58/299 4.07G 0.03138 0.02516 0.0005265 121 640: 27%|██▋ | 15/56 [01:05<02:32, 3.73s/it] 58/299 4.07G 0.03138 0.02516 0.0005265 121 640: 29%|██▊ | 16/56 [01:05<01:46, 2.67s/it] 58/299 4.07G 0.03149 0.02551 0.0005846 150 640: 29%|██▊ | 16/56 [01:10<01:46, 2.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.24it/s]
all 98 501 0.557 0.577 0.528 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 59/299 4.07G 0.03025 0.0269 0.001696 142 640: 0%| | 0/56 [00:04<?, ?it/s] 59/299 4.07G 0.03025 0.0269 0.001696 142 640: 2%|▏ | 1/56 [00:04<03:58, 4.34s/it] 59/299 4.07G 0.03149 0.02619 0.00102 115 640: 2%|▏ | 1/56 [00:04<03:58, 4.34s/it] 59/299 4.07G 0.03149 0.02619 0.00102 115 640: 4%|▎ | 2/56 [00:04<01:44, 1.94s/it] 59/299 4.07G 0.03072 0.02631 0.0009302 145 640: 4%|▎ | 2/56 [00:38<01:44, 1.94s/it] 59/299 4.07G 0.03072 0.02631 0.0009302 145 640: 5%|▌ | 3/56 [00:38<14:47, 16.74s/it] 59/299 4.07G 0.03094 0.02517 0.0009295 107 640: 5%|▌ | 3/56 [00:39<14:47, 16.74s/it] 59/299 4.07G 0.03094 0.02517 0.0009295 107 640: 7%|▋ | 4/56 [00:39<08:51, 10.22s/it] 59/299 4.07G 0.03125 0.02519 0.001063 138 640: 7%|▋ | 4/56 [00:39<08:51, 10.22s/it] 59/299 4.07G 0.03125 0.02519 0.001063 138 640: 9%|▉ | 5/56 [00:39<05:37, 6.61s/it] 59/299 4.07G 0.03057 0.02523 0.0009514 123 640: 9%|▉ | 5/56 [00:39<05:37, 6.61s/it] 59/299 4.07G 0.03057 0.02523 0.0009514 123 640: 11%|█ | 6/56 [00:39<03:42, 4.44s/it] 59/299 4.07G 0.03116 0.0257 0.0008941 197 640: 11%|█ | 6/56 [00:41<03:42, 4.44s/it] 59/299 4.07G 0.03116 0.0257 0.0008941 197 640: 12%|█▎ | 7/56 [00:41<02:57, 3.62s/it] 59/299 4.07G 0.03118 0.02567 0.0008386 120 640: 12%|█▎ | 7/56 [00:41<02:57, 3.62s/it] 59/299 4.07G 0.03118 0.02567 0.0008386 120 640: 14%|█▍ | 8/56 [00:41<02:01, 2.53s/it] 59/299 4.07G 0.03137 0.02602 0.0007957 151 640: 14%|█▍ | 8/56 [00:41<02:01, 2.53s/it] 59/299 4.07G 0.03137 0.02602 0.0007957 151 640: 16%|█▌ | 9/56 [00:41<01:24, 1.81s/it] 59/299 4.07G 0.03133 0.02586 0.0007633 159 640: 16%|█▌ | 9/56 [00:42<01:24, 1.81s/it] 59/299 4.07G 0.03133 0.02586 0.0007633 159 640: 18%|█▊ | 10/56 [00:42<01:00, 1.32s/it] 59/299 4.07G 0.03134 0.02597 0.0007278 122 640: 18%|█▊ | 10/56 [01:13<01:00, 1.32s/it] 59/299 4.07G 0.03134 0.02597 0.0007278 122 640: 20%|█▉ | 11/56 [01:13<07:47, 10.39s/it] 59/299 4.07G 0.03153 0.02628 0.0006999 139 640: 20%|█▉ | 11/56 [01:13<07:47, 10.39s/it] 59/299 4.07G 0.03153 0.02628 0.0006999 139 640: 21%|██▏ | 12/56 [01:13<05:20, 7.30s/it] 59/299 4.07G 0.03147 0.02625 0.0006832 138 640: 21%|██▏ | 12/56 [01:13<05:20, 7.30s/it] 59/299 4.07G 0.03147 0.02625 0.0006832 138 640: 23%|██▎ | 13/56 [01:13<03:41, 5.15s/it] 59/299 4.07G 0.03134 0.02642 0.000669 194 640: 23%|██▎ | 13/56 [01:13<03:41, 5.15s/it] 59/299 4.07G 0.03134 0.02642 0.000669 194 640: 25%|██▌ | 14/56 [01:13<02:33, 3.67s/it] 59/299 4.07G 0.03122 0.02596 0.0006507 120 640: 25%|██▌ | 14/56 [01:15<02:33, 3.67s/it] 59/299 4.07G 0.03122 0.02596 0.0006507 120 640: 27%|██▋ | 15/56 [01:15<02:03, 3.02s/it] 59/299 4.07G 0.03124 0.02577 0.0006355 126 640: 27%|██▋ | 15/56 [01:15<02:03, 3.02s/it] 59/299 4.07G 0.03124 0.02577 0.0006355 126 640: 29%|██▊ | 16/56 [01:15<01:27, 2.19s/it] 59/299 4.07G 0.03134 0.02579 0.0006813 132 640: 29%|██▊ | 16/56 [01:15<01:27, 2.19s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
all 98 501 0.609 0.564 0.562 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 60/299 4.07G 0.02929 0.02316 0.00182 132 640: 0%| | 0/56 [00:00<?, ?it/s] 60/299 4.07G 0.02929 0.02316 0.00182 132 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 60/299 4.07G 0.02953 0.02195 0.001138 116 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 60/299 4.07G 0.02953 0.02195 0.001138 116 640: 4%|▎ | 2/56 [00:00<00:13, 3.89it/s] 60/299 4.07G 0.02884 0.0226 0.0009391 120 640: 4%|▎ | 2/56 [00:29<00:13, 3.89it/s] 60/299 4.07G 0.02884 0.0226 0.0009391 120 640: 5%|▌ | 3/56 [00:29<11:43, 13.27s/it] 60/299 4.07G 0.02896 0.02369 0.0008004 148 640: 5%|▌ | 3/56 [00:29<11:43, 13.27s/it] 60/299 4.07G 0.02896 0.02369 0.0008004 148 640: 7%|▋ | 4/56 [00:29<07:02, 8.12s/it] 60/299 4.07G 0.02922 0.02433 0.0007241 144 640: 7%|▋ | 4/56 [00:29<07:02, 8.12s/it] 60/299 4.07G 0.02922 0.02433 0.0007241 144 640: 9%|▉ | 5/56 [00:29<04:28, 5.27s/it] 60/299 4.07G 0.02908 0.02448 0.0006772 137 640: 9%|▉ | 5/56 [00:29<04:28, 5.27s/it] 60/299 4.07G 0.02908 0.02448 0.0006772 137 640: 11%|█ | 6/56 [00:29<02:58, 3.56s/it] 60/299 4.07G 0.029 0.0245 0.0006321 155 640: 11%|█ | 6/56 [00:31<02:58, 3.56s/it] 60/299 4.07G 0.029 0.0245 0.0006321 155 640: 12%|█▎ | 7/56 [00:31<02:21, 2.90s/it] 60/299 4.07G 0.02886 0.0245 0.0005999 163 640: 12%|█▎ | 7/56 [00:31<02:21, 2.90s/it] 60/299 4.07G 0.02886 0.0245 0.0005999 163 640: 14%|█▍ | 8/56 [00:31<01:38, 2.04s/it] 60/299 4.07G 0.02914 0.0245 0.0005733 128 640: 14%|█▍ | 8/56 [00:36<01:38, 2.04s/it] 60/299 4.07G 0.02914 0.0245 0.0005733 128 640: 16%|█▌ | 9/56 [00:36<02:09, 2.76s/it] 60/299 4.07G 0.02911 0.02462 0.0005653 134 640: 16%|█▌ | 9/56 [00:37<02:09, 2.76s/it] 60/299 4.07G 0.02911 0.02462 0.0005653 134 640: 18%|█▊ | 10/56 [00:37<01:53, 2.46s/it] 60/299 4.07G 0.02943 0.0246 0.0005695 127 640: 18%|█▊ | 10/56 [01:03<01:53, 2.46s/it] 60/299 4.07G 0.02943 0.0246 0.0005695 127 640: 20%|█▉ | 11/56 [01:03<07:06, 9.48s/it] 60/299 4.07G 0.02965 0.02459 0.0005562 111 640: 20%|█▉ | 11/56 [01:03<07:06, 9.48s/it] 60/299 4.07G 0.02965 0.02459 0.0005562 111 640: 21%|██▏ | 12/56 [01:03<04:53, 6.66s/it] 60/299 4.07G 0.02948 0.02441 0.0005946 147 640: 21%|██▏ | 12/56 [01:03<04:53, 6.66s/it] 60/299 4.07G 0.02948 0.02441 0.0005946 147 640: 23%|██▎ | 13/56 [01:03<03:22, 4.71s/it] 60/299 4.07G 0.02949 0.02505 0.0005917 214 640: 23%|██▎ | 13/56 [01:03<03:22, 4.71s/it] 60/299 4.07G 0.02949 0.02505 0.0005917 214 640: 25%|██▌ | 14/56 [01:03<02:21, 3.36s/it] 60/299 4.07G 0.02957 0.02495 0.0005737 101 640: 25%|██▌ | 14/56 [01:05<02:21, 3.36s/it] 60/299 4.07G 0.02957 0.02495 0.0005737 101 640: 27%|██▋ | 15/56 [01:05<01:56, 2.84s/it] 60/299 4.07G 0.02978 0.02531 0.000588 194 640: 27%|██▋ | 15/56 [01:05<01:56, 2.84s/it] 60/299 4.07G 0.02978 0.02531 0.000588 194 640: 29%|██▊ | 16/56 [01:05<01:22, 2.05s/it] 60/299 4.07G 0.0297 0.02516 0.0005821 170 640: 29%|██▊ | 16/56 [01:10<01:22, 2.05s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.574 0.533 0.529 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 61/299 4.07G 0.03339 0.0284 0.0003496 136 640: 0%| | 0/56 [00:01<?, ?it/s] 61/299 4.07G 0.03339 0.0284 0.0003496 136 640: 2%|▏ | 1/56 [00:01<01:32, 1.68s/it] 61/299 4.07G 0.034 0.0291 0.0007965 132 640: 2%|▏ | 1/56 [00:07<01:32, 1.68s/it] 61/299 4.07G 0.034 0.0291 0.0007965 132 640: 4%|▎ | 2/56 [00:07<03:31, 3.91s/it] 61/299 4.07G 0.03252 0.02789 0.00069 133 640: 4%|▎ | 2/56 [00:34<03:31, 3.91s/it] 61/299 4.07G 0.03252 0.02789 0.00069 133 640: 5%|▌ | 3/56 [00:34<12:55, 14.62s/it] 61/299 4.07G 0.03284 0.02694 0.0006351 95 640: 5%|▌ | 3/56 [00:34<12:55, 14.62s/it] 61/299 4.07G 0.03284 0.02694 0.0006351 95 640: 7%|▋ | 4/56 [00:34<07:44, 8.94s/it] 61/299 4.07G 0.03256 0.02733 0.0005741 136 640: 7%|▋ | 4/56 [00:34<07:44, 8.94s/it] 61/299 4.07G 0.03256 0.02733 0.0005741 136 640: 9%|▉ | 5/56 [00:34<04:55, 5.79s/it] 61/299 4.07G 0.03201 0.02614 0.0005956 84 640: 9%|▉ | 5/56 [00:35<04:55, 5.79s/it] 61/299 4.07G 0.03201 0.02614 0.0005956 84 640: 11%|█ | 6/56 [00:35<03:15, 3.90s/it] 61/299 4.07G 0.03217 0.02635 0.0005881 154 640: 11%|█ | 6/56 [00:35<03:15, 3.90s/it] 61/299 4.07G 0.03217 0.02635 0.0005881 154 640: 12%|█▎ | 7/56 [00:35<02:12, 2.70s/it] 61/299 4.07G 0.03208 0.02646 0.0006034 177 640: 12%|█▎ | 7/56 [00:35<02:12, 2.70s/it] 61/299 4.07G 0.03208 0.02646 0.0006034 177 640: 14%|█▍ | 8/56 [00:35<01:31, 1.91s/it] 61/299 4.07G 0.03184 0.0257 0.0005754 82 640: 14%|█▍ | 8/56 [00:36<01:31, 1.91s/it] 61/299 4.07G 0.03184 0.0257 0.0005754 82 640: 16%|█▌ | 9/56 [00:36<01:12, 1.54s/it] 61/299 4.07G 0.03204 0.02577 0.0005773 149 640: 16%|█▌ | 9/56 [00:50<01:12, 1.54s/it] 61/299 4.07G 0.03204 0.02577 0.0005773 149 640: 18%|█▊ | 10/56 [00:50<04:10, 5.44s/it] 61/299 4.07G 0.03181 0.02571 0.0005628 141 640: 18%|█▊ | 10/56 [01:07<04:10, 5.44s/it] 61/299 4.07G 0.03181 0.02571 0.0005628 141 640: 20%|█▉ | 11/56 [01:07<06:50, 9.12s/it] 61/299 4.07G 0.03174 0.02677 0.0005443 196 640: 20%|█▉ | 11/56 [01:08<06:50, 9.12s/it] 61/299 4.07G 0.03174 0.02677 0.0005443 196 640: 21%|██▏ | 12/56 [01:08<04:42, 6.41s/it] 61/299 4.07G 0.03173 0.02675 0.0005417 149 640: 21%|██▏ | 12/56 [01:08<04:42, 6.41s/it] 61/299 4.07G 0.03173 0.02675 0.0005417 149 640: 23%|██▎ | 13/56 [01:08<03:14, 4.53s/it] 61/299 4.07G 0.03173 0.02688 0.0005511 167 640: 23%|██▎ | 13/56 [01:08<03:14, 4.53s/it] 61/299 4.07G 0.03173 0.02688 0.0005511 167 640: 25%|██▌ | 14/56 [01:08<02:16, 3.24s/it] 61/299 4.07G 0.03188 0.02683 0.0005498 128 640: 25%|██▌ | 14/56 [01:08<02:16, 3.24s/it] 61/299 4.07G 0.03188 0.02683 0.0005498 128 640: 27%|██▋ | 15/56 [01:08<01:35, 2.33s/it] 61/299 4.07G 0.03175 0.02675 0.0006219 143 640: 27%|██▋ | 15/56 [01:09<01:35, 2.33s/it] 61/299 4.07G 0.03175 0.02675 0.0006219 143 640: 29%|██▊ | 16/56 [01:09<01:07, 1.69s/it] 61/299 4.07G 0.03162 0.02632 0.0006262 133 640: 29%|██▊ | 16/56 [01:09<01:07, 1.69s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.556 0.56 0.529 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 62/299 4.07G 0.02914 0.02066 0.0003151 123 640: 0%| | 0/56 [00:13<?, ?it/s] 62/299 4.07G 0.02914 0.02066 0.0003151 123 640: 2%|▏ | 1/56 [00:13<12:20, 13.46s/it] 62/299 4.07G 0.03048 0.02325 0.0003725 144 640: 2%|▏ | 1/56 [00:17<12:20, 13.46s/it] 62/299 4.07G 0.03048 0.02325 0.0003725 144 640: 4%|▎ | 2/56 [00:17<07:03, 7.85s/it] 62/299 4.07G 0.02994 0.02492 0.0003811 146 640: 4%|▎ | 2/56 [00:42<07:03, 7.85s/it] 62/299 4.07G 0.02994 0.02492 0.0003811 146 640: 5%|▌ | 3/56 [00:42<13:43, 15.54s/it] 62/299 4.07G 0.03038 0.02493 0.0004198 144 640: 5%|▌ | 3/56 [00:42<13:43, 15.54s/it] 62/299 4.07G 0.03038 0.02493 0.0004198 144 640: 7%|▋ | 4/56 [00:42<08:13, 9.49s/it] 62/299 4.07G 0.02953 0.02473 0.0004157 160 640: 7%|▋ | 4/56 [00:42<08:13, 9.49s/it] 62/299 4.07G 0.02953 0.02473 0.0004157 160 640: 9%|▉ | 5/56 [00:42<05:13, 6.15s/it] 62/299 4.07G 0.02888 0.0244 0.0004394 135 640: 9%|▉ | 5/56 [00:42<05:13, 6.15s/it] 62/299 4.07G 0.02888 0.0244 0.0004394 135 640: 11%|█ | 6/56 [00:42<03:27, 4.14s/it] 62/299 4.07G 0.02907 0.02446 0.0004321 156 640: 11%|█ | 6/56 [00:42<03:27, 4.14s/it] 62/299 4.07G 0.02907 0.02446 0.0004321 156 640: 12%|█▎ | 7/56 [00:42<02:20, 2.86s/it] 62/299 4.07G 0.02908 0.02422 0.000446 115 640: 12%|█▎ | 7/56 [00:43<02:20, 2.86s/it] 62/299 4.07G 0.02908 0.02422 0.000446 115 640: 14%|█▍ | 8/56 [00:43<01:36, 2.02s/it] 62/299 4.07G 0.02914 0.02399 0.0004594 142 640: 14%|█▍ | 8/56 [00:52<01:36, 2.02s/it] 62/299 4.07G 0.02914 0.02399 0.0004594 142 640: 16%|█▌ | 9/56 [00:52<03:20, 4.26s/it] 62/299 4.07G 0.02921 0.02381 0.000656 110 640: 16%|█▌ | 9/56 [00:59<03:20, 4.26s/it] 62/299 4.07G 0.02921 0.02381 0.000656 110 640: 18%|█▊ | 10/56 [00:59<03:51, 5.04s/it] 62/299 4.07G 0.03002 0.02394 0.0006321 126 640: 18%|█▊ | 10/56 [01:16<03:51, 5.04s/it] 62/299 4.07G 0.03002 0.02394 0.0006321 126 640: 20%|█▉ | 11/56 [01:16<06:29, 8.66s/it] 62/299 4.07G 0.03028 0.02381 0.0007161 137 640: 20%|█▉ | 11/56 [01:16<06:29, 8.66s/it] 62/299 4.07G 0.03028 0.02381 0.0007161 137 640: 21%|██▏ | 12/56 [01:16<04:27, 6.09s/it] 62/299 4.07G 0.03038 0.02388 0.0007639 137 640: 21%|██▏ | 12/56 [01:16<04:27, 6.09s/it] 62/299 4.07G 0.03038 0.02388 0.0007639 137 640: 23%|██▎ | 13/56 [01:16<03:05, 4.31s/it] 62/299 4.07G 0.0304 0.02379 0.0007576 153 640: 23%|██▎ | 13/56 [01:16<03:05, 4.31s/it] 62/299 4.07G 0.0304 0.02379 0.0007576 153 640: 25%|██▌ | 14/56 [01:16<02:09, 3.08s/it] 62/299 4.07G 0.03031 0.02384 0.0007373 139 640: 25%|██▌ | 14/56 [01:16<02:09, 3.08s/it] 62/299 4.07G 0.03031 0.02384 0.0007373 139 640: 27%|██▋ | 15/56 [01:16<01:30, 2.22s/it] 62/299 4.07G 0.03027 0.02406 0.0007187 109 640: 27%|██▋ | 15/56 [01:17<01:30, 2.22s/it] 62/299 4.07G 0.03027 0.02406 0.0007187 109 640: 29%|██▊ | 16/56 [01:17<01:04, 1.62s/it] 62/299 4.07G 0.03026 0.02411 0.0006974 143 640: 29%|██▊ | 16/56 [01:26<01:04, 1.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.553 0.531 0.51 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 63/299 4.07G 0.03214 0.02519 0.0006202 148 640: 0%| | 0/56 [00:10<?, ?it/s] 63/299 4.07G 0.03214 0.02519 0.0006202 148 640: 2%|▏ | 1/56 [00:10<10:00, 10.91s/it] 63/299 4.07G 0.032 0.02298 0.0008636 125 640: 2%|▏ | 1/56 [00:14<10:00, 10.91s/it] 63/299 4.07G 0.032 0.02298 0.0008636 125 640: 4%|▎ | 2/56 [00:14<05:52, 6.54s/it] 63/299 4.07G 0.03199 0.02359 0.000732 117 640: 4%|▎ | 2/56 [00:32<05:52, 6.54s/it] 63/299 4.07G 0.03199 0.02359 0.000732 117 640: 5%|▌ | 3/56 [00:32<10:31, 11.92s/it] 63/299 4.07G 0.03166 0.02365 0.0006603 104 640: 5%|▌ | 3/56 [00:32<10:31, 11.92s/it] 63/299 4.07G 0.03166 0.02365 0.0006603 104 640: 7%|▋ | 4/56 [00:32<06:19, 7.30s/it] 63/299 4.07G 0.03148 0.02498 0.0006616 190 640: 7%|▋ | 4/56 [00:33<06:19, 7.30s/it] 63/299 4.07G 0.03148 0.02498 0.0006616 190 640: 9%|▉ | 5/56 [00:33<04:01, 4.74s/it] 63/299 4.07G 0.03076 0.02426 0.0006279 99 640: 9%|▉ | 5/56 [00:33<04:01, 4.74s/it] 63/299 4.07G 0.03076 0.02426 0.0006279 99 640: 11%|█ | 6/56 [00:33<02:40, 3.22s/it] 63/299 4.07G 0.03045 0.02365 0.0008341 98 640: 11%|█ | 6/56 [00:38<02:40, 3.22s/it] 63/299 4.07G 0.03045 0.02365 0.0008341 98 640: 12%|█▎ | 7/56 [00:38<03:09, 3.87s/it] 63/299 4.07G 0.03054 0.02332 0.0008098 131 640: 12%|█▎ | 7/56 [00:38<03:09, 3.87s/it] 63/299 4.07G 0.03054 0.02332 0.0008098 131 640: 14%|█▍ | 8/56 [00:38<02:09, 2.70s/it] 63/299 4.07G 0.03057 0.02402 0.0008213 159 640: 14%|█▍ | 8/56 [00:46<02:09, 2.70s/it] 63/299 4.07G 0.03057 0.02402 0.0008213 159 640: 16%|█▌ | 9/56 [00:46<03:22, 4.30s/it] 63/299 4.07G 0.03069 0.02413 0.0007733 133 640: 16%|█▌ | 9/56 [00:48<03:22, 4.30s/it] 63/299 4.07G 0.03069 0.02413 0.0007733 133 640: 18%|█▊ | 10/56 [00:48<02:49, 3.69s/it] 63/299 4.07G 0.03076 0.02377 0.0008006 103 640: 18%|█▊ | 10/56 [01:06<02:49, 3.69s/it] 63/299 4.07G 0.03076 0.02377 0.0008006 103 640: 20%|█▉ | 11/56 [01:06<05:57, 7.95s/it] 63/299 4.07G 0.03075 0.02433 0.0007939 179 640: 20%|█▉ | 11/56 [01:06<05:57, 7.95s/it] 63/299 4.07G 0.03075 0.02433 0.0007939 179 640: 21%|██▏ | 12/56 [01:06<04:06, 5.60s/it] 63/299 4.07G 0.03065 0.02401 0.0007661 94 640: 21%|██▏ | 12/56 [01:06<04:06, 5.60s/it] 63/299 4.07G 0.03065 0.02401 0.0007661 94 640: 23%|██▎ | 13/56 [01:06<02:50, 3.97s/it] 63/299 4.07G 0.0305 0.02453 0.0007402 155 640: 23%|██▎ | 13/56 [01:07<02:50, 3.97s/it] 63/299 4.07G 0.0305 0.02453 0.0007402 155 640: 25%|██▌ | 14/56 [01:07<01:59, 2.85s/it] 63/299 4.07G 0.0306 0.02472 0.0007309 160 640: 25%|██▌ | 14/56 [01:12<01:59, 2.85s/it] 63/299 4.07G 0.0306 0.02472 0.0007309 160 640: 27%|██▋ | 15/56 [01:12<02:30, 3.67s/it] 63/299 4.07G 0.03057 0.02445 0.0007081 113 640: 27%|██▋ | 15/56 [01:13<02:30, 3.67s/it] 63/299 4.07G 0.03057 0.02445 0.0007081 113 640: 29%|██▊ | 16/56 [01:13<01:45, 2.63s/it] 63/299 4.07G 0.03063 0.02434 0.0007066 123 640: 29%|██▊ | 16/56 [01:20<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 4.94it/s]
all 98 501 0.558 0.553 0.533 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 64/299 4.07G 0.02985 0.02654 0.0005204 159 640: 0%| | 0/56 [00:06<?, ?it/s] 64/299 4.07G 0.02985 0.02654 0.0005204 159 640: 2%|▏ | 1/56 [00:06<05:33, 6.07s/it] 64/299 4.07G 0.0283 0.02436 0.0004123 118 640: 2%|▏ | 1/56 [00:11<05:33, 6.07s/it] 64/299 4.07G 0.0283 0.02436 0.0004123 118 640: 4%|▎ | 2/56 [00:11<05:14, 5.82s/it] 64/299 4.07G 0.02815 0.02488 0.0004643 127 640: 4%|▎ | 2/56 [00:35<05:14, 5.82s/it] 64/299 4.07G 0.02815 0.02488 0.0004643 127 640: 5%|▌ | 3/56 [00:35<12:28, 14.12s/it] 64/299 4.07G 0.02829 0.02529 0.0005191 142 640: 5%|▌ | 3/56 [00:35<12:28, 14.12s/it] 64/299 4.07G 0.02829 0.02529 0.0005191 142 640: 7%|▋ | 4/56 [00:35<07:28, 8.63s/it] 64/299 4.07G 0.0289 0.02463 0.0006225 114 640: 7%|▋ | 4/56 [00:36<07:28, 8.63s/it] 64/299 4.07G 0.0289 0.02463 0.0006225 114 640: 9%|▉ | 5/56 [00:36<04:45, 5.60s/it] 64/299 4.07G 0.02883 0.02466 0.0008064 170 640: 9%|▉ | 5/56 [00:36<04:45, 5.60s/it] 64/299 4.07G 0.02883 0.02466 0.0008064 170 640: 11%|█ | 6/56 [00:36<03:09, 3.78s/it] 64/299 4.07G 0.02879 0.02515 0.0007523 146 640: 11%|█ | 6/56 [00:42<03:09, 3.78s/it] 64/299 4.07G 0.02879 0.02515 0.0007523 146 640: 12%|█▎ | 7/56 [00:42<03:45, 4.61s/it] 64/299 4.07G 0.02882 0.02522 0.0007071 156 640: 12%|█▎ | 7/56 [00:42<03:45, 4.61s/it] 64/299 4.07G 0.02882 0.02522 0.0007071 156 640: 14%|█▍ | 8/56 [00:42<02:34, 3.21s/it] 64/299 4.07G 0.02912 0.02549 0.0006637 138 640: 14%|█▍ | 8/56 [00:47<02:34, 3.21s/it] 64/299 4.07G 0.02912 0.02549 0.0006637 138 640: 16%|█▌ | 9/56 [00:47<02:45, 3.53s/it] 64/299 4.07G 0.02945 0.0255 0.0007288 134 640: 16%|█▌ | 9/56 [00:51<02:45, 3.53s/it] 64/299 4.07G 0.02945 0.0255 0.0007288 134 640: 18%|█▊ | 10/56 [00:51<02:53, 3.77s/it] 64/299 4.07G 0.02942 0.02568 0.0007487 167 640: 18%|█▊ | 10/56 [01:10<02:53, 3.77s/it] 64/299 4.07G 0.02942 0.02568 0.0007487 167 640: 20%|█▉ | 11/56 [01:10<06:24, 8.54s/it] 64/299 4.07G 0.0296 0.02628 0.0007387 197 640: 20%|█▉ | 11/56 [01:11<06:24, 8.54s/it] 64/299 4.07G 0.0296 0.02628 0.0007387 197 640: 21%|██▏ | 12/56 [01:11<04:24, 6.01s/it] 64/299 4.07G 0.02976 0.02656 0.0007155 177 640: 21%|██▏ | 12/56 [01:11<04:24, 6.01s/it] 64/299 4.07G 0.02976 0.02656 0.0007155 177 640: 23%|██▎ | 13/56 [01:11<03:02, 4.25s/it] 64/299 4.07G 0.03003 0.02644 0.0007001 145 640: 23%|██▎ | 13/56 [01:11<03:02, 4.25s/it] 64/299 4.07G 0.03003 0.02644 0.0007001 145 640: 25%|██▌ | 14/56 [01:11<02:07, 3.04s/it] 64/299 4.07G 0.0301 0.02607 0.0006821 130 640: 25%|██▌ | 14/56 [01:19<02:07, 3.04s/it] 64/299 4.07G 0.0301 0.02607 0.0006821 130 640: 27%|██▋ | 15/56 [01:19<03:00, 4.41s/it] 64/299 4.07G 0.03003 0.02595 0.0006584 111 640: 27%|██▋ | 15/56 [01:19<03:00, 4.41s/it] 64/299 4.07G 0.03003 0.02595 0.0006584 111 640: 29%|██▊ | 16/56 [01:19<02:05, 3.15s/it] 64/299 4.07G 0.02999 0.02543 0.0006386 97 640: 29%|██▊ | 16/56 [01:23<02:05, 3.15s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.19it/s]
all 98 501 0.58 0.569 0.535 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 65/299 4.07G 0.03126 0.02713 0.002751 154 640: 0%| | 0/56 [00:06<?, ?it/s] 65/299 4.07G 0.03126 0.02713 0.002751 154 640: 2%|▏ | 1/56 [00:06<06:18, 6.88s/it] 65/299 4.07G 0.03083 0.02484 0.001521 107 640: 2%|▏ | 1/56 [00:10<06:18, 6.88s/it] 65/299 4.07G 0.03083 0.02484 0.001521 107 640: 4%|▎ | 2/56 [00:10<04:29, 5.00s/it] 65/299 4.07G 0.03044 0.02307 0.001228 99 640: 4%|▎ | 2/56 [00:32<04:29, 5.00s/it] 65/299 4.07G 0.03044 0.02307 0.001228 99 640: 5%|▌ | 3/56 [00:32<11:05, 12.55s/it] 65/299 4.07G 0.03093 0.02324 0.001032 147 640: 5%|▌ | 3/56 [00:32<11:05, 12.55s/it] 65/299 4.07G 0.03093 0.02324 0.001032 147 640: 7%|▋ | 4/56 [00:32<06:39, 7.68s/it] 65/299 4.07G 0.03139 0.02453 0.0009227 175 640: 7%|▋ | 4/56 [00:32<06:39, 7.68s/it] 65/299 4.07G 0.03139 0.02453 0.0009227 175 640: 9%|▉ | 5/56 [00:32<04:14, 4.99s/it] 65/299 4.07G 0.03121 0.02456 0.000815 124 640: 9%|▉ | 5/56 [00:32<04:14, 4.99s/it] 65/299 4.07G 0.03121 0.02456 0.000815 124 640: 11%|█ | 6/56 [00:32<02:48, 3.38s/it] 65/299 4.07G 0.0306 0.02471 0.0008313 140 640: 11%|█ | 6/56 [00:39<02:48, 3.38s/it] 65/299 4.07G 0.0306 0.02471 0.0008313 140 640: 12%|█▎ | 7/56 [00:39<03:44, 4.58s/it] 65/299 4.07G 0.03026 0.02454 0.000768 130 640: 12%|█▎ | 7/56 [00:40<03:44, 4.58s/it] 65/299 4.07G 0.03026 0.02454 0.000768 130 640: 14%|█▍ | 8/56 [00:40<02:33, 3.19s/it] 65/299 4.07G 0.03014 0.02484 0.0007284 145 640: 14%|█▍ | 8/56 [00:46<02:33, 3.19s/it] 65/299 4.07G 0.03014 0.02484 0.0007284 145 640: 16%|█▌ | 9/56 [00:46<03:11, 4.07s/it] 65/299 4.07G 0.02988 0.02428 0.000706 117 640: 16%|█▌ | 9/56 [00:50<03:11, 4.07s/it] 65/299 4.07G 0.02988 0.02428 0.000706 117 640: 18%|█▊ | 10/56 [00:50<03:07, 4.09s/it] 65/299 4.07G 0.02999 0.02515 0.0006795 177 640: 18%|█▊ | 10/56 [01:07<03:07, 4.09s/it] 65/299 4.07G 0.02999 0.02515 0.0006795 177 640: 20%|█▉ | 11/56 [01:07<06:00, 8.01s/it] 65/299 4.07G 0.02992 0.0248 0.0006561 130 640: 20%|█▉ | 11/56 [01:07<06:00, 8.01s/it] 65/299 4.07G 0.02992 0.0248 0.0006561 130 640: 21%|██▏ | 12/56 [01:07<04:08, 5.64s/it] 65/299 4.07G 0.02995 0.02519 0.0006395 175 640: 21%|██▏ | 12/56 [01:07<04:08, 5.64s/it] 65/299 4.07G 0.02995 0.02519 0.0006395 175 640: 23%|██▎ | 13/56 [01:07<02:51, 4.00s/it] 65/299 4.07G 0.03012 0.02529 0.000626 169 640: 23%|██▎ | 13/56 [01:07<02:51, 4.00s/it] 65/299 4.07G 0.03012 0.02529 0.000626 169 640: 25%|██▌ | 14/56 [01:07<02:00, 2.87s/it] 65/299 4.07G 0.03029 0.0251 0.0006022 137 640: 25%|██▌ | 14/56 [01:15<02:00, 2.87s/it] 65/299 4.07G 0.03029 0.0251 0.0006022 137 640: 27%|██▋ | 15/56 [01:15<03:01, 4.44s/it] 65/299 4.07G 0.03058 0.0251 0.0005821 109 640: 27%|██▋ | 15/56 [01:16<03:01, 4.44s/it] 65/299 4.07G 0.03058 0.0251 0.0005821 109 640: 29%|██▊ | 16/56 [01:16<02:06, 3.17s/it] 65/299 4.07G 0.03074 0.02504 0.0005683 145 640: 29%|██▊ | 16/56 [01:21<02:06, 3.17s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.05it/s]
all 98 501 0.565 0.52 0.529 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 66/299 4.07G 0.02941 0.02564 0.001142 148 640: 0%| | 0/56 [00:04<?, ?it/s] 66/299 4.07G 0.02941 0.02564 0.001142 148 640: 2%|▏ | 1/56 [00:04<04:07, 4.51s/it] 66/299 4.07G 0.02905 0.02442 0.0008341 147 640: 2%|▏ | 1/56 [00:09<04:07, 4.51s/it] 66/299 4.07G 0.02905 0.02442 0.0008341 147 640: 4%|▎ | 2/56 [00:09<04:26, 4.94s/it] 66/299 4.07G 0.0288 0.02474 0.0006629 142 640: 4%|▎ | 2/56 [00:33<04:26, 4.94s/it] 66/299 4.07G 0.0288 0.02474 0.0006629 142 640: 5%|▌ | 3/56 [00:33<11:59, 13.57s/it] 66/299 4.07G 0.02857 0.02408 0.001265 97 640: 5%|▌ | 3/56 [00:33<11:59, 13.57s/it] 66/299 4.07G 0.02857 0.02408 0.001265 97 640: 7%|▋ | 4/56 [00:33<07:12, 8.31s/it] 66/299 4.07G 0.02939 0.02429 0.001202 165 640: 7%|▋ | 4/56 [00:34<07:12, 8.31s/it] 66/299 4.07G 0.02939 0.02429 0.001202 165 640: 9%|▉ | 5/56 [00:34<04:35, 5.39s/it] 66/299 4.07G 0.02928 0.0238 0.001062 111 640: 9%|▉ | 5/56 [00:34<04:35, 5.39s/it] 66/299 4.07G 0.02928 0.0238 0.001062 111 640: 11%|█ | 6/56 [00:34<03:02, 3.65s/it] 66/299 4.07G 0.02915 0.0234 0.0009691 145 640: 11%|█ | 6/56 [00:39<03:02, 3.65s/it] 66/299 4.07G 0.02915 0.0234 0.0009691 145 640: 12%|█▎ | 7/56 [00:39<03:29, 4.27s/it] 66/299 4.07G 0.02903 0.02296 0.0008973 125 640: 12%|█▎ | 7/56 [00:40<03:29, 4.27s/it] 66/299 4.07G 0.02903 0.02296 0.0008973 125 640: 14%|█▍ | 8/56 [00:40<02:23, 2.98s/it] 66/299 4.07G 0.0289 0.02253 0.0008392 106 640: 14%|█▍ | 8/56 [00:45<02:23, 2.98s/it] 66/299 4.07G 0.0289 0.02253 0.0008392 106 640: 16%|█▌ | 9/56 [00:45<02:51, 3.66s/it] 66/299 4.07G 0.029 0.02199 0.0008744 102 640: 16%|█▌ | 9/56 [00:49<02:51, 3.66s/it] 66/299 4.07G 0.029 0.02199 0.0008744 102 640: 18%|█▊ | 10/56 [00:49<02:50, 3.70s/it] 66/299 4.07G 0.02898 0.02213 0.0008578 145 640: 18%|█▊ | 10/56 [01:08<02:50, 3.70s/it] 66/299 4.07G 0.02898 0.02213 0.0008578 145 640: 20%|█▉ | 11/56 [01:08<06:26, 8.59s/it] 66/299 4.07G 0.02907 0.02242 0.00091 173 640: 20%|█▉ | 11/56 [01:08<06:26, 8.59s/it] 66/299 4.07G 0.02907 0.02242 0.00091 173 640: 21%|██▏ | 12/56 [01:08<04:25, 6.04s/it] 66/299 4.07G 0.02906 0.02242 0.0009097 132 640: 21%|██▏ | 12/56 [01:09<04:25, 6.04s/it] 66/299 4.07G 0.02906 0.02242 0.0009097 132 640: 23%|██▎ | 13/56 [01:09<03:03, 4.28s/it] 66/299 4.07G 0.02912 0.02301 0.0008906 184 640: 23%|██▎ | 13/56 [01:09<03:03, 4.28s/it] 66/299 4.07G 0.02912 0.02301 0.0008906 184 640: 25%|██▌ | 14/56 [01:09<02:08, 3.06s/it] 66/299 4.07G 0.02926 0.02293 0.0009061 115 640: 25%|██▌ | 14/56 [01:16<02:08, 3.06s/it] 66/299 4.07G 0.02926 0.02293 0.0009061 115 640: 27%|██▋ | 15/56 [01:16<02:51, 4.19s/it] 66/299 4.07G 0.02906 0.02285 0.0009358 129 640: 27%|██▋ | 15/56 [01:16<02:51, 4.19s/it] 66/299 4.07G 0.02906 0.02285 0.0009358 129 640: 29%|██▊ | 16/56 [01:16<01:59, 2.99s/it] 66/299 4.07G 0.02895 0.02288 0.0009083 124 640: 29%|██▊ | 16/56 [01:20<01:59, 2.99s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.553 0.513 0.509 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 67/299 4.07G 0.03057 0.0202 0.0004864 106 640: 0%| | 0/56 [00:03<?, ?it/s] 67/299 4.07G 0.03057 0.0202 0.0004864 106 640: 2%|▏ | 1/56 [00:03<03:39, 3.98s/it] 67/299 4.07G 0.03054 0.02196 0.0003973 129 640: 2%|▏ | 1/56 [00:06<03:39, 3.98s/it] 67/299 4.07G 0.03054 0.02196 0.0003973 129 640: 4%|▎ | 2/56 [00:06<02:42, 3.00s/it] 67/299 4.07G 0.03044 0.02314 0.0006518 158 640: 4%|▎ | 2/56 [00:33<02:42, 3.00s/it] 67/299 4.07G 0.03044 0.02314 0.0006518 158 640: 5%|▌ | 3/56 [00:33<12:21, 13.99s/it] 67/299 4.07G 0.03011 0.02312 0.0005687 121 640: 5%|▌ | 3/56 [00:33<12:21, 13.99s/it] 67/299 4.07G 0.03011 0.02312 0.0005687 121 640: 7%|▋ | 4/56 [00:33<07:24, 8.55s/it] 67/299 4.07G 0.02972 0.0228 0.0005257 116 640: 7%|▋ | 4/56 [00:33<07:24, 8.55s/it] 67/299 4.07G 0.02972 0.0228 0.0005257 116 640: 9%|▉ | 5/56 [00:33<04:42, 5.54s/it] 67/299 4.07G 0.02929 0.02257 0.0004945 106 640: 9%|▉ | 5/56 [00:34<04:42, 5.54s/it] 67/299 4.07G 0.02929 0.02257 0.0004945 106 640: 11%|█ | 6/56 [00:34<03:07, 3.74s/it] 67/299 4.07G 0.02926 0.0233 0.0005054 150 640: 11%|█ | 6/56 [00:40<03:07, 3.74s/it] 67/299 4.07G 0.02926 0.0233 0.0005054 150 640: 12%|█▎ | 7/56 [00:40<03:46, 4.62s/it] 67/299 4.07G 0.02927 0.02312 0.0004835 117 640: 12%|█▎ | 7/56 [00:40<03:46, 4.62s/it] 67/299 4.07G 0.02927 0.02312 0.0004835 117 640: 14%|█▍ | 8/56 [00:40<02:34, 3.22s/it] 67/299 4.07G 0.02948 0.02283 0.0005845 127 640: 14%|█▍ | 8/56 [00:46<02:34, 3.22s/it] 67/299 4.07G 0.02948 0.02283 0.0005845 127 640: 16%|█▌ | 9/56 [00:46<03:13, 4.13s/it] 67/299 4.07G 0.02946 0.02353 0.0005609 156 640: 16%|█▌ | 9/56 [00:47<03:13, 4.13s/it] 67/299 4.07G 0.02946 0.02353 0.0005609 156 640: 18%|█▊ | 10/56 [00:47<02:14, 2.93s/it] 67/299 4.07G 0.02949 0.02316 0.0005381 102 640: 18%|█▊ | 10/56 [01:09<02:14, 2.93s/it] 67/299 4.07G 0.02949 0.02316 0.0005381 102 640: 20%|█▉ | 11/56 [01:09<06:44, 8.99s/it] 67/299 4.07G 0.0296 0.02314 0.0005346 149 640: 20%|█▉ | 11/56 [01:09<06:44, 8.99s/it] 67/299 4.07G 0.0296 0.02314 0.0005346 149 640: 21%|██▏ | 12/56 [01:09<04:38, 6.32s/it] 67/299 4.07G 0.02966 0.02358 0.0005347 179 640: 21%|██▏ | 12/56 [01:10<04:38, 6.32s/it] 67/299 4.07G 0.02966 0.02358 0.0005347 179 640: 23%|██▎ | 13/56 [01:10<03:12, 4.47s/it] 67/299 4.07G 0.02964 0.0238 0.0005427 206 640: 23%|██▎ | 13/56 [01:10<03:12, 4.47s/it] 67/299 4.07G 0.02964 0.0238 0.0005427 206 640: 25%|██▌ | 14/56 [01:10<02:14, 3.20s/it] 67/299 4.07G 0.02989 0.02406 0.0005786 150 640: 25%|██▌ | 14/56 [01:16<02:14, 3.20s/it] 67/299 4.07G 0.02989 0.02406 0.0005786 150 640: 27%|██▋ | 15/56 [01:16<02:42, 3.95s/it] 67/299 4.07G 0.02975 0.02416 0.0005925 136 640: 27%|██▋ | 15/56 [01:16<02:42, 3.95s/it] 67/299 4.07G 0.02975 0.02416 0.0005925 136 640: 29%|██▊ | 16/56 [01:16<01:53, 2.83s/it] 67/299 4.07G 0.02968 0.02414 0.0005924 168 640: 29%|██▊ | 16/56 [01:22<01:53, 2.83s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.19it/s]
all 98 501 0.558 0.562 0.521 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 68/299 4.07G 0.02813 0.02636 0.0003836 154 640: 0%| | 0/56 [00:04<?, ?it/s] 68/299 4.07G 0.02813 0.02636 0.0003836 154 640: 2%|▏ | 1/56 [00:04<03:56, 4.30s/it] 68/299 4.07G 0.0297 0.02731 0.0004654 155 640: 2%|▏ | 1/56 [00:04<03:56, 4.30s/it] 68/299 4.07G 0.0297 0.02731 0.0004654 155 640: 4%|▎ | 2/56 [00:04<01:43, 1.92s/it] 68/299 4.07G 0.02987 0.02571 0.0006302 106 640: 4%|▎ | 2/56 [00:31<01:43, 1.92s/it] 68/299 4.07G 0.02987 0.02571 0.0006302 106 640: 5%|▌ | 3/56 [00:31<11:37, 13.17s/it] 68/299 4.07G 0.02934 0.02576 0.0005747 149 640: 5%|▌ | 3/56 [00:31<11:37, 13.17s/it] 68/299 4.07G 0.02934 0.02576 0.0005747 149 640: 7%|▋ | 4/56 [00:31<06:58, 8.06s/it] 68/299 4.07G 0.02988 0.02697 0.0005326 144 640: 7%|▋ | 4/56 [00:31<06:58, 8.06s/it] 68/299 4.07G 0.02988 0.02697 0.0005326 144 640: 9%|▉ | 5/56 [00:31<04:26, 5.23s/it] 68/299 4.07G 0.0297 0.02648 0.0005471 122 640: 9%|▉ | 5/56 [00:31<04:26, 5.23s/it] 68/299 4.07G 0.0297 0.02648 0.0005471 122 640: 11%|█ | 6/56 [00:31<02:56, 3.54s/it] 68/299 4.07G 0.02931 0.02604 0.0005343 146 640: 11%|█ | 6/56 [00:40<02:56, 3.54s/it] 68/299 4.07G 0.02931 0.02604 0.0005343 146 640: 12%|█▎ | 7/56 [00:40<04:08, 5.07s/it] 68/299 4.07G 0.02907 0.02572 0.0005109 107 640: 12%|█▎ | 7/56 [00:40<04:08, 5.07s/it] 68/299 4.07G 0.02907 0.02572 0.0005109 107 640: 14%|█▍ | 8/56 [00:40<02:49, 3.53s/it] 68/299 4.07G 0.02926 0.02555 0.0005086 162 640: 14%|█▍ | 8/56 [00:44<02:49, 3.53s/it] 68/299 4.07G 0.02926 0.02555 0.0005086 162 640: 16%|█▌ | 9/56 [00:44<02:58, 3.81s/it] 68/299 4.07G 0.02919 0.0251 0.0004956 113 640: 16%|█▌ | 9/56 [00:44<02:58, 3.81s/it] 68/299 4.07G 0.02919 0.0251 0.0004956 113 640: 18%|█▊ | 10/56 [00:44<02:04, 2.71s/it] 68/299 4.07G 0.02911 0.02529 0.0004896 164 640: 18%|█▊ | 10/56 [01:07<02:04, 2.71s/it] 68/299 4.07G 0.02911 0.02529 0.0004896 164 640: 20%|█▉ | 11/56 [01:07<06:29, 8.66s/it] 68/299 4.07G 0.0291 0.02514 0.0005107 126 640: 20%|█▉ | 11/56 [01:07<06:29, 8.66s/it] 68/299 4.07G 0.0291 0.02514 0.0005107 126 640: 21%|██▏ | 12/56 [01:07<04:27, 6.09s/it] 68/299 4.07G 0.02912 0.02482 0.0004941 122 640: 21%|██▏ | 12/56 [01:07<04:27, 6.09s/it] 68/299 4.07G 0.02912 0.02482 0.0004941 122 640: 23%|██▎ | 13/56 [01:07<03:05, 4.31s/it] 68/299 4.07G 0.02904 0.02528 0.000484 177 640: 23%|██▎ | 13/56 [01:07<03:05, 4.31s/it] 68/299 4.07G 0.02904 0.02528 0.000484 177 640: 25%|██▌ | 14/56 [01:07<02:09, 3.09s/it] 68/299 4.07G 0.02898 0.0254 0.0004826 171 640: 25%|██▌ | 14/56 [01:15<02:09, 3.09s/it] 68/299 4.07G 0.02898 0.0254 0.0004826 171 640: 27%|██▋ | 15/56 [01:15<03:03, 4.48s/it] 68/299 4.07G 0.02906 0.0253 0.0004779 123 640: 27%|██▋ | 15/56 [01:15<03:03, 4.48s/it] 68/299 4.07G 0.02906 0.0253 0.0004779 123 640: 29%|██▊ | 16/56 [01:15<02:07, 3.19s/it] 68/299 4.07G 0.02902 0.02525 0.0004696 140 640: 29%|██▊ | 16/56 [01:19<02:07, 3.19s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.30it/s]
all 98 501 0.58 0.582 0.563 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 69/299 4.07G 0.03341 0.02061 0.0003905 121 640: 0%| | 0/56 [00:01<?, ?it/s] 69/299 4.07G 0.03341 0.02061 0.0003905 121 640: 2%|▏ | 1/56 [00:01<01:32, 1.68s/it] 69/299 4.07G 0.03298 0.02229 0.002186 138 640: 2%|▏ | 1/56 [00:01<01:32, 1.68s/it] 69/299 4.07G 0.03298 0.02229 0.002186 138 640: 4%|▎ | 2/56 [00:01<00:45, 1.19it/s] 69/299 4.07G 0.03252 0.02432 0.001565 176 640: 4%|▎ | 2/56 [00:28<00:45, 1.19it/s] 69/299 4.07G 0.03252 0.02432 0.001565 176 640: 5%|▌ | 3/56 [00:28<11:10, 12.65s/it] 69/299 4.07G 0.03134 0.02353 0.001282 94 640: 5%|▌ | 3/56 [00:28<11:10, 12.65s/it] 69/299 4.07G 0.03134 0.02353 0.001282 94 640: 7%|▋ | 4/56 [00:28<06:42, 7.74s/it] 69/299 4.07G 0.03002 0.02274 0.001087 122 640: 7%|▋ | 4/56 [00:29<06:42, 7.74s/it] 69/299 4.07G 0.03002 0.02274 0.001087 122 640: 9%|▉ | 5/56 [00:29<04:16, 5.03s/it] 69/299 4.07G 0.03002 0.02287 0.0009743 151 640: 9%|▉ | 5/56 [00:29<04:16, 5.03s/it] 69/299 4.07G 0.03002 0.02287 0.0009743 151 640: 11%|█ | 6/56 [00:29<02:50, 3.40s/it] 69/299 4.07G 0.0299 0.02239 0.0008943 110 640: 11%|█ | 6/56 [00:39<02:50, 3.40s/it] 69/299 4.07G 0.0299 0.02239 0.0008943 110 640: 12%|█▎ | 7/56 [00:39<04:41, 5.74s/it] 69/299 4.07G 0.03026 0.02299 0.0008465 164 640: 12%|█▎ | 7/56 [00:40<04:41, 5.74s/it] 69/299 4.07G 0.03026 0.02299 0.0008465 164 640: 14%|█▍ | 8/56 [00:40<03:11, 3.98s/it] 69/299 4.07G 0.03017 0.02273 0.0009743 123 640: 14%|█▍ | 8/56 [00:40<03:11, 3.98s/it] 69/299 4.07G 0.03017 0.02273 0.0009743 123 640: 16%|█▌ | 9/56 [00:40<02:11, 2.80s/it] 69/299 4.07G 0.03004 0.02269 0.0009128 137 640: 16%|█▌ | 9/56 [00:40<02:11, 2.80s/it] 69/299 4.07G 0.03004 0.02269 0.0009128 137 640: 18%|█▊ | 10/56 [00:40<01:35, 2.07s/it] 69/299 4.07G 0.03011 0.02266 0.00087 119 640: 18%|█▊ | 10/56 [01:03<01:35, 2.07s/it] 69/299 4.07G 0.03011 0.02266 0.00087 119 640: 20%|█▉ | 11/56 [01:03<06:23, 8.53s/it] 69/299 4.07G 0.03019 0.02284 0.0008294 120 640: 20%|█▉ | 11/56 [01:04<06:23, 8.53s/it] 69/299 4.07G 0.03019 0.02284 0.0008294 120 640: 21%|██▏ | 12/56 [01:04<04:24, 6.00s/it] 69/299 4.07G 0.03 0.02278 0.0008205 135 640: 21%|██▏ | 12/56 [01:04<04:24, 6.00s/it] 69/299 4.07G 0.03 0.02278 0.0008205 135 640: 23%|██▎ | 13/56 [01:04<03:02, 4.25s/it] 69/299 4.07G 0.02994 0.02291 0.0008155 141 640: 23%|██▎ | 13/56 [01:04<03:02, 4.25s/it] 69/299 4.07G 0.02994 0.02291 0.0008155 141 640: 25%|██▌ | 14/56 [01:04<02:07, 3.04s/it] 69/299 4.07G 0.02992 0.02302 0.0007835 116 640: 25%|██▌ | 14/56 [01:15<02:07, 3.04s/it] 69/299 4.07G 0.02992 0.02302 0.0007835 116 640: 27%|██▋ | 15/56 [01:15<03:46, 5.53s/it] 69/299 4.07G 0.02988 0.023 0.0007554 119 640: 27%|██▋ | 15/56 [01:16<03:46, 5.53s/it] 69/299 4.07G 0.02988 0.023 0.0007554 119 640: 29%|██▊ | 16/56 [01:16<02:37, 3.94s/it] 69/299 4.07G 0.03001 0.0232 0.0007274 151 640: 29%|██▊ | 16/56 [01:16<02:37, 3.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.545 0.57 0.546 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 70/299 4.07G 0.02742 0.02024 0.0003283 110 640: 0%| | 0/56 [00:00<?, ?it/s] 70/299 4.07G 0.02742 0.02024 0.0003283 110 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 70/299 4.07G 0.02826 0.02094 0.0004041 116 640: 2%|▏ | 1/56 [00:03<00:12, 4.48it/s] 70/299 4.07G 0.02826 0.02094 0.0004041 116 640: 4%|▎ | 2/56 [00:03<01:38, 1.82s/it] 70/299 4.07G 0.02828 0.02174 0.0003971 114 640: 4%|▎ | 2/56 [00:24<01:38, 1.82s/it] 70/299 4.07G 0.02828 0.02174 0.0003971 114 640: 5%|▌ | 3/56 [00:24<09:21, 10.60s/it] 70/299 4.07G 0.02827 0.02161 0.000386 116 640: 5%|▌ | 3/56 [00:24<09:21, 10.60s/it] 70/299 4.07G 0.02827 0.02161 0.000386 116 640: 7%|▋ | 4/56 [00:24<05:37, 6.50s/it] 70/299 4.07G 0.02884 0.02196 0.0003843 123 640: 7%|▋ | 4/56 [00:24<05:37, 6.50s/it] 70/299 4.07G 0.02884 0.02196 0.0003843 123 640: 9%|▉ | 5/56 [00:24<03:35, 4.23s/it] 70/299 4.07G 0.02911 0.02302 0.000435 169 640: 9%|▉ | 5/56 [00:24<03:35, 4.23s/it] 70/299 4.07G 0.02911 0.02302 0.000435 169 640: 11%|█ | 6/56 [00:24<02:24, 2.88s/it] 70/299 4.07G 0.02951 0.02356 0.0004663 171 640: 11%|█ | 6/56 [00:40<02:24, 2.88s/it] 70/299 4.07G 0.02951 0.02356 0.0004663 171 640: 12%|█▎ | 7/56 [00:40<05:44, 7.04s/it] 70/299 4.07G 0.02948 0.02331 0.00046 122 640: 12%|█▎ | 7/56 [00:40<05:44, 7.04s/it] 70/299 4.07G 0.02948 0.02331 0.00046 122 640: 14%|█▍ | 8/56 [00:40<03:53, 4.87s/it] 70/299 4.07G 0.02937 0.02377 0.0004766 172 640: 14%|█▍ | 8/56 [00:40<03:53, 4.87s/it] 70/299 4.07G 0.02937 0.02377 0.0004766 172 640: 16%|█▌ | 9/56 [00:40<02:40, 3.41s/it] 70/299 4.07G 0.02944 0.0239 0.0004692 162 640: 16%|█▌ | 9/56 [00:46<02:40, 3.41s/it] 70/299 4.07G 0.02944 0.0239 0.0004692 162 640: 18%|█▊ | 10/56 [00:46<03:05, 4.04s/it] 70/299 4.07G 0.0293 0.02321 0.0004621 96 640: 18%|█▊ | 10/56 [01:00<03:05, 4.04s/it] 70/299 4.07G 0.0293 0.02321 0.0004621 96 640: 20%|█▉ | 11/56 [01:00<05:16, 7.03s/it] 70/299 4.07G 0.02927 0.02353 0.0004615 160 640: 20%|█▉ | 11/56 [01:00<05:16, 7.03s/it] 70/299 4.07G 0.02927 0.02353 0.0004615 160 640: 21%|██▏ | 12/56 [01:00<03:38, 4.95s/it] 70/299 4.07G 0.02937 0.02326 0.0005105 108 640: 21%|██▏ | 12/56 [01:00<03:38, 4.95s/it] 70/299 4.07G 0.02937 0.02326 0.0005105 108 640: 23%|██▎ | 13/56 [01:00<02:31, 3.52s/it] 70/299 4.07G 0.02953 0.02309 0.0005755 135 640: 23%|██▎ | 13/56 [01:00<02:31, 3.52s/it] 70/299 4.07G 0.02953 0.02309 0.0005755 135 640: 25%|██▌ | 14/56 [01:00<01:46, 2.53s/it] 70/299 4.07G 0.02968 0.0232 0.000584 187 640: 25%|██▌ | 14/56 [01:16<01:46, 2.53s/it] 70/299 4.07G 0.02968 0.0232 0.000584 187 640: 27%|██▋ | 15/56 [01:16<04:26, 6.49s/it] 70/299 4.07G 0.02963 0.02313 0.0006225 116 640: 27%|██▋ | 15/56 [01:16<04:26, 6.49s/it] 70/299 4.07G 0.02963 0.02313 0.0006225 116 640: 29%|██▊ | 16/56 [01:16<03:04, 4.60s/it] 70/299 4.07G 0.02952 0.02332 0.0006135 128 640: 29%|██▊ | 16/56 [01:16<03:04, 4.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.538 0.551 0.512 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 71/299 4.07G 0.03352 0.03118 0.0003852 156 640: 0%| | 0/56 [00:00<?, ?it/s] 71/299 4.07G 0.03352 0.03118 0.0003852 156 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 71/299 4.07G 0.03261 0.02982 0.0005307 169 640: 2%|▏ | 1/56 [00:03<00:12, 4.48it/s] 71/299 4.07G 0.03261 0.02982 0.0005307 169 640: 4%|▎ | 2/56 [00:03<01:40, 1.86s/it] 71/299 4.07G 0.03083 0.02861 0.0004684 163 640: 4%|▎ | 2/56 [00:26<01:40, 1.86s/it] 71/299 4.07G 0.03083 0.02861 0.0004684 163 640: 5%|▌ | 3/56 [00:26<10:25, 11.81s/it] 71/299 4.07G 0.03048 0.02816 0.0004227 141 640: 5%|▌ | 3/56 [00:27<10:25, 11.81s/it] 71/299 4.07G 0.03048 0.02816 0.0004227 141 640: 7%|▋ | 4/56 [00:27<06:16, 7.23s/it] 71/299 4.07G 0.03029 0.02721 0.0004239 152 640: 7%|▋ | 4/56 [00:27<06:16, 7.23s/it] 71/299 4.07G 0.03029 0.02721 0.0004239 152 640: 9%|▉ | 5/56 [00:27<03:59, 4.70s/it] 71/299 4.07G 0.0303 0.02679 0.0004252 160 640: 9%|▉ | 5/56 [00:27<03:59, 4.70s/it] 71/299 4.07G 0.0303 0.02679 0.0004252 160 640: 11%|█ | 6/56 [00:27<02:39, 3.19s/it] 71/299 4.07G 0.03014 0.02674 0.000404 136 640: 11%|█ | 6/56 [00:33<02:39, 3.19s/it] 71/299 4.07G 0.03014 0.02674 0.000404 136 640: 12%|█▎ | 7/56 [00:33<03:17, 4.03s/it] 71/299 4.07G 0.02985 0.02574 0.0004538 117 640: 12%|█▎ | 7/56 [00:33<03:17, 4.03s/it] 71/299 4.07G 0.02985 0.02574 0.0004538 117 640: 14%|█▍ | 8/56 [00:33<02:15, 2.82s/it] 71/299 4.07G 0.03009 0.02575 0.0006148 162 640: 14%|█▍ | 8/56 [00:42<02:15, 2.82s/it] 71/299 4.07G 0.03009 0.02575 0.0006148 162 640: 16%|█▌ | 9/56 [00:42<03:49, 4.88s/it] 71/299 4.07G 0.02992 0.02556 0.0005819 126 640: 16%|█▌ | 9/56 [00:43<03:49, 4.88s/it] 71/299 4.07G 0.02992 0.02556 0.0005819 126 640: 18%|█▊ | 10/56 [00:43<02:38, 3.45s/it] 71/299 4.07G 0.02978 0.02573 0.0005845 194 640: 18%|█▊ | 10/56 [01:01<02:38, 3.45s/it] 71/299 4.07G 0.02978 0.02573 0.0005845 194 640: 20%|█▉ | 11/56 [01:01<05:56, 7.93s/it] 71/299 4.07G 0.02981 0.02568 0.0005998 126 640: 20%|█▉ | 11/56 [01:01<05:56, 7.93s/it] 71/299 4.07G 0.02981 0.02568 0.0005998 126 640: 21%|██▏ | 12/56 [01:01<04:05, 5.58s/it] 71/299 4.07G 0.02969 0.02553 0.0006109 131 640: 21%|██▏ | 12/56 [01:01<04:05, 5.58s/it] 71/299 4.07G 0.02969 0.02553 0.0006109 131 640: 23%|██▎ | 13/56 [01:01<02:50, 3.97s/it] 71/299 4.07G 0.02961 0.0256 0.0005852 162 640: 23%|██▎ | 13/56 [01:02<02:50, 3.97s/it] 71/299 4.07G 0.02961 0.0256 0.0005852 162 640: 25%|██▌ | 14/56 [01:02<01:59, 2.85s/it] 71/299 4.07G 0.02963 0.02563 0.0005709 150 640: 25%|██▌ | 14/56 [01:07<01:59, 2.85s/it] 71/299 4.07G 0.02963 0.02563 0.0005709 150 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 71/299 4.07G 0.02961 0.02557 0.000555 173 640: 27%|██▋ | 15/56 [01:07<02:31, 3.69s/it] 71/299 4.07G 0.02961 0.02557 0.000555 173 640: 29%|██▊ | 16/56 [01:07<01:45, 2.64s/it] 71/299 4.07G 0.0295 0.02526 0.0005374 107 640: 29%|██▊ | 16/56 [01:16<01:45, 2.64s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.559 0.496 0.495 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 72/299 4.07G 0.02681 0.02098 0.000469 116 640: 0%| | 0/56 [00:11<?, ?it/s] 72/299 4.07G 0.02681 0.02098 0.000469 116 640: 2%|▏ | 1/56 [00:11<10:22, 11.32s/it] 72/299 4.07G 0.03054 0.02458 0.0003936 150 640: 2%|▏ | 1/56 [00:11<10:22, 11.32s/it] 72/299 4.07G 0.03054 0.02458 0.0003936 150 640: 4%|▎ | 2/56 [00:11<04:19, 4.81s/it] 72/299 4.07G 0.02983 0.02486 0.0003636 152 640: 4%|▎ | 2/56 [00:32<04:19, 4.81s/it] 72/299 4.07G 0.02983 0.02486 0.0003636 152 640: 5%|▌ | 3/56 [00:32<10:45, 12.19s/it] 72/299 4.07G 0.02939 0.02503 0.0003639 146 640: 5%|▌ | 3/56 [00:32<10:45, 12.19s/it] 72/299 4.07G 0.02939 0.02503 0.0003639 146 640: 7%|▋ | 4/56 [00:32<06:27, 7.46s/it] 72/299 4.07G 0.02933 0.02527 0.0006965 134 640: 7%|▋ | 4/56 [00:32<06:27, 7.46s/it] 72/299 4.07G 0.02933 0.02527 0.0006965 134 640: 9%|▉ | 5/56 [00:32<04:07, 4.85s/it] 72/299 4.07G 0.0291 0.02552 0.0007046 134 640: 9%|▉ | 5/56 [00:33<04:07, 4.85s/it] 72/299 4.07G 0.0291 0.02552 0.0007046 134 640: 11%|█ | 6/56 [00:33<02:44, 3.29s/it] 72/299 4.07G 0.02919 0.02507 0.0006504 146 640: 11%|█ | 6/56 [00:33<02:44, 3.29s/it] 72/299 4.07G 0.02919 0.02507 0.0006504 146 640: 12%|█▎ | 7/56 [00:33<01:51, 2.28s/it] 72/299 4.07G 0.02907 0.0248 0.0007163 142 640: 12%|█▎ | 7/56 [00:33<01:51, 2.28s/it] 72/299 4.07G 0.02907 0.0248 0.0007163 142 640: 14%|█▍ | 8/56 [00:33<01:17, 1.62s/it] 72/299 4.07G 0.02902 0.02493 0.0006802 160 640: 14%|█▍ | 8/56 [00:52<01:17, 1.62s/it] 72/299 4.07G 0.02902 0.02493 0.0006802 160 640: 16%|█▌ | 9/56 [00:52<05:28, 6.99s/it] 72/299 4.07G 0.02899 0.02519 0.0006556 153 640: 16%|█▌ | 9/56 [00:52<05:28, 6.99s/it] 72/299 4.07G 0.02899 0.02519 0.0006556 153 640: 18%|█▊ | 10/56 [00:52<03:45, 4.91s/it] 72/299 4.07G 0.02883 0.02497 0.0006363 136 640: 18%|█▊ | 10/56 [01:06<03:45, 4.91s/it] 72/299 4.07G 0.02883 0.02497 0.0006363 136 640: 20%|█▉ | 11/56 [01:06<05:41, 7.58s/it] 72/299 4.07G 0.02883 0.0246 0.0006093 116 640: 20%|█▉ | 11/56 [01:06<05:41, 7.58s/it] 72/299 4.07G 0.02883 0.0246 0.0006093 116 640: 21%|██▏ | 12/56 [01:06<03:54, 5.34s/it] 72/299 4.07G 0.02877 0.02435 0.0006025 121 640: 21%|██▏ | 12/56 [01:06<03:54, 5.34s/it] 72/299 4.07G 0.02877 0.02435 0.0006025 121 640: 23%|██▎ | 13/56 [01:06<02:42, 3.79s/it] 72/299 4.07G 0.02896 0.02412 0.0005883 106 640: 23%|██▎ | 13/56 [01:07<02:42, 3.79s/it] 72/299 4.07G 0.02896 0.02412 0.0005883 106 640: 25%|██▌ | 14/56 [01:07<01:54, 2.72s/it] 72/299 4.07G 0.02883 0.02364 0.0005926 82 640: 25%|██▌ | 14/56 [01:07<01:54, 2.72s/it] 72/299 4.07G 0.02883 0.02364 0.0005926 82 640: 27%|██▋ | 15/56 [01:07<01:24, 2.07s/it] 72/299 4.07G 0.02876 0.02354 0.0006212 135 640: 27%|██▋ | 15/56 [01:07<01:24, 2.07s/it] 72/299 4.07G 0.02876 0.02354 0.0006212 135 640: 29%|██▊ | 16/56 [01:07<01:00, 1.51s/it] 72/299 4.07G 0.02883 0.0234 0.000607 113 640: 29%|██▊ | 16/56 [01:26<01:00, 1.51s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.20it/s]
all 98 501 0.584 0.502 0.501 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 73/299 4.07G 0.02723 0.02572 0.0003108 148 640: 0%| | 0/56 [00:18<?, ?it/s] 73/299 4.07G 0.02723 0.02572 0.0003108 148 640: 2%|▏ | 1/56 [00:18<16:53, 18.44s/it] 73/299 4.07G 0.02932 0.0269 0.0004855 156 640: 2%|▏ | 1/56 [00:18<16:53, 18.44s/it] 73/299 4.07G 0.02932 0.0269 0.0004855 156 640: 4%|▎ | 2/56 [00:18<06:58, 7.74s/it] 73/299 4.07G 0.02903 0.02632 0.0004494 152 640: 4%|▎ | 2/56 [00:42<06:58, 7.74s/it] 73/299 4.07G 0.02903 0.02632 0.0004494 152 640: 5%|▌ | 3/56 [00:42<13:31, 15.30s/it] 73/299 4.07G 0.02876 0.02661 0.0004058 171 640: 5%|▌ | 3/56 [00:43<13:31, 15.30s/it] 73/299 4.07G 0.02876 0.02661 0.0004058 171 640: 7%|▋ | 4/56 [00:43<08:05, 9.35s/it] 73/299 4.07G 0.02836 0.02539 0.0007914 128 640: 7%|▋ | 4/56 [00:43<08:05, 9.35s/it] 73/299 4.07G 0.02836 0.02539 0.0007914 128 640: 9%|▉ | 5/56 [00:43<05:08, 6.05s/it] 73/299 4.07G 0.02852 0.02503 0.0007129 126 640: 9%|▉ | 5/56 [00:43<05:08, 6.05s/it] 73/299 4.07G 0.02852 0.02503 0.0007129 126 640: 11%|█ | 6/56 [00:43<03:23, 4.08s/it] 73/299 4.07G 0.02839 0.02474 0.0007096 160 640: 11%|█ | 6/56 [00:43<03:23, 4.08s/it] 73/299 4.07G 0.02839 0.02474 0.0007096 160 640: 12%|█▎ | 7/56 [00:43<02:17, 2.81s/it] 73/299 4.07G 0.02832 0.02481 0.0007067 123 640: 12%|█▎ | 7/56 [00:44<02:17, 2.81s/it] 73/299 4.07G 0.02832 0.02481 0.0007067 123 640: 14%|█▍ | 8/56 [00:44<01:35, 1.99s/it] 73/299 4.07G 0.02802 0.02505 0.000675 163 640: 14%|█▍ | 8/56 [00:52<01:35, 1.99s/it] 73/299 4.07G 0.02802 0.02505 0.000675 163 640: 16%|█▌ | 9/56 [00:52<03:04, 3.92s/it] 73/299 4.07G 0.02805 0.02544 0.000668 181 640: 16%|█▌ | 9/56 [00:52<03:04, 3.92s/it] 73/299 4.07G 0.02805 0.02544 0.000668 181 640: 18%|█▊ | 10/56 [00:52<02:08, 2.79s/it] 73/299 4.07G 0.02801 0.02552 0.0006699 159 640: 18%|█▊ | 10/56 [01:16<02:08, 2.79s/it] 73/299 4.07G 0.02801 0.02552 0.0006699 159 640: 20%|█▉ | 11/56 [01:16<06:59, 9.33s/it] 73/299 4.07G 0.02785 0.0255 0.0006476 186 640: 20%|█▉ | 11/56 [01:16<06:59, 9.33s/it] 73/299 4.07G 0.02785 0.0255 0.0006476 186 640: 21%|██▏ | 12/56 [01:16<04:48, 6.56s/it] 73/299 4.07G 0.02777 0.02539 0.0006245 121 640: 21%|██▏ | 12/56 [01:17<04:48, 6.56s/it] 73/299 4.07G 0.02777 0.02539 0.0006245 121 640: 23%|██▎ | 13/56 [01:17<03:19, 4.64s/it] 73/299 4.07G 0.02802 0.02551 0.0006232 191 640: 23%|██▎ | 13/56 [01:17<03:19, 4.64s/it] 73/299 4.07G 0.02802 0.02551 0.0006232 191 640: 25%|██▌ | 14/56 [01:17<02:19, 3.31s/it] 73/299 4.07G 0.02813 0.02509 0.0006092 89 640: 25%|██▌ | 14/56 [01:17<02:19, 3.31s/it] 73/299 4.07G 0.02813 0.02509 0.0006092 89 640: 27%|██▋ | 15/56 [01:17<01:37, 2.38s/it] 73/299 4.07G 0.02816 0.02488 0.0006127 110 640: 27%|██▋ | 15/56 [01:17<01:37, 2.38s/it] 73/299 4.07G 0.02816 0.02488 0.0006127 110 640: 29%|██▊ | 16/56 [01:17<01:09, 1.73s/it] 73/299 4.07G 0.02825 0.02464 0.000644 127 640: 29%|██▊ | 16/56 [01:26<01:09, 1.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.538 0.513 0.484 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 74/299 4.07G 0.02959 0.02299 0.0007225 119 640: 0%| | 0/56 [00:12<?, ?it/s] 74/299 4.07G 0.02959 0.02299 0.0007225 119 640: 2%|▏ | 1/56 [00:12<11:22, 12.41s/it] 74/299 4.07G 0.02987 0.02144 0.0005236 108 640: 2%|▏ | 1/56 [00:12<11:22, 12.41s/it] 74/299 4.07G 0.02987 0.02144 0.0005236 108 640: 4%|▎ | 2/56 [00:12<04:44, 5.26s/it] 74/299 4.07G 0.02826 0.02113 0.0004717 130 640: 4%|▎ | 2/56 [00:43<04:44, 5.26s/it] 74/299 4.07G 0.02826 0.02113 0.0004717 130 640: 5%|▌ | 3/56 [00:43<15:00, 16.99s/it] 74/299 4.07G 0.02788 0.0204 0.0004283 110 640: 5%|▌ | 3/56 [00:43<15:00, 16.99s/it] 74/299 4.07G 0.02788 0.0204 0.0004283 110 640: 7%|▋ | 4/56 [00:43<08:59, 10.37s/it] 74/299 4.07G 0.02759 0.02084 0.0004681 122 640: 7%|▋ | 4/56 [00:44<08:59, 10.37s/it] 74/299 4.07G 0.02759 0.02084 0.0004681 122 640: 9%|▉ | 5/56 [00:44<05:41, 6.70s/it] 74/299 4.07G 0.0282 0.02185 0.0004784 154 640: 9%|▉ | 5/56 [00:44<05:41, 6.70s/it] 74/299 4.07G 0.0282 0.02185 0.0004784 154 640: 11%|█ | 6/56 [00:44<03:45, 4.51s/it] 74/299 4.07G 0.02867 0.0219 0.0004864 106 640: 11%|█ | 6/56 [00:44<03:45, 4.51s/it] 74/299 4.07G 0.02867 0.0219 0.0004864 106 640: 12%|█▎ | 7/56 [00:44<02:32, 3.10s/it] 74/299 4.07G 0.02855 0.02309 0.0004821 189 640: 12%|█▎ | 7/56 [00:44<02:32, 3.10s/it] 74/299 4.07G 0.02855 0.02309 0.0004821 189 640: 14%|█▍ | 8/56 [00:44<01:44, 2.18s/it] 74/299 4.07G 0.0287 0.02335 0.0004774 179 640: 14%|█▍ | 8/56 [00:53<01:44, 2.18s/it] 74/299 4.07G 0.0287 0.02335 0.0004774 179 640: 16%|█▌ | 9/56 [00:53<03:17, 4.20s/it] 74/299 4.07G 0.02862 0.02347 0.0004656 135 640: 16%|█▌ | 9/56 [00:53<03:17, 4.20s/it] 74/299 4.07G 0.02862 0.02347 0.0004656 135 640: 18%|█▊ | 10/56 [00:53<02:17, 2.98s/it] 74/299 4.07G 0.02833 0.02353 0.0004558 146 640: 18%|█▊ | 10/56 [01:17<02:17, 2.98s/it] 74/299 4.07G 0.02833 0.02353 0.0004558 146 640: 20%|█▉ | 11/56 [01:17<07:06, 9.48s/it] 74/299 4.07G 0.02864 0.02342 0.0004437 111 640: 20%|█▉ | 11/56 [01:18<07:06, 9.48s/it] 74/299 4.07G 0.02864 0.02342 0.0004437 111 640: 21%|██▏ | 12/56 [01:18<04:53, 6.67s/it] 74/299 4.07G 0.02852 0.02371 0.0004412 172 640: 21%|██▏ | 12/56 [01:18<04:53, 6.67s/it] 74/299 4.07G 0.02852 0.02371 0.0004412 172 640: 23%|██▎ | 13/56 [01:18<03:22, 4.71s/it] 74/299 4.07G 0.02863 0.02408 0.0004672 124 640: 23%|██▎ | 13/56 [01:18<03:22, 4.71s/it] 74/299 4.07G 0.02863 0.02408 0.0004672 124 640: 25%|██▌ | 14/56 [01:18<02:21, 3.36s/it] 74/299 4.07G 0.02877 0.02427 0.0004714 171 640: 25%|██▌ | 14/56 [01:18<02:21, 3.36s/it] 74/299 4.07G 0.02877 0.02427 0.0004714 171 640: 27%|██▋ | 15/56 [01:18<01:39, 2.42s/it] 74/299 4.07G 0.02885 0.02448 0.0004642 166 640: 27%|██▋ | 15/56 [01:18<01:39, 2.42s/it] 74/299 4.07G 0.02885 0.02448 0.0004642 166 640: 29%|██▊ | 16/56 [01:18<01:10, 1.75s/it] 74/299 4.07G 0.02858 0.02445 0.0004707 166 640: 29%|██▊ | 16/56 [01:27<01:10, 1.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.555 0.528 0.52 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 75/299 4.07G 0.02945 0.02351 0.0002566 129 640: 0%| | 0/56 [00:09<?, ?it/s] 75/299 4.07G 0.02945 0.02351 0.0002566 129 640: 2%|▏ | 1/56 [00:09<08:38, 9.43s/it] 75/299 4.07G 0.02947 0.02237 0.0003027 112 640: 2%|▏ | 1/56 [00:09<08:38, 9.43s/it] 75/299 4.07G 0.02947 0.02237 0.0003027 112 640: 4%|▎ | 2/56 [00:09<03:37, 4.03s/it] 75/299 4.07G 0.02874 0.02301 0.000294 144 640: 4%|▎ | 2/56 [00:31<03:37, 4.03s/it] 75/299 4.07G 0.02874 0.02301 0.000294 144 640: 5%|▌ | 3/56 [00:31<10:53, 12.33s/it] 75/299 4.07G 0.02811 0.02188 0.0003563 112 640: 5%|▌ | 3/56 [00:32<10:53, 12.33s/it] 75/299 4.07G 0.02811 0.02188 0.0003563 112 640: 7%|▋ | 4/56 [00:32<06:32, 7.55s/it] 75/299 4.07G 0.02775 0.02154 0.000394 123 640: 7%|▋ | 4/56 [00:32<06:32, 7.55s/it] 75/299 4.07G 0.02775 0.02154 0.000394 123 640: 9%|▉ | 5/56 [00:32<04:10, 4.91s/it] 75/299 4.07G 0.0278 0.02244 0.0004715 199 640: 9%|▉ | 5/56 [00:32<04:10, 4.91s/it] 75/299 4.07G 0.0278 0.02244 0.0004715 199 640: 11%|█ | 6/56 [00:32<02:46, 3.32s/it] 75/299 4.07G 0.02809 0.02271 0.0004567 145 640: 11%|█ | 6/56 [00:32<02:46, 3.32s/it] 75/299 4.07G 0.02809 0.02271 0.0004567 145 640: 12%|█▎ | 7/56 [00:32<01:53, 2.31s/it] 75/299 4.07G 0.02849 0.02307 0.0004528 137 640: 12%|█▎ | 7/56 [00:33<01:53, 2.31s/it] 75/299 4.07G 0.02849 0.02307 0.0004528 137 640: 14%|█▍ | 8/56 [00:33<01:18, 1.64s/it] 75/299 4.07G 0.02869 0.02304 0.0004524 144 640: 14%|█▍ | 8/56 [00:51<01:18, 1.64s/it] 75/299 4.07G 0.02869 0.02304 0.0004524 144 640: 16%|█▌ | 9/56 [00:51<05:20, 6.82s/it] 75/299 4.07G 0.02862 0.023 0.000435 141 640: 16%|█▌ | 9/56 [00:51<05:20, 6.82s/it] 75/299 4.07G 0.02862 0.023 0.000435 141 640: 18%|█▊ | 10/56 [00:51<03:40, 4.79s/it] 75/299 4.07G 0.02867 0.02324 0.0004359 133 640: 18%|█▊ | 10/56 [01:06<03:40, 4.79s/it] 75/299 4.07G 0.02867 0.02324 0.0004359 133 640: 20%|█▉ | 11/56 [01:06<05:50, 7.79s/it] 75/299 4.07G 0.02895 0.02354 0.0004793 127 640: 20%|█▉ | 11/56 [01:06<05:50, 7.79s/it] 75/299 4.07G 0.02895 0.02354 0.0004793 127 640: 21%|██▏ | 12/56 [01:06<04:01, 5.49s/it] 75/299 4.07G 0.02881 0.02367 0.0005095 154 640: 21%|██▏ | 12/56 [01:06<04:01, 5.49s/it] 75/299 4.07G 0.02881 0.02367 0.0005095 154 640: 23%|██▎ | 13/56 [01:06<02:47, 3.89s/it] 75/299 4.07G 0.02897 0.02399 0.0005126 167 640: 23%|██▎ | 13/56 [01:06<02:47, 3.89s/it] 75/299 4.07G 0.02897 0.02399 0.0005126 167 640: 25%|██▌ | 14/56 [01:06<01:57, 2.79s/it] 75/299 4.07G 0.02889 0.02408 0.0005015 159 640: 25%|██▌ | 14/56 [01:06<01:57, 2.79s/it] 75/299 4.07G 0.02889 0.02408 0.0005015 159 640: 27%|██▋ | 15/56 [01:06<01:22, 2.02s/it] 75/299 4.07G 0.02884 0.0241 0.0004885 168 640: 27%|██▋ | 15/56 [01:07<01:22, 2.02s/it] 75/299 4.07G 0.02884 0.0241 0.0004885 168 640: 29%|██▊ | 16/56 [01:07<00:58, 1.47s/it] 75/299 4.07G 0.02879 0.02411 0.0004787 160 640: 29%|██▊ | 16/56 [01:25<00:58, 1.47s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.568 0.499 0.512 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 76/299 4.07G 0.03179 0.03143 0.0003251 180 640: 0%| | 0/56 [00:16<?, ?it/s] 76/299 4.07G 0.03179 0.03143 0.0003251 180 640: 2%|▏ | 1/56 [00:16<15:08, 16.52s/it] 76/299 4.07G 0.03207 0.02708 0.0004285 119 640: 2%|▏ | 1/56 [00:16<15:08, 16.52s/it] 76/299 4.07G 0.03207 0.02708 0.0004285 119 640: 4%|▎ | 2/56 [00:16<06:15, 6.95s/it] 76/299 4.07G 0.03115 0.02622 0.0004478 154 640: 4%|▎ | 2/56 [00:32<06:15, 6.95s/it] 76/299 4.07G 0.03115 0.02622 0.0004478 154 640: 5%|▌ | 3/56 [00:32<09:38, 10.92s/it] 76/299 4.07G 0.03032 0.02569 0.0004438 145 640: 5%|▌ | 3/56 [00:32<09:38, 10.92s/it] 76/299 4.07G 0.03032 0.02569 0.0004438 145 640: 7%|▋ | 4/56 [00:32<05:48, 6.70s/it] 76/299 4.07G 0.03014 0.02514 0.0004318 136 640: 7%|▋ | 4/56 [00:32<05:48, 6.70s/it] 76/299 4.07G 0.03014 0.02514 0.0004318 136 640: 9%|▉ | 5/56 [00:32<03:42, 4.36s/it] 76/299 4.07G 0.02937 0.02399 0.0004049 108 640: 9%|▉ | 5/56 [00:33<03:42, 4.36s/it] 76/299 4.07G 0.02937 0.02399 0.0004049 108 640: 11%|█ | 6/56 [00:33<02:28, 2.96s/it] 76/299 4.07G 0.02948 0.02397 0.0003985 143 640: 11%|█ | 6/56 [00:33<02:28, 2.96s/it] 76/299 4.07G 0.02948 0.02397 0.0003985 143 640: 12%|█▎ | 7/56 [00:33<01:41, 2.06s/it] 76/299 4.07G 0.02995 0.02389 0.0003864 124 640: 12%|█▎ | 7/56 [00:33<01:41, 2.06s/it] 76/299 4.07G 0.02995 0.02389 0.0003864 124 640: 14%|█▍ | 8/56 [00:33<01:10, 1.47s/it] 76/299 4.07G 0.0304 0.02415 0.0003798 162 640: 14%|█▍ | 8/56 [00:55<01:10, 1.47s/it] 76/299 4.07G 0.0304 0.02415 0.0003798 162 640: 16%|█▌ | 9/56 [00:55<06:12, 7.93s/it] 76/299 4.07G 0.03035 0.02365 0.0003718 136 640: 16%|█▌ | 9/56 [00:55<06:12, 7.93s/it] 76/299 4.07G 0.03035 0.02365 0.0003718 136 640: 18%|█▊ | 10/56 [00:55<04:15, 5.56s/it] 76/299 4.07G 0.03016 0.0241 0.0003646 176 640: 18%|█▊ | 10/56 [01:06<04:15, 5.56s/it] 76/299 4.07G 0.03016 0.0241 0.0003646 176 640: 20%|█▉ | 11/56 [01:06<05:17, 7.06s/it] 76/299 4.07G 0.03021 0.02399 0.0003593 117 640: 20%|█▉ | 11/56 [01:06<05:17, 7.06s/it] 76/299 4.07G 0.03021 0.02399 0.0003593 117 640: 21%|██▏ | 12/56 [01:06<03:38, 4.98s/it] 76/299 4.07G 0.03012 0.02396 0.000364 148 640: 21%|██▏ | 12/56 [01:06<03:38, 4.98s/it] 76/299 4.07G 0.03012 0.02396 0.000364 148 640: 23%|██▎ | 13/56 [01:06<02:31, 3.53s/it] 76/299 4.07G 0.03027 0.02409 0.0003629 144 640: 23%|██▎ | 13/56 [01:07<02:31, 3.53s/it] 76/299 4.07G 0.03027 0.02409 0.0003629 144 640: 25%|██▌ | 14/56 [01:07<01:46, 2.54s/it] 76/299 4.07G 0.03014 0.02394 0.0004102 104 640: 25%|██▌ | 14/56 [01:07<01:46, 2.54s/it] 76/299 4.07G 0.03014 0.02394 0.0004102 104 640: 27%|██▋ | 15/56 [01:07<01:15, 1.84s/it] 76/299 4.07G 0.03016 0.0238 0.0004039 116 640: 27%|██▋ | 15/56 [01:07<01:15, 1.84s/it] 76/299 4.07G 0.03016 0.0238 0.0004039 116 640: 29%|██▊ | 16/56 [01:07<00:54, 1.35s/it] 76/299 4.07G 0.03008 0.02371 0.0004038 139 640: 29%|██▊ | 16/56 [01:29<00:54, 1.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.632 0.51 0.551 0.283
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 77/299 4.07G 0.02853 0.01713 0.0003664 102 640: 0%| | 0/56 [00:21<?, ?it/s] 77/299 4.07G 0.02853 0.01713 0.0003664 102 640: 2%|▏ | 1/56 [00:21<19:15, 21.01s/it] 77/299 4.07G 0.02914 0.02428 0.0006279 201 640: 2%|▏ | 1/56 [00:21<19:15, 21.01s/it] 77/299 4.07G 0.02914 0.02428 0.0006279 201 640: 4%|▎ | 2/56 [00:21<07:55, 8.81s/it] 77/299 4.07G 0.02806 0.02411 0.0008131 134 640: 4%|▎ | 2/56 [00:43<07:55, 8.81s/it] 77/299 4.07G 0.02806 0.02411 0.0008131 134 640: 5%|▌ | 3/56 [00:43<13:01, 14.75s/it] 77/299 4.07G 0.02759 0.02368 0.0007141 162 640: 5%|▌ | 3/56 [00:43<13:01, 14.75s/it] 77/299 4.07G 0.02759 0.02368 0.0007141 162 640: 7%|▋ | 4/56 [00:43<07:48, 9.01s/it] 77/299 4.07G 0.0275 0.02359 0.0006602 139 640: 7%|▋ | 4/56 [00:43<07:48, 9.01s/it] 77/299 4.07G 0.0275 0.02359 0.0006602 139 640: 9%|▉ | 5/56 [00:43<04:57, 5.84s/it] 77/299 4.07G 0.02738 0.02374 0.0006064 134 640: 9%|▉ | 5/56 [00:43<04:57, 5.84s/it] 77/299 4.07G 0.02738 0.02374 0.0006064 134 640: 11%|█ | 6/56 [00:43<03:16, 3.93s/it] 77/299 4.07G 0.0276 0.02431 0.000576 142 640: 11%|█ | 6/56 [00:43<03:16, 3.93s/it] 77/299 4.07G 0.0276 0.02431 0.000576 142 640: 12%|█▎ | 7/56 [00:43<02:13, 2.72s/it] 77/299 4.07G 0.02748 0.02394 0.0005401 135 640: 12%|█▎ | 7/56 [00:44<02:13, 2.72s/it] 77/299 4.07G 0.02748 0.02394 0.0005401 135 640: 14%|█▍ | 8/56 [00:44<01:32, 1.92s/it] 77/299 4.07G 0.02769 0.0236 0.0005697 125 640: 14%|█▍ | 8/56 [00:54<01:32, 1.92s/it] 77/299 4.07G 0.02769 0.0236 0.0005697 125 640: 16%|█▌ | 9/56 [00:54<03:37, 4.64s/it] 77/299 4.07G 0.02793 0.02352 0.0005502 153 640: 16%|█▌ | 9/56 [00:55<03:37, 4.64s/it] 77/299 4.07G 0.02793 0.02352 0.0005502 153 640: 18%|█▊ | 10/56 [00:55<02:31, 3.28s/it] 77/299 4.07G 0.02822 0.02372 0.0005562 170 640: 18%|█▊ | 10/56 [01:16<02:31, 3.28s/it] 77/299 4.07G 0.02822 0.02372 0.0005562 170 640: 20%|█▉ | 11/56 [01:16<06:44, 8.98s/it] 77/299 4.07G 0.02797 0.02331 0.0005401 129 640: 20%|█▉ | 11/56 [01:17<06:44, 8.98s/it] 77/299 4.07G 0.02797 0.02331 0.0005401 129 640: 21%|██▏ | 12/56 [01:17<04:37, 6.32s/it] 77/299 4.07G 0.02814 0.02352 0.0005411 147 640: 21%|██▏ | 12/56 [01:17<04:37, 6.32s/it] 77/299 4.07G 0.02814 0.02352 0.0005411 147 640: 23%|██▎ | 13/56 [01:17<03:12, 4.47s/it] 77/299 4.07G 0.02821 0.02318 0.0005658 104 640: 23%|██▎ | 13/56 [01:17<03:12, 4.47s/it] 77/299 4.07G 0.02821 0.02318 0.0005658 104 640: 25%|██▌ | 14/56 [01:17<02:14, 3.19s/it] 77/299 4.07G 0.02832 0.02368 0.0005497 195 640: 25%|██▌ | 14/56 [01:17<02:14, 3.19s/it] 77/299 4.07G 0.02832 0.02368 0.0005497 195 640: 27%|██▋ | 15/56 [01:17<01:34, 2.30s/it] 77/299 4.07G 0.02826 0.02362 0.0005372 147 640: 27%|██▋ | 15/56 [01:18<01:34, 2.30s/it] 77/299 4.07G 0.02826 0.02362 0.0005372 147 640: 29%|██▊ | 16/56 [01:18<01:06, 1.67s/it] 77/299 4.07G 0.02833 0.02355 0.000523 102 640: 29%|██▊ | 16/56 [01:28<01:06, 1.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.565 0.524 0.509 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 78/299 4.07G 0.03151 0.02093 0.0003356 124 640: 0%| | 0/56 [00:08<?, ?it/s] 78/299 4.07G 0.03151 0.02093 0.0003356 124 640: 2%|▏ | 1/56 [00:08<08:09, 8.90s/it] 78/299 4.07G 0.03049 0.02157 0.0003572 150 640: 2%|▏ | 1/56 [00:09<08:09, 8.90s/it] 78/299 4.07G 0.03049 0.02157 0.0003572 150 640: 4%|▎ | 2/56 [00:09<03:26, 3.82s/it] 78/299 4.07G 0.02964 0.02275 0.0003407 137 640: 4%|▎ | 2/56 [00:42<03:26, 3.82s/it] 78/299 4.07G 0.02964 0.02275 0.0003407 137 640: 5%|▌ | 3/56 [00:42<15:25, 17.46s/it] 78/299 4.07G 0.0292 0.0228 0.0003404 137 640: 5%|▌ | 3/56 [00:43<15:25, 17.46s/it] 78/299 4.07G 0.0292 0.0228 0.0003404 137 640: 7%|▋ | 4/56 [00:43<09:13, 10.65s/it] 78/299 4.07G 0.03072 0.02322 0.0003378 160 640: 7%|▋ | 4/56 [00:43<09:13, 10.65s/it] 78/299 4.07G 0.03072 0.02322 0.0003378 160 640: 9%|▉ | 5/56 [00:43<05:51, 6.89s/it] 78/299 4.07G 0.03052 0.0247 0.0003402 221 640: 9%|▉ | 5/56 [00:43<05:51, 6.89s/it] 78/299 4.07G 0.03052 0.0247 0.0003402 221 640: 11%|█ | 6/56 [00:43<03:51, 4.63s/it] 78/299 4.07G 0.03021 0.02392 0.0003518 116 640: 11%|█ | 6/56 [00:43<03:51, 4.63s/it] 78/299 4.07G 0.03021 0.02392 0.0003518 116 640: 12%|█▎ | 7/56 [00:43<02:36, 3.18s/it] 78/299 4.07G 0.03004 0.02392 0.0003417 110 640: 12%|█▎ | 7/56 [00:43<02:36, 3.18s/it] 78/299 4.07G 0.03004 0.02392 0.0003417 110 640: 14%|█▍ | 8/56 [00:43<01:47, 2.24s/it] 78/299 4.07G 0.02981 0.02366 0.0003432 116 640: 14%|█▍ | 8/56 [00:44<01:47, 2.24s/it] 78/299 4.07G 0.02981 0.02366 0.0003432 116 640: 16%|█▌ | 9/56 [00:44<01:15, 1.60s/it] 78/299 4.07G 0.02985 0.02391 0.0003683 156 640: 16%|█▌ | 9/56 [00:44<01:15, 1.60s/it] 78/299 4.07G 0.02985 0.02391 0.0003683 156 640: 18%|█▊ | 10/56 [00:44<00:54, 1.18s/it] 78/299 4.07G 0.02954 0.02362 0.0003605 149 640: 18%|█▊ | 10/56 [01:17<00:54, 1.18s/it] 78/299 4.07G 0.02954 0.02362 0.0003605 149 640: 20%|█▉ | 11/56 [01:17<08:08, 10.86s/it] 78/299 4.07G 0.02962 0.02408 0.0003576 169 640: 20%|█▉ | 11/56 [01:17<08:08, 10.86s/it] 78/299 4.07G 0.02962 0.02408 0.0003576 169 640: 21%|██▏ | 12/56 [01:17<05:35, 7.62s/it] 78/299 4.07G 0.02967 0.02421 0.0003534 141 640: 21%|██▏ | 12/56 [01:17<05:35, 7.62s/it] 78/299 4.07G 0.02967 0.02421 0.0003534 141 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 78/299 4.07G 0.0297 0.02454 0.0003548 137 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 78/299 4.07G 0.0297 0.02454 0.0003548 137 640: 25%|██▌ | 14/56 [01:17<02:40, 3.83s/it] 78/299 4.07G 0.0299 0.0251 0.0003728 163 640: 25%|██▌ | 14/56 [01:18<02:40, 3.83s/it] 78/299 4.07G 0.0299 0.0251 0.0003728 163 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 78/299 4.07G 0.02961 0.0247 0.0003666 91 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 78/299 4.07G 0.02961 0.0247 0.0003666 91 640: 29%|██▊ | 16/56 [01:18<01:19, 1.98s/it] 78/299 4.07G 0.02941 0.02461 0.000364 132 640: 29%|██▊ | 16/56 [01:18<01:19, 1.98s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.603 0.509 0.538 0.284
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 79/299 4.07G 0.0297 0.01503 0.0005434 70 640: 0%| | 0/56 [00:00<?, ?it/s] 79/299 4.07G 0.0297 0.01503 0.0005434 70 640: 2%|▏ | 1/56 [00:00<00:13, 4.07it/s] 79/299 4.07G 0.03043 0.0189 0.0004264 120 640: 2%|▏ | 1/56 [00:00<00:13, 4.07it/s] 79/299 4.07G 0.03043 0.0189 0.0004264 120 640: 4%|▎ | 2/56 [00:00<00:13, 3.97it/s] 79/299 4.07G 0.02934 0.01974 0.0006572 99 640: 4%|▎ | 2/56 [00:42<00:13, 3.97it/s] 79/299 4.07G 0.02934 0.01974 0.0006572 99 640: 5%|▌ | 3/56 [00:42<16:54, 19.14s/it] 79/299 4.07G 0.0288 0.01966 0.0005621 112 640: 5%|▌ | 3/56 [00:42<16:54, 19.14s/it] 79/299 4.07G 0.0288 0.01966 0.0005621 112 640: 7%|▋ | 4/56 [00:42<10:06, 11.67s/it] 79/299 4.07G 0.02817 0.01932 0.0005211 128 640: 7%|▋ | 4/56 [00:42<10:06, 11.67s/it] 79/299 4.07G 0.02817 0.01932 0.0005211 128 640: 9%|▉ | 5/56 [00:42<06:24, 7.54s/it] 79/299 4.07G 0.0284 0.02038 0.0005052 181 640: 9%|▉ | 5/56 [00:42<06:24, 7.54s/it] 79/299 4.07G 0.0284 0.02038 0.0005052 181 640: 11%|█ | 6/56 [00:42<04:12, 5.06s/it] 79/299 4.07G 0.02846 0.02067 0.0005014 132 640: 11%|█ | 6/56 [00:43<04:12, 5.06s/it] 79/299 4.07G 0.02846 0.02067 0.0005014 132 640: 12%|█▎ | 7/56 [00:43<02:50, 3.47s/it] 79/299 4.07G 0.02857 0.02099 0.0004732 153 640: 12%|█▎ | 7/56 [00:43<02:50, 3.47s/it] 79/299 4.07G 0.02857 0.02099 0.0004732 153 640: 14%|█▍ | 8/56 [00:43<01:56, 2.44s/it] 79/299 4.07G 0.02863 0.02205 0.0004623 190 640: 14%|█▍ | 8/56 [00:43<01:56, 2.44s/it] 79/299 4.07G 0.02863 0.02205 0.0004623 190 640: 16%|█▌ | 9/56 [00:43<01:21, 1.74s/it] 79/299 4.07G 0.02865 0.02209 0.0004539 139 640: 16%|█▌ | 9/56 [00:43<01:21, 1.74s/it] 79/299 4.07G 0.02865 0.02209 0.0004539 139 640: 18%|█▊ | 10/56 [00:43<00:58, 1.28s/it] 79/299 4.07G 0.02868 0.02213 0.000439 131 640: 18%|█▊ | 10/56 [01:15<00:58, 1.28s/it] 79/299 4.07G 0.02868 0.02213 0.000439 131 640: 20%|█▉ | 11/56 [01:15<08:02, 10.72s/it] 79/299 4.07G 0.02872 0.02239 0.0004323 147 640: 20%|█▉ | 11/56 [01:16<08:02, 10.72s/it] 79/299 4.07G 0.02872 0.02239 0.0004323 147 640: 21%|██▏ | 12/56 [01:16<05:31, 7.53s/it] 79/299 4.07G 0.02881 0.0227 0.000417 140 640: 21%|██▏ | 12/56 [01:16<05:31, 7.53s/it] 79/299 4.07G 0.02881 0.0227 0.000417 140 640: 23%|██▎ | 13/56 [01:16<03:48, 5.31s/it] 79/299 4.07G 0.02903 0.02271 0.0004078 148 640: 23%|██▎ | 13/56 [01:16<03:48, 5.31s/it] 79/299 4.07G 0.02903 0.02271 0.0004078 148 640: 25%|██▌ | 14/56 [01:16<02:38, 3.78s/it] 79/299 4.07G 0.02902 0.02267 0.0003978 167 640: 25%|██▌ | 14/56 [01:16<02:38, 3.78s/it] 79/299 4.07G 0.02902 0.02267 0.0003978 167 640: 27%|██▋ | 15/56 [01:16<01:51, 2.71s/it] 79/299 4.07G 0.02909 0.02305 0.0003991 151 640: 27%|██▋ | 15/56 [01:16<01:51, 2.71s/it] 79/299 4.07G 0.02909 0.02305 0.0003991 151 640: 29%|██▊ | 16/56 [01:16<01:18, 1.96s/it] 79/299 4.07G 0.02902 0.02274 0.0003915 110 640: 29%|██▊ | 16/56 [01:17<01:18, 1.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.39it/s]
all 98 501 0.62 0.536 0.535 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 80/299 4.07G 0.02732 0.02584 0.0003572 138 640: 0%| | 0/56 [00:00<?, ?it/s] 80/299 4.07G 0.02732 0.02584 0.0003572 138 640: 2%|▏ | 1/56 [00:00<00:13, 4.18it/s] 80/299 4.07G 0.02785 0.02388 0.0003049 108 640: 2%|▏ | 1/56 [00:00<00:13, 4.18it/s] 80/299 4.07G 0.02785 0.02388 0.0003049 108 640: 4%|▎ | 2/56 [00:00<00:13, 4.00it/s] 80/299 4.07G 0.02784 0.02289 0.0003264 125 640: 4%|▎ | 2/56 [00:32<00:13, 4.00it/s] 80/299 4.07G 0.02784 0.02289 0.0003264 125 640: 5%|▌ | 3/56 [00:32<12:53, 14.59s/it] 80/299 4.07G 0.02737 0.02232 0.0004122 125 640: 5%|▌ | 3/56 [00:32<12:53, 14.59s/it] 80/299 4.07G 0.02737 0.02232 0.0004122 125 640: 7%|▋ | 4/56 [00:32<07:44, 8.93s/it] 80/299 4.07G 0.02746 0.02246 0.0004148 111 640: 7%|▋ | 4/56 [00:32<07:44, 8.93s/it] 80/299 4.07G 0.02746 0.02246 0.0004148 111 640: 9%|▉ | 5/56 [00:32<04:55, 5.79s/it] 80/299 4.07G 0.02753 0.02237 0.0003991 151 640: 9%|▉ | 5/56 [00:32<04:55, 5.79s/it] 80/299 4.07G 0.02753 0.02237 0.0003991 151 640: 11%|█ | 6/56 [00:32<03:15, 3.91s/it] 80/299 4.07G 0.02709 0.02215 0.0003771 126 640: 11%|█ | 6/56 [00:33<03:15, 3.91s/it] 80/299 4.07G 0.02709 0.02215 0.0003771 126 640: 12%|█▎ | 7/56 [00:33<02:12, 2.70s/it] 80/299 4.07G 0.02728 0.02175 0.0003783 82 640: 12%|█▎ | 7/56 [00:33<02:12, 2.70s/it] 80/299 4.07G 0.02728 0.02175 0.0003783 82 640: 14%|█▍ | 8/56 [00:33<01:31, 1.91s/it] 80/299 4.07G 0.02699 0.02164 0.0003683 133 640: 14%|█▍ | 8/56 [00:33<01:31, 1.91s/it] 80/299 4.07G 0.02699 0.02164 0.0003683 133 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 80/299 4.07G 0.02719 0.02191 0.0003578 148 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 80/299 4.07G 0.02719 0.02191 0.0003578 148 640: 18%|█▊ | 10/56 [00:33<00:47, 1.03s/it] 80/299 4.07G 0.0274 0.02267 0.0003609 188 640: 18%|█▊ | 10/56 [01:05<00:47, 1.03s/it] 80/299 4.07G 0.0274 0.02267 0.0003609 188 640: 20%|█▉ | 11/56 [01:05<07:50, 10.45s/it] 80/299 4.07G 0.02749 0.02261 0.0003651 132 640: 20%|█▉ | 11/56 [01:05<07:50, 10.45s/it] 80/299 4.07G 0.02749 0.02261 0.0003651 132 640: 21%|██▏ | 12/56 [01:05<05:22, 7.34s/it] 80/299 4.07G 0.02784 0.02266 0.0004151 152 640: 21%|██▏ | 12/56 [01:06<05:22, 7.34s/it] 80/299 4.07G 0.02784 0.02266 0.0004151 152 640: 23%|██▎ | 13/56 [01:06<03:42, 5.18s/it] 80/299 4.07G 0.0279 0.02264 0.0004037 136 640: 23%|██▎ | 13/56 [01:06<03:42, 5.18s/it] 80/299 4.07G 0.0279 0.02264 0.0004037 136 640: 25%|██▌ | 14/56 [01:06<02:35, 3.69s/it] 80/299 4.07G 0.02784 0.02276 0.0004562 119 640: 25%|██▌ | 14/56 [01:06<02:35, 3.69s/it] 80/299 4.07G 0.02784 0.02276 0.0004562 119 640: 27%|██▋ | 15/56 [01:06<01:48, 2.64s/it] 80/299 4.07G 0.028 0.02279 0.0004529 141 640: 27%|██▋ | 15/56 [01:06<01:48, 2.64s/it] 80/299 4.07G 0.028 0.02279 0.0004529 141 640: 29%|██▊ | 16/56 [01:06<01:16, 1.91s/it] 80/299 4.07G 0.028 0.02277 0.0004512 147 640: 29%|██▊ | 16/56 [01:06<01:16, 1.91s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.41it/s]
all 98 501 0.628 0.526 0.549 0.28
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 81/299 4.07G 0.02816 0.01579 0.0006038 97 640: 0%| | 0/56 [00:00<?, ?it/s] 81/299 4.07G 0.02816 0.01579 0.0006038 97 640: 2%|▏ | 1/56 [00:00<00:14, 3.89it/s] 81/299 4.07G 0.0294 0.01832 0.0005229 93 640: 2%|▏ | 1/56 [00:00<00:14, 3.89it/s] 81/299 4.07G 0.0294 0.01832 0.0005229 93 640: 4%|▎ | 2/56 [00:00<00:13, 3.86it/s] 81/299 4.07G 0.02826 0.01934 0.000436 129 640: 4%|▎ | 2/56 [00:32<00:13, 3.86it/s] 81/299 4.07G 0.02826 0.01934 0.000436 129 640: 5%|▌ | 3/56 [00:32<12:50, 14.54s/it] 81/299 4.07G 0.02874 0.0202 0.0003942 121 640: 5%|▌ | 3/56 [00:32<12:50, 14.54s/it] 81/299 4.07G 0.02874 0.0202 0.0003942 121 640: 7%|▋ | 4/56 [00:32<07:42, 8.89s/it] 81/299 4.07G 0.02898 0.02064 0.0004963 113 640: 7%|▋ | 4/56 [00:32<07:42, 8.89s/it] 81/299 4.07G 0.02898 0.02064 0.0004963 113 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 81/299 4.07G 0.02916 0.02158 0.0004704 137 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 81/299 4.07G 0.02916 0.02158 0.0004704 137 640: 11%|█ | 6/56 [00:32<03:14, 3.89s/it] 81/299 4.07G 0.02922 0.0224 0.0004545 178 640: 11%|█ | 6/56 [00:32<03:14, 3.89s/it] 81/299 4.07G 0.02922 0.0224 0.0004545 178 640: 12%|█▎ | 7/56 [00:32<02:11, 2.69s/it] 81/299 4.07G 0.02949 0.02223 0.0004331 128 640: 12%|█▎ | 7/56 [00:33<02:11, 2.69s/it] 81/299 4.07G 0.02949 0.02223 0.0004331 128 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 81/299 4.07G 0.0296 0.02327 0.0004228 177 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 81/299 4.07G 0.0296 0.02327 0.0004228 177 640: 16%|█▌ | 9/56 [00:33<01:04, 1.37s/it] 81/299 4.07G 0.02936 0.0237 0.0004069 176 640: 16%|█▌ | 9/56 [00:33<01:04, 1.37s/it] 81/299 4.07G 0.02936 0.0237 0.0004069 176 640: 18%|█▊ | 10/56 [00:33<00:46, 1.02s/it] 81/299 4.07G 0.02958 0.02404 0.0004234 165 640: 18%|█▊ | 10/56 [01:05<00:46, 1.02s/it] 81/299 4.07G 0.02958 0.02404 0.0004234 165 640: 20%|█▉ | 11/56 [01:05<07:57, 10.60s/it] 81/299 4.07G 0.02944 0.02371 0.0004164 105 640: 20%|█▉ | 11/56 [01:06<07:57, 10.60s/it] 81/299 4.07G 0.02944 0.02371 0.0004164 105 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 81/299 4.07G 0.02936 0.02398 0.0004094 164 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 81/299 4.07G 0.02936 0.02398 0.0004094 164 640: 23%|██▎ | 13/56 [01:06<03:45, 5.25s/it] 81/299 4.07G 0.02935 0.02381 0.0003974 113 640: 23%|██▎ | 13/56 [01:06<03:45, 5.25s/it] 81/299 4.07G 0.02935 0.02381 0.0003974 113 640: 25%|██▌ | 14/56 [01:06<02:37, 3.74s/it] 81/299 4.07G 0.02911 0.02367 0.0003957 110 640: 25%|██▌ | 14/56 [01:06<02:37, 3.74s/it] 81/299 4.07G 0.02911 0.02367 0.0003957 110 640: 27%|██▋ | 15/56 [01:06<01:49, 2.68s/it] 81/299 4.07G 0.02909 0.02364 0.0004005 120 640: 27%|██▋ | 15/56 [01:07<01:49, 2.68s/it] 81/299 4.07G 0.02909 0.02364 0.0004005 120 640: 29%|██▊ | 16/56 [01:07<01:17, 1.94s/it] 81/299 4.07G 0.02901 0.02357 0.0004142 125 640: 29%|██▊ | 16/56 [01:07<01:17, 1.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.36it/s]
all 98 501 0.641 0.488 0.518 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 82/299 4.07G 0.03172 0.02462 0.0004885 139 640: 0%| | 0/56 [00:00<?, ?it/s] 82/299 4.07G 0.03172 0.02462 0.0004885 139 640: 2%|▏ | 1/56 [00:00<00:12, 4.49it/s] 82/299 4.07G 0.03077 0.02484 0.000381 133 640: 2%|▏ | 1/56 [00:00<00:12, 4.49it/s] 82/299 4.07G 0.03077 0.02484 0.000381 133 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 82/299 4.07G 0.03018 0.02434 0.0004204 114 640: 4%|▎ | 2/56 [00:32<00:13, 4.12it/s] 82/299 4.07G 0.03018 0.02434 0.0004204 114 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 82/299 4.07G 0.02993 0.02418 0.0004099 149 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 82/299 4.07G 0.02993 0.02418 0.0004099 149 640: 7%|▋ | 4/56 [00:32<07:50, 9.04s/it] 82/299 4.07G 0.02943 0.02398 0.0003962 137 640: 7%|▋ | 4/56 [00:33<07:50, 9.04s/it] 82/299 4.07G 0.02943 0.02398 0.0003962 137 640: 9%|▉ | 5/56 [00:33<04:58, 5.86s/it] 82/299 4.07G 0.0294 0.02476 0.0003867 145 640: 9%|▉ | 5/56 [00:38<04:58, 5.86s/it] 82/299 4.07G 0.0294 0.02476 0.0003867 145 640: 11%|█ | 6/56 [00:38<04:47, 5.75s/it] 82/299 4.07G 0.02895 0.02428 0.0003837 143 640: 11%|█ | 6/56 [00:38<04:47, 5.75s/it] 82/299 4.07G 0.02895 0.02428 0.0003837 143 640: 12%|█▎ | 7/56 [00:38<03:13, 3.94s/it] 82/299 4.07G 0.02906 0.02386 0.0003751 112 640: 12%|█▎ | 7/56 [00:39<03:13, 3.94s/it] 82/299 4.07G 0.02906 0.02386 0.0003751 112 640: 14%|█▍ | 8/56 [00:39<02:12, 2.75s/it] 82/299 4.07G 0.02896 0.02343 0.0003692 119 640: 14%|█▍ | 8/56 [00:39<02:12, 2.75s/it] 82/299 4.07G 0.02896 0.02343 0.0003692 119 640: 16%|█▌ | 9/56 [00:39<01:32, 1.96s/it] 82/299 4.07G 0.02879 0.02322 0.0004013 127 640: 16%|█▌ | 9/56 [00:39<01:32, 1.96s/it] 82/299 4.07G 0.02879 0.02322 0.0004013 127 640: 18%|█▊ | 10/56 [00:39<01:05, 1.43s/it] 82/299 4.07G 0.02877 0.02313 0.0003928 148 640: 18%|█▊ | 10/56 [01:06<01:05, 1.43s/it] 82/299 4.07G 0.02877 0.02313 0.0003928 148 640: 20%|█▉ | 11/56 [01:06<06:52, 9.18s/it] 82/299 4.07G 0.02863 0.02279 0.0003856 118 640: 20%|█▉ | 11/56 [01:06<06:52, 9.18s/it] 82/299 4.07G 0.02863 0.02279 0.0003856 118 640: 21%|██▏ | 12/56 [01:06<04:43, 6.45s/it] 82/299 4.07G 0.02859 0.02264 0.0004024 114 640: 21%|██▏ | 12/56 [01:06<04:43, 6.45s/it] 82/299 4.07G 0.02859 0.02264 0.0004024 114 640: 23%|██▎ | 13/56 [01:06<03:16, 4.56s/it] 82/299 4.07G 0.02869 0.02299 0.0004097 198 640: 23%|██▎ | 13/56 [01:12<03:16, 4.56s/it] 82/299 4.07G 0.02869 0.02299 0.0004097 198 640: 25%|██▌ | 14/56 [01:12<03:24, 4.87s/it] 82/299 4.07G 0.02864 0.02268 0.0004024 112 640: 25%|██▌ | 14/56 [01:12<03:24, 4.87s/it] 82/299 4.07G 0.02864 0.02268 0.0004024 112 640: 27%|██▋ | 15/56 [01:12<02:22, 3.47s/it] 82/299 4.07G 0.0287 0.02284 0.0004104 146 640: 27%|██▋ | 15/56 [01:12<02:22, 3.47s/it] 82/299 4.07G 0.0287 0.02284 0.0004104 146 640: 29%|██▊ | 16/56 [01:12<01:39, 2.49s/it] 82/299 4.07G 0.02864 0.02266 0.0004071 118 640: 29%|██▊ | 16/56 [01:12<01:39, 2.49s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.651 0.5 0.541 0.282
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 83/299 4.07G 0.0262 0.02017 0.0006372 118 640: 0%| | 0/56 [00:00<?, ?it/s] 83/299 4.07G 0.0262 0.02017 0.0006372 118 640: 2%|▏ | 1/56 [00:00<00:23, 2.32it/s] 83/299 4.07G 0.02607 0.0239 0.0005885 172 640: 2%|▏ | 1/56 [00:00<00:23, 2.32it/s] 83/299 4.07G 0.02607 0.0239 0.0005885 172 640: 4%|▎ | 2/56 [00:00<00:17, 3.05it/s] 83/299 4.07G 0.02575 0.02351 0.0006877 127 640: 4%|▎ | 2/56 [00:37<00:17, 3.05it/s] 83/299 4.07G 0.02575 0.02351 0.0006877 127 640: 5%|▌ | 3/56 [00:37<15:03, 17.04s/it] 83/299 4.07G 0.02612 0.02326 0.000576 151 640: 5%|▌ | 3/56 [00:37<15:03, 17.04s/it] 83/299 4.07G 0.02612 0.02326 0.000576 151 640: 7%|▋ | 4/56 [00:37<09:00, 10.40s/it] 83/299 4.07G 0.02585 0.02315 0.0005513 153 640: 7%|▋ | 4/56 [00:38<09:00, 10.40s/it] 83/299 4.07G 0.02585 0.02315 0.0005513 153 640: 9%|▉ | 5/56 [00:38<05:43, 6.73s/it] 83/299 4.07G 0.0256 0.02329 0.0005178 175 640: 9%|▉ | 5/56 [00:38<05:43, 6.73s/it] 83/299 4.07G 0.0256 0.02329 0.0005178 175 640: 11%|█ | 6/56 [00:38<03:46, 4.53s/it] 83/299 4.07G 0.02579 0.02316 0.0005338 169 640: 11%|█ | 6/56 [00:38<03:46, 4.53s/it] 83/299 4.07G 0.02579 0.02316 0.0005338 169 640: 12%|█▎ | 7/56 [00:38<02:32, 3.12s/it] 83/299 4.07G 0.02597 0.02293 0.0005294 111 640: 12%|█▎ | 7/56 [00:38<02:32, 3.12s/it] 83/299 4.07G 0.02597 0.02293 0.0005294 111 640: 14%|█▍ | 8/56 [00:38<01:45, 2.19s/it] 83/299 4.07G 0.02618 0.02252 0.0005156 115 640: 14%|█▍ | 8/56 [00:38<01:45, 2.19s/it] 83/299 4.07G 0.02618 0.02252 0.0005156 115 640: 16%|█▌ | 9/56 [00:38<01:13, 1.57s/it] 83/299 4.07G 0.02646 0.02269 0.0004911 148 640: 16%|█▌ | 9/56 [00:39<01:13, 1.57s/it] 83/299 4.07G 0.02646 0.02269 0.0004911 148 640: 18%|█▊ | 10/56 [00:39<00:53, 1.17s/it] 83/299 4.07G 0.02697 0.02276 0.0004761 150 640: 18%|█▊ | 10/56 [01:11<00:53, 1.17s/it] 83/299 4.07G 0.02697 0.02276 0.0004761 150 640: 20%|█▉ | 11/56 [01:11<08:03, 10.76s/it] 83/299 4.07G 0.02702 0.02293 0.0004707 187 640: 20%|█▉ | 11/56 [01:11<08:03, 10.76s/it] 83/299 4.07G 0.02702 0.02293 0.0004707 187 640: 21%|██▏ | 12/56 [01:11<05:32, 7.55s/it] 83/299 4.07G 0.02712 0.02288 0.0004537 121 640: 21%|██▏ | 12/56 [01:12<05:32, 7.55s/it] 83/299 4.07G 0.02712 0.02288 0.0004537 121 640: 23%|██▎ | 13/56 [01:12<03:49, 5.33s/it] 83/299 4.07G 0.02732 0.02323 0.0004802 195 640: 23%|██▎ | 13/56 [01:12<03:49, 5.33s/it] 83/299 4.07G 0.02732 0.02323 0.0004802 195 640: 25%|██▌ | 14/56 [01:12<02:39, 3.79s/it] 83/299 4.07G 0.02726 0.02305 0.0004881 157 640: 25%|██▌ | 14/56 [01:12<02:39, 3.79s/it] 83/299 4.07G 0.02726 0.02305 0.0004881 157 640: 27%|██▋ | 15/56 [01:12<01:51, 2.72s/it] 83/299 4.07G 0.02713 0.02329 0.0004738 185 640: 27%|██▋ | 15/56 [01:12<01:51, 2.72s/it] 83/299 4.07G 0.02713 0.02329 0.0004738 185 640: 29%|██▊ | 16/56 [01:12<01:18, 1.97s/it] 83/299 4.07G 0.02716 0.02361 0.000461 188 640: 29%|██▊ | 16/56 [01:13<01:18, 1.97s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.588 0.471 0.479 0.247
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 84/299 4.07G 0.02589 0.0201 0.0008544 130 640: 0%| | 0/56 [00:00<?, ?it/s] 84/299 4.07G 0.02589 0.0201 0.0008544 130 640: 2%|▏ | 1/56 [00:00<00:12, 4.46it/s] 84/299 4.07G 0.02707 0.02357 0.0006481 189 640: 2%|▏ | 1/56 [00:00<00:12, 4.46it/s] 84/299 4.07G 0.02707 0.02357 0.0006481 189 640: 4%|▎ | 2/56 [00:00<00:13, 4.11it/s] 84/299 4.07G 0.02663 0.02312 0.0005563 139 640: 4%|▎ | 2/56 [00:42<00:13, 4.11it/s] 84/299 4.07G 0.02663 0.02312 0.0005563 139 640: 5%|▌ | 3/56 [00:42<17:10, 19.44s/it] 84/299 4.07G 0.02666 0.02345 0.0005474 146 640: 5%|▌ | 3/56 [00:42<17:10, 19.44s/it] 84/299 4.07G 0.02666 0.02345 0.0005474 146 640: 7%|▋ | 4/56 [00:42<10:16, 11.85s/it] 84/299 4.07G 0.02661 0.02318 0.0005386 120 640: 7%|▋ | 4/56 [00:43<10:16, 11.85s/it] 84/299 4.07G 0.02661 0.02318 0.0005386 120 640: 9%|▉ | 5/56 [00:43<06:30, 7.65s/it] 84/299 4.07G 0.02691 0.02312 0.0004974 132 640: 9%|▉ | 5/56 [00:43<06:30, 7.65s/it] 84/299 4.07G 0.02691 0.02312 0.0004974 132 640: 11%|█ | 6/56 [00:43<04:16, 5.13s/it] 84/299 4.07G 0.02699 0.02259 0.0005164 91 640: 11%|█ | 6/56 [00:43<04:16, 5.13s/it] 84/299 4.07G 0.02699 0.02259 0.0005164 91 640: 12%|█▎ | 7/56 [00:43<02:52, 3.52s/it] 84/299 4.07G 0.02687 0.02251 0.0005597 138 640: 12%|█▎ | 7/56 [00:43<02:52, 3.52s/it] 84/299 4.07G 0.02687 0.02251 0.0005597 138 640: 14%|█▍ | 8/56 [00:43<01:58, 2.47s/it] 84/299 4.07G 0.02679 0.02239 0.0005343 149 640: 14%|█▍ | 8/56 [00:44<01:58, 2.47s/it] 84/299 4.07G 0.02679 0.02239 0.0005343 149 640: 16%|█▌ | 9/56 [00:44<01:22, 1.76s/it] 84/299 4.07G 0.02708 0.02286 0.0005075 165 640: 16%|█▌ | 9/56 [00:44<01:22, 1.76s/it] 84/299 4.07G 0.02708 0.02286 0.0005075 165 640: 18%|█▊ | 10/56 [00:44<00:59, 1.29s/it] 84/299 4.07G 0.02725 0.02277 0.0004835 134 640: 18%|█▊ | 10/56 [01:16<00:59, 1.29s/it] 84/299 4.07G 0.02725 0.02277 0.0004835 134 640: 20%|█▉ | 11/56 [01:16<08:04, 10.76s/it] 84/299 4.07G 0.02718 0.02274 0.0004703 166 640: 20%|█▉ | 11/56 [01:16<08:04, 10.76s/it] 84/299 4.07G 0.02718 0.02274 0.0004703 166 640: 21%|██▏ | 12/56 [01:16<05:32, 7.55s/it] 84/299 4.07G 0.02734 0.02293 0.0004583 147 640: 21%|██▏ | 12/56 [01:17<05:32, 7.55s/it] 84/299 4.07G 0.02734 0.02293 0.0004583 147 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 84/299 4.07G 0.02745 0.02272 0.0004443 106 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 84/299 4.07G 0.02745 0.02272 0.0004443 106 640: 25%|██▌ | 14/56 [01:17<02:39, 3.81s/it] 84/299 4.07G 0.02776 0.02274 0.0004336 118 640: 25%|██▌ | 14/56 [01:17<02:39, 3.81s/it] 84/299 4.07G 0.02776 0.02274 0.0004336 118 640: 27%|██▋ | 15/56 [01:17<01:51, 2.72s/it] 84/299 4.07G 0.0281 0.02281 0.000424 143 640: 27%|██▋ | 15/56 [01:17<01:51, 2.72s/it] 84/299 4.07G 0.0281 0.02281 0.000424 143 640: 29%|██▊ | 16/56 [01:17<01:18, 1.97s/it] 84/299 4.07G 0.02827 0.0228 0.0004185 151 640: 29%|██▊ | 16/56 [01:17<01:18, 1.97s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.91it/s]
all 98 501 0.62 0.53 0.544 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 85/299 4.07G 0.03204 0.02369 0.0003735 156 640: 0%| | 0/56 [00:00<?, ?it/s] 85/299 4.07G 0.03204 0.02369 0.0003735 156 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 85/299 4.07G 0.02943 0.0228 0.0003157 121 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 85/299 4.07G 0.02943 0.0228 0.0003157 121 640: 4%|▎ | 2/56 [00:00<00:21, 2.52it/s] 85/299 4.07G 0.02785 0.02164 0.0002994 101 640: 4%|▎ | 2/56 [00:31<00:21, 2.52it/s] 85/299 4.07G 0.02785 0.02164 0.0002994 101 640: 5%|▌ | 3/56 [00:31<12:42, 14.39s/it] 85/299 4.07G 0.02753 0.02275 0.0002989 151 640: 5%|▌ | 3/56 [00:32<12:42, 14.39s/it] 85/299 4.07G 0.02753 0.02275 0.0002989 151 640: 7%|▋ | 4/56 [00:32<07:37, 8.80s/it] 85/299 4.07G 0.02732 0.02287 0.0004073 136 640: 7%|▋ | 4/56 [00:32<07:37, 8.80s/it] 85/299 4.07G 0.02732 0.02287 0.0004073 136 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 85/299 4.07G 0.02698 0.02313 0.0003858 155 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 85/299 4.07G 0.02698 0.02313 0.0003858 155 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 85/299 4.07G 0.0271 0.02317 0.000402 186 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 85/299 4.07G 0.0271 0.02317 0.000402 186 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 85/299 4.07G 0.02703 0.02336 0.0004 146 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 85/299 4.07G 0.02703 0.02336 0.0004 146 640: 14%|█▍ | 8/56 [00:32<01:30, 1.88s/it] 85/299 4.07G 0.0274 0.02312 0.0003911 153 640: 14%|█▍ | 8/56 [00:33<01:30, 1.88s/it] 85/299 4.07G 0.0274 0.02312 0.0003911 153 640: 16%|█▌ | 9/56 [00:33<01:03, 1.36s/it] 85/299 4.07G 0.02744 0.02271 0.0004439 125 640: 16%|█▌ | 9/56 [00:33<01:03, 1.36s/it] 85/299 4.07G 0.02744 0.02271 0.0004439 125 640: 18%|█▊ | 10/56 [00:33<00:46, 1.02s/it] 85/299 4.07G 0.0273 0.02214 0.0004284 90 640: 18%|█▊ | 10/56 [01:06<00:46, 1.02s/it] 85/299 4.07G 0.0273 0.02214 0.0004284 90 640: 20%|█▉ | 11/56 [01:06<08:01, 10.71s/it] 85/299 4.07G 0.02724 0.02224 0.0004143 117 640: 20%|█▉ | 11/56 [01:06<08:01, 10.71s/it] 85/299 4.07G 0.02724 0.02224 0.0004143 117 640: 21%|██▏ | 12/56 [01:06<05:30, 7.52s/it] 85/299 4.07G 0.02719 0.02221 0.0004048 137 640: 21%|██▏ | 12/56 [01:06<05:30, 7.52s/it] 85/299 4.07G 0.02719 0.02221 0.0004048 137 640: 23%|██▎ | 13/56 [01:06<03:48, 5.30s/it] 85/299 4.07G 0.02729 0.02193 0.0004015 132 640: 23%|██▎ | 13/56 [01:06<03:48, 5.30s/it] 85/299 4.07G 0.02729 0.02193 0.0004015 132 640: 25%|██▌ | 14/56 [01:06<02:38, 3.78s/it] 85/299 4.07G 0.02706 0.02207 0.0004033 129 640: 25%|██▌ | 14/56 [01:06<02:38, 3.78s/it] 85/299 4.07G 0.02706 0.02207 0.0004033 129 640: 27%|██▋ | 15/56 [01:06<01:50, 2.70s/it] 85/299 4.07G 0.02716 0.02209 0.0003982 122 640: 27%|██▋ | 15/56 [01:07<01:50, 2.70s/it] 85/299 4.07G 0.02716 0.02209 0.0003982 122 640: 29%|██▊ | 16/56 [01:07<01:18, 1.96s/it] 85/299 4.07G 0.02703 0.02201 0.0003923 124 640: 29%|██▊ | 16/56 [01:07<01:18, 1.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.28it/s]
all 98 501 0.604 0.483 0.516 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 86/299 4.07G 0.02757 0.01958 0.0005109 119 640: 0%| | 0/56 [00:00<?, ?it/s] 86/299 4.07G 0.02757 0.01958 0.0005109 119 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 86/299 4.07G 0.02783 0.0207 0.0003766 148 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 86/299 4.07G 0.02783 0.0207 0.0003766 148 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 86/299 4.07G 0.02757 0.02196 0.0003557 146 640: 4%|▎ | 2/56 [00:32<00:13, 4.14it/s] 86/299 4.07G 0.02757 0.02196 0.0003557 146 640: 5%|▌ | 3/56 [00:32<13:06, 14.84s/it] 86/299 4.07G 0.02798 0.02172 0.0003663 112 640: 5%|▌ | 3/56 [00:32<13:06, 14.84s/it] 86/299 4.07G 0.02798 0.02172 0.0003663 112 640: 7%|▋ | 4/56 [00:32<07:51, 9.06s/it] 86/299 4.07G 0.02813 0.0221 0.000383 144 640: 7%|▋ | 4/56 [00:33<07:51, 9.06s/it] 86/299 4.07G 0.02813 0.0221 0.000383 144 640: 9%|▉ | 5/56 [00:33<04:59, 5.87s/it] 86/299 4.07G 0.02802 0.0228 0.0003763 185 640: 9%|▉ | 5/56 [00:33<04:59, 5.87s/it] 86/299 4.07G 0.02802 0.0228 0.0003763 185 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 86/299 4.07G 0.02797 0.02266 0.0003781 157 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 86/299 4.07G 0.02797 0.02266 0.0003781 157 640: 12%|█▎ | 7/56 [00:33<02:13, 2.73s/it] 86/299 4.07G 0.02789 0.02235 0.0003608 102 640: 12%|█▎ | 7/56 [00:33<02:13, 2.73s/it] 86/299 4.07G 0.02789 0.02235 0.0003608 102 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 86/299 4.07G 0.0277 0.02293 0.0003541 142 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 86/299 4.07G 0.0277 0.02293 0.0003541 142 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 86/299 4.07G 0.02774 0.02301 0.0003846 146 640: 16%|█▌ | 9/56 [00:34<01:05, 1.39s/it] 86/299 4.07G 0.02774 0.02301 0.0003846 146 640: 18%|█▊ | 10/56 [00:34<00:47, 1.04s/it] 86/299 4.07G 0.02769 0.02317 0.0003734 178 640: 18%|█▊ | 10/56 [01:06<00:47, 1.04s/it] 86/299 4.07G 0.02769 0.02317 0.0003734 178 640: 20%|█▉ | 11/56 [01:06<08:01, 10.70s/it] 86/299 4.07G 0.0278 0.02333 0.0003706 197 640: 20%|█▉ | 11/56 [01:07<08:01, 10.70s/it] 86/299 4.07G 0.0278 0.02333 0.0003706 197 640: 21%|██▏ | 12/56 [01:07<05:30, 7.51s/it] 86/299 4.07G 0.02769 0.02323 0.0003633 181 640: 21%|██▏ | 12/56 [01:07<05:30, 7.51s/it] 86/299 4.07G 0.02769 0.02323 0.0003633 181 640: 23%|██▎ | 13/56 [01:07<03:47, 5.30s/it] 86/299 4.07G 0.02781 0.02321 0.0003569 123 640: 23%|██▎ | 13/56 [01:07<03:47, 5.30s/it] 86/299 4.07G 0.02781 0.02321 0.0003569 123 640: 25%|██▌ | 14/56 [01:07<02:38, 3.78s/it] 86/299 4.07G 0.02771 0.02331 0.00035 149 640: 25%|██▌ | 14/56 [01:07<02:38, 3.78s/it] 86/299 4.07G 0.02771 0.02331 0.00035 149 640: 27%|██▋ | 15/56 [01:07<01:50, 2.70s/it] 86/299 4.07G 0.02783 0.02332 0.0003446 132 640: 27%|██▋ | 15/56 [01:07<01:50, 2.70s/it] 86/299 4.07G 0.02783 0.02332 0.0003446 132 640: 29%|██▊ | 16/56 [01:07<01:18, 1.95s/it] 86/299 4.07G 0.02781 0.02305 0.0003372 115 640: 29%|██▊ | 16/56 [01:08<01:18, 1.95s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.633 0.494 0.528 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 87/299 4.07G 0.02638 0.02016 0.0002173 126 640: 0%| | 0/56 [00:00<?, ?it/s] 87/299 4.07G 0.02638 0.02016 0.0002173 126 640: 2%|▏ | 1/56 [00:00<00:14, 3.91it/s] 87/299 4.07G 0.02786 0.02256 0.0003389 136 640: 2%|▏ | 1/56 [00:00<00:14, 3.91it/s] 87/299 4.07G 0.02786 0.02256 0.0003389 136 640: 4%|▎ | 2/56 [00:00<00:14, 3.82it/s] 87/299 4.07G 0.02753 0.02311 0.0003537 148 640: 4%|▎ | 2/56 [00:39<00:14, 3.82it/s] 87/299 4.07G 0.02753 0.02311 0.0003537 148 640: 5%|▌ | 3/56 [00:39<15:56, 18.05s/it] 87/299 4.07G 0.02689 0.02185 0.0004992 103 640: 5%|▌ | 3/56 [00:39<15:56, 18.05s/it] 87/299 4.07G 0.02689 0.02185 0.0004992 103 640: 7%|▋ | 4/56 [00:39<09:32, 11.01s/it] 87/299 4.07G 0.02679 0.02179 0.0004575 140 640: 7%|▋ | 4/56 [00:40<09:32, 11.01s/it] 87/299 4.07G 0.02679 0.02179 0.0004575 140 640: 9%|▉ | 5/56 [00:40<06:02, 7.12s/it] 87/299 4.07G 0.02683 0.02106 0.000423 92 640: 9%|▉ | 5/56 [00:40<06:02, 7.12s/it] 87/299 4.07G 0.02683 0.02106 0.000423 92 640: 11%|█ | 6/56 [00:40<03:58, 4.78s/it] 87/299 4.07G 0.02698 0.02138 0.0004171 142 640: 11%|█ | 6/56 [00:40<03:58, 4.78s/it] 87/299 4.07G 0.02698 0.02138 0.0004171 142 640: 12%|█▎ | 7/56 [00:40<02:41, 3.29s/it] 87/299 4.07G 0.02721 0.02224 0.0004334 165 640: 12%|█▎ | 7/56 [00:40<02:41, 3.29s/it] 87/299 4.07G 0.02721 0.02224 0.0004334 165 640: 14%|█▍ | 8/56 [00:40<01:50, 2.31s/it] 87/299 4.07G 0.02712 0.02198 0.0004104 123 640: 14%|█▍ | 8/56 [00:41<01:50, 2.31s/it] 87/299 4.07G 0.02712 0.02198 0.0004104 123 640: 16%|█▌ | 9/56 [00:41<01:17, 1.65s/it] 87/299 4.07G 0.02714 0.0225 0.0003927 176 640: 16%|█▌ | 9/56 [00:41<01:17, 1.65s/it] 87/299 4.07G 0.02714 0.0225 0.0003927 176 640: 18%|█▊ | 10/56 [00:41<00:56, 1.22s/it] 87/299 4.07G 0.02711 0.0228 0.0003918 151 640: 18%|█▊ | 10/56 [01:13<00:56, 1.22s/it] 87/299 4.07G 0.02711 0.0228 0.0003918 151 640: 20%|█▉ | 11/56 [01:13<08:06, 10.80s/it] 87/299 4.07G 0.02732 0.02291 0.0003787 191 640: 20%|█▉ | 11/56 [01:14<08:06, 10.80s/it] 87/299 4.07G 0.02732 0.02291 0.0003787 191 640: 21%|██▏ | 12/56 [01:14<05:33, 7.58s/it] 87/299 4.07G 0.02744 0.02282 0.0003722 141 640: 21%|██▏ | 12/56 [01:14<05:33, 7.58s/it] 87/299 4.07G 0.02744 0.02282 0.0003722 141 640: 23%|██▎ | 13/56 [01:14<03:50, 5.35s/it] 87/299 4.07G 0.02732 0.0226 0.0003712 149 640: 23%|██▎ | 13/56 [01:14<03:50, 5.35s/it] 87/299 4.07G 0.02732 0.0226 0.0003712 149 640: 25%|██▌ | 14/56 [01:14<02:40, 3.81s/it] 87/299 4.07G 0.02738 0.02234 0.0003787 105 640: 25%|██▌ | 14/56 [01:14<02:40, 3.81s/it] 87/299 4.07G 0.02738 0.02234 0.0003787 105 640: 27%|██▋ | 15/56 [01:14<01:51, 2.73s/it] 87/299 4.07G 0.02759 0.02236 0.000371 141 640: 27%|██▋ | 15/56 [01:14<01:51, 2.73s/it] 87/299 4.07G 0.02759 0.02236 0.000371 141 640: 29%|██▊ | 16/56 [01:14<01:18, 1.97s/it] 87/299 4.07G 0.0276 0.02216 0.0003642 125 640: 29%|██▊ | 16/56 [01:15<01:18, 1.97s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.635 0.509 0.534 0.283
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 88/299 4.07G 0.02798 0.02308 0.0003461 136 640: 0%| | 0/56 [00:00<?, ?it/s] 88/299 4.07G 0.02798 0.02308 0.0003461 136 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 88/299 4.07G 0.02868 0.02274 0.0003243 137 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 88/299 4.07G 0.02868 0.02274 0.0003243 137 640: 4%|▎ | 2/56 [00:00<00:13, 4.15it/s] 88/299 4.07G 0.02851 0.02213 0.0002989 125 640: 4%|▎ | 2/56 [00:39<00:13, 4.15it/s] 88/299 4.07G 0.02851 0.02213 0.0002989 125 640: 5%|▌ | 3/56 [00:39<15:48, 17.89s/it] 88/299 4.07G 0.0278 0.02155 0.0004497 135 640: 5%|▌ | 3/56 [00:39<15:48, 17.89s/it] 88/299 4.07G 0.0278 0.02155 0.0004497 135 640: 7%|▋ | 4/56 [00:39<09:27, 10.91s/it] 88/299 4.07G 0.02693 0.02113 0.0004116 117 640: 7%|▋ | 4/56 [00:39<09:27, 10.91s/it] 88/299 4.07G 0.02693 0.02113 0.0004116 117 640: 9%|▉ | 5/56 [00:39<05:59, 7.05s/it] 88/299 4.07G 0.02683 0.02109 0.0004186 119 640: 9%|▉ | 5/56 [00:40<05:59, 7.05s/it] 88/299 4.07G 0.02683 0.02109 0.0004186 119 640: 11%|█ | 6/56 [00:40<03:56, 4.74s/it] 88/299 4.07G 0.0267 0.02142 0.0003924 135 640: 11%|█ | 6/56 [00:40<03:56, 4.74s/it] 88/299 4.07G 0.0267 0.02142 0.0003924 135 640: 12%|█▎ | 7/56 [00:40<02:39, 3.26s/it] 88/299 4.07G 0.0265 0.02144 0.0004001 145 640: 12%|█▎ | 7/56 [00:40<02:39, 3.26s/it] 88/299 4.07G 0.0265 0.02144 0.0004001 145 640: 14%|█▍ | 8/56 [00:40<01:49, 2.29s/it] 88/299 4.07G 0.02667 0.02168 0.0003856 133 640: 14%|█▍ | 8/56 [00:40<01:49, 2.29s/it] 88/299 4.07G 0.02667 0.02168 0.0003856 133 640: 16%|█▌ | 9/56 [00:40<01:17, 1.64s/it] 88/299 4.07G 0.02675 0.02127 0.0003758 103 640: 16%|█▌ | 9/56 [00:40<01:17, 1.64s/it] 88/299 4.07G 0.02675 0.02127 0.0003758 103 640: 18%|█▊ | 10/56 [00:40<00:55, 1.21s/it] 88/299 4.07G 0.02666 0.02142 0.0003686 131 640: 18%|█▊ | 10/56 [01:13<00:55, 1.21s/it] 88/299 4.07G 0.02666 0.02142 0.0003686 131 640: 20%|█▉ | 11/56 [01:13<08:03, 10.74s/it] 88/299 4.07G 0.02672 0.02195 0.000358 167 640: 20%|█▉ | 11/56 [01:13<08:03, 10.74s/it] 88/299 4.07G 0.02672 0.02195 0.000358 167 640: 21%|██▏ | 12/56 [01:13<05:31, 7.54s/it] 88/299 4.07G 0.02665 0.02173 0.0003525 120 640: 21%|██▏ | 12/56 [01:13<05:31, 7.54s/it] 88/299 4.07G 0.02665 0.02173 0.0003525 120 640: 23%|██▎ | 13/56 [01:13<03:48, 5.32s/it] 88/299 4.07G 0.02685 0.02213 0.0003528 178 640: 23%|██▎ | 13/56 [01:13<03:48, 5.32s/it] 88/299 4.07G 0.02685 0.02213 0.0003528 178 640: 25%|██▌ | 14/56 [01:13<02:38, 3.79s/it] 88/299 4.07G 0.0269 0.0223 0.0003589 136 640: 25%|██▌ | 14/56 [01:14<02:38, 3.79s/it] 88/299 4.07G 0.0269 0.0223 0.0003589 136 640: 27%|██▋ | 15/56 [01:14<01:51, 2.71s/it] 88/299 4.07G 0.02674 0.02222 0.0003564 157 640: 27%|██▋ | 15/56 [01:14<01:51, 2.71s/it] 88/299 4.07G 0.02674 0.02222 0.0003564 157 640: 29%|██▊ | 16/56 [01:14<01:18, 1.96s/it] 88/299 4.07G 0.02653 0.02195 0.0003592 123 640: 29%|██▊ | 16/56 [01:14<01:18, 1.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.91it/s]
all 98 501 0.622 0.493 0.508 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 89/299 4.07G 0.02473 0.01708 0.001345 102 640: 0%| | 0/56 [00:00<?, ?it/s] 89/299 4.07G 0.02473 0.01708 0.001345 102 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 89/299 4.07G 0.02617 0.01988 0.0008089 140 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 89/299 4.07G 0.02617 0.01988 0.0008089 140 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 89/299 4.07G 0.02674 0.02155 0.0007268 169 640: 4%|▎ | 2/56 [00:32<00:13, 4.12it/s] 89/299 4.07G 0.02674 0.02155 0.0007268 169 640: 5%|▌ | 3/56 [00:32<12:58, 14.69s/it] 89/299 4.07G 0.02666 0.02309 0.000638 161 640: 5%|▌ | 3/56 [00:32<12:58, 14.69s/it] 89/299 4.07G 0.02666 0.02309 0.000638 161 640: 7%|▋ | 4/56 [00:32<07:46, 8.98s/it] 89/299 4.07G 0.02719 0.02206 0.0005776 88 640: 7%|▋ | 4/56 [00:32<07:46, 8.98s/it] 89/299 4.07G 0.02719 0.02206 0.0005776 88 640: 9%|▉ | 5/56 [00:32<04:56, 5.82s/it] 89/299 4.07G 0.02701 0.0211 0.0005604 104 640: 9%|▉ | 5/56 [00:33<04:56, 5.82s/it] 89/299 4.07G 0.02701 0.0211 0.0005604 104 640: 11%|█ | 6/56 [00:33<03:15, 3.92s/it] 89/299 4.07G 0.02733 0.02158 0.0005357 133 640: 11%|█ | 6/56 [00:33<03:15, 3.92s/it] 89/299 4.07G 0.02733 0.02158 0.0005357 133 640: 12%|█▎ | 7/56 [00:33<02:12, 2.71s/it] 89/299 4.07G 0.02729 0.02201 0.0005108 158 640: 12%|█▎ | 7/56 [00:33<02:12, 2.71s/it] 89/299 4.07G 0.02729 0.02201 0.0005108 158 640: 14%|█▍ | 8/56 [00:33<01:31, 1.92s/it] 89/299 4.07G 0.02736 0.02213 0.0005102 129 640: 14%|█▍ | 8/56 [00:33<01:31, 1.92s/it] 89/299 4.07G 0.02736 0.02213 0.0005102 129 640: 16%|█▌ | 9/56 [00:33<01:05, 1.38s/it] 89/299 4.07G 0.02739 0.02223 0.0004935 167 640: 16%|█▌ | 9/56 [00:33<01:05, 1.38s/it] 89/299 4.07G 0.02739 0.02223 0.0004935 167 640: 18%|█▊ | 10/56 [00:33<00:47, 1.03s/it] 89/299 4.07G 0.02723 0.02197 0.0004842 134 640: 18%|█▊ | 10/56 [01:06<00:47, 1.03s/it] 89/299 4.07G 0.02723 0.02197 0.0004842 134 640: 20%|█▉ | 11/56 [01:06<07:57, 10.60s/it] 89/299 4.07G 0.02727 0.02207 0.0004708 169 640: 20%|█▉ | 11/56 [01:06<07:57, 10.60s/it] 89/299 4.07G 0.02727 0.02207 0.0004708 169 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 89/299 4.07G 0.02713 0.02181 0.0004627 119 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 89/299 4.07G 0.02713 0.02181 0.0004627 119 640: 23%|██▎ | 13/56 [01:06<03:45, 5.25s/it] 89/299 4.07G 0.02716 0.02176 0.0004648 137 640: 23%|██▎ | 13/56 [01:06<03:45, 5.25s/it] 89/299 4.07G 0.02716 0.02176 0.0004648 137 640: 25%|██▌ | 14/56 [01:06<02:37, 3.74s/it] 89/299 4.07G 0.02708 0.02202 0.0004511 154 640: 25%|██▌ | 14/56 [01:07<02:37, 3.74s/it] 89/299 4.07G 0.02708 0.02202 0.0004511 154 640: 27%|██▋ | 15/56 [01:07<01:49, 2.68s/it] 89/299 4.07G 0.02712 0.0219 0.0004526 138 640: 27%|██▋ | 15/56 [01:07<01:49, 2.68s/it] 89/299 4.07G 0.02712 0.0219 0.0004526 138 640: 29%|██▊ | 16/56 [01:07<01:17, 1.94s/it] 89/299 4.07G 0.02698 0.02169 0.0004472 109 640: 29%|██▊ | 16/56 [01:07<01:17, 1.94s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.46it/s]
all 98 501 0.529 0.528 0.505 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 90/299 4.07G 0.03352 0.02186 0.0004582 135 640: 0%| | 0/56 [00:00<?, ?it/s] 90/299 4.07G 0.03352 0.02186 0.0004582 135 640: 2%|▏ | 1/56 [00:00<00:12, 4.33it/s] 90/299 4.07G 0.03157 0.02139 0.0005346 120 640: 2%|▏ | 1/56 [00:00<00:12, 4.33it/s] 90/299 4.07G 0.03157 0.02139 0.0005346 120 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 90/299 4.07G 0.02966 0.02178 0.0004644 166 640: 4%|▎ | 2/56 [00:32<00:13, 4.07it/s] 90/299 4.07G 0.02966 0.02178 0.0004644 166 640: 5%|▌ | 3/56 [00:32<13:00, 14.72s/it] 90/299 4.07G 0.02921 0.0222 0.0004286 135 640: 5%|▌ | 3/56 [00:41<13:00, 14.72s/it] 90/299 4.07G 0.02921 0.0222 0.0004286 135 640: 7%|▋ | 4/56 [00:41<10:40, 12.31s/it] 90/299 4.07G 0.02848 0.02141 0.0004222 104 640: 7%|▋ | 4/56 [00:41<10:40, 12.31s/it] 90/299 4.07G 0.02848 0.02141 0.0004222 104 640: 9%|▉ | 5/56 [00:41<06:45, 7.95s/it] 90/299 4.07G 0.02844 0.02231 0.000402 159 640: 9%|▉ | 5/56 [00:41<06:45, 7.95s/it] 90/299 4.07G 0.02844 0.02231 0.000402 159 640: 11%|█ | 6/56 [00:41<04:26, 5.33s/it] 90/299 4.07G 0.02816 0.02163 0.0003838 113 640: 11%|█ | 6/56 [00:41<04:26, 5.33s/it] 90/299 4.07G 0.02816 0.02163 0.0003838 113 640: 12%|█▎ | 7/56 [00:41<02:59, 3.65s/it] 90/299 4.07G 0.02802 0.02146 0.0005317 146 640: 12%|█▎ | 7/56 [00:41<02:59, 3.65s/it] 90/299 4.07G 0.02802 0.02146 0.0005317 146 640: 14%|█▍ | 8/56 [00:41<02:02, 2.56s/it] 90/299 4.07G 0.02782 0.02112 0.000497 121 640: 14%|█▍ | 8/56 [00:42<02:02, 2.56s/it] 90/299 4.07G 0.02782 0.02112 0.000497 121 640: 16%|█▌ | 9/56 [00:42<01:25, 1.83s/it] 90/299 4.07G 0.02774 0.02081 0.0005036 101 640: 16%|█▌ | 9/56 [00:42<01:25, 1.83s/it] 90/299 4.07G 0.02774 0.02081 0.0005036 101 640: 18%|█▊ | 10/56 [00:42<01:01, 1.34s/it] 90/299 4.07G 0.02757 0.02096 0.0004802 174 640: 18%|█▊ | 10/56 [01:06<01:01, 1.34s/it] 90/299 4.07G 0.02757 0.02096 0.0004802 174 640: 20%|█▉ | 11/56 [01:06<06:07, 8.16s/it] 90/299 4.07G 0.02745 0.02142 0.0004694 181 640: 20%|█▉ | 11/56 [01:14<06:07, 8.16s/it] 90/299 4.07G 0.02745 0.02142 0.0004694 181 640: 21%|██▏ | 12/56 [01:14<06:03, 8.26s/it] 90/299 4.07G 0.02734 0.02154 0.0004631 154 640: 21%|██▏ | 12/56 [01:14<06:03, 8.26s/it] 90/299 4.07G 0.02734 0.02154 0.0004631 154 640: 23%|██▎ | 13/56 [01:14<04:10, 5.82s/it] 90/299 4.07G 0.02742 0.02142 0.0004592 129 640: 23%|██▎ | 13/56 [01:14<04:10, 5.82s/it] 90/299 4.07G 0.02742 0.02142 0.0004592 129 640: 25%|██▌ | 14/56 [01:14<02:53, 4.14s/it] 90/299 4.07G 0.02758 0.02158 0.0005285 130 640: 25%|██▌ | 14/56 [01:15<02:53, 4.14s/it] 90/299 4.07G 0.02758 0.02158 0.0005285 130 640: 27%|██▋ | 15/56 [01:15<02:01, 2.96s/it] 90/299 4.07G 0.02746 0.02129 0.0005135 104 640: 27%|██▋ | 15/56 [01:15<02:01, 2.96s/it] 90/299 4.07G 0.02746 0.02129 0.0005135 104 640: 29%|██▊ | 16/56 [01:15<01:25, 2.13s/it] 90/299 4.07G 0.02762 0.02137 0.0005091 113 640: 29%|██▊ | 16/56 [01:15<01:25, 2.13s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.604 0.513 0.519 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 91/299 4.07G 0.0301 0.02018 0.000261 112 640: 0%| | 0/56 [00:00<?, ?it/s] 91/299 4.07G 0.0301 0.02018 0.000261 112 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 91/299 4.07G 0.02895 0.02336 0.0002939 150 640: 2%|▏ | 1/56 [00:00<00:13, 3.95it/s] 91/299 4.07G 0.02895 0.02336 0.0002939 150 640: 4%|▎ | 2/56 [00:00<00:13, 3.93it/s] 91/299 4.07G 0.02847 0.02364 0.0003527 158 640: 4%|▎ | 2/56 [00:27<00:13, 3.93it/s] 91/299 4.07G 0.02847 0.02364 0.0003527 158 640: 5%|▌ | 3/56 [00:27<10:52, 12.31s/it] 91/299 4.07G 0.02875 0.02478 0.0003585 158 640: 5%|▌ | 3/56 [00:31<10:52, 12.31s/it] 91/299 4.07G 0.02875 0.02478 0.0003585 158 640: 7%|▋ | 4/56 [00:31<08:06, 9.35s/it] 91/299 4.07G 0.02802 0.02396 0.0003415 139 640: 7%|▋ | 4/56 [00:32<08:06, 9.35s/it] 91/299 4.07G 0.02802 0.02396 0.0003415 139 640: 9%|▉ | 5/56 [00:32<05:08, 6.05s/it] 91/299 4.07G 0.0278 0.02288 0.0003494 93 640: 9%|▉ | 5/56 [00:32<05:08, 6.05s/it] 91/299 4.07G 0.0278 0.02288 0.0003494 93 640: 11%|█ | 6/56 [00:32<03:24, 4.08s/it] 91/299 4.07G 0.02755 0.0227 0.0003395 125 640: 11%|█ | 6/56 [00:32<03:24, 4.08s/it] 91/299 4.07G 0.02755 0.0227 0.0003395 125 640: 12%|█▎ | 7/56 [00:32<02:18, 2.82s/it] 91/299 4.07G 0.02747 0.02243 0.0003333 147 640: 12%|█▎ | 7/56 [00:32<02:18, 2.82s/it] 91/299 4.07G 0.02747 0.02243 0.0003333 147 640: 14%|█▍ | 8/56 [00:32<01:35, 1.99s/it] 91/299 4.07G 0.02751 0.02308 0.0003304 158 640: 14%|█▍ | 8/56 [00:33<01:35, 1.99s/it] 91/299 4.07G 0.02751 0.02308 0.0003304 158 640: 16%|█▌ | 9/56 [00:33<01:07, 1.43s/it] 91/299 4.07G 0.02732 0.02293 0.0003226 143 640: 16%|█▌ | 9/56 [00:33<01:07, 1.43s/it] 91/299 4.07G 0.02732 0.02293 0.0003226 143 640: 18%|█▊ | 10/56 [00:33<00:49, 1.07s/it] 91/299 4.07G 0.02733 0.02298 0.0003365 178 640: 18%|█▊ | 10/56 [01:01<00:49, 1.07s/it] 91/299 4.07G 0.02733 0.02298 0.0003365 178 640: 20%|█▉ | 11/56 [01:01<07:04, 9.44s/it] 91/299 4.07G 0.02733 0.02322 0.0003313 186 640: 20%|█▉ | 11/56 [01:05<07:04, 9.44s/it] 91/299 4.07G 0.02733 0.02322 0.0003313 186 640: 21%|██▏ | 12/56 [01:05<05:43, 7.81s/it] 91/299 4.07G 0.02731 0.02312 0.0003359 152 640: 21%|██▏ | 12/56 [01:06<05:43, 7.81s/it] 91/299 4.07G 0.02731 0.02312 0.0003359 152 640: 23%|██▎ | 13/56 [01:06<03:56, 5.51s/it] 91/299 4.07G 0.02735 0.02342 0.0003295 183 640: 23%|██▎ | 13/56 [01:06<03:56, 5.51s/it] 91/299 4.07G 0.02735 0.02342 0.0003295 183 640: 25%|██▌ | 14/56 [01:06<02:44, 3.92s/it] 91/299 4.07G 0.02721 0.02391 0.0003307 223 640: 25%|██▌ | 14/56 [01:06<02:44, 3.92s/it] 91/299 4.07G 0.02721 0.02391 0.0003307 223 640: 27%|██▋ | 15/56 [01:06<01:55, 2.81s/it] 91/299 4.07G 0.02735 0.02374 0.0003241 107 640: 27%|██▋ | 15/56 [01:06<01:55, 2.81s/it] 91/299 4.07G 0.02735 0.02374 0.0003241 107 640: 29%|██▊ | 16/56 [01:06<01:21, 2.03s/it] 91/299 4.07G 0.02735 0.02372 0.0003306 142 640: 29%|██▊ | 16/56 [01:06<01:21, 2.03s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.22it/s]
all 98 501 0.619 0.513 0.526 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 92/299 4.07G 0.03017 0.0222 0.0002521 146 640: 0%| | 0/56 [00:00<?, ?it/s] 92/299 4.07G 0.03017 0.0222 0.0002521 146 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 92/299 4.07G 0.0309 0.0244 0.0002776 185 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 92/299 4.07G 0.0309 0.0244 0.0002776 185 640: 4%|▎ | 2/56 [00:00<00:13, 3.86it/s] 92/299 4.07G 0.02876 0.02383 0.0002691 150 640: 4%|▎ | 2/56 [00:26<00:13, 3.86it/s] 92/299 4.07G 0.02876 0.02383 0.0002691 150 640: 5%|▌ | 3/56 [00:26<10:47, 12.21s/it] 92/299 4.07G 0.02801 0.02271 0.0002571 122 640: 5%|▌ | 3/56 [00:42<10:47, 12.21s/it] 92/299 4.07G 0.02801 0.02271 0.0002571 122 640: 7%|▋ | 4/56 [00:42<11:43, 13.53s/it] 92/299 4.07G 0.02803 0.02244 0.0002972 138 640: 7%|▋ | 4/56 [00:42<11:43, 13.53s/it] 92/299 4.07G 0.02803 0.02244 0.0002972 138 640: 9%|▉ | 5/56 [00:42<07:25, 8.73s/it] 92/299 4.07G 0.02748 0.02233 0.0002918 131 640: 9%|▉ | 5/56 [00:42<07:25, 8.73s/it] 92/299 4.07G 0.02748 0.02233 0.0002918 131 640: 11%|█ | 6/56 [00:42<04:51, 5.84s/it] 92/299 4.07G 0.0275 0.0217 0.0004702 101 640: 11%|█ | 6/56 [00:43<04:51, 5.84s/it] 92/299 4.07G 0.0275 0.0217 0.0004702 101 640: 12%|█▎ | 7/56 [00:43<03:16, 4.00s/it] 92/299 4.07G 0.02746 0.02198 0.0004723 166 640: 12%|█▎ | 7/56 [00:43<03:16, 4.00s/it] 92/299 4.07G 0.02746 0.02198 0.0004723 166 640: 14%|█▍ | 8/56 [00:43<02:14, 2.80s/it] 92/299 4.07G 0.02716 0.0219 0.0004689 151 640: 14%|█▍ | 8/56 [00:43<02:14, 2.80s/it] 92/299 4.07G 0.02716 0.0219 0.0004689 151 640: 16%|█▌ | 9/56 [00:43<01:33, 1.99s/it] 92/299 4.07G 0.0275 0.02257 0.0004463 187 640: 16%|█▌ | 9/56 [00:43<01:33, 1.99s/it] 92/299 4.07G 0.0275 0.02257 0.0004463 187 640: 18%|█▊ | 10/56 [00:43<01:06, 1.45s/it] 92/299 4.07G 0.02749 0.02275 0.0004306 183 640: 18%|█▊ | 10/56 [01:00<01:06, 1.45s/it] 92/299 4.07G 0.02749 0.02275 0.0004306 183 640: 20%|█▉ | 11/56 [01:00<04:35, 6.12s/it] 92/299 4.07G 0.02731 0.02257 0.0004141 121 640: 20%|█▉ | 11/56 [01:16<04:35, 6.12s/it] 92/299 4.07G 0.02731 0.02257 0.0004141 121 640: 21%|██▏ | 12/56 [01:16<06:37, 9.04s/it] 92/299 4.07G 0.02714 0.02236 0.0004015 116 640: 21%|██▏ | 12/56 [01:16<06:37, 9.04s/it] 92/299 4.07G 0.02714 0.02236 0.0004015 116 640: 23%|██▎ | 13/56 [01:16<04:33, 6.37s/it] 92/299 4.07G 0.02703 0.02221 0.000408 117 640: 23%|██▎ | 13/56 [01:16<04:33, 6.37s/it] 92/299 4.07G 0.02703 0.02221 0.000408 117 640: 25%|██▌ | 14/56 [01:16<03:09, 4.52s/it] 92/299 4.07G 0.02715 0.02265 0.0003985 148 640: 25%|██▌ | 14/56 [01:16<03:09, 4.52s/it] 92/299 4.07G 0.02715 0.02265 0.0003985 148 640: 27%|██▋ | 15/56 [01:16<02:12, 3.22s/it] 92/299 4.07G 0.02722 0.0228 0.0004279 152 640: 27%|██▋ | 15/56 [01:17<02:12, 3.22s/it] 92/299 4.07G 0.02722 0.0228 0.0004279 152 640: 29%|██▊ | 16/56 [01:17<01:32, 2.32s/it] 92/299 4.07G 0.02715 0.0226 0.0004243 106 640: 29%|██▊ | 16/56 [01:17<01:32, 2.32s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.28it/s]
all 98 501 0.597 0.453 0.489 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 93/299 4.07G 0.03093 0.02893 0.0003542 162 640: 0%| | 0/56 [00:00<?, ?it/s] 93/299 4.07G 0.03093 0.02893 0.0003542 162 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 93/299 4.07G 0.03025 0.02471 0.0003074 129 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 93/299 4.07G 0.03025 0.02471 0.0003074 129 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 93/299 4.07G 0.02852 0.02292 0.0002909 130 640: 4%|▎ | 2/56 [00:15<00:13, 4.12it/s] 93/299 4.07G 0.02852 0.02292 0.0002909 130 640: 5%|▌ | 3/56 [00:15<06:09, 6.98s/it] 93/299 4.07G 0.02758 0.02174 0.000291 113 640: 5%|▌ | 3/56 [00:43<06:09, 6.98s/it] 93/299 4.07G 0.02758 0.02174 0.000291 113 640: 7%|▋ | 4/56 [00:43<13:05, 15.10s/it] 93/299 4.07G 0.02716 0.02259 0.0003415 157 640: 7%|▋ | 4/56 [00:43<13:05, 15.10s/it] 93/299 4.07G 0.02716 0.02259 0.0003415 157 640: 9%|▉ | 5/56 [00:43<08:16, 9.73s/it] 93/299 4.07G 0.02667 0.02198 0.0003252 105 640: 9%|▉ | 5/56 [00:43<08:16, 9.73s/it] 93/299 4.07G 0.02667 0.02198 0.0003252 105 640: 11%|█ | 6/56 [00:43<05:25, 6.50s/it] 93/299 4.07G 0.02661 0.02164 0.0003646 145 640: 11%|█ | 6/56 [00:43<05:25, 6.50s/it] 93/299 4.07G 0.02661 0.02164 0.0003646 145 640: 12%|█▎ | 7/56 [00:43<03:37, 4.45s/it] 93/299 4.07G 0.02679 0.02197 0.0003491 177 640: 12%|█▎ | 7/56 [00:43<03:37, 4.45s/it] 93/299 4.07G 0.02679 0.02197 0.0003491 177 640: 14%|█▍ | 8/56 [00:43<02:28, 3.10s/it] 93/299 4.07G 0.02677 0.022 0.0003378 124 640: 14%|█▍ | 8/56 [00:44<02:28, 3.10s/it] 93/299 4.07G 0.02677 0.022 0.0003378 124 640: 16%|█▌ | 9/56 [00:44<01:43, 2.20s/it] 93/299 4.07G 0.02672 0.02171 0.0003291 122 640: 16%|█▌ | 9/56 [00:44<01:43, 2.20s/it] 93/299 4.07G 0.02672 0.02171 0.0003291 122 640: 18%|█▊ | 10/56 [00:44<01:13, 1.59s/it] 93/299 4.07G 0.02677 0.02134 0.0003188 89 640: 18%|█▊ | 10/56 [00:54<01:13, 1.59s/it] 93/299 4.07G 0.02677 0.02134 0.0003188 89 640: 20%|█▉ | 11/56 [00:54<03:14, 4.33s/it] 93/299 4.07G 0.02678 0.02121 0.000315 116 640: 20%|█▉ | 11/56 [01:16<03:14, 4.33s/it] 93/299 4.07G 0.02678 0.02121 0.000315 116 640: 21%|██▏ | 12/56 [01:16<07:05, 9.67s/it] 93/299 4.07G 0.02703 0.02108 0.0003079 117 640: 21%|██▏ | 12/56 [01:16<07:05, 9.67s/it] 93/299 4.07G 0.02703 0.02108 0.0003079 117 640: 23%|██▎ | 13/56 [01:16<04:52, 6.80s/it] 93/299 4.07G 0.02705 0.02093 0.00031 152 640: 23%|██▎ | 13/56 [01:17<04:52, 6.80s/it] 93/299 4.07G 0.02705 0.02093 0.00031 152 640: 25%|██▌ | 14/56 [01:17<03:22, 4.82s/it] 93/299 4.07G 0.02736 0.02118 0.0003073 178 640: 25%|██▌ | 14/56 [01:17<03:22, 4.82s/it] 93/299 4.07G 0.02736 0.02118 0.0003073 178 640: 27%|██▋ | 15/56 [01:17<02:21, 3.45s/it] 93/299 4.07G 0.02729 0.02091 0.0003009 98 640: 27%|██▋ | 15/56 [01:17<02:21, 3.45s/it] 93/299 4.07G 0.02729 0.02091 0.0003009 98 640: 29%|██▊ | 16/56 [01:17<01:38, 2.47s/it] 93/299 4.07G 0.02739 0.02116 0.0002961 182 640: 29%|██▊ | 16/56 [01:17<01:38, 2.47s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.86it/s]
all 98 501 0.635 0.529 0.542 0.286
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 94/299 4.07G 0.02796 0.02457 0.0002834 155 640: 0%| | 0/56 [00:00<?, ?it/s] 94/299 4.07G 0.02796 0.02457 0.0002834 155 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 94/299 4.07G 0.02704 0.02481 0.0003078 134 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 94/299 4.07G 0.02704 0.02481 0.0003078 134 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 94/299 4.07G 0.02709 0.02524 0.000315 182 640: 4%|▎ | 2/56 [00:09<00:13, 3.95it/s] 94/299 4.07G 0.02709 0.02524 0.000315 182 640: 5%|▌ | 3/56 [00:09<03:51, 4.37s/it] 94/299 4.07G 0.02706 0.02377 0.0003319 140 640: 5%|▌ | 3/56 [00:41<03:51, 4.37s/it] 94/299 4.07G 0.02706 0.02377 0.0003319 140 640: 7%|▋ | 4/56 [00:41<13:13, 15.25s/it] 94/299 4.07G 0.02684 0.02262 0.0003355 113 640: 7%|▋ | 4/56 [00:41<13:13, 15.25s/it] 94/299 4.07G 0.02684 0.02262 0.0003355 113 640: 9%|▉ | 5/56 [00:41<08:21, 9.83s/it] 94/299 4.07G 0.02672 0.02235 0.0003208 156 640: 9%|▉ | 5/56 [00:42<08:21, 9.83s/it] 94/299 4.07G 0.02672 0.02235 0.0003208 156 640: 11%|█ | 6/56 [00:42<05:28, 6.57s/it] 94/299 4.07G 0.02674 0.022 0.0003236 140 640: 11%|█ | 6/56 [00:42<05:28, 6.57s/it] 94/299 4.07G 0.02674 0.022 0.0003236 140 640: 12%|█▎ | 7/56 [00:42<03:39, 4.49s/it] 94/299 4.07G 0.02661 0.0217 0.0003247 121 640: 12%|█▎ | 7/56 [00:42<03:39, 4.49s/it] 94/299 4.07G 0.02661 0.0217 0.0003247 121 640: 14%|█▍ | 8/56 [00:42<02:30, 3.13s/it] 94/299 4.07G 0.02696 0.02199 0.0003136 130 640: 14%|█▍ | 8/56 [00:42<02:30, 3.13s/it] 94/299 4.07G 0.02696 0.02199 0.0003136 130 640: 16%|█▌ | 9/56 [00:42<01:44, 2.22s/it] 94/299 4.07G 0.02693 0.02281 0.000313 202 640: 16%|█▌ | 9/56 [00:43<01:44, 2.22s/it] 94/299 4.07G 0.02693 0.02281 0.000313 202 640: 18%|█▊ | 10/56 [00:43<01:14, 1.61s/it] 94/299 4.07G 0.02695 0.02243 0.0003136 125 640: 18%|█▊ | 10/56 [00:43<01:14, 1.61s/it] 94/299 4.07G 0.02695 0.02243 0.0003136 125 640: 20%|█▉ | 11/56 [00:43<01:00, 1.34s/it] 94/299 4.07G 0.02684 0.02211 0.0003193 120 640: 20%|█▉ | 11/56 [01:15<01:00, 1.34s/it] 94/299 4.07G 0.02684 0.02211 0.0003193 120 640: 21%|██▏ | 12/56 [01:15<07:44, 10.56s/it] 94/299 4.07G 0.02682 0.02175 0.0003275 115 640: 21%|██▏ | 12/56 [01:15<07:44, 10.56s/it] 94/299 4.07G 0.02682 0.02175 0.0003275 115 640: 23%|██▎ | 13/56 [01:15<05:19, 7.43s/it] 94/299 4.07G 0.02696 0.02188 0.0003214 136 640: 23%|██▎ | 13/56 [01:15<05:19, 7.43s/it] 94/299 4.07G 0.02696 0.02188 0.0003214 136 640: 25%|██▌ | 14/56 [01:15<03:41, 5.26s/it] 94/299 4.07G 0.02691 0.02235 0.0003185 196 640: 25%|██▌ | 14/56 [01:16<03:41, 5.26s/it] 94/299 4.07G 0.02691 0.02235 0.0003185 196 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 94/299 4.07G 0.02686 0.02201 0.0003143 109 640: 27%|██▋ | 15/56 [01:16<02:33, 3.74s/it] 94/299 4.07G 0.02686 0.02201 0.0003143 109 640: 29%|██▊ | 16/56 [01:16<01:47, 2.68s/it] 94/299 4.07G 0.02671 0.02172 0.0003181 94 640: 29%|██▊ | 16/56 [01:16<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.568 0.482 0.488 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 95/299 4.07G 0.02996 0.01988 0.0003296 122 640: 0%| | 0/56 [00:00<?, ?it/s] 95/299 4.07G 0.02996 0.01988 0.0003296 122 640: 2%|▏ | 1/56 [00:00<00:12, 4.36it/s] 95/299 4.07G 0.02931 0.02012 0.00028 127 640: 2%|▏ | 1/56 [00:00<00:12, 4.36it/s] 95/299 4.07G 0.02931 0.02012 0.00028 127 640: 4%|▎ | 2/56 [00:00<00:13, 4.10it/s] 95/299 4.07G 0.02774 0.02345 0.0002674 188 640: 4%|▎ | 2/56 [00:05<00:13, 4.10it/s] 95/299 4.07G 0.02774 0.02345 0.0002674 188 640: 5%|▌ | 3/56 [00:05<02:05, 2.37s/it] 95/299 4.07G 0.0269 0.02285 0.0002573 149 640: 5%|▌ | 3/56 [00:39<02:05, 2.37s/it] 95/299 4.07G 0.0269 0.02285 0.0002573 149 640: 7%|▋ | 4/56 [00:39<12:58, 14.97s/it] 95/299 4.07G 0.02723 0.02256 0.0002915 154 640: 7%|▋ | 4/56 [00:39<12:58, 14.97s/it] 95/299 4.07G 0.02723 0.02256 0.0002915 154 640: 9%|▉ | 5/56 [00:39<08:12, 9.65s/it] 95/299 4.07G 0.02698 0.02185 0.0002889 108 640: 9%|▉ | 5/56 [00:40<08:12, 9.65s/it] 95/299 4.07G 0.02698 0.02185 0.0002889 108 640: 11%|█ | 6/56 [00:40<05:22, 6.45s/it] 95/299 4.07G 0.02691 0.02174 0.0004383 137 640: 11%|█ | 6/56 [00:40<05:22, 6.45s/it] 95/299 4.07G 0.02691 0.02174 0.0004383 137 640: 12%|█▎ | 7/56 [00:40<03:36, 4.41s/it] 95/299 4.07G 0.02703 0.02198 0.0004213 165 640: 12%|█▎ | 7/56 [00:40<03:36, 4.41s/it] 95/299 4.07G 0.02703 0.02198 0.0004213 165 640: 14%|█▍ | 8/56 [00:40<02:27, 3.08s/it] 95/299 4.07G 0.02699 0.02126 0.0004237 96 640: 14%|█▍ | 8/56 [00:40<02:27, 3.08s/it] 95/299 4.07G 0.02699 0.02126 0.0004237 96 640: 16%|█▌ | 9/56 [00:40<01:42, 2.18s/it] 95/299 4.07G 0.02695 0.02111 0.0004029 115 640: 16%|█▌ | 9/56 [00:41<01:42, 2.18s/it] 95/299 4.07G 0.02695 0.02111 0.0004029 115 640: 18%|█▊ | 10/56 [00:41<01:12, 1.59s/it] 95/299 4.07G 0.02704 0.02089 0.0003918 98 640: 18%|█▊ | 10/56 [00:41<01:12, 1.59s/it] 95/299 4.07G 0.02704 0.02089 0.0003918 98 640: 20%|█▉ | 11/56 [00:41<00:52, 1.17s/it] 95/299 4.07G 0.0271 0.02085 0.0004074 107 640: 20%|█▉ | 11/56 [01:13<00:52, 1.17s/it] 95/299 4.07G 0.0271 0.02085 0.0004074 107 640: 21%|██▏ | 12/56 [01:13<07:48, 10.66s/it] 95/299 4.07G 0.027 0.021 0.0004061 132 640: 21%|██▏ | 12/56 [01:13<07:48, 10.66s/it] 95/299 4.07G 0.027 0.021 0.0004061 132 640: 23%|██▎ | 13/56 [01:13<05:22, 7.50s/it] 95/299 4.07G 0.02696 0.02088 0.000396 123 640: 23%|██▎ | 13/56 [01:14<05:22, 7.50s/it] 95/299 4.07G 0.02696 0.02088 0.000396 123 640: 25%|██▌ | 14/56 [01:14<03:42, 5.31s/it] 95/299 4.07G 0.02682 0.02094 0.0004017 148 640: 25%|██▌ | 14/56 [01:14<03:42, 5.31s/it] 95/299 4.07G 0.02682 0.02094 0.0004017 148 640: 27%|██▋ | 15/56 [01:14<02:34, 3.77s/it] 95/299 4.07G 0.02697 0.02065 0.0003928 90 640: 27%|██▋ | 15/56 [01:14<02:34, 3.77s/it] 95/299 4.07G 0.02697 0.02065 0.0003928 90 640: 29%|██▊ | 16/56 [01:14<01:48, 2.70s/it] 95/299 4.07G 0.02693 0.02035 0.0003964 100 640: 29%|██▊ | 16/56 [01:14<01:48, 2.70s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.36it/s]
all 98 501 0.623 0.534 0.547 0.284
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 96/299 4.07G 0.02981 0.01976 0.0004668 120 640: 0%| | 0/56 [00:00<?, ?it/s] 96/299 4.07G 0.02981 0.01976 0.0004668 120 640: 2%|▏ | 1/56 [00:00<00:13, 4.15it/s] 96/299 4.07G 0.0267 0.01987 0.0003686 117 640: 2%|▏ | 1/56 [00:00<00:13, 4.15it/s] 96/299 4.07G 0.0267 0.01987 0.0003686 117 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 96/299 4.07G 0.026 0.02084 0.0003286 128 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 96/299 4.07G 0.026 0.02084 0.0003286 128 640: 5%|▌ | 3/56 [00:00<00:12, 4.22it/s] 96/299 4.07G 0.02598 0.02076 0.0003359 146 640: 5%|▌ | 3/56 [00:32<00:12, 4.22it/s] 96/299 4.07G 0.02598 0.02076 0.0003359 146 640: 7%|▋ | 4/56 [00:32<10:53, 12.56s/it] 96/299 4.07G 0.02619 0.02125 0.0003489 146 640: 7%|▋ | 4/56 [00:32<10:53, 12.56s/it] 96/299 4.07G 0.02619 0.02125 0.0003489 146 640: 9%|▉ | 5/56 [00:32<06:53, 8.11s/it] 96/299 4.07G 0.02611 0.02253 0.0003384 192 640: 9%|▉ | 5/56 [00:32<06:53, 8.11s/it] 96/299 4.07G 0.02611 0.02253 0.0003384 192 640: 11%|█ | 6/56 [00:32<04:31, 5.44s/it] 96/299 4.07G 0.02582 0.02215 0.0003305 121 640: 11%|█ | 6/56 [00:32<04:31, 5.44s/it] 96/299 4.07G 0.02582 0.02215 0.0003305 121 640: 12%|█▎ | 7/56 [00:32<03:02, 3.73s/it] 96/299 4.07G 0.02582 0.02177 0.000335 127 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 96/299 4.07G 0.02582 0.02177 0.000335 127 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 96/299 4.07G 0.02554 0.02152 0.0003305 109 640: 14%|█▍ | 8/56 [00:33<02:05, 2.61s/it] 96/299 4.07G 0.02554 0.02152 0.0003305 109 640: 16%|█▌ | 9/56 [00:33<01:27, 1.86s/it] 96/299 4.07G 0.02552 0.02176 0.0003216 144 640: 16%|█▌ | 9/56 [00:33<01:27, 1.86s/it] 96/299 4.07G 0.02552 0.02176 0.0003216 144 640: 18%|█▊ | 10/56 [00:33<01:02, 1.37s/it] 96/299 4.07G 0.02551 0.02176 0.0003217 143 640: 18%|█▊ | 10/56 [00:33<01:02, 1.37s/it] 96/299 4.07G 0.02551 0.02176 0.0003217 143 640: 20%|█▉ | 11/56 [00:33<00:45, 1.01s/it] 96/299 4.07G 0.02538 0.02149 0.0003201 131 640: 20%|█▉ | 11/56 [01:06<00:45, 1.01s/it] 96/299 4.07G 0.02538 0.02149 0.0003201 131 640: 21%|██▏ | 12/56 [01:06<07:45, 10.57s/it] 96/299 4.07G 0.02542 0.02165 0.0003164 177 640: 21%|██▏ | 12/56 [01:06<07:45, 10.57s/it] 96/299 4.07G 0.02542 0.02165 0.0003164 177 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 96/299 4.07G 0.02543 0.02189 0.000329 170 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 96/299 4.07G 0.02543 0.02189 0.000329 170 640: 25%|██▌ | 14/56 [01:06<03:41, 5.27s/it] 96/299 4.07G 0.02558 0.02164 0.0003271 132 640: 25%|██▌ | 14/56 [01:06<03:41, 5.27s/it] 96/299 4.07G 0.02558 0.02164 0.0003271 132 640: 27%|██▋ | 15/56 [01:06<02:33, 3.74s/it] 96/299 4.07G 0.02545 0.02164 0.0003225 115 640: 27%|██▋ | 15/56 [01:07<02:33, 3.74s/it] 96/299 4.07G 0.02545 0.02164 0.0003225 115 640: 29%|██▊ | 16/56 [01:07<01:47, 2.68s/it] 96/299 4.07G 0.02545 0.0219 0.0003326 179 640: 29%|██▊ | 16/56 [01:07<01:47, 2.68s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.24it/s]
all 98 501 0.513 0.503 0.486 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 97/299 4.07G 0.02394 0.0227 0.0003503 117 640: 0%| | 0/56 [00:00<?, ?it/s] 97/299 4.07G 0.02394 0.0227 0.0003503 117 640: 2%|▏ | 1/56 [00:00<00:13, 3.99it/s] 97/299 4.07G 0.02465 0.02227 0.0002911 129 640: 2%|▏ | 1/56 [00:00<00:13, 3.99it/s] 97/299 4.07G 0.02465 0.02227 0.0002911 129 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 97/299 4.07G 0.02528 0.02292 0.0003621 191 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 97/299 4.07G 0.02528 0.02292 0.0003621 191 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 97/299 4.07G 0.02597 0.02119 0.0003479 117 640: 5%|▌ | 3/56 [00:39<00:12, 4.19it/s] 97/299 4.07G 0.02597 0.02119 0.0003479 117 640: 7%|▋ | 4/56 [00:39<13:24, 15.48s/it] 97/299 4.07G 0.02586 0.0205 0.0003247 132 640: 7%|▋ | 4/56 [00:39<13:24, 15.48s/it] 97/299 4.07G 0.02586 0.0205 0.0003247 132 640: 9%|▉ | 5/56 [00:39<08:28, 9.97s/it] 97/299 4.07G 0.02616 0.02047 0.000314 103 640: 9%|▉ | 5/56 [00:40<08:28, 9.97s/it] 97/299 4.07G 0.02616 0.02047 0.000314 103 640: 11%|█ | 6/56 [00:40<05:33, 6.66s/it] 97/299 4.07G 0.02624 0.02102 0.0003207 171 640: 11%|█ | 6/56 [00:40<05:33, 6.66s/it] 97/299 4.07G 0.02624 0.02102 0.0003207 171 640: 12%|█▎ | 7/56 [00:40<03:43, 4.55s/it] 97/299 4.07G 0.02632 0.02125 0.0004204 153 640: 12%|█▎ | 7/56 [00:40<03:43, 4.55s/it] 97/299 4.07G 0.02632 0.02125 0.0004204 153 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 97/299 4.07G 0.02628 0.02128 0.0004034 142 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 97/299 4.07G 0.02628 0.02128 0.0004034 142 640: 16%|█▌ | 9/56 [00:40<01:45, 2.25s/it] 97/299 4.07G 0.02611 0.0215 0.0004003 149 640: 16%|█▌ | 9/56 [00:40<01:45, 2.25s/it] 97/299 4.07G 0.02611 0.0215 0.0004003 149 640: 18%|█▊ | 10/56 [00:40<01:14, 1.63s/it] 97/299 4.07G 0.02636 0.02126 0.0003917 109 640: 18%|█▊ | 10/56 [00:43<01:14, 1.63s/it] 97/299 4.07G 0.02636 0.02126 0.0003917 109 640: 20%|█▉ | 11/56 [00:43<01:29, 2.00s/it] 97/299 4.07G 0.02652 0.02187 0.0003807 216 640: 20%|█▉ | 11/56 [01:13<01:29, 2.00s/it] 97/299 4.07G 0.02652 0.02187 0.0003807 216 640: 21%|██▏ | 12/56 [01:13<07:38, 10.42s/it] 97/299 4.07G 0.02676 0.02188 0.0003688 129 640: 21%|██▏ | 12/56 [01:13<07:38, 10.42s/it] 97/299 4.07G 0.02676 0.02188 0.0003688 129 640: 23%|██▎ | 13/56 [01:13<05:15, 7.33s/it] 97/299 4.07G 0.0268 0.02201 0.0003627 141 640: 23%|██▎ | 13/56 [01:13<05:15, 7.33s/it] 97/299 4.07G 0.0268 0.02201 0.0003627 141 640: 25%|██▌ | 14/56 [01:13<03:38, 5.19s/it] 97/299 4.07G 0.02671 0.02193 0.0003793 115 640: 25%|██▌ | 14/56 [01:14<03:38, 5.19s/it] 97/299 4.07G 0.02671 0.02193 0.0003793 115 640: 27%|██▋ | 15/56 [01:14<02:31, 3.69s/it] 97/299 4.07G 0.02674 0.02224 0.0003841 199 640: 27%|██▋ | 15/56 [01:14<02:31, 3.69s/it] 97/299 4.07G 0.02674 0.02224 0.0003841 199 640: 29%|██▊ | 16/56 [01:14<01:45, 2.65s/it] 97/299 4.07G 0.02664 0.02212 0.000374 143 640: 29%|██▊ | 16/56 [01:14<01:45, 2.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.44it/s]
all 98 501 0.566 0.477 0.5 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 98/299 4.07G 0.02793 0.02001 0.0002141 117 640: 0%| | 0/56 [00:00<?, ?it/s] 98/299 4.07G 0.02793 0.02001 0.0002141 117 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 98/299 4.07G 0.02724 0.02092 0.0003221 163 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 98/299 4.07G 0.02724 0.02092 0.0003221 163 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 98/299 4.07G 0.02618 0.0204 0.0002907 131 640: 4%|▎ | 2/56 [00:01<00:13, 3.96it/s] 98/299 4.07G 0.02618 0.0204 0.0002907 131 640: 5%|▌ | 3/56 [00:01<00:30, 1.75it/s] 98/299 4.07G 0.02639 0.02154 0.0002958 146 640: 5%|▌ | 3/56 [00:32<00:30, 1.75it/s] 98/299 4.07G 0.02639 0.02154 0.0002958 146 640: 7%|▋ | 4/56 [00:32<10:49, 12.49s/it] 98/299 4.07G 0.02627 0.02034 0.0003161 107 640: 7%|▋ | 4/56 [00:32<10:49, 12.49s/it] 98/299 4.07G 0.02627 0.02034 0.0003161 107 640: 9%|▉ | 5/56 [00:32<06:51, 8.07s/it] 98/299 4.07G 0.02614 0.01988 0.000306 133 640: 9%|▉ | 5/56 [00:32<06:51, 8.07s/it] 98/299 4.07G 0.02614 0.01988 0.000306 133 640: 11%|█ | 6/56 [00:32<04:30, 5.41s/it] 98/299 4.07G 0.02608 0.0198 0.0002928 126 640: 11%|█ | 6/56 [00:32<04:30, 5.41s/it] 98/299 4.07G 0.02608 0.0198 0.0002928 126 640: 12%|█▎ | 7/56 [00:32<03:01, 3.71s/it] 98/299 4.07G 0.02633 0.02004 0.0002816 121 640: 12%|█▎ | 7/56 [00:33<03:01, 3.71s/it] 98/299 4.07G 0.02633 0.02004 0.0002816 121 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 98/299 4.07G 0.02612 0.01982 0.0002742 130 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 98/299 4.07G 0.02612 0.01982 0.0002742 130 640: 16%|█▌ | 9/56 [00:33<01:26, 1.85s/it] 98/299 4.07G 0.02619 0.01988 0.0002799 148 640: 16%|█▌ | 9/56 [00:42<01:26, 1.85s/it] 98/299 4.07G 0.02619 0.01988 0.0002799 148 640: 18%|█▊ | 10/56 [00:42<03:13, 4.20s/it] 98/299 4.07G 0.02632 0.01972 0.0002762 118 640: 18%|█▊ | 10/56 [00:42<03:13, 4.20s/it] 98/299 4.07G 0.02632 0.01972 0.0002762 118 640: 20%|█▉ | 11/56 [00:42<02:14, 2.98s/it] 98/299 4.07G 0.02629 0.0203 0.0002717 175 640: 20%|█▉ | 11/56 [01:06<02:14, 2.98s/it] 98/299 4.07G 0.02629 0.0203 0.0002717 175 640: 21%|██▏ | 12/56 [01:06<06:42, 9.16s/it] 98/299 4.07G 0.0263 0.02071 0.0002717 188 640: 21%|██▏ | 12/56 [01:06<06:42, 9.16s/it] 98/299 4.07G 0.0263 0.02071 0.0002717 188 640: 23%|██▎ | 13/56 [01:06<04:37, 6.45s/it] 98/299 4.07G 0.02619 0.02073 0.0002713 131 640: 23%|██▎ | 13/56 [01:06<04:37, 6.45s/it] 98/299 4.07G 0.02619 0.02073 0.0002713 131 640: 25%|██▌ | 14/56 [01:06<03:12, 4.58s/it] 98/299 4.07G 0.02624 0.02118 0.0002749 178 640: 25%|██▌ | 14/56 [01:06<03:12, 4.58s/it] 98/299 4.07G 0.02624 0.02118 0.0002749 178 640: 27%|██▋ | 15/56 [01:06<02:13, 3.26s/it] 98/299 4.07G 0.02648 0.02143 0.0002755 161 640: 27%|██▋ | 15/56 [01:07<02:13, 3.26s/it] 98/299 4.07G 0.02648 0.02143 0.0002755 161 640: 29%|██▊ | 16/56 [01:07<01:33, 2.35s/it] 98/299 4.07G 0.02654 0.02143 0.0002784 141 640: 29%|██▊ | 16/56 [01:07<01:33, 2.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.60it/s]
all 98 501 0.57 0.519 0.52 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 99/299 4.07G 0.02646 0.01727 0.0002214 114 640: 0%| | 0/56 [00:00<?, ?it/s] 99/299 4.07G 0.02646 0.01727 0.0002214 114 640: 2%|▏ | 1/56 [00:00<00:13, 3.96it/s] 99/299 4.07G 0.02684 0.01899 0.0002346 138 640: 2%|▏ | 1/56 [00:09<00:13, 3.96it/s] 99/299 4.07G 0.02684 0.01899 0.0002346 138 640: 4%|▎ | 2/56 [00:09<04:46, 5.30s/it] 99/299 4.07G 0.02716 0.02144 0.0002739 157 640: 4%|▎ | 2/56 [00:09<04:46, 5.30s/it] 99/299 4.07G 0.02716 0.02144 0.0002739 157 640: 5%|▌ | 3/56 [00:09<02:37, 2.98s/it] 99/299 4.07G 0.02697 0.02083 0.0003048 136 640: 5%|▌ | 3/56 [00:33<02:37, 2.98s/it] 99/299 4.07G 0.02697 0.02083 0.0003048 136 640: 7%|▋ | 4/56 [00:33<09:50, 11.35s/it] 99/299 4.07G 0.0265 0.02157 0.0002981 175 640: 7%|▋ | 4/56 [00:33<09:50, 11.35s/it] 99/299 4.07G 0.0265 0.02157 0.0002981 175 640: 9%|▉ | 5/56 [00:33<06:14, 7.34s/it] 99/299 4.07G 0.02625 0.02216 0.0002882 164 640: 9%|▉ | 5/56 [00:33<06:14, 7.34s/it] 99/299 4.07G 0.02625 0.02216 0.0002882 164 640: 11%|█ | 6/56 [00:33<04:06, 4.93s/it] 99/299 4.07G 0.02622 0.02127 0.0003149 133 640: 11%|█ | 6/56 [00:34<04:06, 4.93s/it] 99/299 4.07G 0.02622 0.02127 0.0003149 133 640: 12%|█▎ | 7/56 [00:34<02:46, 3.39s/it] 99/299 4.07G 0.02631 0.02109 0.0003111 136 640: 12%|█▎ | 7/56 [00:34<02:46, 3.39s/it] 99/299 4.07G 0.02631 0.02109 0.0003111 136 640: 14%|█▍ | 8/56 [00:34<01:54, 2.38s/it] 99/299 4.07G 0.02629 0.0209 0.0003046 121 640: 14%|█▍ | 8/56 [00:34<01:54, 2.38s/it] 99/299 4.07G 0.02629 0.0209 0.0003046 121 640: 16%|█▌ | 9/56 [00:34<01:19, 1.70s/it] 99/299 4.07G 0.02633 0.02129 0.0003293 163 640: 16%|█▌ | 9/56 [00:43<01:19, 1.70s/it] 99/299 4.07G 0.02633 0.02129 0.0003293 163 640: 18%|█▊ | 10/56 [00:43<03:01, 3.94s/it] 99/299 4.07G 0.02646 0.02099 0.0003336 115 640: 18%|█▊ | 10/56 [00:44<03:01, 3.94s/it] 99/299 4.07G 0.02646 0.02099 0.0003336 115 640: 20%|█▉ | 11/56 [00:44<02:15, 3.02s/it] 99/299 4.07G 0.02647 0.02069 0.0003279 114 640: 20%|█▉ | 11/56 [01:07<02:15, 3.02s/it] 99/299 4.07G 0.02647 0.02069 0.0003279 114 640: 21%|██▏ | 12/56 [01:07<06:39, 9.07s/it] 99/299 4.07G 0.02668 0.02076 0.0003568 164 640: 21%|██▏ | 12/56 [01:07<06:39, 9.07s/it] 99/299 4.07G 0.02668 0.02076 0.0003568 164 640: 23%|██▎ | 13/56 [01:07<04:34, 6.39s/it] 99/299 4.07G 0.02662 0.02095 0.0003606 162 640: 23%|██▎ | 13/56 [01:07<04:34, 6.39s/it] 99/299 4.07G 0.02662 0.02095 0.0003606 162 640: 25%|██▌ | 14/56 [01:07<03:10, 4.53s/it] 99/299 4.07G 0.02651 0.02088 0.0003526 121 640: 25%|██▌ | 14/56 [01:08<03:10, 4.53s/it] 99/299 4.07G 0.02651 0.02088 0.0003526 121 640: 27%|██▋ | 15/56 [01:08<02:12, 3.23s/it] 99/299 4.07G 0.02647 0.02103 0.0003491 164 640: 27%|██▋ | 15/56 [01:08<02:12, 3.23s/it] 99/299 4.07G 0.02647 0.02103 0.0003491 164 640: 29%|██▊ | 16/56 [01:08<01:32, 2.32s/it] 99/299 4.07G 0.02653 0.02108 0.0003418 102 640: 29%|██▊ | 16/56 [01:08<01:32, 2.32s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.573 0.521 0.528 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 100/299 4.07G 0.02827 0.02033 0.0003368 125 640: 0%| | 0/56 [00:00<?, ?it/s] 100/299 4.07G 0.02827 0.02033 0.0003368 125 640: 2%|▏ | 1/56 [00:00<00:13, 4.19it/s] 100/299 4.07G 0.02853 0.01802 0.0003487 116 640: 2%|▏ | 1/56 [00:14<00:13, 4.19it/s] 100/299 4.07G 0.02853 0.01802 0.0003487 116 640: 4%|▎ | 2/56 [00:14<07:23, 8.22s/it] 100/299 4.07G 0.02806 0.02073 0.0003732 203 640: 4%|▎ | 2/56 [00:14<07:23, 8.22s/it] 100/299 4.07G 0.02806 0.02073 0.0003732 203 640: 5%|▌ | 3/56 [00:14<04:02, 4.58s/it] 100/299 4.07G 0.02734 0.01984 0.0003988 113 640: 5%|▌ | 3/56 [00:31<04:02, 4.58s/it] 100/299 4.07G 0.02734 0.01984 0.0003988 113 640: 7%|▋ | 4/56 [00:31<08:23, 9.68s/it] 100/299 4.07G 0.02669 0.01962 0.000484 142 640: 7%|▋ | 4/56 [00:32<08:23, 9.68s/it] 100/299 4.07G 0.02669 0.01962 0.000484 142 640: 9%|▉ | 5/56 [00:32<05:19, 6.27s/it] 100/299 4.07G 0.02646 0.0201 0.0004671 143 640: 9%|▉ | 5/56 [00:32<05:19, 6.27s/it] 100/299 4.07G 0.02646 0.0201 0.0004671 143 640: 11%|█ | 6/56 [00:32<03:31, 4.22s/it] 100/299 4.07G 0.02676 0.01985 0.0004963 130 640: 11%|█ | 6/56 [00:32<03:31, 4.22s/it] 100/299 4.07G 0.02676 0.01985 0.0004963 130 640: 12%|█▎ | 7/56 [00:32<02:22, 2.91s/it] 100/299 4.07G 0.02674 0.01971 0.000485 100 640: 12%|█▎ | 7/56 [00:32<02:22, 2.91s/it] 100/299 4.07G 0.02674 0.01971 0.000485 100 640: 14%|█▍ | 8/56 [00:32<01:38, 2.05s/it] 100/299 4.07G 0.02691 0.01991 0.000457 143 640: 14%|█▍ | 8/56 [00:32<01:38, 2.05s/it] 100/299 4.07G 0.02691 0.01991 0.000457 143 640: 16%|█▌ | 9/56 [00:32<01:09, 1.48s/it] 100/299 4.07G 0.02701 0.02053 0.0004489 153 640: 16%|█▌ | 9/56 [00:54<01:09, 1.48s/it] 100/299 4.07G 0.02701 0.02053 0.0004489 153 640: 18%|█▊ | 10/56 [00:54<05:55, 7.72s/it] 100/299 4.07G 0.02709 0.02047 0.0004374 129 640: 18%|█▊ | 10/56 [00:54<05:55, 7.72s/it] 100/299 4.07G 0.02709 0.02047 0.0004374 129 640: 20%|█▉ | 11/56 [00:54<04:04, 5.42s/it] 100/299 4.07G 0.02702 0.02035 0.0004364 136 640: 20%|█▉ | 11/56 [01:05<04:04, 5.42s/it] 100/299 4.07G 0.02702 0.02035 0.0004364 136 640: 21%|██▏ | 12/56 [01:05<05:13, 7.11s/it] 100/299 4.07G 0.02711 0.02037 0.000428 111 640: 21%|██▏ | 12/56 [01:06<05:13, 7.11s/it] 100/299 4.07G 0.02711 0.02037 0.000428 111 640: 23%|██▎ | 13/56 [01:06<03:36, 5.02s/it] 100/299 4.07G 0.02701 0.02051 0.0004233 136 640: 23%|██▎ | 13/56 [01:06<03:36, 5.02s/it] 100/299 4.07G 0.02701 0.02051 0.0004233 136 640: 25%|██▌ | 14/56 [01:06<02:30, 3.59s/it] 100/299 4.07G 0.02697 0.02052 0.0004391 140 640: 25%|██▌ | 14/56 [01:06<02:30, 3.59s/it] 100/299 4.07G 0.02697 0.02052 0.0004391 140 640: 27%|██▋ | 15/56 [01:06<01:45, 2.57s/it] 100/299 4.07G 0.02694 0.02058 0.0004295 151 640: 27%|██▋ | 15/56 [01:06<01:45, 2.57s/it] 100/299 4.07G 0.02694 0.02058 0.0004295 151 640: 29%|██▊ | 16/56 [01:06<01:14, 1.86s/it] 100/299 4.07G 0.02669 0.02045 0.0004214 103 640: 29%|██▊ | 16/56 [01:06<01:14, 1.86s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.59it/s]
all 98 501 0.608 0.498 0.519 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 101/299 4.07G 0.02516 0.0176 0.0003187 126 640: 0%| | 0/56 [00:00<?, ?it/s] 101/299 4.07G 0.02516 0.0176 0.0003187 126 640: 2%|▏ | 1/56 [00:00<00:14, 3.93it/s] 101/299 4.07G 0.02477 0.02105 0.0003714 149 640: 2%|▏ | 1/56 [00:29<00:14, 3.93it/s] 101/299 4.07G 0.02477 0.02105 0.0003714 149 640: 4%|▎ | 2/56 [00:29<15:20, 17.05s/it] 101/299 4.07G 0.025 0.02049 0.0003381 115 640: 4%|▎ | 2/56 [00:29<15:20, 17.05s/it] 101/299 4.07G 0.025 0.02049 0.0003381 115 640: 5%|▌ | 3/56 [00:29<08:16, 9.36s/it] 101/299 4.07G 0.025 0.0206 0.0003224 128 640: 5%|▌ | 3/56 [00:43<08:16, 9.36s/it] 101/299 4.07G 0.025 0.0206 0.0003224 128 640: 7%|▋ | 4/56 [00:43<09:45, 11.26s/it] 101/299 4.07G 0.02487 0.02056 0.0003107 122 640: 7%|▋ | 4/56 [00:43<09:45, 11.26s/it] 101/299 4.07G 0.02487 0.02056 0.0003107 122 640: 9%|▉ | 5/56 [00:43<06:11, 7.28s/it] 101/299 4.07G 0.02523 0.02083 0.0003154 144 640: 9%|▉ | 5/56 [00:43<06:11, 7.28s/it] 101/299 4.07G 0.02523 0.02083 0.0003154 144 640: 11%|█ | 6/56 [00:43<04:04, 4.88s/it] 101/299 4.07G 0.0255 0.02116 0.000317 127 640: 11%|█ | 6/56 [00:44<04:04, 4.88s/it] 101/299 4.07G 0.0255 0.02116 0.000317 127 640: 12%|█▎ | 7/56 [00:44<02:44, 3.36s/it] 101/299 4.07G 0.02594 0.02105 0.0003206 101 640: 12%|█▎ | 7/56 [00:44<02:44, 3.36s/it] 101/299 4.07G 0.02594 0.02105 0.0003206 101 640: 14%|█▍ | 8/56 [00:44<01:53, 2.36s/it] 101/299 4.07G 0.0257 0.0209 0.0003213 148 640: 14%|█▍ | 8/56 [00:44<01:53, 2.36s/it] 101/299 4.07G 0.0257 0.0209 0.0003213 148 640: 16%|█▌ | 9/56 [00:44<01:19, 1.69s/it] 101/299 4.07G 0.02572 0.02122 0.0003133 147 640: 16%|█▌ | 9/56 [01:02<01:19, 1.69s/it] 101/299 4.07G 0.02572 0.02122 0.0003133 147 640: 18%|█▊ | 10/56 [01:02<05:12, 6.79s/it] 101/299 4.07G 0.0258 0.02116 0.0003108 139 640: 18%|█▊ | 10/56 [01:02<05:12, 6.79s/it] 101/299 4.07G 0.0258 0.02116 0.0003108 139 640: 20%|█▉ | 11/56 [01:02<03:34, 4.78s/it] 101/299 4.07G 0.02581 0.02153 0.0004036 160 640: 20%|█▉ | 11/56 [01:17<03:34, 4.78s/it] 101/299 4.07G 0.02581 0.02153 0.0004036 160 640: 21%|██▏ | 12/56 [01:17<05:40, 7.73s/it] 101/299 4.07G 0.02557 0.02125 0.00039 117 640: 21%|██▏ | 12/56 [01:17<05:40, 7.73s/it] 101/299 4.07G 0.02557 0.02125 0.00039 117 640: 23%|██▎ | 13/56 [01:17<03:54, 5.46s/it] 101/299 4.07G 0.02538 0.02105 0.0003877 132 640: 23%|██▎ | 13/56 [01:17<03:54, 5.46s/it] 101/299 4.07G 0.02538 0.02105 0.0003877 132 640: 25%|██▌ | 14/56 [01:17<02:43, 3.88s/it] 101/299 4.07G 0.02526 0.02093 0.0003778 136 640: 25%|██▌ | 14/56 [01:18<02:43, 3.88s/it] 101/299 4.07G 0.02526 0.02093 0.0003778 136 640: 27%|██▋ | 15/56 [01:18<01:53, 2.78s/it] 101/299 4.07G 0.02531 0.02098 0.0003736 120 640: 27%|██▋ | 15/56 [01:18<01:53, 2.78s/it] 101/299 4.07G 0.02531 0.02098 0.0003736 120 640: 29%|██▊ | 16/56 [01:18<01:20, 2.01s/it] 101/299 4.07G 0.02533 0.021 0.0003644 132 640: 29%|██▊ | 16/56 [01:18<01:20, 2.01s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.26it/s]
all 98 501 0.582 0.554 0.525 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 102/299 4.07G 0.0272 0.01897 0.00025 135 640: 0%| | 0/56 [00:00<?, ?it/s] 102/299 4.07G 0.0272 0.01897 0.00025 135 640: 2%|▏ | 1/56 [00:00<00:14, 3.89it/s] 102/299 4.07G 0.02559 0.02038 0.0002269 144 640: 2%|▏ | 1/56 [00:16<00:14, 3.89it/s] 102/299 4.07G 0.02559 0.02038 0.0002269 144 640: 4%|▎ | 2/56 [00:16<08:48, 9.79s/it] 102/299 4.07G 0.02582 0.02203 0.0003311 127 640: 4%|▎ | 2/56 [00:16<08:48, 9.79s/it] 102/299 4.07G 0.02582 0.02203 0.0003311 127 640: 5%|▌ | 3/56 [00:16<04:47, 5.42s/it] 102/299 4.07G 0.02578 0.02173 0.0003223 146 640: 5%|▌ | 3/56 [00:32<04:47, 5.42s/it] 102/299 4.07G 0.02578 0.02173 0.0003223 146 640: 7%|▋ | 4/56 [00:32<08:09, 9.41s/it] 102/299 4.07G 0.02564 0.02107 0.0004839 129 640: 7%|▋ | 4/56 [00:32<08:09, 9.41s/it] 102/299 4.07G 0.02564 0.02107 0.0004839 129 640: 9%|▉ | 5/56 [00:32<05:10, 6.09s/it] 102/299 4.07G 0.02562 0.02164 0.0004867 174 640: 9%|▉ | 5/56 [00:32<05:10, 6.09s/it] 102/299 4.07G 0.02562 0.02164 0.0004867 174 640: 11%|█ | 6/56 [00:32<03:25, 4.11s/it] 102/299 4.07G 0.02553 0.02127 0.0004592 143 640: 11%|█ | 6/56 [00:33<03:25, 4.11s/it] 102/299 4.07G 0.02553 0.02127 0.0004592 143 640: 12%|█▎ | 7/56 [00:33<02:18, 2.84s/it] 102/299 4.07G 0.0256 0.02165 0.0004363 156 640: 12%|█▎ | 7/56 [00:33<02:18, 2.84s/it] 102/299 4.07G 0.0256 0.02165 0.0004363 156 640: 14%|█▍ | 8/56 [00:33<01:36, 2.00s/it] 102/299 4.07G 0.02543 0.02132 0.0004418 127 640: 14%|█▍ | 8/56 [00:33<01:36, 2.00s/it] 102/299 4.07G 0.02543 0.02132 0.0004418 127 640: 16%|█▌ | 9/56 [00:33<01:07, 1.44s/it] 102/299 4.07G 0.02557 0.02151 0.0004271 135 640: 16%|█▌ | 9/56 [00:50<01:07, 1.44s/it] 102/299 4.07G 0.02557 0.02151 0.0004271 135 640: 18%|█▊ | 10/56 [00:50<04:49, 6.30s/it] 102/299 4.07G 0.02541 0.02109 0.0004055 103 640: 18%|█▊ | 10/56 [00:50<04:49, 6.30s/it] 102/299 4.07G 0.02541 0.02109 0.0004055 103 640: 20%|█▉ | 11/56 [00:50<03:19, 4.44s/it] 102/299 4.07G 0.02542 0.0209 0.0003963 104 640: 20%|█▉ | 11/56 [01:06<03:19, 4.44s/it] 102/299 4.07G 0.02542 0.0209 0.0003963 104 640: 21%|██▏ | 12/56 [01:06<05:48, 7.93s/it] 102/299 4.07G 0.02544 0.0205 0.000381 95 640: 21%|██▏ | 12/56 [01:07<05:48, 7.93s/it] 102/299 4.07G 0.02544 0.0205 0.000381 95 640: 23%|██▎ | 13/56 [01:07<04:00, 5.59s/it] 102/299 4.07G 0.02538 0.02052 0.0003887 151 640: 23%|██▎ | 13/56 [01:07<04:00, 5.59s/it] 102/299 4.07G 0.02538 0.02052 0.0003887 151 640: 25%|██▌ | 14/56 [01:07<02:46, 3.97s/it] 102/299 4.07G 0.02557 0.02045 0.0003799 152 640: 25%|██▌ | 14/56 [01:07<02:46, 3.97s/it] 102/299 4.07G 0.02557 0.02045 0.0003799 152 640: 27%|██▋ | 15/56 [01:07<01:56, 2.84s/it] 102/299 4.07G 0.0255 0.02058 0.0003709 128 640: 27%|██▋ | 15/56 [01:07<01:56, 2.84s/it] 102/299 4.07G 0.0255 0.02058 0.0003709 128 640: 29%|██▊ | 16/56 [01:07<01:22, 2.05s/it] 102/299 4.07G 0.02561 0.02059 0.0003648 150 640: 29%|██▊ | 16/56 [01:07<01:22, 2.05s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.41it/s]
all 98 501 0.617 0.482 0.523 0.272
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 103/299 4.07G 0.02607 0.01682 0.0002222 108 640: 0%| | 0/56 [00:00<?, ?it/s] 103/299 4.07G 0.02607 0.01682 0.0002222 108 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 103/299 4.07G 0.02683 0.01641 0.0002441 88 640: 2%|▏ | 1/56 [00:14<00:13, 3.94it/s] 103/299 4.07G 0.02683 0.01641 0.0002441 88 640: 4%|▎ | 2/56 [00:14<07:47, 8.66s/it] 103/299 4.07G 0.02594 0.01969 0.0002534 203 640: 4%|▎ | 2/56 [00:15<07:47, 8.66s/it] 103/299 4.07G 0.02594 0.01969 0.0002534 203 640: 5%|▌ | 3/56 [00:15<04:14, 4.80s/it] 103/299 4.07G 0.02613 0.01987 0.0002694 128 640: 5%|▌ | 3/56 [00:42<04:14, 4.80s/it] 103/299 4.07G 0.02613 0.01987 0.0002694 128 640: 7%|▋ | 4/56 [00:42<11:49, 13.65s/it] 103/299 4.07G 0.02623 0.0216 0.0002779 180 640: 7%|▋ | 4/56 [00:42<11:49, 13.65s/it] 103/299 4.07G 0.02623 0.0216 0.0002779 180 640: 9%|▉ | 5/56 [00:42<07:28, 8.80s/it] 103/299 4.07G 0.0258 0.02137 0.0002855 143 640: 9%|▉ | 5/56 [00:42<07:28, 8.80s/it] 103/299 4.07G 0.0258 0.02137 0.0002855 143 640: 11%|█ | 6/56 [00:42<04:54, 5.89s/it] 103/299 4.07G 0.02577 0.02131 0.0003966 116 640: 11%|█ | 6/56 [00:42<04:54, 5.89s/it] 103/299 4.07G 0.02577 0.02131 0.0003966 116 640: 12%|█▎ | 7/56 [00:42<03:17, 4.03s/it] 103/299 4.07G 0.02583 0.021 0.0004395 105 640: 12%|█▎ | 7/56 [00:43<03:17, 4.03s/it] 103/299 4.07G 0.02583 0.021 0.0004395 105 640: 14%|█▍ | 8/56 [00:43<02:15, 2.82s/it] 103/299 4.07G 0.02595 0.0209 0.0004269 120 640: 14%|█▍ | 8/56 [00:43<02:15, 2.82s/it] 103/299 4.07G 0.02595 0.0209 0.0004269 120 640: 16%|█▌ | 9/56 [00:43<01:34, 2.00s/it] 103/299 4.07G 0.02567 0.02097 0.0004073 160 640: 16%|█▌ | 9/56 [00:49<01:34, 2.00s/it] 103/299 4.07G 0.02567 0.02097 0.0004073 160 640: 18%|█▊ | 10/56 [00:49<02:27, 3.22s/it] 103/299 4.07G 0.02547 0.02049 0.0003954 102 640: 18%|█▊ | 10/56 [00:50<02:27, 3.22s/it] 103/299 4.07G 0.02547 0.02049 0.0003954 102 640: 20%|█▉ | 11/56 [00:50<01:56, 2.59s/it] 103/299 4.07G 0.02535 0.02049 0.0003954 137 640: 20%|█▉ | 11/56 [01:16<01:56, 2.59s/it] 103/299 4.07G 0.02535 0.02049 0.0003954 137 640: 21%|██▏ | 12/56 [01:16<07:04, 9.65s/it] 103/299 4.07G 0.02512 0.02054 0.0003813 120 640: 21%|██▏ | 12/56 [01:16<07:04, 9.65s/it] 103/299 4.07G 0.02512 0.02054 0.0003813 120 640: 23%|██▎ | 13/56 [01:16<04:52, 6.80s/it] 103/299 4.07G 0.02509 0.02063 0.0003709 141 640: 23%|██▎ | 13/56 [01:16<04:52, 6.80s/it] 103/299 4.07G 0.02509 0.02063 0.0003709 141 640: 25%|██▌ | 14/56 [01:16<03:22, 4.83s/it] 103/299 4.07G 0.02512 0.02019 0.0003727 88 640: 25%|██▌ | 14/56 [01:16<03:22, 4.83s/it] 103/299 4.07G 0.02512 0.02019 0.0003727 88 640: 27%|██▋ | 15/56 [01:16<02:21, 3.44s/it] 103/299 4.07G 0.02506 0.02028 0.0003752 164 640: 27%|██▋ | 15/56 [01:17<02:21, 3.44s/it] 103/299 4.07G 0.02506 0.02028 0.0003752 164 640: 29%|██▊ | 16/56 [01:17<01:38, 2.47s/it] 103/299 4.07G 0.02493 0.02031 0.0003667 135 640: 29%|██▊ | 16/56 [01:17<01:38, 2.47s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.565 0.513 0.529 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 104/299 4.07G 0.0235 0.02224 0.0002323 144 640: 0%| | 0/56 [00:00<?, ?it/s] 104/299 4.07G 0.0235 0.02224 0.0002323 144 640: 2%|▏ | 1/56 [00:00<00:14, 3.90it/s] 104/299 4.07G 0.02501 0.01926 0.0002423 96 640: 2%|▏ | 1/56 [00:04<00:14, 3.90it/s] 104/299 4.07G 0.02501 0.01926 0.0002423 96 640: 4%|▎ | 2/56 [00:04<02:32, 2.83s/it] 104/299 4.07G 0.02382 0.01931 0.0002473 148 640: 4%|▎ | 2/56 [00:06<02:32, 2.83s/it] 104/299 4.07G 0.02382 0.01931 0.0002473 148 640: 5%|▌ | 3/56 [00:06<02:03, 2.32s/it] 104/299 4.07G 0.02409 0.01991 0.0002534 153 640: 5%|▌ | 3/56 [00:32<02:03, 2.32s/it] 104/299 4.07G 0.02409 0.01991 0.0002534 153 640: 7%|▋ | 4/56 [00:32<10:02, 11.59s/it] 104/299 4.07G 0.02481 0.01944 0.000292 91 640: 7%|▋ | 4/56 [00:32<10:02, 11.59s/it] 104/299 4.07G 0.02481 0.01944 0.000292 91 640: 9%|▉ | 5/56 [00:32<06:21, 7.49s/it] 104/299 4.07G 0.02488 0.01993 0.000304 134 640: 9%|▉ | 5/56 [00:32<06:21, 7.49s/it] 104/299 4.07G 0.02488 0.01993 0.000304 134 640: 11%|█ | 6/56 [00:32<04:11, 5.03s/it] 104/299 4.07G 0.02537 0.01996 0.0003304 102 640: 11%|█ | 6/56 [00:33<04:11, 5.03s/it] 104/299 4.07G 0.02537 0.01996 0.0003304 102 640: 12%|█▎ | 7/56 [00:33<02:49, 3.45s/it] 104/299 4.07G 0.02508 0.01981 0.0003271 140 640: 12%|█▎ | 7/56 [00:33<02:49, 3.45s/it] 104/299 4.07G 0.02508 0.01981 0.0003271 140 640: 14%|█▍ | 8/56 [00:33<01:56, 2.42s/it] 104/299 4.07G 0.02498 0.01957 0.000347 97 640: 14%|█▍ | 8/56 [00:33<01:56, 2.42s/it] 104/299 4.07G 0.02498 0.01957 0.000347 97 640: 16%|█▌ | 9/56 [00:33<01:21, 1.73s/it] 104/299 4.07G 0.02511 0.01971 0.0003382 118 640: 16%|█▌ | 9/56 [00:39<01:21, 1.73s/it] 104/299 4.07G 0.02511 0.01971 0.0003382 118 640: 18%|█▊ | 10/56 [00:39<02:17, 2.98s/it] 104/299 4.07G 0.02492 0.01946 0.0003279 112 640: 18%|█▊ | 10/56 [00:41<02:17, 2.98s/it] 104/299 4.07G 0.02492 0.01946 0.0003279 112 640: 20%|█▉ | 11/56 [00:41<02:03, 2.75s/it] 104/299 4.07G 0.02477 0.01959 0.0003471 127 640: 20%|█▉ | 11/56 [01:06<02:03, 2.75s/it] 104/299 4.07G 0.02477 0.01959 0.0003471 127 640: 21%|██▏ | 12/56 [01:06<06:58, 9.52s/it] 104/299 4.07G 0.02472 0.01985 0.0003358 127 640: 21%|██▏ | 12/56 [01:06<06:58, 9.52s/it] 104/299 4.07G 0.02472 0.01985 0.0003358 127 640: 23%|██▎ | 13/56 [01:06<04:48, 6.70s/it] 104/299 4.07G 0.02484 0.02005 0.0003698 171 640: 23%|██▎ | 13/56 [01:06<04:48, 6.70s/it] 104/299 4.07G 0.02484 0.02005 0.0003698 171 640: 25%|██▌ | 14/56 [01:06<03:19, 4.75s/it] 104/299 4.07G 0.02476 0.02014 0.0003752 147 640: 25%|██▌ | 14/56 [01:07<03:19, 4.75s/it] 104/299 4.07G 0.02476 0.02014 0.0003752 147 640: 27%|██▋ | 15/56 [01:07<02:18, 3.38s/it] 104/299 4.07G 0.02468 0.02045 0.0003776 165 640: 27%|██▋ | 15/56 [01:07<02:18, 3.38s/it] 104/299 4.07G 0.02468 0.02045 0.0003776 165 640: 29%|██▊ | 16/56 [01:07<01:37, 2.43s/it] 104/299 4.07G 0.02463 0.02031 0.0003687 104 640: 29%|██▊ | 16/56 [01:07<01:37, 2.43s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.544 0.489 0.484 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 105/299 4.07G 0.02512 0.01893 0.0003058 133 640: 0%| | 0/56 [00:00<?, ?it/s] 105/299 4.07G 0.02512 0.01893 0.0003058 133 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 105/299 4.07G 0.02492 0.01866 0.0003762 139 640: 2%|▏ | 1/56 [00:04<00:13, 4.12it/s] 105/299 4.07G 0.02492 0.01866 0.0003762 139 640: 4%|▎ | 2/56 [00:04<02:25, 2.69s/it] 105/299 4.07G 0.02498 0.0179 0.0003351 117 640: 4%|▎ | 2/56 [00:06<02:25, 2.69s/it] 105/299 4.07G 0.02498 0.0179 0.0003351 117 640: 5%|▌ | 3/56 [00:06<02:11, 2.48s/it] 105/299 4.07G 0.02531 0.01882 0.000304 141 640: 5%|▌ | 3/56 [00:32<02:11, 2.48s/it] 105/299 4.07G 0.02531 0.01882 0.000304 141 640: 7%|▋ | 4/56 [00:32<10:02, 11.58s/it] 105/299 4.07G 0.02564 0.01943 0.0003614 144 640: 7%|▋ | 4/56 [00:40<10:02, 11.58s/it] 105/299 4.07G 0.02564 0.01943 0.0003614 144 640: 9%|▉ | 5/56 [00:40<08:45, 10.30s/it] 105/299 4.07G 0.02604 0.01992 0.0003504 122 640: 9%|▉ | 5/56 [00:40<08:45, 10.30s/it] 105/299 4.07G 0.02604 0.01992 0.0003504 122 640: 11%|█ | 6/56 [00:40<05:44, 6.88s/it] 105/299 4.07G 0.02592 0.01995 0.0003376 108 640: 11%|█ | 6/56 [00:40<05:44, 6.88s/it] 105/299 4.07G 0.02592 0.01995 0.0003376 108 640: 12%|█▎ | 7/56 [00:40<03:50, 4.70s/it] 105/299 4.07G 0.02626 0.02062 0.0003387 133 640: 12%|█▎ | 7/56 [00:41<03:50, 4.70s/it] 105/299 4.07G 0.02626 0.02062 0.0003387 133 640: 14%|█▍ | 8/56 [00:41<02:37, 3.27s/it] 105/299 4.07G 0.02632 0.02064 0.0003247 146 640: 14%|█▍ | 8/56 [00:41<02:37, 3.27s/it] 105/299 4.07G 0.02632 0.02064 0.0003247 146 640: 16%|█▌ | 9/56 [00:41<01:48, 2.32s/it] 105/299 4.07G 0.02647 0.02034 0.0003155 133 640: 16%|█▌ | 9/56 [00:41<01:48, 2.32s/it] 105/299 4.07G 0.02647 0.02034 0.0003155 133 640: 18%|█▊ | 10/56 [00:41<01:17, 1.68s/it] 105/299 4.07G 0.02638 0.01968 0.000333 95 640: 18%|█▊ | 10/56 [00:41<01:17, 1.68s/it] 105/299 4.07G 0.02638 0.01968 0.000333 95 640: 20%|█▉ | 11/56 [00:41<00:55, 1.23s/it] 105/299 4.07G 0.02641 0.02005 0.0003345 153 640: 20%|█▉ | 11/56 [01:06<00:55, 1.23s/it] 105/299 4.07G 0.02641 0.02005 0.0003345 153 640: 21%|██▏ | 12/56 [01:06<06:10, 8.41s/it] 105/299 4.07G 0.02627 0.0204 0.0003427 183 640: 21%|██▏ | 12/56 [01:14<06:10, 8.41s/it] 105/299 4.07G 0.02627 0.0204 0.0003427 183 640: 23%|██▎ | 13/56 [01:14<05:53, 8.22s/it] 105/299 4.07G 0.02614 0.02017 0.0003478 112 640: 23%|██▎ | 13/56 [01:14<05:53, 8.22s/it] 105/299 4.07G 0.02614 0.02017 0.0003478 112 640: 25%|██▌ | 14/56 [01:14<04:04, 5.81s/it] 105/299 4.07G 0.02598 0.01987 0.0003486 104 640: 25%|██▌ | 14/56 [01:14<04:04, 5.81s/it] 105/299 4.07G 0.02598 0.01987 0.0003486 104 640: 27%|██▋ | 15/56 [01:14<02:49, 4.12s/it] 105/299 4.07G 0.0258 0.0199 0.0003402 141 640: 27%|██▋ | 15/56 [01:15<02:49, 4.12s/it] 105/299 4.07G 0.0258 0.0199 0.0003402 141 640: 29%|██▊ | 16/56 [01:15<01:58, 2.96s/it] 105/299 4.07G 0.02569 0.01981 0.0003345 107 640: 29%|██▊ | 16/56 [01:15<01:58, 2.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.593 0.51 0.521 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 106/299 4.07G 0.02484 0.02257 0.0003343 134 640: 0%| | 0/56 [00:00<?, ?it/s] 106/299 4.07G 0.02484 0.02257 0.0003343 134 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 106/299 4.07G 0.0251 0.02409 0.0003026 166 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 106/299 4.07G 0.0251 0.02409 0.0003026 166 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 106/299 4.07G 0.02432 0.02274 0.0003081 159 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 106/299 4.07G 0.02432 0.02274 0.0003081 159 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 106/299 4.07G 0.02503 0.02329 0.0004356 198 640: 5%|▌ | 3/56 [00:23<00:12, 4.20it/s] 106/299 4.07G 0.02503 0.02329 0.0004356 198 640: 7%|▋ | 4/56 [00:23<08:03, 9.29s/it] 106/299 4.07G 0.02475 0.02208 0.0003984 103 640: 7%|▋ | 4/56 [00:32<08:03, 9.29s/it] 106/299 4.07G 0.02475 0.02208 0.0003984 103 640: 9%|▉ | 5/56 [00:32<07:40, 9.03s/it] 106/299 4.07G 0.02521 0.02179 0.0003993 117 640: 9%|▉ | 5/56 [00:32<07:40, 9.03s/it] 106/299 4.07G 0.02521 0.02179 0.0003993 117 640: 11%|█ | 6/56 [00:32<05:02, 6.04s/it] 106/299 4.07G 0.02526 0.02154 0.0004012 144 640: 11%|█ | 6/56 [00:32<05:02, 6.04s/it] 106/299 4.07G 0.02526 0.02154 0.0004012 144 640: 12%|█▎ | 7/56 [00:32<03:22, 4.14s/it] 106/299 4.07G 0.02553 0.02226 0.0003845 236 640: 12%|█▎ | 7/56 [00:33<03:22, 4.14s/it] 106/299 4.07G 0.02553 0.02226 0.0003845 236 640: 14%|█▍ | 8/56 [00:33<02:18, 2.89s/it] 106/299 4.07G 0.02564 0.02208 0.0003746 133 640: 14%|█▍ | 8/56 [00:33<02:18, 2.89s/it] 106/299 4.07G 0.02564 0.02208 0.0003746 133 640: 16%|█▌ | 9/56 [00:33<01:36, 2.05s/it] 106/299 4.07G 0.0256 0.022 0.000364 167 640: 16%|█▌ | 9/56 [00:42<01:36, 2.05s/it] 106/299 4.07G 0.0256 0.022 0.000364 167 640: 18%|█▊ | 10/56 [00:42<03:16, 4.27s/it] 106/299 4.07G 0.0255 0.02177 0.0003569 128 640: 18%|█▊ | 10/56 [00:42<03:16, 4.27s/it] 106/299 4.07G 0.0255 0.02177 0.0003569 128 640: 20%|█▉ | 11/56 [00:42<02:16, 3.03s/it] 106/299 4.07G 0.0257 0.02157 0.0003507 104 640: 20%|█▉ | 11/56 [00:58<02:16, 3.03s/it] 106/299 4.07G 0.0257 0.02157 0.0003507 104 640: 21%|██▏ | 12/56 [00:58<04:58, 6.78s/it] 106/299 4.07G 0.02575 0.02154 0.0003551 148 640: 21%|██▏ | 12/56 [01:06<04:58, 6.78s/it] 106/299 4.07G 0.02575 0.02154 0.0003551 148 640: 23%|██▎ | 13/56 [01:06<05:13, 7.29s/it] 106/299 4.07G 0.02563 0.02145 0.0003461 117 640: 23%|██▎ | 13/56 [01:06<05:13, 7.29s/it] 106/299 4.07G 0.02563 0.02145 0.0003461 117 640: 25%|██▌ | 14/56 [01:06<03:36, 5.16s/it] 106/299 4.07G 0.02563 0.02152 0.0003497 153 640: 25%|██▌ | 14/56 [01:07<03:36, 5.16s/it] 106/299 4.07G 0.02563 0.02152 0.0003497 153 640: 27%|██▋ | 15/56 [01:07<02:30, 3.67s/it] 106/299 4.07G 0.02566 0.02137 0.000349 104 640: 27%|██▋ | 15/56 [01:07<02:30, 3.67s/it] 106/299 4.07G 0.02566 0.02137 0.000349 104 640: 29%|██▊ | 16/56 [01:07<01:45, 2.63s/it] 106/299 4.07G 0.02564 0.02144 0.0003562 144 640: 29%|██▊ | 16/56 [01:07<01:45, 2.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.21it/s]
all 98 501 0.598 0.532 0.53 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 107/299 4.07G 0.02534 0.01982 0.0004 144 640: 0%| | 0/56 [00:00<?, ?it/s] 107/299 4.07G 0.02534 0.01982 0.0004 144 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 107/299 4.07G 0.02639 0.0202 0.0004232 148 640: 2%|▏ | 1/56 [00:07<00:13, 4.06it/s] 107/299 4.07G 0.02639 0.0202 0.0004232 148 640: 4%|▎ | 2/56 [00:07<03:41, 4.11s/it] 107/299 4.07G 0.02731 0.0202 0.0003542 138 640: 4%|▎ | 2/56 [00:07<03:41, 4.11s/it] 107/299 4.07G 0.02731 0.0202 0.0003542 138 640: 5%|▌ | 3/56 [00:07<02:03, 2.33s/it] 107/299 4.07G 0.02665 0.02039 0.0003679 176 640: 5%|▌ | 3/56 [00:35<02:03, 2.33s/it] 107/299 4.07G 0.02665 0.02039 0.0003679 176 640: 7%|▋ | 4/56 [00:35<11:01, 12.73s/it] 107/299 4.07G 0.02631 0.02038 0.0003438 156 640: 7%|▋ | 4/56 [00:36<11:01, 12.73s/it] 107/299 4.07G 0.02631 0.02038 0.0003438 156 640: 9%|▉ | 5/56 [00:36<06:58, 8.22s/it] 107/299 4.07G 0.02607 0.01964 0.0003594 142 640: 9%|▉ | 5/56 [00:36<06:58, 8.22s/it] 107/299 4.07G 0.02607 0.01964 0.0003594 142 640: 11%|█ | 6/56 [00:36<04:35, 5.50s/it] 107/299 4.07G 0.02627 0.02004 0.0003434 184 640: 11%|█ | 6/56 [00:36<04:35, 5.50s/it] 107/299 4.07G 0.02627 0.02004 0.0003434 184 640: 12%|█▎ | 7/56 [00:36<03:04, 3.77s/it] 107/299 4.07G 0.02619 0.02027 0.000344 143 640: 12%|█▎ | 7/56 [00:36<03:04, 3.77s/it] 107/299 4.07G 0.02619 0.02027 0.000344 143 640: 14%|█▍ | 8/56 [00:36<02:06, 2.64s/it] 107/299 4.07G 0.02585 0.02011 0.0003359 169 640: 14%|█▍ | 8/56 [00:37<02:06, 2.64s/it] 107/299 4.07G 0.02585 0.02011 0.0003359 169 640: 16%|█▌ | 9/56 [00:37<01:28, 1.88s/it] 107/299 4.07G 0.02562 0.01974 0.0003386 112 640: 16%|█▌ | 9/56 [00:41<01:28, 1.88s/it] 107/299 4.07G 0.02562 0.01974 0.0003386 112 640: 18%|█▊ | 10/56 [00:41<02:08, 2.79s/it] 107/299 4.07G 0.02581 0.01978 0.0003264 140 640: 18%|█▊ | 10/56 [00:44<02:08, 2.79s/it] 107/299 4.07G 0.02581 0.01978 0.0003264 140 640: 20%|█▉ | 11/56 [00:44<02:06, 2.81s/it] 107/299 4.07G 0.02566 0.01959 0.0003442 120 640: 20%|█▉ | 11/56 [01:09<02:06, 2.81s/it] 107/299 4.07G 0.02566 0.01959 0.0003442 120 640: 21%|██▏ | 12/56 [01:09<07:03, 9.63s/it] 107/299 4.07G 0.02563 0.01988 0.0003343 163 640: 21%|██▏ | 12/56 [01:10<07:03, 9.63s/it] 107/299 4.07G 0.02563 0.01988 0.0003343 163 640: 23%|██▎ | 13/56 [01:10<04:51, 6.78s/it] 107/299 4.07G 0.02565 0.01998 0.0003237 138 640: 23%|██▎ | 13/56 [01:10<04:51, 6.78s/it] 107/299 4.07G 0.02565 0.01998 0.0003237 138 640: 25%|██▌ | 14/56 [01:10<03:22, 4.81s/it] 107/299 4.07G 0.02567 0.01996 0.0003163 110 640: 25%|██▌ | 14/56 [01:10<03:22, 4.81s/it] 107/299 4.07G 0.02567 0.01996 0.0003163 110 640: 27%|██▋ | 15/56 [01:10<02:20, 3.43s/it] 107/299 4.07G 0.02574 0.02025 0.0003088 166 640: 27%|██▋ | 15/56 [01:10<02:20, 3.43s/it] 107/299 4.07G 0.02574 0.02025 0.0003088 166 640: 29%|██▊ | 16/56 [01:10<01:38, 2.46s/it] 107/299 4.07G 0.02581 0.02002 0.0003052 101 640: 29%|██▊ | 16/56 [01:11<01:38, 2.46s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.42it/s]
all 98 501 0.575 0.504 0.505 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 108/299 4.07G 0.02711 0.01819 0.0004136 122 640: 0%| | 0/56 [00:00<?, ?it/s] 108/299 4.07G 0.02711 0.01819 0.0004136 122 640: 2%|▏ | 1/56 [00:00<00:14, 3.91it/s] 108/299 4.07G 0.02619 0.01639 0.0003137 86 640: 2%|▏ | 1/56 [00:03<00:14, 3.91it/s] 108/299 4.07G 0.02619 0.01639 0.0003137 86 640: 4%|▎ | 2/56 [00:03<01:36, 1.79s/it] 108/299 4.07G 0.02605 0.01758 0.0003929 128 640: 4%|▎ | 2/56 [00:06<01:36, 1.79s/it] 108/299 4.07G 0.02605 0.01758 0.0003929 128 640: 5%|▌ | 3/56 [00:06<02:14, 2.55s/it] 108/299 4.07G 0.0268 0.01812 0.0003583 161 640: 5%|▌ | 3/56 [00:34<02:14, 2.55s/it] 108/299 4.07G 0.0268 0.01812 0.0003583 161 640: 7%|▋ | 4/56 [00:34<10:50, 12.50s/it] 108/299 4.07G 0.02638 0.01805 0.0003263 124 640: 7%|▋ | 4/56 [00:42<10:50, 12.50s/it] 108/299 4.07G 0.02638 0.01805 0.0003263 124 640: 9%|▉ | 5/56 [00:42<09:15, 10.88s/it] 108/299 4.07G 0.02628 0.01796 0.0003078 123 640: 9%|▉ | 5/56 [00:42<09:15, 10.88s/it] 108/299 4.07G 0.02628 0.01796 0.0003078 123 640: 11%|█ | 6/56 [00:42<06:03, 7.26s/it] 108/299 4.07G 0.02638 0.01874 0.0003096 154 640: 11%|█ | 6/56 [00:42<06:03, 7.26s/it] 108/299 4.07G 0.02638 0.01874 0.0003096 154 640: 12%|█▎ | 7/56 [00:42<04:02, 4.96s/it] 108/299 4.07G 0.0262 0.01887 0.0003115 138 640: 12%|█▎ | 7/56 [00:43<04:02, 4.96s/it] 108/299 4.07G 0.0262 0.01887 0.0003115 138 640: 14%|█▍ | 8/56 [00:43<02:45, 3.45s/it] 108/299 4.07G 0.02593 0.01894 0.0003001 133 640: 14%|█▍ | 8/56 [00:43<02:45, 3.45s/it] 108/299 4.07G 0.02593 0.01894 0.0003001 133 640: 16%|█▌ | 9/56 [00:43<01:54, 2.43s/it] 108/299 4.07G 0.02566 0.01923 0.0002987 155 640: 16%|█▌ | 9/56 [00:43<01:54, 2.43s/it] 108/299 4.07G 0.02566 0.01923 0.0002987 155 640: 18%|█▊ | 10/56 [00:43<01:20, 1.76s/it] 108/299 4.07G 0.02562 0.01917 0.0002906 114 640: 18%|█▊ | 10/56 [00:45<01:20, 1.76s/it] 108/299 4.07G 0.02562 0.01917 0.0002906 114 640: 20%|█▉ | 11/56 [00:45<01:18, 1.75s/it] 108/299 4.07G 0.02551 0.01908 0.0003725 144 640: 20%|█▉ | 11/56 [01:08<01:18, 1.75s/it] 108/299 4.07G 0.02551 0.01908 0.0003725 144 640: 21%|██▏ | 12/56 [01:08<06:11, 8.45s/it] 108/299 4.07G 0.02559 0.01921 0.0003695 159 640: 21%|██▏ | 12/56 [01:17<06:11, 8.45s/it] 108/299 4.07G 0.02559 0.01921 0.0003695 159 640: 23%|██▎ | 13/56 [01:17<05:58, 8.33s/it] 108/299 4.07G 0.02569 0.01965 0.0004168 151 640: 23%|██▎ | 13/56 [01:17<05:58, 8.33s/it] 108/299 4.07G 0.02569 0.01965 0.0004168 151 640: 25%|██▌ | 14/56 [01:17<04:07, 5.89s/it] 108/299 4.07G 0.02562 0.01952 0.0004272 118 640: 25%|██▌ | 14/56 [01:17<04:07, 5.89s/it] 108/299 4.07G 0.02562 0.01952 0.0004272 118 640: 27%|██▋ | 15/56 [01:17<02:51, 4.18s/it] 108/299 4.07G 0.02561 0.01924 0.0004304 106 640: 27%|██▋ | 15/56 [01:17<02:51, 4.18s/it] 108/299 4.07G 0.02561 0.01924 0.0004304 106 640: 29%|██▊ | 16/56 [01:17<01:59, 2.99s/it] 108/299 4.07G 0.02564 0.01929 0.0004205 138 640: 29%|██▊ | 16/56 [01:17<01:59, 2.99s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.41it/s]
all 98 501 0.541 0.48 0.475 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 109/299 4.07G 0.02559 0.01711 0.0002737 114 640: 0%| | 0/56 [00:00<?, ?it/s] 109/299 4.07G 0.02559 0.01711 0.0002737 114 640: 2%|▏ | 1/56 [00:00<00:13, 4.05it/s] 109/299 4.07G 0.02589 0.02036 0.0003142 173 640: 2%|▏ | 1/56 [00:00<00:13, 4.05it/s] 109/299 4.07G 0.02589 0.02036 0.0003142 173 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 109/299 4.07G 0.02547 0.02054 0.0002986 147 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 109/299 4.07G 0.02547 0.02054 0.0002986 147 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 109/299 4.07G 0.02458 0.01985 0.0002808 109 640: 5%|▌ | 3/56 [00:11<00:12, 4.21it/s] 109/299 4.07G 0.02458 0.01985 0.0002808 109 640: 7%|▋ | 4/56 [00:11<03:56, 4.55s/it] 109/299 4.07G 0.02472 0.02016 0.0003373 156 640: 7%|▋ | 4/56 [00:32<03:56, 4.55s/it] 109/299 4.07G 0.02472 0.02016 0.0003373 156 640: 9%|▉ | 5/56 [00:32<08:40, 10.21s/it] 109/299 4.07G 0.02471 0.02027 0.0003218 139 640: 9%|▉ | 5/56 [00:32<08:40, 10.21s/it] 109/299 4.07G 0.02471 0.02027 0.0003218 139 640: 11%|█ | 6/56 [00:32<05:41, 6.83s/it] 109/299 4.07G 0.02461 0.01979 0.0003091 111 640: 11%|█ | 6/56 [00:32<05:41, 6.83s/it] 109/299 4.07G 0.02461 0.01979 0.0003091 111 640: 12%|█▎ | 7/56 [00:32<03:48, 4.67s/it] 109/299 4.07G 0.02497 0.01987 0.0003431 123 640: 12%|█▎ | 7/56 [00:32<03:48, 4.67s/it] 109/299 4.07G 0.02497 0.01987 0.0003431 123 640: 14%|█▍ | 8/56 [00:32<02:35, 3.25s/it] 109/299 4.07G 0.0249 0.01969 0.0003503 138 640: 14%|█▍ | 8/56 [00:34<02:35, 3.25s/it] 109/299 4.07G 0.0249 0.01969 0.0003503 138 640: 16%|█▌ | 9/56 [00:34<02:04, 2.64s/it] 109/299 4.07G 0.02487 0.0196 0.0003434 130 640: 16%|█▌ | 9/56 [00:34<02:04, 2.64s/it] 109/299 4.07G 0.02487 0.0196 0.0003434 130 640: 18%|█▊ | 10/56 [00:34<01:27, 1.90s/it] 109/299 4.07G 0.02464 0.01932 0.0003819 118 640: 18%|█▊ | 10/56 [00:34<01:27, 1.90s/it] 109/299 4.07G 0.02464 0.01932 0.0003819 118 640: 20%|█▉ | 11/56 [00:34<01:02, 1.39s/it] 109/299 4.07G 0.02495 0.01953 0.0003882 162 640: 20%|█▉ | 11/56 [00:46<01:02, 1.39s/it] 109/299 4.07G 0.02495 0.01953 0.0003882 162 640: 21%|██▏ | 12/56 [00:46<03:21, 4.59s/it] 109/299 4.07G 0.02514 0.01951 0.000378 119 640: 21%|██▏ | 12/56 [01:05<03:21, 4.59s/it] 109/299 4.07G 0.02514 0.01951 0.000378 119 640: 23%|██▎ | 13/56 [01:05<06:28, 9.04s/it] 109/299 4.07G 0.02512 0.01942 0.0003776 118 640: 23%|██▎ | 13/56 [01:06<06:28, 9.04s/it] 109/299 4.07G 0.02512 0.01942 0.0003776 118 640: 25%|██▌ | 14/56 [01:06<04:28, 6.39s/it] 109/299 4.07G 0.02492 0.01922 0.0003698 130 640: 25%|██▌ | 14/56 [01:06<04:28, 6.39s/it] 109/299 4.07G 0.02492 0.01922 0.0003698 130 640: 27%|██▋ | 15/56 [01:06<03:05, 4.53s/it] 109/299 4.07G 0.02519 0.01966 0.000364 182 640: 27%|██▋ | 15/56 [01:06<03:05, 4.53s/it] 109/299 4.07G 0.02519 0.01966 0.000364 182 640: 29%|██▊ | 16/56 [01:06<02:09, 3.23s/it] 109/299 4.07G 0.02506 0.01952 0.0003577 131 640: 29%|██▊ | 16/56 [01:08<02:09, 3.23s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.58 0.454 0.478 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 110/299 4.07G 0.0298 0.02045 0.0002427 130 640: 0%| | 0/56 [00:00<?, ?it/s] 110/299 4.07G 0.0298 0.02045 0.0002427 130 640: 2%|▏ | 1/56 [00:00<00:16, 3.33it/s] 110/299 4.07G 0.02834 0.02084 0.0002437 145 640: 2%|▏ | 1/56 [00:00<00:16, 3.33it/s] 110/299 4.07G 0.02834 0.02084 0.0002437 145 640: 4%|▎ | 2/56 [00:00<00:14, 3.65it/s] 110/299 4.07G 0.02671 0.02055 0.0002584 160 640: 4%|▎ | 2/56 [00:00<00:14, 3.65it/s] 110/299 4.07G 0.02671 0.02055 0.0002584 160 640: 5%|▌ | 3/56 [00:00<00:13, 4.04it/s] 110/299 4.07G 0.02591 0.02146 0.0002785 163 640: 5%|▌ | 3/56 [00:13<00:13, 4.04it/s] 110/299 4.07G 0.02591 0.02146 0.0002785 163 640: 7%|▋ | 4/56 [00:13<04:26, 5.13s/it] 110/299 4.07G 0.02548 0.02136 0.0002735 159 640: 7%|▋ | 4/56 [00:32<04:26, 5.13s/it] 110/299 4.07G 0.02548 0.02136 0.0002735 159 640: 9%|▉ | 5/56 [00:32<08:35, 10.12s/it] 110/299 4.07G 0.0251 0.02061 0.0002872 124 640: 9%|▉ | 5/56 [00:32<08:35, 10.12s/it] 110/299 4.07G 0.0251 0.02061 0.0002872 124 640: 11%|█ | 6/56 [00:32<05:38, 6.76s/it] 110/299 4.07G 0.02519 0.02106 0.0003345 173 640: 11%|█ | 6/56 [00:32<05:38, 6.76s/it] 110/299 4.07G 0.02519 0.02106 0.0003345 173 640: 12%|█▎ | 7/56 [00:32<03:46, 4.62s/it] 110/299 4.07G 0.02504 0.0208 0.0003244 121 640: 12%|█▎ | 7/56 [00:33<03:46, 4.62s/it] 110/299 4.07G 0.02504 0.0208 0.0003244 121 640: 14%|█▍ | 8/56 [00:33<02:34, 3.22s/it] 110/299 4.07G 0.02512 0.02127 0.0003182 156 640: 14%|█▍ | 8/56 [00:46<02:34, 3.22s/it] 110/299 4.07G 0.02512 0.02127 0.0003182 156 640: 16%|█▌ | 9/56 [00:46<05:01, 6.41s/it] 110/299 4.07G 0.02497 0.02076 0.0003124 88 640: 16%|█▌ | 9/56 [00:46<05:01, 6.41s/it] 110/299 4.07G 0.02497 0.02076 0.0003124 88 640: 18%|█▊ | 10/56 [00:46<03:27, 4.51s/it] 110/299 4.07G 0.0249 0.02059 0.000312 112 640: 18%|█▊ | 10/56 [00:46<03:27, 4.51s/it] 110/299 4.07G 0.0249 0.02059 0.000312 112 640: 20%|█▉ | 11/56 [00:46<02:23, 3.20s/it] 110/299 4.07G 0.02494 0.02024 0.0003118 106 640: 20%|█▉ | 11/56 [00:47<02:23, 3.20s/it] 110/299 4.07G 0.02494 0.02024 0.0003118 106 640: 21%|██▏ | 12/56 [00:47<01:50, 2.52s/it] 110/299 4.07G 0.02511 0.02021 0.0003076 140 640: 21%|██▏ | 12/56 [01:06<01:50, 2.52s/it] 110/299 4.07G 0.02511 0.02021 0.0003076 140 640: 23%|██▎ | 13/56 [01:06<05:12, 7.27s/it] 110/299 4.07G 0.02514 0.02042 0.0003058 160 640: 23%|██▎ | 13/56 [01:06<05:12, 7.27s/it] 110/299 4.07G 0.02514 0.02042 0.0003058 160 640: 25%|██▌ | 14/56 [01:06<03:36, 5.15s/it] 110/299 4.07G 0.0251 0.02041 0.0003032 117 640: 25%|██▌ | 14/56 [01:06<03:36, 5.15s/it] 110/299 4.07G 0.0251 0.02041 0.0003032 117 640: 27%|██▋ | 15/56 [01:06<02:30, 3.66s/it] 110/299 4.07G 0.025 0.02026 0.0003145 115 640: 27%|██▋ | 15/56 [01:06<02:30, 3.66s/it] 110/299 4.07G 0.025 0.02026 0.0003145 115 640: 29%|██▊ | 16/56 [01:06<01:44, 2.62s/it] 110/299 4.07G 0.0249 0.02072 0.000312 196 640: 29%|██▊ | 16/56 [01:20<01:44, 2.62s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.20it/s]
all 98 501 0.6 0.473 0.494 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 111/299 4.07G 0.02493 0.016 0.0006744 102 640: 0%| | 0/56 [00:13<?, ?it/s] 111/299 4.07G 0.02493 0.016 0.0006744 102 640: 2%|▏ | 1/56 [00:13<12:24, 13.54s/it] 111/299 4.07G 0.02497 0.01748 0.0004553 112 640: 2%|▏ | 1/56 [00:13<12:24, 13.54s/it] 111/299 4.07G 0.02497 0.01748 0.0004553 112 640: 4%|▎ | 2/56 [00:13<05:09, 5.73s/it] 111/299 4.07G 0.0241 0.0192 0.0003785 164 640: 4%|▎ | 2/56 [00:14<05:09, 5.73s/it] 111/299 4.07G 0.0241 0.0192 0.0003785 164 640: 5%|▌ | 3/56 [00:14<02:50, 3.21s/it] 111/299 4.07G 0.02433 0.0195 0.000342 135 640: 5%|▌ | 3/56 [00:23<02:50, 3.21s/it] 111/299 4.07G 0.02433 0.0195 0.000342 135 640: 7%|▋ | 4/56 [00:23<05:03, 5.83s/it] 111/299 4.07G 0.02423 0.01887 0.0003337 122 640: 7%|▋ | 4/56 [00:44<05:03, 5.83s/it] 111/299 4.07G 0.02423 0.01887 0.0003337 122 640: 9%|▉ | 5/56 [00:44<09:22, 11.02s/it] 111/299 4.07G 0.02395 0.02025 0.0003701 182 640: 9%|▉ | 5/56 [00:44<09:22, 11.02s/it] 111/299 4.07G 0.02395 0.02025 0.0003701 182 640: 11%|█ | 6/56 [00:44<06:07, 7.36s/it] 111/299 4.07G 0.02401 0.01992 0.0003528 141 640: 11%|█ | 6/56 [00:44<06:07, 7.36s/it] 111/299 4.07G 0.02401 0.01992 0.0003528 141 640: 12%|█▎ | 7/56 [00:44<04:06, 5.02s/it] 111/299 4.07G 0.02403 0.01953 0.0003345 106 640: 12%|█▎ | 7/56 [00:44<04:06, 5.02s/it] 111/299 4.07G 0.02403 0.01953 0.0003345 106 640: 14%|█▍ | 8/56 [00:44<02:47, 3.49s/it] 111/299 4.07G 0.02423 0.01957 0.000318 114 640: 14%|█▍ | 8/56 [00:47<02:47, 3.49s/it] 111/299 4.07G 0.02423 0.01957 0.000318 114 640: 16%|█▌ | 9/56 [00:47<02:39, 3.40s/it] 111/299 4.07G 0.02424 0.01975 0.0003102 155 640: 16%|█▌ | 9/56 [00:48<02:39, 3.40s/it] 111/299 4.07G 0.02424 0.01975 0.0003102 155 640: 18%|█▊ | 10/56 [00:48<01:51, 2.43s/it] 111/299 4.07G 0.02429 0.01978 0.0003029 123 640: 18%|█▊ | 10/56 [00:48<01:51, 2.43s/it] 111/299 4.07G 0.02429 0.01978 0.0003029 123 640: 20%|█▉ | 11/56 [00:48<01:18, 1.75s/it] 111/299 4.07G 0.02426 0.01978 0.0002966 147 640: 20%|█▉ | 11/56 [01:00<01:18, 1.75s/it] 111/299 4.07G 0.02426 0.01978 0.0002966 147 640: 21%|██▏ | 12/56 [01:00<03:36, 4.93s/it] 111/299 4.07G 0.02442 0.0199 0.0003195 149 640: 21%|██▏ | 12/56 [01:18<03:36, 4.93s/it] 111/299 4.07G 0.02442 0.0199 0.0003195 149 640: 23%|██▎ | 13/56 [01:18<06:15, 8.74s/it] 111/299 4.07G 0.02462 0.01999 0.0003119 133 640: 23%|██▎ | 13/56 [01:18<06:15, 8.74s/it] 111/299 4.07G 0.02462 0.01999 0.0003119 133 640: 25%|██▌ | 14/56 [01:18<04:19, 6.17s/it] 111/299 4.07G 0.0248 0.01971 0.000313 120 640: 25%|██▌ | 14/56 [01:18<04:19, 6.17s/it] 111/299 4.07G 0.0248 0.01971 0.000313 120 640: 27%|██▋ | 15/56 [01:18<02:59, 4.38s/it] 111/299 4.07G 0.0249 0.01973 0.0003117 147 640: 27%|██▋ | 15/56 [01:18<02:59, 4.38s/it] 111/299 4.07G 0.0249 0.01973 0.0003117 147 640: 29%|██▊ | 16/56 [01:18<02:04, 3.12s/it] 111/299 4.07G 0.02508 0.02 0.0003107 177 640: 29%|██▊ | 16/56 [01:22<02:04, 3.12s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.578 0.529 0.508 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 112/299 4.07G 0.02524 0.02982 0.0002808 227 640: 0%| | 0/56 [00:01<?, ?it/s] 112/299 4.07G 0.02524 0.02982 0.0002808 227 640: 2%|▏ | 1/56 [00:01<00:55, 1.01s/it] 112/299 4.07G 0.02541 0.02437 0.0002504 113 640: 2%|▏ | 1/56 [00:01<00:55, 1.01s/it] 112/299 4.07G 0.02541 0.02437 0.0002504 113 640: 4%|▎ | 2/56 [00:01<00:30, 1.77it/s] 112/299 4.07G 0.02483 0.02279 0.0002425 143 640: 4%|▎ | 2/56 [00:01<00:30, 1.77it/s] 112/299 4.07G 0.02483 0.02279 0.0002425 143 640: 5%|▌ | 3/56 [00:01<00:21, 2.45it/s] 112/299 4.07G 0.02477 0.02211 0.0002296 126 640: 5%|▌ | 3/56 [00:24<00:21, 2.45it/s] 112/299 4.07G 0.02477 0.02211 0.0002296 126 640: 7%|▋ | 4/56 [00:24<08:10, 9.44s/it] 112/299 4.07G 0.02519 0.02105 0.0002451 114 640: 7%|▋ | 4/56 [00:32<08:10, 9.44s/it] 112/299 4.07G 0.02519 0.02105 0.0002451 114 640: 9%|▉ | 5/56 [00:32<07:35, 8.93s/it] 112/299 4.07G 0.02512 0.0218 0.0002562 166 640: 9%|▉ | 5/56 [00:33<07:35, 8.93s/it] 112/299 4.07G 0.02512 0.0218 0.0002562 166 640: 11%|█ | 6/56 [00:33<04:58, 5.98s/it] 112/299 4.07G 0.02524 0.02155 0.0004287 97 640: 11%|█ | 6/56 [00:33<04:58, 5.98s/it] 112/299 4.07G 0.02524 0.02155 0.0004287 97 640: 12%|█▎ | 7/56 [00:33<03:20, 4.10s/it] 112/299 4.07G 0.02499 0.02121 0.0004038 117 640: 12%|█▎ | 7/56 [00:33<03:20, 4.10s/it] 112/299 4.07G 0.02499 0.02121 0.0004038 117 640: 14%|█▍ | 8/56 [00:33<02:17, 2.86s/it] 112/299 4.07G 0.02493 0.02062 0.0003991 82 640: 14%|█▍ | 8/56 [00:44<02:17, 2.86s/it] 112/299 4.07G 0.02493 0.02062 0.0003991 82 640: 16%|█▌ | 9/56 [00:44<04:10, 5.34s/it] 112/299 4.07G 0.0249 0.02074 0.000395 137 640: 16%|█▌ | 9/56 [00:44<04:10, 5.34s/it] 112/299 4.07G 0.0249 0.02074 0.000395 137 640: 18%|█▊ | 10/56 [00:44<02:53, 3.77s/it] 112/299 4.07G 0.02492 0.02093 0.0003799 153 640: 18%|█▊ | 10/56 [00:44<02:53, 3.77s/it] 112/299 4.07G 0.02492 0.02093 0.0003799 153 640: 20%|█▉ | 11/56 [00:44<02:00, 2.68s/it] 112/299 4.07G 0.02466 0.0206 0.0003657 119 640: 20%|█▉ | 11/56 [01:01<02:00, 2.68s/it] 112/299 4.07G 0.02466 0.0206 0.0003657 119 640: 21%|██▏ | 12/56 [01:01<05:06, 6.97s/it] 112/299 4.07G 0.02461 0.0207 0.0003547 131 640: 21%|██▏ | 12/56 [01:06<05:06, 6.97s/it] 112/299 4.07G 0.02461 0.0207 0.0003547 131 640: 23%|██▎ | 13/56 [01:06<04:33, 6.37s/it] 112/299 4.07G 0.02439 0.02028 0.000346 111 640: 23%|██▎ | 13/56 [01:06<04:33, 6.37s/it] 112/299 4.07G 0.02439 0.02028 0.000346 111 640: 25%|██▌ | 14/56 [01:06<03:09, 4.52s/it] 112/299 4.07G 0.02429 0.02014 0.0003388 143 640: 25%|██▌ | 14/56 [01:06<03:09, 4.52s/it] 112/299 4.07G 0.02429 0.02014 0.0003388 143 640: 27%|██▋ | 15/56 [01:06<02:12, 3.22s/it] 112/299 4.07G 0.0245 0.02041 0.0003369 172 640: 27%|██▋ | 15/56 [01:07<02:12, 3.22s/it] 112/299 4.07G 0.0245 0.02041 0.0003369 172 640: 29%|██▊ | 16/56 [01:07<01:32, 2.32s/it] 112/299 4.07G 0.02447 0.02034 0.0003305 130 640: 29%|██▊ | 16/56 [01:18<01:32, 2.32s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.589 0.468 0.477 0.248
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 113/299 4.07G 0.02424 0.01967 0.0005282 145 640: 0%| | 0/56 [00:09<?, ?it/s] 113/299 4.07G 0.02424 0.01967 0.0005282 145 640: 2%|▏ | 1/56 [00:09<08:58, 9.80s/it] 113/299 4.07G 0.02431 0.01969 0.0004326 135 640: 2%|▏ | 1/56 [00:10<08:58, 9.80s/it] 113/299 4.07G 0.02431 0.01969 0.0004326 135 640: 4%|▎ | 2/56 [00:10<03:45, 4.18s/it] 113/299 4.07G 0.02514 0.01947 0.0003569 131 640: 4%|▎ | 2/56 [00:10<03:45, 4.18s/it] 113/299 4.07G 0.02514 0.01947 0.0003569 131 640: 5%|▌ | 3/56 [00:10<02:05, 2.37s/it] 113/299 4.07G 0.02486 0.02008 0.0003598 140 640: 5%|▌ | 3/56 [00:37<02:05, 2.37s/it] 113/299 4.07G 0.02486 0.02008 0.0003598 140 640: 7%|▋ | 4/56 [00:37<10:38, 12.27s/it] 113/299 4.07G 0.02445 0.02025 0.0003277 125 640: 7%|▋ | 4/56 [00:43<10:38, 12.27s/it] 113/299 4.07G 0.02445 0.02025 0.0003277 125 640: 9%|▉ | 5/56 [00:43<08:31, 10.02s/it] 113/299 4.07G 0.02425 0.01993 0.0003063 114 640: 9%|▉ | 5/56 [00:43<08:31, 10.02s/it] 113/299 4.07G 0.02425 0.01993 0.0003063 114 640: 11%|█ | 6/56 [00:43<05:34, 6.69s/it] 113/299 4.07G 0.02435 0.02048 0.0002917 169 640: 11%|█ | 6/56 [00:44<05:34, 6.69s/it] 113/299 4.07G 0.02435 0.02048 0.0002917 169 640: 12%|█▎ | 7/56 [00:44<03:44, 4.57s/it] 113/299 4.07G 0.02419 0.02032 0.0002815 136 640: 12%|█▎ | 7/56 [00:44<03:44, 4.57s/it] 113/299 4.07G 0.02419 0.02032 0.0002815 136 640: 14%|█▍ | 8/56 [00:44<02:32, 3.19s/it] 113/299 4.07G 0.02467 0.02054 0.0002746 190 640: 14%|█▍ | 8/56 [00:44<02:32, 3.19s/it] 113/299 4.07G 0.02467 0.02054 0.0002746 190 640: 16%|█▌ | 9/56 [00:44<01:46, 2.26s/it] 113/299 4.07G 0.0247 0.02045 0.0002792 126 640: 16%|█▌ | 9/56 [00:44<01:46, 2.26s/it] 113/299 4.07G 0.0247 0.02045 0.0002792 126 640: 18%|█▊ | 10/56 [00:44<01:15, 1.63s/it] 113/299 4.07G 0.02469 0.02065 0.0002823 173 640: 18%|█▊ | 10/56 [00:45<01:15, 1.63s/it] 113/299 4.07G 0.02469 0.02065 0.0002823 173 640: 20%|█▉ | 11/56 [00:45<00:53, 1.20s/it] 113/299 4.07G 0.02467 0.0211 0.0002775 162 640: 20%|█▉ | 11/56 [01:11<00:53, 1.20s/it] 113/299 4.07G 0.02467 0.0211 0.0002775 162 640: 21%|██▏ | 12/56 [01:11<06:30, 8.87s/it] 113/299 4.07G 0.02457 0.02108 0.0002732 150 640: 21%|██▏ | 12/56 [01:17<06:30, 8.87s/it] 113/299 4.07G 0.02457 0.02108 0.0002732 150 640: 23%|██▎ | 13/56 [01:17<05:48, 8.10s/it] 113/299 4.07G 0.02454 0.02074 0.0002704 101 640: 23%|██▎ | 13/56 [01:18<05:48, 8.10s/it] 113/299 4.07G 0.02454 0.02074 0.0002704 101 640: 25%|██▌ | 14/56 [01:18<04:00, 5.73s/it] 113/299 4.07G 0.02456 0.02047 0.0002681 120 640: 25%|██▌ | 14/56 [01:18<04:00, 5.73s/it] 113/299 4.07G 0.02456 0.02047 0.0002681 120 640: 27%|██▋ | 15/56 [01:18<02:46, 4.07s/it] 113/299 4.07G 0.02453 0.02049 0.0002722 157 640: 27%|██▋ | 15/56 [01:18<02:46, 4.07s/it] 113/299 4.07G 0.02453 0.02049 0.0002722 157 640: 29%|██▊ | 16/56 [01:18<01:56, 2.91s/it] 113/299 4.07G 0.02451 0.02088 0.0002703 158 640: 29%|██▊ | 16/56 [01:18<01:56, 2.91s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.30it/s]
all 98 501 0.597 0.487 0.503 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 114/299 4.07G 0.02865 0.01899 0.0002128 134 640: 0%| | 0/56 [00:00<?, ?it/s] 114/299 4.07G 0.02865 0.01899 0.0002128 134 640: 2%|▏ | 1/56 [00:00<00:13, 4.17it/s] 114/299 4.07G 0.02729 0.01777 0.0002157 104 640: 2%|▏ | 1/56 [00:00<00:13, 4.17it/s] 114/299 4.07G 0.02729 0.01777 0.0002157 104 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 114/299 4.07G 0.02557 0.01767 0.0002369 122 640: 4%|▎ | 2/56 [00:01<00:13, 3.96it/s] 114/299 4.07G 0.02557 0.01767 0.0002369 122 640: 5%|▌ | 3/56 [00:01<00:21, 2.45it/s] 114/299 4.07G 0.02535 0.01775 0.000249 120 640: 5%|▌ | 3/56 [00:38<00:21, 2.45it/s] 114/299 4.07G 0.02535 0.01775 0.000249 120 640: 7%|▋ | 4/56 [00:38<12:52, 14.85s/it] 114/299 4.07G 0.02505 0.01825 0.0002712 114 640: 7%|▋ | 4/56 [00:38<12:52, 14.85s/it] 114/299 4.07G 0.02505 0.01825 0.0002712 114 640: 9%|▉ | 5/56 [00:38<08:08, 9.57s/it] 114/299 4.07G 0.02491 0.01851 0.0002678 129 640: 9%|▉ | 5/56 [00:38<08:08, 9.57s/it] 114/299 4.07G 0.02491 0.01851 0.0002678 129 640: 11%|█ | 6/56 [00:38<05:20, 6.41s/it] 114/299 4.07G 0.02512 0.01892 0.0002571 129 640: 11%|█ | 6/56 [00:38<05:20, 6.41s/it] 114/299 4.07G 0.02512 0.01892 0.0002571 129 640: 12%|█▎ | 7/56 [00:38<03:34, 4.38s/it] 114/299 4.07G 0.02482 0.01894 0.000251 151 640: 12%|█▎ | 7/56 [00:38<03:34, 4.38s/it] 114/299 4.07G 0.02482 0.01894 0.000251 151 640: 14%|█▍ | 8/56 [00:38<02:26, 3.06s/it] 114/299 4.07G 0.0245 0.01919 0.0002639 153 640: 14%|█▍ | 8/56 [00:39<02:26, 3.06s/it] 114/299 4.07G 0.0245 0.01919 0.0002639 153 640: 16%|█▌ | 9/56 [00:39<01:41, 2.17s/it] 114/299 4.07G 0.02415 0.01903 0.0002718 135 640: 16%|█▌ | 9/56 [00:39<01:41, 2.17s/it] 114/299 4.07G 0.02415 0.01903 0.0002718 135 640: 18%|█▊ | 10/56 [00:39<01:12, 1.58s/it] 114/299 4.07G 0.02426 0.01961 0.0002711 208 640: 18%|█▊ | 10/56 [00:39<01:12, 1.58s/it] 114/299 4.07G 0.02426 0.01961 0.0002711 208 640: 20%|█▉ | 11/56 [00:39<00:52, 1.16s/it] 114/299 4.07G 0.02422 0.01991 0.0002715 142 640: 20%|█▉ | 11/56 [01:12<00:52, 1.16s/it] 114/299 4.07G 0.02422 0.01991 0.0002715 142 640: 21%|██▏ | 12/56 [01:12<07:49, 10.67s/it] 114/299 4.07G 0.02419 0.01984 0.0002709 123 640: 21%|██▏ | 12/56 [01:12<07:49, 10.67s/it] 114/299 4.07G 0.02419 0.01984 0.0002709 123 640: 23%|██▎ | 13/56 [01:12<05:22, 7.51s/it] 114/299 4.07G 0.02436 0.0201 0.0002765 197 640: 23%|██▎ | 13/56 [01:12<05:22, 7.51s/it] 114/299 4.07G 0.02436 0.0201 0.0002765 197 640: 25%|██▌ | 14/56 [01:12<03:43, 5.32s/it] 114/299 4.07G 0.02434 0.0198 0.000272 92 640: 25%|██▌ | 14/56 [01:12<03:43, 5.32s/it] 114/299 4.07G 0.02434 0.0198 0.000272 92 640: 27%|██▋ | 15/56 [01:12<02:34, 3.78s/it] 114/299 4.07G 0.0243 0.01968 0.0002806 137 640: 27%|██▋ | 15/56 [01:13<02:34, 3.78s/it] 114/299 4.07G 0.0243 0.01968 0.0002806 137 640: 29%|██▊ | 16/56 [01:13<01:48, 2.71s/it] 114/299 4.07G 0.02421 0.01974 0.0002791 169 640: 29%|██▊ | 16/56 [01:13<01:48, 2.71s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.30it/s]
all 98 501 0.585 0.507 0.508 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 115/299 4.07G 0.02409 0.01712 0.0002319 129 640: 0%| | 0/56 [00:00<?, ?it/s] 115/299 4.07G 0.02409 0.01712 0.0002319 129 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 115/299 4.07G 0.02369 0.01686 0.0002323 107 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 115/299 4.07G 0.02369 0.01686 0.0002323 107 640: 4%|▎ | 2/56 [00:00<00:13, 3.90it/s] 115/299 4.07G 0.02389 0.01769 0.0002173 135 640: 4%|▎ | 2/56 [00:00<00:13, 3.90it/s] 115/299 4.07G 0.02389 0.01769 0.0002173 135 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 115/299 4.07G 0.02369 0.01763 0.0002169 112 640: 5%|▌ | 3/56 [00:31<00:12, 4.19it/s] 115/299 4.07G 0.02369 0.01763 0.0002169 112 640: 7%|▋ | 4/56 [00:31<10:46, 12.43s/it] 115/299 4.07G 0.02369 0.01816 0.0002191 145 640: 7%|▋ | 4/56 [00:35<10:46, 12.43s/it] 115/299 4.07G 0.02369 0.01816 0.0002191 145 640: 9%|▉ | 5/56 [00:35<07:43, 9.09s/it] 115/299 4.07G 0.02415 0.01951 0.0002186 204 640: 9%|▉ | 5/56 [00:35<07:43, 9.09s/it] 115/299 4.07G 0.02415 0.01951 0.0002186 204 640: 11%|█ | 6/56 [00:35<05:04, 6.08s/it] 115/299 4.07G 0.02444 0.01947 0.0002236 113 640: 11%|█ | 6/56 [00:35<05:04, 6.08s/it] 115/299 4.07G 0.02444 0.01947 0.0002236 113 640: 12%|█▎ | 7/56 [00:35<03:24, 4.16s/it] 115/299 4.07G 0.02461 0.02049 0.0002244 173 640: 12%|█▎ | 7/56 [00:35<03:24, 4.16s/it] 115/299 4.07G 0.02461 0.02049 0.0002244 173 640: 14%|█▍ | 8/56 [00:35<02:19, 2.91s/it] 115/299 4.07G 0.02463 0.02027 0.0002225 133 640: 14%|█▍ | 8/56 [00:35<02:19, 2.91s/it] 115/299 4.07G 0.02463 0.02027 0.0002225 133 640: 16%|█▌ | 9/56 [00:35<01:37, 2.07s/it] 115/299 4.07G 0.02477 0.021 0.0002265 202 640: 16%|█▌ | 9/56 [00:36<01:37, 2.07s/it] 115/299 4.07G 0.02477 0.021 0.0002265 202 640: 18%|█▊ | 10/56 [00:36<01:09, 1.50s/it] 115/299 4.07G 0.02473 0.02099 0.0002238 129 640: 18%|█▊ | 10/56 [00:36<01:09, 1.50s/it] 115/299 4.07G 0.02473 0.02099 0.0002238 129 640: 20%|█▉ | 11/56 [00:36<00:49, 1.11s/it] 115/299 4.07G 0.02481 0.02076 0.0002266 126 640: 20%|█▉ | 11/56 [01:05<00:49, 1.11s/it] 115/299 4.07G 0.02481 0.02076 0.0002266 126 640: 21%|██▏ | 12/56 [01:05<07:07, 9.72s/it] 115/299 4.07G 0.02472 0.02057 0.0002658 125 640: 21%|██▏ | 12/56 [01:09<07:07, 9.72s/it] 115/299 4.07G 0.02472 0.02057 0.0002658 125 640: 23%|██▎ | 13/56 [01:09<05:33, 7.77s/it] 115/299 4.07G 0.02474 0.02028 0.000265 110 640: 23%|██▎ | 13/56 [01:09<05:33, 7.77s/it] 115/299 4.07G 0.02474 0.02028 0.000265 110 640: 25%|██▌ | 14/56 [01:09<03:50, 5.50s/it] 115/299 4.07G 0.02454 0.02013 0.0002625 128 640: 25%|██▌ | 14/56 [01:09<03:50, 5.50s/it] 115/299 4.07G 0.02454 0.02013 0.0002625 128 640: 27%|██▋ | 15/56 [01:09<02:40, 3.90s/it] 115/299 4.07G 0.02434 0.02012 0.0002615 139 640: 27%|██▋ | 15/56 [01:09<02:40, 3.90s/it] 115/299 4.07G 0.02434 0.02012 0.0002615 139 640: 29%|██▊ | 16/56 [01:09<01:51, 2.79s/it] 115/299 4.07G 0.02415 0.02007 0.0002591 156 640: 29%|██▊ | 16/56 [01:09<01:51, 2.79s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.614 0.496 0.496 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 116/299 4.07G 0.02589 0.0206 0.0001882 137 640: 0%| | 0/56 [00:00<?, ?it/s] 116/299 4.07G 0.02589 0.0206 0.0001882 137 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 116/299 4.07G 0.02514 0.01993 0.0003051 129 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 116/299 4.07G 0.02514 0.01993 0.0003051 129 640: 4%|▎ | 2/56 [00:00<00:13, 3.93it/s] 116/299 4.07G 0.02479 0.01999 0.0004191 163 640: 4%|▎ | 2/56 [00:00<00:13, 3.93it/s] 116/299 4.07G 0.02479 0.01999 0.0004191 163 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 116/299 4.07G 0.02419 0.01927 0.0003828 124 640: 5%|▌ | 3/56 [00:40<00:12, 4.21it/s] 116/299 4.07G 0.02419 0.01927 0.0003828 124 640: 7%|▋ | 4/56 [00:40<13:51, 15.99s/it] 116/299 4.07G 0.02414 0.01877 0.0003759 121 640: 7%|▋ | 4/56 [00:41<13:51, 15.99s/it] 116/299 4.07G 0.02414 0.01877 0.0003759 121 640: 9%|▉ | 5/56 [00:41<08:45, 10.30s/it] 116/299 4.07G 0.02398 0.01915 0.0004292 145 640: 9%|▉ | 5/56 [00:41<08:45, 10.30s/it] 116/299 4.07G 0.02398 0.01915 0.0004292 145 640: 11%|█ | 6/56 [00:41<05:44, 6.88s/it] 116/299 4.07G 0.02412 0.01862 0.0003932 115 640: 11%|█ | 6/56 [00:41<05:44, 6.88s/it] 116/299 4.07G 0.02412 0.01862 0.0003932 115 640: 12%|█▎ | 7/56 [00:41<03:50, 4.70s/it] 116/299 4.07G 0.02383 0.01916 0.0003662 202 640: 12%|█▎ | 7/56 [00:41<03:50, 4.70s/it] 116/299 4.07G 0.02383 0.01916 0.0003662 202 640: 14%|█▍ | 8/56 [00:41<02:37, 3.28s/it] 116/299 4.07G 0.02402 0.01932 0.0003488 122 640: 14%|█▍ | 8/56 [00:41<02:37, 3.28s/it] 116/299 4.07G 0.02402 0.01932 0.0003488 122 640: 16%|█▌ | 9/56 [00:41<01:49, 2.32s/it] 116/299 4.07G 0.02386 0.01903 0.0003319 105 640: 16%|█▌ | 9/56 [00:42<01:49, 2.32s/it] 116/299 4.07G 0.02386 0.01903 0.0003319 105 640: 18%|█▊ | 10/56 [00:42<01:17, 1.68s/it] 116/299 4.07G 0.02377 0.0193 0.0003159 136 640: 18%|█▊ | 10/56 [00:42<01:17, 1.68s/it] 116/299 4.07G 0.02377 0.0193 0.0003159 136 640: 20%|█▉ | 11/56 [00:42<00:55, 1.23s/it] 116/299 4.07G 0.02371 0.01936 0.0003112 168 640: 20%|█▉ | 11/56 [01:15<00:55, 1.23s/it] 116/299 4.07G 0.02371 0.01936 0.0003112 168 640: 21%|██▏ | 12/56 [01:15<07:54, 10.79s/it] 116/299 4.07G 0.02375 0.01958 0.0003009 126 640: 21%|██▏ | 12/56 [01:15<07:54, 10.79s/it] 116/299 4.07G 0.02375 0.01958 0.0003009 126 640: 23%|██▎ | 13/56 [01:15<05:26, 7.59s/it] 116/299 4.07G 0.02372 0.01964 0.000295 133 640: 23%|██▎ | 13/56 [01:15<05:26, 7.59s/it] 116/299 4.07G 0.02372 0.01964 0.000295 133 640: 25%|██▌ | 14/56 [01:15<03:45, 5.37s/it] 116/299 4.07G 0.02364 0.01968 0.0002887 134 640: 25%|██▌ | 14/56 [01:15<03:45, 5.37s/it] 116/299 4.07G 0.02364 0.01968 0.0002887 134 640: 27%|██▋ | 15/56 [01:15<02:36, 3.81s/it] 116/299 4.07G 0.02357 0.01943 0.0002873 104 640: 27%|██▋ | 15/56 [01:15<02:36, 3.81s/it] 116/299 4.07G 0.02357 0.01943 0.0002873 104 640: 29%|██▊ | 16/56 [01:15<01:49, 2.73s/it] 116/299 4.07G 0.0235 0.01929 0.0002826 142 640: 29%|██▊ | 16/56 [01:16<01:49, 2.73s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.598 0.516 0.509 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 117/299 4.07G 0.02259 0.01749 0.0003326 122 640: 0%| | 0/56 [00:00<?, ?it/s] 117/299 4.07G 0.02259 0.01749 0.0003326 122 640: 2%|▏ | 1/56 [00:00<00:12, 4.52it/s] 117/299 4.07G 0.02405 0.01844 0.0002932 147 640: 2%|▏ | 1/56 [00:00<00:12, 4.52it/s] 117/299 4.07G 0.02405 0.01844 0.0002932 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 117/299 4.07G 0.02362 0.01953 0.0002532 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 117/299 4.07G 0.02362 0.01953 0.0002532 156 640: 5%|▌ | 3/56 [00:00<00:12, 4.30it/s] 117/299 4.07G 0.02412 0.02044 0.0002535 182 640: 5%|▌ | 3/56 [00:39<00:12, 4.30it/s] 117/299 4.07G 0.02412 0.02044 0.0002535 182 640: 7%|▋ | 4/56 [00:39<13:31, 15.61s/it] 117/299 4.07G 0.02456 0.02066 0.0002918 134 640: 7%|▋ | 4/56 [00:40<13:31, 15.61s/it] 117/299 4.07G 0.02456 0.02066 0.0002918 134 640: 9%|▉ | 5/56 [00:40<08:32, 10.05s/it] 117/299 4.07G 0.02435 0.02045 0.0002727 117 640: 9%|▉ | 5/56 [00:40<08:32, 10.05s/it] 117/299 4.07G 0.02435 0.02045 0.0002727 117 640: 11%|█ | 6/56 [00:40<05:35, 6.72s/it] 117/299 4.07G 0.02405 0.01987 0.000256 116 640: 11%|█ | 6/56 [00:40<05:35, 6.72s/it] 117/299 4.07G 0.02405 0.01987 0.000256 116 640: 12%|█▎ | 7/56 [00:40<03:44, 4.59s/it] 117/299 4.07G 0.02395 0.02042 0.0002487 166 640: 12%|█▎ | 7/56 [00:40<03:44, 4.59s/it] 117/299 4.07G 0.02395 0.02042 0.0002487 166 640: 14%|█▍ | 8/56 [00:40<02:33, 3.20s/it] 117/299 4.07G 0.0239 0.02071 0.0002525 142 640: 14%|█▍ | 8/56 [00:40<02:33, 3.20s/it] 117/299 4.07G 0.0239 0.02071 0.0002525 142 640: 16%|█▌ | 9/56 [00:40<01:46, 2.26s/it] 117/299 4.07G 0.02361 0.02064 0.0002544 139 640: 16%|█▌ | 9/56 [00:41<01:46, 2.26s/it] 117/299 4.07G 0.02361 0.02064 0.0002544 139 640: 18%|█▊ | 10/56 [00:41<01:15, 1.64s/it] 117/299 4.07G 0.02354 0.0205 0.0002575 141 640: 18%|█▊ | 10/56 [00:41<01:15, 1.64s/it] 117/299 4.07G 0.02354 0.0205 0.0002575 141 640: 20%|█▉ | 11/56 [00:41<00:54, 1.20s/it] 117/299 4.07G 0.02345 0.02044 0.0002553 165 640: 20%|█▉ | 11/56 [01:14<00:54, 1.20s/it] 117/299 4.07G 0.02345 0.02044 0.0002553 165 640: 21%|██▏ | 12/56 [01:14<07:56, 10.83s/it] 117/299 4.07G 0.02338 0.02016 0.0002512 118 640: 21%|██▏ | 12/56 [01:14<07:56, 10.83s/it] 117/299 4.07G 0.02338 0.02016 0.0002512 118 640: 23%|██▎ | 13/56 [01:14<05:27, 7.62s/it] 117/299 4.07G 0.0234 0.02027 0.0002507 141 640: 23%|██▎ | 13/56 [01:14<05:27, 7.62s/it] 117/299 4.07G 0.0234 0.02027 0.0002507 141 640: 25%|██▌ | 14/56 [01:14<03:46, 5.40s/it] 117/299 4.07G 0.02342 0.01991 0.0002473 109 640: 25%|██▌ | 14/56 [01:14<03:46, 5.40s/it] 117/299 4.07G 0.02342 0.01991 0.0002473 109 640: 27%|██▋ | 15/56 [01:14<02:37, 3.84s/it] 117/299 4.07G 0.02352 0.01992 0.0002528 155 640: 27%|██▋ | 15/56 [01:15<02:37, 3.84s/it] 117/299 4.07G 0.02352 0.01992 0.0002528 155 640: 29%|██▊ | 16/56 [01:15<01:49, 2.75s/it] 117/299 4.07G 0.02363 0.01975 0.0002673 96 640: 29%|██▊ | 16/56 [01:15<01:49, 2.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.40it/s]
all 98 501 0.579 0.501 0.508 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 118/299 4.07G 0.02408 0.02152 0.0003781 153 640: 0%| | 0/56 [00:00<?, ?it/s] 118/299 4.07G 0.02408 0.02152 0.0003781 153 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 118/299 4.07G 0.02417 0.02329 0.000329 192 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 118/299 4.07G 0.02417 0.02329 0.000329 192 640: 4%|▎ | 2/56 [00:00<00:13, 3.94it/s] 118/299 4.07G 0.02443 0.02177 0.0003069 126 640: 4%|▎ | 2/56 [00:00<00:13, 3.94it/s] 118/299 4.07G 0.02443 0.02177 0.0003069 126 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 118/299 4.07G 0.0239 0.02083 0.0002827 108 640: 5%|▌ | 3/56 [00:31<00:12, 4.21it/s] 118/299 4.07G 0.0239 0.02083 0.0002827 108 640: 7%|▋ | 4/56 [00:31<10:36, 12.24s/it] 118/299 4.07G 0.02423 0.02091 0.000262 105 640: 7%|▋ | 4/56 [00:32<10:36, 12.24s/it] 118/299 4.07G 0.02423 0.02091 0.000262 105 640: 9%|▉ | 5/56 [00:32<07:06, 8.36s/it] 118/299 4.07G 0.02489 0.02085 0.0003088 138 640: 9%|▉ | 5/56 [00:33<07:06, 8.36s/it] 118/299 4.07G 0.02489 0.02085 0.0003088 138 640: 11%|█ | 6/56 [00:33<04:39, 5.60s/it] 118/299 4.07G 0.02467 0.02068 0.0003033 112 640: 11%|█ | 6/56 [00:33<04:39, 5.60s/it] 118/299 4.07G 0.02467 0.02068 0.0003033 112 640: 12%|█▎ | 7/56 [00:33<03:07, 3.84s/it] 118/299 4.07G 0.02472 0.02076 0.0003403 166 640: 12%|█▎ | 7/56 [00:33<03:07, 3.84s/it] 118/299 4.07G 0.02472 0.02076 0.0003403 166 640: 14%|█▍ | 8/56 [00:33<02:08, 2.68s/it] 118/299 4.07G 0.02484 0.02092 0.0003306 150 640: 14%|█▍ | 8/56 [00:33<02:08, 2.68s/it] 118/299 4.07G 0.02484 0.02092 0.0003306 150 640: 16%|█▌ | 9/56 [00:33<01:29, 1.91s/it] 118/299 4.07G 0.02494 0.02082 0.0003262 141 640: 16%|█▌ | 9/56 [00:33<01:29, 1.91s/it] 118/299 4.07G 0.02494 0.02082 0.0003262 141 640: 18%|█▊ | 10/56 [00:33<01:04, 1.40s/it] 118/299 4.07G 0.0249 0.0206 0.0003159 134 640: 18%|█▊ | 10/56 [00:39<01:04, 1.40s/it] 118/299 4.07G 0.0249 0.0206 0.0003159 134 640: 20%|█▉ | 11/56 [00:39<01:58, 2.64s/it] 118/299 4.07G 0.02477 0.0202 0.0003074 107 640: 20%|█▉ | 11/56 [01:05<01:58, 2.64s/it] 118/299 4.07G 0.02477 0.0202 0.0003074 107 640: 21%|██▏ | 12/56 [01:05<07:03, 9.63s/it] 118/299 4.07G 0.02459 0.02004 0.0002993 135 640: 21%|██▏ | 12/56 [01:09<07:03, 9.63s/it] 118/299 4.07G 0.02459 0.02004 0.0002993 135 640: 23%|██▎ | 13/56 [01:09<05:44, 8.02s/it] 118/299 4.07G 0.02439 0.01991 0.0002924 108 640: 23%|██▎ | 13/56 [01:09<05:44, 8.02s/it] 118/299 4.07G 0.02439 0.01991 0.0002924 108 640: 25%|██▌ | 14/56 [01:09<03:58, 5.68s/it] 118/299 4.07G 0.02441 0.01967 0.000289 103 640: 25%|██▌ | 14/56 [01:09<03:58, 5.68s/it] 118/299 4.07G 0.02441 0.01967 0.000289 103 640: 27%|██▋ | 15/56 [01:09<02:45, 4.03s/it] 118/299 4.07G 0.0245 0.01971 0.0002932 146 640: 27%|██▋ | 15/56 [01:10<02:45, 4.03s/it] 118/299 4.07G 0.0245 0.01971 0.0002932 146 640: 29%|██▊ | 16/56 [01:10<01:55, 2.88s/it] 118/299 4.07G 0.02447 0.02014 0.0002983 164 640: 29%|██▊ | 16/56 [01:10<01:55, 2.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.45it/s]
all 98 501 0.576 0.488 0.496 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 119/299 4.07G 0.02246 0.01627 0.0002041 140 640: 0%| | 0/56 [00:00<?, ?it/s] 119/299 4.07G 0.02246 0.01627 0.0002041 140 640: 2%|▏ | 1/56 [00:00<00:13, 3.99it/s] 119/299 4.07G 0.02273 0.01726 0.0002052 137 640: 2%|▏ | 1/56 [00:00<00:13, 3.99it/s] 119/299 4.07G 0.02273 0.01726 0.0002052 137 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 119/299 4.07G 0.02388 0.02078 0.0002607 218 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 119/299 4.07G 0.02388 0.02078 0.0002607 218 640: 5%|▌ | 3/56 [00:00<00:12, 4.22it/s] 119/299 4.07G 0.02352 0.02018 0.0002516 151 640: 5%|▌ | 3/56 [00:13<00:12, 4.22it/s] 119/299 4.07G 0.02352 0.02018 0.0002516 151 640: 7%|▋ | 4/56 [00:13<04:33, 5.26s/it] 119/299 4.07G 0.02357 0.02012 0.0002563 176 640: 7%|▋ | 4/56 [00:38<04:33, 5.26s/it] 119/299 4.07G 0.02357 0.02012 0.0002563 176 640: 9%|▉ | 5/56 [00:38<10:33, 12.43s/it] 119/299 4.07G 0.0235 0.01936 0.0002618 115 640: 9%|▉ | 5/56 [00:39<10:33, 12.43s/it] 119/299 4.07G 0.0235 0.01936 0.0002618 115 640: 11%|█ | 6/56 [00:39<06:54, 8.28s/it] 119/299 4.07G 0.02323 0.01966 0.0002526 144 640: 11%|█ | 6/56 [00:39<06:54, 8.28s/it] 119/299 4.07G 0.02323 0.01966 0.0002526 144 640: 12%|█▎ | 7/56 [00:39<04:36, 5.64s/it] 119/299 4.07G 0.02302 0.01959 0.0002432 129 640: 12%|█▎ | 7/56 [00:39<04:36, 5.64s/it] 119/299 4.07G 0.02302 0.01959 0.0002432 129 640: 14%|█▍ | 8/56 [00:39<03:07, 3.92s/it] 119/299 4.07G 0.02331 0.01987 0.0002355 153 640: 14%|█▍ | 8/56 [00:39<03:07, 3.92s/it] 119/299 4.07G 0.02331 0.01987 0.0002355 153 640: 16%|█▌ | 9/56 [00:39<02:09, 2.76s/it] 119/299 4.07G 0.02325 0.02023 0.0002339 155 640: 16%|█▌ | 9/56 [00:39<02:09, 2.76s/it] 119/299 4.07G 0.02325 0.02023 0.0002339 155 640: 18%|█▊ | 10/56 [00:39<01:31, 1.99s/it] 119/299 4.07G 0.02305 0.01994 0.0002371 119 640: 18%|█▊ | 10/56 [00:40<01:31, 1.99s/it] 119/299 4.07G 0.02305 0.01994 0.0002371 119 640: 20%|█▉ | 11/56 [00:40<01:04, 1.44s/it] 119/299 4.07G 0.02325 0.02042 0.0002404 178 640: 20%|█▉ | 11/56 [00:47<01:04, 1.44s/it] 119/299 4.07G 0.02325 0.02042 0.0002404 178 640: 21%|██▏ | 12/56 [00:47<02:23, 3.26s/it] 119/299 4.07G 0.023 0.0199 0.0002344 92 640: 21%|██▏ | 12/56 [01:12<02:23, 3.26s/it] 119/299 4.07G 0.023 0.0199 0.0002344 92 640: 23%|██▎ | 13/56 [01:12<07:03, 9.85s/it] 119/299 4.07G 0.02313 0.02008 0.0002311 126 640: 23%|██▎ | 13/56 [01:12<07:03, 9.85s/it] 119/299 4.07G 0.02313 0.02008 0.0002311 126 640: 25%|██▌ | 14/56 [01:12<04:51, 6.95s/it] 119/299 4.07G 0.02326 0.02029 0.000232 167 640: 25%|██▌ | 14/56 [01:13<04:51, 6.95s/it] 119/299 4.07G 0.02326 0.02029 0.000232 167 640: 27%|██▋ | 15/56 [01:13<03:21, 4.92s/it] 119/299 4.07G 0.02342 0.02008 0.0002924 112 640: 27%|██▋ | 15/56 [01:13<03:21, 4.92s/it] 119/299 4.07G 0.02342 0.02008 0.0002924 112 640: 29%|██▊ | 16/56 [01:13<02:20, 3.50s/it] 119/299 4.07G 0.02335 0.01982 0.0002862 93 640: 29%|██▊ | 16/56 [01:13<02:20, 3.50s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.59 0.488 0.51 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 120/299 4.07G 0.0273 0.02215 0.0003215 152 640: 0%| | 0/56 [00:00<?, ?it/s] 120/299 4.07G 0.0273 0.02215 0.0003215 152 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 120/299 4.07G 0.02541 0.02356 0.0002714 177 640: 2%|▏ | 1/56 [00:00<00:13, 4.12it/s] 120/299 4.07G 0.02541 0.02356 0.0002714 177 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 120/299 4.07G 0.02448 0.02285 0.0002652 142 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 120/299 4.07G 0.02448 0.02285 0.0002652 142 640: 5%|▌ | 3/56 [00:00<00:12, 4.27it/s] 120/299 4.07G 0.02413 0.0218 0.0002826 163 640: 5%|▌ | 3/56 [00:05<00:12, 4.27it/s] 120/299 4.07G 0.02413 0.0218 0.0002826 163 640: 7%|▋ | 4/56 [00:05<01:49, 2.10s/it] 120/299 4.07G 0.02397 0.02144 0.0002697 145 640: 7%|▋ | 4/56 [00:32<01:49, 2.10s/it] 120/299 4.07G 0.02397 0.02144 0.0002697 145 640: 9%|▉ | 5/56 [00:32<09:18, 10.96s/it] 120/299 4.07G 0.02442 0.02223 0.0003404 197 640: 9%|▉ | 5/56 [00:32<09:18, 10.96s/it] 120/299 4.07G 0.02442 0.02223 0.0003404 197 640: 11%|█ | 6/56 [00:32<06:06, 7.32s/it] 120/299 4.07G 0.02444 0.02204 0.0003203 180 640: 11%|█ | 6/56 [00:32<06:06, 7.32s/it] 120/299 4.07G 0.02444 0.02204 0.0003203 180 640: 12%|█▎ | 7/56 [00:32<04:04, 5.00s/it] 120/299 4.07G 0.02404 0.02172 0.0003033 151 640: 12%|█▎ | 7/56 [00:33<04:04, 5.00s/it] 120/299 4.07G 0.02404 0.02172 0.0003033 151 640: 14%|█▍ | 8/56 [00:33<02:46, 3.47s/it] 120/299 4.07G 0.02381 0.02159 0.0003012 162 640: 14%|█▍ | 8/56 [00:33<02:46, 3.47s/it] 120/299 4.07G 0.02381 0.02159 0.0003012 162 640: 16%|█▌ | 9/56 [00:33<01:55, 2.46s/it] 120/299 4.07G 0.02386 0.02117 0.0003017 112 640: 16%|█▌ | 9/56 [00:33<01:55, 2.46s/it] 120/299 4.07G 0.02386 0.02117 0.0003017 112 640: 18%|█▊ | 10/56 [00:33<01:21, 1.78s/it] 120/299 4.07G 0.02363 0.02107 0.0002919 142 640: 18%|█▊ | 10/56 [00:40<01:21, 1.78s/it] 120/299 4.07G 0.02363 0.02107 0.0002919 142 640: 20%|█▉ | 11/56 [00:40<02:26, 3.26s/it] 120/299 4.07G 0.02367 0.02138 0.000285 186 640: 20%|█▉ | 11/56 [00:40<02:26, 3.26s/it] 120/299 4.07G 0.02367 0.02138 0.000285 186 640: 21%|██▏ | 12/56 [00:40<01:42, 2.33s/it] 120/299 4.07G 0.0237 0.02115 0.0002814 120 640: 21%|██▏ | 12/56 [01:06<01:42, 2.33s/it] 120/299 4.07G 0.0237 0.02115 0.0002814 120 640: 23%|██▎ | 13/56 [01:06<06:45, 9.44s/it] 120/299 4.07G 0.02371 0.02105 0.0002763 144 640: 23%|██▎ | 13/56 [01:06<06:45, 9.44s/it] 120/299 4.07G 0.02371 0.02105 0.0002763 144 640: 25%|██▌ | 14/56 [01:06<04:39, 6.66s/it] 120/299 4.07G 0.02376 0.02103 0.000272 122 640: 25%|██▌ | 14/56 [01:06<04:39, 6.66s/it] 120/299 4.07G 0.02376 0.02103 0.000272 122 640: 27%|██▋ | 15/56 [01:06<03:13, 4.72s/it] 120/299 4.07G 0.02385 0.0212 0.001404 167 640: 27%|██▋ | 15/56 [01:06<03:13, 4.72s/it] 120/299 4.07G 0.02385 0.0212 0.001404 167 640: 29%|██▊ | 16/56 [01:06<02:14, 3.37s/it] 120/299 4.07G 0.02387 0.02097 0.001337 141 640: 29%|██▊ | 16/56 [01:07<02:14, 3.37s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
all 98 501 0.673 0.441 0.459 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 121/299 4.07G 0.0256 0.0174 0.0002003 111 640: 0%| | 0/56 [00:00<?, ?it/s] 121/299 4.07G 0.0256 0.0174 0.0002003 111 640: 2%|▏ | 1/56 [00:00<00:13, 4.20it/s] 121/299 4.07G 0.02619 0.01913 0.0002485 158 640: 2%|▏ | 1/56 [00:00<00:13, 4.20it/s] 121/299 4.07G 0.02619 0.01913 0.0002485 158 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 121/299 4.07G 0.02603 0.01938 0.0002998 110 640: 4%|▎ | 2/56 [00:05<00:13, 4.02it/s] 121/299 4.07G 0.02603 0.01938 0.0002998 110 640: 5%|▌ | 3/56 [00:05<02:14, 2.54s/it] 121/299 4.07G 0.02566 0.01961 0.0003197 138 640: 5%|▌ | 3/56 [00:09<02:14, 2.54s/it] 121/299 4.07G 0.02566 0.01961 0.0003197 138 640: 7%|▋ | 4/56 [00:09<02:28, 2.86s/it] 121/299 4.07G 0.02602 0.02001 0.0003315 146 640: 7%|▋ | 4/56 [00:32<02:28, 2.86s/it] 121/299 4.07G 0.02602 0.02001 0.0003315 146 640: 9%|▉ | 5/56 [00:32<08:37, 10.15s/it] 121/299 4.07G 0.02573 0.02024 0.0003341 152 640: 9%|▉ | 5/56 [00:32<08:37, 10.15s/it] 121/299 4.07G 0.02573 0.02024 0.0003341 152 640: 11%|█ | 6/56 [00:32<05:39, 6.78s/it] 121/299 4.07G 0.02545 0.01979 0.000317 133 640: 11%|█ | 6/56 [00:32<05:39, 6.78s/it] 121/299 4.07G 0.02545 0.01979 0.000317 133 640: 12%|█▎ | 7/56 [00:32<03:47, 4.64s/it] 121/299 4.07G 0.02522 0.0196 0.0003071 130 640: 12%|█▎ | 7/56 [00:32<03:47, 4.64s/it] 121/299 4.07G 0.02522 0.0196 0.0003071 130 640: 14%|█▍ | 8/56 [00:32<02:34, 3.23s/it] 121/299 4.07G 0.02511 0.01897 0.0003285 113 640: 14%|█▍ | 8/56 [00:33<02:34, 3.23s/it] 121/299 4.07G 0.02511 0.01897 0.0003285 113 640: 16%|█▌ | 9/56 [00:33<01:47, 2.29s/it] 121/299 4.07G 0.02499 0.01928 0.0003166 142 640: 16%|█▌ | 9/56 [00:33<01:47, 2.29s/it] 121/299 4.07G 0.02499 0.01928 0.0003166 142 640: 18%|█▊ | 10/56 [00:33<01:16, 1.66s/it] 121/299 4.07G 0.02472 0.01955 0.0003072 166 640: 18%|█▊ | 10/56 [00:40<01:16, 1.66s/it] 121/299 4.07G 0.02472 0.01955 0.0003072 166 640: 20%|█▉ | 11/56 [00:40<02:28, 3.30s/it] 121/299 4.07G 0.02453 0.01942 0.0002965 127 640: 20%|█▉ | 11/56 [00:51<02:28, 3.30s/it] 121/299 4.07G 0.02453 0.01942 0.0002965 127 640: 21%|██▏ | 12/56 [00:51<04:05, 5.57s/it] 121/299 4.07G 0.02443 0.01938 0.0002924 120 640: 21%|██▏ | 12/56 [01:05<04:05, 5.57s/it] 121/299 4.07G 0.02443 0.01938 0.0002924 120 640: 23%|██▎ | 13/56 [01:05<05:58, 8.35s/it] 121/299 4.07G 0.02442 0.01936 0.0002895 122 640: 23%|██▎ | 13/56 [01:06<05:58, 8.35s/it] 121/299 4.07G 0.02442 0.01936 0.0002895 122 640: 25%|██▌ | 14/56 [01:06<04:07, 5.90s/it] 121/299 4.07G 0.02436 0.01957 0.0003 180 640: 25%|██▌ | 14/56 [01:06<04:07, 5.90s/it] 121/299 4.07G 0.02436 0.01957 0.0003 180 640: 27%|██▋ | 15/56 [01:06<02:51, 4.19s/it] 121/299 4.07G 0.02456 0.02005 0.0003743 196 640: 27%|██▋ | 15/56 [01:06<02:51, 4.19s/it] 121/299 4.07G 0.02456 0.02005 0.0003743 196 640: 29%|██▊ | 16/56 [01:06<01:59, 2.99s/it] 121/299 4.07G 0.02475 0.02017 0.0003648 148 640: 29%|██▊ | 16/56 [01:06<01:59, 2.99s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.35it/s]
all 98 501 0.599 0.511 0.503 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 122/299 4.07G 0.02602 0.02101 0.0002418 162 640: 0%| | 0/56 [00:00<?, ?it/s] 122/299 4.07G 0.02602 0.02101 0.0002418 162 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 122/299 4.07G 0.02504 0.02123 0.0002309 152 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 122/299 4.07G 0.02504 0.02123 0.0002309 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 122/299 4.07G 0.02432 0.02068 0.0002211 145 640: 4%|▎ | 2/56 [00:07<00:13, 4.13it/s] 122/299 4.07G 0.02432 0.02068 0.0002211 145 640: 5%|▌ | 3/56 [00:07<03:04, 3.48s/it] 122/299 4.07G 0.02443 0.0202 0.0003776 128 640: 5%|▌ | 3/56 [00:17<03:04, 3.48s/it] 122/299 4.07G 0.02443 0.0202 0.0003776 128 640: 7%|▋ | 4/56 [00:17<05:06, 5.90s/it] 122/299 4.07G 0.02469 0.02031 0.0003574 158 640: 7%|▋ | 4/56 [00:39<05:06, 5.90s/it] 122/299 4.07G 0.02469 0.02031 0.0003574 158 640: 9%|▉ | 5/56 [00:39<09:58, 11.73s/it] 122/299 4.07G 0.02479 0.02009 0.0003469 146 640: 9%|▉ | 5/56 [00:39<09:58, 11.73s/it] 122/299 4.07G 0.02479 0.02009 0.0003469 146 640: 11%|█ | 6/56 [00:39<06:31, 7.83s/it] 122/299 4.07G 0.02463 0.01983 0.0003266 110 640: 11%|█ | 6/56 [00:39<06:31, 7.83s/it] 122/299 4.07G 0.02463 0.01983 0.0003266 110 640: 12%|█▎ | 7/56 [00:39<04:21, 5.34s/it] 122/299 4.07G 0.02488 0.01972 0.0003125 103 640: 12%|█▎ | 7/56 [00:40<04:21, 5.34s/it] 122/299 4.07G 0.02488 0.01972 0.0003125 103 640: 14%|█▍ | 8/56 [00:40<02:57, 3.71s/it] 122/299 4.07G 0.02475 0.01957 0.0003214 129 640: 14%|█▍ | 8/56 [00:40<02:57, 3.71s/it] 122/299 4.07G 0.02475 0.01957 0.0003214 129 640: 16%|█▌ | 9/56 [00:40<02:02, 2.62s/it] 122/299 4.07G 0.02492 0.01966 0.000394 139 640: 16%|█▌ | 9/56 [00:40<02:02, 2.62s/it] 122/299 4.07G 0.02492 0.01966 0.000394 139 640: 18%|█▊ | 10/56 [00:40<01:26, 1.89s/it] 122/299 4.07G 0.02478 0.01987 0.0003921 155 640: 18%|█▊ | 10/56 [00:48<01:26, 1.89s/it] 122/299 4.07G 0.02478 0.01987 0.0003921 155 640: 20%|█▉ | 11/56 [00:48<02:42, 3.62s/it] 122/299 4.07G 0.02457 0.01984 0.0003768 138 640: 20%|█▉ | 11/56 [00:51<02:42, 3.62s/it] 122/299 4.07G 0.02457 0.01984 0.0003768 138 640: 21%|██▏ | 12/56 [00:51<02:37, 3.58s/it] 122/299 4.07G 0.02452 0.01929 0.0003663 88 640: 21%|██▏ | 12/56 [01:13<02:37, 3.58s/it] 122/299 4.07G 0.02452 0.01929 0.0003663 88 640: 23%|██▎ | 13/56 [01:13<06:30, 9.09s/it] 122/299 4.07G 0.02459 0.01917 0.0003801 121 640: 23%|██▎ | 13/56 [01:13<06:30, 9.09s/it] 122/299 4.07G 0.02459 0.01917 0.0003801 121 640: 25%|██▌ | 14/56 [01:13<04:29, 6.42s/it] 122/299 4.07G 0.0247 0.01899 0.0003723 93 640: 25%|██▌ | 14/56 [01:13<04:29, 6.42s/it] 122/299 4.07G 0.0247 0.01899 0.0003723 93 640: 27%|██▋ | 15/56 [01:13<03:06, 4.55s/it] 122/299 4.07G 0.02475 0.01884 0.0003933 141 640: 27%|██▋ | 15/56 [01:14<03:06, 4.55s/it] 122/299 4.07G 0.02475 0.01884 0.0003933 141 640: 29%|██▊ | 16/56 [01:14<02:09, 3.25s/it] 122/299 4.07G 0.02469 0.01881 0.0003842 118 640: 29%|██▊ | 16/56 [01:14<02:09, 3.25s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.57 0.478 0.47 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 123/299 4.07G 0.02555 0.02159 0.0002977 145 640: 0%| | 0/56 [00:00<?, ?it/s] 123/299 4.07G 0.02555 0.02159 0.0002977 145 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 123/299 4.07G 0.02439 0.02105 0.0002669 140 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 123/299 4.07G 0.02439 0.02105 0.0002669 140 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 123/299 4.07G 0.02456 0.02005 0.0003046 145 640: 4%|▎ | 2/56 [00:05<00:13, 3.95it/s] 123/299 4.07G 0.02456 0.02005 0.0003046 145 640: 5%|▌ | 3/56 [00:05<02:18, 2.61s/it] 123/299 4.07G 0.02398 0.01911 0.0002906 118 640: 5%|▌ | 3/56 [00:11<02:18, 2.61s/it] 123/299 4.07G 0.02398 0.01911 0.0002906 118 640: 7%|▋ | 4/56 [00:11<03:14, 3.74s/it] 123/299 4.07G 0.02321 0.01859 0.0002727 105 640: 7%|▋ | 4/56 [00:32<03:14, 3.74s/it] 123/299 4.07G 0.02321 0.01859 0.0002727 105 640: 9%|▉ | 5/56 [00:32<08:26, 9.93s/it] 123/299 4.07G 0.02312 0.01857 0.000269 109 640: 9%|▉ | 5/56 [00:42<08:26, 9.93s/it] 123/299 4.07G 0.02312 0.01857 0.000269 109 640: 11%|█ | 6/56 [00:42<08:25, 10.11s/it] 123/299 4.07G 0.02309 0.01894 0.0002728 147 640: 11%|█ | 6/56 [00:42<08:25, 10.11s/it] 123/299 4.07G 0.02309 0.01894 0.0002728 147 640: 12%|█▎ | 7/56 [00:42<05:36, 6.87s/it] 123/299 4.07G 0.02286 0.01886 0.0003042 128 640: 12%|█▎ | 7/56 [00:43<05:36, 6.87s/it] 123/299 4.07G 0.02286 0.01886 0.0003042 128 640: 14%|█▍ | 8/56 [00:43<03:48, 4.75s/it] 123/299 4.07G 0.02308 0.01957 0.0003039 186 640: 14%|█▍ | 8/56 [00:43<03:48, 4.75s/it] 123/299 4.07G 0.02308 0.01957 0.0003039 186 640: 16%|█▌ | 9/56 [00:43<02:36, 3.33s/it] 123/299 4.07G 0.02319 0.02008 0.000294 160 640: 16%|█▌ | 9/56 [00:43<02:36, 3.33s/it] 123/299 4.07G 0.02319 0.02008 0.000294 160 640: 18%|█▊ | 10/56 [00:43<01:49, 2.38s/it] 123/299 4.07G 0.02317 0.02006 0.0002902 122 640: 18%|█▊ | 10/56 [00:43<01:49, 2.38s/it] 123/299 4.07G 0.02317 0.02006 0.0002902 122 640: 20%|█▉ | 11/56 [00:43<01:17, 1.71s/it] 123/299 4.07G 0.02304 0.01993 0.0002809 128 640: 20%|█▉ | 11/56 [00:46<01:17, 1.71s/it] 123/299 4.07G 0.02304 0.01993 0.0002809 128 640: 21%|██▏ | 12/56 [00:46<01:25, 1.93s/it] 123/299 4.07G 0.0229 0.01976 0.0002736 117 640: 21%|██▏ | 12/56 [01:05<01:25, 1.93s/it] 123/299 4.07G 0.0229 0.01976 0.0002736 117 640: 23%|██▎ | 13/56 [01:05<05:14, 7.32s/it] 123/299 4.07G 0.02279 0.0198 0.0002765 151 640: 23%|██▎ | 13/56 [01:16<05:14, 7.32s/it] 123/299 4.07G 0.02279 0.0198 0.0002765 151 640: 25%|██▌ | 14/56 [01:16<05:49, 8.33s/it] 123/299 4.07G 0.02266 0.01942 0.000271 105 640: 25%|██▌ | 14/56 [01:16<05:49, 8.33s/it] 123/299 4.07G 0.02266 0.01942 0.000271 105 640: 27%|██▋ | 15/56 [01:16<04:01, 5.88s/it] 123/299 4.07G 0.02291 0.01967 0.0002653 149 640: 27%|██▋ | 15/56 [01:17<04:01, 5.88s/it] 123/299 4.07G 0.02291 0.01967 0.0002653 149 640: 29%|██▊ | 16/56 [01:17<02:47, 4.18s/it] 123/299 4.07G 0.02311 0.01958 0.0002785 144 640: 29%|██▊ | 16/56 [01:17<02:47, 4.18s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.606 0.461 0.476 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 124/299 4.07G 0.02332 0.02343 0.0002072 132 640: 0%| | 0/56 [00:00<?, ?it/s] 124/299 4.07G 0.02332 0.02343 0.0002072 132 640: 2%|▏ | 1/56 [00:00<00:13, 4.11it/s] 124/299 4.07G 0.02356 0.02235 0.0004047 175 640: 2%|▏ | 1/56 [00:00<00:13, 4.11it/s] 124/299 4.07G 0.02356 0.02235 0.0004047 175 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 124/299 4.07G 0.02348 0.02116 0.0003519 124 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 124/299 4.07G 0.02348 0.02116 0.0003519 124 640: 5%|▌ | 3/56 [00:00<00:12, 4.23it/s] 124/299 4.07G 0.02339 0.02157 0.0003786 169 640: 5%|▌ | 3/56 [00:02<00:12, 4.23it/s] 124/299 4.07G 0.02339 0.02157 0.0003786 169 640: 7%|▋ | 4/56 [00:02<00:46, 1.11it/s] 124/299 4.07G 0.02345 0.02173 0.0003796 182 640: 7%|▋ | 4/56 [00:22<00:46, 1.11it/s] 124/299 4.07G 0.02345 0.02173 0.0003796 182 640: 9%|▉ | 5/56 [00:22<06:34, 7.73s/it] 124/299 4.07G 0.02351 0.02197 0.0003988 178 640: 9%|▉ | 5/56 [00:41<06:34, 7.73s/it] 124/299 4.07G 0.02351 0.02197 0.0003988 178 640: 11%|█ | 6/56 [00:41<09:44, 11.69s/it] 124/299 4.07G 0.02334 0.02162 0.0003713 121 640: 11%|█ | 6/56 [00:42<09:44, 11.69s/it] 124/299 4.07G 0.02334 0.02162 0.0003713 121 640: 12%|█▎ | 7/56 [00:42<06:28, 7.94s/it] 124/299 4.07G 0.02343 0.02144 0.0003625 138 640: 12%|█▎ | 7/56 [00:42<06:28, 7.94s/it] 124/299 4.07G 0.02343 0.02144 0.0003625 138 640: 14%|█▍ | 8/56 [00:42<04:22, 5.48s/it] 124/299 4.07G 0.02391 0.02133 0.000356 163 640: 14%|█▍ | 8/56 [00:42<04:22, 5.48s/it] 124/299 4.07G 0.02391 0.02133 0.000356 163 640: 16%|█▌ | 9/56 [00:42<03:00, 3.83s/it] 124/299 4.07G 0.02386 0.02105 0.0003486 132 640: 16%|█▌ | 9/56 [00:42<03:00, 3.83s/it] 124/299 4.07G 0.02386 0.02105 0.0003486 132 640: 18%|█▊ | 10/56 [00:42<02:05, 2.73s/it] 124/299 4.07G 0.02407 0.02141 0.000343 156 640: 18%|█▊ | 10/56 [00:42<02:05, 2.73s/it] 124/299 4.07G 0.02407 0.02141 0.000343 156 640: 20%|█▉ | 11/56 [00:42<01:28, 1.96s/it] 124/299 4.07G 0.02399 0.02094 0.0003585 114 640: 20%|█▉ | 11/56 [00:43<01:28, 1.96s/it] 124/299 4.07G 0.02399 0.02094 0.0003585 114 640: 21%|██▏ | 12/56 [00:43<01:02, 1.43s/it] 124/299 4.07G 0.02378 0.0209 0.0003499 164 640: 21%|██▏ | 12/56 [00:56<01:02, 1.43s/it] 124/299 4.07G 0.02378 0.0209 0.0003499 164 640: 23%|██▎ | 13/56 [00:56<03:42, 5.17s/it] 124/299 4.07G 0.02368 0.02091 0.0003411 149 640: 23%|██▎ | 13/56 [01:15<03:42, 5.17s/it] 124/299 4.07G 0.02368 0.02091 0.0003411 149 640: 25%|██▌ | 14/56 [01:15<06:32, 9.35s/it] 124/299 4.07G 0.02367 0.02098 0.0003353 141 640: 25%|██▌ | 14/56 [01:16<06:32, 9.35s/it] 124/299 4.07G 0.02367 0.02098 0.0003353 141 640: 27%|██▋ | 15/56 [01:16<04:30, 6.59s/it] 124/299 4.07G 0.02365 0.02097 0.0003808 154 640: 27%|██▋ | 15/56 [01:16<04:30, 6.59s/it] 124/299 4.07G 0.02365 0.02097 0.0003808 154 640: 29%|██▊ | 16/56 [01:16<03:06, 4.67s/it] 124/299 4.07G 0.02361 0.02096 0.0003994 160 640: 29%|██▊ | 16/56 [01:16<03:06, 4.67s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.576 0.506 0.497 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 125/299 4.07G 0.02568 0.02647 0.000369 174 640: 0%| | 0/56 [00:00<?, ?it/s] 125/299 4.07G 0.02568 0.02647 0.000369 174 640: 2%|▏ | 1/56 [00:00<00:13, 4.00it/s] 125/299 4.07G 0.02518 0.02289 0.0003037 126 640: 2%|▏ | 1/56 [00:00<00:13, 4.00it/s] 125/299 4.07G 0.02518 0.02289 0.0003037 126 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 125/299 4.07G 0.02405 0.0228 0.0003303 153 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 125/299 4.07G 0.02405 0.0228 0.0003303 153 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 125/299 4.07G 0.0238 0.02143 0.0003247 105 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 125/299 4.07G 0.0238 0.02143 0.0003247 105 640: 7%|▋ | 4/56 [00:00<00:11, 4.35it/s] 125/299 4.07G 0.02378 0.0202 0.0003029 92 640: 7%|▋ | 4/56 [00:16<00:11, 4.35it/s] 125/299 4.07G 0.02378 0.0202 0.0003029 92 640: 9%|▉ | 5/56 [00:16<04:48, 5.66s/it] 125/299 4.07G 0.02353 0.01967 0.0002901 121 640: 9%|▉ | 5/56 [00:42<04:48, 5.66s/it] 125/299 4.07G 0.02353 0.01967 0.0002901 121 640: 11%|█ | 6/56 [00:42<10:29, 12.60s/it] 125/299 4.07G 0.02366 0.01923 0.0002805 134 640: 11%|█ | 6/56 [00:42<10:29, 12.60s/it] 125/299 4.07G 0.02366 0.01923 0.0002805 134 640: 12%|█▎ | 7/56 [00:42<06:58, 8.55s/it] 125/299 4.07G 0.02398 0.01961 0.0002989 164 640: 12%|█▎ | 7/56 [00:42<06:58, 8.55s/it] 125/299 4.07G 0.02398 0.01961 0.0002989 164 640: 14%|█▍ | 8/56 [00:42<04:42, 5.90s/it] 125/299 4.07G 0.02413 0.01998 0.0002938 165 640: 14%|█▍ | 8/56 [00:42<04:42, 5.90s/it] 125/299 4.07G 0.02413 0.01998 0.0002938 165 640: 16%|█▌ | 9/56 [00:42<03:13, 4.12s/it] 125/299 4.07G 0.02409 0.02017 0.0002847 145 640: 16%|█▌ | 9/56 [00:43<03:13, 4.12s/it] 125/299 4.07G 0.02409 0.02017 0.0002847 145 640: 18%|█▊ | 10/56 [00:43<02:14, 2.93s/it] 125/299 4.07G 0.02428 0.02001 0.0002783 123 640: 18%|█▊ | 10/56 [00:43<02:14, 2.93s/it] 125/299 4.07G 0.02428 0.02001 0.0002783 123 640: 20%|█▉ | 11/56 [00:43<01:34, 2.10s/it] 125/299 4.07G 0.0243 0.01992 0.0003377 125 640: 20%|█▉ | 11/56 [00:43<01:34, 2.10s/it] 125/299 4.07G 0.0243 0.01992 0.0003377 125 640: 21%|██▏ | 12/56 [00:43<01:07, 1.52s/it] 125/299 4.07G 0.02453 0.01954 0.000329 85 640: 21%|██▏ | 12/56 [00:50<01:07, 1.52s/it] 125/299 4.07G 0.02453 0.01954 0.000329 85 640: 23%|██▎ | 13/56 [00:50<02:10, 3.04s/it] 125/299 4.07G 0.02468 0.01976 0.0003299 160 640: 23%|██▎ | 13/56 [01:16<02:10, 3.04s/it] 125/299 4.07G 0.02468 0.01976 0.0003299 160 640: 25%|██▌ | 14/56 [01:16<07:03, 10.07s/it] 125/299 4.07G 0.02465 0.01949 0.0003262 111 640: 25%|██▌ | 14/56 [01:16<07:03, 10.07s/it] 125/299 4.07G 0.02465 0.01949 0.0003262 111 640: 27%|██▋ | 15/56 [01:16<04:51, 7.10s/it] 125/299 4.07G 0.02465 0.01929 0.0003208 129 640: 27%|██▋ | 15/56 [01:16<04:51, 7.10s/it] 125/299 4.07G 0.02465 0.01929 0.0003208 129 640: 29%|██▊ | 16/56 [01:16<03:21, 5.03s/it] 125/299 4.07G 0.0246 0.01916 0.0003144 112 640: 29%|██▊ | 16/56 [01:17<03:21, 5.03s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.635 0.469 0.513 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 126/299 4.07G 0.02322 0.01542 0.0002005 107 640: 0%| | 0/56 [00:00<?, ?it/s] 126/299 4.07G 0.02322 0.01542 0.0002005 107 640: 2%|▏ | 1/56 [00:00<00:12, 4.53it/s] 126/299 4.07G 0.02521 0.01961 0.0003373 205 640: 2%|▏ | 1/56 [00:00<00:12, 4.53it/s] 126/299 4.07G 0.02521 0.01961 0.0003373 205 640: 4%|▎ | 2/56 [00:00<00:12, 4.27it/s] 126/299 4.07G 0.02498 0.01969 0.0002906 99 640: 4%|▎ | 2/56 [00:01<00:12, 4.27it/s] 126/299 4.07G 0.02498 0.01969 0.0002906 99 640: 5%|▌ | 3/56 [00:01<00:28, 1.84it/s] 126/299 4.07G 0.0251 0.02101 0.0002897 192 640: 5%|▌ | 3/56 [00:01<00:28, 1.84it/s] 126/299 4.07G 0.0251 0.02101 0.0002897 192 640: 7%|▋ | 4/56 [00:01<00:21, 2.41it/s] 126/299 4.07G 0.02456 0.02003 0.0002848 119 640: 7%|▋ | 4/56 [00:08<00:21, 2.41it/s] 126/299 4.07G 0.02456 0.02003 0.0002848 119 640: 9%|▉ | 5/56 [00:08<02:18, 2.72s/it] 126/299 4.07G 0.02444 0.02056 0.0002753 154 640: 9%|▉ | 5/56 [00:41<02:18, 2.72s/it] 126/299 4.07G 0.02444 0.02056 0.0002753 154 640: 11%|█ | 6/56 [00:41<10:47, 12.95s/it] 126/299 4.07G 0.02408 0.02043 0.0002669 148 640: 11%|█ | 6/56 [00:41<10:47, 12.95s/it] 126/299 4.07G 0.02408 0.02043 0.0002669 148 640: 12%|█▎ | 7/56 [00:41<07:10, 8.78s/it] 126/299 4.07G 0.02416 0.02026 0.000273 97 640: 12%|█▎ | 7/56 [00:41<07:10, 8.78s/it] 126/299 4.07G 0.02416 0.02026 0.000273 97 640: 14%|█▍ | 8/56 [00:41<04:50, 6.05s/it] 126/299 4.07G 0.02412 0.02024 0.0002834 124 640: 14%|█▍ | 8/56 [00:41<04:50, 6.05s/it] 126/299 4.07G 0.02412 0.02024 0.0002834 124 640: 16%|█▌ | 9/56 [00:41<03:18, 4.23s/it] 126/299 4.07G 0.02405 0.02025 0.0002735 143 640: 16%|█▌ | 9/56 [00:42<03:18, 4.23s/it] 126/299 4.07G 0.02405 0.02025 0.0002735 143 640: 18%|█▊ | 10/56 [00:42<02:18, 3.00s/it] 126/299 4.07G 0.02393 0.02091 0.0002945 182 640: 18%|█▊ | 10/56 [00:44<02:18, 3.00s/it] 126/299 4.07G 0.02393 0.02091 0.0002945 182 640: 20%|█▉ | 11/56 [00:44<02:06, 2.81s/it] 126/299 4.07G 0.02383 0.0206 0.0003079 112 640: 20%|█▉ | 11/56 [00:44<02:06, 2.81s/it] 126/299 4.07G 0.02383 0.0206 0.0003079 112 640: 21%|██▏ | 12/56 [00:44<01:28, 2.02s/it] 126/299 4.07G 0.02383 0.02092 0.0003116 178 640: 21%|██▏ | 12/56 [00:47<01:28, 2.02s/it] 126/299 4.07G 0.02383 0.02092 0.0003116 178 640: 23%|██▎ | 13/56 [00:47<01:36, 2.23s/it] 126/299 4.07G 0.02382 0.02106 0.0003068 164 640: 23%|██▎ | 13/56 [01:15<01:36, 2.23s/it] 126/299 4.07G 0.02382 0.02106 0.0003068 164 640: 25%|██▌ | 14/56 [01:15<06:57, 9.93s/it] 126/299 4.07G 0.02377 0.02068 0.0003084 105 640: 25%|██▌ | 14/56 [01:15<06:57, 9.93s/it] 126/299 4.07G 0.02377 0.02068 0.0003084 105 640: 27%|██▋ | 15/56 [01:15<04:47, 7.00s/it] 126/299 4.07G 0.02377 0.02056 0.0003012 135 640: 27%|██▋ | 15/56 [01:15<04:47, 7.00s/it] 126/299 4.07G 0.02377 0.02056 0.0003012 135 640: 29%|██▊ | 16/56 [01:15<03:18, 4.96s/it] 126/299 4.07G 0.02371 0.02032 0.000296 107 640: 29%|██▊ | 16/56 [01:15<03:18, 4.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.614 0.477 0.504 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 127/299 4.07G 0.02464 0.02476 0.0001618 173 640: 0%| | 0/56 [00:00<?, ?it/s] 127/299 4.07G 0.02464 0.02476 0.0001618 173 640: 2%|▏ | 1/56 [00:00<00:13, 4.15it/s] 127/299 4.07G 0.02351 0.02127 0.00017 119 640: 2%|▏ | 1/56 [00:00<00:13, 4.15it/s] 127/299 4.07G 0.02351 0.02127 0.00017 119 640: 4%|▎ | 2/56 [00:00<00:13, 3.99it/s] 127/299 4.07G 0.02285 0.01969 0.0002277 108 640: 4%|▎ | 2/56 [00:03<00:13, 3.99it/s] 127/299 4.07G 0.02285 0.01969 0.0002277 108 640: 5%|▌ | 3/56 [00:03<01:20, 1.52s/it] 127/299 4.07G 0.0233 0.0198 0.0002229 167 640: 5%|▌ | 3/56 [00:03<01:20, 1.52s/it] 127/299 4.07G 0.0233 0.0198 0.0002229 167 640: 7%|▋ | 4/56 [00:03<00:52, 1.01s/it] 127/299 4.07G 0.02373 0.02033 0.0003073 162 640: 7%|▋ | 4/56 [00:04<00:52, 1.01s/it] 127/299 4.07G 0.02373 0.02033 0.0003073 162 640: 9%|▉ | 5/56 [00:04<00:48, 1.04it/s] 127/299 4.07G 0.02321 0.01985 0.0002844 121 640: 9%|▉ | 5/56 [00:31<00:48, 1.04it/s] 127/299 4.07G 0.02321 0.01985 0.0002844 121 640: 11%|█ | 6/56 [00:31<08:13, 9.87s/it] 127/299 4.07G 0.02333 0.01955 0.0002658 138 640: 11%|█ | 6/56 [00:32<08:13, 9.87s/it] 127/299 4.07G 0.02333 0.01955 0.0002658 138 640: 12%|█▎ | 7/56 [00:32<05:29, 6.72s/it] 127/299 4.07G 0.02358 0.01922 0.0002571 140 640: 12%|█▎ | 7/56 [00:32<05:29, 6.72s/it] 127/299 4.07G 0.02358 0.01922 0.0002571 140 640: 14%|█▍ | 8/56 [00:32<03:43, 4.65s/it] 127/299 4.07G 0.02346 0.01914 0.0002505 140 640: 14%|█▍ | 8/56 [00:32<03:43, 4.65s/it] 127/299 4.07G 0.02346 0.01914 0.0002505 140 640: 16%|█▌ | 9/56 [00:32<02:33, 3.26s/it] 127/299 4.07G 0.02346 0.01926 0.0002412 149 640: 16%|█▌ | 9/56 [00:32<02:33, 3.26s/it] 127/299 4.07G 0.02346 0.01926 0.0002412 149 640: 18%|█▊ | 10/56 [00:32<01:47, 2.33s/it] 127/299 4.07G 0.02345 0.01914 0.0002469 118 640: 18%|█▊ | 10/56 [00:46<01:47, 2.33s/it] 127/299 4.07G 0.02345 0.01914 0.0002469 118 640: 20%|█▉ | 11/56 [00:46<04:27, 5.94s/it] 127/299 4.07G 0.02357 0.01895 0.0002567 133 640: 20%|█▉ | 11/56 [00:47<04:27, 5.94s/it] 127/299 4.07G 0.02357 0.01895 0.0002567 133 640: 21%|██▏ | 12/56 [00:47<03:04, 4.20s/it] 127/299 4.07G 0.02344 0.01874 0.0002516 139 640: 21%|██▏ | 12/56 [00:47<03:04, 4.20s/it] 127/299 4.07G 0.02344 0.01874 0.0002516 139 640: 23%|██▎ | 13/56 [00:47<02:08, 2.99s/it] 127/299 4.07G 0.02351 0.01887 0.0002722 164 640: 23%|██▎ | 13/56 [01:05<02:08, 2.99s/it] 127/299 4.07G 0.02351 0.01887 0.0002722 164 640: 25%|██▌ | 14/56 [01:05<05:23, 7.71s/it] 127/299 4.07G 0.02359 0.01865 0.0002687 111 640: 25%|██▌ | 14/56 [01:06<05:23, 7.71s/it] 127/299 4.07G 0.02359 0.01865 0.0002687 111 640: 27%|██▋ | 15/56 [01:06<03:43, 5.45s/it] 127/299 4.07G 0.02371 0.0188 0.0002802 179 640: 27%|██▋ | 15/56 [01:06<03:43, 5.45s/it] 127/299 4.07G 0.02371 0.0188 0.0002802 179 640: 29%|██▊ | 16/56 [01:06<02:35, 3.88s/it] 127/299 4.07G 0.0238 0.01884 0.0002763 153 640: 29%|██▊ | 16/56 [01:06<02:35, 3.88s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.37it/s]
all 98 501 0.573 0.422 0.45 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 128/299 4.07G 0.02399 0.02107 0.0001808 134 640: 0%| | 0/56 [00:00<?, ?it/s] 128/299 4.07G 0.02399 0.02107 0.0001808 134 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 128/299 4.07G 0.02458 0.01938 0.0002082 144 640: 2%|▏ | 1/56 [00:00<00:14, 3.92it/s] 128/299 4.07G 0.02458 0.01938 0.0002082 144 640: 4%|▎ | 2/56 [00:00<00:14, 3.62it/s] 128/299 4.07G 0.02479 0.01932 0.0002116 118 640: 4%|▎ | 2/56 [00:10<00:14, 3.62it/s] 128/299 4.07G 0.02479 0.01932 0.0002116 118 640: 5%|▌ | 3/56 [00:10<04:12, 4.76s/it] 128/299 4.07G 0.02465 0.01911 0.0002456 137 640: 5%|▌ | 3/56 [00:10<04:12, 4.76s/it] 128/299 4.07G 0.02465 0.01911 0.0002456 137 640: 7%|▋ | 4/56 [00:10<02:34, 2.97s/it] 128/299 4.07G 0.02454 0.01945 0.0002379 130 640: 7%|▋ | 4/56 [00:13<02:34, 2.97s/it] 128/299 4.07G 0.02454 0.01945 0.0002379 130 640: 9%|▉ | 5/56 [00:13<02:24, 2.83s/it] 128/299 4.07G 0.02463 0.01922 0.0002435 119 640: 9%|▉ | 5/56 [00:42<02:24, 2.83s/it] 128/299 4.07G 0.02463 0.01922 0.0002435 119 640: 11%|█ | 6/56 [00:42<09:41, 11.62s/it] 128/299 4.07G 0.02435 0.01926 0.0002517 127 640: 11%|█ | 6/56 [00:42<09:41, 11.62s/it] 128/299 4.07G 0.02435 0.01926 0.0002517 127 640: 12%|█▎ | 7/56 [00:42<06:26, 7.89s/it] 128/299 4.07G 0.0239 0.01854 0.0002489 97 640: 12%|█▎ | 7/56 [00:42<06:26, 7.89s/it] 128/299 4.07G 0.0239 0.01854 0.0002489 97 640: 14%|█▍ | 8/56 [00:42<04:21, 5.45s/it] 128/299 4.07G 0.02392 0.01868 0.0002593 139 640: 14%|█▍ | 8/56 [00:42<04:21, 5.45s/it] 128/299 4.07G 0.02392 0.01868 0.0002593 139 640: 16%|█▌ | 9/56 [00:42<02:59, 3.81s/it] 128/299 4.07G 0.02414 0.01872 0.0002559 105 640: 16%|█▌ | 9/56 [00:43<02:59, 3.81s/it] 128/299 4.07G 0.02414 0.01872 0.0002559 105 640: 18%|█▊ | 10/56 [00:43<02:04, 2.71s/it] 128/299 4.07G 0.02402 0.01926 0.0002521 199 640: 18%|█▊ | 10/56 [00:44<02:04, 2.71s/it] 128/299 4.07G 0.02402 0.01926 0.0002521 199 640: 20%|█▉ | 11/56 [00:44<01:48, 2.40s/it] 128/299 4.07G 0.02401 0.01916 0.0002493 151 640: 20%|█▉ | 11/56 [00:44<01:48, 2.40s/it] 128/299 4.07G 0.02401 0.01916 0.0002493 151 640: 21%|██▏ | 12/56 [00:44<01:16, 1.74s/it] 128/299 4.07G 0.02386 0.01924 0.0002583 146 640: 21%|██▏ | 12/56 [00:50<01:16, 1.74s/it] 128/299 4.07G 0.02386 0.01924 0.0002583 146 640: 23%|██▎ | 13/56 [00:50<02:03, 2.88s/it] 128/299 4.07G 0.02388 0.01926 0.0002684 157 640: 23%|██▎ | 13/56 [01:16<02:03, 2.88s/it] 128/299 4.07G 0.02388 0.01926 0.0002684 157 640: 25%|██▌ | 14/56 [01:16<06:51, 9.80s/it] 128/299 4.07G 0.02379 0.0194 0.0002668 144 640: 25%|██▌ | 14/56 [01:16<06:51, 9.80s/it] 128/299 4.07G 0.02379 0.0194 0.0002668 144 640: 27%|██▋ | 15/56 [01:16<04:43, 6.91s/it] 128/299 4.07G 0.02401 0.01932 0.0002622 124 640: 27%|██▋ | 15/56 [01:16<04:43, 6.91s/it] 128/299 4.07G 0.02401 0.01932 0.0002622 124 640: 29%|██▊ | 16/56 [01:16<03:15, 4.90s/it] 128/299 4.07G 0.02408 0.01929 0.0002717 129 640: 29%|██▊ | 16/56 [01:16<03:15, 4.90s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.578 0.482 0.479 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 129/299 4.07G 0.02568 0.01784 0.0002271 129 640: 0%| | 0/56 [00:00<?, ?it/s] 129/299 4.07G 0.02568 0.01784 0.0002271 129 640: 2%|▏ | 1/56 [00:00<00:12, 4.47it/s] 129/299 4.07G 0.0242 0.01663 0.0002252 93 640: 2%|▏ | 1/56 [00:00<00:12, 4.47it/s] 129/299 4.07G 0.0242 0.01663 0.0002252 93 640: 4%|▎ | 2/56 [00:00<00:13, 4.10it/s] 129/299 4.07G 0.02342 0.01888 0.0002198 140 640: 4%|▎ | 2/56 [00:02<00:13, 4.10it/s] 129/299 4.07G 0.02342 0.01888 0.0002198 140 640: 5%|▌ | 3/56 [00:02<00:58, 1.11s/it] 129/299 4.07G 0.02354 0.01902 0.0002177 151 640: 5%|▌ | 3/56 [00:02<00:58, 1.11s/it] 129/299 4.07G 0.02354 0.01902 0.0002177 151 640: 7%|▋ | 4/56 [00:02<00:40, 1.29it/s] 129/299 4.07G 0.02409 0.01943 0.0003488 135 640: 7%|▋ | 4/56 [00:06<00:40, 1.29it/s] 129/299 4.07G 0.02409 0.01943 0.0003488 135 640: 9%|▉ | 5/56 [00:06<01:38, 1.93s/it] 129/299 4.07G 0.02387 0.01874 0.0003323 116 640: 9%|▉ | 5/56 [00:33<01:38, 1.93s/it] 129/299 4.07G 0.02387 0.01874 0.0003323 116 640: 11%|█ | 6/56 [00:33<08:29, 10.19s/it] 129/299 4.07G 0.024 0.01796 0.0004152 107 640: 11%|█ | 6/56 [00:33<08:29, 10.19s/it] 129/299 4.07G 0.024 0.01796 0.0004152 107 640: 12%|█▎ | 7/56 [00:33<05:39, 6.93s/it] 129/299 4.07G 0.02386 0.01841 0.0004185 144 640: 12%|█▎ | 7/56 [00:33<05:39, 6.93s/it] 129/299 4.07G 0.02386 0.01841 0.0004185 144 640: 14%|█▍ | 8/56 [00:33<03:50, 4.79s/it] 129/299 4.07G 0.02388 0.0187 0.0003983 142 640: 14%|█▍ | 8/56 [00:33<03:50, 4.79s/it] 129/299 4.07G 0.02388 0.0187 0.0003983 142 640: 16%|█▌ | 9/56 [00:33<02:38, 3.36s/it] 129/299 4.07G 0.02381 0.01842 0.0003774 120 640: 16%|█▌ | 9/56 [00:33<02:38, 3.36s/it] 129/299 4.07G 0.02381 0.01842 0.0003774 120 640: 18%|█▊ | 10/56 [00:33<01:50, 2.40s/it] 129/299 4.07G 0.02387 0.0185 0.0003649 132 640: 18%|█▊ | 10/56 [00:37<01:50, 2.40s/it] 129/299 4.07G 0.02387 0.0185 0.0003649 132 640: 20%|█▉ | 11/56 [00:37<02:04, 2.76s/it] 129/299 4.07G 0.02398 0.0188 0.0003539 149 640: 20%|█▉ | 11/56 [00:37<02:04, 2.76s/it] 129/299 4.07G 0.02398 0.0188 0.0003539 149 640: 21%|██▏ | 12/56 [00:37<01:27, 1.99s/it] 129/299 4.07G 0.02372 0.01854 0.0003435 119 640: 21%|██▏ | 12/56 [00:41<01:27, 1.99s/it] 129/299 4.07G 0.02372 0.01854 0.0003435 119 640: 23%|██▎ | 13/56 [00:41<01:51, 2.58s/it] 129/299 4.07G 0.02377 0.01866 0.0003511 148 640: 23%|██▎ | 13/56 [01:07<01:51, 2.58s/it] 129/299 4.07G 0.02377 0.01866 0.0003511 148 640: 25%|██▌ | 14/56 [01:07<06:38, 9.48s/it] 129/299 4.07G 0.02364 0.01847 0.000345 99 640: 25%|██▌ | 14/56 [01:07<06:38, 9.48s/it] 129/299 4.07G 0.02364 0.01847 0.000345 99 640: 27%|██▋ | 15/56 [01:07<04:34, 6.69s/it] 129/299 4.07G 0.02376 0.01866 0.0003346 138 640: 27%|██▋ | 15/56 [01:07<04:34, 6.69s/it] 129/299 4.07G 0.02376 0.01866 0.0003346 138 640: 29%|██▊ | 16/56 [01:07<03:09, 4.74s/it] 129/299 4.07G 0.02374 0.01847 0.0003265 98 640: 29%|██▊ | 16/56 [01:07<03:09, 4.74s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.31it/s]
all 98 501 0.587 0.492 0.505 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 130/299 4.07G 0.0239 0.0173 0.0002339 134 640: 0%| | 0/56 [00:00<?, ?it/s] 130/299 4.07G 0.0239 0.0173 0.0002339 134 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 130/299 4.07G 0.02374 0.02027 0.0002576 168 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 130/299 4.07G 0.02374 0.02027 0.0002576 168 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 130/299 4.07G 0.02271 0.01826 0.000252 97 640: 4%|▎ | 2/56 [00:06<00:13, 3.92it/s] 130/299 4.07G 0.02271 0.01826 0.000252 97 640: 5%|▌ | 3/56 [00:06<02:23, 2.70s/it] 130/299 4.07G 0.02248 0.01794 0.0002599 125 640: 5%|▌ | 3/56 [00:06<02:23, 2.70s/it] 130/299 4.07G 0.02248 0.01794 0.0002599 125 640: 7%|▋ | 4/56 [00:06<01:29, 1.72s/it] 130/299 4.07G 0.02234 0.01779 0.0002525 126 640: 7%|▋ | 4/56 [00:06<01:29, 1.72s/it] 130/299 4.07G 0.02234 0.01779 0.0002525 126 640: 9%|▉ | 5/56 [00:06<01:00, 1.18s/it] 130/299 4.07G 0.0228 0.01783 0.0002683 103 640: 9%|▉ | 5/56 [00:43<01:00, 1.18s/it] 130/299 4.07G 0.0228 0.01783 0.0002683 103 640: 11%|█ | 6/56 [00:43<11:01, 13.24s/it] 130/299 4.07G 0.02304 0.01808 0.0002655 132 640: 11%|█ | 6/56 [00:43<11:01, 13.24s/it] 130/299 4.07G 0.02304 0.01808 0.0002655 132 640: 12%|█▎ | 7/56 [00:43<07:19, 8.98s/it] 130/299 4.07G 0.0234 0.01865 0.0002846 152 640: 12%|█▎ | 7/56 [00:43<07:19, 8.98s/it] 130/299 4.07G 0.0234 0.01865 0.0002846 152 640: 14%|█▍ | 8/56 [00:43<04:57, 6.19s/it] 130/299 4.07G 0.02348 0.01849 0.000276 126 640: 14%|█▍ | 8/56 [00:43<04:57, 6.19s/it] 130/299 4.07G 0.02348 0.01849 0.000276 126 640: 16%|█▌ | 9/56 [00:43<03:23, 4.32s/it] 130/299 4.07G 0.0232 0.01843 0.0002736 138 640: 16%|█▌ | 9/56 [00:44<03:23, 4.32s/it] 130/299 4.07G 0.0232 0.01843 0.0002736 138 640: 18%|█▊ | 10/56 [00:44<02:20, 3.06s/it] 130/299 4.07G 0.02311 0.01803 0.0002671 94 640: 18%|█▊ | 10/56 [00:44<02:20, 3.06s/it] 130/299 4.07G 0.02311 0.01803 0.0002671 94 640: 20%|█▉ | 11/56 [00:44<01:38, 2.19s/it] 130/299 4.07G 0.02309 0.01801 0.000274 113 640: 20%|█▉ | 11/56 [00:44<01:38, 2.19s/it] 130/299 4.07G 0.02309 0.01801 0.000274 113 640: 21%|██▏ | 12/56 [00:44<01:09, 1.59s/it] 130/299 4.07G 0.02308 0.01795 0.0002712 117 640: 21%|██▏ | 12/56 [00:49<01:09, 1.59s/it] 130/299 4.07G 0.02308 0.01795 0.0002712 117 640: 23%|██▎ | 13/56 [00:49<01:48, 2.53s/it] 130/299 4.07G 0.02295 0.01812 0.0002705 149 640: 23%|██▎ | 13/56 [01:17<01:48, 2.53s/it] 130/299 4.07G 0.02295 0.01812 0.0002705 149 640: 25%|██▌ | 14/56 [01:17<07:09, 10.23s/it] 130/299 4.07G 0.02291 0.01799 0.0002658 117 640: 25%|██▌ | 14/56 [01:17<07:09, 10.23s/it] 130/299 4.07G 0.02291 0.01799 0.0002658 117 640: 27%|██▋ | 15/56 [01:17<04:55, 7.21s/it] 130/299 4.07G 0.02298 0.01834 0.0002976 151 640: 27%|██▋ | 15/56 [01:17<04:55, 7.21s/it] 130/299 4.07G 0.02298 0.01834 0.0002976 151 640: 29%|██▊ | 16/56 [01:17<03:24, 5.10s/it] 130/299 4.07G 0.0229 0.01873 0.0002915 177 640: 29%|██▊ | 16/56 [01:17<03:24, 5.10s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
all 98 501 0.591 0.437 0.465 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 131/299 4.07G 0.02534 0.0164 0.0003321 144 640: 0%| | 0/56 [00:00<?, ?it/s] 131/299 4.07G 0.02534 0.0164 0.0003321 144 640: 2%|▏ | 1/56 [00:00<00:13, 4.07it/s] 131/299 4.07G 0.02489 0.01639 0.000242 114 640: 2%|▏ | 1/56 [00:00<00:13, 4.07it/s] 131/299 4.07G 0.02489 0.01639 0.000242 114 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 131/299 4.07G 0.0247 0.01748 0.0002739 156 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 131/299 4.07G 0.0247 0.01748 0.0002739 156 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 131/299 4.07G 0.02366 0.01732 0.000252 117 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 131/299 4.07G 0.02366 0.01732 0.000252 117 640: 7%|▋ | 4/56 [00:00<00:11, 4.37it/s] 131/299 4.07G 0.02313 0.01769 0.000239 161 640: 7%|▋ | 4/56 [00:03<00:11, 4.37it/s] 131/299 4.07G 0.02313 0.01769 0.000239 161 640: 9%|▉ | 5/56 [00:03<00:57, 1.13s/it] 131/299 4.07G 0.02326 0.01794 0.0002745 127 640: 9%|▉ | 5/56 [00:32<00:57, 1.13s/it] 131/299 4.07G 0.02326 0.01794 0.0002745 127 640: 11%|█ | 6/56 [00:32<08:45, 10.50s/it] 131/299 4.07G 0.02311 0.01805 0.0003013 130 640: 11%|█ | 6/56 [00:32<08:45, 10.50s/it] 131/299 4.07G 0.02311 0.01805 0.0003013 130 640: 12%|█▎ | 7/56 [00:32<05:49, 7.14s/it] 131/299 4.07G 0.02302 0.01839 0.0002983 172 640: 12%|█▎ | 7/56 [00:32<05:49, 7.14s/it] 131/299 4.07G 0.02302 0.01839 0.0002983 172 640: 14%|█▍ | 8/56 [00:32<03:56, 4.94s/it] 131/299 4.07G 0.02324 0.01823 0.0002889 94 640: 14%|█▍ | 8/56 [00:33<03:56, 4.94s/it] 131/299 4.07G 0.02324 0.01823 0.0002889 94 640: 16%|█▌ | 9/56 [00:33<02:42, 3.46s/it] 131/299 4.07G 0.02317 0.01824 0.0002785 136 640: 16%|█▌ | 9/56 [00:33<02:42, 3.46s/it] 131/299 4.07G 0.02317 0.01824 0.0002785 136 640: 18%|█▊ | 10/56 [00:33<01:53, 2.47s/it] 131/299 4.07G 0.02325 0.01818 0.0002702 139 640: 18%|█▊ | 10/56 [00:33<01:53, 2.47s/it] 131/299 4.07G 0.02325 0.01818 0.0002702 139 640: 20%|█▉ | 11/56 [00:33<01:20, 1.78s/it] 131/299 4.07G 0.02309 0.01822 0.0002658 122 640: 20%|█▉ | 11/56 [00:33<01:20, 1.78s/it] 131/299 4.07G 0.02309 0.01822 0.0002658 122 640: 21%|██▏ | 12/56 [00:33<00:57, 1.32s/it] 131/299 4.07G 0.0231 0.01811 0.0002584 131 640: 21%|██▏ | 12/56 [00:38<00:57, 1.32s/it] 131/299 4.07G 0.0231 0.01811 0.0002584 131 640: 23%|██▎ | 13/56 [00:38<01:37, 2.27s/it] 131/299 4.07G 0.02303 0.01826 0.0002518 182 640: 23%|██▎ | 13/56 [01:06<01:37, 2.27s/it] 131/299 4.07G 0.02303 0.01826 0.0002518 182 640: 25%|██▌ | 14/56 [01:06<07:06, 10.15s/it] 131/299 4.07G 0.02306 0.018 0.0002662 100 640: 25%|██▌ | 14/56 [01:06<07:06, 10.15s/it] 131/299 4.07G 0.02306 0.018 0.0002662 100 640: 27%|██▋ | 15/56 [01:06<04:53, 7.15s/it] 131/299 4.07G 0.02293 0.018 0.0002759 112 640: 27%|██▋ | 15/56 [01:06<04:53, 7.15s/it] 131/299 4.07G 0.02293 0.018 0.0002759 112 640: 29%|██▊ | 16/56 [01:06<03:22, 5.07s/it] 131/299 4.07G 0.02302 0.01826 0.0002738 142 640: 29%|██▊ | 16/56 [01:07<03:22, 5.07s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.568 0.503 0.502 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 132/299 4.07G 0.02178 0.02076 0.0001635 185 640: 0%| | 0/56 [00:00<?, ?it/s] 132/299 4.07G 0.02178 0.02076 0.0001635 185 640: 2%|▏ | 1/56 [00:00<00:13, 4.20it/s] 132/299 4.07G 0.02262 0.0197 0.0002356 145 640: 2%|▏ | 1/56 [00:00<00:13, 4.20it/s] 132/299 4.07G 0.02262 0.0197 0.0002356 145 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 132/299 4.07G 0.02225 0.0195 0.0002118 127 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 132/299 4.07G 0.02225 0.0195 0.0002118 127 640: 5%|▌ | 3/56 [00:00<00:12, 4.28it/s] 132/299 4.07G 0.02227 0.01904 0.0001968 128 640: 5%|▌ | 3/56 [00:00<00:12, 4.28it/s] 132/299 4.07G 0.02227 0.01904 0.0001968 128 640: 7%|▋ | 4/56 [00:00<00:11, 4.41it/s] 132/299 4.07G 0.02211 0.02043 0.000211 180 640: 7%|▋ | 4/56 [00:04<00:11, 4.41it/s] 132/299 4.07G 0.02211 0.02043 0.000211 180 640: 9%|▉ | 5/56 [00:04<01:21, 1.61s/it] 132/299 4.07G 0.02181 0.02103 0.0002349 161 640: 9%|▉ | 5/56 [00:32<01:21, 1.61s/it] 132/299 4.07G 0.02181 0.02103 0.0002349 161 640: 11%|█ | 6/56 [00:32<08:37, 10.34s/it] 132/299 4.07G 0.02198 0.02087 0.0002257 148 640: 11%|█ | 6/56 [00:32<08:37, 10.34s/it] 132/299 4.07G 0.02198 0.02087 0.0002257 148 640: 12%|█▎ | 7/56 [00:32<05:44, 7.03s/it] 132/299 4.07G 0.02225 0.02043 0.0002266 115 640: 12%|█▎ | 7/56 [00:32<05:44, 7.03s/it] 132/299 4.07G 0.02225 0.02043 0.0002266 115 640: 14%|█▍ | 8/56 [00:32<03:53, 4.86s/it] 132/299 4.07G 0.02233 0.02023 0.0002527 139 640: 14%|█▍ | 8/56 [00:32<03:53, 4.86s/it] 132/299 4.07G 0.02233 0.02023 0.0002527 139 640: 16%|█▌ | 9/56 [00:32<02:40, 3.41s/it] 132/299 4.07G 0.02226 0.02022 0.0002494 174 640: 16%|█▌ | 9/56 [00:33<02:40, 3.41s/it] 132/299 4.07G 0.02226 0.02022 0.0002494 174 640: 18%|█▊ | 10/56 [00:33<01:51, 2.43s/it] 132/299 4.07G 0.02229 0.02007 0.0002406 134 640: 18%|█▊ | 10/56 [00:36<01:51, 2.43s/it] 132/299 4.07G 0.02229 0.02007 0.0002406 134 640: 20%|█▉ | 11/56 [00:36<01:59, 2.65s/it] 132/299 4.07G 0.02216 0.02001 0.0002452 151 640: 20%|█▉ | 11/56 [00:36<01:59, 2.65s/it] 132/299 4.07G 0.02216 0.02001 0.0002452 151 640: 21%|██▏ | 12/56 [00:36<01:24, 1.91s/it] 132/299 4.07G 0.0222 0.0197 0.0002393 125 640: 21%|██▏ | 12/56 [00:45<01:24, 1.91s/it] 132/299 4.07G 0.0222 0.0197 0.0002393 125 640: 23%|██▎ | 13/56 [00:45<02:57, 4.12s/it] 132/299 4.07G 0.02231 0.01936 0.0002365 90 640: 23%|██▎ | 13/56 [01:06<02:57, 4.12s/it] 132/299 4.07G 0.02231 0.01936 0.0002365 90 640: 25%|██▌ | 14/56 [01:06<06:21, 9.08s/it] 132/299 4.07G 0.02236 0.01911 0.0002318 101 640: 25%|██▌ | 14/56 [01:06<06:21, 9.08s/it] 132/299 4.07G 0.02236 0.01911 0.0002318 101 640: 27%|██▋ | 15/56 [01:06<04:22, 6.41s/it] 132/299 4.07G 0.02237 0.0189 0.0002364 107 640: 27%|██▋ | 15/56 [01:06<04:22, 6.41s/it] 132/299 4.07G 0.02237 0.0189 0.0002364 107 640: 29%|██▊ | 16/56 [01:06<03:01, 4.55s/it] 132/299 4.07G 0.02244 0.01908 0.0002593 181 640: 29%|██▊ | 16/56 [01:06<03:01, 4.55s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.34it/s]
all 98 501 0.571 0.535 0.528 0.28
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 133/299 4.07G 0.02246 0.0151 0.0002317 102 640: 0%| | 0/56 [00:00<?, ?it/s] 133/299 4.07G 0.02246 0.0151 0.0002317 102 640: 2%|▏ | 1/56 [00:00<00:14, 3.89it/s] 133/299 4.07G 0.02302 0.02242 0.000237 213 640: 2%|▏ | 1/56 [00:00<00:14, 3.89it/s] 133/299 4.07G 0.02302 0.02242 0.000237 213 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 133/299 4.07G 0.02233 0.02089 0.0002216 125 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 133/299 4.07G 0.02233 0.02089 0.0002216 125 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 133/299 4.07G 0.02227 0.02054 0.0002708 125 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 133/299 4.07G 0.02227 0.02054 0.0002708 125 640: 7%|▋ | 4/56 [00:00<00:12, 4.33it/s] 133/299 4.07G 0.02205 0.0203 0.0002628 146 640: 7%|▋ | 4/56 [00:10<00:12, 4.33it/s] 133/299 4.07G 0.02205 0.0203 0.0002628 146 640: 9%|▉ | 5/56 [00:10<03:12, 3.77s/it] 133/299 4.07G 0.02247 0.02004 0.0002499 127 640: 9%|▉ | 5/56 [00:33<03:12, 3.77s/it] 133/299 4.07G 0.02247 0.02004 0.0002499 127 640: 11%|█ | 6/56 [00:33<08:21, 10.02s/it] 133/299 4.07G 0.02271 0.01954 0.000238 113 640: 11%|█ | 6/56 [00:35<08:21, 10.02s/it] 133/299 4.07G 0.02271 0.01954 0.000238 113 640: 12%|█▎ | 7/56 [00:35<06:04, 7.44s/it] 133/299 4.07G 0.02266 0.01964 0.0002344 143 640: 12%|█▎ | 7/56 [00:35<06:04, 7.44s/it] 133/299 4.07G 0.02266 0.01964 0.0002344 143 640: 14%|█▍ | 8/56 [00:35<04:06, 5.14s/it] 133/299 4.07G 0.02244 0.01935 0.0002469 142 640: 14%|█▍ | 8/56 [00:35<04:06, 5.14s/it] 133/299 4.07G 0.02244 0.01935 0.0002469 142 640: 16%|█▌ | 9/56 [00:35<02:49, 3.60s/it] 133/299 4.07G 0.02257 0.0194 0.000261 160 640: 16%|█▌ | 9/56 [00:35<02:49, 3.60s/it] 133/299 4.07G 0.02257 0.0194 0.000261 160 640: 18%|█▊ | 10/56 [00:35<01:58, 2.57s/it] 133/299 4.07G 0.0226 0.01953 0.0002623 168 640: 18%|█▊ | 10/56 [00:36<01:58, 2.57s/it] 133/299 4.07G 0.0226 0.01953 0.0002623 168 640: 20%|█▉ | 11/56 [00:36<01:23, 1.85s/it] 133/299 4.07G 0.02268 0.01956 0.0002558 145 640: 20%|█▉ | 11/56 [00:36<01:23, 1.85s/it] 133/299 4.07G 0.02268 0.01956 0.0002558 145 640: 21%|██▏ | 12/56 [00:36<00:59, 1.35s/it] 133/299 4.07G 0.02271 0.01923 0.0002497 88 640: 21%|██▏ | 12/56 [00:45<00:59, 1.35s/it] 133/299 4.07G 0.02271 0.01923 0.0002497 88 640: 23%|██▎ | 13/56 [00:45<02:36, 3.65s/it] 133/299 4.07G 0.02279 0.01889 0.0002599 138 640: 23%|██▎ | 13/56 [01:07<02:36, 3.65s/it] 133/299 4.07G 0.02279 0.01889 0.0002599 138 640: 25%|██▌ | 14/56 [01:07<06:27, 9.22s/it] 133/299 4.07G 0.02288 0.01887 0.000255 143 640: 25%|██▌ | 14/56 [01:09<06:27, 9.22s/it] 133/299 4.07G 0.02288 0.01887 0.000255 143 640: 27%|██▋ | 15/56 [01:09<04:46, 7.00s/it] 133/299 4.07G 0.02299 0.01871 0.0002551 111 640: 27%|██▋ | 15/56 [01:09<04:46, 7.00s/it] 133/299 4.07G 0.02299 0.01871 0.0002551 111 640: 29%|██▊ | 16/56 [01:09<03:18, 4.96s/it] 133/299 4.07G 0.02307 0.01877 0.0002565 150 640: 29%|██▊ | 16/56 [01:09<03:18, 4.96s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.71it/s]
all 98 501 0.582 0.505 0.513 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 134/299 4.07G 0.02307 0.01946 0.0005614 143 640: 0%| | 0/56 [00:00<?, ?it/s] 134/299 4.07G 0.02307 0.01946 0.0005614 143 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 134/299 4.07G 0.02353 0.02015 0.0005639 145 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 134/299 4.07G 0.02353 0.02015 0.0005639 145 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 134/299 4.07G 0.02412 0.01934 0.0004527 121 640: 4%|▎ | 2/56 [00:00<00:13, 3.91it/s] 134/299 4.07G 0.02412 0.01934 0.0004527 121 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 134/299 4.07G 0.0236 0.02038 0.0003928 174 640: 5%|▌ | 3/56 [00:01<00:12, 4.20it/s] 134/299 4.07G 0.0236 0.02038 0.0003928 174 640: 7%|▋ | 4/56 [00:01<00:16, 3.22it/s] 134/299 4.07G 0.02334 0.02027 0.00035 128 640: 7%|▋ | 4/56 [00:11<00:16, 3.22it/s] 134/299 4.07G 0.02334 0.02027 0.00035 128 640: 9%|▉ | 5/56 [00:11<03:25, 4.04s/it] 134/299 4.07G 0.02361 0.02 0.0003293 132 640: 9%|▉ | 5/56 [00:41<03:25, 4.04s/it] 134/299 4.07G 0.02361 0.02 0.0003293 132 640: 11%|█ | 6/56 [00:41<10:43, 12.88s/it] 134/299 4.07G 0.02351 0.0197 0.0003432 137 640: 11%|█ | 6/56 [00:42<10:43, 12.88s/it] 134/299 4.07G 0.02351 0.0197 0.0003432 137 640: 12%|█▎ | 7/56 [00:42<07:08, 8.74s/it] 134/299 4.07G 0.02335 0.01982 0.0003332 159 640: 12%|█▎ | 7/56 [00:42<07:08, 8.74s/it] 134/299 4.07G 0.02335 0.01982 0.0003332 159 640: 14%|█▍ | 8/56 [00:42<04:49, 6.02s/it] 134/299 4.07G 0.02333 0.01975 0.0003252 147 640: 14%|█▍ | 8/56 [00:42<04:49, 6.02s/it] 134/299 4.07G 0.02333 0.01975 0.0003252 147 640: 16%|█▌ | 9/56 [00:42<03:17, 4.21s/it] 134/299 4.07G 0.0231 0.01986 0.0003139 148 640: 16%|█▌ | 9/56 [00:42<03:17, 4.21s/it] 134/299 4.07G 0.0231 0.01986 0.0003139 148 640: 18%|█▊ | 10/56 [00:42<02:17, 2.98s/it] 134/299 4.07G 0.02303 0.01978 0.0003071 124 640: 18%|█▊ | 10/56 [00:42<02:17, 2.98s/it] 134/299 4.07G 0.02303 0.01978 0.0003071 124 640: 20%|█▉ | 11/56 [00:42<01:36, 2.13s/it] 134/299 4.07G 0.02314 0.01969 0.0003016 132 640: 20%|█▉ | 11/56 [00:43<01:36, 2.13s/it] 134/299 4.07G 0.02314 0.01969 0.0003016 132 640: 21%|██▏ | 12/56 [00:43<01:08, 1.55s/it] 134/299 4.07G 0.0231 0.01946 0.0002938 125 640: 21%|██▏ | 12/56 [00:49<01:08, 1.55s/it] 134/299 4.07G 0.0231 0.01946 0.0002938 125 640: 23%|██▎ | 13/56 [00:49<02:15, 3.16s/it] 134/299 4.07G 0.02298 0.01928 0.0002865 120 640: 23%|██▎ | 13/56 [01:16<02:15, 3.16s/it] 134/299 4.07G 0.02298 0.01928 0.0002865 120 640: 25%|██▌ | 14/56 [01:16<07:02, 10.06s/it] 134/299 4.07G 0.02322 0.01921 0.0002867 137 640: 25%|██▌ | 14/56 [01:16<07:02, 10.06s/it] 134/299 4.07G 0.02322 0.01921 0.0002867 137 640: 27%|██▋ | 15/56 [01:16<04:50, 7.09s/it] 134/299 4.07G 0.0232 0.01919 0.0002924 170 640: 27%|██▋ | 15/56 [01:16<04:50, 7.09s/it] 134/299 4.07G 0.0232 0.01919 0.0002924 170 640: 29%|██▊ | 16/56 [01:16<03:20, 5.02s/it] 134/299 4.07G 0.02322 0.01898 0.0003081 110 640: 29%|██▊ | 16/56 [01:16<03:20, 5.02s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
all 98 501 0.575 0.508 0.522 0.272
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 135/299 4.07G 0.02292 0.01598 0.0002071 113 640: 0%| | 0/56 [00:00<?, ?it/s] 135/299 4.07G 0.02292 0.01598 0.0002071 113 640: 2%|▏ | 1/56 [00:00<00:12, 4.46it/s] 135/299 4.07G 0.02262 0.01765 0.0002242 137 640: 2%|▏ | 1/56 [00:07<00:12, 4.46it/s] 135/299 4.07G 0.02262 0.01765 0.0002242 137 640: 4%|▎ | 2/56 [00:07<03:46, 4.19s/it] 135/299 4.07G 0.02236 0.0189 0.000211 129 640: 4%|▎ | 2/56 [00:07<03:46, 4.19s/it] 135/299 4.07G 0.02236 0.0189 0.000211 129 640: 5%|▌ | 3/56 [00:07<02:05, 2.38s/it] 135/299 4.07G 0.02166 0.01841 0.0002092 117 640: 5%|▌ | 3/56 [00:07<02:05, 2.38s/it] 135/299 4.07G 0.02166 0.01841 0.0002092 117 640: 7%|▋ | 4/56 [00:07<01:19, 1.52s/it] 135/299 4.07G 0.02156 0.0187 0.0002938 154 640: 7%|▋ | 4/56 [00:32<01:19, 1.52s/it] 135/299 4.07G 0.02156 0.0187 0.0002938 154 640: 9%|▉ | 5/56 [00:32<08:25, 9.91s/it] 135/299 4.07G 0.02166 0.01852 0.0002767 129 640: 9%|▉ | 5/56 [00:36<08:25, 9.91s/it] 135/299 4.07G 0.02166 0.01852 0.0002767 129 640: 11%|█ | 6/56 [00:36<06:33, 7.87s/it] 135/299 4.07G 0.02212 0.01843 0.0002755 130 640: 11%|█ | 6/56 [00:36<06:33, 7.87s/it] 135/299 4.07G 0.02212 0.01843 0.0002755 130 640: 12%|█▎ | 7/56 [00:36<04:22, 5.37s/it] 135/299 4.07G 0.02194 0.01799 0.0002649 112 640: 12%|█▎ | 7/56 [00:36<04:22, 5.37s/it] 135/299 4.07G 0.02194 0.01799 0.0002649 112 640: 14%|█▍ | 8/56 [00:36<02:58, 3.73s/it] 135/299 4.07G 0.02195 0.01812 0.0002553 123 640: 14%|█▍ | 8/56 [00:36<02:58, 3.73s/it] 135/299 4.07G 0.02195 0.01812 0.0002553 123 640: 16%|█▌ | 9/56 [00:36<02:03, 2.63s/it] 135/299 4.07G 0.02212 0.01799 0.0002522 107 640: 16%|█▌ | 9/56 [00:50<02:03, 2.63s/it] 135/299 4.07G 0.02212 0.01799 0.0002522 107 640: 18%|█▊ | 10/56 [00:50<04:37, 6.03s/it] 135/299 4.07G 0.02216 0.01817 0.0002481 145 640: 18%|█▊ | 10/56 [00:50<04:37, 6.03s/it] 135/299 4.07G 0.02216 0.01817 0.0002481 145 640: 20%|█▉ | 11/56 [00:50<03:11, 4.25s/it] 135/299 4.07G 0.02219 0.01828 0.0002441 146 640: 20%|█▉ | 11/56 [00:51<03:11, 4.25s/it] 135/299 4.07G 0.02219 0.01828 0.0002441 146 640: 21%|██▏ | 12/56 [00:51<02:12, 3.02s/it] 135/299 4.07G 0.02207 0.01813 0.0002394 99 640: 21%|██▏ | 12/56 [01:06<02:12, 3.02s/it] 135/299 4.07G 0.02207 0.01813 0.0002394 99 640: 23%|██▎ | 13/56 [01:06<04:53, 6.83s/it] 135/299 4.07G 0.02218 0.01834 0.0002385 157 640: 23%|██▎ | 13/56 [01:10<04:53, 6.83s/it] 135/299 4.07G 0.02218 0.01834 0.0002385 157 640: 25%|██▌ | 14/56 [01:10<04:09, 5.94s/it] 135/299 4.07G 0.02218 0.01851 0.0002353 126 640: 25%|██▌ | 14/56 [01:10<04:09, 5.94s/it] 135/299 4.07G 0.02218 0.01851 0.0002353 126 640: 27%|██▋ | 15/56 [01:10<02:52, 4.21s/it] 135/299 4.07G 0.02238 0.01831 0.0002361 82 640: 27%|██▋ | 15/56 [01:10<02:52, 4.21s/it] 135/299 4.07G 0.02238 0.01831 0.0002361 82 640: 29%|██▊ | 16/56 [01:10<02:00, 3.01s/it] 135/299 4.07G 0.02243 0.0185 0.0002354 189 640: 29%|██▊ | 16/56 [01:11<02:00, 3.01s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.33it/s]
all 98 501 0.582 0.482 0.508 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 136/299 4.07G 0.02556 0.01996 0.0001585 145 640: 0%| | 0/56 [00:00<?, ?it/s] 136/299 4.07G 0.02556 0.01996 0.0001585 145 640: 2%|▏ | 1/56 [00:00<00:14, 3.93it/s] 136/299 4.07G 0.026 0.01866 0.0002286 151 640: 2%|▏ | 1/56 [00:18<00:14, 3.93it/s] 136/299 4.07G 0.026 0.01866 0.0002286 151 640: 4%|▎ | 2/56 [00:18<09:34, 10.65s/it] 136/299 4.07G 0.02553 0.01941 0.0002171 156 640: 4%|▎ | 2/56 [00:18<09:34, 10.65s/it] 136/299 4.07G 0.02553 0.01941 0.0002171 156 640: 5%|▌ | 3/56 [00:18<05:11, 5.89s/it] 136/299 4.07G 0.02483 0.01851 0.0002123 102 640: 5%|▌ | 3/56 [00:18<05:11, 5.89s/it] 136/299 4.07G 0.02483 0.01851 0.0002123 102 640: 7%|▋ | 4/56 [00:18<03:09, 3.65s/it] 136/299 4.07G 0.024 0.01835 0.0002041 131 640: 7%|▋ | 4/56 [00:36<03:09, 3.65s/it] 136/299 4.07G 0.024 0.01835 0.0002041 131 640: 9%|▉ | 5/56 [00:36<07:24, 8.72s/it] 136/299 4.07G 0.02382 0.01907 0.0001956 156 640: 9%|▉ | 5/56 [00:39<07:24, 8.72s/it] 136/299 4.07G 0.02382 0.01907 0.0001956 156 640: 11%|█ | 6/56 [00:39<05:47, 6.95s/it] 136/299 4.07G 0.02339 0.01922 0.0001919 152 640: 11%|█ | 6/56 [00:40<05:47, 6.95s/it] 136/299 4.07G 0.02339 0.01922 0.0001919 152 640: 12%|█▎ | 7/56 [00:40<03:52, 4.75s/it] 136/299 4.07G 0.02381 0.01898 0.0001987 130 640: 12%|█▎ | 7/56 [00:40<03:52, 4.75s/it] 136/299 4.07G 0.02381 0.01898 0.0001987 130 640: 14%|█▍ | 8/56 [00:40<02:38, 3.30s/it] 136/299 4.07G 0.0236 0.01832 0.0002104 102 640: 14%|█▍ | 8/56 [00:40<02:38, 3.30s/it] 136/299 4.07G 0.0236 0.01832 0.0002104 102 640: 16%|█▌ | 9/56 [00:40<01:49, 2.34s/it] 136/299 4.07G 0.02348 0.01853 0.0002086 140 640: 16%|█▌ | 9/56 [00:54<01:49, 2.34s/it] 136/299 4.07G 0.02348 0.01853 0.0002086 140 640: 18%|█▊ | 10/56 [00:54<04:36, 6.01s/it] 136/299 4.07G 0.02339 0.01872 0.0002061 154 640: 18%|█▊ | 10/56 [00:54<04:36, 6.01s/it] 136/299 4.07G 0.02339 0.01872 0.0002061 154 640: 20%|█▉ | 11/56 [00:54<03:10, 4.23s/it] 136/299 4.07G 0.02336 0.01905 0.000204 172 640: 20%|█▉ | 11/56 [00:55<03:10, 4.23s/it] 136/299 4.07G 0.02336 0.01905 0.000204 172 640: 21%|██▏ | 12/56 [00:55<02:12, 3.01s/it] 136/299 4.07G 0.02326 0.019 0.0002005 146 640: 21%|██▏ | 12/56 [01:10<02:12, 3.01s/it] 136/299 4.07G 0.02326 0.019 0.0002005 146 640: 23%|██▎ | 13/56 [01:10<04:47, 6.68s/it] 136/299 4.07G 0.02346 0.01912 0.0002094 149 640: 23%|██▎ | 13/56 [01:13<04:47, 6.68s/it] 136/299 4.07G 0.02346 0.01912 0.0002094 149 640: 25%|██▌ | 14/56 [01:13<03:58, 5.69s/it] 136/299 4.07G 0.02355 0.01921 0.0002189 140 640: 25%|██▌ | 14/56 [01:13<03:58, 5.69s/it] 136/299 4.07G 0.02355 0.01921 0.0002189 140 640: 27%|██▋ | 15/56 [01:13<02:45, 4.04s/it] 136/299 4.07G 0.02358 0.01912 0.0002165 122 640: 27%|██▋ | 15/56 [01:14<02:45, 4.04s/it] 136/299 4.07G 0.02358 0.01912 0.0002165 122 640: 29%|██▊ | 16/56 [01:14<01:55, 2.89s/it] 136/299 4.07G 0.02343 0.01896 0.000214 124 640: 29%|██▊ | 16/56 [01:14<01:55, 2.89s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.44it/s]
all 98 501 0.609 0.448 0.499 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 137/299 4.07G 0.02493 0.02317 0.0002954 193 640: 0%| | 0/56 [00:00<?, ?it/s] 137/299 4.07G 0.02493 0.02317 0.0002954 193 640: 2%|▏ | 1/56 [00:00<00:13, 4.06it/s] 137/299 4.07G 0.0255 0.02045 0.0002737 134 640: 2%|▏ | 1/56 [00:12<00:13, 4.06it/s] 137/299 4.07G 0.0255 0.02045 0.0002737 134 640: 4%|▎ | 2/56 [00:12<06:33, 7.29s/it] 137/299 4.07G 0.02542 0.02083 0.0003946 186 640: 4%|▎ | 2/56 [00:12<06:33, 7.29s/it] 137/299 4.07G 0.02542 0.02083 0.0003946 186 640: 5%|▌ | 3/56 [00:12<03:35, 4.06s/it] 137/299 4.07G 0.02486 0.02054 0.0003394 128 640: 5%|▌ | 3/56 [00:12<03:35, 4.06s/it] 137/299 4.07G 0.02486 0.02054 0.0003394 128 640: 7%|▋ | 4/56 [00:12<02:12, 2.54s/it] 137/299 4.07G 0.02437 0.01999 0.0004032 147 640: 7%|▋ | 4/56 [00:39<02:12, 2.54s/it] 137/299 4.07G 0.02437 0.01999 0.0004032 147 640: 9%|▉ | 5/56 [00:39<09:26, 11.11s/it] 137/299 4.07G 0.02411 0.01993 0.0003726 185 640: 9%|▉ | 5/56 [00:39<09:26, 11.11s/it] 137/299 4.07G 0.02411 0.01993 0.0003726 185 640: 11%|█ | 6/56 [00:39<06:10, 7.42s/it] 137/299 4.07G 0.02449 0.01986 0.000343 148 640: 11%|█ | 6/56 [00:39<06:10, 7.42s/it] 137/299 4.07G 0.02449 0.01986 0.000343 148 640: 12%|█▎ | 7/56 [00:39<04:08, 5.06s/it] 137/299 4.07G 0.02419 0.01957 0.0003233 119 640: 12%|█▎ | 7/56 [00:39<04:08, 5.06s/it] 137/299 4.07G 0.02419 0.01957 0.0003233 119 640: 14%|█▍ | 8/56 [00:39<02:48, 3.52s/it] 137/299 4.07G 0.02414 0.01909 0.0003062 103 640: 14%|█▍ | 8/56 [00:40<02:48, 3.52s/it] 137/299 4.07G 0.02414 0.01909 0.0003062 103 640: 16%|█▌ | 9/56 [00:40<01:56, 2.49s/it] 137/299 4.07G 0.02413 0.01872 0.0002949 109 640: 16%|█▌ | 9/56 [00:47<01:56, 2.49s/it] 137/299 4.07G 0.02413 0.01872 0.0002949 109 640: 18%|█▊ | 10/56 [00:47<02:58, 3.88s/it] 137/299 4.07G 0.02395 0.01844 0.0002947 120 640: 18%|█▊ | 10/56 [00:47<02:58, 3.88s/it] 137/299 4.07G 0.02395 0.01844 0.0002947 120 640: 20%|█▉ | 11/56 [00:47<02:04, 2.76s/it] 137/299 4.07G 0.0241 0.01819 0.0003022 103 640: 20%|█▉ | 11/56 [00:47<02:04, 2.76s/it] 137/299 4.07G 0.0241 0.01819 0.0003022 103 640: 21%|██▏ | 12/56 [00:47<01:27, 1.98s/it] 137/299 4.07G 0.02417 0.01845 0.0002939 165 640: 21%|██▏ | 12/56 [01:13<01:27, 1.98s/it] 137/299 4.07G 0.02417 0.01845 0.0002939 165 640: 23%|██▎ | 13/56 [01:13<06:32, 9.12s/it] 137/299 4.07G 0.02434 0.01852 0.0002891 121 640: 23%|██▎ | 13/56 [01:13<06:32, 9.12s/it] 137/299 4.07G 0.02434 0.01852 0.0002891 121 640: 25%|██▌ | 14/56 [01:13<04:30, 6.44s/it] 137/299 4.07G 0.02412 0.01849 0.0002831 128 640: 25%|██▌ | 14/56 [01:13<04:30, 6.44s/it] 137/299 4.07G 0.02412 0.01849 0.0002831 128 640: 27%|██▋ | 15/56 [01:13<03:07, 4.56s/it] 137/299 4.07G 0.02396 0.01832 0.0002781 99 640: 27%|██▋ | 15/56 [01:13<03:07, 4.56s/it] 137/299 4.07G 0.02396 0.01832 0.0002781 99 640: 29%|██▊ | 16/56 [01:13<02:10, 3.26s/it] 137/299 4.07G 0.02382 0.01813 0.0002721 106 640: 29%|██▊ | 16/56 [01:13<02:10, 3.26s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.38it/s]
all 98 501 0.584 0.481 0.49 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 138/299 4.07G 0.02191 0.01679 0.0002099 139 640: 0%| | 0/56 [00:00<?, ?it/s] 138/299 4.07G 0.02191 0.01679 0.0002099 139 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 138/299 4.07G 0.02235 0.01543 0.0002086 91 640: 2%|▏ | 1/56 [00:05<00:13, 3.94it/s] 138/299 4.07G 0.02235 0.01543 0.0002086 91 640: 4%|▎ | 2/56 [00:05<03:04, 3.41s/it] 138/299 4.07G 0.02244 0.01645 0.0002324 148 640: 4%|▎ | 2/56 [00:06<03:04, 3.41s/it] 138/299 4.07G 0.02244 0.01645 0.0002324 148 640: 5%|▌ | 3/56 [00:06<01:43, 1.95s/it] 138/299 4.07G 0.0226 0.01738 0.0002389 150 640: 5%|▌ | 3/56 [00:06<01:43, 1.95s/it] 138/299 4.07G 0.0226 0.01738 0.0002389 150 640: 7%|▋ | 4/56 [00:06<01:05, 1.27s/it] 138/299 4.07G 0.02251 0.01806 0.0002412 163 640: 7%|▋ | 4/56 [00:41<01:05, 1.27s/it] 138/299 4.07G 0.02251 0.01806 0.0002412 163 640: 9%|▉ | 5/56 [00:41<11:31, 13.56s/it] 138/299 4.07G 0.02246 0.0178 0.0002387 118 640: 9%|▉ | 5/56 [00:41<11:31, 13.56s/it] 138/299 4.07G 0.02246 0.0178 0.0002387 118 640: 11%|█ | 6/56 [00:41<07:31, 9.03s/it] 138/299 4.07G 0.02257 0.01766 0.0002528 132 640: 11%|█ | 6/56 [00:42<07:31, 9.03s/it] 138/299 4.07G 0.02257 0.01766 0.0002528 132 640: 12%|█▎ | 7/56 [00:42<05:01, 6.15s/it] 138/299 4.07G 0.02242 0.01805 0.0002917 153 640: 12%|█▎ | 7/56 [00:42<05:01, 6.15s/it] 138/299 4.07G 0.02242 0.01805 0.0002917 153 640: 14%|█▍ | 8/56 [00:42<03:24, 4.26s/it] 138/299 4.07G 0.02241 0.01814 0.0002857 119 640: 14%|█▍ | 8/56 [00:42<03:24, 4.26s/it] 138/299 4.07G 0.02241 0.01814 0.0002857 119 640: 16%|█▌ | 9/56 [00:42<02:20, 2.99s/it] 138/299 4.07G 0.02236 0.01877 0.0003046 208 640: 16%|█▌ | 9/56 [00:46<02:20, 2.99s/it] 138/299 4.07G 0.02236 0.01877 0.0003046 208 640: 18%|█▊ | 10/56 [00:46<02:28, 3.23s/it] 138/299 4.07G 0.02229 0.01841 0.0002983 111 640: 18%|█▊ | 10/56 [00:46<02:28, 3.23s/it] 138/299 4.07G 0.02229 0.01841 0.0002983 111 640: 20%|█▉ | 11/56 [00:46<01:43, 2.31s/it] 138/299 4.07G 0.02243 0.01865 0.0002908 162 640: 20%|█▉ | 11/56 [00:46<01:43, 2.31s/it] 138/299 4.07G 0.02243 0.01865 0.0002908 162 640: 21%|██▏ | 12/56 [00:46<01:13, 1.67s/it] 138/299 4.07G 0.02241 0.01874 0.000289 153 640: 21%|██▏ | 12/56 [01:15<01:13, 1.67s/it] 138/299 4.07G 0.02241 0.01874 0.000289 153 640: 23%|██▎ | 13/56 [01:15<07:05, 9.89s/it] 138/299 4.07G 0.02237 0.01866 0.0002928 134 640: 23%|██▎ | 13/56 [01:15<07:05, 9.89s/it] 138/299 4.07G 0.02237 0.01866 0.0002928 134 640: 25%|██▌ | 14/56 [01:15<04:53, 6.98s/it] 138/299 4.07G 0.02237 0.01856 0.0002999 143 640: 25%|██▌ | 14/56 [01:15<04:53, 6.98s/it] 138/299 4.07G 0.02237 0.01856 0.0002999 143 640: 27%|██▋ | 15/56 [01:15<03:22, 4.94s/it] 138/299 4.07G 0.02226 0.01847 0.0002932 152 640: 27%|██▋ | 15/56 [01:16<03:22, 4.94s/it] 138/299 4.07G 0.02226 0.01847 0.0002932 152 640: 29%|██▊ | 16/56 [01:16<02:20, 3.52s/it] 138/299 4.07G 0.02237 0.01851 0.0002888 133 640: 29%|██▊ | 16/56 [01:16<02:20, 3.52s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.25it/s]
all 98 501 0.558 0.499 0.486 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 139/299 4.07G 0.02202 0.01748 0.0004444 156 640: 0%| | 0/56 [00:00<?, ?it/s] 139/299 4.07G 0.02202 0.01748 0.0004444 156 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 139/299 4.07G 0.022 0.0171 0.0003073 154 640: 2%|▏ | 1/56 [00:03<00:13, 3.94it/s] 139/299 4.07G 0.022 0.0171 0.0003073 154 640: 4%|▎ | 2/56 [00:03<01:50, 2.04s/it] 139/299 4.07G 0.02143 0.01815 0.0002912 190 640: 4%|▎ | 2/56 [00:03<01:50, 2.04s/it] 139/299 4.07G 0.02143 0.01815 0.0002912 190 640: 5%|▌ | 3/56 [00:03<01:04, 1.21s/it] 139/299 4.07G 0.02128 0.01755 0.0002707 128 640: 5%|▌ | 3/56 [00:03<01:04, 1.21s/it] 139/299 4.07G 0.02128 0.01755 0.0002707 128 640: 7%|▋ | 4/56 [00:03<00:42, 1.22it/s] 139/299 4.07G 0.02163 0.01781 0.0002554 132 640: 7%|▋ | 4/56 [00:32<00:42, 1.22it/s] 139/299 4.07G 0.02163 0.01781 0.0002554 132 640: 9%|▉ | 5/56 [00:32<09:13, 10.85s/it] 139/299 4.07G 0.02176 0.01892 0.0002796 151 640: 9%|▉ | 5/56 [00:32<09:13, 10.85s/it] 139/299 4.07G 0.02176 0.01892 0.0002796 151 640: 11%|█ | 6/56 [00:32<06:02, 7.24s/it] 139/299 4.07G 0.02171 0.01896 0.0002636 153 640: 11%|█ | 6/56 [00:33<06:02, 7.24s/it] 139/299 4.07G 0.02171 0.01896 0.0002636 153 640: 12%|█▎ | 7/56 [00:33<04:02, 4.95s/it] 139/299 4.07G 0.0218 0.01911 0.0002558 165 640: 12%|█▎ | 7/56 [00:33<04:02, 4.95s/it] 139/299 4.07G 0.0218 0.01911 0.0002558 165 640: 14%|█▍ | 8/56 [00:33<02:45, 3.44s/it] 139/299 4.07G 0.02179 0.01883 0.0002518 135 640: 14%|█▍ | 8/56 [00:33<02:45, 3.44s/it] 139/299 4.07G 0.02179 0.01883 0.0002518 135 640: 16%|█▌ | 9/56 [00:33<01:54, 2.43s/it] 139/299 4.07G 0.02175 0.01875 0.0002429 146 640: 16%|█▌ | 9/56 [00:44<01:54, 2.43s/it] 139/299 4.07G 0.02175 0.01875 0.0002429 146 640: 18%|█▊ | 10/56 [00:44<03:57, 5.17s/it] 139/299 4.07G 0.02178 0.01894 0.0002364 147 640: 18%|█▊ | 10/56 [00:45<03:57, 5.17s/it] 139/299 4.07G 0.02178 0.01894 0.0002364 147 640: 20%|█▉ | 11/56 [00:45<02:44, 3.65s/it] 139/299 4.07G 0.02178 0.01907 0.0002415 149 640: 20%|█▉ | 11/56 [00:45<02:44, 3.65s/it] 139/299 4.07G 0.02178 0.01907 0.0002415 149 640: 21%|██▏ | 12/56 [00:45<01:54, 2.60s/it] 139/299 4.07G 0.02191 0.01908 0.0002387 141 640: 21%|██▏ | 12/56 [01:06<01:54, 2.60s/it] 139/299 4.07G 0.02191 0.01908 0.0002387 141 640: 23%|██▎ | 13/56 [01:06<05:56, 8.29s/it] 139/299 4.07G 0.02192 0.01887 0.0002328 107 640: 23%|██▎ | 13/56 [01:06<05:56, 8.29s/it] 139/299 4.07G 0.02192 0.01887 0.0002328 107 640: 25%|██▌ | 14/56 [01:06<04:06, 5.86s/it] 139/299 4.07G 0.0219 0.01886 0.0002307 170 640: 25%|██▌ | 14/56 [01:07<04:06, 5.86s/it] 139/299 4.07G 0.0219 0.01886 0.0002307 170 640: 27%|██▋ | 15/56 [01:07<02:50, 4.16s/it] 139/299 4.07G 0.02206 0.01882 0.000228 115 640: 27%|██▋ | 15/56 [01:07<02:50, 4.16s/it] 139/299 4.07G 0.02206 0.01882 0.000228 115 640: 29%|██▊ | 16/56 [01:07<01:58, 2.97s/it] 139/299 4.07G 0.02222 0.01886 0.0002299 160 640: 29%|██▊ | 16/56 [01:07<01:58, 2.97s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.41it/s]
all 98 501 0.594 0.46 0.465 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 140/299 4.07G 0.02367 0.02024 0.0001609 160 640: 0%| | 0/56 [00:00<?, ?it/s] 140/299 4.07G 0.02367 0.02024 0.0001609 160 640: 2%|▏ | 1/56 [00:00<00:14, 3.93it/s] 140/299 4.07G 0.02355 0.01934 0.0001867 146 640: 2%|▏ | 1/56 [00:12<00:14, 3.93it/s] 140/299 4.07G 0.02355 0.01934 0.0001867 146 640: 4%|▎ | 2/56 [00:12<06:21, 7.07s/it] 140/299 4.07G 0.02302 0.01942 0.000201 133 640: 4%|▎ | 2/56 [00:12<06:21, 7.07s/it] 140/299 4.07G 0.02302 0.01942 0.000201 133 640: 5%|▌ | 3/56 [00:12<03:28, 3.94s/it] 140/299 4.07G 0.02232 0.01802 0.0001937 87 640: 5%|▌ | 3/56 [00:12<03:28, 3.94s/it] 140/299 4.07G 0.02232 0.01802 0.0001937 87 640: 7%|▋ | 4/56 [00:12<02:08, 2.47s/it] 140/299 4.07G 0.02155 0.01729 0.0001867 107 640: 7%|▋ | 4/56 [00:32<02:08, 2.47s/it] 140/299 4.07G 0.02155 0.01729 0.0001867 107 640: 9%|▉ | 5/56 [00:32<07:34, 8.91s/it] 140/299 4.07G 0.02216 0.0177 0.0001841 141 640: 9%|▉ | 5/56 [00:35<07:34, 8.91s/it] 140/299 4.07G 0.02216 0.0177 0.0001841 141 640: 11%|█ | 6/56 [00:35<05:30, 6.61s/it] 140/299 4.07G 0.02228 0.01801 0.0001876 161 640: 11%|█ | 6/56 [00:35<05:30, 6.61s/it] 140/299 4.07G 0.02228 0.01801 0.0001876 161 640: 12%|█▎ | 7/56 [00:35<03:41, 4.52s/it] 140/299 4.07G 0.0222 0.01793 0.0001849 132 640: 12%|█▎ | 7/56 [00:35<03:41, 4.52s/it] 140/299 4.07G 0.0222 0.01793 0.0001849 132 640: 14%|█▍ | 8/56 [00:35<02:31, 3.15s/it] 140/299 4.07G 0.02225 0.01836 0.0001903 170 640: 14%|█▍ | 8/56 [00:35<02:31, 3.15s/it] 140/299 4.07G 0.02225 0.01836 0.0001903 170 640: 16%|█▌ | 9/56 [00:35<01:44, 2.23s/it] 140/299 4.07G 0.02217 0.01825 0.0002262 145 640: 16%|█▌ | 9/56 [00:46<01:44, 2.23s/it] 140/299 4.07G 0.02217 0.01825 0.0002262 145 640: 18%|█▊ | 10/56 [00:46<03:50, 5.00s/it] 140/299 4.07G 0.02229 0.01816 0.000226 151 640: 18%|█▊ | 10/56 [00:47<03:50, 5.00s/it] 140/299 4.07G 0.02229 0.01816 0.000226 151 640: 20%|█▉ | 11/56 [00:47<02:39, 3.54s/it] 140/299 4.07G 0.02233 0.01822 0.0002221 150 640: 20%|█▉ | 11/56 [00:47<02:39, 3.54s/it] 140/299 4.07G 0.02233 0.01822 0.0002221 150 640: 21%|██▏ | 12/56 [00:47<01:51, 2.53s/it] 140/299 4.07G 0.02229 0.01825 0.0002214 144 640: 21%|██▏ | 12/56 [01:06<01:51, 2.53s/it] 140/299 4.07G 0.02229 0.01825 0.0002214 144 640: 23%|██▎ | 13/56 [01:06<05:30, 7.68s/it] 140/299 4.07G 0.02224 0.0181 0.0002196 126 640: 23%|██▎ | 13/56 [01:09<05:30, 7.68s/it] 140/299 4.07G 0.02224 0.0181 0.0002196 126 640: 25%|██▌ | 14/56 [01:09<04:13, 6.04s/it] 140/299 4.07G 0.02241 0.01812 0.0002211 171 640: 25%|██▌ | 14/56 [01:09<04:13, 6.04s/it] 140/299 4.07G 0.02241 0.01812 0.0002211 171 640: 27%|██▋ | 15/56 [01:09<02:55, 4.28s/it] 140/299 4.07G 0.02228 0.01816 0.0002227 138 640: 27%|██▋ | 15/56 [01:09<02:55, 4.28s/it] 140/299 4.07G 0.02228 0.01816 0.0002227 138 640: 29%|██▊ | 16/56 [01:09<02:02, 3.06s/it] 140/299 4.07G 0.02232 0.01826 0.000221 124 640: 29%|██▊ | 16/56 [01:09<02:02, 3.06s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.47it/s]
all 98 501 0.582 0.507 0.513 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 141/299 4.07G 0.02082 0.01824 0.0001753 130 640: 0%| | 0/56 [00:00<?, ?it/s] 141/299 4.07G 0.02082 0.01824 0.0001753 130 640: 2%|▏ | 1/56 [00:00<00:13, 4.05it/s] 141/299 4.07G 0.02304 0.01769 0.0003578 139 640: 2%|▏ | 1/56 [00:09<00:13, 4.05it/s] 141/299 4.07G 0.02304 0.01769 0.0003578 139 640: 4%|▎ | 2/56 [00:09<05:09, 5.73s/it] 141/299 4.07G 0.02322 0.01756 0.0003025 108 640: 4%|▎ | 2/56 [00:10<05:09, 5.73s/it] 141/299 4.07G 0.02322 0.01756 0.0003025 108 640: 5%|▌ | 3/56 [00:10<02:50, 3.22s/it] 141/299 4.07G 0.0233 0.01748 0.0002747 145 640: 5%|▌ | 3/56 [00:10<02:50, 3.22s/it] 141/299 4.07G 0.0233 0.01748 0.0002747 145 640: 7%|▋ | 4/56 [00:10<01:45, 2.03s/it] 141/299 4.07G 0.02282 0.01743 0.0002663 117 640: 7%|▋ | 4/56 [00:39<01:45, 2.03s/it] 141/299 4.07G 0.02282 0.01743 0.0002663 117 640: 9%|▉ | 5/56 [00:39<09:55, 11.68s/it] 141/299 4.07G 0.02264 0.01756 0.0002588 133 640: 9%|▉ | 5/56 [00:43<09:55, 11.68s/it] 141/299 4.07G 0.02264 0.01756 0.0002588 133 640: 11%|█ | 6/56 [00:43<07:45, 9.32s/it] 141/299 4.07G 0.02221 0.01717 0.0002614 104 640: 11%|█ | 6/56 [00:44<07:45, 9.32s/it] 141/299 4.07G 0.02221 0.01717 0.0002614 104 640: 12%|█▎ | 7/56 [00:44<05:10, 6.34s/it] 141/299 4.07G 0.02228 0.01715 0.0002503 119 640: 12%|█▎ | 7/56 [00:44<05:10, 6.34s/it] 141/299 4.07G 0.02228 0.01715 0.0002503 119 640: 14%|█▍ | 8/56 [00:44<03:30, 4.39s/it] 141/299 4.07G 0.02226 0.01757 0.0002445 166 640: 14%|█▍ | 8/56 [00:44<03:30, 4.39s/it] 141/299 4.07G 0.02226 0.01757 0.0002445 166 640: 16%|█▌ | 9/56 [00:44<02:25, 3.09s/it] 141/299 4.07G 0.02219 0.01753 0.0002404 139 640: 16%|█▌ | 9/56 [00:44<02:25, 3.09s/it] 141/299 4.07G 0.02219 0.01753 0.0002404 139 640: 18%|█▊ | 10/56 [00:44<01:41, 2.21s/it] 141/299 4.07G 0.02196 0.01764 0.0002327 147 640: 18%|█▊ | 10/56 [00:44<01:41, 2.21s/it] 141/299 4.07G 0.02196 0.01764 0.0002327 147 640: 20%|█▉ | 11/56 [00:44<01:12, 1.60s/it] 141/299 4.07G 0.02206 0.01765 0.0002375 157 640: 20%|█▉ | 11/56 [00:45<01:12, 1.60s/it] 141/299 4.07G 0.02206 0.01765 0.0002375 157 640: 21%|██▏ | 12/56 [00:45<00:51, 1.18s/it] 141/299 4.07G 0.02224 0.01769 0.0002344 143 640: 21%|██▏ | 12/56 [01:13<00:51, 1.18s/it] 141/299 4.07G 0.02224 0.01769 0.0002344 143 640: 23%|██▎ | 13/56 [01:13<06:41, 9.33s/it] 141/299 4.07G 0.02229 0.01803 0.0002569 169 640: 23%|██▎ | 13/56 [01:18<06:41, 9.33s/it] 141/299 4.07G 0.02229 0.01803 0.0002569 169 640: 25%|██▌ | 14/56 [01:18<05:35, 7.98s/it] 141/299 4.07G 0.02233 0.01833 0.0002528 149 640: 25%|██▌ | 14/56 [01:18<05:35, 7.98s/it] 141/299 4.07G 0.02233 0.01833 0.0002528 149 640: 27%|██▋ | 15/56 [01:18<03:51, 5.64s/it] 141/299 4.07G 0.02238 0.01796 0.0002486 84 640: 27%|██▋ | 15/56 [01:18<03:51, 5.64s/it] 141/299 4.07G 0.02238 0.01796 0.0002486 84 640: 29%|██▊ | 16/56 [01:18<02:40, 4.01s/it] 141/299 4.07G 0.02225 0.01802 0.000244 169 640: 29%|██▊ | 16/56 [01:18<02:40, 4.01s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.59it/s]
all 98 501 0.564 0.476 0.471 0.249
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 142/299 4.07G 0.02201 0.01649 0.0001895 105 640: 0%| | 0/56 [00:00<?, ?it/s] 142/299 4.07G 0.02201 0.01649 0.0001895 105 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 142/299 4.07G 0.02292 0.0168 0.0001872 153 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 142/299 4.07G 0.02292 0.0168 0.0001872 153 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 142/299 4.07G 0.02209 0.01819 0.0001766 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 142/299 4.07G 0.02209 0.01819 0.0001766 151 640: 5%|▌ | 3/56 [00:00<00:12, 4.34it/s] 142/299 4.07G 0.02191 0.0185 0.000175 136 640: 5%|▌ | 3/56 [00:00<00:12, 4.34it/s] 142/299 4.07G 0.02191 0.0185 0.000175 136 640: 7%|▋ | 4/56 [00:00<00:11, 4.43it/s] 142/299 4.07G 0.02152 0.01835 0.0001902 137 640: 7%|▋ | 4/56 [00:31<00:11, 4.43it/s] 142/299 4.07G 0.02152 0.01835 0.0001902 137 640: 9%|▉ | 5/56 [00:31<09:25, 11.09s/it] 142/299 4.07G 0.0217 0.01911 0.0002077 170 640: 9%|▉ | 5/56 [00:44<09:25, 11.09s/it] 142/299 4.07G 0.0217 0.01911 0.0002077 170 640: 11%|█ | 6/56 [00:44<09:44, 11.69s/it] 142/299 4.07G 0.02163 0.019 0.0002079 129 640: 11%|█ | 6/56 [00:44<09:44, 11.69s/it] 142/299 4.07G 0.02163 0.019 0.0002079 129 640: 12%|█▎ | 7/56 [00:44<06:28, 7.94s/it] 142/299 4.07G 0.02179 0.0191 0.0002243 161 640: 12%|█▎ | 7/56 [00:44<06:28, 7.94s/it] 142/299 4.07G 0.02179 0.0191 0.0002243 161 640: 14%|█▍ | 8/56 [00:44<04:22, 5.48s/it] 142/299 4.07G 0.02166 0.01866 0.0002193 105 640: 14%|█▍ | 8/56 [00:44<04:22, 5.48s/it] 142/299 4.07G 0.02166 0.01866 0.0002193 105 640: 16%|█▌ | 9/56 [00:44<03:00, 3.83s/it] 142/299 4.07G 0.02152 0.01863 0.0002232 133 640: 16%|█▌ | 9/56 [00:44<03:00, 3.83s/it] 142/299 4.07G 0.02152 0.01863 0.0002232 133 640: 18%|█▊ | 10/56 [00:44<02:05, 2.72s/it] 142/299 4.07G 0.02169 0.01865 0.000234 166 640: 18%|█▊ | 10/56 [00:45<02:05, 2.72s/it] 142/299 4.07G 0.02169 0.01865 0.000234 166 640: 20%|█▉ | 11/56 [00:45<01:27, 1.95s/it] 142/299 4.07G 0.02155 0.0186 0.0002479 128 640: 20%|█▉ | 11/56 [00:45<01:27, 1.95s/it] 142/299 4.07G 0.02155 0.0186 0.0002479 128 640: 21%|██▏ | 12/56 [00:45<01:02, 1.42s/it] 142/299 4.07G 0.02151 0.01855 0.0002409 143 640: 21%|██▏ | 12/56 [01:04<01:02, 1.42s/it] 142/299 4.07G 0.02151 0.01855 0.0002409 143 640: 23%|██▎ | 13/56 [01:04<04:55, 6.88s/it] 142/299 4.07G 0.0216 0.01845 0.0002549 149 640: 23%|██▎ | 13/56 [01:18<04:55, 6.88s/it] 142/299 4.07G 0.0216 0.01845 0.0002549 149 640: 25%|██▌ | 14/56 [01:18<06:11, 8.84s/it] 142/299 4.07G 0.02153 0.01837 0.00025 127 640: 25%|██▌ | 14/56 [01:18<06:11, 8.84s/it] 142/299 4.07G 0.02153 0.01837 0.00025 127 640: 27%|██▋ | 15/56 [01:18<04:15, 6.24s/it] 142/299 4.07G 0.02158 0.01836 0.0002463 130 640: 27%|██▋ | 15/56 [01:18<04:15, 6.24s/it] 142/299 4.07G 0.02158 0.01836 0.0002463 130 640: 29%|██▊ | 16/56 [01:18<02:57, 4.43s/it] 142/299 4.07G 0.02166 0.0184 0.0002478 129 640: 29%|██▊ | 16/56 [01:18<02:57, 4.43s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.45it/s]
all 98 501 0.582 0.495 0.498 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 143/299 4.07G 0.02014 0.01507 0.0001418 114 640: 0%| | 0/56 [00:00<?, ?it/s] 143/299 4.07G 0.02014 0.01507 0.0001418 114 640: 2%|▏ | 1/56 [00:00<00:13, 4.19it/s] 143/299 4.07G 0.02057 0.01631 0.0001541 150 640: 2%|▏ | 1/56 [00:00<00:13, 4.19it/s] 143/299 4.07G 0.02057 0.01631 0.0001541 150 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 143/299 4.07G 0.02072 0.01719 0.0001561 160 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 143/299 4.07G 0.02072 0.01719 0.0001561 160 640: 5%|▌ | 3/56 [00:00<00:12, 4.27it/s] 143/299 4.07G 0.02051 0.01643 0.0001638 127 640: 5%|▌ | 3/56 [00:00<00:12, 4.27it/s] 143/299 4.07G 0.02051 0.01643 0.0001638 127 640: 7%|▋ | 4/56 [00:00<00:11, 4.40it/s] 143/299 4.07G 0.02048 0.0168 0.0001705 129 640: 7%|▋ | 4/56 [00:17<00:11, 4.40it/s] 143/299 4.07G 0.02048 0.0168 0.0001705 129 640: 9%|▉ | 5/56 [00:17<05:19, 6.27s/it] 143/299 4.07G 0.0208 0.01829 0.0001704 171 640: 9%|▉ | 5/56 [00:39<05:19, 6.27s/it] 143/299 4.07G 0.0208 0.01829 0.0001704 171 640: 11%|█ | 6/56 [00:39<09:39, 11.60s/it] 143/299 4.07G 0.02116 0.01904 0.000187 194 640: 11%|█ | 6/56 [00:40<09:39, 11.60s/it] 143/299 4.07G 0.02116 0.01904 0.000187 194 640: 12%|█▎ | 7/56 [00:40<06:25, 7.88s/it] 143/299 4.07G 0.02134 0.01875 0.0001839 117 640: 12%|█▎ | 7/56 [00:40<06:25, 7.88s/it] 143/299 4.07G 0.02134 0.01875 0.0001839 117 640: 14%|█▍ | 8/56 [00:40<04:20, 5.44s/it] 143/299 4.07G 0.02148 0.01875 0.0002062 164 640: 14%|█▍ | 8/56 [00:40<04:20, 5.44s/it] 143/299 4.07G 0.02148 0.01875 0.0002062 164 640: 16%|█▌ | 9/56 [00:40<02:58, 3.81s/it] 143/299 4.07G 0.02174 0.01875 0.000212 139 640: 16%|█▌ | 9/56 [00:40<02:58, 3.81s/it] 143/299 4.07G 0.02174 0.01875 0.000212 139 640: 18%|█▊ | 10/56 [00:40<02:04, 2.71s/it] 143/299 4.07G 0.02164 0.01872 0.0002073 177 640: 18%|█▊ | 10/56 [00:40<02:04, 2.71s/it] 143/299 4.07G 0.02164 0.01872 0.0002073 177 640: 20%|█▉ | 11/56 [00:40<01:27, 1.94s/it] 143/299 4.07G 0.02175 0.01877 0.0002107 134 640: 20%|█▉ | 11/56 [00:41<01:27, 1.94s/it] 143/299 4.07G 0.02175 0.01877 0.0002107 134 640: 21%|██▏ | 12/56 [00:41<01:02, 1.42s/it] 143/299 4.07G 0.02158 0.01837 0.0002073 105 640: 21%|██▏ | 12/56 [00:55<01:02, 1.42s/it] 143/299 4.07G 0.02158 0.01837 0.0002073 105 640: 23%|██▎ | 13/56 [00:55<03:53, 5.43s/it] 143/299 4.07G 0.02153 0.01843 0.0002065 137 640: 23%|██▎ | 13/56 [01:13<03:53, 5.43s/it] 143/299 4.07G 0.02153 0.01843 0.0002065 137 640: 25%|██▌ | 14/56 [01:13<06:26, 9.19s/it] 143/299 4.07G 0.02138 0.01828 0.0002039 123 640: 25%|██▌ | 14/56 [01:13<06:26, 9.19s/it] 143/299 4.07G 0.02138 0.01828 0.0002039 123 640: 27%|██▋ | 15/56 [01:13<04:25, 6.49s/it] 143/299 4.07G 0.02149 0.01841 0.00021 130 640: 27%|██▋ | 15/56 [01:14<04:25, 6.49s/it] 143/299 4.07G 0.02149 0.01841 0.00021 130 640: 29%|██▊ | 16/56 [01:14<03:03, 4.60s/it] 143/299 4.07G 0.02148 0.01822 0.0002061 120 640: 29%|██▊ | 16/56 [01:14<03:03, 4.60s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.35it/s]
all 98 501 0.58 0.479 0.485 0.254
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 144/299 4.07G 0.02356 0.01918 0.0001476 116 640: 0%| | 0/56 [00:00<?, ?it/s] 144/299 4.07G 0.02356 0.01918 0.0001476 116 640: 2%|▏ | 1/56 [00:00<00:12, 4.47it/s] 144/299 4.07G 0.02339 0.01751 0.0001469 98 640: 2%|▏ | 1/56 [00:00<00:12, 4.47it/s] 144/299 4.07G 0.02339 0.01751 0.0001469 98 640: 4%|▎ | 2/56 [00:00<00:12, 4.25it/s] 144/299 4.07G 0.0233 0.01731 0.000165 162 640: 4%|▎ | 2/56 [00:00<00:12, 4.25it/s] 144/299 4.07G 0.0233 0.01731 0.000165 162 640: 5%|▌ | 3/56 [00:00<00:11, 4.43it/s] 144/299 4.07G 0.02329 0.01889 0.0001652 170 640: 5%|▌ | 3/56 [00:00<00:11, 4.43it/s] 144/299 4.07G 0.02329 0.01889 0.0001652 170 640: 7%|▋ | 4/56 [00:00<00:11, 4.52it/s] 144/299 4.07G 0.02334 0.01917 0.000177 143 640: 7%|▋ | 4/56 [00:13<00:11, 4.52it/s] 144/299 4.07G 0.02334 0.01917 0.000177 143 640: 9%|▉ | 5/56 [00:13<04:00, 4.71s/it] 144/299 4.07G 0.02327 0.01912 0.0001724 141 640: 9%|▉ | 5/56 [00:33<04:00, 4.71s/it] 144/299 4.07G 0.02327 0.01912 0.0001724 141 640: 11%|█ | 6/56 [00:33<08:17, 9.96s/it] 144/299 4.07G 0.02323 0.01881 0.0001851 123 640: 11%|█ | 6/56 [00:33<08:17, 9.96s/it] 144/299 4.07G 0.02323 0.01881 0.0001851 123 640: 12%|█▎ | 7/56 [00:33<05:31, 6.77s/it] 144/299 4.07G 0.02359 0.01884 0.000215 118 640: 12%|█▎ | 7/56 [00:34<05:31, 6.77s/it] 144/299 4.07G 0.02359 0.01884 0.000215 118 640: 14%|█▍ | 8/56 [00:34<03:44, 4.68s/it] 144/299 4.07G 0.02357 0.01885 0.0002076 159 640: 14%|█▍ | 8/56 [00:34<03:44, 4.68s/it] 144/299 4.07G 0.02357 0.01885 0.0002076 159 640: 16%|█▌ | 9/56 [00:34<02:35, 3.30s/it] 144/299 4.07G 0.02379 0.01905 0.0002059 189 640: 16%|█▌ | 9/56 [00:34<02:35, 3.30s/it] 144/299 4.07G 0.02379 0.01905 0.0002059 189 640: 18%|█▊ | 10/56 [00:34<01:48, 2.36s/it] 144/299 4.07G 0.02385 0.01888 0.0002048 145 640: 18%|█▊ | 10/56 [00:34<01:48, 2.36s/it] 144/299 4.07G 0.02385 0.01888 0.0002048 145 640: 20%|█▉ | 11/56 [00:34<01:16, 1.70s/it] 144/299 4.07G 0.02374 0.01898 0.000203 156 640: 20%|█▉ | 11/56 [00:35<01:16, 1.70s/it] 144/299 4.07G 0.02374 0.01898 0.000203 156 640: 21%|██▏ | 12/56 [00:35<00:55, 1.25s/it] 144/299 4.07G 0.02362 0.01889 0.0001989 113 640: 21%|██▏ | 12/56 [00:49<00:55, 1.25s/it] 144/299 4.07G 0.02362 0.01889 0.0001989 113 640: 23%|██▎ | 13/56 [00:49<03:49, 5.34s/it] 144/299 4.07G 0.02376 0.0186 0.0002026 135 640: 23%|██▎ | 13/56 [01:07<03:49, 5.34s/it] 144/299 4.07G 0.02376 0.0186 0.0002026 135 640: 25%|██▌ | 14/56 [01:07<06:25, 9.17s/it] 144/299 4.07G 0.02367 0.01845 0.0002066 136 640: 25%|██▌ | 14/56 [01:08<06:25, 9.17s/it] 144/299 4.07G 0.02367 0.01845 0.0002066 136 640: 27%|██▋ | 15/56 [01:08<04:25, 6.47s/it] 144/299 4.07G 0.02358 0.01851 0.0002041 135 640: 27%|██▋ | 15/56 [01:08<04:25, 6.47s/it] 144/299 4.07G 0.02358 0.01851 0.0002041 135 640: 29%|██▊ | 16/56 [01:08<03:03, 4.59s/it] 144/299 4.07G 0.02342 0.01829 0.0002012 98 640: 29%|██▊ | 16/56 [01:08<03:03, 4.59s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.69it/s]
all 98 501 0.595 0.512 0.521 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 145/299 4.07G 0.02331 0.01586 0.0001914 146 640: 0%| | 0/56 [00:00<?, ?it/s] 145/299 4.07G 0.02331 0.01586 0.0001914 146 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 145/299 4.07G 0.02202 0.01619 0.0003746 135 640: 2%|▏ | 1/56 [00:00<00:13, 3.94it/s] 145/299 4.07G 0.02202 0.01619 0.0003746 135 640: 4%|▎ | 2/56 [00:00<00:13, 3.90it/s] 145/299 4.07G 0.02133 0.01686 0.0003177 131 640: 4%|▎ | 2/56 [00:00<00:13, 3.90it/s] 145/299 4.07G 0.02133 0.01686 0.0003177 131 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 145/299 4.07G 0.02115 0.01596 0.0003077 133 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 145/299 4.07G 0.02115 0.01596 0.0003077 133 640: 7%|▋ | 4/56 [00:00<00:11, 4.35it/s] 145/299 4.07G 0.02103 0.01572 0.00029 122 640: 7%|▋ | 4/56 [00:16<00:11, 4.35it/s] 145/299 4.07G 0.02103 0.01572 0.00029 122 640: 9%|▉ | 5/56 [00:16<04:53, 5.76s/it] 145/299 4.07G 0.02115 0.01557 0.0004164 121 640: 9%|▉ | 5/56 [00:33<04:53, 5.76s/it] 145/299 4.07G 0.02115 0.01557 0.0004164 121 640: 11%|█ | 6/56 [00:33<07:51, 9.43s/it] 145/299 4.07G 0.02136 0.01589 0.0003872 147 640: 11%|█ | 6/56 [00:33<07:51, 9.43s/it] 145/299 4.07G 0.02136 0.01589 0.0003872 147 640: 12%|█▎ | 7/56 [00:33<05:14, 6.42s/it] 145/299 4.07G 0.02139 0.01605 0.0003729 145 640: 12%|█▎ | 7/56 [00:33<05:14, 6.42s/it] 145/299 4.07G 0.02139 0.01605 0.0003729 145 640: 14%|█▍ | 8/56 [00:33<03:33, 4.44s/it] 145/299 4.07G 0.02142 0.01596 0.0003559 109 640: 14%|█▍ | 8/56 [00:33<03:33, 4.44s/it] 145/299 4.07G 0.02142 0.01596 0.0003559 109 640: 16%|█▌ | 9/56 [00:33<02:26, 3.12s/it] 145/299 4.07G 0.02184 0.01625 0.000352 131 640: 16%|█▌ | 9/56 [00:33<02:26, 3.12s/it] 145/299 4.07G 0.02184 0.01625 0.000352 131 640: 18%|█▊ | 10/56 [00:33<01:42, 2.24s/it] 145/299 4.07G 0.02195 0.01611 0.0003435 129 640: 18%|█▊ | 10/56 [00:34<01:42, 2.24s/it] 145/299 4.07G 0.02195 0.01611 0.0003435 129 640: 20%|█▉ | 11/56 [00:34<01:12, 1.62s/it] 145/299 4.07G 0.02188 0.01623 0.0003315 117 640: 20%|█▉ | 11/56 [00:34<01:12, 1.62s/it] 145/299 4.07G 0.02188 0.01623 0.0003315 117 640: 21%|██▏ | 12/56 [00:34<00:52, 1.19s/it] 145/299 4.07G 0.02187 0.01638 0.0003197 184 640: 21%|██▏ | 12/56 [00:55<00:52, 1.19s/it] 145/299 4.07G 0.02187 0.01638 0.0003197 184 640: 23%|██▎ | 13/56 [00:55<05:04, 7.08s/it] 145/299 4.07G 0.02188 0.01656 0.0003141 134 640: 23%|██▎ | 13/56 [01:07<05:04, 7.08s/it] 145/299 4.07G 0.02188 0.01656 0.0003141 134 640: 25%|██▌ | 14/56 [01:07<06:05, 8.71s/it] 145/299 4.07G 0.02185 0.01662 0.0003094 135 640: 25%|██▌ | 14/56 [01:07<06:05, 8.71s/it] 145/299 4.07G 0.02185 0.01662 0.0003094 135 640: 27%|██▋ | 15/56 [01:07<04:12, 6.15s/it] 145/299 4.07G 0.02189 0.01688 0.0003108 190 640: 27%|██▋ | 15/56 [01:07<04:12, 6.15s/it] 145/299 4.07G 0.02189 0.01688 0.0003108 190 640: 29%|██▊ | 16/56 [01:07<02:54, 4.36s/it] 145/299 4.07G 0.02191 0.01698 0.0003062 157 640: 29%|██▊ | 16/56 [01:08<02:54, 4.36s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.93it/s]
all 98 501 0.621 0.478 0.503 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 146/299 4.07G 0.0233 0.02024 0.0002239 172 640: 0%| | 0/56 [00:00<?, ?it/s] 146/299 4.07G 0.0233 0.02024 0.0002239 172 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 146/299 4.07G 0.02418 0.02209 0.0002129 204 640: 2%|▏ | 1/56 [00:00<00:13, 4.04it/s] 146/299 4.07G 0.02418 0.02209 0.0002129 204 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 146/299 4.07G 0.02361 0.02056 0.000201 119 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 146/299 4.07G 0.02361 0.02056 0.000201 119 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 146/299 4.07G 0.02272 0.01945 0.0002163 128 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 146/299 4.07G 0.02272 0.01945 0.0002163 128 640: 7%|▋ | 4/56 [00:00<00:11, 4.39it/s] 146/299 4.07G 0.02267 0.0189 0.0002685 132 640: 7%|▋ | 4/56 [00:19<00:11, 4.39it/s] 146/299 4.07G 0.02267 0.0189 0.0002685 132 640: 9%|▉ | 5/56 [00:19<05:57, 7.01s/it] 146/299 4.07G 0.02238 0.01938 0.000255 169 640: 9%|▉ | 5/56 [00:42<05:57, 7.01s/it] 146/299 4.07G 0.02238 0.01938 0.000255 169 640: 11%|█ | 6/56 [00:42<10:22, 12.45s/it] 146/299 4.07G 0.02228 0.01973 0.0002464 162 640: 11%|█ | 6/56 [00:43<10:22, 12.45s/it] 146/299 4.07G 0.02228 0.01973 0.0002464 162 640: 12%|█▎ | 7/56 [00:43<06:54, 8.45s/it] 146/299 4.07G 0.02189 0.01997 0.0002369 154 640: 12%|█▎ | 7/56 [00:43<06:54, 8.45s/it] 146/299 4.07G 0.02189 0.01997 0.0002369 154 640: 14%|█▍ | 8/56 [00:43<04:39, 5.83s/it] 146/299 4.07G 0.02187 0.01985 0.0002601 180 640: 14%|█▍ | 8/56 [00:43<04:39, 5.83s/it] 146/299 4.07G 0.02187 0.01985 0.0002601 180 640: 16%|█▌ | 9/56 [00:43<03:11, 4.07s/it] 146/299 4.07G 0.02175 0.01957 0.0002621 128 640: 16%|█▌ | 9/56 [00:43<03:11, 4.07s/it] 146/299 4.07G 0.02175 0.01957 0.0002621 128 640: 18%|█▊ | 10/56 [00:43<02:12, 2.89s/it] 146/299 4.07G 0.02183 0.01956 0.0002526 157 640: 18%|█▊ | 10/56 [00:44<02:12, 2.89s/it] 146/299 4.07G 0.02183 0.01956 0.0002526 157 640: 20%|█▉ | 11/56 [00:44<01:33, 2.07s/it] 146/299 4.07G 0.02169 0.01945 0.0002525 125 640: 20%|█▉ | 11/56 [00:44<01:33, 2.07s/it] 146/299 4.07G 0.02169 0.01945 0.0002525 125 640: 21%|██▏ | 12/56 [00:44<01:06, 1.50s/it] 146/299 4.07G 0.0216 0.01907 0.0002465 116 640: 21%|██▏ | 12/56 [00:54<01:06, 1.50s/it] 146/299 4.07G 0.0216 0.01907 0.0002465 116 640: 23%|██▎ | 13/56 [00:54<02:52, 4.01s/it] 146/299 4.07G 0.02159 0.01943 0.0002486 185 640: 23%|██▎ | 13/56 [01:16<02:52, 4.01s/it] 146/299 4.07G 0.02159 0.01943 0.0002486 185 640: 25%|██▌ | 14/56 [01:16<06:47, 9.71s/it] 146/299 4.07G 0.02145 0.01931 0.0002479 134 640: 25%|██▌ | 14/56 [01:17<06:47, 9.71s/it] 146/299 4.07G 0.02145 0.01931 0.0002479 134 640: 27%|██▋ | 15/56 [01:17<04:40, 6.85s/it] 146/299 4.07G 0.02148 0.01936 0.0002484 161 640: 27%|██▋ | 15/56 [01:17<04:40, 6.85s/it] 146/299 4.07G 0.02148 0.01936 0.0002484 161 640: 29%|██▊ | 16/56 [01:17<03:14, 4.85s/it] 146/299 4.07G 0.02158 0.01932 0.0002454 166 640: 29%|██▊ | 16/56 [01:17<03:14, 4.85s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.44it/s]
all 98 501 0.578 0.485 0.501 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 147/299 4.07G 0.02256 0.01652 0.0001712 94 640: 0%| | 0/56 [00:00<?, ?it/s] 147/299 4.07G 0.02256 0.01652 0.0001712 94 640: 2%|▏ | 1/56 [00:00<00:13, 4.02it/s] 147/299 4.07G 0.02143 0.0149 0.0001848 123 640: 2%|▏ | 1/56 [00:00<00:13, 4.02it/s] 147/299 4.07G 0.02143 0.0149 0.0001848 123 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 147/299 4.07G 0.0213 0.01612 0.0001893 149 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 147/299 4.07G 0.0213 0.01612 0.0001893 149 640: 5%|▌ | 3/56 [00:00<00:12, 4.23it/s] 147/299 4.07G 0.02098 0.01696 0.0001909 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.23it/s] 147/299 4.07G 0.02098 0.01696 0.0001909 152 640: 7%|▋ | 4/56 [00:00<00:11, 4.36it/s] 147/299 4.07G 0.02126 0.01706 0.0001895 136 640: 7%|▋ | 4/56 [00:12<00:11, 4.36it/s] 147/299 4.07G 0.02126 0.01706 0.0001895 136 640: 9%|▉ | 5/56 [00:12<03:32, 4.17s/it] 147/299 4.07G 0.02167 0.01803 0.0001939 176 640: 9%|▉ | 5/56 [00:32<03:32, 4.17s/it] 147/299 4.07G 0.02167 0.01803 0.0001939 176 640: 11%|█ | 6/56 [00:32<08:00, 9.62s/it] 147/299 4.07G 0.02183 0.01833 0.0001887 161 640: 11%|█ | 6/56 [00:32<08:00, 9.62s/it] 147/299 4.07G 0.02183 0.01833 0.0001887 161 640: 12%|█▎ | 7/56 [00:32<05:20, 6.54s/it] 147/299 4.07G 0.02179 0.01856 0.0001848 181 640: 12%|█▎ | 7/56 [00:32<05:20, 6.54s/it] 147/299 4.07G 0.02179 0.01856 0.0001848 181 640: 14%|█▍ | 8/56 [00:32<03:37, 4.53s/it] 147/299 4.07G 0.02184 0.01873 0.000187 145 640: 14%|█▍ | 8/56 [00:32<03:37, 4.53s/it] 147/299 4.07G 0.02184 0.01873 0.000187 145 640: 16%|█▌ | 9/56 [00:32<02:29, 3.18s/it] 147/299 4.07G 0.02201 0.0192 0.000194 157 640: 16%|█▌ | 9/56 [00:33<02:29, 3.18s/it] 147/299 4.07G 0.02201 0.0192 0.000194 157 640: 18%|█▊ | 10/56 [00:33<01:44, 2.28s/it] 147/299 4.07G 0.02197 0.01914 0.0002133 149 640: 18%|█▊ | 10/56 [00:33<01:44, 2.28s/it] 147/299 4.07G 0.02197 0.01914 0.0002133 149 640: 20%|█▉ | 11/56 [00:33<01:14, 1.65s/it] 147/299 4.07G 0.02203 0.0192 0.0002083 168 640: 20%|█▉ | 11/56 [00:33<01:14, 1.65s/it] 147/299 4.07G 0.02203 0.0192 0.0002083 168 640: 21%|██▏ | 12/56 [00:33<00:53, 1.21s/it] 147/299 4.07G 0.02236 0.01934 0.0002089 135 640: 21%|██▏ | 12/56 [00:52<00:53, 1.21s/it] 147/299 4.07G 0.02236 0.01934 0.0002089 135 640: 23%|██▎ | 13/56 [00:52<04:41, 6.55s/it] 147/299 4.07G 0.02228 0.01901 0.0002042 120 640: 23%|██▎ | 13/56 [01:06<04:41, 6.55s/it] 147/299 4.07G 0.02228 0.01901 0.0002042 120 640: 25%|██▌ | 14/56 [01:06<06:08, 8.79s/it] 147/299 4.07G 0.02234 0.01893 0.0002101 141 640: 25%|██▌ | 14/56 [01:06<06:08, 8.79s/it] 147/299 4.07G 0.02234 0.01893 0.0002101 141 640: 27%|██▋ | 15/56 [01:06<04:14, 6.20s/it] 147/299 4.07G 0.02236 0.01912 0.0002084 135 640: 27%|██▋ | 15/56 [01:06<04:14, 6.20s/it] 147/299 4.07G 0.02236 0.01912 0.0002084 135 640: 29%|██▊ | 16/56 [01:06<02:56, 4.40s/it] 147/299 4.07G 0.0225 0.01924 0.000208 154 640: 29%|██▊ | 16/56 [01:07<02:56, 4.40s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.40it/s]
all 98 501 0.595 0.49 0.505 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 148/299 4.07G 0.02426 0.0205 0.0002144 126 640: 0%| | 0/56 [00:00<?, ?it/s] 148/299 4.07G 0.02426 0.0205 0.0002144 126 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 148/299 4.07G 0.02373 0.02031 0.0001961 178 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 148/299 4.07G 0.02373 0.02031 0.0001961 178 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 148/299 4.07G 0.02298 0.02065 0.0001933 164 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 148/299 4.07G 0.02298 0.02065 0.0001933 164 640: 5%|▌ | 3/56 [00:00<00:12, 4.31it/s] 148/299 4.07G 0.02244 0.02022 0.0001931 139 640: 5%|▌ | 3/56 [00:00<00:12, 4.31it/s] 148/299 4.07G 0.02244 0.02022 0.0001931 139 640: 7%|▋ | 4/56 [00:00<00:11, 4.42it/s] 148/299 4.07G 0.0221 0.01921 0.0001919 110 640: 7%|▋ | 4/56 [00:19<00:11, 4.42it/s] 148/299 4.07G 0.0221 0.01921 0.0001919 110 640: 9%|▉ | 5/56 [00:19<05:41, 6.70s/it] 148/299 4.07G 0.02203 0.01935 0.0002021 172 640: 9%|▉ | 5/56 [00:33<05:41, 6.70s/it] 148/299 4.07G 0.02203 0.01935 0.0002021 172 640: 11%|█ | 6/56 [00:33<07:38, 9.17s/it] 148/299 4.07G 0.02217 0.019 0.00022 151 640: 11%|█ | 6/56 [00:33<07:38, 9.17s/it] 148/299 4.07G 0.02217 0.019 0.00022 151 640: 12%|█▎ | 7/56 [00:33<05:05, 6.24s/it] 148/299 4.07G 0.02202 0.01867 0.0002347 141 640: 12%|█▎ | 7/56 [00:33<05:05, 6.24s/it] 148/299 4.07G 0.02202 0.01867 0.0002347 141 640: 14%|█▍ | 8/56 [00:33<03:27, 4.33s/it] 148/299 4.07G 0.02189 0.01833 0.0002303 102 640: 14%|█▍ | 8/56 [00:33<03:27, 4.33s/it] 148/299 4.07G 0.02189 0.01833 0.0002303 102 640: 16%|█▌ | 9/56 [00:33<02:22, 3.04s/it] 148/299 4.07G 0.02184 0.01839 0.0002394 135 640: 16%|█▌ | 9/56 [00:33<02:22, 3.04s/it] 148/299 4.07G 0.02184 0.01839 0.0002394 135 640: 18%|█▊ | 10/56 [00:33<01:40, 2.18s/it] 148/299 4.07G 0.02179 0.01852 0.0002365 162 640: 18%|█▊ | 10/56 [00:34<01:40, 2.18s/it] 148/299 4.07G 0.02179 0.01852 0.0002365 162 640: 20%|█▉ | 11/56 [00:34<01:11, 1.58s/it] 148/299 4.07G 0.02183 0.0188 0.0002504 141 640: 20%|█▉ | 11/56 [00:34<01:11, 1.58s/it] 148/299 4.07G 0.02183 0.0188 0.0002504 141 640: 21%|██▏ | 12/56 [00:34<00:51, 1.16s/it] 148/299 4.07G 0.02173 0.01868 0.0002615 173 640: 21%|██▏ | 12/56 [00:53<00:51, 1.16s/it] 148/299 4.07G 0.02173 0.01868 0.0002615 173 640: 23%|██▎ | 13/56 [00:53<04:39, 6.50s/it] 148/299 4.07G 0.02176 0.01874 0.0002549 144 640: 23%|██▎ | 13/56 [01:07<04:39, 6.50s/it] 148/299 4.07G 0.02176 0.01874 0.0002549 144 640: 25%|██▌ | 14/56 [01:07<06:07, 8.74s/it] 148/299 4.07G 0.02191 0.01907 0.0002501 198 640: 25%|██▌ | 14/56 [01:07<06:07, 8.74s/it] 148/299 4.07G 0.02191 0.01907 0.0002501 198 640: 27%|██▋ | 15/56 [01:07<04:12, 6.17s/it] 148/299 4.07G 0.02194 0.01915 0.0002494 162 640: 27%|██▋ | 15/56 [01:07<04:12, 6.17s/it] 148/299 4.07G 0.02194 0.01915 0.0002494 162 640: 29%|██▊ | 16/56 [01:07<02:55, 4.38s/it] 148/299 4.07G 0.02184 0.01891 0.0002479 94 640: 29%|██▊ | 16/56 [01:07<02:55, 4.38s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.36it/s]
all 98 501 0.605 0.532 0.536 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 149/299 4.07G 0.02422 0.02059 0.0002102 161 640: 0%| | 0/56 [00:00<?, ?it/s] 149/299 4.07G 0.02422 0.02059 0.0002102 161 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 149/299 4.07G 0.02409 0.01838 0.0001993 133 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 149/299 4.07G 0.02409 0.01838 0.0001993 133 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 149/299 4.07G 0.02376 0.01759 0.0001955 122 640: 4%|▎ | 2/56 [00:00<00:13, 4.12it/s] 149/299 4.07G 0.02376 0.01759 0.0001955 122 640: 5%|▌ | 3/56 [00:00<00:12, 4.33it/s] 149/299 4.07G 0.02325 0.01715 0.0001911 156 640: 5%|▌ | 3/56 [00:00<00:12, 4.33it/s] 149/299 4.07G 0.02325 0.01715 0.0001911 156 640: 7%|▋ | 4/56 [00:00<00:11, 4.44it/s] 149/299 4.07G 0.02281 0.01677 0.0001989 144 640: 7%|▋ | 4/56 [00:25<00:11, 4.44it/s] 149/299 4.07G 0.02281 0.01677 0.0001989 144 640: 9%|▉ | 5/56 [00:25<07:42, 9.08s/it] 149/299 4.07G 0.02287 0.01707 0.0002032 159 640: 9%|▉ | 5/56 [00:42<07:42, 9.08s/it] 149/299 4.07G 0.02287 0.01707 0.0002032 159 640: 11%|█ | 6/56 [00:42<09:38, 11.56s/it] 149/299 4.07G 0.02273 0.01821 0.0002152 162 640: 11%|█ | 6/56 [00:42<09:38, 11.56s/it] 149/299 4.07G 0.02273 0.01821 0.0002152 162 640: 12%|█▎ | 7/56 [00:42<06:24, 7.85s/it] 149/299 4.07G 0.02277 0.01832 0.0002373 132 640: 12%|█▎ | 7/56 [00:42<06:24, 7.85s/it] 149/299 4.07G 0.02277 0.01832 0.0002373 132 640: 14%|█▍ | 8/56 [00:42<04:20, 5.42s/it] 149/299 4.07G 0.02251 0.01846 0.0002304 125 640: 14%|█▍ | 8/56 [00:42<04:20, 5.42s/it] 149/299 4.07G 0.02251 0.01846 0.0002304 125 640: 16%|█▌ | 9/56 [00:42<02:58, 3.79s/it] 149/299 4.07G 0.02248 0.0184 0.0002242 138 640: 16%|█▌ | 9/56 [00:42<02:58, 3.79s/it] 149/299 4.07G 0.02248 0.0184 0.0002242 138 640: 18%|█▊ | 10/56 [00:42<02:04, 2.70s/it] 149/299 4.07G 0.0225 0.01825 0.0002296 118 640: 18%|█▊ | 10/56 [00:43<02:04, 2.70s/it] 149/299 4.07G 0.0225 0.01825 0.0002296 118 640: 20%|█▉ | 11/56 [00:43<01:27, 1.94s/it] 149/299 4.07G 0.02234 0.01782 0.0002269 113 640: 20%|█▉ | 11/56 [00:43<01:27, 1.94s/it] 149/299 4.07G 0.02234 0.01782 0.0002269 113 640: 21%|██▏ | 12/56 [00:43<01:02, 1.42s/it] 149/299 4.07G 0.02224 0.01751 0.0002236 121 640: 21%|██▏ | 12/56 [00:59<01:02, 1.42s/it] 149/299 4.07G 0.02224 0.01751 0.0002236 121 640: 23%|██▎ | 13/56 [00:59<04:16, 5.95s/it] 149/299 4.07G 0.0223 0.01779 0.0002209 158 640: 23%|██▎ | 13/56 [01:16<04:16, 5.95s/it] 149/299 4.07G 0.0223 0.01779 0.0002209 158 640: 25%|██▌ | 14/56 [01:16<06:21, 9.09s/it] 149/299 4.07G 0.02223 0.01802 0.0002191 172 640: 25%|██▌ | 14/56 [01:16<06:21, 9.09s/it] 149/299 4.07G 0.02223 0.01802 0.0002191 172 640: 27%|██▋ | 15/56 [01:16<04:22, 6.41s/it] 149/299 4.07G 0.02205 0.01777 0.000215 108 640: 27%|██▋ | 15/56 [01:16<04:22, 6.41s/it] 149/299 4.07G 0.02205 0.01777 0.000215 108 640: 29%|██▊ | 16/56 [01:16<03:01, 4.55s/it] 149/299 4.07G 0.02203 0.01782 0.0002197 156 640: 29%|██▊ | 16/56 [01:16<03:01, 4.55s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.32it/s]
all 98 501 0.594 0.475 0.499 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 150/299 4.07G 0.02146 0.01932 0.0001957 173 640: 0%| | 0/56 [00:00<?, ?it/s] 150/299 4.07G 0.02146 0.01932 0.0001957 173 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 150/299 4.07G 0.022 0.01812 0.0002352 143 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 150/299 4.07G 0.022 0.01812 0.0002352 143 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 150/299 4.07G 0.02139 0.01792 0.0002208 133 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 150/299 4.07G 0.02139 0.01792 0.0002208 133 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 150/299 4.07G 0.02088 0.01837 0.0002048 147 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 150/299 4.07G 0.02088 0.01837 0.0002048 147 640: 7%|▋ | 4/56 [00:00<00:11, 4.38it/s] 150/299 4.07G 0.02103 0.01814 0.0002084 146 640: 7%|▋ | 4/56 [00:15<00:11, 4.38it/s] 150/299 4.07G 0.02103 0.01814 0.0002084 146 640: 9%|▉ | 5/56 [00:15<04:38, 5.46s/it] 150/299 4.07G 0.02102 0.01807 0.0001975 140 640: 9%|▉ | 5/56 [00:32<04:38, 5.46s/it] 150/299 4.07G 0.02102 0.01807 0.0001975 140 640: 11%|█ | 6/56 [00:32<07:48, 9.37s/it] 150/299 4.07G 0.02107 0.018 0.0001873 115 640: 11%|█ | 6/56 [00:32<07:48, 9.37s/it] 150/299 4.07G 0.02107 0.018 0.0001873 115 640: 12%|█▎ | 7/56 [00:32<05:12, 6.38s/it] 150/299 4.07G 0.02078 0.01809 0.0001785 144 640: 12%|█▎ | 7/56 [00:33<05:12, 6.38s/it] 150/299 4.07G 0.02078 0.01809 0.0001785 144 640: 14%|█▍ | 8/56 [00:33<03:32, 4.42s/it] 150/299 4.07G 0.02082 0.01795 0.0001847 128 640: 14%|█▍ | 8/56 [00:33<03:32, 4.42s/it] 150/299 4.07G 0.02082 0.01795 0.0001847 128 640: 16%|█▌ | 9/56 [00:33<02:25, 3.10s/it] 150/299 4.07G 0.02091 0.01767 0.0001804 131 640: 16%|█▌ | 9/56 [00:33<02:25, 3.10s/it] 150/299 4.07G 0.02091 0.01767 0.0001804 131 640: 18%|█▊ | 10/56 [00:33<01:42, 2.22s/it] 150/299 4.07G 0.02084 0.01751 0.0001863 131 640: 18%|█▊ | 10/56 [00:33<01:42, 2.22s/it] 150/299 4.07G 0.02084 0.01751 0.0001863 131 640: 20%|█▉ | 11/56 [00:33<01:12, 1.61s/it] 150/299 4.07G 0.02101 0.01757 0.0001833 154 640: 20%|█▉ | 11/56 [00:33<01:12, 1.61s/it] 150/299 4.07G 0.02101 0.01757 0.0001833 154 640: 21%|██▏ | 12/56 [00:33<00:51, 1.18s/it] 150/299 4.07G 0.02113 0.01756 0.0001821 109 640: 21%|██▏ | 12/56 [00:50<00:51, 1.18s/it] 150/299 4.07G 0.02113 0.01756 0.0001821 109 640: 23%|██▎ | 13/56 [00:50<04:05, 5.72s/it] 150/299 4.07G 0.02106 0.01727 0.0001808 113 640: 23%|██▎ | 13/56 [01:06<04:05, 5.72s/it] 150/299 4.07G 0.02106 0.01727 0.0001808 113 640: 25%|██▌ | 14/56 [01:06<06:13, 8.88s/it] 150/299 4.07G 0.0211 0.01688 0.0001911 114 640: 25%|██▌ | 14/56 [01:06<06:13, 8.88s/it] 150/299 4.07G 0.0211 0.01688 0.0001911 114 640: 27%|██▋ | 15/56 [01:06<04:17, 6.27s/it] 150/299 4.07G 0.02114 0.01692 0.0002089 150 640: 27%|██▋ | 15/56 [01:06<04:17, 6.27s/it] 150/299 4.07G 0.02114 0.01692 0.0002089 150 640: 29%|██▊ | 16/56 [01:06<02:57, 4.45s/it] 150/299 4.07G 0.02106 0.01694 0.0002085 134 640: 29%|██▊ | 16/56 [01:06<02:57, 4.45s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.85it/s]
all 98 501 0.604 0.527 0.531 0.287
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 151/299 4.07G 0.02209 0.017 0.0001808 108 640: 0%| | 0/56 [00:00<?, ?it/s] 151/299 4.07G 0.02209 0.017 0.0001808 108 640: 2%|▏ | 1/56 [00:00<00:16, 3.42it/s] 151/299 4.07G 0.02201 0.01874 0.0001584 150 640: 2%|▏ | 1/56 [00:00<00:16, 3.42it/s] 151/299 4.07G 0.02201 0.01874 0.0001584 150 640: 4%|▎ | 2/56 [00:00<00:14, 3.67it/s] 151/299 4.07G 0.02128 0.01839 0.0001522 111 640: 4%|▎ | 2/56 [00:00<00:14, 3.67it/s] 151/299 4.07G 0.02128 0.01839 0.0001522 111 640: 5%|▌ | 3/56 [00:00<00:13, 4.05it/s] 151/299 4.07G 0.02212 0.01791 0.0001563 141 640: 5%|▌ | 3/56 [00:00<00:13, 4.05it/s] 151/299 4.07G 0.02212 0.01791 0.0001563 141 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 151/299 4.07G 0.02176 0.01824 0.0001733 136 640: 7%|▋ | 4/56 [00:25<00:12, 4.26it/s] 151/299 4.07G 0.02176 0.01824 0.0001733 136 640: 9%|▉ | 5/56 [00:25<07:30, 8.82s/it] 151/299 4.07G 0.02151 0.01801 0.0002187 121 640: 9%|▉ | 5/56 [00:33<07:30, 8.82s/it] 151/299 4.07G 0.02151 0.01801 0.0002187 121 640: 11%|█ | 6/56 [00:33<07:07, 8.55s/it] 151/299 4.07G 0.02143 0.01807 0.00021 131 640: 11%|█ | 6/56 [00:33<07:07, 8.55s/it] 151/299 4.07G 0.02143 0.01807 0.00021 131 640: 12%|█▎ | 7/56 [00:33<04:45, 5.82s/it] 151/299 4.07G 0.02148 0.01777 0.0002007 128 640: 12%|█▎ | 7/56 [00:33<04:45, 5.82s/it] 151/299 4.07G 0.02148 0.01777 0.0002007 128 640: 14%|█▍ | 8/56 [00:33<03:13, 4.04s/it] 151/299 4.07G 0.02141 0.01787 0.0002101 143 640: 14%|█▍ | 8/56 [00:33<03:13, 4.04s/it] 151/299 4.07G 0.02141 0.01787 0.0002101 143 640: 16%|█▌ | 9/56 [00:33<02:13, 2.84s/it] 151/299 4.07G 0.02141 0.01823 0.0002032 135 640: 16%|█▌ | 9/56 [00:33<02:13, 2.84s/it] 151/299 4.07G 0.02141 0.01823 0.0002032 135 640: 18%|█▊ | 10/56 [00:33<01:33, 2.04s/it] 151/299 4.07G 0.02117 0.01827 0.0002075 146 640: 18%|█▊ | 10/56 [00:34<01:33, 2.04s/it] 151/299 4.07G 0.02117 0.01827 0.0002075 146 640: 20%|█▉ | 11/56 [00:34<01:06, 1.48s/it] 151/299 4.07G 0.02133 0.01836 0.0002328 157 640: 20%|█▉ | 11/56 [00:34<01:06, 1.48s/it] 151/299 4.07G 0.02133 0.01836 0.0002328 157 640: 21%|██▏ | 12/56 [00:34<00:48, 1.10s/it] 151/299 4.07G 0.02133 0.01836 0.0002285 157 640: 21%|██▏ | 12/56 [01:01<00:48, 1.10s/it] 151/299 4.07G 0.02133 0.01836 0.0002285 157 640: 23%|██▎ | 13/56 [01:01<06:28, 9.03s/it] 151/299 4.07G 0.02143 0.01827 0.000224 117 640: 23%|██▎ | 13/56 [01:07<06:28, 9.03s/it] 151/299 4.07G 0.02143 0.01827 0.000224 117 640: 25%|██▌ | 14/56 [01:07<05:38, 8.06s/it] 151/299 4.07G 0.02152 0.01836 0.0002298 203 640: 25%|██▌ | 14/56 [01:07<05:38, 8.06s/it] 151/299 4.07G 0.02152 0.01836 0.0002298 203 640: 27%|██▋ | 15/56 [01:07<03:53, 5.69s/it] 151/299 4.07G 0.02159 0.01837 0.0002242 144 640: 27%|██▋ | 15/56 [01:07<03:53, 5.69s/it] 151/299 4.07G 0.02159 0.01837 0.0002242 144 640: 29%|██▊ | 16/56 [01:07<02:41, 4.04s/it] 151/299 4.07G 0.02158 0.01845 0.0002196 147 640: 29%|██▊ | 16/56 [01:08<02:41, 4.04s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.29it/s]
all 98 501 0.611 0.502 0.521 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 152/299 4.07G 0.02087 0.0212 0.0001617 171 640: 0%| | 0/56 [00:00<?, ?it/s] 152/299 4.07G 0.02087 0.0212 0.0001617 171 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 152/299 4.07G 0.02096 0.01925 0.0001667 126 640: 2%|▏ | 1/56 [00:00<00:13, 3.93it/s] 152/299 4.07G 0.02096 0.01925 0.0001667 126 640: 4%|▎ | 2/56 [00:00<00:22, 2.35it/s] 152/299 4.07G 0.02051 0.01848 0.0001769 154 640: 4%|▎ | 2/56 [00:01<00:22, 2.35it/s] 152/299 4.07G 0.02051 0.01848 0.0001769 154 640: 5%|▌ | 3/56 [00:01<00:17, 3.02it/s] 152/299 4.07G 0.02024 0.01902 0.000176 158 640: 5%|▌ | 3/56 [00:01<00:17, 3.02it/s] 152/299 4.07G 0.02024 0.01902 0.000176 158 640: 7%|▋ | 4/56 [00:01<00:15, 3.31it/s] 152/299 4.07G 0.02033 0.01794 0.0001763 104 640: 7%|▋ | 4/56 [00:25<00:15, 3.31it/s] 152/299 4.07G 0.02033 0.01794 0.0001763 104 640: 9%|▉ | 5/56 [00:25<07:26, 8.76s/it] 152/299 4.07G 0.02053 0.01731 0.0001948 122 640: 9%|▉ | 5/56 [00:43<07:26, 8.76s/it] 152/299 4.07G 0.02053 0.01731 0.0001948 122 640: 11%|█ | 6/56 [00:43<10:05, 12.11s/it] 152/299 4.07G 0.02083 0.01743 0.0001892 136 640: 11%|█ | 6/56 [00:43<10:05, 12.11s/it] 152/299 4.07G 0.02083 0.01743 0.0001892 136 640: 12%|█▎ | 7/56 [00:43<06:42, 8.22s/it] 152/299 4.07G 0.02084 0.01737 0.0001849 160 640: 12%|█▎ | 7/56 [00:44<06:42, 8.22s/it] 152/299 4.07G 0.02084 0.01737 0.0001849 160 640: 14%|█▍ | 8/56 [00:44<04:32, 5.67s/it] 152/299 4.07G 0.02092 0.01725 0.0001968 148 640: 14%|█▍ | 8/56 [00:44<04:32, 5.67s/it] 152/299 4.07G 0.02092 0.01725 0.0001968 148 640: 16%|█▌ | 9/56 [00:44<03:06, 3.96s/it] 152/299 4.07G 0.02094 0.01695 0.0001939 131 640: 16%|█▌ | 9/56 [00:44<03:06, 3.96s/it] 152/299 4.07G 0.02094 0.01695 0.0001939 131 640: 18%|█▊ | 10/56 [00:44<02:09, 2.82s/it] 152/299 4.07G 0.02121 0.01734 0.0001957 139 640: 18%|█▊ | 10/56 [00:44<02:09, 2.82s/it] 152/299 4.07G 0.02121 0.01734 0.0001957 139 640: 20%|█▉ | 11/56 [00:44<01:30, 2.02s/it] 152/299 4.07G 0.02146 0.01775 0.0001974 159 640: 20%|█▉ | 11/56 [00:44<01:30, 2.02s/it] 152/299 4.07G 0.02146 0.01775 0.0001974 159 640: 21%|██▏ | 12/56 [00:44<01:04, 1.47s/it] 152/299 4.07G 0.02157 0.01749 0.0001997 94 640: 21%|██▏ | 12/56 [00:58<01:04, 1.47s/it] 152/299 4.07G 0.02157 0.01749 0.0001997 94 640: 23%|██▎ | 13/56 [00:58<03:45, 5.26s/it] 152/299 4.07G 0.02158 0.01733 0.0001988 131 640: 23%|██▎ | 13/56 [01:17<03:45, 5.26s/it] 152/299 4.07G 0.02158 0.01733 0.0001988 131 640: 25%|██▌ | 14/56 [01:17<06:30, 9.29s/it] 152/299 4.07G 0.02151 0.01735 0.0001953 100 640: 25%|██▌ | 14/56 [01:17<06:30, 9.29s/it] 152/299 4.07G 0.02151 0.01735 0.0001953 100 640: 27%|██▋ | 15/56 [01:17<04:28, 6.56s/it] 152/299 4.07G 0.02159 0.01756 0.0002013 141 640: 27%|██▋ | 15/56 [01:17<04:28, 6.56s/it] 152/299 4.07G 0.02159 0.01756 0.0002013 141 640: 29%|██▊ | 16/56 [01:17<03:05, 4.65s/it] 152/299 4.07G 0.02161 0.01769 0.0002125 155 640: 29%|██▊ | 16/56 [01:18<03:05, 4.65s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.27it/s]
all 98 501 0.598 0.527 0.526 0.284
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 153/299 4.07G 0.02078 0.01631 0.0002988 124 640: 0%| | 0/56 [00:00<?, ?it/s] 153/299 4.07G 0.02078 0.01631 0.0002988 124 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 153/299 4.07G 0.02188 0.01753 0.0002211 154 640: 2%|▏ | 1/56 [00:00<00:12, 4.50it/s] 153/299 4.07G 0.02188 0.01753 0.0002211 154 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 153/299 4.07G 0.02204 0.0184 0.0002143 167 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 153/299 4.07G 0.02204 0.0184 0.0002143 167 640: 5%|▌ | 3/56 [00:00<00:12, 4.33it/s] 153/299 4.07G 0.02149 0.01788 0.0001949 127 640: 5%|▌ | 3/56 [00:00<00:12, 4.33it/s] 153/299 4.07G 0.02149 0.01788 0.0001949 127 640: 7%|▋ | 4/56 [00:00<00:11, 4.44it/s] 153/299 4.07G 0.02138 0.01809 0.0002006 158 640: 7%|▋ | 4/56 [00:18<00:11, 4.44it/s] 153/299 4.07G 0.02138 0.01809 0.0002006 158 640: 9%|▉ | 5/56 [00:18<05:31, 6.50s/it] 153/299 4.07G 0.02142 0.01778 0.0002001 131 640: 9%|▉ | 5/56 [00:33<05:31, 6.50s/it] 153/299 4.07G 0.02142 0.01778 0.0002001 131 640: 11%|█ | 6/56 [00:33<07:52, 9.44s/it] 153/299 4.07G 0.02133 0.01797 0.0001939 136 640: 11%|█ | 6/56 [00:33<07:52, 9.44s/it] 153/299 4.07G 0.02133 0.01797 0.0001939 136 640: 12%|█▎ | 7/56 [00:33<05:14, 6.42s/it] 153/299 4.07G 0.0213 0.01759 0.0001981 139 640: 12%|█▎ | 7/56 [00:34<05:14, 6.42s/it] 153/299 4.07G 0.0213 0.01759 0.0001981 139 640: 14%|█▍ | 8/56 [00:34<03:33, 4.45s/it] 153/299 4.07G 0.02126 0.01765 0.0001962 131 640: 14%|█▍ | 8/56 [00:34<03:33, 4.45s/it] 153/299 4.07G 0.02126 0.01765 0.0001962 131 640: 16%|█▌ | 9/56 [00:34<02:26, 3.13s/it] 153/299 4.07G 0.02129 0.01776 0.000206 185 640: 16%|█▌ | 9/56 [00:34<02:26, 3.13s/it] 153/299 4.07G 0.02129 0.01776 0.000206 185 640: 18%|█▊ | 10/56 [00:34<01:42, 2.23s/it] 153/299 4.07G 0.02123 0.01775 0.0001995 142 640: 18%|█▊ | 10/56 [00:34<01:42, 2.23s/it] 153/299 4.07G 0.02123 0.01775 0.0001995 142 640: 20%|█▉ | 11/56 [00:34<01:12, 1.62s/it] 153/299 4.07G 0.02108 0.01797 0.0001947 146 640: 20%|█▉ | 11/56 [00:34<01:12, 1.62s/it] 153/299 4.07G 0.02108 0.01797 0.0001947 146 640: 21%|██▏ | 12/56 [00:34<00:52, 1.19s/it] 153/299 4.07G 0.02097 0.01788 0.0001909 127 640: 21%|██▏ | 12/56 [00:52<00:52, 1.19s/it] 153/299 4.07G 0.02097 0.01788 0.0001909 127 640: 23%|██▎ | 13/56 [00:52<04:23, 6.12s/it] 153/299 4.07G 0.0209 0.01763 0.0001864 119 640: 23%|██▎ | 13/56 [01:07<04:23, 6.12s/it] 153/299 4.07G 0.0209 0.01763 0.0001864 119 640: 25%|██▌ | 14/56 [01:07<06:07, 8.76s/it] 153/299 4.07G 0.02097 0.01759 0.0001861 140 640: 25%|██▌ | 14/56 [01:07<06:07, 8.76s/it] 153/299 4.07G 0.02097 0.01759 0.0001861 140 640: 27%|██▋ | 15/56 [01:07<04:13, 6.19s/it] 153/299 4.07G 0.02091 0.01771 0.0001835 140 640: 27%|██▋ | 15/56 [01:07<04:13, 6.19s/it] 153/299 4.07G 0.02091 0.01771 0.0001835 140 640: 29%|██▊ | 16/56 [01:07<02:55, 4.39s/it] 153/299 4.07G 0.02089 0.01761 0.0001814 120 640: 29%|██▊ | 16/56 [01:07<02:55, 4.39s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.30it/s]
all 98 501 0.574 0.431 0.47 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 154/299 4.07G 0.01978 0.01802 0.0001564 132 640: 0%| | 0/56 [00:00<?, ?it/s] 154/299 4.07G 0.01978 0.01802 0.0001564 132 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 154/299 4.07G 0.02225 0.01799 0.0002357 176 640: 2%|▏ | 1/56 [00:00<00:13, 4.10it/s] 154/299 4.07G 0.02225 0.01799 0.0002357 176 640: 4%|▎ | 2/56 [00:00<00:13, 3.98it/s] 154/299 4.07G 0.02235 0.01828 0.0002234 166 640: 4%|▎ | 2/56 [00:00<00:13, 3.98it/s] 154/299 4.07G 0.02235 0.01828 0.0002234 166 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 154/299 4.07G 0.02219 0.01794 0.0002274 136 640: 5%|▌ | 3/56 [00:00<00:12, 4.24it/s] 154/299 4.07G 0.02219 0.01794 0.0002274 136 640: 7%|▋ | 4/56 [00:00<00:11, 4.38it/s] 154/299 4.07G 0.02193 0.0171 0.00021 103 640: 7%|▋ | 4/56 [00:17<00:11, 4.38it/s] 154/299 4.07G 0.02193 0.0171 0.00021 103 640: 9%|▉ | 5/56 [00:17<05:15, 6.18s/it] 154/299 4.07G 0.02194 0.01712 0.0002021 135 640: 9%|▉ | 5/56 [00:32<05:15, 6.18s/it] 154/299 4.07G 0.02194 0.01712 0.0002021 135 640: 11%|█ | 6/56 [00:32<07:42, 9.25s/it] 154/299 4.07G 0.02168 0.01752 0.0001981 142 640: 11%|█ | 6/56 [00:33<07:42, 9.25s/it] 154/299 4.07G 0.02168 0.01752 0.0001981 142 640: 12%|█▎ | 7/56 [00:33<05:08, 6.29s/it] 154/299 4.07G 0.02154 0.01699 0.0001936 94 640: 12%|█▎ | 7/56 [00:33<05:08, 6.29s/it] 154/299 4.07G 0.02154 0.01699 0.0001936 94 640: 14%|█▍ | 8/56 [00:33<03:30, 4.38s/it] 154/299 4.07G 0.02134 0.01694 0.0001895 150 640: 14%|█▍ | 8/56 [00:33<03:30, 4.38s/it] 154/299 4.07G 0.02134 0.01694 0.0001895 150 640: 16%|█▌ | 9/56 [00:33<02:24, 3.08s/it] 154/299 4.07G 0.02127 0.01719 0.0001872 134 640: 16%|█▌ | 9/56 [00:38<02:24, 3.08s/it] 154/299 4.07G 0.02127 0.01719 0.0001872 134 640: 18%|█▊ | 10/56 [00:38<02:51, 3.73s/it] 154/299 4.07G 0.02134 0.01697 0.0001861 128 640: 18%|█▊ | 10/56 [00:38<02:51, 3.73s/it] 154/299 4.07G 0.02134 0.01697 0.0001861 128 640: 20%|█▉ | 11/56 [00:38<01:59, 2.65s/it] 154/299 4.07G 0.02135 0.01714 0.0001851 162 640: 20%|█▉ | 11/56 [00:39<01:59, 2.65s/it] 154/299 4.07G 0.02135 0.01714 0.0001851 162 640: 21%|██▏ | 12/56 [00:39<01:24, 1.91s/it] 154/299 4.07G 0.02118 0.01742 0.0001845 165 640: 21%|██▏ | 12/56 [00:51<01:24, 1.91s/it] 154/299 4.07G 0.02118 0.01742 0.0001845 165 640: 23%|██▎ | 13/56 [00:51<03:39, 5.11s/it] 154/299 4.07G 0.02118 0.01731 0.0001834 146 640: 23%|██▎ | 13/56 [01:07<03:39, 5.11s/it] 154/299 4.07G 0.02118 0.01731 0.0001834 146 640: 25%|██▌ | 14/56 [01:07<05:46, 8.26s/it] 154/299 4.07G 0.0213 0.01732 0.0002096 119 640: 25%|██▌ | 14/56 [01:07<05:46, 8.26s/it] 154/299 4.07G 0.0213 0.01732 0.0002096 119 640: 27%|██▋ | 15/56 [01:07<03:59, 5.83s/it] 154/299 4.07G 0.02126 0.01766 0.0002418 187 640: 27%|██▋ | 15/56 [01:07<03:59, 5.83s/it] 154/299 4.07G 0.02126 0.01766 0.0002418 187 640: 29%|██▊ | 16/56 [01:07<02:45, 4.14s/it] 154/299 4.07G 0.02124 0.01754 0.0002401 142 640: 29%|██▊ | 16/56 [01:07<02:45, 4.14s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.96it/s]
all 98 501 0.599 0.46 0.482 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 155/299 4.07G 0.02143 0.01713 0.0003905 123 640: 0%| | 0/56 [00:00<?, ?it/s] 155/299 4.07G 0.02143 0.01713 0.0003905 123 640: 2%|▏ | 1/56 [00:00<00:13, 4.07it/s] 155/299 4.07G 0.02051 0.01674 0.0002757 150 640: 2%|▏ | 1/56 [00:03<00:13, 4.07it/s] 155/299 4.07G 0.02051 0.01674 0.0002757 150 640: 4%|▎ | 2/56 [00:03<01:54, 2.13s/it] 155/299 4.07G 0.02012 0.01739 0.0002411 150 640: 4%|▎ | 2/56 [00:03<01:54, 2.13s/it] 155/299 4.07G 0.02012 0.01739 0.0002411 150 640: 5%|▌ | 3/56 [00:03<01:06, 1.26s/it] 155/299 4.07G 0.02024 0.01771 0.000219 146 640: 5%|▌ | 3/56 [00:04<01:06, 1.26s/it] 155/299 4.07G 0.02024 0.01771 0.000219 146 640: 7%|▋ | 4/56 [00:04<00:43, 1.18it/s] 155/299 4.07G 0.02037 0.01704 0.0002106 116 640: 7%|▋ | 4/56 [00:15<00:43, 1.18it/s] 155/299 4.07G 0.02037 0.01704 0.0002106 116 640: 9%|▉ | 5/56 [00:15<03:59, 4.69s/it] 155/299 4.07G 0.02066 0.01673 0.0002043 103 640: 9%|▉ | 5/56 [00:33<03:59, 4.69s/it] 155/299 4.07G 0.02066 0.01673 0.0002043 103 640: 11%|█ | 6/56 [00:33<07:30, 9.02s/it] 155/299 4.07G 0.0209 0.01693 0.0002032 145 640: 11%|█ | 6/56 [00:33<07:30, 9.02s/it] 155/299 4.07G 0.0209 0.01693 0.0002032 145 640: 12%|█▎ | 7/56 [00:33<05:00, 6.14s/it] 155/299 4.07G 0.0208 0.0166 0.0002358 113 640: 12%|█▎ | 7/56 [00:33<05:00, 6.14s/it] 155/299 4.07G 0.0208 0.0166 0.0002358 113 640: 14%|█▍ | 8/56 [00:33<03:24, 4.25s/it] 155/299 4.07G 0.02074 0.01683 0.000229 126 640: 14%|█▍ | 8/56 [00:33<03:24, 4.25s/it] 155/299 4.07G 0.02074 0.01683 0.000229 126 640: 16%|█▌ | 9/56 [00:33<02:20, 2.99s/it] 155/299 4.07G 0.02065 0.0172 0.0002291 166 640: 16%|█▌ | 9/56 [00:46<02:20, 2.99s/it] 155/299 4.07G 0.02065 0.0172 0.0002291 166 640: 18%|█▊ | 10/56 [00:46<04:39, 6.07s/it] 155/299 4.07G 0.02068 0.01766 0.0002255 179 640: 18%|█▊ | 10/56 [00:46<04:39, 6.07s/it] 155/299 4.07G 0.02068 0.01766 0.0002255 179 640: 20%|█▉ | 11/56 [00:46<03:12, 4.28s/it] 155/299 4.07G 0.02036 0.01733 0.0002203 135 640: 20%|█▉ | 11/56 [00:47<03:12, 4.28s/it] 155/299 4.07G 0.02036 0.01733 0.0002203 135 640: 21%|██▏ | 12/56 [00:47<02:13, 3.04s/it] 155/299 4.07G 0.02054 0.01738 0.0002165 146 640: 21%|██▏ | 12/56 [00:49<02:13, 3.04s/it] 155/299 4.07G 0.02054 0.01738 0.0002165 146 640: 23%|██▎ | 13/56 [00:49<02:07, 2.96s/it] 155/299 4.07G 0.02045 0.01735 0.000211 158 640: 23%|██▎ | 13/56 [01:06<02:07, 2.96s/it] 155/299 4.07G 0.02045 0.01735 0.000211 158 640: 25%|██▌ | 14/56 [01:06<05:02, 7.21s/it] 155/299 4.07G 0.02057 0.01724 0.0002225 147 640: 25%|██▌ | 14/56 [01:07<05:02, 7.21s/it] 155/299 4.07G 0.02057 0.01724 0.0002225 147 640: 27%|██▋ | 15/56 [01:07<03:29, 5.11s/it] 155/299 4.07G 0.02067 0.01738 0.0002301 156 640: 27%|██▋ | 15/56 [01:07<03:29, 5.11s/it] 155/299 4.07G 0.02067 0.01738 0.0002301 156 640: 29%|██▊ | 16/56 [01:07<02:25, 3.63s/it] 155/299 4.07G 0.02072 0.01756 0.0002259 170 640: 29%|██▊ | 16/56 [01:07<02:25, 3.63s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.42it/s]
all 98 501 0.658 0.46 0.496 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 156/299 4.07G 0.0211 0.01659 0.0002167 123 640: 0%| | 0/56 [00:00<?, ?it/s] 156/299 4.07G 0.0211 0.01659 0.0002167 123 640: 2%|▏ | 1/56 [00:00<00:12, 4.51it/s] 156/299 4.07G 0.02081 0.01896 0.000218 190 640: 2%|▏ | 1/56 [00:12<00:12, 4.51it/s] 156/299 4.07G 0.02081 0.01896 0.000218 190 640: 4%|▎ | 2/56 [00:12<06:26, 7.16s/it] 156/299 4.07G 0.02048 0.01933 0.0002004 155 640: 4%|▎ | 2/56 [00:12<06:26, 7.16s/it] 156/299 4.07G 0.02048 0.01933 0.0002004 155 640: 5%|▌ | 3/56 [00:12<03:31, 3.99s/it] 156/299 4.07G 0.02069 0.01899 0.000197 126 640: 5%|▌ | 3/56 [00:12<03:31, 3.99s/it] 156/299 4.07G 0.02069 0.01899 0.000197 126 640: 7%|▋ | 4/56 [00:12<02:09, 2.50s/it] 156/299 4.07G 0.02109 0.01797 0.0003499 88 640: 7%|▋ | 4/56 [00:16<02:09, 2.50s/it] 156/299 4.07G 0.02109 0.01797 0.0003499 88 640: 9%|▉ | 5/56 [00:16<02:32, 2.99s/it] 156/299 4.07G 0.02127 0.01809 0.0003238 165 640: 9%|▉ | 5/56 [00:44<02:32, 2.99s/it] 156/299 4.07G 0.02127 0.01809 0.0003238 165 640: 11%|█ | 6/56 [00:44<09:40, 11.61s/it] 156/299 4.07G 0.02135 0.01802 0.0003026 116 640: 11%|█ | 6/56 [00:45<09:40, 11.61s/it] 156/299 4.07G 0.02135 0.01802 0.0003026 116 640: 12%|█▎ | 7/56 [00:45<06:26, 7.88s/it] 156/299 4.07G 0.02127 0.01803 0.0002899 164 640: 12%|█▎ | 7/56 [00:45<06:26, 7.88s/it] 156/299 4.07G 0.02127 0.01803 0.0002899 164 640: 14%|█▍ | 8/56 [00:45<04:21, 5.44s/it] 156/299 4.07G 0.02145 0.01774 0.0002984 113 640: 14%|█▍ | 8/56 [00:45<04:21, 5.44s/it] 156/299 4.07G 0.02145 0.01774 0.0002984 113 640: 16%|█▌ | 9/56 [00:45<02:58, 3.81s/it] 156/299 4.07G 0.02148 0.01764 0.0002868 186 640: 16%|█▌ | 9/56 [00:46<02:58, 3.81s/it] 156/299 4.07G 0.02148 0.01764 0.0002868 186 640: 18%|█▊ | 10/56 [00:46<02:15, 2.95s/it] 156/299 4.07G 0.02142 0.01725 0.0002769 132 640: 18%|█▊ | 10/56 [00:46<02:15, 2.95s/it] 156/299 4.07G 0.02142 0.01725 0.0002769 132 640: 20%|█▉ | 11/56 [00:46<01:35, 2.12s/it] 156/299 4.07G 0.02148 0.01729 0.0002734 141 640: 20%|█▉ | 11/56 [00:46<01:35, 2.12s/it] 156/299 4.07G 0.02148 0.01729 0.0002734 141 640: 21%|██▏ | 12/56 [00:46<01:07, 1.54s/it] 156/299 4.07G 0.02145 0.01724 0.0002664 143 640: 21%|██▏ | 12/56 [00:50<01:07, 1.54s/it] 156/299 4.07G 0.02145 0.01724 0.0002664 143 640: 23%|██▎ | 13/56 [00:50<01:34, 2.20s/it] 156/299 4.07G 0.02124 0.0173 0.0002593 151 640: 23%|██▎ | 13/56 [01:19<01:34, 2.20s/it] 156/299 4.07G 0.02124 0.0173 0.0002593 151 640: 25%|██▌ | 14/56 [01:19<07:04, 10.12s/it] 156/299 4.07G 0.02123 0.01741 0.0002516 130 640: 25%|██▌ | 14/56 [01:19<07:04, 10.12s/it] 156/299 4.07G 0.02123 0.01741 0.0002516 130 640: 27%|██▋ | 15/56 [01:19<04:52, 7.13s/it] 156/299 4.07G 0.02129 0.01733 0.0002542 133 640: 27%|██▋ | 15/56 [01:19<04:52, 7.13s/it] 156/299 4.07G 0.02129 0.01733 0.0002542 133 640: 29%|██▊ | 16/56 [01:19<03:21, 5.05s/it] 156/299 4.07G 0.02139 0.01719 0.0002487 136 640: 29%|██▊ | 16/56 [01:19<03:21, 5.05s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.45it/s]
all 98 501 0.574 0.494 0.497 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 157/299 4.07G 0.02367 0.01751 0.0001677 128 640: 0%| | 0/56 [00:00<?, ?it/s] 157/299 4.07G 0.02367 0.01751 0.0001677 128 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 157/299 4.07G 0.02331 0.01844 0.0001783 161 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 157/299 4.07G 0.02331 0.01844 0.0001783 161 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 157/299 4.07G 0.02229 0.01733 0.0001669 102 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 157/299 4.07G 0.02229 0.01733 0.0001669 102 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 157/299 4.07G 0.02194 0.01718 0.0001645 129 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 157/299 4.07G 0.02194 0.01718 0.0001645 129 640: 7%|▋ | 4/56 [00:00<00:11, 4.37it/s] 157/299 4.07G 0.02186 0.01746 0.0001699 174 640: 7%|▋ | 4/56 [00:05<00:11, 4.37it/s] 157/299 4.07G 0.02186 0.01746 0.0001699 174 640: 9%|▉ | 5/56 [00:05<01:37, 1.91s/it] 157/299 4.07G 0.02189 0.01788 0.0001672 157 640: 9%|▉ | 5/56 [00:32<01:37, 1.91s/it] 157/299 4.07G 0.02189 0.01788 0.0001672 157 640: 11%|█ | 6/56 [00:32<08:43, 10.47s/it] 157/299 4.07G 0.02196 0.01752 0.0001884 137 640: 11%|█ | 6/56 [00:33<08:43, 10.47s/it] 157/299 4.07G 0.02196 0.01752 0.0001884 137 640: 12%|█▎ | 7/56 [00:33<05:48, 7.12s/it] 157/299 4.07G 0.02209 0.01764 0.0001889 155 640: 12%|█▎ | 7/56 [00:33<05:48, 7.12s/it] 157/299 4.07G 0.02209 0.01764 0.0001889 155 640: 14%|█▍ | 8/56 [00:33<03:56, 4.92s/it] 157/299 4.07G 0.02188 0.01747 0.000202 137 640: 14%|█▍ | 8/56 [00:33<03:56, 4.92s/it] 157/299 4.07G 0.02188 0.01747 0.000202 137 640: 16%|█▌ | 9/56 [00:33<02:42, 3.45s/it] 157/299 4.07G 0.02176 0.01723 0.0001979 124 640: 16%|█▌ | 9/56 [00:33<02:42, 3.45s/it] 157/299 4.07G 0.02176 0.01723 0.0001979 124 640: 18%|█▊ | 10/56 [00:33<01:54, 2.48s/it] 157/299 4.07G 0.02155 0.01724 0.000196 125 640: 18%|█▊ | 10/56 [00:34<01:54, 2.48s/it] 157/299 4.07G 0.02155 0.01724 0.000196 125 640: 20%|█▉ | 11/56 [00:34<01:20, 1.79s/it] 157/299 4.07G 0.02153 0.01749 0.0001942 151 640: 20%|█▉ | 11/56 [00:34<01:20, 1.79s/it] 157/299 4.07G 0.02153 0.01749 0.0001942 151 640: 21%|██▏ | 12/56 [00:34<00:57, 1.31s/it] 157/299 4.07G 0.0216 0.01747 0.0001934 162 640: 21%|██▏ | 12/56 [00:45<00:57, 1.31s/it] 157/299 4.07G 0.0216 0.01747 0.0001934 162 640: 23%|██▎ | 13/56 [00:45<03:08, 4.39s/it] 157/299 4.07G 0.02143 0.01756 0.0001946 148 640: 23%|██▎ | 13/56 [01:07<03:08, 4.39s/it] 157/299 4.07G 0.02143 0.01756 0.0001946 148 640: 25%|██▌ | 14/56 [01:07<06:38, 9.50s/it] 157/299 4.07G 0.02165 0.01753 0.0001918 139 640: 25%|██▌ | 14/56 [01:07<06:38, 9.50s/it] 157/299 4.07G 0.02165 0.01753 0.0001918 139 640: 27%|██▋ | 15/56 [01:07<04:34, 6.70s/it] 157/299 4.07G 0.0217 0.01771 0.0001891 150 640: 27%|██▋ | 15/56 [01:07<04:34, 6.70s/it] 157/299 4.07G 0.0217 0.01771 0.0001891 150 640: 29%|██▊ | 16/56 [01:07<03:09, 4.75s/it] 157/299 4.07G 0.02195 0.01782 0.0001905 149 640: 29%|██▊ | 16/56 [01:07<03:09, 4.75s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.61it/s]
all 98 501 0.604 0.46 0.48 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 158/299 4.07G 0.02121 0.01738 0.0001563 170 640: 0%| | 0/56 [00:00<?, ?it/s] 158/299 4.07G 0.02121 0.01738 0.0001563 170 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 158/299 4.07G 0.02116 0.01586 0.0001512 117 640: 2%|▏ | 1/56 [00:00<00:12, 4.48it/s] 158/299 4.07G 0.02116 0.01586 0.0001512 117 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 158/299 4.07G 0.02119 0.01711 0.0001562 116 640: 4%|▎ | 2/56 [00:00<00:13, 4.13it/s] 158/299 4.07G 0.02119 0.01711 0.0001562 116 640: 5%|▌ | 3/56 [00:00<00:12, 4.34it/s] 158/299 4.07G 0.02161 0.01763 0.0001613 173 640: 5%|▌ | 3/56 [00:00<00:12, 4.34it/s] 158/299 4.07G 0.02161 0.01763 0.0001613 173 640: 7%|▋ | 4/56 [00:00<00:11, 4.45it/s] 158/299 4.07G 0.02118 0.01702 0.0001593 108 640: 7%|▋ | 4/56 [00:09<00:11, 4.45it/s] 158/299 4.07G 0.02118 0.01702 0.0001593 108 640: 9%|▉ | 5/56 [00:09<02:50, 3.35s/it] 158/299 4.07G 0.02133 0.01671 0.0001882 102 640: 9%|▉ | 5/56 [00:44<02:50, 3.35s/it] 158/299 4.07G 0.02133 0.01671 0.0001882 102 640: 11%|█ | 6/56 [00:44<11:32, 13.86s/it] 158/299 4.07G 0.02131 0.01615 0.0001874 94 640: 11%|█ | 6/56 [00:44<11:32, 13.86s/it] 158/299 4.07G 0.02131 0.01615 0.0001874 94 640: 12%|█▎ | 7/56 [00:44<07:40, 9.40s/it] 158/299 4.07G 0.02124 0.01558 0.0001878 94 640: 12%|█▎ | 7/56 [00:44<07:40, 9.40s/it] 158/299 4.07G 0.02124 0.01558 0.0001878 94 640: 14%|█▍ | 8/56 [00:44<05:10, 6.48s/it] 158/299 4.07G 0.02123 0.01559 0.0001978 122 640: 14%|█▍ | 8/56 [00:44<05:10, 6.48s/it] 158/299 4.07G 0.02123 0.01559 0.0001978 122 640: 16%|█▌ | 9/56 [00:44<03:32, 4.52s/it] 158/299 4.07G 0.02145 0.01583 0.0002047 141 640: 16%|█▌ | 9/56 [00:44<03:32, 4.52s/it] 158/299 4.07G 0.02145 0.01583 0.0002047 141 640: 18%|█▊ | 10/56 [00:44<02:27, 3.20s/it] 158/299 4.07G 0.0217 0.0157 0.0002068 122 640: 18%|█▊ | 10/56 [00:45<02:27, 3.20s/it] 158/299 4.07G 0.0217 0.0157 0.0002068 122 640: 20%|█▉ | 11/56 [00:45<01:42, 2.29s/it] 158/299 4.07G 0.02169 0.0156 0.0002016 109 640: 20%|█▉ | 11/56 [00:45<01:42, 2.29s/it] 158/299 4.07G 0.02169 0.0156 0.0002016 109 640: 21%|██▏ | 12/56 [00:45<01:12, 1.66s/it] 158/299 4.07G 0.02176 0.01574 0.0001983 145 640: 21%|██▏ | 12/56 [00:45<01:12, 1.66s/it] 158/299 4.07G 0.02176 0.01574 0.0001983 145 640: 23%|██▎ | 13/56 [00:45<00:52, 1.22s/it] 158/299 4.07G 0.0217 0.01579 0.0001959 135 640: 23%|██▎ | 13/56 [01:18<00:52, 1.22s/it] 158/299 4.07G 0.0217 0.01579 0.0001959 135 640: 25%|██▌ | 14/56 [01:18<07:30, 10.72s/it] 158/299 4.07G 0.02182 0.0158 0.0002079 122 640: 25%|██▌ | 14/56 [01:18<07:30, 10.72s/it] 158/299 4.07G 0.02182 0.0158 0.0002079 122 640: 27%|██▋ | 15/56 [01:18<05:09, 7.56s/it] 158/299 4.07G 0.02186 0.01587 0.0002113 130 640: 27%|██▋ | 15/56 [01:18<05:09, 7.56s/it] 158/299 4.07G 0.02186 0.01587 0.0002113 130 640: 29%|██▊ | 16/56 [01:18<03:33, 5.35s/it] 158/299 4.07G 0.02188 0.01596 0.0002291 144 640: 29%|██▊ | 16/56 [01:18<03:33, 5.35s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.43it/s]
all 98 501 0.608 0.481 0.492 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/56 [00:00<?, ?it/s] 159/299 4.07G 0.02202 0.01558 0.0004487 108 640: 0%| | 0/56 [00:00<?, ?it/s] 159/299 4.07G 0.02202 0.01558 0.0004487 108 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 159/299 4.07G 0.02313 0.01677 0.000317 131 640: 2%|▏ | 1/56 [00:00<00:13, 4.03it/s] 159/299 4.07G 0.02313 0.01677 0.000317 131 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 159/299 4.07G 0.0219 0.01584 0.0002646 111 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 159/299 4.07G 0.0219 0.01584 0.0002646 111 640: 5%|▌ | 3/56 [00:00<00:12, 4.23it/s] 159/299 4.07G 0.02185 0.01628 0.0002508 131 640: 5%|▌ | 3/56 [00:00<00:12, 4.23it/s] 159/299 4.07G 0.02185 0.01628 0.0002508 131 640: 7%|▋ | 4/56 [00:00<00:11, 4.38it/s] 159/299 4.07G 0.02188 0.01657 0.0003135 98 640: 7%|▋ | 4/56 [00:01<00:11, 4.38it/s] 159/299 4.07G 0.02188 0.01657 0.0003135 98 640: 9%|▉ | 5/56 [00:01<00:11, 4.46it/s] 159/299 4.07G 0.02197 0.01661 0.0003105 104 640: 9%|▉ | 5/56 [00:32<00:11, 4.46it/s] 159/299 4.07G 0.02197 0.01661 0.0003105 104 640: 11%|█ | 6/56 [00:32<09:01, 10.84s/it] 159/299 4.07G 0.02191 0.01646 0.0002889 134 640: 11%|█ | 6/56 [00:32<09:01, 10.84s/it] 159/299 4.07G 0.02191 0.01646 0.0002889 134 640: 12%|█▎ | 7/56 [00:32<06:00, 7.37s/it] 159/299 4.07G 0.02173 0.01662 0.0002803 154 640: 12%|█▎ | 7/56 [00:33<06:00, 7.37s/it] 159/299 4.07G 0.02173 0.01662 0.0002803 154 640: 14%|█▍ | 8/56 [00:33<04:04, 5.09s/it] 159/299 4.07G 0.0219 0.01725 0.0002777 175 640: 14%|█▍ | 8/56 [00:33<04:04, 5.09s/it] 159/299 4.07G 0.0219 0.01725 0.0002777 175 640: 16%|█▌ | 9/56 [00:33<02:47, 3.57s/it] 159/299 4.07G 0.02189 0.0175 0.0002738 165 640: 16%|█▌ | 9/56 [00:33<02:47, 3.57s/it] 159/299 4.07G 0.02189 0.0175 0.0002738 165 640: 18%|█▊ | 10/56 [00:33<01:57, 2.55s/it] 159/299 4.07G 0.02193 0.01727 0.0002628 124 640: 18%|█▊ | 10/56 [00:33<01:57, 2.55s/it] 159/299 4.07G 0.02193 0.01727 0.0002628 124 640: 20%|█▉ | 11/56 [00:33<01:22, 1.84s/it] 159/299 4.07G 0.02197 0.01743 0.000281 151 640: 20%|█▉ | 11/56 [00:33<01:22, 1.84s/it] 159/299 4.07G 0.02197 0.01743 0.000281 151 640: 21%|██▏ | 12/56 [00:33<00:59, 1.34s/it] 159/299 4.07G 0.02191 0.01737 0.0002758 154 640: 21%|██▏ | 12/56 [00:42<00:59, 1.34s/it] 159/299 4.07G 0.02191 0.01737 0.0002758 154 640: 23%|██▎ | 13/56 [00:42<02:32, 3.54s/it] 159/299 4.07G 0.02178 0.01702 0.0002707 112 640: 23%|██▎ | 13/56 [01:06<02:32, 3.54s/it] 159/299 4.07G 0.02178 0.01702 0.0002707 112 640: 25%|██▌ | 14/56 [01:06<06:45, 9.64s/it] 159/299 4.07G 0.02183 0.01697 0.000264 123 640: 25%|██▌ | 14/56 [01:06<06:45, 9.64s/it] 159/299 4.07G 0.02183 0.01697 0.000264 123 640: 27%|██▋ | 15/56 [01:06<04:38, 6.80s/it] 159/299 4.07G 0.02182 0.01698 0.0002587 151 640: 27%|██▋ | 15/56 [01:06<04:38, 6.80s/it] 159/299 4.07G 0.02182 0.01698 0.0002587 151 640: 29%|██▊ | 16/56 [01:06<03:12, 4.82s/it] 159/299 4.07G 0.02198 0.01701 0.0002527 149 640: 29%|██▊ | 16/56 [01:06<03:12, 4.82s/it
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.46it/s]
all 98 501 0.591 0.513 0.508 0.271
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 59, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
160 epochs completed in 10.963 hours.
Optimizer stripped from runs/train/exp37/weights/last.pt, 42.2MB
Optimizer stripped from runs/train/exp37/weights/best.pt, 42.2MB
Validating runs/train/exp37/weights/best.pt...
Fusing layers...
YOLOv5m summary: 290 layers, 20856975 parameters, 0 gradients, 47.9 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:01, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:01<00:01, 1.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:01<00:00, 1.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:02<00:00, 1.97it/s]
all 98 501 0.608 0.564 0.561 0.29
ForestSpot 98 177 0.58 0.61 0.578 0.313
PestTree 98 324 0.636 0.519 0.544 0.267
Results saved to runs/train/exp37
train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=64, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...: 0%| | 0/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...493 found, 0 missing, 0 empty, 0 corrupt: 19%|█▉ | 493/2546 [00:00<00:00, 4924.24it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...1003 found, 0 missing, 0 empty, 0 corrupt: 39%|███▉ | 1003/2546 [00:00<00:00, 5016.13it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...2273 found, 0 missing, 0 empty, 0 corrupt: 89%|████████▉ | 2273/2546 [00:00<00:00, 8503.07it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<00:00, 8263.49it/s]
train: New cache created: /host/zjc/yolov5/../VOCdevkit/labels/train.cache
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val' images and labels...: 0%| | 0/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val' images and labels...340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<00:00, 20871.46it/s]
val: New cache created: /host/zjc/yolov5/../VOCdevkit/labels/val.cache
Plotting labels to runs/train/exp/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/40 [00:00<?, ?it/s] 0%| | 0/40 [01:27<?, ?it/s]
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 666, in <module>
main(opt)
File "/host/zjc/yolov5/train.py", line 561, in main
train(opt.hyp, opt, device, callbacks)
File "/host/zjc/yolov5/train.py", line 360, in train
scaler.scale(loss).backward()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/tensor.py", line 221, in backward
torch.autograd.backward(self, gradient, retain_graph, create_graph)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/autograd/__init__.py", line 130, in backward
Variable._execution_engine.run_backward(
RuntimeError: CUDA out of memory. Tried to allocate 18.00 MiB (GPU 0; 10.76 GiB total capacity; 9.16 GiB already allocated; 21.00 MiB free; 9.32 GiB reserved in total by PyTorch)
train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s]
Plotting labels to runs/train/exp2/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp2
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/80 [00:00<?, ?it/s]Traceback (most recent call last):
File "train.py", line 40, in <module>
import val # for end-of-epoch mAP
File "/host/zjc/yolov5/val.py", line 37, in <module>
from models.common import DetectMultiBackend
File "/host/zjc/yolov5/models/common.py", line 16, in <module>
import pandas as pd
ModuleNotFoundError: No module named 'pandas'
train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=4, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s]
Plotting labels to runs/train/exp3/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 4 dataloader workers
Logging results to runs/train/exp3
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/80 [00:00<?, ?it/s]train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=2, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s]
Plotting labels to runs/train/exp4/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 2 dataloader workers
Logging results to runs/train/exp4
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/80 [00:00<?, ?it/s]train: weights=./weights/yolov5m.pt, cfg=./models/yolov5m.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-7-12 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 474/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
WARNING: DP not recommended, use torch.distributed.run for best DDP Multi-GPU results.
See Multi-GPU Tutorial at https://github.com/ultralytics/yolov5/issues/475 to get started.
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 340 found, 0 missing, 1 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s]
Plotting labels to runs/train/exp5/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp5
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 0/299 3.23G 0.1203 0.02792 0.02898 45 640: 0%| | 0/160 [00:21<?, ?it/s] 0/299 3.23G 0.1203 0.02792 0.02898 45 640: 1%| | 1/160 [00:23<1:02:52, 23.73s/it] 0/299 3.25G 0.1215 0.02913 0.02903 69 640: 1%| | 1/160 [00:24<1:02:52, 23.73s/it] 0/299 3.25G 0.1215 0.02913 0.02903 69 640: 1%|▏ | 2/160 [00:24<26:13, 9.96s/it] 0/299 3.25G 0.1209 0.0297 0.02925 75 640: 1%|▏ | 2/160 [00:24<26:13, 9.96s/it] 0/299 3.25G 0.1209 0.0297 0.02925 75 640: 2%|▏ | 3/160 [00:24<14:29, 5.54s/it] 0/299 3.25G 0.1215 0.02992 0.02944 85 640: 2%|▏ | 3/160 [00:24<14:29, 5.54s/it] 0/299 3.25G 0.1215 0.02992 0.02944 85 640: 2%|▎ | 4/160 [00:24<09:01, 3.47s/it] 0/299 3.25G 0.1219 0.02946 0.02946 61 640: 2%|▎ | 4/160 [00:24<09:01, 3.47s/it] 0/299 3.25G 0.1219 0.02946 0.02946 61 640: 3%|▎ | 5/160 [00:24<05:58, 2.31s/it] 0/299 3.25G 0.1218 0.02952 0.02943 69 640: 3%|▎ | 5/160 [00:25<05:58, 2.31s/it] 0/299 3.25G 0.1218 0.02952 0.02943 69 640: 4%|▍ | 6/160 [00:25<04:08, 1.61s/it] 0/299 3.25G 0.1211 0.02918 0.02941 49 640: 4%|▍ | 6/160 [00:25<04:08, 1.61s/it] 0/299 3.25G 0.1211 0.02918 0.02941 49 640: 4%|▍ | 7/160 [00:25<02:58, 1.16s/it] 0/299 3.25G 0.1208 0.02938 0.02948 85 640: 4%|▍ | 7/160 [00:25<02:58, 1.16s/it] 0/299 3.25G 0.1208 0.02938 0.02948 85 640: 5%|▌ | 8/160 [00:25<02:12, 1.15it/s] 0/299 3.25G 0.1205 0.02907 0.02942 49 640: 5%|▌ | 8/160 [00:35<02:12, 1.15it/s] 0/299 3.25G 0.1205 0.02907 0.02942 49 640: 6%|▌ | 9/160 [00:35<09:09, 3.64s/it] 0/299 3.25G 0.1204 0.02873 0.02945 47 640: 6%|▌ | 9/160 [00:35<09:09, 3.64s/it] 0/299 3.25G 0.1204 0.02873 0.02945 47 640: 6%|▋ | 10/160 [00:35<06:29, 2.60s/it] 0/299 3.25G 0.1204 0.0287 0.02942 52 640: 6%|▋ | 10/160 [00:35<06:29, 2.60s/it] 0/299 3.25G 0.1204 0.0287 0.02942 52 640: 7%|▋ | 11/160 [00:35<04:40, 1.88s/it] 0/299 3.25G 0.1206 0.02834 0.02935 50 640: 7%|▋ | 11/160 [00:36<04:40, 1.88s/it] 0/299 3.25G 0.1206 0.02834 0.02935 50 640: 8%|▊ | 12/160 [00:36<03:34, 1.45s/it] 0/299 3.25G 0.1204 0.02827 0.02928 55 640: 8%|▊ | 12/160 [00:36<03:34, 1.45s/it] 0/299 3.25G 0.1204 0.02827 0.02928 55 640: 8%|▊ | 13/160 [00:36<02:39, 1.09s/it] 0/299 3.25G 0.1202 0.02808 0.02924 42 640: 8%|▊ | 13/160 [00:36<02:39, 1.09s/it] 0/299 3.25G 0.1202 0.02808 0.02924 42 640: 9%|▉ | 14/160 [00:36<02:01, 1.20it/s] 0/299 3.25G 0.1201 0.02807 0.02918 62 640: 9%|▉ | 14/160 [00:37<02:01, 1.20it/s] 0/299 3.25G 0.1201 0.02807 0.02918 62 640: 9%|▉ | 15/160 [00:37<01:34, 1.53it/s] 0/299 3.25G 0.1201 0.02775 0.02916 40 640: 9%|▉ | 15/160 [00:37<01:34, 1.53it/s] 0/299 3.25G 0.1201 0.02775 0.02916 40 640: 10%|█ | 16/160 [00:37<01:16, 1.89it/s] 0/299 3.25G 0.1202 0.02749 0.02909 46 640: 10%|█ | 16/160 [00:49<01:16, 1.89it/s] 0/299 3.25G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 823 0.65 0.183 0.153 0.0492
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 1/299 4.14G 0.06534 0.02969 0.01077 66 640: 0%| | 0/160 [00:11<?, ?it/s] 1/299 4.14G 0.06534 0.02969 0.01077 66 640: 1%| | 1/160 [00:11<31:02, 11.71s/it] 1/299 4.14G 0.06545 0.03038 0.0102 65 640: 1%| | 1/160 [00:12<31:02, 11.71s/it] 1/299 4.14G 0.06545 0.03038 0.0102 65 640: 1%|▏ | 2/160 [00:12<13:27, 5.11s/it] 1/299 4.14G 0.06761 0.03247 0.009352 85 640: 1%|▏ | 2/160 [00:14<13:27, 5.11s/it] 1/299 4.14G 0.06761 0.03247 0.009352 85 640: 2%|▏ | 3/160 [00:14<10:31, 4.02s/it] 1/299 4.14G 0.06952 0.03196 0.01103 55 640: 2%|▏ | 3/160 [00:15<10:31, 4.02s/it] 1/299 4.14G 0.06952 0.03196 0.01103 55 640: 2%|▎ | 4/160 [00:15<06:36, 2.54s/it] 1/299 4.14G 0.07022 0.0308 0.011 59 640: 2%|▎ | 4/160 [00:15<06:36, 2.54s/it] 1/299 4.14G 0.07022 0.0308 0.011 59 640: 3%|▎ | 5/160 [00:15<04:23, 1.70s/it] 1/299 4.14G 0.07054 0.03159 0.0109 81 640: 3%|▎ | 5/160 [00:15<04:23, 1.70s/it] 1/299 4.14G 0.07054 0.03159 0.0109 81 640: 4%|▍ | 6/160 [00:15<03:06, 1.21s/it] 1/299 4.14G 0.07101 0.03096 0.01128 56 640: 4%|▍ | 6/160 [00:15<03:06, 1.21s/it] 1/299 4.14G 0.07101 0.03096 0.01128 56 640: 4%|▍ | 7/160 [00:15<02:15, 1.13it/s] 1/299 4.14G 0.07077 0.03081 0.0114 79 640: 4%|▍ | 7/160 [00:16<02:15, 1.13it/s] 1/299 4.14G 0.07077 0.03081 0.0114 79 640: 5%|▌ | 8/160 [00:16<01:43, 1.46it/s] 1/299 4.14G 0.07115 0.03025 0.01124 51 640: 5%|▌ | 8/160 [00:27<01:43, 1.46it/s] 1/299 4.14G 0.07115 0.03025 0.01124 51 640: 6%|▌ | 9/160 [00:27<10:26, 4.15s/it] 1/299 4.14G 0.07161 0.0303 0.01109 68 640: 6%|▌ | 9/160 [00:28<10:26, 4.15s/it] 1/299 4.14G 0.07161 0.0303 0.01109 68 640: 6%|▋ | 10/160 [00:28<07:22, 2.95s/it] 1/299 4.14G 0.07144 0.02992 0.01095 55 640: 6%|▋ | 10/160 [00:28<07:22, 2.95s/it] 1/299 4.14G 0.07144 0.02992 0.01095 55 640: 7%|▋ | 11/160 [00:28<05:31, 2.22s/it] 1/299 4.14G 0.07117 0.02987 0.01079 57 640: 7%|▋ | 11/160 [00:29<05:31, 2.22s/it] 1/299 4.14G 0.07117 0.02987 0.01079 57 640: 8%|▊ | 12/160 [00:29<04:33, 1.85s/it] 1/299 4.14G 0.07129 0.02955 0.01065 58 640: 8%|▊ | 12/160 [00:30<04:33, 1.85s/it] 1/299 4.14G 0.07129 0.02955 0.01065 58 640: 8%|▊ | 13/160 [00:30<03:39, 1.49s/it] 1/299 4.14G 0.07177 0.02921 0.01061 58 640: 8%|▊ | 13/160 [00:30<03:39, 1.49s/it] 1/299 4.14G 0.07177 0.02921 0.01061 58 640: 9%|▉ | 14/160 [00:30<02:43, 1.12s/it] 1/299 4.14G 0.07187 0.02908 0.01083 56 640: 9%|▉ | 14/160 [00:30<02:43, 1.12s/it] 1/299 4.14G 0.07187 0.02908 0.01083 56 640: 9%|▉ | 15/160 [00:30<02:02, 1.18it/s] 1/299 4.14G 0.07218 0.02909 0.01083 77 640: 9%|▉ | 15/160 [00:31<02:02, 1.18it/s] 1/299 4.14G 0.07218 0.02909 0.01083 77 640: 10%|█ | 16/160 [00:31<01:36, 1.50it/s] 1/299 4.14G 0.07207 0.02885 0.01078 56 640: 10%|█ | 16/160 [00:41<01:36, 1.50it/s] 1/299 4.14G 0.072
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.376 0.34 0.291 0.111
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 2/299 4.14G 0.06448 0.02958 0.006079 59 640: 0%| | 0/160 [00:13<?, ?it/s] 2/299 4.14G 0.06448 0.02958 0.006079 59 640: 1%| | 1/160 [00:13<35:44, 13.49s/it] 2/299 4.14G 0.06189 0.02663 0.00828 50 640: 1%| | 1/160 [00:13<35:44, 13.49s/it] 2/299 4.14G 0.06189 0.02663 0.00828 50 640: 1%|▏ | 2/160 [00:13<14:57, 5.68s/it] 2/299 4.14G 0.06141 0.02581 0.008362 56 640: 1%|▏ | 2/160 [00:13<14:57, 5.68s/it] 2/299 4.14G 0.06141 0.02581 0.008362 56 640: 2%|▏ | 3/160 [00:13<08:20, 3.18s/it] 2/299 4.14G 0.06099 0.02611 0.00836 67 640: 2%|▏ | 3/160 [00:14<08:20, 3.18s/it] 2/299 4.14G 0.06099 0.02611 0.00836 67 640: 2%|▎ | 4/160 [00:14<05:16, 2.03s/it] 2/299 4.14G 0.06119 0.02554 0.007533 75 640: 2%|▎ | 4/160 [00:15<05:16, 2.03s/it] 2/299 4.14G 0.06119 0.02554 0.007533 75 640: 3%|▎ | 5/160 [00:15<04:16, 1.66s/it] 2/299 4.14G 0.06057 0.02422 0.007301 33 640: 3%|▎ | 5/160 [00:15<04:16, 1.66s/it] 2/299 4.14G 0.06057 0.02422 0.007301 33 640: 4%|▍ | 6/160 [00:15<02:59, 1.17s/it] 2/299 4.14G 0.06063 0.02506 0.007028 81 640: 4%|▍ | 6/160 [00:15<02:59, 1.17s/it] 2/299 4.14G 0.06063 0.02506 0.007028 81 640: 4%|▍ | 7/160 [00:15<02:12, 1.15it/s] 2/299 4.14G 0.06172 0.02456 0.006532 53 640: 4%|▍ | 7/160 [00:15<02:12, 1.15it/s] 2/299 4.14G 0.06172 0.02456 0.006532 53 640: 5%|▌ | 8/160 [00:15<01:40, 1.51it/s] 2/299 4.14G 0.06172 0.02495 0.006415 69 640: 5%|▌ | 8/160 [00:28<01:40, 1.51it/s] 2/299 4.14G 0.06172 0.02495 0.006415 69 640: 6%|▌ | 9/160 [00:28<11:09, 4.43s/it] 2/299 4.14G 0.06177 0.02464 0.006176 50 640: 6%|▌ | 9/160 [00:28<11:09, 4.43s/it] 2/299 4.14G 0.06177 0.02464 0.006176 50 640: 6%|▋ | 10/160 [00:28<07:51, 3.14s/it] 2/299 4.14G 0.06174 0.0246 0.006039 54 640: 6%|▋ | 10/160 [00:30<07:51, 3.14s/it] 2/299 4.14G 0.06174 0.0246 0.006039 54 640: 7%|▋ | 11/160 [00:30<06:50, 2.75s/it] 2/299 4.14G 0.06174 0.02469 0.005912 59 640: 7%|▋ | 11/160 [00:30<06:50, 2.75s/it] 2/299 4.14G 0.06174 0.02469 0.005912 59 640: 8%|▊ | 12/160 [00:30<04:53, 1.98s/it] 2/299 4.14G 0.06195 0.02475 0.005727 61 640: 8%|▊ | 12/160 [00:31<04:53, 1.98s/it] 2/299 4.14G 0.06195 0.02475 0.005727 61 640: 8%|▊ | 13/160 [00:31<03:33, 1.45s/it] 2/299 4.14G 0.06184 0.02459 0.005784 55 640: 8%|▊ | 13/160 [00:31<03:33, 1.45s/it] 2/299 4.14G 0.06184 0.02459 0.005784 55 640: 9%|▉ | 14/160 [00:31<02:37, 1.08s/it] 2/299 4.14G 0.06168 0.02475 0.005695 69 640: 9%|▉ | 14/160 [00:31<02:37, 1.08s/it] 2/299 4.14G 0.06168 0.02475 0.005695 69 640: 9%|▉ | 15/160 [00:31<01:58, 1.22it/s] 2/299 4.14G 0.06186 0.02469 0.005633 67 640: 9%|▉ | 15/160 [00:31<01:58, 1.22it/s] 2/299 4.14G 0.06186 0.02469 0.005633 67 640: 10%|█ | 16/160 [00:31<01:32, 1.55it/s] 2/299 4.14G 0.0622 0.02494 0.005587 67 640: 10%|█ | 16/160 [00:42<01:32, 1.55it/s] 2/299 4.14G 0.06
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 823 0.314 0.263 0.211 0.0717
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 3/299 4.14G 0.06153 0.02036 0.004397 47 640: 0%| | 0/160 [00:10<?, ?it/s] 3/299 4.14G 0.06153 0.02036 0.004397 47 640: 1%| | 1/160 [00:10<28:35, 10.79s/it] 3/299 4.14G 0.06083 0.02153 0.004899 54 640: 1%| | 1/160 [00:11<28:35, 10.79s/it] 3/299 4.14G 0.06083 0.02153 0.004899 54 640: 1%|▏ | 2/160 [00:11<12:03, 4.58s/it] 3/299 4.14G 0.06074 0.0242 0.004536 74 640: 1%|▏ | 2/160 [00:14<12:03, 4.58s/it] 3/299 4.14G 0.06074 0.0242 0.004536 74 640: 2%|▏ | 3/160 [00:14<11:09, 4.26s/it] 3/299 4.14G 0.0588 0.0262 0.004568 76 640: 2%|▏ | 3/160 [00:15<11:09, 4.26s/it] 3/299 4.14G 0.0588 0.0262 0.004568 76 640: 2%|▎ | 4/160 [00:15<06:55, 2.66s/it] 3/299 4.14G 0.05797 0.02587 0.004502 62 640: 2%|▎ | 4/160 [00:15<06:55, 2.66s/it] 3/299 4.14G 0.05797 0.02587 0.004502 62 640: 3%|▎ | 5/160 [00:15<04:36, 1.78s/it] 3/299 4.14G 0.05763 0.02537 0.004166 50 640: 3%|▎ | 5/160 [00:15<04:36, 1.78s/it] 3/299 4.14G 0.05763 0.02537 0.004166 50 640: 4%|▍ | 6/160 [00:15<03:12, 1.25s/it] 3/299 4.14G 0.0575 0.0266 0.004221 88 640: 4%|▍ | 6/160 [00:15<03:12, 1.25s/it] 3/299 4.14G 0.0575 0.0266 0.004221 88 640: 4%|▍ | 7/160 [00:15<02:21, 1.08it/s] 3/299 4.14G 0.05704 0.0261 0.004222 67 640: 4%|▍ | 7/160 [00:16<02:21, 1.08it/s] 3/299 4.14G 0.05704 0.0261 0.004222 67 640: 5%|▌ | 8/160 [00:16<01:46, 1.43it/s] 3/299 4.14G 0.05733 0.02634 0.004198 71 640: 5%|▌ | 8/160 [00:24<01:46, 1.43it/s] 3/299 4.14G 0.05733 0.02634 0.004198 71 640: 6%|▌ | 9/160 [00:24<08:05, 3.22s/it] 3/299 4.14G 0.0576 0.02565 0.004084 48 640: 6%|▌ | 9/160 [00:26<08:05, 3.22s/it] 3/299 4.14G 0.0576 0.02565 0.004084 48 640: 6%|▋ | 10/160 [00:26<06:34, 2.63s/it] 3/299 4.14G 0.05813 0.02546 0.004233 57 640: 6%|▋ | 10/160 [00:28<06:34, 2.63s/it] 3/299 4.14G 0.05813 0.02546 0.004233 57 640: 7%|▋ | 11/160 [00:28<06:29, 2.61s/it] 3/299 4.14G 0.05888 0.0257 0.004198 101 640: 7%|▋ | 11/160 [00:28<06:29, 2.61s/it] 3/299 4.14G 0.05888 0.0257 0.004198 101 640: 8%|▊ | 12/160 [00:28<04:38, 1.88s/it] 3/299 4.14G 0.05869 0.02533 0.00429 48 640: 8%|▊ | 12/160 [00:29<04:38, 1.88s/it] 3/299 4.14G 0.05869 0.02533 0.00429 48 640: 8%|▊ | 13/160 [00:29<03:22, 1.38s/it] 3/299 4.14G 0.05906 0.02529 0.00431 74 640: 8%|▊ | 13/160 [00:29<03:22, 1.38s/it] 3/299 4.14G 0.05906 0.02529 0.00431 74 640: 9%|▉ | 14/160 [00:29<02:29, 1.03s/it] 3/299 4.14G 0.05915 0.02518 0.004312 60 640: 9%|▉ | 14/160 [00:30<02:29, 1.03s/it] 3/299 4.14G 0.05915 0.02518 0.004312 60 640: 9%|▉ | 15/160 [00:30<02:42, 1.12s/it] 3/299 4.14G 0.05928 0.02526 0.004432 69 640: 9%|▉ | 15/160 [00:30<02:42, 1.12s/it] 3/299 4.14G 0.05928 0.02526 0.004432 69 640: 10%|█ | 16/160 [00:30<02:01, 1.18it/s] 3/299 4.14G 0.05882 0.02537 0.004352 67 640: 10%|█ | 16/160 [00:38<02:01, 1.18it/s] 3/299 4.14G 0.058
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 823 0.36 0.41 0.333 0.135
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 4/299 4.14G 0.05127 0.0229 0.002361 46 640: 0%| | 0/160 [00:04<?, ?it/s] 4/299 4.14G 0.05127 0.0229 0.002361 46 640: 1%| | 1/160 [00:04<11:07, 4.20s/it] 4/299 4.14G 0.05301 0.02232 0.002419 43 640: 1%| | 1/160 [00:04<11:07, 4.20s/it] 4/299 4.14G 0.05301 0.02232 0.002419 43 640: 1%|▏ | 2/160 [00:04<05:00, 1.90s/it] 4/299 4.14G 0.05642 0.02413 0.002679 61 640: 1%|▏ | 2/160 [00:10<05:00, 1.90s/it] 4/299 4.14G 0.05642 0.02413 0.002679 61 640: 2%|▏ | 3/160 [00:10<10:15, 3.92s/it] 4/299 4.14G 0.05446 0.02323 0.002531 45 640: 2%|▏ | 3/160 [00:11<10:15, 3.92s/it] 4/299 4.14G 0.05446 0.02323 0.002531 45 640: 2%|▎ | 4/160 [00:11<06:23, 2.46s/it] 4/299 4.14G 0.05446 0.02326 0.002577 56 640: 2%|▎ | 4/160 [00:11<06:23, 2.46s/it] 4/299 4.14G 0.05446 0.02326 0.002577 56 640: 3%|▎ | 5/160 [00:11<04:15, 1.65s/it] 4/299 4.14G 0.05362 0.02338 0.002489 50 640: 3%|▎ | 5/160 [00:11<04:15, 1.65s/it] 4/299 4.14G 0.05362 0.02338 0.002489 50 640: 4%|▍ | 6/160 [00:11<02:59, 1.16s/it] 4/299 4.14G 0.05425 0.02375 0.003055 68 640: 4%|▍ | 6/160 [00:17<02:59, 1.16s/it] 4/299 4.14G 0.05425 0.02375 0.003055 68 640: 4%|▍ | 7/160 [00:17<07:01, 2.76s/it] 4/299 4.14G 0.05436 0.02412 0.003049 64 640: 4%|▍ | 7/160 [00:17<07:01, 2.76s/it] 4/299 4.14G 0.05436 0.02412 0.003049 64 640: 5%|▌ | 8/160 [00:17<04:55, 1.95s/it] 4/299 4.14G 0.05369 0.02387 0.003001 43 640: 5%|▌ | 8/160 [00:20<04:55, 1.95s/it] 4/299 4.14G 0.05369 0.02387 0.003001 43 640: 6%|▌ | 9/160 [00:20<05:36, 2.23s/it] 4/299 4.14G 0.05391 0.0244 0.00287 73 640: 6%|▌ | 9/160 [00:20<05:36, 2.23s/it] 4/299 4.14G 0.05391 0.0244 0.00287 73 640: 6%|▋ | 10/160 [00:20<04:01, 1.61s/it] 4/299 4.14G 0.05423 0.02429 0.003099 57 640: 6%|▋ | 10/160 [00:25<04:01, 1.61s/it] 4/299 4.14G 0.05423 0.02429 0.003099 57 640: 7%|▋ | 11/160 [00:25<06:40, 2.69s/it] 4/299 4.14G 0.05433 0.02477 0.002972 88 640: 7%|▋ | 11/160 [00:26<06:40, 2.69s/it] 4/299 4.14G 0.05433 0.02477 0.002972 88 640: 8%|▊ | 12/160 [00:26<04:46, 1.94s/it] 4/299 4.14G 0.05464 0.02473 0.002894 59 640: 8%|▊ | 12/160 [00:26<04:46, 1.94s/it] 4/299 4.14G 0.05464 0.02473 0.002894 59 640: 8%|▊ | 13/160 [00:26<03:27, 1.41s/it] 4/299 4.14G 0.05393 0.02449 0.00281 53 640: 8%|▊ | 13/160 [00:26<03:27, 1.41s/it] 4/299 4.14G 0.05393 0.02449 0.00281 53 640: 9%|▉ | 14/160 [00:26<02:33, 1.05s/it] 4/299 4.14G 0.05434 0.02394 0.00274 43 640: 9%|▉ | 14/160 [00:33<02:33, 1.05s/it] 4/299 4.14G 0.05434 0.02394 0.00274 43 640: 9%|▉ | 15/160 [00:33<06:30, 2.70s/it] 4/299 4.14G 0.05479 0.02459 0.003167 88 640: 9%|▉ | 15/160 [00:33<06:30, 2.70s/it] 4/299 4.14G 0.05479 0.02459 0.003167 88 640: 10%|█ | 16/160 [00:33<04:40, 1.95s/it] 4/299 4.14G 0.05479 0.02495 0.003074 82 640: 10%|█ | 16/160 [00:34<04:40, 1.95s/it] 4/299 4.14G 0.054
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.436 0.497 0.439 0.196
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 5/299 4.14G 0.04836 0.0258 0.00165 65 640: 0%| | 0/160 [00:00<?, ?it/s] 5/299 4.14G 0.04836 0.0258 0.00165 65 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 5/299 4.14G 0.05128 0.02802 0.001815 90 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 5/299 4.14G 0.05128 0.02802 0.001815 90 640: 1%|▏ | 2/160 [00:00<00:39, 3.97it/s] 5/299 4.14G 0.04996 0.02731 0.002543 62 640: 1%|▏ | 2/160 [00:00<00:39, 3.97it/s] 5/299 4.14G 0.04996 0.02731 0.002543 62 640: 2%|▏ | 3/160 [00:00<00:39, 3.93it/s] 5/299 4.14G 0.04983 0.02659 0.002902 57 640: 2%|▏ | 3/160 [00:00<00:39, 3.93it/s] 5/299 4.14G 0.04983 0.02659 0.002902 57 640: 2%|▎ | 4/160 [00:00<00:37, 4.17it/s] 5/299 4.14G 0.04922 0.02631 0.002677 60 640: 2%|▎ | 4/160 [00:01<00:37, 4.17it/s] 5/299 4.14G 0.04922 0.02631 0.002677 60 640: 3%|▎ | 5/160 [00:01<00:36, 4.21it/s] 5/299 4.14G 0.04977 0.02572 0.00254 51 640: 3%|▎ | 5/160 [00:01<00:36, 4.21it/s] 5/299 4.14G 0.04977 0.02572 0.00254 51 640: 4%|▍ | 6/160 [00:01<00:35, 4.33it/s] 5/299 4.14G 0.04951 0.02642 0.002488 99 640: 4%|▍ | 6/160 [00:06<00:35, 4.33it/s] 5/299 4.14G 0.04951 0.02642 0.002488 99 640: 4%|▍ | 7/160 [00:06<04:18, 1.69s/it] 5/299 4.14G 0.04915 0.02571 0.002353 51 640: 4%|▍ | 7/160 [00:06<04:18, 1.69s/it] 5/299 4.14G 0.04915 0.02571 0.002353 51 640: 5%|▌ | 8/160 [00:06<03:05, 1.22s/it] 5/299 4.14G 0.0493 0.02566 0.002431 48 640: 5%|▌ | 8/160 [00:08<03:05, 1.22s/it] 5/299 4.14G 0.0493 0.02566 0.002431 48 640: 6%|▌ | 9/160 [00:08<04:09, 1.66s/it] 5/299 4.14G 0.05018 0.02587 0.002333 80 640: 6%|▌ | 9/160 [00:10<04:09, 1.66s/it] 5/299 4.14G 0.05018 0.02587 0.002333 80 640: 6%|▋ | 10/160 [00:10<04:11, 1.68s/it] 5/299 4.14G 0.05045 0.02605 0.002302 68 640: 6%|▋ | 10/160 [00:14<04:11, 1.68s/it] 5/299 4.14G 0.05045 0.02605 0.002302 68 640: 7%|▋ | 11/160 [00:14<05:50, 2.35s/it] 5/299 4.14G 0.05098 0.02549 0.002406 43 640: 7%|▋ | 11/160 [00:14<05:50, 2.35s/it] 5/299 4.14G 0.05098 0.02549 0.002406 43 640: 8%|▊ | 12/160 [00:14<04:11, 1.70s/it] 5/299 4.14G 0.05124 0.02524 0.002356 67 640: 8%|▊ | 12/160 [00:14<04:11, 1.70s/it] 5/299 4.14G 0.05124 0.02524 0.002356 67 640: 8%|▊ | 13/160 [00:14<03:03, 1.25s/it] 5/299 4.14G 0.05115 0.0256 0.002337 87 640: 8%|▊ | 13/160 [00:15<03:03, 1.25s/it] 5/299 4.14G 0.05115 0.0256 0.002337 87 640: 9%|▉ | 14/160 [00:15<02:16, 1.07it/s] 5/299 4.14G 0.05163 0.02565 0.002294 69 640: 9%|▉ | 14/160 [00:19<02:16, 1.07it/s] 5/299 4.14G 0.05163 0.02565 0.002294 69 640: 9%|▉ | 15/160 [00:19<04:50, 2.00s/it] 5/299 4.14G 0.05224 0.02537 0.002297 53 640: 9%|▉ | 15/160 [00:19<04:50, 2.00s/it] 5/299 4.14G 0.05224 0.02537 0.002297 53 640: 10%|█ | 16/160 [00:19<03:30, 1.46s/it] 5/299 4.14G 0.0521 0.02508 0.002263 55 640: 10%|█ | 16/160 [00:22<03:30, 1.46s/it] 5/299 4.14G 0.05
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.461 0.461 0.429 0.196
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 6/299 4.14G 0.04867 0.02343 0.0009051 61 640: 0%| | 0/160 [00:05<?, ?it/s] 6/299 4.14G 0.04867 0.02343 0.0009051 61 640: 1%| | 1/160 [00:05<15:27, 5.83s/it] 6/299 4.14G 0.04672 0.02315 0.001001 61 640: 1%| | 1/160 [00:11<15:27, 5.83s/it] 6/299 4.14G 0.04672 0.02315 0.001001 61 640: 1%|▏ | 2/160 [00:11<15:21, 5.83s/it] 6/299 4.14G 0.04568 0.02289 0.001057 54 640: 1%|▏ | 2/160 [00:16<15:21, 5.83s/it] 6/299 4.14G 0.04568 0.02289 0.001057 54 640: 2%|▏ | 3/160 [00:16<13:31, 5.17s/it] 6/299 4.14G 0.04699 0.02475 0.001929 64 640: 2%|▏ | 3/160 [00:16<13:31, 5.17s/it] 6/299 4.14G 0.04699 0.02475 0.001929 64 640: 2%|▎ | 4/160 [00:16<08:22, 3.22s/it] 6/299 4.14G 0.04827 0.02335 0.001856 40 640: 2%|▎ | 4/160 [00:16<08:22, 3.22s/it] 6/299 4.14G 0.04827 0.02335 0.001856 40 640: 3%|▎ | 5/160 [00:16<05:31, 2.14s/it] 6/299 4.14G 0.04838 0.02406 0.002094 88 640: 3%|▎ | 5/160 [00:16<05:31, 2.14s/it] 6/299 4.14G 0.04838 0.02406 0.002094 88 640: 4%|▍ | 6/160 [00:16<03:48, 1.48s/it] 6/299 4.14G 0.04779 0.02435 0.001959 62 640: 4%|▍ | 6/160 [00:16<03:48, 1.48s/it] 6/299 4.14G 0.04779 0.02435 0.001959 62 640: 4%|▍ | 7/160 [00:16<02:45, 1.08s/it] 6/299 4.14G 0.04752 0.02376 0.001856 37 640: 4%|▍ | 7/160 [00:17<02:45, 1.08s/it] 6/299 4.14G 0.04752 0.02376 0.001856 37 640: 5%|▌ | 8/160 [00:17<02:02, 1.24it/s] 6/299 4.14G 0.048 0.02383 0.001812 55 640: 5%|▌ | 8/160 [00:21<02:02, 1.24it/s] 6/299 4.14G 0.048 0.02383 0.001812 55 640: 6%|▌ | 9/160 [00:21<04:44, 1.88s/it] 6/299 4.14G 0.0482 0.02432 0.001765 69 640: 6%|▌ | 9/160 [00:25<04:44, 1.88s/it] 6/299 4.14G 0.0482 0.02432 0.001765 69 640: 6%|▋ | 10/160 [00:25<06:40, 2.67s/it] 6/299 4.14G 0.0481 0.02459 0.001769 73 640: 6%|▋ | 10/160 [00:31<06:40, 2.67s/it] 6/299 4.14G 0.0481 0.02459 0.001769 73 640: 7%|▋ | 11/160 [00:31<09:02, 3.64s/it] 6/299 4.14G 0.04839 0.02425 0.00179 50 640: 7%|▋ | 11/160 [00:31<09:02, 3.64s/it] 6/299 4.14G 0.04839 0.02425 0.00179 50 640: 8%|▊ | 12/160 [00:31<06:24, 2.60s/it] 6/299 4.14G 0.0486 0.02418 0.001758 68 640: 8%|▊ | 12/160 [00:32<06:24, 2.60s/it] 6/299 4.14G 0.0486 0.02418 0.001758 68 640: 8%|▊ | 13/160 [00:32<04:35, 1.88s/it] 6/299 4.14G 0.04863 0.02419 0.001819 68 640: 8%|▊ | 13/160 [00:32<04:35, 1.88s/it] 6/299 4.14G 0.04863 0.02419 0.001819 68 640: 9%|▉ | 14/160 [00:32<03:20, 1.38s/it] 6/299 4.14G 0.04861 0.02436 0.001802 79 640: 9%|▉ | 14/160 [00:32<03:20, 1.38s/it] 6/299 4.14G 0.04861 0.02436 0.001802 79 640: 9%|▉ | 15/160 [00:32<02:30, 1.04s/it] 6/299 4.14G 0.04861 0.02427 0.001837 53 640: 9%|▉ | 15/160 [00:32<02:30, 1.04s/it] 6/299 4.14G 0.04861 0.02427 0.001837 53 640: 10%|█ | 16/160 [00:32<01:53, 1.27it/s] 6/299 4.14G 0.04878 0.02456 0.002115 70 640: 10%|█ | 16/160 [00:34<01:53, 1.27it/s] 6/299 4.14G 0.048
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.49 0.5 0.472 0.205
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 7/299 4.14G 0.05066 0.029 0.001416 74 640: 0%| | 0/160 [00:00<?, ?it/s] 7/299 4.14G 0.05066 0.029 0.001416 74 640: 1%| | 1/160 [00:00<00:55, 2.85it/s] 7/299 4.14G 0.05072 0.02566 0.001082 58 640: 1%| | 1/160 [00:00<00:55, 2.85it/s] 7/299 4.14G 0.05072 0.02566 0.001082 58 640: 1%|▏ | 2/160 [00:00<00:54, 2.90it/s] 7/299 4.14G 0.04694 0.02476 0.001159 58 640: 1%|▏ | 2/160 [00:10<00:54, 2.90it/s] 7/299 4.14G 0.04694 0.02476 0.001159 58 640: 2%|▏ | 3/160 [00:10<12:28, 4.77s/it] 7/299 4.14G 0.04683 0.02564 0.001132 76 640: 2%|▏ | 3/160 [00:10<12:28, 4.77s/it] 7/299 4.14G 0.04683 0.02564 0.001132 76 640: 2%|▎ | 4/160 [00:10<07:43, 2.97s/it] 7/299 4.14G 0.04641 0.02517 0.001884 60 640: 2%|▎ | 4/160 [00:11<07:43, 2.97s/it] 7/299 4.14G 0.04641 0.02517 0.001884 60 640: 3%|▎ | 5/160 [00:11<05:06, 1.98s/it] 7/299 4.14G 0.04624 0.02505 0.002019 68 640: 3%|▎ | 5/160 [00:11<05:06, 1.98s/it] 7/299 4.14G 0.04624 0.02505 0.002019 68 640: 4%|▍ | 6/160 [00:11<03:32, 1.38s/it] 7/299 4.14G 0.04704 0.02438 0.002176 52 640: 4%|▍ | 6/160 [00:13<03:32, 1.38s/it] 7/299 4.14G 0.04704 0.02438 0.002176 52 640: 4%|▍ | 7/160 [00:13<03:55, 1.54s/it] 7/299 4.14G 0.04717 0.02414 0.002167 64 640: 4%|▍ | 7/160 [00:13<03:55, 1.54s/it] 7/299 4.14G 0.04717 0.02414 0.002167 64 640: 5%|▌ | 8/160 [00:13<02:50, 1.12s/it] 7/299 4.14G 0.04716 0.02391 0.002069 66 640: 5%|▌ | 8/160 [00:15<02:50, 1.12s/it] 7/299 4.14G 0.04716 0.02391 0.002069 66 640: 6%|▌ | 9/160 [00:15<03:41, 1.47s/it] 7/299 4.14G 0.04711 0.0236 0.001944 69 640: 6%|▌ | 9/160 [00:21<03:41, 1.47s/it] 7/299 4.14G 0.04711 0.0236 0.001944 69 640: 6%|▋ | 10/160 [00:21<06:54, 2.76s/it] 7/299 4.14G 0.04725 0.0233 0.001867 50 640: 6%|▋ | 10/160 [00:26<06:54, 2.76s/it] 7/299 4.14G 0.04725 0.0233 0.001867 50 640: 7%|▋ | 11/160 [00:26<08:36, 3.47s/it] 7/299 4.14G 0.04722 0.02385 0.001854 82 640: 7%|▋ | 11/160 [00:26<08:36, 3.47s/it] 7/299 4.14G 0.04722 0.02385 0.001854 82 640: 8%|▊ | 12/160 [00:26<06:06, 2.48s/it] 7/299 4.14G 0.04681 0.02349 0.00176 42 640: 8%|▊ | 12/160 [00:26<06:06, 2.48s/it] 7/299 4.14G 0.04681 0.02349 0.00176 42 640: 8%|▊ | 13/160 [00:26<04:23, 1.79s/it] 7/299 4.14G 0.04705 0.02372 0.001709 72 640: 8%|▊ | 13/160 [00:27<04:23, 1.79s/it] 7/299 4.14G 0.04705 0.02372 0.001709 72 640: 9%|▉ | 14/160 [00:27<03:12, 1.32s/it] 7/299 4.14G 0.04699 0.02389 0.001732 75 640: 9%|▉ | 14/160 [00:27<03:12, 1.32s/it] 7/299 4.14G 0.04699 0.02389 0.001732 75 640: 9%|▉ | 15/160 [00:27<02:24, 1.00it/s] 7/299 4.14G 0.04652 0.02382 0.001829 63 640: 9%|▉ | 15/160 [00:27<02:24, 1.00it/s] 7/299 4.14G 0.04652 0.02382 0.001829 63 640: 10%|█ | 16/160 [00:27<01:49, 1.31it/s] 7/299 4.14G 0.04695 0.02401 0.001971 65 640: 10%|█ | 16/160 [00:31<01:49, 1.31it/s] 7/299 4.14G 0.046
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.449 0.498 0.452 0.187
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 8/299 4.14G 0.0471 0.02067 0.002979 57 640: 0%| | 0/160 [00:00<?, ?it/s] 8/299 4.14G 0.0471 0.02067 0.002979 57 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 8/299 4.14G 0.05025 0.02052 0.002116 46 640: 1%| | 1/160 [00:14<00:50, 3.15it/s] 8/299 4.14G 0.05025 0.02052 0.002116 46 640: 1%|▏ | 2/160 [00:14<22:30, 8.55s/it] 8/299 4.14G 0.04913 0.021 0.001798 62 640: 1%|▏ | 2/160 [00:14<22:30, 8.55s/it] 8/299 4.14G 0.04913 0.021 0.001798 62 640: 2%|▏ | 3/160 [00:14<12:27, 4.76s/it] 8/299 4.14G 0.04782 0.02206 0.001664 63 640: 2%|▏ | 3/160 [00:15<12:27, 4.76s/it] 8/299 4.14G 0.04782 0.02206 0.001664 63 640: 2%|▎ | 4/160 [00:15<07:42, 2.97s/it] 8/299 4.14G 0.04855 0.02398 0.001922 85 640: 2%|▎ | 4/160 [00:15<07:42, 2.97s/it] 8/299 4.14G 0.04855 0.02398 0.001922 85 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 8/299 4.14G 0.04742 0.02271 0.002179 47 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 8/299 4.14G 0.04742 0.02271 0.002179 47 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 8/299 4.14G 0.04816 0.02288 0.002192 56 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 8/299 4.14G 0.04816 0.02288 0.002192 56 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 8/299 4.14G 0.04761 0.02322 0.002032 63 640: 4%|▍ | 7/160 [00:16<02:34, 1.01s/it] 8/299 4.14G 0.04761 0.02322 0.002032 63 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 8/299 4.14G 0.04737 0.02301 0.002177 58 640: 5%|▌ | 8/160 [00:18<01:55, 1.32it/s] 8/299 4.14G 0.04737 0.02301 0.002177 58 640: 6%|▌ | 9/160 [00:18<03:35, 1.43s/it] 8/299 4.14G 0.04717 0.0231 0.00204 58 640: 6%|▌ | 9/160 [00:31<03:35, 1.43s/it] 8/299 4.14G 0.04717 0.0231 0.00204 58 640: 6%|▋ | 10/160 [00:31<12:04, 4.83s/it] 8/299 4.14G 0.04734 0.02315 0.001947 60 640: 6%|▋ | 10/160 [00:31<12:04, 4.83s/it] 8/299 4.14G 0.04734 0.02315 0.001947 60 640: 7%|▋ | 11/160 [00:31<08:30, 3.43s/it] 8/299 4.14G 0.04687 0.02303 0.001927 58 640: 7%|▋ | 11/160 [00:31<08:30, 3.43s/it] 8/299 4.14G 0.04687 0.02303 0.001927 58 640: 8%|▊ | 12/160 [00:31<06:02, 2.45s/it] 8/299 4.14G 0.04695 0.02299 0.001909 61 640: 8%|▊ | 12/160 [00:32<06:02, 2.45s/it] 8/299 4.14G 0.04695 0.02299 0.001909 61 640: 8%|▊ | 13/160 [00:32<04:20, 1.77s/it] 8/299 4.14G 0.04706 0.02314 0.00192 70 640: 8%|▊ | 13/160 [00:32<04:20, 1.77s/it] 8/299 4.14G 0.04706 0.02314 0.00192 70 640: 9%|▉ | 14/160 [00:32<03:09, 1.30s/it] 8/299 4.14G 0.04706 0.02301 0.001855 53 640: 9%|▉ | 14/160 [00:32<03:09, 1.30s/it] 8/299 4.14G 0.04706 0.02301 0.001855 53 640: 9%|▉ | 15/160 [00:32<02:22, 1.02it/s] 8/299 4.14G 0.0471 0.02327 0.001851 69 640: 9%|▉ | 15/160 [00:32<02:22, 1.02it/s] 8/299 4.14G 0.0471 0.02327 0.001851 69 640: 10%|█ | 16/160 [00:32<01:48, 1.33it/s] 8/299 4.14G 0.04709 0.02347 0.001901 61 640: 10%|█ | 16/160 [00:33<01:48, 1.33it/s] 8/299 4.14G 0.047
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s]
all 340 823 0.56 0.501 0.503 0.226
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 9/299 4.14G 0.04471 0.02884 0.002095 68 640: 0%| | 0/160 [00:00<?, ?it/s] 9/299 4.14G 0.04471 0.02884 0.002095 68 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 9/299 4.14G 0.04672 0.02735 0.001761 77 640: 1%| | 1/160 [00:11<00:54, 2.91it/s] 9/299 4.14G 0.04672 0.02735 0.001761 77 640: 1%|▏ | 2/160 [00:11<17:06, 6.50s/it] 9/299 4.14G 0.04624 0.02704 0.001966 65 640: 1%|▏ | 2/160 [00:11<17:06, 6.50s/it] 9/299 4.14G 0.04624 0.02704 0.001966 65 640: 2%|▏ | 3/160 [00:11<09:32, 3.65s/it] 9/299 4.14G 0.04562 0.02569 0.001721 60 640: 2%|▏ | 3/160 [00:11<09:32, 3.65s/it] 9/299 4.14G 0.04562 0.02569 0.001721 60 640: 2%|▎ | 4/160 [00:11<05:57, 2.29s/it] 9/299 4.14G 0.04505 0.02479 0.001546 48 640: 2%|▎ | 4/160 [00:11<05:57, 2.29s/it] 9/299 4.14G 0.04505 0.02479 0.001546 48 640: 3%|▎ | 5/160 [00:11<03:59, 1.54s/it] 9/299 4.14G 0.04496 0.02437 0.001482 57 640: 3%|▎ | 5/160 [00:12<03:59, 1.54s/it] 9/299 4.14G 0.04496 0.02437 0.001482 57 640: 4%|▍ | 6/160 [00:12<02:48, 1.09s/it] 9/299 4.14G 0.04537 0.02537 0.001473 75 640: 4%|▍ | 6/160 [00:12<02:48, 1.09s/it] 9/299 4.14G 0.04537 0.02537 0.001473 75 640: 4%|▍ | 7/160 [00:12<02:05, 1.22it/s] 9/299 4.14G 0.0458 0.02483 0.00138 41 640: 4%|▍ | 7/160 [00:12<02:05, 1.22it/s] 9/299 4.14G 0.0458 0.02483 0.00138 41 640: 5%|▌ | 8/160 [00:12<01:35, 1.60it/s] 9/299 4.14G 0.04597 0.02443 0.001307 55 640: 5%|▌ | 8/160 [00:14<01:35, 1.60it/s] 9/299 4.14G 0.04597 0.02443 0.001307 55 640: 6%|▌ | 9/160 [00:14<02:59, 1.19s/it] 9/299 4.14G 0.04624 0.02492 0.001417 67 640: 6%|▌ | 9/160 [00:24<02:59, 1.19s/it] 9/299 4.14G 0.04624 0.02492 0.001417 67 640: 6%|▋ | 10/160 [00:24<09:40, 3.87s/it] 9/299 4.14G 0.04613 0.02512 0.001358 84 640: 6%|▋ | 10/160 [00:25<09:40, 3.87s/it] 9/299 4.14G 0.04613 0.02512 0.001358 84 640: 7%|▋ | 11/160 [00:25<06:51, 2.76s/it] 9/299 4.14G 0.0462 0.02488 0.001376 62 640: 7%|▋ | 11/160 [00:25<06:51, 2.76s/it] 9/299 4.14G 0.0462 0.02488 0.001376 62 640: 8%|▊ | 12/160 [00:25<04:54, 1.99s/it] 9/299 4.14G 0.0461 0.02447 0.001443 65 640: 8%|▊ | 12/160 [00:25<04:54, 1.99s/it] 9/299 4.14G 0.0461 0.02447 0.001443 65 640: 8%|▊ | 13/160 [00:25<03:33, 1.45s/it] 9/299 4.14G 0.04635 0.02483 0.001404 71 640: 8%|▊ | 13/160 [00:25<03:33, 1.45s/it] 9/299 4.14G 0.04635 0.02483 0.001404 71 640: 9%|▉ | 14/160 [00:25<02:37, 1.08s/it] 9/299 4.14G 0.0462 0.02423 0.001349 45 640: 9%|▉ | 14/160 [00:25<02:37, 1.08s/it] 9/299 4.14G 0.0462 0.02423 0.001349 45 640: 9%|▉ | 15/160 [00:25<02:00, 1.21it/s] 9/299 4.14G 0.04602 0.02438 0.001367 82 640: 9%|▉ | 15/160 [00:26<02:00, 1.21it/s] 9/299 4.14G 0.04602 0.02438 0.001367 82 640: 10%|█ | 16/160 [00:26<01:34, 1.52it/s] 9/299 4.14G 0.04581 0.02448 0.001455 71 640: 10%|█ | 16/160 [00:28<01:34, 1.52it/s] 9/299 4.14G 0.045
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s]
all 340 823 0.526 0.46 0.474 0.21
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 10/299 4.14G 0.05109 0.02536 0.001524 63 640: 0%| | 0/160 [00:00<?, ?it/s] 10/299 4.14G 0.05109 0.02536 0.001524 63 640: 1%| | 1/160 [00:00<02:18, 1.15it/s] 10/299 4.14G 0.0488 0.02567 0.001105 85 640: 1%| | 1/160 [00:15<02:18, 1.15it/s] 10/299 4.14G 0.0488 0.02567 0.001105 85 640: 1%|▏ | 2/160 [00:15<22:56, 8.71s/it] 10/299 4.14G 0.04868 0.02692 0.004175 77 640: 1%|▏ | 2/160 [00:15<22:56, 8.71s/it] 10/299 4.14G 0.04868 0.02692 0.004175 77 640: 2%|▏ | 3/160 [00:15<12:41, 4.85s/it] 10/299 4.14G 0.0489 0.0277 0.003299 89 640: 2%|▏ | 3/160 [00:15<12:41, 4.85s/it] 10/299 4.14G 0.0489 0.0277 0.003299 89 640: 2%|▎ | 4/160 [00:15<07:51, 3.02s/it] 10/299 4.14G 0.04799 0.02728 0.002868 62 640: 2%|▎ | 4/160 [00:15<07:51, 3.02s/it] 10/299 4.14G 0.04799 0.02728 0.002868 62 640: 3%|▎ | 5/160 [00:15<05:11, 2.01s/it] 10/299 4.14G 0.04719 0.02646 0.002584 56 640: 3%|▎ | 5/160 [00:15<05:11, 2.01s/it] 10/299 4.14G 0.04719 0.02646 0.002584 56 640: 4%|▍ | 6/160 [00:15<03:35, 1.40s/it] 10/299 4.14G 0.04737 0.02607 0.002307 74 640: 4%|▍ | 6/160 [00:16<03:35, 1.40s/it] 10/299 4.14G 0.04737 0.02607 0.002307 74 640: 4%|▍ | 7/160 [00:16<02:36, 1.02s/it] 10/299 4.14G 0.0469 0.02548 0.002141 51 640: 4%|▍ | 7/160 [00:16<02:36, 1.02s/it] 10/299 4.14G 0.0469 0.02548 0.002141 51 640: 5%|▌ | 8/160 [00:16<01:56, 1.30it/s] 10/299 4.14G 0.04662 0.02585 0.002024 74 640: 5%|▌ | 8/160 [00:18<01:56, 1.30it/s] 10/299 4.14G 0.04662 0.02585 0.002024 74 640: 6%|▌ | 9/160 [00:18<03:06, 1.23s/it] 10/299 4.14G 0.04646 0.02596 0.00188 89 640: 6%|▌ | 9/160 [00:29<03:06, 1.23s/it] 10/299 4.14G 0.04646 0.02596 0.00188 89 640: 6%|▋ | 10/160 [00:29<10:48, 4.32s/it] 10/299 4.14G 0.04652 0.02543 0.001771 57 640: 6%|▋ | 10/160 [00:30<10:48, 4.32s/it] 10/299 4.14G 0.04652 0.02543 0.001771 57 640: 7%|▋ | 11/160 [00:30<07:38, 3.08s/it] 10/299 4.14G 0.04642 0.02563 0.001814 79 640: 7%|▋ | 11/160 [00:30<07:38, 3.08s/it] 10/299 4.14G 0.04642 0.02563 0.001814 79 640: 8%|▊ | 12/160 [00:30<05:26, 2.21s/it] 10/299 4.14G 0.04656 0.02553 0.001818 59 640: 8%|▊ | 12/160 [00:30<05:26, 2.21s/it] 10/299 4.14G 0.04656 0.02553 0.001818 59 640: 8%|▊ | 13/160 [00:30<03:55, 1.60s/it] 10/299 4.14G 0.0465 0.02523 0.002012 56 640: 8%|▊ | 13/160 [00:30<03:55, 1.60s/it] 10/299 4.14G 0.0465 0.02523 0.002012 56 640: 9%|▉ | 14/160 [00:30<02:52, 1.18s/it] 10/299 4.14G 0.04637 0.02516 0.001959 81 640: 9%|▉ | 14/160 [00:31<02:52, 1.18s/it] 10/299 4.14G 0.04637 0.02516 0.001959 81 640: 9%|▉ | 15/160 [00:31<02:10, 1.11it/s] 10/299 4.14G 0.04611 0.02477 0.001874 58 640: 9%|▉ | 15/160 [00:31<02:10, 1.11it/s] 10/299 4.14G 0.04611 0.02477 0.001874 58 640: 10%|█ | 16/160 [00:31<01:40, 1.44it/s] 10/299 4.14G 0.04623 0.02493 0.001823 85 640: 10%|█ | 16/160 [00:31<01:40, 1.44it/s] 10/299 4.14G 0.046
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.533 0.487 0.477 0.221
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 11/299 4.14G 0.04143 0.02194 0.0005111 54 640: 0%| | 0/160 [00:00<?, ?it/s] 11/299 4.14G 0.04143 0.02194 0.0005111 54 640: 1%| | 1/160 [00:00<00:55, 2.86it/s] 11/299 4.14G 0.04426 0.02614 0.001757 78 640: 1%| | 1/160 [00:16<00:55, 2.86it/s] 11/299 4.14G 0.04426 0.02614 0.001757 78 640: 1%|▏ | 2/160 [00:16<25:13, 9.58s/it] 11/299 4.14G 0.04381 0.02432 0.002811 53 640: 1%|▏ | 2/160 [00:16<25:13, 9.58s/it] 11/299 4.14G 0.04381 0.02432 0.002811 53 640: 2%|▏ | 3/160 [00:16<13:55, 5.32s/it] 11/299 4.14G 0.04395 0.02553 0.002287 74 640: 2%|▏ | 3/160 [00:16<13:55, 5.32s/it] 11/299 4.14G 0.04395 0.02553 0.002287 74 640: 2%|▎ | 4/160 [00:16<08:35, 3.31s/it] 11/299 4.14G 0.04409 0.02497 0.001967 61 640: 2%|▎ | 4/160 [00:17<08:35, 3.31s/it] 11/299 4.14G 0.04409 0.02497 0.001967 61 640: 3%|▎ | 5/160 [00:17<05:39, 2.19s/it] 11/299 4.14G 0.04384 0.02449 0.002176 62 640: 3%|▎ | 5/160 [00:17<05:39, 2.19s/it] 11/299 4.14G 0.04384 0.02449 0.002176 62 640: 4%|▍ | 6/160 [00:17<03:54, 1.52s/it] 11/299 4.14G 0.04399 0.0243 0.001984 71 640: 4%|▍ | 6/160 [00:17<03:54, 1.52s/it] 11/299 4.14G 0.04399 0.0243 0.001984 71 640: 4%|▍ | 7/160 [00:17<02:49, 1.11s/it] 11/299 4.14G 0.04402 0.02378 0.00181 57 640: 4%|▍ | 7/160 [00:17<02:49, 1.11s/it] 11/299 4.14G 0.04402 0.02378 0.00181 57 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 11/299 4.14G 0.04416 0.02334 0.001684 57 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 11/299 4.14G 0.04416 0.02334 0.001684 57 640: 6%|▌ | 9/160 [00:17<01:35, 1.58it/s] 11/299 4.14G 0.04418 0.02305 0.001843 46 640: 6%|▌ | 9/160 [00:31<01:35, 1.58it/s] 11/299 4.14G 0.04418 0.02305 0.001843 46 640: 6%|▋ | 10/160 [00:31<11:21, 4.54s/it] 11/299 4.14G 0.04477 0.02353 0.001763 76 640: 6%|▋ | 10/160 [00:31<11:21, 4.54s/it] 11/299 4.14G 0.04477 0.02353 0.001763 76 640: 7%|▋ | 11/160 [00:31<08:00, 3.22s/it] 11/299 4.14G 0.04437 0.02346 0.001683 66 640: 7%|▋ | 11/160 [00:31<08:00, 3.22s/it] 11/299 4.14G 0.04437 0.02346 0.001683 66 640: 8%|▊ | 12/160 [00:31<05:41, 2.31s/it] 11/299 4.14G 0.04414 0.02326 0.00162 61 640: 8%|▊ | 12/160 [00:31<05:41, 2.31s/it] 11/299 4.14G 0.04414 0.02326 0.00162 61 640: 8%|▊ | 13/160 [00:31<04:05, 1.67s/it] 11/299 4.14G 0.04394 0.02331 0.001541 56 640: 8%|▊ | 13/160 [00:32<04:05, 1.67s/it] 11/299 4.14G 0.04394 0.02331 0.001541 56 640: 9%|▉ | 14/160 [00:32<02:59, 1.23s/it] 11/299 4.14G 0.04388 0.02371 0.001574 81 640: 9%|▉ | 14/160 [00:32<02:59, 1.23s/it] 11/299 4.14G 0.04388 0.02371 0.001574 81 640: 9%|▉ | 15/160 [00:32<02:14, 1.07it/s] 11/299 4.14G 0.04379 0.02368 0.001546 63 640: 9%|▉ | 15/160 [00:32<02:14, 1.07it/s] 11/299 4.14G 0.04379 0.02368 0.001546 63 640: 10%|█ | 16/160 [00:32<01:42, 1.40it/s] 11/299 4.14G 0.04414 0.02369 0.001503 68 640: 10%|█ | 16/160 [00:32<01:42, 1.40it/s] 11/299 4.14G 0.044
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.554 0.477 0.511 0.239
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 12/299 4.14G 0.03966 0.019 0.0006392 49 640: 0%| | 0/160 [00:00<?, ?it/s] 12/299 4.14G 0.03966 0.019 0.0006392 49 640: 1%| | 1/160 [00:00<00:52, 3.00it/s] 12/299 4.14G 0.0414 0.02026 0.0005358 54 640: 1%| | 1/160 [00:13<00:52, 3.00it/s] 12/299 4.14G 0.0414 0.02026 0.0005358 54 640: 1%|▏ | 2/160 [00:13<20:30, 7.79s/it] 12/299 4.14G 0.04142 0.01988 0.0005378 54 640: 1%|▏ | 2/160 [00:13<20:30, 7.79s/it] 12/299 4.14G 0.04142 0.01988 0.0005378 54 640: 2%|▏ | 3/160 [00:13<11:22, 4.35s/it] 12/299 4.14G 0.04224 0.01898 0.0005786 44 640: 2%|▏ | 3/160 [00:13<11:22, 4.35s/it] 12/299 4.14G 0.04224 0.01898 0.0005786 44 640: 2%|▎ | 4/160 [00:13<07:03, 2.72s/it] 12/299 4.14G 0.04283 0.01992 0.0006445 63 640: 2%|▎ | 4/160 [00:14<07:03, 2.72s/it] 12/299 4.14G 0.04283 0.01992 0.0006445 63 640: 3%|▎ | 5/160 [00:14<04:41, 1.82s/it] 12/299 4.14G 0.0428 0.02029 0.0006714 59 640: 3%|▎ | 5/160 [00:14<04:41, 1.82s/it] 12/299 4.14G 0.0428 0.02029 0.0006714 59 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 12/299 4.14G 0.04263 0.02084 0.0007879 69 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 12/299 4.14G 0.04263 0.02084 0.0007879 69 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 12/299 4.14G 0.04287 0.02047 0.0008314 48 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 12/299 4.14G 0.04287 0.02047 0.0008314 48 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 12/299 4.14G 0.04369 0.02102 0.0009342 71 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 12/299 4.14G 0.04369 0.02102 0.0009342 71 640: 6%|▌ | 9/160 [00:14<01:23, 1.80it/s] 12/299 4.14G 0.04357 0.02194 0.0009403 93 640: 6%|▌ | 9/160 [00:29<01:23, 1.80it/s] 12/299 4.14G 0.04357 0.02194 0.0009403 93 640: 6%|▋ | 10/160 [00:29<12:02, 4.82s/it] 12/299 4.14G 0.0429 0.02141 0.0009162 42 640: 6%|▋ | 10/160 [00:29<12:02, 4.82s/it] 12/299 4.14G 0.0429 0.02141 0.0009162 42 640: 7%|▋ | 11/160 [00:29<08:29, 3.42s/it] 12/299 4.14G 0.04283 0.02225 0.0008982 80 640: 7%|▋ | 11/160 [00:29<08:29, 3.42s/it] 12/299 4.14G 0.04283 0.02225 0.0008982 80 640: 8%|▊ | 12/160 [00:29<06:01, 2.44s/it] 12/299 4.14G 0.04286 0.02221 0.0009179 77 640: 8%|▊ | 12/160 [00:29<06:01, 2.44s/it] 12/299 4.14G 0.04286 0.02221 0.0009179 77 640: 8%|▊ | 13/160 [00:29<04:19, 1.77s/it] 12/299 4.14G 0.04287 0.02204 0.0009563 50 640: 8%|▊ | 13/160 [00:30<04:19, 1.77s/it] 12/299 4.14G 0.04287 0.02204 0.0009563 50 640: 9%|▉ | 14/160 [00:30<03:09, 1.30s/it] 12/299 4.14G 0.04323 0.02212 0.0009327 61 640: 9%|▉ | 14/160 [00:30<03:09, 1.30s/it] 12/299 4.14G 0.04323 0.02212 0.0009327 61 640: 9%|▉ | 15/160 [00:30<02:22, 1.02it/s] 12/299 4.14G 0.04331 0.02207 0.000945 72 640: 9%|▉ | 15/160 [00:30<02:22, 1.02it/s] 12/299 4.14G 0.04331 0.02207 0.000945 72 640: 10%|█ | 16/160 [00:30<01:47, 1.34it/s] 12/299 4.14G 0.04317 0.02189 0.001349 47 640: 10%|█ | 16/160 [00:30<01:47, 1.34it/s] 12/299 4.14G 0.043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.543 0.469 0.492 0.23
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 13/299 4.14G 0.0445 0.02742 0.0008088 84 640: 0%| | 0/160 [00:00<?, ?it/s] 13/299 4.14G 0.0445 0.02742 0.0008088 84 640: 1%| | 1/160 [00:00<00:51, 3.09it/s] 13/299 4.14G 0.04406 0.02728 0.0008187 78 640: 1%| | 1/160 [00:13<00:51, 3.09it/s] 13/299 4.14G 0.04406 0.02728 0.0008187 78 640: 1%|▏ | 2/160 [00:13<21:11, 8.05s/it] 13/299 4.14G 0.04448 0.02751 0.0008975 87 640: 1%|▏ | 2/160 [00:14<21:11, 8.05s/it] 13/299 4.14G 0.04448 0.02751 0.0008975 87 640: 2%|▏ | 3/160 [00:14<11:44, 4.49s/it] 13/299 4.14G 0.04351 0.02707 0.0008486 77 640: 2%|▏ | 3/160 [00:14<11:44, 4.49s/it] 13/299 4.14G 0.04351 0.02707 0.0008486 77 640: 2%|▎ | 4/160 [00:14<07:16, 2.80s/it] 13/299 4.14G 0.04349 0.02616 0.0009543 57 640: 2%|▎ | 4/160 [00:14<07:16, 2.80s/it] 13/299 4.14G 0.04349 0.02616 0.0009543 57 640: 3%|▎ | 5/160 [00:14<04:49, 1.87s/it] 13/299 4.14G 0.04323 0.02519 0.0008825 55 640: 3%|▎ | 5/160 [00:14<04:49, 1.87s/it] 13/299 4.14G 0.04323 0.02519 0.0008825 55 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 13/299 4.14G 0.04354 0.02476 0.0008423 53 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 13/299 4.14G 0.04354 0.02476 0.0008423 53 640: 4%|▍ | 7/160 [00:14<02:26, 1.04it/s] 13/299 4.14G 0.04347 0.02443 0.00104 66 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 13/299 4.14G 0.04347 0.02443 0.00104 66 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 13/299 4.14G 0.04323 0.02403 0.001262 68 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 13/299 4.14G 0.04323 0.02403 0.001262 68 640: 6%|▌ | 9/160 [00:15<01:24, 1.78it/s] 13/299 4.14G 0.0434 0.02455 0.001203 85 640: 6%|▌ | 9/160 [00:29<01:24, 1.78it/s] 13/299 4.14G 0.0434 0.02455 0.001203 85 640: 6%|▋ | 10/160 [00:29<11:33, 4.62s/it] 13/299 4.14G 0.04374 0.02431 0.001206 66 640: 6%|▋ | 10/160 [00:29<11:33, 4.62s/it] 13/299 4.14G 0.04374 0.02431 0.001206 66 640: 7%|▋ | 11/160 [00:29<08:08, 3.28s/it] 13/299 4.14G 0.04388 0.02434 0.001159 62 640: 7%|▋ | 11/160 [00:29<08:08, 3.28s/it] 13/299 4.14G 0.04388 0.02434 0.001159 62 640: 8%|▊ | 12/160 [00:29<05:47, 2.35s/it] 13/299 4.14G 0.04372 0.02443 0.001195 66 640: 8%|▊ | 12/160 [00:29<05:47, 2.35s/it] 13/299 4.14G 0.04372 0.02443 0.001195 66 640: 8%|▊ | 13/160 [00:29<04:09, 1.70s/it] 13/299 4.14G 0.04333 0.02411 0.001176 54 640: 8%|▊ | 13/160 [00:29<04:09, 1.70s/it] 13/299 4.14G 0.04333 0.02411 0.001176 54 640: 9%|▉ | 14/160 [00:29<03:02, 1.25s/it] 13/299 4.14G 0.04297 0.02409 0.001198 67 640: 9%|▉ | 14/160 [00:30<03:02, 1.25s/it] 13/299 4.14G 0.04297 0.02409 0.001198 67 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 13/299 4.14G 0.04326 0.02452 0.001262 84 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 13/299 4.14G 0.04326 0.02452 0.001262 84 640: 10%|█ | 16/160 [00:30<01:44, 1.37it/s] 13/299 4.14G 0.04323 0.02447 0.001229 65 640: 10%|█ | 16/160 [00:30<01:44, 1.37it/s] 13/299 4.14G 0.043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.552 0.486 0.504 0.229
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 14/299 4.14G 0.04795 0.02353 0.0006406 50 640: 0%| | 0/160 [00:00<?, ?it/s] 14/299 4.14G 0.04795 0.02353 0.0006406 50 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 14/299 4.14G 0.04578 0.0223 0.001546 75 640: 1%| | 1/160 [00:15<00:53, 2.98it/s] 14/299 4.14G 0.04578 0.0223 0.001546 75 640: 1%|▏ | 2/160 [00:15<23:20, 8.86s/it] 14/299 4.14G 0.04638 0.02294 0.001226 56 640: 1%|▏ | 2/160 [00:15<23:20, 8.86s/it] 14/299 4.14G 0.04638 0.02294 0.001226 56 640: 2%|▏ | 3/160 [00:15<12:54, 4.93s/it] 14/299 4.14G 0.04572 0.02363 0.00116 75 640: 2%|▏ | 3/160 [00:15<12:54, 4.93s/it] 14/299 4.14G 0.04572 0.02363 0.00116 75 640: 2%|▎ | 4/160 [00:15<08:01, 3.09s/it] 14/299 4.14G 0.04615 0.02465 0.001275 71 640: 2%|▎ | 4/160 [00:15<08:01, 3.09s/it] 14/299 4.14G 0.04615 0.02465 0.001275 71 640: 3%|▎ | 5/160 [00:15<05:17, 2.05s/it] 14/299 4.14G 0.04598 0.02386 0.00121 52 640: 3%|▎ | 5/160 [00:16<05:17, 2.05s/it] 14/299 4.14G 0.04598 0.02386 0.00121 52 640: 4%|▍ | 6/160 [00:16<03:39, 1.43s/it] 14/299 4.14G 0.04552 0.0235 0.001599 68 640: 4%|▍ | 6/160 [00:16<03:39, 1.43s/it] 14/299 4.14G 0.04552 0.0235 0.001599 68 640: 4%|▍ | 7/160 [00:16<02:39, 1.04s/it] 14/299 4.14G 0.04483 0.02319 0.001968 70 640: 4%|▍ | 7/160 [00:16<02:39, 1.04s/it] 14/299 4.14G 0.04483 0.02319 0.001968 70 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 14/299 4.14G 0.04519 0.02348 0.001858 89 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 14/299 4.14G 0.04519 0.02348 0.001858 89 640: 6%|▌ | 9/160 [00:16<01:31, 1.66it/s] 14/299 4.14G 0.04528 0.02377 0.001746 71 640: 6%|▌ | 9/160 [00:30<01:31, 1.66it/s] 14/299 4.14G 0.04528 0.02377 0.001746 71 640: 6%|▋ | 10/160 [00:30<11:35, 4.63s/it] 14/299 4.14G 0.04488 0.02409 0.001795 94 640: 6%|▋ | 10/160 [00:30<11:35, 4.63s/it] 14/299 4.14G 0.04488 0.02409 0.001795 94 640: 7%|▋ | 11/160 [00:30<08:10, 3.29s/it] 14/299 4.14G 0.04497 0.02381 0.001906 49 640: 7%|▋ | 11/160 [00:30<08:10, 3.29s/it] 14/299 4.14G 0.04497 0.02381 0.001906 49 640: 8%|▊ | 12/160 [00:30<05:48, 2.35s/it] 14/299 4.14G 0.04473 0.02361 0.001818 64 640: 8%|▊ | 12/160 [00:31<05:48, 2.35s/it] 14/299 4.14G 0.04473 0.02361 0.001818 64 640: 8%|▊ | 13/160 [00:31<04:10, 1.70s/it] 14/299 4.14G 0.04453 0.02365 0.001732 55 640: 8%|▊ | 13/160 [00:31<04:10, 1.70s/it] 14/299 4.14G 0.04453 0.02365 0.001732 55 640: 9%|▉ | 14/160 [00:31<03:03, 1.25s/it] 14/299 4.14G 0.04452 0.02345 0.001747 63 640: 9%|▉ | 14/160 [00:31<03:03, 1.25s/it] 14/299 4.14G 0.04452 0.02345 0.001747 63 640: 9%|▉ | 15/160 [00:31<02:18, 1.05it/s] 14/299 4.14G 0.04451 0.02346 0.001678 72 640: 9%|▉ | 15/160 [00:31<02:18, 1.05it/s] 14/299 4.14G 0.04451 0.02346 0.001678 72 640: 10%|█ | 16/160 [00:31<01:45, 1.37it/s] 14/299 4.14G 0.04417 0.02319 0.001613 53 640: 10%|█ | 16/160 [00:32<01:45, 1.37it/s] 14/299 4.14G 0.044
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s]
all 340 823 0.515 0.483 0.484 0.223
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 15/299 4.14G 0.05609 0.01957 0.003356 50 640: 0%| | 0/160 [00:00<?, ?it/s] 15/299 4.14G 0.05609 0.01957 0.003356 50 640: 1%| | 1/160 [00:00<00:40, 3.97it/s] 15/299 4.14G 0.04771 0.01902 0.003277 60 640: 1%| | 1/160 [00:12<00:40, 3.97it/s] 15/299 4.14G 0.04771 0.01902 0.003277 60 640: 1%|▏ | 2/160 [00:12<19:57, 7.58s/it] 15/299 4.14G 0.04574 0.01903 0.002391 39 640: 1%|▏ | 2/160 [00:13<19:57, 7.58s/it] 15/299 4.14G 0.04574 0.01903 0.002391 39 640: 2%|▏ | 3/160 [00:13<11:04, 4.23s/it] 15/299 4.14G 0.04491 0.02021 0.002135 62 640: 2%|▏ | 3/160 [00:13<11:04, 4.23s/it] 15/299 4.14G 0.04491 0.02021 0.002135 62 640: 2%|▎ | 4/160 [00:13<06:52, 2.65s/it] 15/299 4.14G 0.04326 0.02138 0.002269 80 640: 2%|▎ | 4/160 [00:13<06:52, 2.65s/it] 15/299 4.14G 0.04326 0.02138 0.002269 80 640: 3%|▎ | 5/160 [00:13<04:34, 1.77s/it] 15/299 4.14G 0.04217 0.02217 0.002004 78 640: 3%|▎ | 5/160 [00:13<04:34, 1.77s/it] 15/299 4.14G 0.04217 0.02217 0.002004 78 640: 4%|▍ | 6/160 [00:13<03:11, 1.24s/it] 15/299 4.14G 0.0421 0.0221 0.001885 48 640: 4%|▍ | 6/160 [00:14<03:11, 1.24s/it] 15/299 4.14G 0.0421 0.0221 0.001885 48 640: 4%|▍ | 7/160 [00:14<02:20, 1.09it/s] 15/299 4.14G 0.04224 0.02358 0.001733 105 640: 4%|▍ | 7/160 [00:14<02:20, 1.09it/s] 15/299 4.14G 0.04224 0.02358 0.001733 105 640: 5%|▌ | 8/160 [00:14<01:45, 1.44it/s] 15/299 4.14G 0.04282 0.02387 0.00169 83 640: 5%|▌ | 8/160 [00:14<01:45, 1.44it/s] 15/299 4.14G 0.04282 0.02387 0.00169 83 640: 6%|▌ | 9/160 [00:14<01:24, 1.79it/s] 15/299 4.14G 0.04264 0.02368 0.001567 63 640: 6%|▌ | 9/160 [00:26<01:24, 1.79it/s] 15/299 4.14G 0.04264 0.02368 0.001567 63 640: 6%|▋ | 10/160 [00:26<10:26, 4.18s/it] 15/299 4.14G 0.04243 0.02364 0.001504 80 640: 6%|▋ | 10/160 [00:27<10:26, 4.18s/it] 15/299 4.14G 0.04243 0.02364 0.001504 80 640: 7%|▋ | 11/160 [00:27<07:23, 2.98s/it] 15/299 4.14G 0.04224 0.02347 0.001418 67 640: 7%|▋ | 11/160 [00:27<07:23, 2.98s/it] 15/299 4.14G 0.04224 0.02347 0.001418 67 640: 8%|▊ | 12/160 [00:27<05:16, 2.14s/it] 15/299 4.14G 0.0423 0.02323 0.001348 56 640: 8%|▊ | 12/160 [00:27<05:16, 2.14s/it] 15/299 4.14G 0.0423 0.02323 0.001348 56 640: 8%|▊ | 13/160 [00:27<03:48, 1.55s/it] 15/299 4.14G 0.04234 0.02344 0.001293 91 640: 8%|▊ | 13/160 [00:27<03:48, 1.55s/it] 15/299 4.14G 0.04234 0.02344 0.001293 91 640: 9%|▉ | 14/160 [00:27<02:47, 1.15s/it] 15/299 4.14G 0.04256 0.02314 0.001248 51 640: 9%|▉ | 14/160 [00:28<02:47, 1.15s/it] 15/299 4.14G 0.04256 0.02314 0.001248 51 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 15/299 4.14G 0.04266 0.02285 0.001199 64 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 15/299 4.14G 0.04266 0.02285 0.001199 64 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 15/299 4.14G 0.04264 0.02325 0.001224 96 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 15/299 4.14G 0.042
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.88it/s]
all 340 823 0.518 0.528 0.505 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 16/299 4.14G 0.0484 0.02699 0.0004391 78 640: 0%| | 0/160 [00:00<?, ?it/s] 16/299 4.14G 0.0484 0.02699 0.0004391 78 640: 1%| | 1/160 [00:00<00:55, 2.85it/s] 16/299 4.14G 0.04814 0.02577 0.0004259 77 640: 1%| | 1/160 [00:15<00:55, 2.85it/s] 16/299 4.14G 0.04814 0.02577 0.0004259 77 640: 1%|▏ | 2/160 [00:15<23:47, 9.04s/it] 16/299 4.14G 0.04734 0.02446 0.000482 84 640: 1%|▏ | 2/160 [00:15<23:47, 9.04s/it] 16/299 4.14G 0.04734 0.02446 0.000482 84 640: 2%|▏ | 3/160 [00:15<13:09, 5.03s/it] 16/299 4.14G 0.04465 0.02356 0.0005251 69 640: 2%|▏ | 3/160 [00:15<13:09, 5.03s/it] 16/299 4.14G 0.04465 0.02356 0.0005251 69 640: 2%|▎ | 4/160 [00:15<08:07, 3.13s/it] 16/299 4.14G 0.04348 0.02324 0.0005022 49 640: 2%|▎ | 4/160 [00:16<08:07, 3.13s/it] 16/299 4.14G 0.04348 0.02324 0.0005022 49 640: 3%|▎ | 5/160 [00:16<05:21, 2.08s/it] 16/299 4.14G 0.04383 0.0221 0.0006223 40 640: 3%|▎ | 5/160 [00:16<05:21, 2.08s/it] 16/299 4.14G 0.04383 0.0221 0.0006223 40 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 16/299 4.14G 0.04392 0.02205 0.0005998 51 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 16/299 4.14G 0.04392 0.02205 0.0005998 51 640: 4%|▍ | 7/160 [00:16<02:41, 1.06s/it] 16/299 4.14G 0.04377 0.02239 0.0005906 75 640: 4%|▍ | 7/160 [00:16<02:41, 1.06s/it] 16/299 4.14G 0.04377 0.02239 0.0005906 75 640: 5%|▌ | 8/160 [00:16<01:59, 1.27it/s] 16/299 4.14G 0.04398 0.02267 0.000623 71 640: 5%|▌ | 8/160 [00:17<01:59, 1.27it/s] 16/299 4.14G 0.04398 0.02267 0.000623 71 640: 6%|▌ | 9/160 [00:17<01:31, 1.64it/s] 16/299 4.14G 0.04384 0.02228 0.0006312 54 640: 6%|▌ | 9/160 [00:30<01:31, 1.64it/s] 16/299 4.14G 0.04384 0.02228 0.0006312 54 640: 6%|▋ | 10/160 [00:30<11:33, 4.62s/it] 16/299 4.14G 0.04323 0.02224 0.0006542 56 640: 6%|▋ | 10/160 [00:30<11:33, 4.62s/it] 16/299 4.14G 0.04323 0.02224 0.0006542 56 640: 7%|▋ | 11/160 [00:30<08:09, 3.29s/it] 16/299 4.14G 0.04333 0.02202 0.0006379 62 640: 7%|▋ | 11/160 [00:31<08:09, 3.29s/it] 16/299 4.14G 0.04333 0.02202 0.0006379 62 640: 8%|▊ | 12/160 [00:31<05:48, 2.35s/it] 16/299 4.14G 0.04283 0.02224 0.0006213 80 640: 8%|▊ | 12/160 [00:31<05:48, 2.35s/it] 16/299 4.14G 0.04283 0.02224 0.0006213 80 640: 8%|▊ | 13/160 [00:31<04:10, 1.70s/it] 16/299 4.14G 0.04295 0.02216 0.000622 64 640: 8%|▊ | 13/160 [00:31<04:10, 1.70s/it] 16/299 4.14G 0.04295 0.02216 0.000622 64 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 16/299 4.14G 0.0427 0.02192 0.0006331 55 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 16/299 4.14G 0.0427 0.02192 0.0006331 55 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 16/299 4.14G 0.0426 0.0221 0.0006544 65 640: 9%|▉ | 15/160 [00:32<02:17, 1.06it/s] 16/299 4.14G 0.0426 0.0221 0.0006544 65 640: 10%|█ | 16/160 [00:32<01:44, 1.38it/s] 16/299 4.14G 0.04258 0.02226 0.0006541 75 640: 10%|█ | 16/160 [00:32<01:44, 1.38it/s] 16/299 4.14G 0.042
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 823 0.577 0.574 0.571 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 17/299 4.14G 0.04643 0.02424 0.00044 73 640: 0%| | 0/160 [00:00<?, ?it/s] 17/299 4.14G 0.04643 0.02424 0.00044 73 640: 1%| | 1/160 [00:00<00:52, 3.04it/s] 17/299 4.14G 0.04306 0.02171 0.0004176 56 640: 1%| | 1/160 [00:11<00:52, 3.04it/s] 17/299 4.14G 0.04306 0.02171 0.0004176 56 640: 1%|▏ | 2/160 [00:11<18:22, 6.98s/it] 17/299 4.14G 0.04384 0.02398 0.001042 86 640: 1%|▏ | 2/160 [00:12<18:22, 6.98s/it] 17/299 4.14G 0.04384 0.02398 0.001042 86 640: 2%|▏ | 3/160 [00:12<10:13, 3.91s/it] 17/299 4.14G 0.04152 0.02274 0.0009335 58 640: 2%|▏ | 3/160 [00:12<10:13, 3.91s/it] 17/299 4.14G 0.04152 0.02274 0.0009335 58 640: 2%|▎ | 4/160 [00:12<06:22, 2.45s/it] 17/299 4.14G 0.04071 0.02183 0.001098 72 640: 2%|▎ | 4/160 [00:12<06:22, 2.45s/it] 17/299 4.14G 0.04071 0.02183 0.001098 72 640: 3%|▎ | 5/160 [00:12<04:14, 1.64s/it] 17/299 4.14G 0.04049 0.02214 0.001051 69 640: 3%|▎ | 5/160 [00:12<04:14, 1.64s/it] 17/299 4.14G 0.04049 0.02214 0.001051 69 640: 4%|▍ | 6/160 [00:12<02:58, 1.16s/it] 17/299 4.14G 0.04015 0.02159 0.000992 54 640: 4%|▍ | 6/160 [00:13<02:58, 1.16s/it] 17/299 4.14G 0.04015 0.02159 0.000992 54 640: 4%|▍ | 7/160 [00:13<02:11, 1.16it/s] 17/299 4.14G 0.04042 0.02144 0.0009311 51 640: 4%|▍ | 7/160 [00:13<02:11, 1.16it/s] 17/299 4.14G 0.04042 0.02144 0.0009311 51 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 17/299 4.14G 0.04092 0.02141 0.0009599 58 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 17/299 4.14G 0.04092 0.02141 0.0009599 58 640: 6%|▌ | 9/160 [00:13<01:18, 1.93it/s] 17/299 4.14G 0.04142 0.02146 0.0009181 70 640: 6%|▌ | 9/160 [00:25<01:18, 1.93it/s] 17/299 4.14G 0.04142 0.02146 0.0009181 70 640: 6%|▋ | 10/160 [00:25<10:18, 4.12s/it] 17/299 4.14G 0.04185 0.0218 0.0008936 73 640: 6%|▋ | 10/160 [00:25<10:18, 4.12s/it] 17/299 4.14G 0.04185 0.0218 0.0008936 73 640: 7%|▋ | 11/160 [00:25<07:17, 2.94s/it] 17/299 4.14G 0.04159 0.02221 0.0009255 77 640: 7%|▋ | 11/160 [00:26<07:17, 2.94s/it] 17/299 4.14G 0.04159 0.02221 0.0009255 77 640: 8%|▊ | 12/160 [00:26<05:12, 2.11s/it] 17/299 4.14G 0.04103 0.02155 0.0008985 34 640: 8%|▊ | 12/160 [00:26<05:12, 2.11s/it] 17/299 4.14G 0.04103 0.02155 0.0008985 34 640: 8%|▊ | 13/160 [00:26<03:45, 1.54s/it] 17/299 4.14G 0.04122 0.02148 0.0009204 55 640: 8%|▊ | 13/160 [00:26<03:45, 1.54s/it] 17/299 4.14G 0.04122 0.02148 0.0009204 55 640: 9%|▉ | 14/160 [00:26<02:45, 1.14s/it] 17/299 4.14G 0.04088 0.0214 0.0008856 63 640: 9%|▉ | 14/160 [00:26<02:45, 1.14s/it] 17/299 4.14G 0.04088 0.0214 0.0008856 63 640: 9%|▉ | 15/160 [00:26<02:07, 1.13it/s] 17/299 4.14G 0.0408 0.02117 0.0008826 48 640: 9%|▉ | 15/160 [00:27<02:07, 1.13it/s] 17/299 4.14G 0.0408 0.02117 0.0008826 48 640: 10%|█ | 16/160 [00:27<01:38, 1.47it/s] 17/299 4.14G 0.04048 0.02089 0.001142 37 640: 10%|█ | 16/160 [00:27<01:38, 1.47it/s] 17/299 4.14G 0.040
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.16it/s]
all 340 823 0.573 0.498 0.536 0.253
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 18/299 4.14G 0.0425 0.01814 0.001084 57 640: 0%| | 0/160 [00:00<?, ?it/s] 18/299 4.14G 0.0425 0.01814 0.001084 57 640: 1%| | 1/160 [00:00<00:40, 3.94it/s] 18/299 4.14G 0.04425 0.02051 0.0009469 65 640: 1%| | 1/160 [00:11<00:40, 3.94it/s] 18/299 4.14G 0.04425 0.02051 0.0009469 65 640: 1%|▏ | 2/160 [00:11<18:25, 6.99s/it] 18/299 4.14G 0.0428 0.01975 0.0007997 55 640: 1%|▏ | 2/160 [00:12<18:25, 6.99s/it] 18/299 4.14G 0.0428 0.01975 0.0007997 55 640: 2%|▏ | 3/160 [00:12<10:15, 3.92s/it] 18/299 4.14G 0.04239 0.0209 0.001389 91 640: 2%|▏ | 3/160 [00:12<10:15, 3.92s/it] 18/299 4.14G 0.04239 0.0209 0.001389 91 640: 2%|▎ | 4/160 [00:12<06:23, 2.46s/it] 18/299 4.14G 0.04247 0.02106 0.001266 69 640: 2%|▎ | 4/160 [00:12<06:23, 2.46s/it] 18/299 4.14G 0.04247 0.02106 0.001266 69 640: 3%|▎ | 5/160 [00:12<04:15, 1.65s/it] 18/299 4.14G 0.04343 0.0212 0.001282 64 640: 3%|▎ | 5/160 [00:12<04:15, 1.65s/it] 18/299 4.14G 0.04343 0.0212 0.001282 64 640: 4%|▍ | 6/160 [00:12<02:58, 1.16s/it] 18/299 4.14G 0.04334 0.02193 0.001285 81 640: 4%|▍ | 6/160 [00:13<02:58, 1.16s/it] 18/299 4.14G 0.04334 0.02193 0.001285 81 640: 4%|▍ | 7/160 [00:13<02:12, 1.16it/s] 18/299 4.14G 0.04246 0.02176 0.001196 62 640: 4%|▍ | 7/160 [00:13<02:12, 1.16it/s] 18/299 4.14G 0.04246 0.02176 0.001196 62 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 18/299 4.14G 0.0419 0.02219 0.001275 75 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 18/299 4.14G 0.0419 0.02219 0.001275 75 640: 6%|▌ | 9/160 [00:13<01:18, 1.92it/s] 18/299 4.14G 0.04174 0.02219 0.001199 64 640: 6%|▌ | 9/160 [00:25<01:18, 1.92it/s] 18/299 4.14G 0.04174 0.02219 0.001199 64 640: 6%|▋ | 10/160 [00:25<10:14, 4.10s/it] 18/299 4.14G 0.0417 0.02223 0.001199 61 640: 6%|▋ | 10/160 [00:25<10:14, 4.10s/it] 18/299 4.14G 0.0417 0.02223 0.001199 61 640: 7%|▋ | 11/160 [00:25<07:14, 2.92s/it] 18/299 4.14G 0.04139 0.02228 0.001357 73 640: 7%|▋ | 11/160 [00:26<07:14, 2.92s/it] 18/299 4.14G 0.04139 0.02228 0.001357 73 640: 8%|▊ | 12/160 [00:26<05:10, 2.10s/it] 18/299 4.14G 0.04109 0.02238 0.001314 84 640: 8%|▊ | 12/160 [00:26<05:10, 2.10s/it] 18/299 4.14G 0.04109 0.02238 0.001314 84 640: 8%|▊ | 13/160 [00:26<03:44, 1.53s/it] 18/299 4.14G 0.041 0.02233 0.001425 76 640: 8%|▊ | 13/160 [00:26<03:44, 1.53s/it] 18/299 4.14G 0.041 0.02233 0.001425 76 640: 9%|▉ | 14/160 [00:26<02:44, 1.13s/it] 18/299 4.14G 0.04084 0.02219 0.001404 65 640: 9%|▉ | 14/160 [00:26<02:44, 1.13s/it] 18/299 4.14G 0.04084 0.02219 0.001404 65 640: 9%|▉ | 15/160 [00:26<02:05, 1.16it/s] 18/299 4.14G 0.04102 0.02217 0.001369 66 640: 9%|▉ | 15/160 [00:27<02:05, 1.16it/s] 18/299 4.14G 0.04102 0.02217 0.001369 66 640: 10%|█ | 16/160 [00:27<01:36, 1.49it/s] 18/299 4.14G 0.04128 0.022 0.001312 47 640: 10%|█ | 16/160 [00:27<01:36, 1.49it/s] 18/299 4.14G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 823 0.557 0.543 0.543 0.257
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 19/299 4.14G 0.0431 0.02625 0.0004707 80 640: 0%| | 0/160 [00:00<?, ?it/s] 19/299 4.14G 0.0431 0.02625 0.0004707 80 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 19/299 4.14G 0.04003 0.02161 0.0008514 47 640: 1%| | 1/160 [00:13<00:48, 3.26it/s] 19/299 4.14G 0.04003 0.02161 0.0008514 47 640: 1%|▏ | 2/160 [00:13<21:07, 8.02s/it] 19/299 4.14G 0.03983 0.02074 0.0007417 52 640: 1%|▏ | 2/160 [00:13<21:07, 8.02s/it] 19/299 4.14G 0.03983 0.02074 0.0007417 52 640: 2%|▏ | 3/160 [00:13<11:42, 4.47s/it] 19/299 4.14G 0.03961 0.02195 0.001007 84 640: 2%|▏ | 3/160 [00:14<11:42, 4.47s/it] 19/299 4.14G 0.03961 0.02195 0.001007 84 640: 2%|▎ | 4/160 [00:14<07:15, 2.79s/it] 19/299 4.14G 0.03933 0.02077 0.0008842 47 640: 2%|▎ | 4/160 [00:14<07:15, 2.79s/it] 19/299 4.14G 0.03933 0.02077 0.0008842 47 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 19/299 4.14G 0.04017 0.02106 0.0008987 54 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 19/299 4.14G 0.04017 0.02106 0.0008987 54 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 19/299 4.14G 0.04108 0.02112 0.0008691 60 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 19/299 4.14G 0.04108 0.02112 0.0008691 60 640: 4%|▍ | 7/160 [00:14<02:26, 1.04it/s] 19/299 4.14G 0.04195 0.02147 0.0009868 62 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 19/299 4.14G 0.04195 0.02147 0.0009868 62 640: 5%|▌ | 8/160 [00:15<01:49, 1.38it/s] 19/299 4.14G 0.04149 0.02108 0.0009236 59 640: 5%|▌ | 8/160 [00:15<01:49, 1.38it/s] 19/299 4.14G 0.04149 0.02108 0.0009236 59 640: 6%|▌ | 9/160 [00:15<01:25, 1.77it/s] 19/299 4.14G 0.04135 0.02113 0.0008751 61 640: 6%|▌ | 9/160 [00:27<01:25, 1.77it/s] 19/299 4.14G 0.04135 0.02113 0.0008751 61 640: 6%|▋ | 10/160 [00:27<10:16, 4.11s/it] 19/299 4.14G 0.04123 0.02137 0.0009121 77 640: 6%|▋ | 10/160 [00:27<10:16, 4.11s/it] 19/299 4.14G 0.04123 0.02137 0.0009121 77 640: 7%|▋ | 11/160 [00:27<07:16, 2.93s/it] 19/299 4.14G 0.04137 0.02137 0.0009008 51 640: 7%|▋ | 11/160 [00:27<07:16, 2.93s/it] 19/299 4.14G 0.04137 0.02137 0.0009008 51 640: 8%|▊ | 12/160 [00:27<05:11, 2.10s/it] 19/299 4.14G 0.04147 0.0217 0.0008749 76 640: 8%|▊ | 12/160 [00:28<05:11, 2.10s/it] 19/299 4.14G 0.04147 0.0217 0.0008749 76 640: 8%|▊ | 13/160 [00:28<03:45, 1.53s/it] 19/299 4.14G 0.04124 0.02143 0.0008343 54 640: 8%|▊ | 13/160 [00:28<03:45, 1.53s/it] 19/299 4.14G 0.04124 0.02143 0.0008343 54 640: 9%|▉ | 14/160 [00:28<02:45, 1.13s/it] 19/299 4.14G 0.04158 0.02157 0.0008237 63 640: 9%|▉ | 14/160 [00:28<02:45, 1.13s/it] 19/299 4.14G 0.04158 0.02157 0.0008237 63 640: 9%|▉ | 15/160 [00:28<02:06, 1.15it/s] 19/299 4.14G 0.04147 0.02163 0.0008068 83 640: 9%|▉ | 15/160 [00:28<02:06, 1.15it/s] 19/299 4.14G 0.04147 0.02163 0.0008068 83 640: 10%|█ | 16/160 [00:28<01:36, 1.49it/s] 19/299 4.14G 0.04129 0.02147 0.0007885 42 640: 10%|█ | 16/160 [00:28<01:36, 1.49it/s] 19/299 4.14G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 823 0.548 0.573 0.55 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 20/299 4.14G 0.03928 0.02427 0.0005334 74 640: 0%| | 0/160 [00:00<?, ?it/s] 20/299 4.14G 0.03928 0.02427 0.0005334 74 640: 1%| | 1/160 [00:00<00:42, 3.73it/s] 20/299 4.14G 0.04029 0.02291 0.0008247 75 640: 1%| | 1/160 [00:14<00:42, 3.73it/s] 20/299 4.14G 0.04029 0.02291 0.0008247 75 640: 1%|▏ | 2/160 [00:14<22:22, 8.50s/it] 20/299 4.14G 0.03976 0.02079 0.0008344 49 640: 1%|▏ | 2/160 [00:14<22:22, 8.50s/it] 20/299 4.14G 0.03976 0.02079 0.0008344 49 640: 2%|▏ | 3/160 [00:14<12:23, 4.73s/it] 20/299 4.14G 0.03933 0.01944 0.0007049 45 640: 2%|▏ | 3/160 [00:14<12:23, 4.73s/it] 20/299 4.14G 0.03933 0.01944 0.0007049 45 640: 2%|▎ | 4/160 [00:14<07:40, 2.95s/it] 20/299 4.14G 0.03913 0.02033 0.0008521 78 640: 2%|▎ | 4/160 [00:15<07:40, 2.95s/it] 20/299 4.14G 0.03913 0.02033 0.0008521 78 640: 3%|▎ | 5/160 [00:15<05:04, 1.96s/it] 20/299 4.14G 0.03892 0.02059 0.0008995 78 640: 3%|▎ | 5/160 [00:15<05:04, 1.96s/it] 20/299 4.14G 0.03892 0.02059 0.0008995 78 640: 4%|▍ | 6/160 [00:15<03:30, 1.37s/it] 20/299 4.14G 0.03882 0.01997 0.0008393 40 640: 4%|▍ | 6/160 [00:15<03:30, 1.37s/it] 20/299 4.14G 0.03882 0.01997 0.0008393 40 640: 4%|▍ | 7/160 [00:15<02:33, 1.00s/it] 20/299 4.14G 0.0389 0.01971 0.0008287 56 640: 4%|▍ | 7/160 [00:15<02:33, 1.00s/it] 20/299 4.14G 0.0389 0.01971 0.0008287 56 640: 5%|▌ | 8/160 [00:15<01:54, 1.33it/s] 20/299 4.14G 0.03896 0.02023 0.0007885 61 640: 5%|▌ | 8/160 [00:16<01:54, 1.33it/s] 20/299 4.14G 0.03896 0.02023 0.0007885 61 640: 6%|▌ | 9/160 [00:16<01:28, 1.71it/s] 20/299 4.14G 0.0387 0.02067 0.0007534 72 640: 6%|▌ | 9/160 [00:29<01:28, 1.71it/s] 20/299 4.14G 0.0387 0.02067 0.0007534 72 640: 6%|▋ | 10/160 [00:29<11:24, 4.56s/it] 20/299 4.14G 0.03898 0.02097 0.0009011 79 640: 6%|▋ | 10/160 [00:29<11:24, 4.56s/it] 20/299 4.14G 0.03898 0.02097 0.0009011 79 640: 7%|▋ | 11/160 [00:29<08:02, 3.24s/it] 20/299 4.14G 0.03906 0.02116 0.0008787 80 640: 7%|▋ | 11/160 [00:30<08:02, 3.24s/it] 20/299 4.14G 0.03906 0.02116 0.0008787 80 640: 8%|▊ | 12/160 [00:30<05:43, 2.32s/it] 20/299 4.14G 0.03935 0.02123 0.001038 57 640: 8%|▊ | 12/160 [00:30<05:43, 2.32s/it] 20/299 4.14G 0.03935 0.02123 0.001038 57 640: 8%|▊ | 13/160 [00:30<04:07, 1.68s/it] 20/299 4.14G 0.03961 0.02147 0.001008 60 640: 8%|▊ | 13/160 [00:30<04:07, 1.68s/it] 20/299 4.14G 0.03961 0.02147 0.001008 60 640: 9%|▉ | 14/160 [00:30<03:00, 1.24s/it] 20/299 4.14G 0.03961 0.02124 0.00107 53 640: 9%|▉ | 14/160 [00:30<03:00, 1.24s/it] 20/299 4.14G 0.03961 0.02124 0.00107 53 640: 9%|▉ | 15/160 [00:30<02:15, 1.07it/s] 20/299 4.14G 0.03969 0.02141 0.001028 73 640: 9%|▉ | 15/160 [00:30<02:15, 1.07it/s] 20/299 4.14G 0.03969 0.02141 0.001028 73 640: 10%|█ | 16/160 [00:30<01:43, 1.39it/s] 20/299 4.14G 0.03964 0.02151 0.001045 63 640: 10%|█ | 16/160 [00:31<01:43, 1.39it/s] 20/299 4.14G 0.039
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 823 0.581 0.539 0.553 0.265
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 21/299 4.14G 0.04143 0.02256 0.0005147 67 640: 0%| | 0/160 [00:00<?, ?it/s] 21/299 4.14G 0.04143 0.02256 0.0005147 67 640: 1%| | 1/160 [00:00<00:55, 2.84it/s] 21/299 4.14G 0.04351 0.02155 0.0009649 75 640: 1%| | 1/160 [00:13<00:55, 2.84it/s] 21/299 4.14G 0.04351 0.02155 0.0009649 75 640: 1%|▏ | 2/160 [00:13<21:27, 8.15s/it] 21/299 4.14G 0.04316 0.02113 0.0007884 63 640: 1%|▏ | 2/160 [00:14<21:27, 8.15s/it] 21/299 4.14G 0.04316 0.02113 0.0007884 63 640: 2%|▏ | 3/160 [00:14<11:53, 4.54s/it] 21/299 4.14G 0.04276 0.02151 0.001306 64 640: 2%|▏ | 3/160 [00:14<11:53, 4.54s/it] 21/299 4.14G 0.04276 0.02151 0.001306 64 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 21/299 4.14G 0.04269 0.02045 0.001165 64 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 21/299 4.14G 0.04269 0.02045 0.001165 64 640: 3%|▎ | 5/160 [00:14<04:55, 1.91s/it] 21/299 4.14G 0.04242 0.02074 0.001033 75 640: 3%|▎ | 5/160 [00:14<04:55, 1.91s/it] 21/299 4.14G 0.04242 0.02074 0.001033 75 640: 4%|▍ | 6/160 [00:14<03:25, 1.33s/it] 21/299 4.14G 0.0422 0.0207 0.0009416 80 640: 4%|▍ | 6/160 [00:15<03:25, 1.33s/it] 21/299 4.14G 0.0422 0.0207 0.0009416 80 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 21/299 4.14G 0.04128 0.02007 0.0008788 45 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 21/299 4.14G 0.04128 0.02007 0.0008788 45 640: 5%|▌ | 8/160 [00:15<01:52, 1.36it/s] 21/299 4.14G 0.04097 0.02012 0.0008246 61 640: 5%|▌ | 8/160 [00:15<01:52, 1.36it/s] 21/299 4.14G 0.04097 0.02012 0.0008246 61 640: 6%|▌ | 9/160 [00:15<01:26, 1.74it/s] 21/299 4.14G 0.04098 0.02048 0.0008558 66 640: 6%|▌ | 9/160 [00:27<01:26, 1.74it/s] 21/299 4.14G 0.04098 0.02048 0.0008558 66 640: 6%|▋ | 10/160 [00:27<10:27, 4.18s/it] 21/299 4.14G 0.04062 0.02035 0.0008394 57 640: 6%|▋ | 10/160 [00:28<10:27, 4.18s/it] 21/299 4.14G 0.04062 0.02035 0.0008394 57 640: 7%|▋ | 11/160 [00:28<07:24, 2.98s/it] 21/299 4.14G 0.04027 0.02011 0.0008115 43 640: 7%|▋ | 11/160 [00:28<07:24, 2.98s/it] 21/299 4.14G 0.04027 0.02011 0.0008115 43 640: 8%|▊ | 12/160 [00:28<05:16, 2.14s/it] 21/299 4.14G 0.04015 0.02008 0.0008004 71 640: 8%|▊ | 12/160 [00:28<05:16, 2.14s/it] 21/299 4.14G 0.04015 0.02008 0.0008004 71 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 21/299 4.14G 0.04012 0.02033 0.0007807 84 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 21/299 4.14G 0.04012 0.02033 0.0007807 84 640: 9%|▉ | 14/160 [00:28<02:48, 1.15s/it] 21/299 4.14G 0.04019 0.02019 0.000883 51 640: 9%|▉ | 14/160 [00:29<02:48, 1.15s/it] 21/299 4.14G 0.04019 0.02019 0.000883 51 640: 9%|▉ | 15/160 [00:29<02:07, 1.13it/s] 21/299 4.14G 0.0402 0.02064 0.0008683 68 640: 9%|▉ | 15/160 [00:29<02:07, 1.13it/s] 21/299 4.14G 0.0402 0.02064 0.0008683 68 640: 10%|█ | 16/160 [00:29<01:38, 1.47it/s] 21/299 4.14G 0.04005 0.02045 0.0008592 60 640: 10%|█ | 16/160 [00:29<01:38, 1.47it/s] 21/299 4.14G 0.040
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 823 0.59 0.483 0.537 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 22/299 4.14G 0.03886 0.02174 0.001087 55 640: 0%| | 0/160 [00:00<?, ?it/s] 22/299 4.14G 0.03886 0.02174 0.001087 55 640: 1%| | 1/160 [00:00<00:46, 3.43it/s] 22/299 4.14G 0.03878 0.02037 0.000781 50 640: 1%| | 1/160 [00:14<00:46, 3.43it/s] 22/299 4.14G 0.03878 0.02037 0.000781 50 640: 1%|▏ | 2/160 [00:14<22:31, 8.55s/it] 22/299 4.14G 0.04087 0.02086 0.0007414 60 640: 1%|▏ | 2/160 [00:14<22:31, 8.55s/it] 22/299 4.14G 0.04087 0.02086 0.0007414 60 640: 2%|▏ | 3/160 [00:14<12:28, 4.76s/it] 22/299 4.14G 0.04011 0.01918 0.0006945 35 640: 2%|▏ | 3/160 [00:15<12:28, 4.76s/it] 22/299 4.14G 0.04011 0.01918 0.0006945 35 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 22/299 4.14G 0.03988 0.01999 0.0008633 69 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 22/299 4.14G 0.03988 0.01999 0.0008633 69 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 22/299 4.14G 0.03993 0.02083 0.001302 82 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 22/299 4.14G 0.03993 0.02083 0.001302 82 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 22/299 4.14G 0.03971 0.0206 0.00119 56 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 22/299 4.14G 0.03971 0.0206 0.00119 56 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 22/299 4.14G 0.03967 0.02037 0.001102 53 640: 4%|▍ | 7/160 [00:16<02:34, 1.01s/it] 22/299 4.14G 0.03967 0.02037 0.001102 53 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 22/299 4.14G 0.03945 0.0207 0.001066 71 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 22/299 4.14G 0.03945 0.0207 0.001066 71 640: 6%|▌ | 9/160 [00:16<01:29, 1.70it/s] 22/299 4.14G 0.03959 0.02102 0.001092 75 640: 6%|▌ | 9/160 [00:28<01:29, 1.70it/s] 22/299 4.14G 0.03959 0.02102 0.001092 75 640: 6%|▋ | 10/160 [00:28<10:08, 4.06s/it] 22/299 4.14G 0.03946 0.0206 0.001025 50 640: 6%|▋ | 10/160 [00:28<10:08, 4.06s/it] 22/299 4.14G 0.03946 0.0206 0.001025 50 640: 7%|▋ | 11/160 [00:28<07:11, 2.89s/it] 22/299 4.14G 0.03979 0.02046 0.001014 42 640: 7%|▋ | 11/160 [00:28<07:11, 2.89s/it] 22/299 4.14G 0.03979 0.02046 0.001014 42 640: 8%|▊ | 12/160 [00:28<05:07, 2.08s/it] 22/299 4.14G 0.04016 0.02102 0.001013 85 640: 8%|▊ | 12/160 [00:29<05:07, 2.08s/it] 22/299 4.14G 0.04016 0.02102 0.001013 85 640: 8%|▊ | 13/160 [00:29<04:09, 1.70s/it] 22/299 4.14G 0.03988 0.02101 0.0009709 59 640: 8%|▊ | 13/160 [00:29<04:09, 1.70s/it] 22/299 4.14G 0.03988 0.02101 0.0009709 59 640: 9%|▉ | 14/160 [00:29<03:02, 1.25s/it] 22/299 4.14G 0.03965 0.02084 0.0009353 56 640: 9%|▉ | 14/160 [00:29<03:02, 1.25s/it] 22/299 4.14G 0.03965 0.02084 0.0009353 56 640: 9%|▉ | 15/160 [00:29<02:17, 1.05it/s] 22/299 4.14G 0.03972 0.02103 0.0009259 71 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 22/299 4.14G 0.03972 0.02103 0.0009259 71 640: 10%|█ | 16/160 [00:30<01:44, 1.37it/s] 22/299 4.14G 0.03968 0.02095 0.0009085 64 640: 10%|█ | 16/160 [00:30<01:44, 1.37it/s] 22/299 4.14G 0.039
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 823 0.493 0.476 0.456 0.214
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 23/299 4.14G 0.03468 0.02083 0.0006948 64 640: 0%| | 0/160 [00:00<?, ?it/s] 23/299 4.14G 0.03468 0.02083 0.0006948 64 640: 1%| | 1/160 [00:00<00:42, 3.72it/s] 23/299 4.14G 0.03362 0.01954 0.0006686 59 640: 1%| | 1/160 [00:13<00:42, 3.72it/s] 23/299 4.14G 0.03362 0.01954 0.0006686 59 640: 1%|▏ | 2/160 [00:13<20:12, 7.68s/it] 23/299 4.14G 0.03597 0.02031 0.0006004 72 640: 1%|▏ | 2/160 [00:13<20:12, 7.68s/it] 23/299 4.14G 0.03597 0.02031 0.0006004 72 640: 2%|▏ | 3/160 [00:13<11:13, 4.29s/it] 23/299 4.14G 0.03564 0.01933 0.001546 57 640: 2%|▏ | 3/160 [00:13<11:13, 4.29s/it] 23/299 4.14G 0.03564 0.01933 0.001546 57 640: 2%|▎ | 4/160 [00:13<06:57, 2.68s/it] 23/299 4.14G 0.03541 0.01871 0.002305 46 640: 2%|▎ | 4/160 [00:14<06:57, 2.68s/it] 23/299 4.14G 0.03541 0.01871 0.002305 46 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 23/299 4.14G 0.03563 0.01922 0.001979 79 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 23/299 4.14G 0.03563 0.01922 0.001979 79 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 23/299 4.14G 0.0359 0.01932 0.001753 56 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 23/299 4.14G 0.0359 0.01932 0.001753 56 640: 4%|▍ | 7/160 [00:14<02:28, 1.03it/s] 23/299 4.14G 0.03591 0.02002 0.001579 85 640: 4%|▍ | 7/160 [00:14<02:28, 1.03it/s] 23/299 4.14G 0.03591 0.02002 0.001579 85 640: 5%|▌ | 8/160 [00:14<01:51, 1.37it/s] 23/299 4.14G 0.03612 0.02052 0.001614 69 640: 5%|▌ | 8/160 [00:14<01:51, 1.37it/s] 23/299 4.14G 0.03612 0.02052 0.001614 69 640: 6%|▌ | 9/160 [00:14<01:25, 1.76it/s] 23/299 4.14G 0.03669 0.02067 0.001491 66 640: 6%|▌ | 9/160 [00:26<01:25, 1.76it/s] 23/299 4.14G 0.03669 0.02067 0.001491 66 640: 6%|▋ | 10/160 [00:26<09:57, 3.98s/it] 23/299 4.14G 0.03724 0.02082 0.001393 77 640: 6%|▋ | 10/160 [00:27<09:57, 3.98s/it] 23/299 4.14G 0.03724 0.02082 0.001393 77 640: 7%|▋ | 11/160 [00:27<07:36, 3.07s/it] 23/299 4.14G 0.03773 0.02092 0.00131 61 640: 7%|▋ | 11/160 [00:27<07:36, 3.07s/it] 23/299 4.14G 0.03773 0.02092 0.00131 61 640: 8%|▊ | 12/160 [00:27<05:25, 2.20s/it] 23/299 4.14G 0.03774 0.02116 0.001247 80 640: 8%|▊ | 12/160 [00:30<05:25, 2.20s/it] 23/299 4.14G 0.03774 0.02116 0.001247 80 640: 8%|▊ | 13/160 [00:30<06:01, 2.46s/it] 23/299 4.14G 0.03789 0.02105 0.00118 61 640: 8%|▊ | 13/160 [00:31<06:01, 2.46s/it] 23/299 4.14G 0.03789 0.02105 0.00118 61 640: 9%|▉ | 14/160 [00:31<04:20, 1.78s/it] 23/299 4.14G 0.03785 0.02089 0.001137 62 640: 9%|▉ | 14/160 [00:31<04:20, 1.78s/it] 23/299 4.14G 0.03785 0.02089 0.001137 62 640: 9%|▉ | 15/160 [00:31<03:11, 1.32s/it] 23/299 4.14G 0.03851 0.02077 0.001172 68 640: 9%|▉ | 15/160 [00:31<03:11, 1.32s/it] 23/299 4.14G 0.03851 0.02077 0.001172 68 640: 10%|█ | 16/160 [00:31<02:23, 1.00it/s] 23/299 4.14G 0.03848 0.02066 0.001125 57 640: 10%|█ | 16/160 [00:31<02:23, 1.00it/s] 23/299 4.14G 0.038
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 823 0.562 0.57 0.56 0.271
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 24/299 4.14G 0.03465 0.01677 0.000558 47 640: 0%| | 0/160 [00:00<?, ?it/s] 24/299 4.14G 0.03465 0.01677 0.000558 47 640: 1%| | 1/160 [00:00<00:41, 3.82it/s] 24/299 4.14G 0.03554 0.01787 0.001016 56 640: 1%| | 1/160 [00:09<00:41, 3.82it/s] 24/299 4.14G 0.03554 0.01787 0.001016 56 640: 1%|▏ | 2/160 [00:09<14:31, 5.51s/it] 24/299 4.14G 0.03606 0.01896 0.002365 59 640: 1%|▏ | 2/160 [00:12<14:31, 5.51s/it] 24/299 4.14G 0.03606 0.01896 0.002365 59 640: 2%|▏ | 3/160 [00:12<11:26, 4.38s/it] 24/299 4.14G 0.03638 0.01941 0.001867 62 640: 2%|▏ | 3/160 [00:12<11:26, 4.38s/it] 24/299 4.14G 0.03638 0.01941 0.001867 62 640: 2%|▎ | 4/160 [00:12<07:06, 2.73s/it] 24/299 4.14G 0.03811 0.01975 0.001578 58 640: 2%|▎ | 4/160 [00:12<07:06, 2.73s/it] 24/299 4.14G 0.03811 0.01975 0.001578 58 640: 3%|▎ | 5/160 [00:12<04:42, 1.82s/it] 24/299 4.14G 0.03797 0.01922 0.001376 52 640: 3%|▎ | 5/160 [00:13<04:42, 1.82s/it] 24/299 4.14G 0.03797 0.01922 0.001376 52 640: 4%|▍ | 6/160 [00:13<03:16, 1.28s/it] 24/299 4.14G 0.03799 0.01964 0.001214 73 640: 4%|▍ | 6/160 [00:13<03:16, 1.28s/it] 24/299 4.14G 0.03799 0.01964 0.001214 73 640: 4%|▍ | 7/160 [00:13<02:24, 1.06it/s] 24/299 4.14G 0.03801 0.01907 0.001092 43 640: 4%|▍ | 7/160 [00:13<02:24, 1.06it/s] 24/299 4.14G 0.03801 0.01907 0.001092 43 640: 5%|▌ | 8/160 [00:13<01:48, 1.41it/s] 24/299 4.14G 0.03832 0.01964 0.00101 90 640: 5%|▌ | 8/160 [00:13<01:48, 1.41it/s] 24/299 4.14G 0.03832 0.01964 0.00101 90 640: 6%|▌ | 9/160 [00:13<01:24, 1.80it/s] 24/299 4.14G 0.0389 0.0201 0.0009505 82 640: 6%|▌ | 9/160 [00:26<01:24, 1.80it/s] 24/299 4.14G 0.0389 0.0201 0.0009505 82 640: 6%|▋ | 10/160 [00:26<10:36, 4.24s/it] 24/299 4.14G 0.0392 0.02131 0.0008939 110 640: 6%|▋ | 10/160 [00:26<10:36, 4.24s/it] 24/299 4.14G 0.0392 0.02131 0.0008939 110 640: 7%|▋ | 11/160 [00:26<07:29, 3.02s/it] 24/299 4.14G 0.03897 0.0213 0.000876 71 640: 7%|▋ | 11/160 [00:26<07:29, 3.02s/it] 24/299 4.14G 0.03897 0.0213 0.000876 71 640: 8%|▊ | 12/160 [00:26<05:20, 2.17s/it] 24/299 4.14G 0.03888 0.02136 0.0008601 68 640: 8%|▊ | 12/160 [00:26<05:20, 2.17s/it] 24/299 4.14G 0.03888 0.02136 0.0008601 68 640: 8%|▊ | 13/160 [00:26<03:51, 1.58s/it] 24/299 4.14G 0.03898 0.02184 0.0009062 106 640: 8%|▊ | 13/160 [00:27<03:51, 1.58s/it] 24/299 4.14G 0.03898 0.02184 0.0009062 106 640: 9%|▉ | 14/160 [00:27<02:49, 1.16s/it] 24/299 4.14G 0.03892 0.02185 0.001031 66 640: 9%|▉ | 14/160 [00:27<02:49, 1.16s/it] 24/299 4.14G 0.03892 0.02185 0.001031 66 640: 9%|▉ | 15/160 [00:27<02:08, 1.12it/s] 24/299 4.14G 0.03902 0.02178 0.001242 52 640: 9%|▉ | 15/160 [00:27<02:08, 1.12it/s] 24/299 4.14G 0.03902 0.02178 0.001242 52 640: 10%|█ | 16/160 [00:27<01:40, 1.44it/s] 24/299 4.14G 0.03896 0.02192 0.001229 81 640: 10%|█ | 16/160 [00:27<01:40, 1.44it/s] 24/299 4.14G 0.038
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 823 0.611 0.568 0.597 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 25/299 4.14G 0.03873 0.02233 0.0003663 68 640: 0%| | 0/160 [00:00<?, ?it/s] 25/299 4.14G 0.03873 0.02233 0.0003663 68 640: 1%| | 1/160 [00:00<00:58, 2.73it/s] 25/299 4.14G 0.03894 0.02239 0.0006561 68 640: 1%| | 1/160 [00:10<00:58, 2.73it/s] 25/299 4.14G 0.03894 0.02239 0.0006561 68 640: 1%|▏ | 2/160 [00:10<15:50, 6.01s/it] 25/299 4.14G 0.03996 0.01987 0.0005732 43 640: 1%|▏ | 2/160 [00:11<15:50, 6.01s/it] 25/299 4.14G 0.03996 0.01987 0.0005732 43 640: 2%|▏ | 3/160 [00:11<09:39, 3.69s/it] 25/299 4.14G 0.03926 0.02042 0.0005597 85 640: 2%|▏ | 3/160 [00:11<09:39, 3.69s/it] 25/299 4.14G 0.03926 0.02042 0.0005597 85 640: 2%|▎ | 4/160 [00:11<06:01, 2.32s/it] 25/299 4.14G 0.03789 0.01983 0.0006672 56 640: 2%|▎ | 4/160 [00:11<06:01, 2.32s/it] 25/299 4.14G 0.03789 0.01983 0.0006672 56 640: 3%|▎ | 5/160 [00:11<04:01, 1.56s/it] 25/299 4.14G 0.03752 0.02131 0.0006677 112 640: 3%|▎ | 5/160 [00:11<04:01, 1.56s/it] 25/299 4.14G 0.03752 0.02131 0.0006677 112 640: 4%|▍ | 6/160 [00:11<02:49, 1.10s/it] 25/299 4.14G 0.03803 0.02128 0.0007769 74 640: 4%|▍ | 6/160 [00:12<02:49, 1.10s/it] 25/299 4.14G 0.03803 0.02128 0.0007769 74 640: 4%|▍ | 7/160 [00:12<02:06, 1.21it/s] 25/299 4.14G 0.03816 0.02103 0.0007915 61 640: 4%|▍ | 7/160 [00:12<02:06, 1.21it/s] 25/299 4.14G 0.03816 0.02103 0.0007915 61 640: 5%|▌ | 8/160 [00:12<01:36, 1.58it/s] 25/299 4.14G 0.03843 0.02136 0.0007585 73 640: 5%|▌ | 8/160 [00:12<01:36, 1.58it/s] 25/299 4.14G 0.03843 0.02136 0.0007585 73 640: 6%|▌ | 9/160 [00:12<01:15, 1.99it/s] 25/299 4.14G 0.03851 0.02084 0.0007431 53 640: 6%|▌ | 9/160 [00:26<01:15, 1.99it/s] 25/299 4.14G 0.03851 0.02084 0.0007431 53 640: 6%|▋ | 10/160 [00:26<11:32, 4.62s/it] 25/299 4.14G 0.03863 0.02117 0.0007404 95 640: 6%|▋ | 10/160 [00:26<11:32, 4.62s/it] 25/299 4.14G 0.03863 0.02117 0.0007404 95 640: 7%|▋ | 11/160 [00:26<08:09, 3.28s/it] 25/299 4.14G 0.03868 0.02076 0.0007182 45 640: 7%|▋ | 11/160 [00:26<08:09, 3.28s/it] 25/299 4.14G 0.03868 0.02076 0.0007182 45 640: 8%|▊ | 12/160 [00:26<05:47, 2.35s/it] 25/299 4.14G 0.03868 0.02063 0.0007068 47 640: 8%|▊ | 12/160 [00:27<05:47, 2.35s/it] 25/299 4.14G 0.03868 0.02063 0.0007068 47 640: 8%|▊ | 13/160 [00:27<04:10, 1.70s/it] 25/299 4.14G 0.03872 0.02077 0.0006878 82 640: 8%|▊ | 13/160 [00:27<04:10, 1.70s/it] 25/299 4.14G 0.03872 0.02077 0.0006878 82 640: 9%|▉ | 14/160 [00:27<03:04, 1.26s/it] 25/299 4.14G 0.03859 0.0206 0.0006758 61 640: 9%|▉ | 14/160 [00:27<03:04, 1.26s/it] 25/299 4.14G 0.03859 0.0206 0.0006758 61 640: 9%|▉ | 15/160 [00:27<02:19, 1.04it/s] 25/299 4.14G 0.03825 0.02053 0.0006528 59 640: 9%|▉ | 15/160 [00:27<02:19, 1.04it/s] 25/299 4.14G 0.03825 0.02053 0.0006528 59 640: 10%|█ | 16/160 [00:27<01:45, 1.36it/s] 25/299 4.14G 0.0381 0.02029 0.0006418 45 640: 10%|█ | 16/160 [00:28<01:45, 1.36it/s] 25/299 4.14G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.589 0.573 0.572 0.28
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 26/299 4.14G 0.03759 0.02131 0.001031 73 640: 0%| | 0/160 [00:00<?, ?it/s] 26/299 4.14G 0.03759 0.02131 0.001031 73 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 26/299 4.14G 0.03636 0.01822 0.000811 54 640: 1%| | 1/160 [00:12<00:50, 3.17it/s] 26/299 4.14G 0.03636 0.01822 0.000811 54 640: 1%|▏ | 2/160 [00:12<19:31, 7.42s/it] 26/299 4.14G 0.03814 0.02074 0.0008182 90 640: 1%|▏ | 2/160 [00:12<19:31, 7.42s/it] 26/299 4.14G 0.03814 0.02074 0.0008182 90 640: 2%|▏ | 3/160 [00:12<10:50, 4.14s/it] 26/299 4.14G 0.03733 0.02028 0.0007927 57 640: 2%|▏ | 3/160 [00:13<10:50, 4.14s/it] 26/299 4.14G 0.03733 0.02028 0.0007927 57 640: 2%|▎ | 4/160 [00:13<06:44, 2.59s/it] 26/299 4.14G 0.03719 0.02092 0.0006924 72 640: 2%|▎ | 4/160 [00:13<06:44, 2.59s/it] 26/299 4.14G 0.03719 0.02092 0.0006924 72 640: 3%|▎ | 5/160 [00:13<04:28, 1.73s/it] 26/299 4.14G 0.03725 0.02101 0.0007955 66 640: 3%|▎ | 5/160 [00:13<04:28, 1.73s/it] 26/299 4.14G 0.03725 0.02101 0.0007955 66 640: 4%|▍ | 6/160 [00:13<03:07, 1.22s/it] 26/299 4.14G 0.03694 0.02081 0.0007416 72 640: 4%|▍ | 6/160 [00:14<03:07, 1.22s/it] 26/299 4.14G 0.03694 0.02081 0.0007416 72 640: 4%|▍ | 7/160 [00:14<03:12, 1.26s/it] 26/299 4.14G 0.0372 0.02097 0.0007276 61 640: 4%|▍ | 7/160 [00:15<03:12, 1.26s/it] 26/299 4.14G 0.0372 0.02097 0.0007276 61 640: 5%|▌ | 8/160 [00:15<02:20, 1.08it/s] 26/299 4.14G 0.0376 0.02046 0.0006951 55 640: 5%|▌ | 8/160 [00:15<02:20, 1.08it/s] 26/299 4.14G 0.0376 0.02046 0.0006951 55 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 26/299 4.14G 0.03768 0.02036 0.0006815 68 640: 6%|▌ | 9/160 [00:28<01:46, 1.42it/s] 26/299 4.14G 0.03768 0.02036 0.0006815 68 640: 6%|▋ | 10/160 [00:28<11:15, 4.50s/it] 26/299 4.14G 0.03797 0.02078 0.0006641 92 640: 6%|▋ | 10/160 [00:28<11:15, 4.50s/it] 26/299 4.14G 0.03797 0.02078 0.0006641 92 640: 7%|▋ | 11/160 [00:28<07:57, 3.20s/it] 26/299 4.14G 0.03777 0.02086 0.0006635 74 640: 7%|▋ | 11/160 [00:28<07:57, 3.20s/it] 26/299 4.14G 0.03777 0.02086 0.0006635 74 640: 8%|▊ | 12/160 [00:28<05:39, 2.29s/it] 26/299 4.14G 0.03765 0.02045 0.0006349 55 640: 8%|▊ | 12/160 [00:29<05:39, 2.29s/it] 26/299 4.14G 0.03765 0.02045 0.0006349 55 640: 8%|▊ | 13/160 [00:29<04:04, 1.66s/it] 26/299 4.14G 0.0377 0.02047 0.0006408 69 640: 8%|▊ | 13/160 [00:29<04:04, 1.66s/it] 26/299 4.14G 0.0377 0.02047 0.0006408 69 640: 9%|▉ | 14/160 [00:29<02:58, 1.23s/it] 26/299 4.14G 0.03757 0.02075 0.0006888 76 640: 9%|▉ | 14/160 [00:29<02:58, 1.23s/it] 26/299 4.14G 0.03757 0.02075 0.0006888 76 640: 9%|▉ | 15/160 [00:29<02:15, 1.07it/s] 26/299 4.14G 0.03742 0.02072 0.0006648 70 640: 9%|▉ | 15/160 [00:29<02:15, 1.07it/s] 26/299 4.14G 0.03742 0.02072 0.0006648 70 640: 10%|█ | 16/160 [00:29<01:44, 1.37it/s] 26/299 4.14G 0.03718 0.02055 0.0006455 56 640: 10%|█ | 16/160 [00:29<01:44, 1.37it/s] 26/299 4.14G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.10it/s]
all 340 823 0.605 0.587 0.6 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 27/299 4.14G 0.03761 0.01728 0.0003212 44 640: 0%| | 0/160 [00:00<?, ?it/s] 27/299 4.14G 0.03761 0.01728 0.0003212 44 640: 1%| | 1/160 [00:00<00:52, 3.02it/s] 27/299 4.14G 0.03563 0.02021 0.000313 70 640: 1%| | 1/160 [00:13<00:52, 3.02it/s] 27/299 4.14G 0.03563 0.02021 0.000313 70 640: 1%|▏ | 2/160 [00:13<20:32, 7.80s/it] 27/299 4.14G 0.03617 0.01962 0.0003353 74 640: 1%|▏ | 2/160 [00:13<20:32, 7.80s/it] 27/299 4.14G 0.03617 0.01962 0.0003353 74 640: 2%|▏ | 3/160 [00:13<11:23, 4.35s/it] 27/299 4.14G 0.03501 0.01919 0.0003264 54 640: 2%|▏ | 3/160 [00:13<11:23, 4.35s/it] 27/299 4.14G 0.03501 0.01919 0.0003264 54 640: 2%|▎ | 4/160 [00:13<07:04, 2.72s/it] 27/299 4.14G 0.03527 0.01911 0.0003648 59 640: 2%|▎ | 4/160 [00:14<07:04, 2.72s/it] 27/299 4.14G 0.03527 0.01911 0.0003648 59 640: 3%|▎ | 5/160 [00:14<04:41, 1.82s/it] 27/299 4.14G 0.03589 0.01942 0.0005733 76 640: 3%|▎ | 5/160 [00:14<04:41, 1.82s/it] 27/299 4.14G 0.03589 0.01942 0.0005733 76 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 27/299 4.14G 0.0362 0.01946 0.0005758 64 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 27/299 4.14G 0.0362 0.01946 0.0005758 64 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 27/299 4.14G 0.03625 0.01916 0.0005512 52 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 27/299 4.14G 0.03625 0.01916 0.0005512 52 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 27/299 4.14G 0.03644 0.01909 0.0008935 47 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 27/299 4.14G 0.03644 0.01909 0.0008935 47 640: 6%|▌ | 9/160 [00:14<01:23, 1.81it/s] 27/299 4.14G 0.03664 0.01961 0.0008343 63 640: 6%|▌ | 9/160 [00:29<01:23, 1.81it/s] 27/299 4.14G 0.03664 0.01961 0.0008343 63 640: 6%|▋ | 10/160 [00:29<11:51, 4.74s/it] 27/299 4.14G 0.03671 0.01953 0.0007796 51 640: 6%|▋ | 10/160 [00:29<11:51, 4.74s/it] 27/299 4.14G 0.03671 0.01953 0.0007796 51 640: 7%|▋ | 11/160 [00:29<08:21, 3.37s/it] 27/299 4.14G 0.0367 0.01964 0.0007357 70 640: 7%|▋ | 11/160 [00:29<08:21, 3.37s/it] 27/299 4.14G 0.0367 0.01964 0.0007357 70 640: 8%|▊ | 12/160 [00:29<05:56, 2.41s/it] 27/299 4.14G 0.03669 0.01941 0.0009681 42 640: 8%|▊ | 12/160 [00:29<05:56, 2.41s/it] 27/299 4.14G 0.03669 0.01941 0.0009681 42 640: 8%|▊ | 13/160 [00:29<04:16, 1.75s/it] 27/299 4.14G 0.03676 0.01935 0.0009156 54 640: 8%|▊ | 13/160 [00:29<04:16, 1.75s/it] 27/299 4.14G 0.03676 0.01935 0.0009156 54 640: 9%|▉ | 14/160 [00:29<03:07, 1.28s/it] 27/299 4.14G 0.0367 0.01956 0.0009005 66 640: 9%|▉ | 14/160 [00:30<03:07, 1.28s/it] 27/299 4.14G 0.0367 0.01956 0.0009005 66 640: 9%|▉ | 15/160 [00:30<02:20, 1.03it/s] 27/299 4.14G 0.03689 0.01944 0.0008634 50 640: 9%|▉ | 15/160 [00:30<02:20, 1.03it/s] 27/299 4.14G 0.03689 0.01944 0.0008634 50 640: 10%|█ | 16/160 [00:30<01:46, 1.35it/s] 27/299 4.14G 0.03682 0.01927 0.0008594 53 640: 10%|█ | 16/160 [00:30<01:46, 1.35it/s] 27/299 4.14G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s]
all 340 823 0.58 0.619 0.582 0.286
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 28/299 4.14G 0.04171 0.01736 0.001289 48 640: 0%| | 0/160 [00:00<?, ?it/s] 28/299 4.14G 0.04171 0.01736 0.001289 48 640: 1%| | 1/160 [00:00<00:53, 2.96it/s] 28/299 4.14G 0.04116 0.01453 0.000837 34 640: 1%| | 1/160 [00:16<00:53, 2.96it/s] 28/299 4.14G 0.04116 0.01453 0.000837 34 640: 1%|▏ | 2/160 [00:16<25:04, 9.52s/it] 28/299 4.14G 0.04001 0.01611 0.001369 75 640: 1%|▏ | 2/160 [00:16<25:04, 9.52s/it] 28/299 4.14G 0.04001 0.01611 0.001369 75 640: 2%|▏ | 3/160 [00:16<13:50, 5.29s/it] 28/299 4.14G 0.03956 0.01696 0.001113 74 640: 2%|▏ | 3/160 [00:16<13:50, 5.29s/it] 28/299 4.14G 0.03956 0.01696 0.001113 74 640: 2%|▎ | 4/160 [00:16<08:32, 3.29s/it] 28/299 4.14G 0.03873 0.01641 0.000982 55 640: 2%|▎ | 4/160 [00:16<08:32, 3.29s/it] 28/299 4.14G 0.03873 0.01641 0.000982 55 640: 3%|▎ | 5/160 [00:16<05:37, 2.18s/it] 28/299 4.14G 0.03774 0.01743 0.0008676 69 640: 3%|▎ | 5/160 [00:17<05:37, 2.18s/it] 28/299 4.14G 0.03774 0.01743 0.0008676 69 640: 4%|▍ | 6/160 [00:17<03:52, 1.51s/it] 28/299 4.14G 0.03738 0.0173 0.0008107 55 640: 4%|▍ | 6/160 [00:17<03:52, 1.51s/it] 28/299 4.14G 0.03738 0.0173 0.0008107 55 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 28/299 4.14G 0.03676 0.01764 0.0008084 61 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 28/299 4.14G 0.03676 0.01764 0.0008084 61 640: 5%|▌ | 8/160 [00:17<02:05, 1.22it/s] 28/299 4.14G 0.03726 0.01804 0.0008065 65 640: 5%|▌ | 8/160 [00:17<02:05, 1.22it/s] 28/299 4.14G 0.03726 0.01804 0.0008065 65 640: 6%|▌ | 9/160 [00:17<01:35, 1.58it/s] 28/299 4.14G 0.03724 0.01785 0.0008901 59 640: 6%|▌ | 9/160 [00:31<01:35, 1.58it/s] 28/299 4.14G 0.03724 0.01785 0.0008901 59 640: 6%|▋ | 10/160 [00:31<11:42, 4.69s/it] 28/299 4.14G 0.03761 0.01821 0.0009182 87 640: 6%|▋ | 10/160 [00:31<11:42, 4.69s/it] 28/299 4.14G 0.03761 0.01821 0.0009182 87 640: 7%|▋ | 11/160 [00:31<08:15, 3.33s/it] 28/299 4.14G 0.0377 0.0183 0.0008674 64 640: 7%|▋ | 11/160 [00:32<08:15, 3.33s/it] 28/299 4.14G 0.0377 0.0183 0.0008674 64 640: 8%|▊ | 12/160 [00:32<05:52, 2.38s/it] 28/299 4.14G 0.03745 0.01847 0.001278 65 640: 8%|▊ | 12/160 [00:32<05:52, 2.38s/it] 28/299 4.14G 0.03745 0.01847 0.001278 65 640: 8%|▊ | 13/160 [00:32<04:13, 1.72s/it] 28/299 4.14G 0.03762 0.01865 0.00128 61 640: 8%|▊ | 13/160 [00:32<04:13, 1.72s/it] 28/299 4.14G 0.03762 0.01865 0.00128 61 640: 9%|▉ | 14/160 [00:32<03:04, 1.27s/it] 28/299 4.14G 0.03747 0.0188 0.001222 56 640: 9%|▉ | 14/160 [00:32<03:04, 1.27s/it] 28/299 4.14G 0.03747 0.0188 0.001222 56 640: 9%|▉ | 15/160 [00:32<02:19, 1.04it/s] 28/299 4.14G 0.03753 0.01871 0.001165 54 640: 9%|▉ | 15/160 [00:32<02:19, 1.04it/s] 28/299 4.14G 0.03753 0.01871 0.001165 54 640: 10%|█ | 16/160 [00:32<01:45, 1.36it/s] 28/299 4.14G 0.03749 0.01905 0.001123 78 640: 10%|█ | 16/160 [00:33<01:45, 1.36it/s] 28/299 4.14G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 823 0.589 0.572 0.569 0.286
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 29/299 4.14G 0.03593 0.01494 0.0004622 42 640: 0%| | 0/160 [00:00<?, ?it/s] 29/299 4.14G 0.03593 0.01494 0.0004622 42 640: 1%| | 1/160 [00:00<00:51, 3.09it/s] 29/299 4.14G 0.03643 0.0167 0.002933 59 640: 1%| | 1/160 [00:15<00:51, 3.09it/s] 29/299 4.14G 0.03643 0.0167 0.002933 59 640: 1%|▏ | 2/160 [00:15<24:17, 9.22s/it] 29/299 4.14G 0.03572 0.01606 0.002099 45 640: 1%|▏ | 2/160 [00:16<24:17, 9.22s/it] 29/299 4.14G 0.03572 0.01606 0.002099 45 640: 2%|▏ | 3/160 [00:16<13:24, 5.13s/it] 29/299 4.14G 0.03611 0.01767 0.001682 74 640: 2%|▏ | 3/160 [00:16<13:24, 5.13s/it] 29/299 4.14G 0.03611 0.01767 0.001682 74 640: 2%|▎ | 4/160 [00:16<08:17, 3.19s/it] 29/299 4.14G 0.03642 0.0174 0.00143 41 640: 2%|▎ | 4/160 [00:16<08:17, 3.19s/it] 29/299 4.14G 0.03642 0.0174 0.00143 41 640: 3%|▎ | 5/160 [00:16<05:27, 2.12s/it] 29/299 4.14G 0.03624 0.01807 0.001275 71 640: 3%|▎ | 5/160 [00:16<05:27, 2.12s/it] 29/299 4.14G 0.03624 0.01807 0.001275 71 640: 4%|▍ | 6/160 [00:16<03:46, 1.47s/it] 29/299 4.14G 0.03604 0.01846 0.001181 79 640: 4%|▍ | 6/160 [00:16<03:46, 1.47s/it] 29/299 4.14G 0.03604 0.01846 0.001181 79 640: 4%|▍ | 7/160 [00:16<02:44, 1.07s/it] 29/299 4.14G 0.03631 0.01852 0.001185 57 640: 4%|▍ | 7/160 [00:17<02:44, 1.07s/it] 29/299 4.14G 0.03631 0.01852 0.001185 57 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 29/299 4.14G 0.03624 0.01844 0.001386 56 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 29/299 4.14G 0.03624 0.01844 0.001386 56 640: 6%|▌ | 9/160 [00:17<01:33, 1.62it/s] 29/299 4.14G 0.03602 0.01896 0.001287 70 640: 6%|▌ | 9/160 [00:30<01:33, 1.62it/s] 29/299 4.14G 0.03602 0.01896 0.001287 70 640: 6%|▋ | 10/160 [00:30<11:19, 4.53s/it] 29/299 4.14G 0.03613 0.01978 0.001238 92 640: 6%|▋ | 10/160 [00:30<11:19, 4.53s/it] 29/299 4.14G 0.03613 0.01978 0.001238 92 640: 7%|▋ | 11/160 [00:30<07:59, 3.22s/it] 29/299 4.14G 0.03603 0.01962 0.0014 57 640: 7%|▋ | 11/160 [00:31<07:59, 3.22s/it] 29/299 4.14G 0.03603 0.01962 0.0014 57 640: 8%|▊ | 12/160 [00:31<05:40, 2.30s/it] 29/299 4.14G 0.0363 0.01975 0.001337 80 640: 8%|▊ | 12/160 [00:31<05:40, 2.30s/it] 29/299 4.14G 0.0363 0.01975 0.001337 80 640: 8%|▊ | 13/160 [00:31<04:05, 1.67s/it] 29/299 4.14G 0.03636 0.02 0.001264 71 640: 8%|▊ | 13/160 [00:31<04:05, 1.67s/it] 29/299 4.14G 0.03636 0.02 0.001264 71 640: 9%|▉ | 14/160 [00:31<02:59, 1.23s/it] 29/299 4.14G 0.03634 0.02037 0.0012 77 640: 9%|▉ | 14/160 [00:31<02:59, 1.23s/it] 29/299 4.14G 0.03634 0.02037 0.0012 77 640: 9%|▉ | 15/160 [00:31<02:15, 1.07it/s] 29/299 4.14G 0.0365 0.0204 0.00115 65 640: 9%|▉ | 15/160 [00:31<02:15, 1.07it/s] 29/299 4.14G 0.0365 0.0204 0.00115 65 640: 10%|█ | 16/160 [00:31<01:42, 1.40it/s] 29/299 4.14G 0.0366 0.02031 0.001279 59 640: 10%|█ | 16/160 [00:32<01:42, 1.40it/s] 29/299 4.14G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.6 0.553 0.587 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 30/299 4.14G 0.03893 0.02091 0.0003932 70 640: 0%| | 0/160 [00:00<?, ?it/s] 30/299 4.14G 0.03893 0.02091 0.0003932 70 640: 1%| | 1/160 [00:00<00:45, 3.46it/s] 30/299 4.14G 0.03874 0.01737 0.000626 48 640: 1%| | 1/160 [00:13<00:45, 3.46it/s] 30/299 4.14G 0.03874 0.01737 0.000626 48 640: 1%|▏ | 2/160 [00:13<21:17, 8.08s/it] 30/299 4.14G 0.03941 0.01854 0.0005176 72 640: 1%|▏ | 2/160 [00:14<21:17, 8.08s/it] 30/299 4.14G 0.03941 0.01854 0.0005176 72 640: 2%|▏ | 3/160 [00:14<11:47, 4.51s/it] 30/299 4.14G 0.03852 0.01911 0.0005155 58 640: 2%|▏ | 3/160 [00:14<11:47, 4.51s/it] 30/299 4.14G 0.03852 0.01911 0.0005155 58 640: 2%|▎ | 4/160 [00:14<07:18, 2.81s/it] 30/299 4.14G 0.03766 0.01973 0.0005516 60 640: 2%|▎ | 4/160 [00:14<07:18, 2.81s/it] 30/299 4.14G 0.03766 0.01973 0.0005516 60 640: 3%|▎ | 5/160 [00:14<04:51, 1.88s/it] 30/299 4.14G 0.03753 0.02002 0.000522 69 640: 3%|▎ | 5/160 [00:14<04:51, 1.88s/it] 30/299 4.14G 0.03753 0.02002 0.000522 69 640: 4%|▍ | 6/160 [00:14<03:22, 1.31s/it] 30/299 4.14G 0.03721 0.02081 0.000483 72 640: 4%|▍ | 6/160 [00:14<03:22, 1.31s/it] 30/299 4.14G 0.03721 0.02081 0.000483 72 640: 4%|▍ | 7/160 [00:14<02:27, 1.04it/s] 30/299 4.14G 0.0374 0.02075 0.0005589 52 640: 4%|▍ | 7/160 [00:15<02:27, 1.04it/s] 30/299 4.14G 0.0374 0.02075 0.0005589 52 640: 5%|▌ | 8/160 [00:15<01:50, 1.38it/s] 30/299 4.14G 0.0372 0.02027 0.0008956 49 640: 5%|▌ | 8/160 [00:15<01:50, 1.38it/s] 30/299 4.14G 0.0372 0.02027 0.0008956 49 640: 6%|▌ | 9/160 [00:15<01:25, 1.76it/s] 30/299 4.14G 0.03771 0.01991 0.0008553 49 640: 6%|▌ | 9/160 [00:27<01:25, 1.76it/s] 30/299 4.14G 0.03771 0.01991 0.0008553 49 640: 6%|▋ | 10/160 [00:27<10:30, 4.20s/it] 30/299 4.14G 0.03743 0.0196 0.0008524 50 640: 6%|▋ | 10/160 [00:28<10:30, 4.20s/it] 30/299 4.14G 0.03743 0.0196 0.0008524 50 640: 7%|▋ | 11/160 [00:28<07:26, 3.00s/it] 30/299 4.14G 0.03769 0.01936 0.0008095 38 640: 7%|▋ | 11/160 [00:28<07:26, 3.00s/it] 30/299 4.14G 0.03769 0.01936 0.0008095 38 640: 8%|▊ | 12/160 [00:28<05:18, 2.15s/it] 30/299 4.14G 0.03754 0.01965 0.0007702 65 640: 8%|▊ | 12/160 [00:28<05:18, 2.15s/it] 30/299 4.14G 0.03754 0.01965 0.0007702 65 640: 8%|▊ | 13/160 [00:28<03:49, 1.56s/it] 30/299 4.14G 0.03783 0.01978 0.0008177 59 640: 8%|▊ | 13/160 [00:28<03:49, 1.56s/it] 30/299 4.14G 0.03783 0.01978 0.0008177 59 640: 9%|▉ | 14/160 [00:28<02:48, 1.16s/it] 30/299 4.14G 0.03758 0.01984 0.0007834 57 640: 9%|▉ | 14/160 [00:28<02:48, 1.16s/it] 30/299 4.14G 0.03758 0.01984 0.0007834 57 640: 9%|▉ | 15/160 [00:28<02:08, 1.13it/s] 30/299 4.14G 0.03742 0.01985 0.0007543 75 640: 9%|▉ | 15/160 [00:29<02:08, 1.13it/s] 30/299 4.14G 0.03742 0.01985 0.0007543 75 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 30/299 4.14G 0.03756 0.01991 0.0007503 71 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 30/299 4.14G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.611 0.564 0.578 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 31/299 4.14G 0.03964 0.01927 0.0005027 77 640: 0%| | 0/160 [00:00<?, ?it/s] 31/299 4.14G 0.03964 0.01927 0.0005027 77 640: 1%| | 1/160 [00:00<00:48, 3.30it/s] 31/299 4.14G 0.03397 0.01902 0.0003823 62 640: 1%| | 1/160 [00:15<00:48, 3.30it/s] 31/299 4.14G 0.03397 0.01902 0.0003823 62 640: 1%|▏ | 2/160 [00:15<23:08, 8.79s/it] 31/299 4.14G 0.03472 0.01842 0.0003429 59 640: 1%|▏ | 2/160 [00:15<23:08, 8.79s/it] 31/299 4.14G 0.03472 0.01842 0.0003429 59 640: 2%|▏ | 3/160 [00:15<12:47, 4.89s/it] 31/299 4.14G 0.03608 0.01906 0.0003527 75 640: 2%|▏ | 3/160 [00:15<12:47, 4.89s/it] 31/299 4.14G 0.03608 0.01906 0.0003527 75 640: 2%|▎ | 4/160 [00:15<07:55, 3.05s/it] 31/299 4.14G 0.03635 0.01893 0.0004154 56 640: 2%|▎ | 4/160 [00:15<07:55, 3.05s/it] 31/299 4.14G 0.03635 0.01893 0.0004154 56 640: 3%|▎ | 5/160 [00:15<05:14, 2.03s/it] 31/299 4.14G 0.03686 0.01962 0.000736 80 640: 3%|▎ | 5/160 [00:15<05:14, 2.03s/it] 31/299 4.14G 0.03686 0.01962 0.000736 80 640: 4%|▍ | 6/160 [00:15<03:37, 1.41s/it] 31/299 4.14G 0.0365 0.0197 0.001083 62 640: 4%|▍ | 6/160 [00:16<03:37, 1.41s/it] 31/299 4.14G 0.0365 0.0197 0.001083 62 640: 4%|▍ | 7/160 [00:16<02:38, 1.03s/it] 31/299 4.14G 0.03657 0.01977 0.001007 70 640: 4%|▍ | 7/160 [00:16<02:38, 1.03s/it] 31/299 4.14G 0.03657 0.01977 0.001007 70 640: 5%|▌ | 8/160 [00:16<01:57, 1.29it/s] 31/299 4.14G 0.03674 0.02029 0.001074 74 640: 5%|▌ | 8/160 [00:16<01:57, 1.29it/s] 31/299 4.14G 0.03674 0.02029 0.001074 74 640: 6%|▌ | 9/160 [00:16<01:30, 1.67it/s] 31/299 4.14G 0.0366 0.02023 0.001098 63 640: 6%|▌ | 9/160 [00:30<01:30, 1.67it/s] 31/299 4.14G 0.0366 0.02023 0.001098 63 640: 6%|▋ | 10/160 [00:30<11:32, 4.61s/it] 31/299 4.14G 0.03649 0.02009 0.001019 60 640: 6%|▋ | 10/160 [00:30<11:32, 4.61s/it] 31/299 4.14G 0.03649 0.02009 0.001019 60 640: 7%|▋ | 11/160 [00:30<08:08, 3.28s/it] 31/299 4.14G 0.03675 0.02 0.001069 54 640: 7%|▋ | 11/160 [00:30<08:08, 3.28s/it] 31/299 4.14G 0.03675 0.02 0.001069 54 640: 8%|▊ | 12/160 [00:30<05:47, 2.35s/it] 31/299 4.14G 0.03675 0.01992 0.001091 62 640: 8%|▊ | 12/160 [00:30<05:47, 2.35s/it] 31/299 4.14G 0.03675 0.01992 0.001091 62 640: 8%|▊ | 13/160 [00:30<04:10, 1.70s/it] 31/299 4.14G 0.03678 0.01984 0.001028 65 640: 8%|▊ | 13/160 [00:31<04:10, 1.70s/it] 31/299 4.14G 0.03678 0.01984 0.001028 65 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 31/299 4.14G 0.03674 0.01956 0.0009805 51 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 31/299 4.14G 0.03674 0.01956 0.0009805 51 640: 9%|▉ | 15/160 [00:31<02:17, 1.05it/s] 31/299 4.14G 0.03654 0.01925 0.0009336 39 640: 9%|▉ | 15/160 [00:31<02:17, 1.05it/s] 31/299 4.14G 0.03654 0.01925 0.0009336 39 640: 10%|█ | 16/160 [00:31<01:44, 1.37it/s] 31/299 4.14G 0.03654 0.01919 0.0009078 62 640: 10%|█ | 16/160 [00:31<01:44, 1.37it/s] 31/299 4.14G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s]
all 340 823 0.593 0.571 0.579 0.293
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 32/299 4.14G 0.03855 0.02325 0.001031 71 640: 0%| | 0/160 [00:00<?, ?it/s] 32/299 4.14G 0.03855 0.02325 0.001031 71 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 32/299 4.14G 0.03563 0.02019 0.0007165 55 640: 1%| | 1/160 [00:13<00:49, 3.24it/s] 32/299 4.14G 0.03563 0.02019 0.0007165 55 640: 1%|▏ | 2/160 [00:13<20:56, 7.95s/it] 32/299 4.14G 0.03581 0.01886 0.0007348 54 640: 1%|▏ | 2/160 [00:13<20:56, 7.95s/it] 32/299 4.14G 0.03581 0.01886 0.0007348 54 640: 2%|▏ | 3/160 [00:13<11:36, 4.44s/it] 32/299 4.14G 0.03587 0.01949 0.0006541 61 640: 2%|▏ | 3/160 [00:14<11:36, 4.44s/it] 32/299 4.14G 0.03587 0.01949 0.0006541 61 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 32/299 4.14G 0.03617 0.01951 0.0006809 63 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 32/299 4.14G 0.03617 0.01951 0.0006809 63 640: 3%|▎ | 5/160 [00:14<04:46, 1.85s/it] 32/299 4.14G 0.03571 0.01905 0.0006359 47 640: 3%|▎ | 5/160 [00:14<04:46, 1.85s/it] 32/299 4.14G 0.03571 0.01905 0.0006359 47 640: 4%|▍ | 6/160 [00:14<03:19, 1.29s/it] 32/299 4.14G 0.036 0.01948 0.0006072 73 640: 4%|▍ | 6/160 [00:17<03:19, 1.29s/it] 32/299 4.14G 0.036 0.01948 0.0006072 73 640: 4%|▍ | 7/160 [00:17<04:32, 1.78s/it] 32/299 4.14G 0.03572 0.0192 0.0006245 48 640: 4%|▍ | 7/160 [00:17<04:32, 1.78s/it] 32/299 4.14G 0.03572 0.0192 0.0006245 48 640: 5%|▌ | 8/160 [00:17<03:15, 1.28s/it] 32/299 4.14G 0.03583 0.01963 0.000662 67 640: 5%|▌ | 8/160 [00:17<03:15, 1.28s/it] 32/299 4.14G 0.03583 0.01963 0.000662 67 640: 6%|▌ | 9/160 [00:17<02:23, 1.05it/s] 32/299 4.14G 0.036 0.01941 0.0006448 61 640: 6%|▌ | 9/160 [00:27<02:23, 1.05it/s] 32/299 4.14G 0.036 0.01941 0.0006448 61 640: 6%|▋ | 10/160 [00:27<09:16, 3.71s/it] 32/299 4.14G 0.03655 0.01972 0.0006611 88 640: 6%|▋ | 10/160 [00:27<09:16, 3.71s/it] 32/299 4.14G 0.03655 0.01972 0.0006611 88 640: 7%|▋ | 11/160 [00:27<06:35, 2.65s/it] 32/299 4.14G 0.03626 0.01929 0.0006337 57 640: 7%|▋ | 11/160 [00:28<06:35, 2.65s/it] 32/299 4.14G 0.03626 0.01929 0.0006337 57 640: 8%|▊ | 12/160 [00:28<04:42, 1.91s/it] 32/299 4.14G 0.03649 0.01942 0.0007807 58 640: 8%|▊ | 12/160 [00:28<04:42, 1.91s/it] 32/299 4.14G 0.03649 0.01942 0.0007807 58 640: 8%|▊ | 13/160 [00:28<03:25, 1.40s/it] 32/299 4.14G 0.03613 0.01945 0.0007556 62 640: 8%|▊ | 13/160 [00:28<03:25, 1.40s/it] 32/299 4.14G 0.03613 0.01945 0.0007556 62 640: 9%|▉ | 14/160 [00:28<02:31, 1.04s/it] 32/299 4.14G 0.03624 0.01954 0.0007262 56 640: 9%|▉ | 14/160 [00:32<02:31, 1.04s/it] 32/299 4.14G 0.03624 0.01954 0.0007262 56 640: 9%|▉ | 15/160 [00:32<04:56, 2.04s/it] 32/299 4.14G 0.03623 0.01991 0.0007089 85 640: 9%|▉ | 15/160 [00:33<04:56, 2.04s/it] 32/299 4.14G 0.03623 0.01991 0.0007089 85 640: 10%|█ | 16/160 [00:33<03:34, 1.49s/it] 32/299 4.14G 0.03629 0.0199 0.0006834 61 640: 10%|█ | 16/160 [00:33<03:34, 1.49s/it] 32/299 4.14G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 823 0.593 0.57 0.597 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 33/299 4.14G 0.03739 0.01722 0.0003091 41 640: 0%| | 0/160 [00:00<?, ?it/s] 33/299 4.14G 0.03739 0.01722 0.0003091 41 640: 1%| | 1/160 [00:00<00:44, 3.58it/s] 33/299 4.14G 0.03622 0.01751 0.0005215 51 640: 1%| | 1/160 [00:06<00:44, 3.58it/s] 33/299 4.14G 0.03622 0.01751 0.0005215 51 640: 1%|▏ | 2/160 [00:06<09:16, 3.52s/it] 33/299 4.14G 0.03596 0.01875 0.0004314 82 640: 1%|▏ | 2/160 [00:06<09:16, 3.52s/it] 33/299 4.14G 0.03596 0.01875 0.0004314 82 640: 2%|▏ | 3/160 [00:06<05:20, 2.04s/it] 33/299 4.14G 0.03573 0.01803 0.0004134 58 640: 2%|▏ | 3/160 [00:06<05:20, 2.04s/it] 33/299 4.14G 0.03573 0.01803 0.0004134 58 640: 2%|▎ | 4/160 [00:06<03:28, 1.34s/it] 33/299 4.14G 0.03595 0.01831 0.0004009 74 640: 2%|▎ | 4/160 [00:06<03:28, 1.34s/it] 33/299 4.14G 0.03595 0.01831 0.0004009 74 640: 3%|▎ | 5/160 [00:06<02:24, 1.07it/s] 33/299 4.14G 0.03544 0.01796 0.0003879 50 640: 3%|▎ | 5/160 [00:07<02:24, 1.07it/s] 33/299 4.14G 0.03544 0.01796 0.0003879 50 640: 4%|▍ | 6/160 [00:07<01:46, 1.45it/s] 33/299 4.14G 0.03547 0.0185 0.0003745 79 640: 4%|▍ | 6/160 [00:14<01:46, 1.45it/s] 33/299 4.14G 0.03547 0.0185 0.0003745 79 640: 4%|▍ | 7/160 [00:14<07:43, 3.03s/it] 33/299 4.14G 0.03553 0.01831 0.0003531 56 640: 4%|▍ | 7/160 [00:15<07:43, 3.03s/it] 33/299 4.14G 0.03553 0.01831 0.0003531 56 640: 5%|▌ | 8/160 [00:15<05:24, 2.13s/it] 33/299 4.14G 0.03565 0.0187 0.000347 68 640: 5%|▌ | 8/160 [00:15<05:24, 2.13s/it] 33/299 4.14G 0.03565 0.0187 0.000347 68 640: 6%|▌ | 9/160 [00:15<03:51, 1.53s/it] 33/299 4.14G 0.03581 0.0188 0.0004335 63 640: 6%|▌ | 9/160 [00:22<03:51, 1.53s/it] 33/299 4.14G 0.03581 0.0188 0.0004335 63 640: 6%|▋ | 10/160 [00:22<07:55, 3.17s/it] 33/299 4.14G 0.03553 0.01923 0.0005327 91 640: 6%|▋ | 10/160 [00:22<07:55, 3.17s/it] 33/299 4.14G 0.03553 0.01923 0.0005327 91 640: 7%|▋ | 11/160 [00:22<05:39, 2.28s/it] 33/299 4.14G 0.03568 0.01934 0.0005345 69 640: 7%|▋ | 11/160 [00:22<05:39, 2.28s/it] 33/299 4.14G 0.03568 0.01934 0.0005345 69 640: 8%|▊ | 12/160 [00:22<04:03, 1.65s/it] 33/299 4.14G 0.03571 0.01916 0.0005184 61 640: 8%|▊ | 12/160 [00:22<04:03, 1.65s/it] 33/299 4.14G 0.03571 0.01916 0.0005184 61 640: 8%|▊ | 13/160 [00:22<03:00, 1.23s/it] 33/299 4.14G 0.03574 0.01939 0.000506 83 640: 8%|▊ | 13/160 [00:23<03:00, 1.23s/it] 33/299 4.14G 0.03574 0.01939 0.000506 83 640: 9%|▉ | 14/160 [00:23<02:14, 1.09it/s] 33/299 4.14G 0.03607 0.01945 0.000498 66 640: 9%|▉ | 14/160 [00:29<02:14, 1.09it/s] 33/299 4.14G 0.03607 0.01945 0.000498 66 640: 9%|▉ | 15/160 [00:29<06:11, 2.56s/it] 33/299 4.14G 0.03592 0.01908 0.0005657 46 640: 9%|▉ | 15/160 [00:29<06:11, 2.56s/it] 33/299 4.14G 0.03592 0.01908 0.0005657 46 640: 10%|█ | 16/160 [00:29<04:27, 1.85s/it] 33/299 4.14G 0.03582 0.01891 0.0005463 59 640: 10%|█ | 16/160 [00:29<04:27, 1.85s/it] 33/299 4.14G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.586 0.565 0.572 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 34/299 4.14G 0.04071 0.01999 0.001667 60 640: 0%| | 0/160 [00:00<?, ?it/s] 34/299 4.14G 0.04071 0.01999 0.001667 60 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 34/299 4.14G 0.03935 0.02301 0.001139 84 640: 1%| | 1/160 [00:07<00:52, 3.05it/s] 34/299 4.14G 0.03935 0.02301 0.001139 84 640: 1%|▏ | 2/160 [00:07<10:50, 4.12s/it] 34/299 4.14G 0.03723 0.02004 0.0008696 44 640: 1%|▏ | 2/160 [00:07<10:50, 4.12s/it] 34/299 4.14G 0.03723 0.02004 0.0008696 44 640: 2%|▏ | 3/160 [00:07<06:12, 2.37s/it] 34/299 4.14G 0.03721 0.02069 0.0007858 79 640: 2%|▏ | 3/160 [00:07<06:12, 2.37s/it] 34/299 4.14G 0.03721 0.02069 0.0007858 79 640: 2%|▎ | 4/160 [00:07<03:58, 1.53s/it] 34/299 4.14G 0.03699 0.01906 0.0006751 36 640: 2%|▎ | 4/160 [00:07<03:58, 1.53s/it] 34/299 4.14G 0.03699 0.01906 0.0006751 36 640: 3%|▎ | 5/160 [00:07<02:45, 1.07s/it] 34/299 4.14G 0.03667 0.01858 0.0006114 55 640: 3%|▎ | 5/160 [00:08<02:45, 1.07s/it] 34/299 4.14G 0.03667 0.01858 0.0006114 55 640: 4%|▍ | 6/160 [00:08<02:00, 1.27it/s] 34/299 4.14G 0.03676 0.01829 0.0009272 50 640: 4%|▍ | 6/160 [00:17<02:00, 1.27it/s] 34/299 4.14G 0.03676 0.01829 0.0009272 50 640: 4%|▍ | 7/160 [00:17<09:05, 3.57s/it] 34/299 4.14G 0.03581 0.01795 0.0008557 53 640: 4%|▍ | 7/160 [00:17<09:05, 3.57s/it] 34/299 4.14G 0.03581 0.01795 0.0008557 53 640: 5%|▌ | 8/160 [00:17<06:20, 2.50s/it] 34/299 4.14G 0.03549 0.01824 0.0008298 63 640: 5%|▌ | 8/160 [00:17<06:20, 2.50s/it] 34/299 4.14G 0.03549 0.01824 0.0008298 63 640: 6%|▌ | 9/160 [00:17<04:29, 1.79s/it] 34/299 4.14G 0.03528 0.01826 0.0007695 68 640: 6%|▌ | 9/160 [00:23<04:29, 1.79s/it] 34/299 4.14G 0.03528 0.01826 0.0007695 68 640: 6%|▋ | 10/160 [00:23<07:15, 2.90s/it] 34/299 4.14G 0.0353 0.01811 0.000732 63 640: 6%|▋ | 10/160 [00:23<07:15, 2.90s/it] 34/299 4.14G 0.0353 0.01811 0.000732 63 640: 7%|▋ | 11/160 [00:23<05:13, 2.10s/it] 34/299 4.14G 0.03522 0.01799 0.0006939 49 640: 7%|▋ | 11/160 [00:23<05:13, 2.10s/it] 34/299 4.14G 0.03522 0.01799 0.0006939 49 640: 8%|▊ | 12/160 [00:23<03:46, 1.53s/it] 34/299 4.14G 0.03547 0.01812 0.0006538 67 640: 8%|▊ | 12/160 [00:23<03:46, 1.53s/it] 34/299 4.14G 0.03547 0.01812 0.0006538 67 640: 8%|▊ | 13/160 [00:23<02:46, 1.13s/it] 34/299 4.14G 0.0356 0.01797 0.0006232 56 640: 8%|▊ | 13/160 [00:24<02:46, 1.13s/it] 34/299 4.14G 0.0356 0.01797 0.0006232 56 640: 9%|▉ | 14/160 [00:24<02:04, 1.17it/s] 34/299 4.14G 0.03592 0.01778 0.0006163 47 640: 9%|▉ | 14/160 [00:30<02:04, 1.17it/s] 34/299 4.14G 0.03592 0.01778 0.0006163 47 640: 9%|▉ | 15/160 [00:30<06:23, 2.65s/it] 34/299 4.14G 0.03604 0.01829 0.0005979 94 640: 9%|▉ | 15/160 [00:31<06:23, 2.65s/it] 34/299 4.14G 0.03604 0.01829 0.0005979 94 640: 10%|█ | 16/160 [00:31<04:35, 1.91s/it] 34/299 4.14G 0.03601 0.01819 0.000894 54 640: 10%|█ | 16/160 [00:31<04:35, 1.91s/it] 34/299 4.14G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 823 0.551 0.651 0.607 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 35/299 4.14G 0.03596 0.01507 0.0002694 49 640: 0%| | 0/160 [00:00<?, ?it/s] 35/299 4.14G 0.03596 0.01507 0.0002694 49 640: 1%| | 1/160 [00:00<00:51, 3.07it/s] 35/299 4.14G 0.03626 0.01469 0.0006455 50 640: 1%| | 1/160 [00:02<00:51, 3.07it/s] 35/299 4.14G 0.03626 0.01469 0.0006455 50 640: 1%|▏ | 2/160 [00:02<03:54, 1.48s/it] 35/299 4.14G 0.03591 0.01726 0.0005131 77 640: 1%|▏ | 2/160 [00:02<03:54, 1.48s/it] 35/299 4.14G 0.03591 0.01726 0.0005131 77 640: 2%|▏ | 3/160 [00:02<02:29, 1.05it/s] 35/299 4.14G 0.03551 0.01858 0.001003 77 640: 2%|▏ | 3/160 [00:03<02:29, 1.05it/s] 35/299 4.14G 0.03551 0.01858 0.001003 77 640: 2%|▎ | 4/160 [00:03<01:49, 1.43it/s] 35/299 4.14G 0.03516 0.01889 0.0009145 100 640: 2%|▎ | 4/160 [00:03<01:49, 1.43it/s] 35/299 4.14G 0.03516 0.01889 0.0009145 100 640: 3%|▎ | 5/160 [00:03<01:26, 1.79it/s] 35/299 4.14G 0.03477 0.01902 0.0008427 68 640: 3%|▎ | 5/160 [00:03<01:26, 1.79it/s] 35/299 4.14G 0.03477 0.01902 0.0008427 68 640: 4%|▍ | 6/160 [00:03<01:11, 2.15it/s] 35/299 4.14G 0.0348 0.01976 0.0007601 96 640: 4%|▍ | 6/160 [00:15<01:11, 2.15it/s] 35/299 4.14G 0.0348 0.01976 0.0007601 96 640: 4%|▍ | 7/160 [00:15<10:49, 4.24s/it] 35/299 4.14G 0.03508 0.02022 0.0008462 60 640: 4%|▍ | 7/160 [00:16<10:49, 4.24s/it] 35/299 4.14G 0.03508 0.02022 0.0008462 60 640: 5%|▌ | 8/160 [00:16<07:30, 2.96s/it] 35/299 4.14G 0.03511 0.02054 0.0008313 92 640: 5%|▌ | 8/160 [00:16<07:30, 2.96s/it] 35/299 4.14G 0.03511 0.02054 0.0008313 92 640: 6%|▌ | 9/160 [00:16<05:17, 2.10s/it] 35/299 4.14G 0.03579 0.02004 0.0009645 47 640: 6%|▌ | 9/160 [00:18<05:17, 2.10s/it] 35/299 4.14G 0.03579 0.02004 0.0009645 47 640: 6%|▋ | 10/160 [00:18<05:02, 2.02s/it] 35/299 4.14G 0.0357 0.02005 0.0008987 61 640: 6%|▋ | 10/160 [00:18<05:02, 2.02s/it] 35/299 4.14G 0.0357 0.02005 0.0008987 61 640: 7%|▋ | 11/160 [00:18<03:40, 1.48s/it] 35/299 4.14G 0.03552 0.02009 0.0008406 70 640: 7%|▋ | 11/160 [00:18<03:40, 1.48s/it] 35/299 4.14G 0.03552 0.02009 0.0008406 70 640: 8%|▊ | 12/160 [00:18<02:42, 1.09s/it] 35/299 4.14G 0.03598 0.01988 0.0008277 51 640: 8%|▊ | 12/160 [00:18<02:42, 1.09s/it] 35/299 4.14G 0.03598 0.01988 0.0008277 51 640: 8%|▊ | 13/160 [00:18<02:01, 1.21it/s] 35/299 4.14G 0.03575 0.01981 0.0007874 57 640: 8%|▊ | 13/160 [00:19<02:01, 1.21it/s] 35/299 4.14G 0.03575 0.01981 0.0007874 57 640: 9%|▉ | 14/160 [00:19<01:33, 1.55it/s] 35/299 4.14G 0.03572 0.01971 0.0007586 60 640: 9%|▉ | 14/160 [00:30<01:33, 1.55it/s] 35/299 4.14G 0.03572 0.01971 0.0007586 60 640: 9%|▉ | 15/160 [00:30<09:47, 4.05s/it] 35/299 4.14G 0.03564 0.0197 0.0007285 62 640: 9%|▉ | 15/160 [00:31<09:47, 4.05s/it] 35/299 4.14G 0.03564 0.0197 0.0007285 62 640: 10%|█ | 16/160 [00:31<06:57, 2.90s/it] 35/299 4.14G 0.0357 0.01942 0.0007251 48 640: 10%|█ | 16/160 [00:31<06:57, 2.90s/it] 35/299 4.14G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.564 0.582 0.575 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 36/299 4.14G 0.03718 0.01634 0.003468 65 640: 0%| | 0/160 [00:00<?, ?it/s] 36/299 4.14G 0.03718 0.01634 0.003468 65 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 36/299 4.14G 0.03596 0.01818 0.002381 70 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 36/299 4.14G 0.03596 0.01818 0.002381 70 640: 1%|▏ | 2/160 [00:00<01:09, 2.28it/s] 36/299 4.14G 0.03615 0.01858 0.001704 56 640: 1%|▏ | 2/160 [00:01<01:09, 2.28it/s] 36/299 4.14G 0.03615 0.01858 0.001704 56 640: 2%|▏ | 3/160 [00:01<01:02, 2.50it/s] 36/299 4.14G 0.03489 0.01709 0.001338 47 640: 2%|▏ | 3/160 [00:01<01:02, 2.50it/s] 36/299 4.14G 0.03489 0.01709 0.001338 47 640: 2%|▎ | 4/160 [00:01<00:57, 2.73it/s] 36/299 4.14G 0.03427 0.01706 0.001117 56 640: 2%|▎ | 4/160 [00:01<00:57, 2.73it/s] 36/299 4.14G 0.03427 0.01706 0.001117 56 640: 3%|▎ | 5/160 [00:01<00:53, 2.92it/s] 36/299 4.14G 0.03386 0.01764 0.0009835 80 640: 3%|▎ | 5/160 [00:02<00:53, 2.92it/s] 36/299 4.14G 0.03386 0.01764 0.0009835 80 640: 4%|▍ | 6/160 [00:02<00:49, 3.13it/s] 36/299 4.14G 0.03355 0.0173 0.0008842 62 640: 4%|▍ | 6/160 [00:17<00:49, 3.13it/s] 36/299 4.14G 0.03355 0.0173 0.0008842 62 640: 4%|▍ | 7/160 [00:17<13:25, 5.27s/it] 36/299 4.14G 0.03432 0.0174 0.0008026 68 640: 4%|▍ | 7/160 [00:17<13:25, 5.27s/it] 36/299 4.14G 0.03432 0.0174 0.0008026 68 640: 5%|▌ | 8/160 [00:17<09:16, 3.66s/it] 36/299 4.14G 0.0348 0.01758 0.0007531 64 640: 5%|▌ | 8/160 [00:17<09:16, 3.66s/it] 36/299 4.14G 0.0348 0.01758 0.0007531 64 640: 6%|▌ | 9/160 [00:17<06:29, 2.58s/it] 36/299 4.14G 0.03476 0.0174 0.0007391 55 640: 6%|▌ | 9/160 [00:18<06:29, 2.58s/it] 36/299 4.14G 0.03476 0.0174 0.0007391 55 640: 6%|▋ | 10/160 [00:18<04:59, 2.00s/it] 36/299 4.14G 0.03473 0.01768 0.0007181 68 640: 6%|▋ | 10/160 [00:18<04:59, 2.00s/it] 36/299 4.14G 0.03473 0.01768 0.0007181 68 640: 7%|▋ | 11/160 [00:18<03:38, 1.47s/it] 36/299 4.14G 0.03473 0.01761 0.0006817 62 640: 7%|▋ | 11/160 [00:19<03:38, 1.47s/it] 36/299 4.14G 0.03473 0.01761 0.0006817 62 640: 8%|▊ | 12/160 [00:19<02:40, 1.08s/it] 36/299 4.14G 0.03483 0.0176 0.0007722 63 640: 8%|▊ | 12/160 [00:19<02:40, 1.08s/it] 36/299 4.14G 0.03483 0.0176 0.0007722 63 640: 8%|▊ | 13/160 [00:19<02:00, 1.22it/s] 36/299 4.14G 0.0349 0.01768 0.0007375 65 640: 8%|▊ | 13/160 [00:19<02:00, 1.22it/s] 36/299 4.14G 0.0349 0.01768 0.0007375 65 640: 9%|▉ | 14/160 [00:19<01:33, 1.56it/s] 36/299 4.14G 0.03504 0.01772 0.0007265 55 640: 9%|▉ | 14/160 [00:32<01:33, 1.56it/s] 36/299 4.14G 0.03504 0.01772 0.0007265 55 640: 9%|▉ | 15/160 [00:32<10:51, 4.49s/it] 36/299 4.14G 0.03508 0.01808 0.0007507 87 640: 9%|▉ | 15/160 [00:33<10:51, 4.49s/it] 36/299 4.14G 0.03508 0.01808 0.0007507 87 640: 10%|█ | 16/160 [00:33<07:41, 3.20s/it] 36/299 4.14G 0.03498 0.01803 0.000723 59 640: 10%|█ | 16/160 [00:33<07:41, 3.20s/it] 36/299 4.14G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.576 0.584 0.579 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 37/299 4.14G 0.03176 0.01453 0.0002824 44 640: 0%| | 0/160 [00:00<?, ?it/s] 37/299 4.14G 0.03176 0.01453 0.0002824 44 640: 1%| | 1/160 [00:00<00:40, 3.93it/s] 37/299 4.14G 0.03282 0.01513 0.001006 51 640: 1%| | 1/160 [00:00<00:40, 3.93it/s] 37/299 4.14G 0.03282 0.01513 0.001006 51 640: 1%|▏ | 2/160 [00:00<00:40, 3.92it/s] 37/299 4.14G 0.03326 0.01673 0.0007952 84 640: 1%|▏ | 2/160 [00:00<00:40, 3.92it/s] 37/299 4.14G 0.03326 0.01673 0.0007952 84 640: 2%|▏ | 3/160 [00:00<00:43, 3.62it/s] 37/299 4.14G 0.03299 0.0164 0.0006755 68 640: 2%|▏ | 3/160 [00:01<00:43, 3.62it/s] 37/299 4.14G 0.03299 0.0164 0.0006755 68 640: 2%|▎ | 4/160 [00:01<00:41, 3.75it/s] 37/299 4.14G 0.03355 0.01695 0.0006093 67 640: 2%|▎ | 4/160 [00:01<00:41, 3.75it/s] 37/299 4.14G 0.03355 0.01695 0.0006093 67 640: 3%|▎ | 5/160 [00:01<00:43, 3.58it/s] 37/299 4.14G 0.03338 0.01772 0.00056 81 640: 3%|▎ | 5/160 [00:01<00:43, 3.58it/s] 37/299 4.14G 0.03338 0.01772 0.00056 81 640: 4%|▍ | 6/160 [00:01<00:44, 3.46it/s] 37/299 4.14G 0.03414 0.01754 0.0005215 48 640: 4%|▍ | 6/160 [00:15<00:44, 3.46it/s] 37/299 4.14G 0.03414 0.01754 0.0005215 48 640: 4%|▍ | 7/160 [00:15<11:48, 4.63s/it] 37/299 4.14G 0.03402 0.01804 0.0005045 76 640: 4%|▍ | 7/160 [00:15<11:48, 4.63s/it] 37/299 4.14G 0.03402 0.01804 0.0005045 76 640: 5%|▌ | 8/160 [00:15<08:10, 3.23s/it] 37/299 4.14G 0.03435 0.01809 0.000482 71 640: 5%|▌ | 8/160 [00:15<08:10, 3.23s/it] 37/299 4.14G 0.03435 0.01809 0.000482 71 640: 6%|▌ | 9/160 [00:15<05:45, 2.29s/it] 37/299 4.14G 0.03414 0.0182 0.0005463 72 640: 6%|▌ | 9/160 [00:20<05:45, 2.29s/it] 37/299 4.14G 0.03414 0.0182 0.0005463 72 640: 6%|▋ | 10/160 [00:20<07:39, 3.06s/it] 37/299 4.14G 0.03393 0.01795 0.000524 55 640: 6%|▋ | 10/160 [00:20<07:39, 3.06s/it] 37/299 4.14G 0.03393 0.01795 0.000524 55 640: 7%|▋ | 11/160 [00:20<05:28, 2.20s/it] 37/299 4.14G 0.03393 0.01826 0.000507 66 640: 7%|▋ | 11/160 [00:20<05:28, 2.20s/it] 37/299 4.14G 0.03393 0.01826 0.000507 66 640: 8%|▊ | 12/160 [00:20<03:56, 1.60s/it] 37/299 4.14G 0.03434 0.01828 0.0004977 60 640: 8%|▊ | 12/160 [00:21<03:56, 1.60s/it] 37/299 4.14G 0.03434 0.01828 0.0004977 60 640: 8%|▊ | 13/160 [00:21<02:53, 1.18s/it] 37/299 4.14G 0.03446 0.01849 0.0004805 63 640: 8%|▊ | 13/160 [00:21<02:53, 1.18s/it] 37/299 4.14G 0.03446 0.01849 0.0004805 63 640: 9%|▉ | 14/160 [00:21<02:09, 1.13it/s] 37/299 4.14G 0.03453 0.01822 0.0004647 40 640: 9%|▉ | 14/160 [00:28<02:09, 1.13it/s] 37/299 4.14G 0.03453 0.01822 0.0004647 40 640: 9%|▉ | 15/160 [00:28<07:02, 2.91s/it] 37/299 4.14G 0.03466 0.01823 0.0004683 47 640: 9%|▉ | 15/160 [00:29<07:02, 2.91s/it] 37/299 4.14G 0.03466 0.01823 0.0004683 47 640: 10%|█ | 16/160 [00:29<05:02, 2.10s/it] 37/299 4.14G 0.0347 0.01803 0.0004561 44 640: 10%|█ | 16/160 [00:29<05:02, 2.10s/it] 37/299 4.14G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.613 0.56 0.617 0.327
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 38/299 4.14G 0.03583 0.01654 0.002594 51 640: 0%| | 0/160 [00:00<?, ?it/s] 38/299 4.14G 0.03583 0.01654 0.002594 51 640: 1%| | 1/160 [00:00<00:55, 2.86it/s] 38/299 4.14G 0.03696 0.01808 0.001565 61 640: 1%| | 1/160 [00:02<00:55, 2.86it/s] 38/299 4.14G 0.03696 0.01808 0.001565 61 640: 1%|▏ | 2/160 [00:02<02:59, 1.13s/it] 38/299 4.14G 0.03591 0.01732 0.001225 57 640: 1%|▏ | 2/160 [00:02<02:59, 1.13s/it] 38/299 4.14G 0.03591 0.01732 0.001225 57 640: 2%|▏ | 3/160 [00:02<02:02, 1.29it/s] 38/299 4.14G 0.03602 0.0183 0.00105 64 640: 2%|▏ | 3/160 [00:02<02:02, 1.29it/s] 38/299 4.14G 0.03602 0.0183 0.00105 64 640: 2%|▎ | 4/160 [00:02<01:32, 1.69it/s] 38/299 4.14G 0.0357 0.01941 0.001041 88 640: 2%|▎ | 4/160 [00:02<01:32, 1.69it/s] 38/299 4.14G 0.0357 0.01941 0.001041 88 640: 3%|▎ | 5/160 [00:02<01:14, 2.08it/s] 38/299 4.14G 0.03544 0.01954 0.0009898 81 640: 3%|▎ | 5/160 [00:03<01:14, 2.08it/s] 38/299 4.14G 0.03544 0.01954 0.0009898 81 640: 4%|▍ | 6/160 [00:03<01:03, 2.43it/s] 38/299 4.14G 0.03589 0.01942 0.0008939 58 640: 4%|▍ | 6/160 [00:15<01:03, 2.43it/s] 38/299 4.14G 0.03589 0.01942 0.0008939 58 640: 4%|▍ | 7/160 [00:15<10:58, 4.30s/it] 38/299 4.14G 0.03622 0.01968 0.0008368 80 640: 4%|▍ | 7/160 [00:15<10:58, 4.30s/it] 38/299 4.14G 0.03622 0.01968 0.0008368 80 640: 5%|▌ | 8/160 [00:15<07:36, 3.00s/it] 38/299 4.14G 0.03599 0.01921 0.0007873 50 640: 5%|▌ | 8/160 [00:16<07:36, 3.00s/it] 38/299 4.14G 0.03599 0.01921 0.0007873 50 640: 6%|▌ | 9/160 [00:16<05:21, 2.13s/it] 38/299 4.14G 0.03584 0.01909 0.0007984 60 640: 6%|▌ | 9/160 [00:18<05:21, 2.13s/it] 38/299 4.14G 0.03584 0.01909 0.0007984 60 640: 6%|▋ | 10/160 [00:18<05:29, 2.19s/it] 38/299 4.14G 0.03573 0.01914 0.0007562 74 640: 6%|▋ | 10/160 [00:18<05:29, 2.19s/it] 38/299 4.14G 0.03573 0.01914 0.0007562 74 640: 7%|▋ | 11/160 [00:18<03:58, 1.60s/it] 38/299 4.14G 0.03557 0.01918 0.0007517 66 640: 7%|▋ | 11/160 [00:18<03:58, 1.60s/it] 38/299 4.14G 0.03557 0.01918 0.0007517 66 640: 8%|▊ | 12/160 [00:18<02:54, 1.18s/it] 38/299 4.14G 0.03547 0.01869 0.000716 42 640: 8%|▊ | 12/160 [00:19<02:54, 1.18s/it] 38/299 4.14G 0.03547 0.01869 0.000716 42 640: 8%|▊ | 13/160 [00:19<02:10, 1.13it/s] 38/299 4.14G 0.03537 0.01892 0.0006872 77 640: 8%|▊ | 13/160 [00:19<02:10, 1.13it/s] 38/299 4.14G 0.03537 0.01892 0.0006872 77 640: 9%|▉ | 14/160 [00:19<01:40, 1.46it/s] 38/299 4.14G 0.03514 0.01903 0.0008299 67 640: 9%|▉ | 14/160 [00:31<01:40, 1.46it/s] 38/299 4.14G 0.03514 0.01903 0.0008299 67 640: 9%|▉ | 15/160 [00:31<09:57, 4.12s/it] 38/299 4.14G 0.03483 0.01886 0.0007952 57 640: 9%|▉ | 15/160 [00:31<09:57, 4.12s/it] 38/299 4.14G 0.03483 0.01886 0.0007952 57 640: 10%|█ | 16/160 [00:31<07:03, 2.94s/it] 38/299 4.14G 0.03485 0.01885 0.0007668 69 640: 10%|█ | 16/160 [00:31<07:03, 2.94s/it] 38/299 4.14G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.19it/s]
all 340 823 0.593 0.565 0.589 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 39/299 4.14G 0.03215 0.01576 0.0002349 58 640: 0%| | 0/160 [00:00<?, ?it/s] 39/299 4.14G 0.03215 0.01576 0.0002349 58 640: 1%| | 1/160 [00:00<00:40, 3.95it/s] 39/299 4.14G 0.0348 0.01925 0.0002783 80 640: 1%| | 1/160 [00:01<00:40, 3.95it/s] 39/299 4.14G 0.0348 0.01925 0.0002783 80 640: 1%|▏ | 2/160 [00:01<02:24, 1.09it/s] 39/299 4.14G 0.03389 0.01972 0.0002605 68 640: 1%|▏ | 2/160 [00:01<02:24, 1.09it/s] 39/299 4.14G 0.03389 0.01972 0.0002605 68 640: 2%|▏ | 3/160 [00:01<01:41, 1.55it/s] 39/299 4.14G 0.03355 0.01899 0.0002649 66 640: 2%|▏ | 3/160 [00:02<01:41, 1.55it/s] 39/299 4.14G 0.03355 0.01899 0.0002649 66 640: 2%|▎ | 4/160 [00:02<01:28, 1.76it/s] 39/299 4.14G 0.03335 0.01897 0.0003056 66 640: 2%|▎ | 4/160 [00:02<01:28, 1.76it/s] 39/299 4.14G 0.03335 0.01897 0.0003056 66 640: 3%|▎ | 5/160 [00:02<01:11, 2.17it/s] 39/299 4.14G 0.0334 0.01892 0.0003303 67 640: 3%|▎ | 5/160 [00:02<01:11, 2.17it/s] 39/299 4.14G 0.0334 0.01892 0.0003303 67 640: 4%|▍ | 6/160 [00:02<01:03, 2.41it/s] 39/299 4.14G 0.03341 0.01859 0.0003531 52 640: 4%|▍ | 6/160 [00:15<01:03, 2.41it/s] 39/299 4.14G 0.03341 0.01859 0.0003531 52 640: 4%|▍ | 7/160 [00:15<10:49, 4.24s/it] 39/299 4.14G 0.03365 0.01928 0.0003391 95 640: 4%|▍ | 7/160 [00:15<10:49, 4.24s/it] 39/299 4.14G 0.03365 0.01928 0.0003391 95 640: 5%|▌ | 8/160 [00:15<07:30, 2.96s/it] 39/299 4.14G 0.03399 0.01931 0.0003367 69 640: 5%|▌ | 8/160 [00:15<07:30, 2.96s/it] 39/299 4.14G 0.03399 0.01931 0.0003367 69 640: 6%|▌ | 9/160 [00:15<05:17, 2.10s/it] 39/299 4.14G 0.03368 0.01894 0.0003668 55 640: 6%|▌ | 9/160 [00:19<05:17, 2.10s/it] 39/299 4.14G 0.03368 0.01894 0.0003668 55 640: 6%|▋ | 10/160 [00:19<06:29, 2.60s/it] 39/299 4.14G 0.03357 0.01892 0.0003589 59 640: 6%|▋ | 10/160 [00:19<06:29, 2.60s/it] 39/299 4.14G 0.03357 0.01892 0.0003589 59 640: 7%|▋ | 11/160 [00:19<04:40, 1.88s/it] 39/299 4.14G 0.03368 0.01899 0.0003473 68 640: 7%|▋ | 11/160 [00:19<04:40, 1.88s/it] 39/299 4.14G 0.03368 0.01899 0.0003473 68 640: 8%|▊ | 12/160 [00:19<03:23, 1.38s/it] 39/299 4.14G 0.03397 0.01907 0.000351 66 640: 8%|▊ | 12/160 [00:19<03:23, 1.38s/it] 39/299 4.14G 0.03397 0.01907 0.000351 66 640: 8%|▊ | 13/160 [00:19<02:30, 1.02s/it] 39/299 4.14G 0.03395 0.01913 0.0003988 78 640: 8%|▊ | 13/160 [00:20<02:30, 1.02s/it] 39/299 4.14G 0.03395 0.01913 0.0003988 78 640: 9%|▉ | 14/160 [00:20<01:53, 1.28it/s] 39/299 4.14G 0.03394 0.01899 0.0004109 51 640: 9%|▉ | 14/160 [00:28<01:53, 1.28it/s] 39/299 4.14G 0.03394 0.01899 0.0004109 51 640: 9%|▉ | 15/160 [00:28<07:24, 3.06s/it] 39/299 4.14G 0.03389 0.01904 0.0004031 60 640: 9%|▉ | 15/160 [00:28<07:24, 3.06s/it] 39/299 4.14G 0.03389 0.01904 0.0004031 60 640: 10%|█ | 16/160 [00:28<05:17, 2.21s/it] 39/299 4.14G 0.03405 0.01897 0.0005364 63 640: 10%|█ | 16/160 [00:28<05:17, 2.21s/it] 39/299 4.14G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.668 0.571 0.64 0.342
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 40/299 4.14G 0.03308 0.01683 0.0002914 54 640: 0%| | 0/160 [00:00<?, ?it/s] 40/299 4.14G 0.03308 0.01683 0.0002914 54 640: 1%| | 1/160 [00:00<00:52, 3.02it/s] 40/299 4.14G 0.03177 0.0167 0.001182 67 640: 1%| | 1/160 [00:03<00:52, 3.02it/s] 40/299 4.14G 0.03177 0.0167 0.001182 67 640: 1%|▏ | 2/160 [00:03<05:00, 1.90s/it] 40/299 4.14G 0.0314 0.01588 0.0008822 42 640: 1%|▏ | 2/160 [00:03<05:00, 1.90s/it] 40/299 4.14G 0.0314 0.01588 0.0008822 42 640: 2%|▏ | 3/160 [00:03<03:10, 1.21s/it] 40/299 4.14G 0.03255 0.01592 0.001098 51 640: 2%|▏ | 3/160 [00:04<03:10, 1.21s/it] 40/299 4.14G 0.03255 0.01592 0.001098 51 640: 2%|▎ | 4/160 [00:04<02:51, 1.10s/it] 40/299 4.14G 0.03316 0.01643 0.0009303 60 640: 2%|▎ | 4/160 [00:04<02:51, 1.10s/it] 40/299 4.14G 0.03316 0.01643 0.0009303 60 640: 3%|▎ | 5/160 [00:04<02:02, 1.27it/s] 40/299 4.14G 0.03359 0.01684 0.0008403 58 640: 3%|▎ | 5/160 [00:05<02:02, 1.27it/s] 40/299 4.14G 0.03359 0.01684 0.0008403 58 640: 4%|▍ | 6/160 [00:05<01:32, 1.66it/s] 40/299 4.14G 0.03423 0.01714 0.0007595 50 640: 4%|▍ | 6/160 [00:12<01:32, 1.66it/s] 40/299 4.14G 0.03423 0.01714 0.0007595 50 640: 4%|▍ | 7/160 [00:12<07:13, 2.84s/it] 40/299 4.14G 0.03452 0.01748 0.0007036 66 640: 4%|▍ | 7/160 [00:12<07:13, 2.84s/it] 40/299 4.14G 0.03452 0.01748 0.0007036 66 640: 5%|▌ | 8/160 [00:12<05:06, 2.02s/it] 40/299 4.14G 0.03451 0.01763 0.0006544 70 640: 5%|▌ | 8/160 [00:13<05:06, 2.02s/it] 40/299 4.14G 0.03451 0.01763 0.0006544 70 640: 6%|▌ | 9/160 [00:13<03:39, 1.45s/it] 40/299 4.14G 0.03465 0.01758 0.0006148 69 640: 6%|▌ | 9/160 [00:22<03:39, 1.45s/it] 40/299 4.14G 0.03465 0.01758 0.0006148 69 640: 6%|▋ | 10/160 [00:22<10:04, 4.03s/it] 40/299 4.14G 0.03468 0.01758 0.0006712 48 640: 6%|▋ | 10/160 [00:23<10:04, 4.03s/it] 40/299 4.14G 0.03468 0.01758 0.0006712 48 640: 7%|▋ | 11/160 [00:23<07:08, 2.87s/it] 40/299 4.14G 0.03476 0.01756 0.0006447 61 640: 7%|▋ | 11/160 [00:23<07:08, 2.87s/it] 40/299 4.14G 0.03476 0.01756 0.0006447 61 640: 8%|▊ | 12/160 [00:23<05:05, 2.07s/it] 40/299 4.14G 0.03454 0.0174 0.0006303 54 640: 8%|▊ | 12/160 [00:23<05:05, 2.07s/it] 40/299 4.14G 0.03454 0.0174 0.0006303 54 640: 8%|▊ | 13/160 [00:23<03:41, 1.50s/it] 40/299 4.14G 0.03421 0.01759 0.00101 70 640: 8%|▊ | 13/160 [00:23<03:41, 1.50s/it] 40/299 4.14G 0.03421 0.01759 0.00101 70 640: 9%|▉ | 14/160 [00:23<02:42, 1.12s/it] 40/299 4.14G 0.03415 0.01768 0.0009721 64 640: 9%|▉ | 14/160 [00:25<02:42, 1.12s/it] 40/299 4.14G 0.03415 0.01768 0.0009721 64 640: 9%|▉ | 15/160 [00:25<03:13, 1.33s/it] 40/299 4.14G 0.03416 0.01805 0.0009638 73 640: 9%|▉ | 15/160 [00:25<03:13, 1.33s/it] 40/299 4.14G 0.03416 0.01805 0.0009638 73 640: 10%|█ | 16/160 [00:25<02:23, 1.00it/s] 40/299 4.14G 0.03419 0.01823 0.0009239 74 640: 10%|█ | 16/160 [00:26<02:23, 1.00it/s] 40/299 4.14G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.20it/s]
all 340 823 0.585 0.618 0.615 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 41/299 4.14G 0.03149 0.0157 0.0001631 66 640: 0%| | 0/160 [00:00<?, ?it/s] 41/299 4.14G 0.03149 0.0157 0.0001631 66 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 41/299 4.14G 0.03355 0.01822 0.0002198 65 640: 1%| | 1/160 [00:13<00:50, 3.14it/s] 41/299 4.14G 0.03355 0.01822 0.0002198 65 640: 1%|▏ | 2/160 [00:13<20:44, 7.88s/it] 41/299 4.14G 0.03299 0.01867 0.0002344 62 640: 1%|▏ | 2/160 [00:13<20:44, 7.88s/it] 41/299 4.14G 0.03299 0.01867 0.0002344 62 640: 2%|▏ | 3/160 [00:13<11:29, 4.39s/it] 41/299 4.14G 0.03259 0.01865 0.0002301 62 640: 2%|▏ | 3/160 [00:13<11:29, 4.39s/it] 41/299 4.14G 0.03259 0.01865 0.0002301 62 640: 2%|▎ | 4/160 [00:13<07:08, 2.74s/it] 41/299 4.14G 0.0323 0.01857 0.00025 64 640: 2%|▎ | 4/160 [00:14<07:08, 2.74s/it] 41/299 4.14G 0.0323 0.01857 0.00025 64 640: 3%|▎ | 5/160 [00:14<04:44, 1.83s/it] 41/299 4.14G 0.03251 0.01805 0.0003073 54 640: 3%|▎ | 5/160 [00:14<04:44, 1.83s/it] 41/299 4.14G 0.03251 0.01805 0.0003073 54 640: 4%|▍ | 6/160 [00:14<03:17, 1.28s/it] 41/299 4.14G 0.03247 0.01766 0.0003115 42 640: 4%|▍ | 6/160 [00:14<03:17, 1.28s/it] 41/299 4.14G 0.03247 0.01766 0.0003115 42 640: 4%|▍ | 7/160 [00:14<02:24, 1.06it/s] 41/299 4.14G 0.03302 0.01808 0.0003601 76 640: 4%|▍ | 7/160 [00:14<02:24, 1.06it/s] 41/299 4.14G 0.03302 0.01808 0.0003601 76 640: 5%|▌ | 8/160 [00:14<01:48, 1.40it/s] 41/299 4.14G 0.03315 0.01778 0.0003516 49 640: 5%|▌ | 8/160 [00:15<01:48, 1.40it/s] 41/299 4.14G 0.03315 0.01778 0.0003516 49 640: 6%|▌ | 9/160 [00:15<01:24, 1.79it/s] 41/299 4.14G 0.03319 0.0182 0.0003397 77 640: 6%|▌ | 9/160 [00:30<01:24, 1.79it/s] 41/299 4.14G 0.03319 0.0182 0.0003397 77 640: 6%|▋ | 10/160 [00:30<12:37, 5.05s/it] 41/299 4.14G 0.03327 0.01835 0.0006774 78 640: 6%|▋ | 10/160 [00:30<12:37, 5.05s/it] 41/299 4.14G 0.03327 0.01835 0.0006774 78 640: 7%|▋ | 11/160 [00:30<08:53, 3.58s/it] 41/299 4.14G 0.03331 0.01844 0.0006519 59 640: 7%|▋ | 11/160 [00:30<08:53, 3.58s/it] 41/299 4.14G 0.03331 0.01844 0.0006519 59 640: 8%|▊ | 12/160 [00:30<06:18, 2.55s/it] 41/299 4.14G 0.03333 0.01858 0.0006209 58 640: 8%|▊ | 12/160 [00:30<06:18, 2.55s/it] 41/299 4.14G 0.03333 0.01858 0.0006209 58 640: 8%|▊ | 13/160 [00:30<04:31, 1.84s/it] 41/299 4.14G 0.03336 0.01852 0.0006059 71 640: 8%|▊ | 13/160 [00:31<04:31, 1.84s/it] 41/299 4.14G 0.03336 0.01852 0.0006059 71 640: 9%|▉ | 14/160 [00:31<03:17, 1.35s/it] 41/299 4.14G 0.03336 0.01867 0.0005781 73 640: 9%|▉ | 14/160 [00:31<03:17, 1.35s/it] 41/299 4.14G 0.03336 0.01867 0.0005781 73 640: 9%|▉ | 15/160 [00:31<02:28, 1.02s/it] 41/299 4.14G 0.03365 0.01864 0.0005626 67 640: 9%|▉ | 15/160 [00:31<02:28, 1.02s/it] 41/299 4.14G 0.03365 0.01864 0.0005626 67 640: 10%|█ | 16/160 [00:31<01:52, 1.28it/s] 41/299 4.14G 0.03364 0.01838 0.0005452 51 640: 10%|█ | 16/160 [00:31<01:52, 1.28it/s] 41/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.601 0.589 0.604 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 42/299 4.14G 0.03166 0.01602 0.0002866 58 640: 0%| | 0/160 [00:00<?, ?it/s] 42/299 4.14G 0.03166 0.01602 0.0002866 58 640: 1%| | 1/160 [00:00<00:51, 3.10it/s] 42/299 4.14G 0.03207 0.01814 0.0002741 77 640: 1%| | 1/160 [00:13<00:51, 3.10it/s] 42/299 4.14G 0.03207 0.01814 0.0002741 77 640: 1%|▏ | 2/160 [00:13<20:29, 7.78s/it] 42/299 4.14G 0.03296 0.01751 0.0002614 57 640: 1%|▏ | 2/160 [00:13<20:29, 7.78s/it] 42/299 4.14G 0.03296 0.01751 0.0002614 57 640: 2%|▏ | 3/160 [00:13<11:22, 4.35s/it] 42/299 4.14G 0.03355 0.01769 0.0002743 78 640: 2%|▏ | 3/160 [00:13<11:22, 4.35s/it] 42/299 4.14G 0.03355 0.01769 0.0002743 78 640: 2%|▎ | 4/160 [00:13<07:03, 2.72s/it] 42/299 4.14G 0.03294 0.01836 0.0004939 78 640: 2%|▎ | 4/160 [00:14<07:03, 2.72s/it] 42/299 4.14G 0.03294 0.01836 0.0004939 78 640: 3%|▎ | 5/160 [00:14<04:41, 1.81s/it] 42/299 4.14G 0.0329 0.01885 0.0004579 98 640: 3%|▎ | 5/160 [00:14<04:41, 1.81s/it] 42/299 4.14G 0.0329 0.01885 0.0004579 98 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 42/299 4.14G 0.03273 0.01852 0.0004989 53 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 42/299 4.14G 0.03273 0.01852 0.0004989 53 640: 4%|▍ | 7/160 [00:14<02:23, 1.06it/s] 42/299 4.14G 0.03233 0.01793 0.0004635 50 640: 4%|▍ | 7/160 [00:14<02:23, 1.06it/s] 42/299 4.14G 0.03233 0.01793 0.0004635 50 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 42/299 4.14G 0.03218 0.01821 0.0005137 75 640: 5%|▌ | 8/160 [00:14<01:47, 1.41it/s] 42/299 4.14G 0.03218 0.01821 0.0005137 75 640: 6%|▌ | 9/160 [00:14<01:23, 1.80it/s] 42/299 4.14G 0.03217 0.01811 0.0004914 49 640: 6%|▌ | 9/160 [00:26<01:23, 1.80it/s] 42/299 4.14G 0.03217 0.01811 0.0004914 49 640: 6%|▋ | 10/160 [00:26<10:05, 4.03s/it] 42/299 4.14G 0.03206 0.01838 0.0005252 70 640: 6%|▋ | 10/160 [00:26<10:05, 4.03s/it] 42/299 4.14G 0.03206 0.01838 0.0005252 70 640: 7%|▋ | 11/160 [00:26<07:08, 2.88s/it] 42/299 4.14G 0.03226 0.0187 0.0005792 81 640: 7%|▋ | 11/160 [00:27<07:08, 2.88s/it] 42/299 4.14G 0.03226 0.0187 0.0005792 81 640: 8%|▊ | 12/160 [00:27<05:05, 2.07s/it] 42/299 4.14G 0.03214 0.0186 0.000559 56 640: 8%|▊ | 12/160 [00:27<05:05, 2.07s/it] 42/299 4.14G 0.03214 0.0186 0.000559 56 640: 8%|▊ | 13/160 [00:27<03:41, 1.51s/it] 42/299 4.14G 0.03202 0.01854 0.0005357 68 640: 8%|▊ | 13/160 [00:27<03:41, 1.51s/it] 42/299 4.14G 0.03202 0.01854 0.0005357 68 640: 9%|▉ | 14/160 [00:27<02:42, 1.12s/it] 42/299 4.14G 0.03207 0.01842 0.0005117 47 640: 9%|▉ | 14/160 [00:27<02:42, 1.12s/it] 42/299 4.14G 0.03207 0.01842 0.0005117 47 640: 9%|▉ | 15/160 [00:27<02:04, 1.17it/s] 42/299 4.14G 0.03191 0.01849 0.0004942 80 640: 9%|▉ | 15/160 [00:28<02:04, 1.17it/s] 42/299 4.14G 0.03191 0.01849 0.0004942 80 640: 10%|█ | 16/160 [00:28<01:35, 1.51it/s] 42/299 4.14G 0.0319 0.0184 0.0004781 68 640: 10%|█ | 16/160 [00:28<01:35, 1.51it/s] 42/299 4.14G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s]
all 340 823 0.58 0.569 0.58 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 43/299 4.14G 0.03864 0.01805 0.0003781 48 640: 0%| | 0/160 [00:00<?, ?it/s] 43/299 4.14G 0.03864 0.01805 0.0003781 48 640: 1%| | 1/160 [00:00<00:54, 2.94it/s] 43/299 4.14G 0.0385 0.01777 0.0003433 57 640: 1%| | 1/160 [00:16<00:54, 2.94it/s] 43/299 4.14G 0.0385 0.01777 0.0003433 57 640: 1%|▏ | 2/160 [00:16<25:07, 9.54s/it] 43/299 4.14G 0.03644 0.01772 0.0003129 63 640: 1%|▏ | 2/160 [00:16<25:07, 9.54s/it] 43/299 4.14G 0.03644 0.01772 0.0003129 63 640: 2%|▏ | 3/160 [00:16<13:52, 5.30s/it] 43/299 4.14G 0.03534 0.01801 0.0003141 60 640: 2%|▏ | 3/160 [00:16<13:52, 5.30s/it] 43/299 4.14G 0.03534 0.01801 0.0003141 60 640: 2%|▎ | 4/160 [00:16<08:33, 3.29s/it] 43/299 4.14G 0.03466 0.01903 0.0004595 79 640: 2%|▎ | 4/160 [00:17<08:33, 3.29s/it] 43/299 4.14G 0.03466 0.01903 0.0004595 79 640: 3%|▎ | 5/160 [00:17<05:38, 2.18s/it] 43/299 4.14G 0.03429 0.01848 0.0004267 56 640: 3%|▎ | 5/160 [00:17<05:38, 2.18s/it] 43/299 4.14G 0.03429 0.01848 0.0004267 56 640: 4%|▍ | 6/160 [00:17<03:53, 1.51s/it] 43/299 4.14G 0.03424 0.01868 0.0004055 66 640: 4%|▍ | 6/160 [00:17<03:53, 1.51s/it] 43/299 4.14G 0.03424 0.01868 0.0004055 66 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 43/299 4.14G 0.03435 0.01917 0.0004655 72 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 43/299 4.14G 0.03435 0.01917 0.0004655 72 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 43/299 4.14G 0.03397 0.01882 0.0007799 46 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 43/299 4.14G 0.03397 0.01882 0.0007799 46 640: 6%|▌ | 9/160 [00:17<01:35, 1.59it/s] 43/299 4.14G 0.0339 0.01909 0.0008365 78 640: 6%|▌ | 9/160 [00:30<01:35, 1.59it/s] 43/299 4.14G 0.0339 0.01909 0.0008365 78 640: 6%|▋ | 10/160 [00:30<10:55, 4.37s/it] 43/299 4.14G 0.03419 0.01893 0.0007819 69 640: 6%|▋ | 10/160 [00:30<10:55, 4.37s/it] 43/299 4.14G 0.03419 0.01893 0.0007819 69 640: 7%|▋ | 11/160 [00:30<07:42, 3.10s/it] 43/299 4.14G 0.03412 0.01885 0.0007815 64 640: 7%|▋ | 11/160 [00:31<07:42, 3.10s/it] 43/299 4.14G 0.03412 0.01885 0.0007815 64 640: 8%|▊ | 12/160 [00:31<05:29, 2.22s/it] 43/299 4.14G 0.03374 0.01857 0.0007884 61 640: 8%|▊ | 12/160 [00:31<05:29, 2.22s/it] 43/299 4.14G 0.03374 0.01857 0.0007884 61 640: 8%|▊ | 13/160 [00:31<03:57, 1.61s/it] 43/299 4.14G 0.0335 0.01843 0.000956 56 640: 8%|▊ | 13/160 [00:31<03:57, 1.61s/it] 43/299 4.14G 0.0335 0.01843 0.000956 56 640: 9%|▉ | 14/160 [00:31<02:54, 1.19s/it] 43/299 4.14G 0.03357 0.01842 0.0009066 48 640: 9%|▉ | 14/160 [00:31<02:54, 1.19s/it] 43/299 4.14G 0.03357 0.01842 0.0009066 48 640: 9%|▉ | 15/160 [00:31<02:11, 1.10it/s] 43/299 4.14G 0.03342 0.01847 0.0008658 69 640: 9%|▉ | 15/160 [00:31<02:11, 1.10it/s] 43/299 4.14G 0.03342 0.01847 0.0008658 69 640: 10%|█ | 16/160 [00:31<01:40, 1.43it/s] 43/299 4.14G 0.03352 0.01843 0.0008922 78 640: 10%|█ | 16/160 [00:32<01:40, 1.43it/s] 43/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s]
all 340 823 0.632 0.564 0.609 0.329
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 44/299 4.14G 0.03392 0.02007 0.0002618 61 640: 0%| | 0/160 [00:00<?, ?it/s] 44/299 4.14G 0.03392 0.02007 0.0002618 61 640: 1%| | 1/160 [00:00<00:51, 3.08it/s] 44/299 4.14G 0.03278 0.01989 0.0002724 82 640: 1%| | 1/160 [00:13<00:51, 3.08it/s] 44/299 4.14G 0.03278 0.01989 0.0002724 82 640: 1%|▏ | 2/160 [00:13<20:50, 7.91s/it] 44/299 4.14G 0.03434 0.02104 0.0002733 70 640: 1%|▏ | 2/160 [00:13<20:50, 7.91s/it] 44/299 4.14G 0.03434 0.02104 0.0002733 70 640: 2%|▏ | 3/160 [00:13<11:33, 4.42s/it] 44/299 4.14G 0.03436 0.02011 0.0002741 64 640: 2%|▏ | 3/160 [00:14<11:33, 4.42s/it] 44/299 4.14G 0.03436 0.02011 0.0002741 64 640: 2%|▎ | 4/160 [00:14<07:10, 2.76s/it] 44/299 4.14G 0.03448 0.01984 0.0003501 78 640: 2%|▎ | 4/160 [00:14<07:10, 2.76s/it] 44/299 4.14G 0.03448 0.01984 0.0003501 78 640: 3%|▎ | 5/160 [00:14<04:45, 1.84s/it] 44/299 4.14G 0.03466 0.01965 0.001228 54 640: 3%|▎ | 5/160 [00:14<04:45, 1.84s/it] 44/299 4.14G 0.03466 0.01965 0.001228 54 640: 4%|▍ | 6/160 [00:14<03:18, 1.29s/it] 44/299 4.14G 0.03411 0.01889 0.00109 50 640: 4%|▍ | 6/160 [00:14<03:18, 1.29s/it] 44/299 4.14G 0.03411 0.01889 0.00109 50 640: 4%|▍ | 7/160 [00:14<02:25, 1.05it/s] 44/299 4.14G 0.03431 0.0189 0.0009833 63 640: 4%|▍ | 7/160 [00:14<02:25, 1.05it/s] 44/299 4.14G 0.03431 0.0189 0.0009833 63 640: 5%|▌ | 8/160 [00:14<01:48, 1.40it/s] 44/299 4.14G 0.03404 0.01872 0.0009221 64 640: 5%|▌ | 8/160 [00:15<01:48, 1.40it/s] 44/299 4.14G 0.03404 0.01872 0.0009221 64 640: 6%|▌ | 9/160 [00:15<01:24, 1.79it/s] 44/299 4.14G 0.03399 0.01857 0.0008573 59 640: 6%|▌ | 9/160 [00:30<01:24, 1.79it/s] 44/299 4.14G 0.03399 0.01857 0.0008573 59 640: 6%|▋ | 10/160 [00:30<12:40, 5.07s/it] 44/299 4.14G 0.03393 0.01824 0.0008004 69 640: 6%|▋ | 10/160 [00:30<12:40, 5.07s/it] 44/299 4.14G 0.03393 0.01824 0.0008004 69 640: 7%|▋ | 11/160 [00:30<08:54, 3.59s/it] 44/299 4.14G 0.03406 0.01823 0.0007525 66 640: 7%|▋ | 11/160 [00:30<08:54, 3.59s/it] 44/299 4.14G 0.03406 0.01823 0.0007525 66 640: 8%|▊ | 12/160 [00:30<06:19, 2.56s/it] 44/299 4.14G 0.03406 0.01791 0.0007627 57 640: 8%|▊ | 12/160 [00:30<06:19, 2.56s/it] 44/299 4.14G 0.03406 0.01791 0.0007627 57 640: 8%|▊ | 13/160 [00:30<04:31, 1.85s/it] 44/299 4.14G 0.03406 0.01852 0.000737 108 640: 8%|▊ | 13/160 [00:31<04:31, 1.85s/it] 44/299 4.14G 0.03406 0.01852 0.000737 108 640: 9%|▉ | 14/160 [00:31<03:17, 1.35s/it] 44/299 4.14G 0.03396 0.01874 0.0007044 78 640: 9%|▉ | 14/160 [00:31<03:17, 1.35s/it] 44/299 4.14G 0.03396 0.01874 0.0007044 78 640: 9%|▉ | 15/160 [00:31<02:27, 1.02s/it] 44/299 4.14G 0.03395 0.01905 0.0006756 83 640: 9%|▉ | 15/160 [00:31<02:27, 1.02s/it] 44/299 4.14G 0.03395 0.01905 0.0006756 83 640: 10%|█ | 16/160 [00:31<01:51, 1.29it/s] 44/299 4.14G 0.03397 0.01896 0.0006571 62 640: 10%|█ | 16/160 [00:31<01:51, 1.29it/s] 44/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.609 0.618 0.62 0.325
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 45/299 4.14G 0.03503 0.0177 0.0002533 65 640: 0%| | 0/160 [00:00<?, ?it/s] 45/299 4.14G 0.03503 0.0177 0.0002533 65 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 45/299 4.14G 0.03449 0.01883 0.0002814 80 640: 1%| | 1/160 [00:13<00:53, 2.98it/s] 45/299 4.14G 0.03449 0.01883 0.0002814 80 640: 1%|▏ | 2/160 [00:13<21:03, 8.00s/it] 45/299 4.14G 0.03376 0.01928 0.0006056 93 640: 1%|▏ | 2/160 [00:13<21:03, 8.00s/it] 45/299 4.14G 0.03376 0.01928 0.0006056 93 640: 2%|▏ | 3/160 [00:13<11:40, 4.46s/it] 45/299 4.14G 0.0337 0.01871 0.00109 67 640: 2%|▏ | 3/160 [00:14<11:40, 4.46s/it] 45/299 4.14G 0.0337 0.01871 0.00109 67 640: 2%|▎ | 4/160 [00:14<07:14, 2.78s/it] 45/299 4.14G 0.03384 0.0182 0.0009466 54 640: 2%|▎ | 4/160 [00:14<07:14, 2.78s/it] 45/299 4.14G 0.03384 0.0182 0.0009466 54 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 45/299 4.14G 0.03388 0.01754 0.0008356 41 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 45/299 4.14G 0.03388 0.01754 0.0008356 41 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 45/299 4.14G 0.03396 0.01743 0.0007642 58 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 45/299 4.14G 0.03396 0.01743 0.0007642 58 640: 4%|▍ | 7/160 [00:14<02:26, 1.04it/s] 45/299 4.14G 0.0339 0.01713 0.0007108 51 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 45/299 4.14G 0.0339 0.01713 0.0007108 51 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 45/299 4.14G 0.03378 0.01709 0.0006899 57 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 45/299 4.14G 0.03378 0.01709 0.0006899 57 640: 6%|▌ | 9/160 [00:15<01:25, 1.78it/s] 45/299 4.14G 0.0346 0.01719 0.0007598 59 640: 6%|▌ | 9/160 [00:27<01:25, 1.78it/s] 45/299 4.14G 0.0346 0.01719 0.0007598 59 640: 6%|▋ | 10/160 [00:27<10:28, 4.19s/it] 45/299 4.14G 0.03426 0.01706 0.0007149 57 640: 6%|▋ | 10/160 [00:27<10:28, 4.19s/it] 45/299 4.14G 0.03426 0.01706 0.0007149 57 640: 7%|▋ | 11/160 [00:27<07:24, 2.98s/it] 45/299 4.14G 0.03394 0.01699 0.0006794 64 640: 7%|▋ | 11/160 [00:28<07:24, 2.98s/it] 45/299 4.14G 0.03394 0.01699 0.0006794 64 640: 8%|▊ | 12/160 [00:28<05:16, 2.14s/it] 45/299 4.14G 0.03382 0.01672 0.0006497 42 640: 8%|▊ | 12/160 [00:28<05:16, 2.14s/it] 45/299 4.14G 0.03382 0.01672 0.0006497 42 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 45/299 4.14G 0.03356 0.01689 0.0006454 88 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 45/299 4.14G 0.03356 0.01689 0.0006454 88 640: 9%|▉ | 14/160 [00:28<02:48, 1.15s/it] 45/299 4.14G 0.03348 0.01661 0.0006225 46 640: 9%|▉ | 14/160 [00:28<02:48, 1.15s/it] 45/299 4.14G 0.03348 0.01661 0.0006225 46 640: 9%|▉ | 15/160 [00:28<02:07, 1.13it/s] 45/299 4.14G 0.03347 0.01673 0.0006091 65 640: 9%|▉ | 15/160 [00:28<02:07, 1.13it/s] 45/299 4.14G 0.03347 0.01673 0.0006091 65 640: 10%|█ | 16/160 [00:28<01:38, 1.47it/s] 45/299 4.14G 0.03331 0.01646 0.0005898 47 640: 10%|█ | 16/160 [00:29<01:38, 1.47it/s] 45/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s]
all 340 823 0.593 0.621 0.626 0.331
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 46/299 4.14G 0.03214 0.01585 0.0005415 56 640: 0%| | 0/160 [00:00<?, ?it/s] 46/299 4.14G 0.03214 0.01585 0.0005415 56 640: 1%| | 1/160 [00:00<00:54, 2.89it/s] 46/299 4.14G 0.03201 0.0162 0.0003776 52 640: 1%| | 1/160 [00:14<00:54, 2.89it/s] 46/299 4.14G 0.03201 0.0162 0.0003776 52 640: 1%|▏ | 2/160 [00:14<22:08, 8.41s/it] 46/299 4.14G 0.03289 0.01722 0.0006416 73 640: 1%|▏ | 2/160 [00:14<22:08, 8.41s/it] 46/299 4.14G 0.03289 0.01722 0.0006416 73 640: 2%|▏ | 3/160 [00:14<12:15, 4.69s/it] 46/299 4.14G 0.03247 0.01756 0.0005665 72 640: 2%|▏ | 3/160 [00:14<12:15, 4.69s/it] 46/299 4.14G 0.03247 0.01756 0.0005665 72 640: 2%|▎ | 4/160 [00:14<07:35, 2.92s/it] 46/299 4.14G 0.03389 0.01731 0.0005626 59 640: 2%|▎ | 4/160 [00:15<07:35, 2.92s/it] 46/299 4.14G 0.03389 0.01731 0.0005626 59 640: 3%|▎ | 5/160 [00:15<05:01, 1.95s/it] 46/299 4.14G 0.03365 0.01701 0.000502 64 640: 3%|▎ | 5/160 [00:15<05:01, 1.95s/it] 46/299 4.14G 0.03365 0.01701 0.000502 64 640: 4%|▍ | 6/160 [00:15<03:29, 1.36s/it] 46/299 4.14G 0.03316 0.01737 0.0004646 83 640: 4%|▍ | 6/160 [00:15<03:29, 1.36s/it] 46/299 4.14G 0.03316 0.01737 0.0004646 83 640: 4%|▍ | 7/160 [00:15<02:32, 1.00it/s] 46/299 4.14G 0.03277 0.01757 0.0004301 69 640: 4%|▍ | 7/160 [00:15<02:32, 1.00it/s] 46/299 4.14G 0.03277 0.01757 0.0004301 69 640: 5%|▌ | 8/160 [00:15<01:53, 1.34it/s] 46/299 4.14G 0.03268 0.01698 0.0004069 45 640: 5%|▌ | 8/160 [00:15<01:53, 1.34it/s] 46/299 4.14G 0.03268 0.01698 0.0004069 45 640: 6%|▌ | 9/160 [00:15<01:27, 1.72it/s] 46/299 4.14G 0.0329 0.0175 0.0004022 79 640: 6%|▌ | 9/160 [00:29<01:27, 1.72it/s] 46/299 4.14G 0.0329 0.0175 0.0004022 79 640: 6%|▋ | 10/160 [00:29<11:35, 4.63s/it] 46/299 4.14G 0.03318 0.01739 0.0003973 63 640: 6%|▋ | 10/160 [00:29<11:35, 4.63s/it] 46/299 4.14G 0.03318 0.01739 0.0003973 63 640: 7%|▋ | 11/160 [00:29<08:10, 3.29s/it] 46/299 4.14G 0.03319 0.01711 0.0003842 59 640: 7%|▋ | 11/160 [00:30<08:10, 3.29s/it] 46/299 4.14G 0.03319 0.01711 0.0003842 59 640: 8%|▊ | 12/160 [00:30<05:48, 2.36s/it] 46/299 4.14G 0.03313 0.01689 0.0003934 52 640: 8%|▊ | 12/160 [00:30<05:48, 2.36s/it] 46/299 4.14G 0.03313 0.01689 0.0003934 52 640: 8%|▊ | 13/160 [00:30<04:10, 1.71s/it] 46/299 4.14G 0.03309 0.01714 0.0003876 75 640: 8%|▊ | 13/160 [00:30<04:10, 1.71s/it] 46/299 4.14G 0.03309 0.01714 0.0003876 75 640: 9%|▉ | 14/160 [00:30<03:03, 1.26s/it] 46/299 4.14G 0.03321 0.01676 0.0003757 42 640: 9%|▉ | 14/160 [00:30<03:03, 1.26s/it] 46/299 4.14G 0.03321 0.01676 0.0003757 42 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 46/299 4.14G 0.03295 0.01672 0.0003631 59 640: 9%|▉ | 15/160 [00:31<02:17, 1.05it/s] 46/299 4.14G 0.03295 0.01672 0.0003631 59 640: 10%|█ | 16/160 [00:31<01:44, 1.37it/s] 46/299 4.14G 0.03298 0.01667 0.0003954 68 640: 10%|█ | 16/160 [00:31<01:44, 1.37it/s] 46/299 4.14G 0.032
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.586 0.625 0.631 0.327
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 47/299 4.14G 0.03383 0.01609 0.001037 51 640: 0%| | 0/160 [00:00<?, ?it/s] 47/299 4.14G 0.03383 0.01609 0.001037 51 640: 1%| | 1/160 [00:00<00:56, 2.82it/s] 47/299 4.14G 0.03365 0.01551 0.0006247 58 640: 1%| | 1/160 [00:15<00:56, 2.82it/s] 47/299 4.14G 0.03365 0.01551 0.0006247 58 640: 1%|▏ | 2/160 [00:15<23:27, 8.91s/it] 47/299 4.14G 0.03397 0.01526 0.0004779 49 640: 1%|▏ | 2/160 [00:15<23:27, 8.91s/it] 47/299 4.14G 0.03397 0.01526 0.0004779 49 640: 2%|▏ | 3/160 [00:15<12:58, 4.96s/it] 47/299 4.14G 0.03361 0.01563 0.0004119 53 640: 2%|▏ | 3/160 [00:15<12:58, 4.96s/it] 47/299 4.14G 0.03361 0.01563 0.0004119 53 640: 2%|▎ | 4/160 [00:15<08:01, 3.09s/it] 47/299 4.14G 0.03323 0.0153 0.0003675 50 640: 2%|▎ | 4/160 [00:15<08:01, 3.09s/it] 47/299 4.14G 0.03323 0.0153 0.0003675 50 640: 3%|▎ | 5/160 [00:15<05:17, 2.05s/it] 47/299 4.14G 0.03232 0.01524 0.0004234 51 640: 3%|▎ | 5/160 [00:16<05:17, 2.05s/it] 47/299 4.14G 0.03232 0.01524 0.0004234 51 640: 4%|▍ | 6/160 [00:16<03:39, 1.43s/it] 47/299 4.14G 0.03297 0.0154 0.0003905 58 640: 4%|▍ | 6/160 [00:16<03:39, 1.43s/it] 47/299 4.14G 0.03297 0.0154 0.0003905 58 640: 4%|▍ | 7/160 [00:16<02:39, 1.04s/it] 47/299 4.14G 0.03319 0.01529 0.0003617 46 640: 4%|▍ | 7/160 [00:16<02:39, 1.04s/it] 47/299 4.14G 0.03319 0.01529 0.0003617 46 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 47/299 4.14G 0.03273 0.01545 0.0003409 60 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 47/299 4.14G 0.03273 0.01545 0.0003409 60 640: 6%|▌ | 9/160 [00:16<01:31, 1.66it/s] 47/299 4.14G 0.03275 0.01596 0.0003329 57 640: 6%|▌ | 9/160 [00:30<01:31, 1.66it/s] 47/299 4.14G 0.03275 0.01596 0.0003329 57 640: 6%|▋ | 10/160 [00:30<11:32, 4.62s/it] 47/299 4.14G 0.03256 0.01571 0.0003505 44 640: 6%|▋ | 10/160 [00:30<11:32, 4.62s/it] 47/299 4.14G 0.03256 0.01571 0.0003505 44 640: 7%|▋ | 11/160 [00:30<08:08, 3.28s/it] 47/299 4.14G 0.03275 0.01575 0.000336 52 640: 7%|▋ | 11/160 [00:30<08:08, 3.28s/it] 47/299 4.14G 0.03275 0.01575 0.000336 52 640: 8%|▊ | 12/160 [00:30<05:46, 2.34s/it] 47/299 4.14G 0.0331 0.0161 0.0003245 68 640: 8%|▊ | 12/160 [00:31<05:46, 2.34s/it] 47/299 4.14G 0.0331 0.0161 0.0003245 68 640: 8%|▊ | 13/160 [00:31<04:09, 1.70s/it] 47/299 4.14G 0.03354 0.01603 0.0003135 51 640: 8%|▊ | 13/160 [00:31<04:09, 1.70s/it] 47/299 4.14G 0.03354 0.01603 0.0003135 51 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 47/299 4.14G 0.03341 0.01636 0.0003081 77 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 47/299 4.14G 0.03341 0.01636 0.0003081 77 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 47/299 4.14G 0.0334 0.01647 0.0003053 58 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 47/299 4.14G 0.0334 0.01647 0.0003053 58 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 47/299 4.14G 0.03331 0.01649 0.0002984 68 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 47/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.637 0.554 0.596 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 48/299 4.14G 0.03444 0.01669 0.0002887 54 640: 0%| | 0/160 [00:00<?, ?it/s] 48/299 4.14G 0.03444 0.01669 0.0002887 54 640: 1%| | 1/160 [00:00<00:55, 2.86it/s] 48/299 4.14G 0.03455 0.01613 0.0002866 49 640: 1%| | 1/160 [00:15<00:55, 2.86it/s] 48/299 4.14G 0.03455 0.01613 0.0002866 49 640: 1%|▏ | 2/160 [00:15<23:51, 9.06s/it] 48/299 4.14G 0.03431 0.01615 0.0004484 65 640: 1%|▏ | 2/160 [00:15<23:51, 9.06s/it] 48/299 4.14G 0.03431 0.01615 0.0004484 65 640: 2%|▏ | 3/160 [00:15<13:11, 5.04s/it] 48/299 4.14G 0.03402 0.01589 0.0003965 51 640: 2%|▏ | 3/160 [00:15<13:11, 5.04s/it] 48/299 4.14G 0.03402 0.01589 0.0003965 51 640: 2%|▎ | 4/160 [00:15<08:09, 3.14s/it] 48/299 4.14G 0.03373 0.01649 0.0003951 66 640: 2%|▎ | 4/160 [00:16<08:09, 3.14s/it] 48/299 4.14G 0.03373 0.01649 0.0003951 66 640: 3%|▎ | 5/160 [00:16<05:22, 2.08s/it] 48/299 4.14G 0.03356 0.01665 0.0003907 57 640: 3%|▎ | 5/160 [00:16<05:22, 2.08s/it] 48/299 4.14G 0.03356 0.01665 0.0003907 57 640: 4%|▍ | 6/160 [00:16<03:42, 1.45s/it] 48/299 4.14G 0.03381 0.01739 0.0003752 69 640: 4%|▍ | 6/160 [00:16<03:42, 1.45s/it] 48/299 4.14G 0.03381 0.01739 0.0003752 69 640: 4%|▍ | 7/160 [00:16<02:41, 1.06s/it] 48/299 4.14G 0.03329 0.01729 0.0003562 69 640: 4%|▍ | 7/160 [00:16<02:41, 1.06s/it] 48/299 4.14G 0.03329 0.01729 0.0003562 69 640: 5%|▌ | 8/160 [00:16<02:00, 1.27it/s] 48/299 4.14G 0.0332 0.01727 0.0004005 64 640: 5%|▌ | 8/160 [00:17<02:00, 1.27it/s] 48/299 4.14G 0.0332 0.01727 0.0004005 64 640: 6%|▌ | 9/160 [00:17<01:32, 1.64it/s] 48/299 4.14G 0.03338 0.01775 0.0003915 67 640: 6%|▌ | 9/160 [00:31<01:32, 1.64it/s] 48/299 4.14G 0.03338 0.01775 0.0003915 67 640: 6%|▋ | 10/160 [00:31<11:49, 4.73s/it] 48/299 4.14G 0.03323 0.01757 0.0003811 50 640: 6%|▋ | 10/160 [00:31<11:49, 4.73s/it] 48/299 4.14G 0.03323 0.01757 0.0003811 50 640: 7%|▋ | 11/160 [00:31<08:20, 3.36s/it] 48/299 4.14G 0.03326 0.01767 0.0003756 68 640: 7%|▋ | 11/160 [00:31<08:20, 3.36s/it] 48/299 4.14G 0.03326 0.01767 0.0003756 68 640: 8%|▊ | 12/160 [00:31<05:55, 2.40s/it] 48/299 4.14G 0.03315 0.01758 0.0003679 69 640: 8%|▊ | 12/160 [00:31<05:55, 2.40s/it] 48/299 4.14G 0.03315 0.01758 0.0003679 69 640: 8%|▊ | 13/160 [00:31<04:15, 1.74s/it] 48/299 4.14G 0.03299 0.01754 0.0003609 55 640: 8%|▊ | 13/160 [00:31<04:15, 1.74s/it] 48/299 4.14G 0.03299 0.01754 0.0003609 55 640: 9%|▉ | 14/160 [00:31<03:06, 1.28s/it] 48/299 4.14G 0.03313 0.01776 0.0004093 77 640: 9%|▉ | 14/160 [00:32<03:06, 1.28s/it] 48/299 4.14G 0.03313 0.01776 0.0004093 77 640: 9%|▉ | 15/160 [00:32<02:19, 1.04it/s] 48/299 4.14G 0.03321 0.01801 0.0004055 71 640: 9%|▉ | 15/160 [00:32<02:19, 1.04it/s] 48/299 4.14G 0.03321 0.01801 0.0004055 71 640: 10%|█ | 16/160 [00:32<01:47, 1.35it/s] 48/299 4.14G 0.03336 0.01848 0.0003961 105 640: 10%|█ | 16/160 [00:32<01:47, 1.35it/s] 48/299 4.14G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 823 0.591 0.601 0.595 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 49/299 4.14G 0.03051 0.01658 0.0002078 69 640: 0%| | 0/160 [00:00<?, ?it/s] 49/299 4.14G 0.03051 0.01658 0.0002078 69 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 49/299 4.14G 0.03227 0.01671 0.0002037 62 640: 1%| | 1/160 [00:13<00:50, 3.15it/s] 49/299 4.14G 0.03227 0.01671 0.0002037 62 640: 1%|▏ | 2/160 [00:13<21:13, 8.06s/it] 49/299 4.14G 0.03243 0.01737 0.0002002 64 640: 1%|▏ | 2/160 [00:14<21:13, 8.06s/it] 49/299 4.14G 0.03243 0.01737 0.0002002 64 640: 2%|▏ | 3/160 [00:14<11:45, 4.49s/it] 49/299 4.14G 0.0311 0.01668 0.0002232 37 640: 2%|▏ | 3/160 [00:14<11:45, 4.49s/it] 49/299 4.14G 0.0311 0.01668 0.0002232 37 640: 2%|▎ | 4/160 [00:14<07:17, 2.81s/it] 49/299 4.14G 0.03117 0.01663 0.0003472 62 640: 2%|▎ | 4/160 [00:14<07:17, 2.81s/it] 49/299 4.14G 0.03117 0.01663 0.0003472 62 640: 3%|▎ | 5/160 [00:14<04:50, 1.87s/it] 49/299 4.14G 0.0308 0.01627 0.0003199 52 640: 3%|▎ | 5/160 [00:14<04:50, 1.87s/it] 49/299 4.14G 0.0308 0.01627 0.0003199 52 640: 4%|▍ | 6/160 [00:14<03:21, 1.31s/it] 49/299 4.14G 0.03122 0.01684 0.0004092 79 640: 4%|▍ | 6/160 [00:14<03:21, 1.31s/it] 49/299 4.14G 0.03122 0.01684 0.0004092 79 640: 4%|▍ | 7/160 [00:14<02:27, 1.04it/s] 49/299 4.14G 0.0309 0.01663 0.0003815 61 640: 4%|▍ | 7/160 [00:15<02:27, 1.04it/s] 49/299 4.14G 0.0309 0.01663 0.0003815 61 640: 5%|▌ | 8/160 [00:15<01:50, 1.38it/s] 49/299 4.14G 0.03085 0.0165 0.0003626 60 640: 5%|▌ | 8/160 [00:15<01:50, 1.38it/s] 49/299 4.14G 0.03085 0.0165 0.0003626 60 640: 6%|▌ | 9/160 [00:15<01:25, 1.77it/s] 49/299 4.14G 0.03095 0.01667 0.0003435 77 640: 6%|▌ | 9/160 [00:30<01:25, 1.77it/s] 49/299 4.14G 0.03095 0.01667 0.0003435 77 640: 6%|▋ | 10/160 [00:30<12:48, 5.13s/it] 49/299 4.14G 0.03108 0.01713 0.000331 67 640: 6%|▋ | 10/160 [00:30<12:48, 5.13s/it] 49/299 4.14G 0.03108 0.01713 0.000331 67 640: 7%|▋ | 11/160 [00:30<09:00, 3.63s/it] 49/299 4.14G 0.03094 0.01728 0.0003778 70 640: 7%|▋ | 11/160 [00:31<09:00, 3.63s/it] 49/299 4.14G 0.03094 0.01728 0.0003778 70 640: 8%|▊ | 12/160 [00:31<06:23, 2.59s/it] 49/299 4.14G 0.03137 0.01754 0.0003862 92 640: 8%|▊ | 12/160 [00:31<06:23, 2.59s/it] 49/299 4.14G 0.03137 0.01754 0.0003862 92 640: 8%|▊ | 13/160 [00:31<04:34, 1.87s/it] 49/299 4.14G 0.03124 0.01705 0.0004041 34 640: 8%|▊ | 13/160 [00:31<04:34, 1.87s/it] 49/299 4.14G 0.03124 0.01705 0.0004041 34 640: 9%|▉ | 14/160 [00:31<03:20, 1.37s/it] 49/299 4.14G 0.03131 0.01703 0.0003903 67 640: 9%|▉ | 14/160 [00:31<03:20, 1.37s/it] 49/299 4.14G 0.03131 0.01703 0.0003903 67 640: 9%|▉ | 15/160 [00:31<02:29, 1.03s/it] 49/299 4.14G 0.03123 0.01671 0.0003796 35 640: 9%|▉ | 15/160 [00:32<02:29, 1.03s/it] 49/299 4.14G 0.03123 0.01671 0.0003796 35 640: 10%|█ | 16/160 [00:32<01:53, 1.27it/s] 49/299 4.14G 0.03142 0.01692 0.000371 71 640: 10%|█ | 16/160 [00:32<01:53, 1.27it/s] 49/299 4.14G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.615 0.585 0.6 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 50/299 4.14G 0.03403 0.02043 0.0005105 72 640: 0%| | 0/160 [00:00<?, ?it/s] 50/299 4.14G 0.03403 0.02043 0.0005105 72 640: 1%| | 1/160 [00:00<00:49, 3.22it/s] 50/299 4.14G 0.03237 0.01889 0.0003973 59 640: 1%| | 1/160 [00:12<00:49, 3.22it/s] 50/299 4.14G 0.03237 0.01889 0.0003973 59 640: 1%|▏ | 2/160 [00:12<19:55, 7.57s/it] 50/299 4.14G 0.03244 0.01931 0.0005679 82 640: 1%|▏ | 2/160 [00:13<19:55, 7.57s/it] 50/299 4.14G 0.03244 0.01931 0.0005679 82 640: 2%|▏ | 3/160 [00:13<11:04, 4.23s/it] 50/299 4.14G 0.03084 0.01771 0.000482 40 640: 2%|▏ | 3/160 [00:13<11:04, 4.23s/it] 50/299 4.14G 0.03084 0.01771 0.000482 40 640: 2%|▎ | 4/160 [00:13<06:52, 2.65s/it] 50/299 4.14G 0.03015 0.01779 0.0004396 72 640: 2%|▎ | 4/160 [00:13<06:52, 2.65s/it] 50/299 4.14G 0.03015 0.01779 0.0004396 72 640: 3%|▎ | 5/160 [00:13<04:34, 1.77s/it] 50/299 4.14G 0.03081 0.0177 0.0004144 56 640: 3%|▎ | 5/160 [00:13<04:34, 1.77s/it] 50/299 4.14G 0.03081 0.0177 0.0004144 56 640: 4%|▍ | 6/160 [00:13<03:11, 1.24s/it] 50/299 4.14G 0.03052 0.01765 0.0004007 74 640: 4%|▍ | 6/160 [00:14<03:11, 1.24s/it] 50/299 4.14G 0.03052 0.01765 0.0004007 74 640: 4%|▍ | 7/160 [00:14<02:20, 1.09it/s] 50/299 4.14G 0.03073 0.01803 0.0005113 84 640: 4%|▍ | 7/160 [00:14<02:20, 1.09it/s] 50/299 4.14G 0.03073 0.01803 0.0005113 84 640: 5%|▌ | 8/160 [00:14<01:45, 1.44it/s] 50/299 4.14G 0.03043 0.01745 0.0004769 44 640: 5%|▌ | 8/160 [00:14<01:45, 1.44it/s] 50/299 4.14G 0.03043 0.01745 0.0004769 44 640: 6%|▌ | 9/160 [00:14<01:22, 1.83it/s] 50/299 4.14G 0.03037 0.0172 0.000453 75 640: 6%|▌ | 9/160 [00:26<01:22, 1.83it/s] 50/299 4.14G 0.03037 0.0172 0.000453 75 640: 6%|▋ | 10/160 [00:26<10:05, 4.04s/it] 50/299 4.14G 0.03086 0.01749 0.0004314 75 640: 6%|▋ | 10/160 [00:26<10:05, 4.04s/it] 50/299 4.14G 0.03086 0.01749 0.0004314 75 640: 7%|▋ | 11/160 [00:26<07:09, 2.88s/it] 50/299 4.14G 0.03074 0.01751 0.0004359 79 640: 7%|▋ | 11/160 [00:26<07:09, 2.88s/it] 50/299 4.14G 0.03074 0.01751 0.0004359 79 640: 8%|▊ | 12/160 [00:26<05:06, 2.07s/it] 50/299 4.14G 0.03058 0.01732 0.0005517 48 640: 8%|▊ | 12/160 [00:27<05:06, 2.07s/it] 50/299 4.14G 0.03058 0.01732 0.0005517 48 640: 8%|▊ | 13/160 [00:27<03:41, 1.51s/it] 50/299 4.14G 0.03059 0.01754 0.0006089 80 640: 8%|▊ | 13/160 [00:27<03:41, 1.51s/it] 50/299 4.14G 0.03059 0.01754 0.0006089 80 640: 9%|▉ | 14/160 [00:27<02:43, 1.12s/it] 50/299 4.14G 0.03062 0.01749 0.0005861 66 640: 9%|▉ | 14/160 [00:27<02:43, 1.12s/it] 50/299 4.14G 0.03062 0.01749 0.0005861 66 640: 9%|▉ | 15/160 [00:27<02:04, 1.16it/s] 50/299 4.14G 0.03073 0.01736 0.000572 56 640: 9%|▉ | 15/160 [00:27<02:04, 1.16it/s] 50/299 4.14G 0.03073 0.01736 0.000572 56 640: 10%|█ | 16/160 [00:27<01:35, 1.50it/s] 50/299 4.14G 0.03071 0.01744 0.0005522 68 640: 10%|█ | 16/160 [00:28<01:35, 1.50it/s] 50/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s]
all 340 823 0.583 0.617 0.611 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 51/299 4.14G 0.02796 0.01782 0.002469 70 640: 0%| | 0/160 [00:00<?, ?it/s] 51/299 4.14G 0.02796 0.01782 0.002469 70 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 51/299 4.14G 0.02918 0.01862 0.001379 52 640: 1%| | 1/160 [00:13<00:50, 3.14it/s] 51/299 4.14G 0.02918 0.01862 0.001379 52 640: 1%|▏ | 2/160 [00:13<21:02, 7.99s/it] 51/299 4.14G 0.03054 0.01882 0.001008 73 640: 1%|▏ | 2/160 [00:13<21:02, 7.99s/it] 51/299 4.14G 0.03054 0.01882 0.001008 73 640: 2%|▏ | 3/160 [00:13<11:39, 4.46s/it] 51/299 4.14G 0.03099 0.0185 0.0008478 65 640: 2%|▏ | 3/160 [00:14<11:39, 4.46s/it] 51/299 4.14G 0.03099 0.0185 0.0008478 65 640: 2%|▎ | 4/160 [00:14<07:14, 2.78s/it] 51/299 4.14G 0.03106 0.0178 0.0007707 65 640: 2%|▎ | 4/160 [00:14<07:14, 2.78s/it] 51/299 4.14G 0.03106 0.0178 0.0007707 65 640: 3%|▎ | 5/160 [00:14<04:47, 1.86s/it] 51/299 4.14G 0.03106 0.01754 0.0006922 67 640: 3%|▎ | 5/160 [00:14<04:47, 1.86s/it] 51/299 4.14G 0.03106 0.01754 0.0006922 67 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 51/299 4.14G 0.03113 0.01741 0.0006831 58 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 51/299 4.14G 0.03113 0.01741 0.0006831 58 640: 4%|▍ | 7/160 [00:14<02:26, 1.04it/s] 51/299 4.14G 0.03152 0.01654 0.000638 37 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 51/299 4.14G 0.03152 0.01654 0.000638 37 640: 5%|▌ | 8/160 [00:15<01:49, 1.38it/s] 51/299 4.14G 0.03158 0.01707 0.000599 83 640: 5%|▌ | 8/160 [00:15<01:49, 1.38it/s] 51/299 4.14G 0.03158 0.01707 0.000599 83 640: 6%|▌ | 9/160 [00:15<01:25, 1.77it/s] 51/299 4.14G 0.03181 0.01712 0.0005879 79 640: 6%|▌ | 9/160 [00:27<01:25, 1.77it/s] 51/299 4.14G 0.03181 0.01712 0.0005879 79 640: 6%|▋ | 10/160 [00:27<10:31, 4.21s/it] 51/299 4.14G 0.03209 0.01766 0.0005693 85 640: 6%|▋ | 10/160 [00:27<10:31, 4.21s/it] 51/299 4.14G 0.03209 0.01766 0.0005693 85 640: 7%|▋ | 11/160 [00:27<07:26, 3.00s/it] 51/299 4.14G 0.03212 0.0176 0.0005618 74 640: 7%|▋ | 11/160 [00:28<07:26, 3.00s/it] 51/299 4.14G 0.03212 0.0176 0.0005618 74 640: 8%|▊ | 12/160 [00:28<05:18, 2.15s/it] 51/299 4.14G 0.03183 0.01731 0.0005609 58 640: 8%|▊ | 12/160 [00:28<05:18, 2.15s/it] 51/299 4.14G 0.03183 0.01731 0.0005609 58 640: 8%|▊ | 13/160 [00:28<03:49, 1.56s/it] 51/299 4.14G 0.03173 0.01741 0.0005443 68 640: 8%|▊ | 13/160 [00:28<03:49, 1.56s/it] 51/299 4.14G 0.03173 0.01741 0.0005443 68 640: 9%|▉ | 14/160 [00:28<02:48, 1.16s/it] 51/299 4.14G 0.03151 0.0171 0.0005364 55 640: 9%|▉ | 14/160 [00:28<02:48, 1.16s/it] 51/299 4.14G 0.03151 0.0171 0.0005364 55 640: 9%|▉ | 15/160 [00:28<02:08, 1.13it/s] 51/299 4.14G 0.03141 0.01713 0.0005301 58 640: 9%|▉ | 15/160 [00:29<02:08, 1.13it/s] 51/299 4.14G 0.03141 0.01713 0.0005301 58 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 51/299 4.14G 0.03147 0.01714 0.0005191 71 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 51/299 4.14G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 823 0.61 0.643 0.64 0.345
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 52/299 4.14G 0.03263 0.02164 0.0003034 80 640: 0%| | 0/160 [00:00<?, ?it/s] 52/299 4.14G 0.03263 0.02164 0.0003034 80 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 52/299 4.14G 0.03194 0.01979 0.0002573 69 640: 1%| | 1/160 [00:10<00:52, 3.05it/s] 52/299 4.14G 0.03194 0.01979 0.0002573 69 640: 1%|▏ | 2/160 [00:10<15:51, 6.02s/it] 52/299 4.14G 0.03078 0.0183 0.0002766 50 640: 1%|▏ | 2/160 [00:10<15:51, 6.02s/it] 52/299 4.14G 0.03078 0.0183 0.0002766 50 640: 2%|▏ | 3/160 [00:10<08:51, 3.39s/it] 52/299 4.14G 0.03099 0.01662 0.0003488 52 640: 2%|▏ | 3/160 [00:10<08:51, 3.39s/it] 52/299 4.14G 0.03099 0.01662 0.0003488 52 640: 2%|▎ | 4/160 [00:10<05:32, 2.13s/it] 52/299 4.14G 0.03133 0.01676 0.0003369 68 640: 2%|▎ | 4/160 [00:11<05:32, 2.13s/it] 52/299 4.14G 0.03133 0.01676 0.0003369 68 640: 3%|▎ | 5/160 [00:11<03:43, 1.44s/it] 52/299 4.14G 0.03079 0.01716 0.0003159 61 640: 3%|▎ | 5/160 [00:14<03:43, 1.44s/it] 52/299 4.14G 0.03079 0.01716 0.0003159 61 640: 4%|▍ | 6/160 [00:14<05:42, 2.22s/it] 52/299 4.14G 0.03053 0.01641 0.0002915 38 640: 4%|▍ | 6/160 [00:15<05:42, 2.22s/it] 52/299 4.14G 0.03053 0.01641 0.0002915 38 640: 4%|▍ | 7/160 [00:15<04:01, 1.58s/it] 52/299 4.14G 0.0304 0.01657 0.0002961 75 640: 4%|▍ | 7/160 [00:15<04:01, 1.58s/it] 52/299 4.14G 0.0304 0.01657 0.0002961 75 640: 5%|▌ | 8/160 [00:15<02:54, 1.15s/it] 52/299 4.14G 0.03052 0.01657 0.0003638 65 640: 5%|▌ | 8/160 [00:15<02:54, 1.15s/it] 52/299 4.14G 0.03052 0.01657 0.0003638 65 640: 6%|▌ | 9/160 [00:15<02:09, 1.17it/s] 52/299 4.14G 0.03072 0.01674 0.0003479 64 640: 6%|▌ | 9/160 [00:25<02:09, 1.17it/s] 52/299 4.14G 0.03072 0.01674 0.0003479 64 640: 6%|▋ | 10/160 [00:25<09:11, 3.68s/it] 52/299 4.14G 0.03067 0.0168 0.0003465 61 640: 6%|▋ | 10/160 [00:25<09:11, 3.68s/it] 52/299 4.14G 0.03067 0.0168 0.0003465 61 640: 7%|▋ | 11/160 [00:25<06:32, 2.63s/it] 52/299 4.14G 0.03046 0.01654 0.0003323 50 640: 7%|▋ | 11/160 [00:25<06:32, 2.63s/it] 52/299 4.14G 0.03046 0.01654 0.0003323 50 640: 8%|▊ | 12/160 [00:25<04:40, 1.90s/it] 52/299 4.14G 0.03043 0.01653 0.0003462 56 640: 8%|▊ | 12/160 [00:26<04:40, 1.90s/it] 52/299 4.14G 0.03043 0.01653 0.0003462 56 640: 8%|▊ | 13/160 [00:26<03:23, 1.39s/it] 52/299 4.14G 0.03042 0.01662 0.0004221 78 640: 8%|▊ | 13/160 [00:28<03:23, 1.39s/it] 52/299 4.14G 0.03042 0.01662 0.0004221 78 640: 9%|▉ | 14/160 [00:28<04:02, 1.66s/it] 52/299 4.14G 0.03055 0.01676 0.0004087 55 640: 9%|▉ | 14/160 [00:28<04:02, 1.66s/it] 52/299 4.14G 0.03055 0.01676 0.0004087 55 640: 9%|▉ | 15/160 [00:28<02:59, 1.24s/it] 52/299 4.14G 0.03072 0.01655 0.0004012 52 640: 9%|▉ | 15/160 [00:28<02:59, 1.24s/it] 52/299 4.14G 0.03072 0.01655 0.0004012 52 640: 10%|█ | 16/160 [00:28<02:13, 1.08it/s] 52/299 4.14G 0.03068 0.0167 0.0003919 76 640: 10%|█ | 16/160 [00:29<02:13, 1.08it/s] 52/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.32it/s]
all 340 823 0.634 0.576 0.615 0.321
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 53/299 4.14G 0.03309 0.02215 0.000619 89 640: 0%| | 0/160 [00:00<?, ?it/s] 53/299 4.14G 0.03309 0.02215 0.000619 89 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 53/299 4.14G 0.03249 0.01945 0.0009396 67 640: 1%| | 1/160 [00:10<00:53, 2.95it/s] 53/299 4.14G 0.03249 0.01945 0.0009396 67 640: 1%|▏ | 2/160 [00:10<15:42, 5.96s/it] 53/299 4.14G 0.03161 0.01766 0.0007237 56 640: 1%|▏ | 2/160 [00:10<15:42, 5.96s/it] 53/299 4.14G 0.03161 0.01766 0.0007237 56 640: 2%|▏ | 3/160 [00:10<08:48, 3.36s/it] 53/299 4.14G 0.03085 0.01735 0.0005885 49 640: 2%|▏ | 3/160 [00:10<08:48, 3.36s/it] 53/299 4.14G 0.03085 0.01735 0.0005885 49 640: 2%|▎ | 4/160 [00:10<05:30, 2.12s/it] 53/299 4.14G 0.03041 0.0181 0.0005131 91 640: 2%|▎ | 4/160 [00:10<05:30, 2.12s/it] 53/299 4.14G 0.03041 0.0181 0.0005131 91 640: 3%|▎ | 5/160 [00:10<03:42, 1.43s/it] 53/299 4.14G 0.02997 0.01775 0.0004731 58 640: 3%|▎ | 5/160 [00:17<03:42, 1.43s/it] 53/299 4.14G 0.02997 0.01775 0.0004731 58 640: 4%|▍ | 6/160 [00:17<07:46, 3.03s/it] 53/299 4.14G 0.02966 0.01779 0.0004338 72 640: 4%|▍ | 6/160 [00:17<07:46, 3.03s/it] 53/299 4.14G 0.02966 0.01779 0.0004338 72 640: 4%|▍ | 7/160 [00:17<05:24, 2.12s/it] 53/299 4.14G 0.02939 0.0177 0.0004032 77 640: 4%|▍ | 7/160 [00:17<05:24, 2.12s/it] 53/299 4.14G 0.02939 0.0177 0.0004032 77 640: 5%|▌ | 8/160 [00:17<03:50, 1.51s/it] 53/299 4.14G 0.02978 0.01747 0.0004502 68 640: 5%|▌ | 8/160 [00:17<03:50, 1.51s/it] 53/299 4.14G 0.02978 0.01747 0.0004502 68 640: 6%|▌ | 9/160 [00:17<02:47, 1.11s/it] 53/299 4.14G 0.02949 0.01729 0.0004219 58 640: 6%|▌ | 9/160 [00:23<02:47, 1.11s/it] 53/299 4.14G 0.02949 0.01729 0.0004219 58 640: 6%|▋ | 10/160 [00:23<06:39, 2.67s/it] 53/299 4.14G 0.0293 0.01708 0.0003998 50 640: 6%|▋ | 10/160 [00:24<06:39, 2.67s/it] 53/299 4.14G 0.0293 0.01708 0.0003998 50 640: 7%|▋ | 11/160 [00:24<04:47, 1.93s/it] 53/299 4.14G 0.02927 0.01672 0.000402 49 640: 7%|▋ | 11/160 [00:24<04:47, 1.93s/it] 53/299 4.14G 0.02927 0.01672 0.000402 49 640: 8%|▊ | 12/160 [00:24<03:28, 1.41s/it] 53/299 4.14G 0.02953 0.01654 0.0003856 54 640: 8%|▊ | 12/160 [00:24<03:28, 1.41s/it] 53/299 4.14G 0.02953 0.01654 0.0003856 54 640: 8%|▊ | 13/160 [00:24<02:36, 1.07s/it] 53/299 4.14G 0.0297 0.01663 0.0003755 69 640: 8%|▊ | 13/160 [00:31<02:36, 1.07s/it] 53/299 4.14G 0.0297 0.01663 0.0003755 69 640: 9%|▉ | 14/160 [00:31<06:50, 2.81s/it] 53/299 4.14G 0.02995 0.01689 0.0003619 65 640: 9%|▉ | 14/160 [00:31<06:50, 2.81s/it] 53/299 4.14G 0.02995 0.01689 0.0003619 65 640: 9%|▉ | 15/160 [00:31<04:56, 2.04s/it] 53/299 4.14G 0.02987 0.01666 0.0003497 54 640: 9%|▉ | 15/160 [00:31<04:56, 2.04s/it] 53/299 4.14G 0.02987 0.01666 0.0003497 54 640: 10%|█ | 16/160 [00:31<03:34, 1.49s/it] 53/299 4.14G 0.02996 0.0167 0.0003403 70 640: 10%|█ | 16/160 [00:32<03:34, 1.49s/it] 53/299 4.14G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 823 0.601 0.561 0.581 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 54/299 4.14G 0.03315 0.01392 0.0003363 52 640: 0%| | 0/160 [00:00<?, ?it/s] 54/299 4.14G 0.03315 0.01392 0.0003363 52 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 54/299 4.14G 0.03202 0.01536 0.0003926 72 640: 1%| | 1/160 [00:05<00:52, 3.03it/s] 54/299 4.14G 0.03202 0.01536 0.0003926 72 640: 1%|▏ | 2/160 [00:05<08:00, 3.04s/it] 54/299 4.14G 0.03181 0.01501 0.0003509 52 640: 1%|▏ | 2/160 [00:05<08:00, 3.04s/it] 54/299 4.14G 0.03181 0.01501 0.0003509 52 640: 2%|▏ | 3/160 [00:05<04:45, 1.82s/it] 54/299 4.14G 0.03217 0.01565 0.0004616 60 640: 2%|▏ | 3/160 [00:05<04:45, 1.82s/it] 54/299 4.14G 0.03217 0.01565 0.0004616 60 640: 2%|▎ | 4/160 [00:05<03:08, 1.21s/it] 54/299 4.14G 0.03304 0.01691 0.0005802 68 640: 2%|▎ | 4/160 [00:06<03:08, 1.21s/it] 54/299 4.14G 0.03304 0.01691 0.0005802 68 640: 3%|▎ | 5/160 [00:06<02:59, 1.16s/it] 54/299 4.14G 0.03228 0.01601 0.000584 37 640: 3%|▎ | 5/160 [00:16<02:59, 1.16s/it] 54/299 4.14G 0.03228 0.01601 0.000584 37 640: 4%|▍ | 6/160 [00:16<10:40, 4.16s/it] 54/299 4.14G 0.03195 0.01618 0.0006076 63 640: 4%|▍ | 6/160 [00:17<10:40, 4.16s/it] 54/299 4.14G 0.03195 0.01618 0.0006076 63 640: 4%|▍ | 7/160 [00:17<07:20, 2.88s/it] 54/299 4.14G 0.03177 0.01635 0.0006028 66 640: 4%|▍ | 7/160 [00:17<07:20, 2.88s/it] 54/299 4.14G 0.03177 0.01635 0.0006028 66 640: 5%|▌ | 8/160 [00:17<05:08, 2.03s/it] 54/299 4.14G 0.03148 0.01617 0.0007289 44 640: 5%|▌ | 8/160 [00:17<05:08, 2.03s/it] 54/299 4.14G 0.03148 0.01617 0.0007289 44 640: 6%|▌ | 9/160 [00:17<03:41, 1.46s/it] 54/299 4.14G 0.0312 0.01641 0.000691 67 640: 6%|▌ | 9/160 [00:23<03:41, 1.46s/it] 54/299 4.14G 0.0312 0.01641 0.000691 67 640: 6%|▋ | 10/160 [00:23<06:41, 2.68s/it] 54/299 4.14G 0.03103 0.01609 0.0006715 48 640: 6%|▋ | 10/160 [00:23<06:41, 2.68s/it] 54/299 4.14G 0.03103 0.01609 0.0006715 48 640: 7%|▋ | 11/160 [00:23<04:48, 1.94s/it] 54/299 4.14G 0.03119 0.01643 0.0006595 73 640: 7%|▋ | 11/160 [00:23<04:48, 1.94s/it] 54/299 4.14G 0.03119 0.01643 0.0006595 73 640: 8%|▊ | 12/160 [00:23<03:29, 1.41s/it] 54/299 4.14G 0.03082 0.01624 0.0006481 64 640: 8%|▊ | 12/160 [00:23<03:29, 1.41s/it] 54/299 4.14G 0.03082 0.01624 0.0006481 64 640: 8%|▊ | 13/160 [00:23<02:34, 1.05s/it] 54/299 4.14G 0.03073 0.01643 0.0006198 75 640: 8%|▊ | 13/160 [00:31<02:34, 1.05s/it] 54/299 4.14G 0.03073 0.01643 0.0006198 75 640: 9%|▉ | 14/160 [00:31<07:13, 2.97s/it] 54/299 4.14G 0.03085 0.01641 0.0006024 67 640: 9%|▉ | 14/160 [00:31<07:13, 2.97s/it] 54/299 4.14G 0.03085 0.01641 0.0006024 67 640: 9%|▉ | 15/160 [00:31<05:11, 2.15s/it] 54/299 4.14G 0.03108 0.01636 0.000583 59 640: 9%|▉ | 15/160 [00:31<05:11, 2.15s/it] 54/299 4.14G 0.03108 0.01636 0.000583 59 640: 10%|█ | 16/160 [00:31<03:45, 1.57s/it] 54/299 4.14G 0.03136 0.01633 0.0005641 52 640: 10%|█ | 16/160 [00:31<03:45, 1.57s/it] 54/299 4.14G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.622 0.614 0.632 0.336
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 55/299 4.14G 0.03077 0.01742 0.001565 72 640: 0%| | 0/160 [00:00<?, ?it/s] 55/299 4.14G 0.03077 0.01742 0.001565 72 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 55/299 4.14G 0.03163 0.01598 0.0009911 57 640: 1%| | 1/160 [00:03<00:50, 3.15it/s] 55/299 4.14G 0.03163 0.01598 0.0009911 57 640: 1%|▏ | 2/160 [00:03<05:46, 2.19s/it] 55/299 4.14G 0.03233 0.01722 0.0009087 77 640: 1%|▏ | 2/160 [00:04<05:46, 2.19s/it] 55/299 4.14G 0.03233 0.01722 0.0009087 77 640: 2%|▏ | 3/160 [00:04<03:31, 1.35s/it] 55/299 4.14G 0.03164 0.01726 0.0009045 78 640: 2%|▏ | 3/160 [00:04<03:31, 1.35s/it] 55/299 4.14G 0.03164 0.01726 0.0009045 78 640: 2%|▎ | 4/160 [00:04<02:33, 1.02it/s] 55/299 4.14G 0.03151 0.01683 0.0009687 56 640: 2%|▎ | 4/160 [00:07<02:33, 1.02it/s] 55/299 4.14G 0.03151 0.01683 0.0009687 56 640: 3%|▎ | 5/160 [00:07<03:52, 1.50s/it] 55/299 4.14G 0.03147 0.01688 0.0008505 81 640: 3%|▎ | 5/160 [00:15<03:52, 1.50s/it] 55/299 4.14G 0.03147 0.01688 0.0008505 81 640: 4%|▍ | 6/160 [00:15<09:31, 3.71s/it] 55/299 4.14G 0.03141 0.01668 0.0007911 60 640: 4%|▍ | 6/160 [00:15<09:31, 3.71s/it] 55/299 4.14G 0.03141 0.01668 0.0007911 60 640: 4%|▍ | 7/160 [00:15<06:34, 2.58s/it] 55/299 4.14G 0.03127 0.01629 0.0007201 48 640: 4%|▍ | 7/160 [00:15<06:34, 2.58s/it] 55/299 4.14G 0.03127 0.01629 0.0007201 48 640: 5%|▌ | 8/160 [00:15<04:37, 1.83s/it] 55/299 4.14G 0.03095 0.01624 0.0006596 60 640: 5%|▌ | 8/160 [00:15<04:37, 1.83s/it] 55/299 4.14G 0.03095 0.01624 0.0006596 60 640: 6%|▌ | 9/160 [00:15<03:19, 1.32s/it] 55/299 4.14G 0.03091 0.01592 0.000617 62 640: 6%|▌ | 9/160 [00:22<03:19, 1.32s/it] 55/299 4.14G 0.03091 0.01592 0.000617 62 640: 6%|▋ | 10/160 [00:22<07:37, 3.05s/it] 55/299 4.14G 0.03112 0.01607 0.0005851 63 640: 6%|▋ | 10/160 [00:22<07:37, 3.05s/it] 55/299 4.14G 0.03112 0.01607 0.0005851 63 640: 7%|▋ | 11/160 [00:22<05:27, 2.19s/it] 55/299 4.14G 0.03072 0.01593 0.0005521 57 640: 7%|▋ | 11/160 [00:23<05:27, 2.19s/it] 55/299 4.14G 0.03072 0.01593 0.0005521 57 640: 8%|▊ | 12/160 [00:23<03:55, 1.59s/it] 55/299 4.14G 0.03036 0.01557 0.000527 49 640: 8%|▊ | 12/160 [00:23<03:55, 1.59s/it] 55/299 4.14G 0.03036 0.01557 0.000527 49 640: 8%|▊ | 13/160 [00:23<02:52, 1.18s/it] 55/299 4.14G 0.03047 0.01571 0.0005116 62 640: 8%|▊ | 13/160 [00:30<02:52, 1.18s/it] 55/299 4.14G 0.03047 0.01571 0.0005116 62 640: 9%|▉ | 14/160 [00:30<07:15, 2.98s/it] 55/299 4.14G 0.03041 0.0157 0.0004957 44 640: 9%|▉ | 14/160 [00:30<07:15, 2.98s/it] 55/299 4.14G 0.03041 0.0157 0.0004957 44 640: 9%|▉ | 15/160 [00:30<05:13, 2.16s/it] 55/299 4.14G 0.03044 0.01547 0.0004755 34 640: 9%|▉ | 15/160 [00:30<05:13, 2.16s/it] 55/299 4.14G 0.03044 0.01547 0.0004755 34 640: 10%|█ | 16/160 [00:30<03:46, 1.58s/it] 55/299 4.14G 0.03035 0.0154 0.0004592 43 640: 10%|█ | 16/160 [00:31<03:46, 1.58s/it] 55/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s]
all 340 823 0.613 0.629 0.633 0.346
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 56/299 4.14G 0.02894 0.01982 0.0002276 89 640: 0%| | 0/160 [00:00<?, ?it/s] 56/299 4.14G 0.02894 0.01982 0.0002276 89 640: 1%| | 1/160 [00:00<00:46, 3.38it/s] 56/299 4.14G 0.03096 0.01789 0.0002043 62 640: 1%| | 1/160 [00:00<00:46, 3.38it/s] 56/299 4.14G 0.03096 0.01789 0.0002043 62 640: 1%|▏ | 2/160 [00:00<00:45, 3.44it/s] 56/299 4.14G 0.02996 0.01751 0.0002056 58 640: 1%|▏ | 2/160 [00:00<00:45, 3.44it/s] 56/299 4.14G 0.02996 0.01751 0.0002056 58 640: 2%|▏ | 3/160 [00:00<00:51, 3.04it/s] 56/299 4.14G 0.02918 0.01694 0.0002091 61 640: 2%|▏ | 3/160 [00:01<00:51, 3.04it/s] 56/299 4.14G 0.02918 0.01694 0.0002091 61 640: 2%|▎ | 4/160 [00:01<00:50, 3.12it/s] 56/299 4.14G 0.02926 0.01666 0.0002141 51 640: 2%|▎ | 4/160 [00:01<00:50, 3.12it/s] 56/299 4.14G 0.02926 0.01666 0.0002141 51 640: 3%|▎ | 5/160 [00:01<00:49, 3.16it/s] 56/299 4.14G 0.02945 0.01603 0.0002084 43 640: 3%|▎ | 5/160 [00:13<00:49, 3.16it/s] 56/299 4.14G 0.02945 0.01603 0.0002084 43 640: 4%|▍ | 6/160 [00:13<11:19, 4.41s/it] 56/299 4.14G 0.02948 0.0159 0.0002157 58 640: 4%|▍ | 6/160 [00:14<11:19, 4.41s/it] 56/299 4.14G 0.02948 0.0159 0.0002157 58 640: 4%|▍ | 7/160 [00:14<07:46, 3.05s/it] 56/299 4.14G 0.02977 0.01595 0.0002181 60 640: 4%|▍ | 7/160 [00:14<07:46, 3.05s/it] 56/299 4.14G 0.02977 0.01595 0.0002181 60 640: 5%|▌ | 8/160 [00:14<05:26, 2.15s/it] 56/299 4.14G 0.0298 0.01581 0.0002294 63 640: 5%|▌ | 8/160 [00:14<05:26, 2.15s/it] 56/299 4.14G 0.0298 0.01581 0.0002294 63 640: 6%|▌ | 9/160 [00:14<03:55, 1.56s/it] 56/299 4.14G 0.02975 0.01576 0.0002247 59 640: 6%|▌ | 9/160 [00:17<03:55, 1.56s/it] 56/299 4.14G 0.02975 0.01576 0.0002247 59 640: 6%|▋ | 10/160 [00:17<04:46, 1.91s/it] 56/299 4.14G 0.03006 0.01548 0.0002196 44 640: 6%|▋ | 10/160 [00:17<04:46, 1.91s/it] 56/299 4.14G 0.03006 0.01548 0.0002196 44 640: 7%|▋ | 11/160 [00:17<03:29, 1.41s/it] 56/299 4.14G 0.02979 0.01531 0.0002127 47 640: 7%|▋ | 11/160 [00:17<03:29, 1.41s/it] 56/299 4.14G 0.02979 0.01531 0.0002127 47 640: 8%|▊ | 12/160 [00:17<02:34, 1.04s/it] 56/299 4.14G 0.02992 0.01531 0.0002108 54 640: 8%|▊ | 12/160 [00:18<02:34, 1.04s/it] 56/299 4.14G 0.02992 0.01531 0.0002108 54 640: 8%|▊ | 13/160 [00:18<02:15, 1.09it/s] 56/299 4.14G 0.03004 0.01524 0.0002098 43 640: 8%|▊ | 13/160 [00:27<02:15, 1.09it/s] 56/299 4.14G 0.03004 0.01524 0.0002098 43 640: 9%|▉ | 14/160 [00:27<07:54, 3.25s/it] 56/299 4.14G 0.03019 0.0155 0.0002086 93 640: 9%|▉ | 14/160 [00:27<07:54, 3.25s/it] 56/299 4.14G 0.03019 0.0155 0.0002086 93 640: 9%|▉ | 15/160 [00:27<05:40, 2.35s/it] 56/299 4.14G 0.03018 0.0157 0.0002059 67 640: 9%|▉ | 15/160 [00:27<05:40, 2.35s/it] 56/299 4.14G 0.03018 0.0157 0.0002059 67 640: 10%|█ | 16/160 [00:27<04:05, 1.71s/it] 56/299 4.14G 0.03027 0.01589 0.0002042 59 640: 10%|█ | 16/160 [00:28<04:05, 1.71s/it] 56/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.584 0.634 0.609 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 57/299 4.14G 0.03027 0.01289 0.0003784 52 640: 0%| | 0/160 [00:00<?, ?it/s] 57/299 4.14G 0.03027 0.01289 0.0003784 52 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 57/299 4.14G 0.02849 0.01344 0.0007145 53 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 57/299 4.14G 0.02849 0.01344 0.0007145 53 640: 1%|▏ | 2/160 [00:00<00:51, 3.06it/s] 57/299 4.14G 0.02826 0.01444 0.0006313 68 640: 1%|▏ | 2/160 [00:00<00:51, 3.06it/s] 57/299 4.14G 0.02826 0.01444 0.0006313 68 640: 2%|▏ | 3/160 [00:00<00:52, 3.01it/s] 57/299 4.14G 0.02841 0.01536 0.0007299 64 640: 2%|▏ | 3/160 [00:01<00:52, 3.01it/s] 57/299 4.14G 0.02841 0.01536 0.0007299 64 640: 2%|▎ | 4/160 [00:01<00:53, 2.89it/s] 57/299 4.14G 0.02905 0.01497 0.0006765 38 640: 2%|▎ | 4/160 [00:07<00:53, 2.89it/s] 57/299 4.14G 0.02905 0.01497 0.0006765 38 640: 3%|▎ | 5/160 [00:07<06:33, 2.54s/it] 57/299 4.14G 0.02919 0.01509 0.0006353 62 640: 3%|▎ | 5/160 [00:15<06:33, 2.54s/it] 57/299 4.14G 0.02919 0.01509 0.0006353 62 640: 4%|▍ | 6/160 [00:15<10:53, 4.24s/it] 57/299 4.14G 0.0296 0.01495 0.0005794 54 640: 4%|▍ | 6/160 [00:15<10:53, 4.24s/it] 57/299 4.14G 0.0296 0.01495 0.0005794 54 640: 4%|▍ | 7/160 [00:15<07:29, 2.94s/it] 57/299 4.14G 0.02996 0.01575 0.0005487 90 640: 4%|▍ | 7/160 [00:15<07:29, 2.94s/it] 57/299 4.14G 0.02996 0.01575 0.0005487 90 640: 5%|▌ | 8/160 [00:15<05:14, 2.07s/it] 57/299 4.14G 0.03053 0.01598 0.0005174 97 640: 5%|▌ | 8/160 [00:16<05:14, 2.07s/it] 57/299 4.14G 0.03053 0.01598 0.0005174 97 640: 6%|▌ | 9/160 [00:16<03:45, 1.49s/it] 57/299 4.14G 0.0306 0.01659 0.0004924 84 640: 6%|▌ | 9/160 [00:16<03:45, 1.49s/it] 57/299 4.14G 0.0306 0.01659 0.0004924 84 640: 6%|▋ | 10/160 [00:16<02:44, 1.10s/it] 57/299 4.14G 0.03065 0.0166 0.0004679 66 640: 6%|▋ | 10/160 [00:16<02:44, 1.10s/it] 57/299 4.14G 0.03065 0.0166 0.0004679 66 640: 7%|▋ | 11/160 [00:16<02:05, 1.19it/s] 57/299 4.14G 0.03073 0.01673 0.0004482 75 640: 7%|▋ | 11/160 [00:16<02:05, 1.19it/s] 57/299 4.14G 0.03073 0.01673 0.0004482 75 640: 8%|▊ | 12/160 [00:16<01:36, 1.54it/s] 57/299 4.14G 0.03075 0.01663 0.0004545 52 640: 8%|▊ | 12/160 [00:25<01:36, 1.54it/s] 57/299 4.14G 0.03075 0.01663 0.0004545 52 640: 8%|▊ | 13/160 [00:25<07:41, 3.14s/it] 57/299 4.14G 0.03087 0.01672 0.0004626 64 640: 8%|▊ | 13/160 [00:28<07:41, 3.14s/it] 57/299 4.14G 0.03087 0.01672 0.0004626 64 640: 9%|▉ | 14/160 [00:28<07:48, 3.21s/it] 57/299 4.14G 0.03072 0.0167 0.0004492 59 640: 9%|▉ | 14/160 [00:29<07:48, 3.21s/it] 57/299 4.14G 0.03072 0.0167 0.0004492 59 640: 9%|▉ | 15/160 [00:29<05:36, 2.32s/it] 57/299 4.14G 0.03069 0.01683 0.0004804 63 640: 9%|▉ | 15/160 [00:29<05:36, 2.32s/it] 57/299 4.14G 0.03069 0.01683 0.0004804 63 640: 10%|█ | 16/160 [00:29<04:02, 1.68s/it] 57/299 4.14G 0.03081 0.01662 0.0004666 60 640: 10%|█ | 16/160 [00:29<04:02, 1.68s/it] 57/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s]
all 340 823 0.623 0.646 0.64 0.345
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 58/299 4.14G 0.03391 0.01641 0.0002248 62 640: 0%| | 0/160 [00:00<?, ?it/s] 58/299 4.14G 0.03391 0.01641 0.0002248 62 640: 1%| | 1/160 [00:00<00:47, 3.34it/s] 58/299 4.14G 0.03279 0.01545 0.0004545 55 640: 1%| | 1/160 [00:00<00:47, 3.34it/s] 58/299 4.14G 0.03279 0.01545 0.0004545 55 640: 1%|▏ | 2/160 [00:00<00:48, 3.23it/s] 58/299 4.14G 0.03167 0.01642 0.001294 66 640: 1%|▏ | 2/160 [00:00<00:48, 3.23it/s] 58/299 4.14G 0.03167 0.01642 0.001294 66 640: 2%|▏ | 3/160 [00:00<00:49, 3.19it/s] 58/299 4.14G 0.0317 0.01691 0.001029 76 640: 2%|▏ | 3/160 [00:01<00:49, 3.19it/s] 58/299 4.14G 0.0317 0.01691 0.001029 76 640: 2%|▎ | 4/160 [00:01<00:45, 3.47it/s] 58/299 4.14G 0.03213 0.018 0.0009016 92 640: 2%|▎ | 4/160 [00:08<00:45, 3.47it/s] 58/299 4.14G 0.03213 0.018 0.0009016 92 640: 3%|▎ | 5/160 [00:08<07:26, 2.88s/it] 58/299 4.14G 0.0313 0.01767 0.0007834 54 640: 3%|▎ | 5/160 [00:14<07:26, 2.88s/it] 58/299 4.14G 0.0313 0.01767 0.0007834 54 640: 4%|▍ | 6/160 [00:14<09:50, 3.83s/it] 58/299 4.14G 0.03106 0.01697 0.0007057 58 640: 4%|▍ | 6/160 [00:14<09:50, 3.83s/it] 58/299 4.14G 0.03106 0.01697 0.0007057 58 640: 4%|▍ | 7/160 [00:14<06:47, 2.66s/it] 58/299 4.14G 0.03082 0.01642 0.000636 49 640: 4%|▍ | 7/160 [00:14<06:47, 2.66s/it] 58/299 4.14G 0.03082 0.01642 0.000636 49 640: 5%|▌ | 8/160 [00:14<04:46, 1.88s/it] 58/299 4.14G 0.03082 0.01696 0.0005892 87 640: 5%|▌ | 8/160 [00:16<04:46, 1.88s/it] 58/299 4.14G 0.03082 0.01696 0.0005892 87 640: 6%|▌ | 9/160 [00:16<04:52, 1.94s/it] 58/299 4.14G 0.03095 0.01711 0.0005499 74 640: 6%|▌ | 9/160 [00:17<04:52, 1.94s/it] 58/299 4.14G 0.03095 0.01711 0.0005499 74 640: 6%|▋ | 10/160 [00:17<03:30, 1.41s/it] 58/299 4.14G 0.03079 0.01698 0.0005171 66 640: 6%|▋ | 10/160 [00:17<03:30, 1.41s/it] 58/299 4.14G 0.03079 0.01698 0.0005171 66 640: 7%|▋ | 11/160 [00:17<02:36, 1.05s/it] 58/299 4.14G 0.03075 0.01677 0.0004861 48 640: 7%|▋ | 11/160 [00:17<02:36, 1.05s/it] 58/299 4.14G 0.03075 0.01677 0.0004861 48 640: 8%|▊ | 12/160 [00:17<01:58, 1.25it/s] 58/299 4.14G 0.03068 0.01656 0.0004631 61 640: 8%|▊ | 12/160 [00:22<01:58, 1.25it/s] 58/299 4.14G 0.03068 0.01656 0.0004631 61 640: 8%|▊ | 13/160 [00:22<05:05, 2.08s/it] 58/299 4.14G 0.03042 0.01652 0.0004529 68 640: 8%|▊ | 13/160 [00:28<05:05, 2.08s/it] 58/299 4.14G 0.03042 0.01652 0.0004529 68 640: 9%|▉ | 14/160 [00:28<07:37, 3.13s/it] 58/299 4.14G 0.03057 0.01663 0.0004508 64 640: 9%|▉ | 14/160 [00:28<07:37, 3.13s/it] 58/299 4.14G 0.03057 0.01663 0.0004508 64 640: 9%|▉ | 15/160 [00:28<05:28, 2.26s/it] 58/299 4.14G 0.03112 0.01656 0.0004588 65 640: 9%|▉ | 15/160 [00:28<05:28, 2.26s/it] 58/299 4.14G 0.03112 0.01656 0.0004588 65 640: 10%|█ | 16/160 [00:28<03:57, 1.65s/it] 58/299 4.14G 0.03113 0.01668 0.0004454 73 640: 10%|█ | 16/160 [00:30<03:57, 1.65s/it] 58/299 4.14G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.652 0.587 0.622 0.331
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 59/299 4.14G 0.02926 0.01506 0.0009781 58 640: 0%| | 0/160 [00:01<?, ?it/s] 59/299 4.14G 0.02926 0.01506 0.0009781 58 640: 1%| | 1/160 [00:01<03:14, 1.22s/it] 59/299 4.14G 0.03357 0.01351 0.001742 42 640: 1%| | 1/160 [00:01<03:14, 1.22s/it] 59/299 4.14G 0.03357 0.01351 0.001742 42 640: 1%|▏ | 2/160 [00:01<01:58, 1.33it/s] 59/299 4.14G 0.03154 0.01451 0.001232 60 640: 1%|▏ | 2/160 [00:02<01:58, 1.33it/s] 59/299 4.14G 0.03154 0.01451 0.001232 60 640: 2%|▏ | 3/160 [00:02<01:30, 1.73it/s] 59/299 4.14G 0.03089 0.01502 0.001031 61 640: 2%|▏ | 3/160 [00:02<01:30, 1.73it/s] 59/299 4.14G 0.03089 0.01502 0.001031 61 640: 2%|▎ | 4/160 [00:02<01:14, 2.09it/s] 59/299 4.14G 0.03126 0.01553 0.0008569 71 640: 2%|▎ | 4/160 [00:05<01:14, 2.09it/s] 59/299 4.14G 0.03126 0.01553 0.0008569 71 640: 3%|▎ | 5/160 [00:05<03:18, 1.28s/it] 59/299 4.14G 0.03003 0.0146 0.0007479 42 640: 3%|▎ | 5/160 [00:17<03:18, 1.28s/it] 59/299 4.14G 0.03003 0.0146 0.0007479 42 640: 4%|▍ | 6/160 [00:17<12:40, 4.94s/it] 59/299 4.14G 0.02989 0.01507 0.000681 80 640: 4%|▍ | 6/160 [00:17<12:40, 4.94s/it] 59/299 4.14G 0.02989 0.01507 0.000681 80 640: 4%|▍ | 7/160 [00:17<08:41, 3.41s/it] 59/299 4.14G 0.02984 0.01503 0.0006223 62 640: 4%|▍ | 7/160 [00:17<08:41, 3.41s/it] 59/299 4.14G 0.02984 0.01503 0.0006223 62 640: 5%|▌ | 8/160 [00:17<06:03, 2.39s/it] 59/299 4.14G 0.03007 0.01529 0.0005828 75 640: 5%|▌ | 8/160 [00:19<06:03, 2.39s/it] 59/299 4.14G 0.03007 0.01529 0.0005828 75 640: 6%|▌ | 9/160 [00:19<05:57, 2.37s/it] 59/299 4.14G 0.0305 0.01571 0.000564 59 640: 6%|▌ | 9/160 [00:20<05:57, 2.37s/it] 59/299 4.14G 0.0305 0.01571 0.000564 59 640: 6%|▋ | 10/160 [00:20<04:15, 1.70s/it] 59/299 4.14G 0.03068 0.01541 0.00054 42 640: 6%|▋ | 10/160 [00:20<04:15, 1.70s/it] 59/299 4.14G 0.03068 0.01541 0.00054 42 640: 7%|▋ | 11/160 [00:20<03:07, 1.26s/it] 59/299 4.14G 0.03057 0.01555 0.0005219 60 640: 7%|▋ | 11/160 [00:20<03:07, 1.26s/it] 59/299 4.14G 0.03057 0.01555 0.0005219 60 640: 8%|▊ | 12/160 [00:20<02:19, 1.06it/s] 59/299 4.14G 0.03044 0.01549 0.0004986 54 640: 8%|▊ | 12/160 [00:21<02:19, 1.06it/s] 59/299 4.14G 0.03044 0.01549 0.0004986 54 640: 8%|▊ | 13/160 [00:21<02:18, 1.06it/s] 59/299 4.14G 0.03013 0.0154 0.0004744 56 640: 8%|▊ | 13/160 [00:31<02:18, 1.06it/s] 59/299 4.14G 0.03013 0.0154 0.0004744 56 640: 9%|▉ | 14/160 [00:31<08:54, 3.66s/it] 59/299 4.14G 0.0303 0.01575 0.0004613 74 640: 9%|▉ | 14/160 [00:31<08:54, 3.66s/it] 59/299 4.14G 0.0303 0.01575 0.0004613 74 640: 9%|▉ | 15/160 [00:31<06:21, 2.63s/it] 59/299 4.14G 0.03025 0.01576 0.0004433 61 640: 9%|▉ | 15/160 [00:31<06:21, 2.63s/it] 59/299 4.14G 0.03025 0.01576 0.0004433 61 640: 10%|█ | 16/160 [00:31<04:34, 1.91s/it] 59/299 4.14G 0.03013 0.01567 0.0004287 60 640: 10%|█ | 16/160 [00:33<04:34, 1.91s/it] 59/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 823 0.62 0.637 0.637 0.345
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 60/299 4.14G 0.02875 0.02133 0.0002578 90 640: 0%| | 0/160 [00:06<?, ?it/s] 60/299 4.14G 0.02875 0.02133 0.0002578 90 640: 1%| | 1/160 [00:06<17:45, 6.70s/it] 60/299 4.14G 0.02952 0.0211 0.0002405 81 640: 1%| | 1/160 [00:06<17:45, 6.70s/it] 60/299 4.14G 0.02952 0.0211 0.0002405 81 640: 1%|▏ | 2/160 [00:06<07:40, 2.91s/it] 60/299 4.14G 0.02984 0.01982 0.0002507 62 640: 1%|▏ | 2/160 [00:07<07:40, 2.91s/it] 60/299 4.14G 0.02984 0.01982 0.0002507 62 640: 2%|▏ | 3/160 [00:07<04:29, 1.72s/it] 60/299 4.14G 0.02994 0.01809 0.0003832 53 640: 2%|▏ | 3/160 [00:07<04:29, 1.72s/it] 60/299 4.14G 0.02994 0.01809 0.0003832 53 640: 2%|▎ | 4/160 [00:07<02:57, 1.13s/it] 60/299 4.14G 0.03156 0.01728 0.0004102 59 640: 2%|▎ | 4/160 [00:07<02:57, 1.13s/it] 60/299 4.14G 0.03156 0.01728 0.0004102 59 640: 3%|▎ | 5/160 [00:07<02:06, 1.22it/s] 60/299 4.14G 0.0308 0.01689 0.0003772 58 640: 3%|▎ | 5/160 [00:16<02:06, 1.22it/s] 60/299 4.14G 0.0308 0.01689 0.0003772 58 640: 4%|▍ | 6/160 [00:16<08:48, 3.43s/it] 60/299 4.14G 0.031 0.01695 0.0003702 51 640: 4%|▍ | 6/160 [00:16<08:48, 3.43s/it] 60/299 4.14G 0.031 0.01695 0.0003702 51 640: 4%|▍ | 7/160 [00:16<06:06, 2.39s/it] 60/299 4.14G 0.03093 0.01701 0.0003598 71 640: 4%|▍ | 7/160 [00:16<06:06, 2.39s/it] 60/299 4.14G 0.03093 0.01701 0.0003598 71 640: 5%|▌ | 8/160 [00:16<04:18, 1.70s/it] 60/299 4.14G 0.03056 0.01663 0.0003446 52 640: 5%|▌ | 8/160 [00:22<04:18, 1.70s/it] 60/299 4.14G 0.03056 0.01663 0.0003446 52 640: 6%|▌ | 9/160 [00:22<07:06, 2.83s/it] 60/299 4.14G 0.0305 0.01632 0.0003332 52 640: 6%|▌ | 9/160 [00:22<07:06, 2.83s/it] 60/299 4.14G 0.0305 0.01632 0.0003332 52 640: 6%|▋ | 10/160 [00:22<05:03, 2.02s/it] 60/299 4.14G 0.03064 0.01641 0.0003203 61 640: 6%|▋ | 10/160 [00:22<05:03, 2.02s/it] 60/299 4.14G 0.03064 0.01641 0.0003203 61 640: 7%|▋ | 11/160 [00:22<03:40, 1.48s/it] 60/299 4.14G 0.0305 0.01651 0.0003143 66 640: 7%|▋ | 11/160 [00:22<03:40, 1.48s/it] 60/299 4.14G 0.0305 0.01651 0.0003143 66 640: 8%|▊ | 12/160 [00:22<02:42, 1.10s/it] 60/299 4.14G 0.03041 0.0163 0.0006943 50 640: 8%|▊ | 12/160 [00:22<02:42, 1.10s/it] 60/299 4.14G 0.03041 0.0163 0.0006943 50 640: 8%|▊ | 13/160 [00:22<02:01, 1.21it/s] 60/299 4.14G 0.03035 0.01635 0.0006629 63 640: 8%|▊ | 13/160 [00:31<02:01, 1.21it/s] 60/299 4.14G 0.03035 0.01635 0.0006629 63 640: 9%|▉ | 14/160 [00:31<07:48, 3.21s/it] 60/299 4.14G 0.03025 0.01651 0.0006337 85 640: 9%|▉ | 14/160 [00:31<07:48, 3.21s/it] 60/299 4.14G 0.03025 0.01651 0.0006337 85 640: 9%|▉ | 15/160 [00:31<05:35, 2.31s/it] 60/299 4.14G 0.03032 0.01659 0.0006078 84 640: 9%|▉ | 15/160 [00:32<05:35, 2.31s/it] 60/299 4.14G 0.03032 0.01659 0.0006078 84 640: 10%|█ | 16/160 [00:32<04:02, 1.68s/it] 60/299 4.14G 0.03047 0.01653 0.0005859 61 640: 10%|█ | 16/160 [00:34<04:02, 1.68s/it] 60/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.626 0.641 0.632 0.34
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 61/299 4.14G 0.03253 0.01609 0.0002897 60 640: 0%| | 0/160 [00:00<?, ?it/s] 61/299 4.14G 0.03253 0.01609 0.0002897 60 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 61/299 4.14G 0.03314 0.01705 0.0003089 56 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 61/299 4.14G 0.03314 0.01705 0.0003089 56 640: 1%|▏ | 2/160 [00:00<00:47, 3.34it/s] 61/299 4.14G 0.03192 0.01698 0.0002581 64 640: 1%|▏ | 2/160 [00:00<00:47, 3.34it/s] 61/299 4.14G 0.03192 0.01698 0.0002581 64 640: 2%|▏ | 3/160 [00:00<00:52, 2.96it/s] 61/299 4.14G 0.03075 0.01546 0.0002383 53 640: 2%|▏ | 3/160 [00:01<00:52, 2.96it/s] 61/299 4.14G 0.03075 0.01546 0.0002383 53 640: 2%|▎ | 4/160 [00:01<00:49, 3.16it/s] 61/299 4.14G 0.03018 0.01641 0.0002383 80 640: 2%|▎ | 4/160 [00:01<00:49, 3.16it/s] 61/299 4.14G 0.03018 0.01641 0.0002383 80 640: 3%|▎ | 5/160 [00:01<00:47, 3.24it/s] 61/299 4.14G 0.03089 0.01589 0.0002951 51 640: 3%|▎ | 5/160 [00:16<00:47, 3.24it/s] 61/299 4.14G 0.03089 0.01589 0.0002951 51 640: 4%|▍ | 6/160 [00:16<13:56, 5.43s/it] 61/299 4.14G 0.03121 0.0158 0.0002954 52 640: 4%|▍ | 6/160 [00:17<13:56, 5.43s/it] 61/299 4.14G 0.03121 0.0158 0.0002954 52 640: 4%|▍ | 7/160 [00:17<09:32, 3.74s/it] 61/299 4.14G 0.03094 0.01556 0.0006074 54 640: 4%|▍ | 7/160 [00:17<09:32, 3.74s/it] 61/299 4.14G 0.03094 0.01556 0.0006074 54 640: 5%|▌ | 8/160 [00:17<06:37, 2.62s/it] 61/299 4.14G 0.03102 0.01612 0.0005611 80 640: 5%|▌ | 8/160 [00:18<06:37, 2.62s/it] 61/299 4.14G 0.03102 0.01612 0.0005611 80 640: 6%|▌ | 9/160 [00:18<05:26, 2.16s/it] 61/299 4.14G 0.03091 0.01579 0.000525 49 640: 6%|▌ | 9/160 [00:18<05:26, 2.16s/it] 61/299 4.14G 0.03091 0.01579 0.000525 49 640: 6%|▋ | 10/160 [00:18<03:53, 1.56s/it] 61/299 4.14G 0.03112 0.01581 0.0004918 55 640: 6%|▋ | 10/160 [00:19<03:53, 1.56s/it] 61/299 4.14G 0.03112 0.01581 0.0004918 55 640: 7%|▋ | 11/160 [00:19<02:52, 1.16s/it] 61/299 4.14G 0.03112 0.01567 0.0004628 50 640: 7%|▋ | 11/160 [00:19<02:52, 1.16s/it] 61/299 4.14G 0.03112 0.01567 0.0004628 50 640: 8%|▊ | 12/160 [00:19<02:09, 1.15it/s] 61/299 4.14G 0.03086 0.01569 0.0004963 67 640: 8%|▊ | 12/160 [00:19<02:09, 1.15it/s] 61/299 4.14G 0.03086 0.01569 0.0004963 67 640: 8%|▊ | 13/160 [00:19<01:38, 1.49it/s] 61/299 4.14G 0.0308 0.01611 0.0004808 98 640: 8%|▊ | 13/160 [00:32<01:38, 1.49it/s] 61/299 4.14G 0.0308 0.01611 0.0004808 98 640: 9%|▉ | 14/160 [00:32<10:45, 4.42s/it] 61/299 4.14G 0.03076 0.0162 0.0004755 70 640: 9%|▉ | 14/160 [00:32<10:45, 4.42s/it] 61/299 4.14G 0.03076 0.0162 0.0004755 70 640: 9%|▉ | 15/160 [00:32<07:38, 3.16s/it] 61/299 4.14G 0.03097 0.01646 0.0005703 66 640: 9%|▉ | 15/160 [00:32<07:38, 3.16s/it] 61/299 4.14G 0.03097 0.01646 0.0005703 66 640: 10%|█ | 16/160 [00:32<05:27, 2.27s/it] 61/299 4.14G 0.03098 0.01622 0.0005458 46 640: 10%|█ | 16/160 [00:33<05:27, 2.27s/it] 61/299 4.14G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 823 0.626 0.64 0.632 0.341
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 62/299 4.14G 0.02728 0.01316 0.0002559 54 640: 0%| | 0/160 [00:00<?, ?it/s] 62/299 4.14G 0.02728 0.01316 0.0002559 54 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 62/299 4.14G 0.02731 0.01325 0.0009457 57 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 62/299 4.14G 0.02731 0.01325 0.0009457 57 640: 1%|▏ | 2/160 [00:00<00:50, 3.16it/s] 62/299 4.14G 0.02603 0.01298 0.0007334 47 640: 1%|▏ | 2/160 [00:01<00:50, 3.16it/s] 62/299 4.14G 0.02603 0.01298 0.0007334 47 640: 2%|▏ | 3/160 [00:01<01:06, 2.38it/s] 62/299 4.14G 0.02654 0.01501 0.0006287 84 640: 2%|▏ | 3/160 [00:01<01:06, 2.38it/s] 62/299 4.14G 0.02654 0.01501 0.0006287 84 640: 2%|▎ | 4/160 [00:01<00:59, 2.62it/s] 62/299 4.14G 0.02688 0.01501 0.0005487 59 640: 2%|▎ | 4/160 [00:01<00:59, 2.62it/s] 62/299 4.14G 0.02688 0.01501 0.0005487 59 640: 3%|▎ | 5/160 [00:01<00:55, 2.80it/s] 62/299 4.14G 0.02716 0.01521 0.0004943 64 640: 3%|▎ | 5/160 [00:15<00:55, 2.80it/s] 62/299 4.14G 0.02716 0.01521 0.0004943 64 640: 4%|▍ | 6/160 [00:15<12:52, 5.02s/it] 62/299 4.14G 0.02758 0.01548 0.0004509 78 640: 4%|▍ | 6/160 [00:16<12:52, 5.02s/it] 62/299 4.14G 0.02758 0.01548 0.0004509 78 640: 4%|▍ | 7/160 [00:16<08:49, 3.46s/it] 62/299 4.14G 0.0285 0.01518 0.0004462 47 640: 4%|▍ | 7/160 [00:16<08:49, 3.46s/it] 62/299 4.14G 0.0285 0.01518 0.0004462 47 640: 5%|▌ | 8/160 [00:16<06:09, 2.43s/it] 62/299 4.14G 0.0286 0.01507 0.0005751 49 640: 5%|▌ | 8/160 [00:16<06:09, 2.43s/it] 62/299 4.14G 0.0286 0.01507 0.0005751 49 640: 6%|▌ | 9/160 [00:16<04:22, 1.74s/it] 62/299 4.14G 0.02853 0.01518 0.0005383 60 640: 6%|▌ | 9/160 [00:16<04:22, 1.74s/it] 62/299 4.14G 0.02853 0.01518 0.0005383 60 640: 6%|▋ | 10/160 [00:16<03:09, 1.27s/it] 62/299 4.14G 0.02864 0.01536 0.000507 71 640: 6%|▋ | 10/160 [00:17<03:09, 1.27s/it] 62/299 4.14G 0.02864 0.01536 0.000507 71 640: 7%|▋ | 11/160 [00:17<02:22, 1.05it/s] 62/299 4.14G 0.02875 0.01548 0.0005121 58 640: 7%|▋ | 11/160 [00:17<02:22, 1.05it/s] 62/299 4.14G 0.02875 0.01548 0.0005121 58 640: 8%|▊ | 12/160 [00:17<01:48, 1.37it/s] 62/299 4.14G 0.02846 0.01524 0.0004876 44 640: 8%|▊ | 12/160 [00:17<01:48, 1.37it/s] 62/299 4.14G 0.02846 0.01524 0.0004876 44 640: 8%|▊ | 13/160 [00:17<01:24, 1.74it/s] 62/299 4.14G 0.02835 0.01539 0.0004864 76 640: 8%|▊ | 13/160 [00:29<01:24, 1.74it/s] 62/299 4.14G 0.02835 0.01539 0.0004864 76 640: 9%|▉ | 14/160 [00:29<09:58, 4.10s/it] 62/299 4.14G 0.02841 0.01533 0.000488 57 640: 9%|▉ | 14/160 [00:29<09:58, 4.10s/it] 62/299 4.14G 0.02841 0.01533 0.000488 57 640: 9%|▉ | 15/160 [00:29<07:06, 2.94s/it] 62/299 4.14G 0.02824 0.01514 0.00047 47 640: 9%|▉ | 15/160 [00:30<07:06, 2.94s/it] 62/299 4.14G 0.02824 0.01514 0.00047 47 640: 10%|█ | 16/160 [00:30<05:05, 2.12s/it] 62/299 4.14G 0.02835 0.01515 0.0004919 56 640: 10%|█ | 16/160 [00:30<05:05, 2.12s/it] 62/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.596 0.683 0.641 0.345
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 63/299 4.14G 0.02863 0.01114 0.0001798 45 640: 0%| | 0/160 [00:00<?, ?it/s] 63/299 4.14G 0.02863 0.01114 0.0001798 45 640: 1%| | 1/160 [00:00<00:51, 3.10it/s] 63/299 4.14G 0.02776 0.01337 0.0001602 62 640: 1%| | 1/160 [00:00<00:51, 3.10it/s] 63/299 4.14G 0.02776 0.01337 0.0001602 62 640: 1%|▏ | 2/160 [00:00<00:48, 3.27it/s] 63/299 4.14G 0.02753 0.01237 0.0001645 37 640: 1%|▏ | 2/160 [00:00<00:48, 3.27it/s] 63/299 4.14G 0.02753 0.01237 0.0001645 37 640: 2%|▏ | 3/160 [00:00<00:52, 3.00it/s] 63/299 4.14G 0.02763 0.01305 0.0001606 54 640: 2%|▏ | 3/160 [00:01<00:52, 3.00it/s] 63/299 4.14G 0.02763 0.01305 0.0001606 54 640: 2%|▎ | 4/160 [00:01<00:51, 3.00it/s] 63/299 4.14G 0.02841 0.0132 0.0002079 53 640: 2%|▎ | 4/160 [00:01<00:51, 3.00it/s] 63/299 4.14G 0.02841 0.0132 0.0002079 53 640: 3%|▎ | 5/160 [00:01<00:50, 3.06it/s] 63/299 4.14G 0.02833 0.01395 0.0002108 71 640: 3%|▎ | 5/160 [00:14<00:50, 3.06it/s] 63/299 4.14G 0.02833 0.01395 0.0002108 71 640: 4%|▍ | 6/160 [00:14<12:00, 4.68s/it] 63/299 4.14G 0.02822 0.01432 0.000204 58 640: 4%|▍ | 6/160 [00:15<12:00, 4.68s/it] 63/299 4.14G 0.02822 0.01432 0.000204 58 640: 4%|▍ | 7/160 [00:15<08:14, 3.23s/it] 63/299 4.14G 0.02844 0.01483 0.000199 76 640: 4%|▍ | 7/160 [00:15<08:14, 3.23s/it] 63/299 4.14G 0.02844 0.01483 0.000199 76 640: 5%|▌ | 8/160 [00:15<05:45, 2.27s/it] 63/299 4.14G 0.02846 0.01455 0.0002572 44 640: 5%|▌ | 8/160 [00:15<05:45, 2.27s/it] 63/299 4.14G 0.02846 0.01455 0.0002572 44 640: 6%|▌ | 9/160 [00:15<04:05, 1.63s/it] 63/299 4.14G 0.02859 0.01474 0.0002464 62 640: 6%|▌ | 9/160 [00:15<04:05, 1.63s/it] 63/299 4.14G 0.02859 0.01474 0.0002464 62 640: 6%|▋ | 10/160 [00:15<02:58, 1.19s/it] 63/299 4.14G 0.02856 0.01488 0.000237 76 640: 6%|▋ | 10/160 [00:15<02:58, 1.19s/it] 63/299 4.14G 0.02856 0.01488 0.000237 76 640: 7%|▋ | 11/160 [00:15<02:15, 1.10it/s] 63/299 4.14G 0.02854 0.01481 0.0002358 65 640: 7%|▋ | 11/160 [00:16<02:15, 1.10it/s] 63/299 4.14G 0.02854 0.01481 0.0002358 65 640: 8%|▊ | 12/160 [00:16<01:42, 1.44it/s] 63/299 4.14G 0.02834 0.015 0.0002415 77 640: 8%|▊ | 12/160 [00:16<01:42, 1.44it/s] 63/299 4.14G 0.02834 0.015 0.0002415 77 640: 8%|▊ | 13/160 [00:16<01:20, 1.82it/s] 63/299 4.14G 0.02827 0.01514 0.0002495 86 640: 8%|▊ | 13/160 [00:29<01:20, 1.82it/s] 63/299 4.14G 0.02827 0.01514 0.0002495 86 640: 9%|▉ | 14/160 [00:29<10:23, 4.27s/it] 63/299 4.14G 0.02848 0.01498 0.0002409 47 640: 9%|▉ | 14/160 [00:29<10:23, 4.27s/it] 63/299 4.14G 0.02848 0.01498 0.0002409 47 640: 9%|▉ | 15/160 [00:29<07:24, 3.06s/it] 63/299 4.14G 0.02848 0.01515 0.0002347 69 640: 9%|▉ | 15/160 [00:29<07:24, 3.06s/it] 63/299 4.14G 0.02848 0.01515 0.0002347 69 640: 10%|█ | 16/160 [00:29<05:17, 2.20s/it] 63/299 4.14G 0.02837 0.01519 0.0002596 67 640: 10%|█ | 16/160 [00:29<05:17, 2.20s/it] 63/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.61 0.674 0.629 0.337
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 64/299 4.14G 0.02994 0.01429 0.000453 49 640: 0%| | 0/160 [00:00<?, ?it/s] 64/299 4.14G 0.02994 0.01429 0.000453 49 640: 1%| | 1/160 [00:00<00:45, 3.53it/s] 64/299 4.14G 0.0288 0.01409 0.0003241 67 640: 1%| | 1/160 [00:00<00:45, 3.53it/s] 64/299 4.14G 0.0288 0.01409 0.0003241 67 640: 1%|▏ | 2/160 [00:00<00:46, 3.38it/s] 64/299 4.14G 0.02773 0.01495 0.0003091 75 640: 1%|▏ | 2/160 [00:00<00:46, 3.38it/s] 64/299 4.14G 0.02773 0.01495 0.0003091 75 640: 2%|▏ | 3/160 [00:00<00:54, 2.89it/s] 64/299 4.14G 0.02837 0.01476 0.0003216 59 640: 2%|▏ | 3/160 [00:01<00:54, 2.89it/s] 64/299 4.14G 0.02837 0.01476 0.0003216 59 640: 2%|▎ | 4/160 [00:01<00:51, 3.02it/s] 64/299 4.14G 0.02956 0.01508 0.0003079 72 640: 2%|▎ | 4/160 [00:01<00:51, 3.02it/s] 64/299 4.14G 0.02956 0.01508 0.0003079 72 640: 3%|▎ | 5/160 [00:01<00:55, 2.77it/s] 64/299 4.14G 0.03001 0.01533 0.0002887 63 640: 3%|▎ | 5/160 [00:17<00:55, 2.77it/s] 64/299 4.14G 0.03001 0.01533 0.0002887 63 640: 4%|▍ | 6/160 [00:17<14:11, 5.53s/it] 64/299 4.14G 0.03051 0.01522 0.0002842 49 640: 4%|▍ | 6/160 [00:17<14:11, 5.53s/it] 64/299 4.14G 0.03051 0.01522 0.0002842 49 640: 4%|▍ | 7/160 [00:17<09:42, 3.81s/it] 64/299 4.14G 0.03052 0.01584 0.0002782 81 640: 4%|▍ | 7/160 [00:17<09:42, 3.81s/it] 64/299 4.14G 0.03052 0.01584 0.0002782 81 640: 5%|▌ | 8/160 [00:17<06:44, 2.66s/it] 64/299 4.14G 0.03024 0.01578 0.0002718 64 640: 5%|▌ | 8/160 [00:17<06:44, 2.66s/it] 64/299 4.14G 0.03024 0.01578 0.0002718 64 640: 6%|▌ | 9/160 [00:17<04:46, 1.90s/it] 64/299 4.14G 0.03028 0.01578 0.0002649 58 640: 6%|▌ | 9/160 [00:18<04:46, 1.90s/it] 64/299 4.14G 0.03028 0.01578 0.0002649 58 640: 6%|▋ | 10/160 [00:18<03:26, 1.38s/it] 64/299 4.14G 0.03041 0.01592 0.0002744 76 640: 6%|▋ | 10/160 [00:18<03:26, 1.38s/it] 64/299 4.14G 0.03041 0.01592 0.0002744 76 640: 7%|▋ | 11/160 [00:18<02:34, 1.03s/it] 64/299 4.14G 0.03023 0.01578 0.0003105 58 640: 7%|▋ | 11/160 [00:18<02:34, 1.03s/it] 64/299 4.14G 0.03023 0.01578 0.0003105 58 640: 8%|▊ | 12/160 [00:18<01:56, 1.28it/s] 64/299 4.14G 0.03023 0.01568 0.0003139 52 640: 8%|▊ | 12/160 [00:19<01:56, 1.28it/s] 64/299 4.14G 0.03023 0.01568 0.0003139 52 640: 8%|▊ | 13/160 [00:19<01:36, 1.52it/s] 64/299 4.14G 0.03012 0.01541 0.0003142 55 640: 8%|▊ | 13/160 [00:31<01:36, 1.52it/s] 64/299 4.14G 0.03012 0.01541 0.0003142 55 640: 9%|▉ | 14/160 [00:31<09:59, 4.11s/it] 64/299 4.14G 0.03004 0.01522 0.0003094 60 640: 9%|▉ | 14/160 [00:31<09:59, 4.11s/it] 64/299 4.14G 0.03004 0.01522 0.0003094 60 640: 9%|▉ | 15/160 [00:31<07:07, 2.95s/it] 64/299 4.14G 0.03001 0.01517 0.0003269 61 640: 9%|▉ | 15/160 [00:31<07:07, 2.95s/it] 64/299 4.14G 0.03001 0.01517 0.0003269 61 640: 10%|█ | 16/160 [00:31<05:06, 2.13s/it] 64/299 4.14G 0.02988 0.01505 0.0003189 45 640: 10%|█ | 16/160 [00:31<05:06, 2.13s/it] 64/299 4.14G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.646 0.602 0.611 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 65/299 4.14G 0.02716 0.01234 0.0001584 47 640: 0%| | 0/160 [00:00<?, ?it/s] 65/299 4.14G 0.02716 0.01234 0.0001584 47 640: 1%| | 1/160 [00:00<00:59, 2.67it/s] 65/299 4.14G 0.02735 0.01436 0.0001675 66 640: 1%| | 1/160 [00:00<00:59, 2.67it/s] 65/299 4.14G 0.02735 0.01436 0.0001675 66 640: 1%|▏ | 2/160 [00:00<00:52, 3.00it/s] 65/299 4.14G 0.02783 0.01325 0.0005591 36 640: 1%|▏ | 2/160 [00:01<00:52, 3.00it/s] 65/299 4.14G 0.02783 0.01325 0.0005591 36 640: 2%|▏ | 3/160 [00:01<00:59, 2.62it/s] 65/299 4.14G 0.02859 0.01439 0.0005652 67 640: 2%|▏ | 3/160 [00:01<00:59, 2.62it/s] 65/299 4.14G 0.02859 0.01439 0.0005652 67 640: 2%|▎ | 4/160 [00:01<00:54, 2.86it/s] 65/299 4.14G 0.02812 0.01481 0.0006103 74 640: 2%|▎ | 4/160 [00:01<00:54, 2.86it/s] 65/299 4.14G 0.02812 0.01481 0.0006103 74 640: 3%|▎ | 5/160 [00:01<00:52, 2.96it/s] 65/299 4.14G 0.02817 0.01449 0.0006064 58 640: 3%|▎ | 5/160 [00:14<00:52, 2.96it/s] 65/299 4.14G 0.02817 0.01449 0.0006064 58 640: 4%|▍ | 6/160 [00:14<11:47, 4.59s/it] 65/299 4.14G 0.02873 0.01489 0.0005606 63 640: 4%|▍ | 6/160 [00:14<11:47, 4.59s/it] 65/299 4.14G 0.02873 0.01489 0.0005606 63 640: 4%|▍ | 7/160 [00:14<08:08, 3.19s/it] 65/299 4.14G 0.02896 0.01524 0.0005123 83 640: 4%|▍ | 7/160 [00:15<08:08, 3.19s/it] 65/299 4.14G 0.02896 0.01524 0.0005123 83 640: 5%|▌ | 8/160 [00:15<05:41, 2.24s/it] 65/299 4.14G 0.02907 0.01561 0.0005092 78 640: 5%|▌ | 8/160 [00:15<05:41, 2.24s/it] 65/299 4.14G 0.02907 0.01561 0.0005092 78 640: 6%|▌ | 9/160 [00:15<04:03, 1.61s/it] 65/299 4.14G 0.02876 0.01527 0.0004908 56 640: 6%|▌ | 9/160 [00:15<04:03, 1.61s/it] 65/299 4.14G 0.02876 0.01527 0.0004908 56 640: 6%|▋ | 10/160 [00:15<02:56, 1.18s/it] 65/299 4.14G 0.02889 0.01539 0.0004689 62 640: 6%|▋ | 10/160 [00:15<02:56, 1.18s/it] 65/299 4.14G 0.02889 0.01539 0.0004689 62 640: 7%|▋ | 11/160 [00:15<02:13, 1.12it/s] 65/299 4.14G 0.02901 0.01532 0.0004458 53 640: 7%|▋ | 11/160 [00:16<02:13, 1.12it/s] 65/299 4.14G 0.02901 0.01532 0.0004458 53 640: 8%|▊ | 12/160 [00:16<01:41, 1.45it/s] 65/299 4.14G 0.02906 0.01534 0.0004248 57 640: 8%|▊ | 12/160 [00:19<01:41, 1.45it/s] 65/299 4.14G 0.02906 0.01534 0.0004248 57 640: 8%|▊ | 13/160 [00:19<03:54, 1.60s/it] 65/299 4.14G 0.02897 0.01566 0.0004169 90 640: 8%|▊ | 13/160 [00:28<03:54, 1.60s/it] 65/299 4.14G 0.02897 0.01566 0.0004169 90 640: 9%|▉ | 14/160 [00:28<09:15, 3.80s/it] 65/299 4.14G 0.02908 0.01576 0.0004157 70 640: 9%|▉ | 14/160 [00:28<09:15, 3.80s/it] 65/299 4.14G 0.02908 0.01576 0.0004157 70 640: 9%|▉ | 15/160 [00:28<06:36, 2.73s/it] 65/299 4.14G 0.02899 0.01554 0.0004005 44 640: 9%|▉ | 15/160 [00:29<06:36, 2.73s/it] 65/299 4.14G 0.02899 0.01554 0.0004005 44 640: 10%|█ | 16/160 [00:29<04:44, 1.98s/it] 65/299 4.14G 0.02898 0.01527 0.0003866 42 640: 10%|█ | 16/160 [00:29<04:44, 1.98s/it] 65/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.644 0.672 0.647 0.341
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 66/299 4.14G 0.03188 0.01501 0.0001799 60 640: 0%| | 0/160 [00:00<?, ?it/s] 66/299 4.14G 0.03188 0.01501 0.0001799 60 640: 1%| | 1/160 [00:00<00:41, 3.83it/s] 66/299 4.14G 0.03038 0.01481 0.000186 58 640: 1%| | 1/160 [00:00<00:41, 3.83it/s] 66/299 4.14G 0.03038 0.01481 0.000186 58 640: 1%|▏ | 2/160 [00:00<01:11, 2.21it/s] 66/299 4.14G 0.02969 0.01694 0.0001866 74 640: 1%|▏ | 2/160 [00:01<01:11, 2.21it/s] 66/299 4.14G 0.02969 0.01694 0.0001866 74 640: 2%|▏ | 3/160 [00:01<01:03, 2.49it/s] 66/299 4.14G 0.02931 0.0167 0.0002439 75 640: 2%|▏ | 3/160 [00:01<01:03, 2.49it/s] 66/299 4.14G 0.02931 0.0167 0.0002439 75 640: 2%|▎ | 4/160 [00:01<00:55, 2.80it/s] 66/299 4.14G 0.02966 0.01633 0.0002335 61 640: 2%|▎ | 4/160 [00:02<00:55, 2.80it/s] 66/299 4.14G 0.02966 0.01633 0.0002335 61 640: 3%|▎ | 5/160 [00:02<01:39, 1.56it/s] 66/299 4.14G 0.02959 0.01688 0.0004531 90 640: 3%|▎ | 5/160 [00:14<01:39, 1.56it/s] 66/299 4.14G 0.02959 0.01688 0.0004531 90 640: 4%|▍ | 6/160 [00:14<11:43, 4.57s/it] 66/299 4.14G 0.02979 0.01646 0.0004196 44 640: 4%|▍ | 6/160 [00:15<11:43, 4.57s/it] 66/299 4.14G 0.02979 0.01646 0.0004196 44 640: 4%|▍ | 7/160 [00:15<08:02, 3.16s/it] 66/299 4.14G 0.02974 0.01572 0.0003891 36 640: 4%|▍ | 7/160 [00:15<08:02, 3.16s/it] 66/299 4.14G 0.02974 0.01572 0.0003891 36 640: 5%|▌ | 8/160 [00:15<05:37, 2.22s/it] 66/299 4.14G 0.02952 0.01553 0.0003627 53 640: 5%|▌ | 8/160 [00:15<05:37, 2.22s/it] 66/299 4.14G 0.02952 0.01553 0.0003627 53 640: 6%|▌ | 9/160 [00:15<04:00, 1.59s/it] 66/299 4.14G 0.02933 0.01554 0.0003527 58 640: 6%|▌ | 9/160 [00:15<04:00, 1.59s/it] 66/299 4.14G 0.02933 0.01554 0.0003527 58 640: 6%|▋ | 10/160 [00:15<02:54, 1.16s/it] 66/299 4.14G 0.02917 0.01538 0.0004034 54 640: 6%|▋ | 10/160 [00:15<02:54, 1.16s/it] 66/299 4.14G 0.02917 0.01538 0.0004034 54 640: 7%|▋ | 11/160 [00:15<02:11, 1.13it/s] 66/299 4.14G 0.02901 0.01524 0.000398 57 640: 7%|▋ | 11/160 [00:16<02:11, 1.13it/s] 66/299 4.14G 0.02901 0.01524 0.000398 57 640: 8%|▊ | 12/160 [00:16<01:40, 1.47it/s] 66/299 4.14G 0.02892 0.01529 0.0003816 52 640: 8%|▊ | 12/160 [00:20<01:40, 1.47it/s] 66/299 4.14G 0.02892 0.01529 0.0003816 52 640: 8%|▊ | 13/160 [00:20<04:29, 1.84s/it] 66/299 4.14G 0.02913 0.01519 0.0003692 53 640: 8%|▊ | 13/160 [00:28<04:29, 1.84s/it] 66/299 4.14G 0.02913 0.01519 0.0003692 53 640: 9%|▉ | 14/160 [00:28<08:40, 3.56s/it] 66/299 4.14G 0.02898 0.0153 0.0003577 75 640: 9%|▉ | 14/160 [00:28<08:40, 3.56s/it] 66/299 4.14G 0.02898 0.0153 0.0003577 75 640: 9%|▉ | 15/160 [00:28<06:12, 2.57s/it] 66/299 4.14G 0.02937 0.01521 0.0003452 55 640: 9%|▉ | 15/160 [00:28<06:12, 2.57s/it] 66/299 4.14G 0.02937 0.01521 0.0003452 55 640: 10%|█ | 16/160 [00:28<04:27, 1.86s/it] 66/299 4.14G 0.02933 0.01516 0.0003344 68 640: 10%|█ | 16/160 [00:28<04:27, 1.86s/it] 66/299 4.14G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.637 0.667 0.639 0.343
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 67/299 4.14G 0.02963 0.0128 0.0003508 54 640: 0%| | 0/160 [00:00<?, ?it/s] 67/299 4.14G 0.02963 0.0128 0.0003508 54 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 67/299 4.14G 0.0284 0.01375 0.0003368 55 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 67/299 4.14G 0.0284 0.01375 0.0003368 55 640: 1%|▏ | 2/160 [00:00<00:47, 3.30it/s] 67/299 4.14G 0.02835 0.01442 0.0003615 65 640: 1%|▏ | 2/160 [00:00<00:47, 3.30it/s] 67/299 4.14G 0.02835 0.01442 0.0003615 65 640: 2%|▏ | 3/160 [00:00<00:50, 3.09it/s] 67/299 4.14G 0.02868 0.0162 0.0003147 82 640: 2%|▏ | 3/160 [00:01<00:50, 3.09it/s] 67/299 4.14G 0.02868 0.0162 0.0003147 82 640: 2%|▎ | 4/160 [00:01<00:50, 3.12it/s] 67/299 4.14G 0.02949 0.01662 0.0003865 80 640: 2%|▎ | 4/160 [00:02<00:50, 3.12it/s] 67/299 4.14G 0.02949 0.01662 0.0003865 80 640: 3%|▎ | 5/160 [00:02<01:37, 1.58it/s] 67/299 4.14G 0.02984 0.01666 0.0004264 55 640: 3%|▎ | 5/160 [00:16<01:37, 1.58it/s] 67/299 4.14G 0.02984 0.01666 0.0004264 55 640: 4%|▍ | 6/160 [00:16<13:29, 5.26s/it] 67/299 4.14G 0.02927 0.01626 0.0004569 63 640: 4%|▍ | 6/160 [00:16<13:29, 5.26s/it] 67/299 4.14G 0.02927 0.01626 0.0004569 63 640: 4%|▍ | 7/160 [00:16<09:14, 3.62s/it] 67/299 4.14G 0.02925 0.01623 0.0004359 77 640: 4%|▍ | 7/160 [00:17<09:14, 3.62s/it] 67/299 4.14G 0.02925 0.01623 0.0004359 77 640: 5%|▌ | 8/160 [00:17<06:25, 2.54s/it] 67/299 4.14G 0.02973 0.01653 0.000427 75 640: 5%|▌ | 8/160 [00:17<06:25, 2.54s/it] 67/299 4.14G 0.02973 0.01653 0.000427 75 640: 6%|▌ | 9/160 [00:17<04:33, 1.81s/it] 67/299 4.14G 0.02971 0.01671 0.0004025 74 640: 6%|▌ | 9/160 [00:17<04:33, 1.81s/it] 67/299 4.14G 0.02971 0.01671 0.0004025 74 640: 6%|▋ | 10/160 [00:17<03:17, 1.32s/it] 67/299 4.14G 0.0293 0.01625 0.000384 56 640: 6%|▋ | 10/160 [00:17<03:17, 1.32s/it] 67/299 4.14G 0.0293 0.01625 0.000384 56 640: 7%|▋ | 11/160 [00:17<02:28, 1.01it/s] 67/299 4.14G 0.02914 0.01651 0.0003693 91 640: 7%|▋ | 11/160 [00:18<02:28, 1.01it/s] 67/299 4.14G 0.02914 0.01651 0.0003693 91 640: 8%|▊ | 12/160 [00:18<01:52, 1.32it/s] 67/299 4.14G 0.02906 0.01611 0.0003766 45 640: 8%|▊ | 12/160 [00:21<01:52, 1.32it/s] 67/299 4.14G 0.02906 0.01611 0.0003766 45 640: 8%|▊ | 13/160 [00:21<03:50, 1.57s/it] 67/299 4.14G 0.02881 0.01575 0.0003664 56 640: 8%|▊ | 13/160 [00:30<03:50, 1.57s/it] 67/299 4.14G 0.02881 0.01575 0.0003664 56 640: 9%|▉ | 14/160 [00:30<09:17, 3.82s/it] 67/299 4.14G 0.02877 0.0156 0.0003599 60 640: 9%|▉ | 14/160 [00:30<09:17, 3.82s/it] 67/299 4.14G 0.02877 0.0156 0.0003599 60 640: 9%|▉ | 15/160 [00:30<06:38, 2.75s/it] 67/299 4.14G 0.02868 0.01546 0.0003486 50 640: 9%|▉ | 15/160 [00:31<06:38, 2.75s/it] 67/299 4.14G 0.02868 0.01546 0.0003486 50 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 67/299 4.14G 0.02889 0.01587 0.0003466 111 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 67/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.596 0.636 0.634 0.333
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 68/299 4.14G 0.02776 0.01152 0.0005196 55 640: 0%| | 0/160 [00:00<?, ?it/s] 68/299 4.14G 0.02776 0.01152 0.0005196 55 640: 1%| | 1/160 [00:00<00:44, 3.57it/s] 68/299 4.14G 0.02962 0.01481 0.0003644 79 640: 1%| | 1/160 [00:00<00:44, 3.57it/s] 68/299 4.14G 0.02962 0.01481 0.0003644 79 640: 1%|▏ | 2/160 [00:00<00:47, 3.34it/s] 68/299 4.14G 0.03002 0.0141 0.0003076 48 640: 1%|▏ | 2/160 [00:00<00:47, 3.34it/s] 68/299 4.14G 0.03002 0.0141 0.0003076 48 640: 2%|▏ | 3/160 [00:01<01:00, 2.58it/s] 68/299 4.14G 0.03009 0.01435 0.0002738 51 640: 2%|▏ | 3/160 [00:01<01:00, 2.58it/s] 68/299 4.14G 0.03009 0.01435 0.0002738 51 640: 2%|▎ | 4/160 [00:01<00:54, 2.86it/s] 68/299 4.14G 0.02989 0.0137 0.0002613 42 640: 2%|▎ | 4/160 [00:03<00:54, 2.86it/s] 68/299 4.14G 0.02989 0.0137 0.0002613 42 640: 3%|▎ | 5/160 [00:03<02:09, 1.20it/s] 68/299 4.14G 0.02978 0.01459 0.0002512 80 640: 3%|▎ | 5/160 [00:13<02:09, 1.20it/s] 68/299 4.14G 0.02978 0.01459 0.0002512 80 640: 4%|▍ | 6/160 [00:13<10:55, 4.26s/it] 68/299 4.14G 0.02956 0.01456 0.0002434 64 640: 4%|▍ | 6/160 [00:14<10:55, 4.26s/it] 68/299 4.14G 0.02956 0.01456 0.0002434 64 640: 4%|▍ | 7/160 [00:14<07:31, 2.95s/it] 68/299 4.14G 0.02977 0.01454 0.0002679 66 640: 4%|▍ | 7/160 [00:14<07:31, 2.95s/it] 68/299 4.14G 0.02977 0.01454 0.0002679 66 640: 5%|▌ | 8/160 [00:14<05:16, 2.08s/it] 68/299 4.14G 0.02944 0.01458 0.0002554 59 640: 5%|▌ | 8/160 [00:14<05:16, 2.08s/it] 68/299 4.14G 0.02944 0.01458 0.0002554 59 640: 6%|▌ | 9/160 [00:14<03:46, 1.50s/it] 68/299 4.14G 0.02934 0.01476 0.0002459 57 640: 6%|▌ | 9/160 [00:14<03:46, 1.50s/it] 68/299 4.14G 0.02934 0.01476 0.0002459 57 640: 6%|▋ | 10/160 [00:14<02:45, 1.10s/it] 68/299 4.14G 0.02939 0.01538 0.0002433 102 640: 6%|▋ | 10/160 [00:15<02:45, 1.10s/it] 68/299 4.14G 0.02939 0.01538 0.0002433 102 640: 7%|▋ | 11/160 [00:15<02:05, 1.19it/s] 68/299 4.14G 0.029 0.0152 0.000247 50 640: 7%|▋ | 11/160 [00:15<02:05, 1.19it/s] 68/299 4.14G 0.029 0.0152 0.000247 50 640: 8%|▊ | 12/160 [00:15<01:36, 1.53it/s] 68/299 4.14G 0.02917 0.01553 0.0002474 66 640: 8%|▊ | 12/160 [00:23<01:36, 1.53it/s] 68/299 4.14G 0.02917 0.01553 0.0002474 66 640: 8%|▊ | 13/160 [00:23<06:49, 2.79s/it] 68/299 4.14G 0.02934 0.0158 0.0002535 79 640: 8%|▊ | 13/160 [00:27<06:49, 2.79s/it] 68/299 4.14G 0.02934 0.0158 0.0002535 79 640: 9%|▉ | 14/160 [00:27<07:59, 3.29s/it] 68/299 4.14G 0.0295 0.0158 0.000265 56 640: 9%|▉ | 14/160 [00:30<07:59, 3.29s/it] 68/299 4.14G 0.0295 0.0158 0.000265 56 640: 9%|▉ | 15/160 [00:30<07:24, 3.07s/it] 68/299 4.14G 0.02987 0.01578 0.0002579 79 640: 9%|▉ | 15/160 [00:30<07:24, 3.07s/it] 68/299 4.14G 0.02987 0.01578 0.0002579 79 640: 10%|█ | 16/160 [00:30<05:18, 2.21s/it] 68/299 4.14G 0.02986 0.0158 0.0002546 56 640: 10%|█ | 16/160 [00:30<05:18, 2.21s/it] 68/299 4.14G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.579 0.664 0.623 0.339
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 69/299 4.14G 0.0244 0.01236 0.0002712 58 640: 0%| | 0/160 [00:00<?, ?it/s] 69/299 4.14G 0.0244 0.01236 0.0002712 58 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 69/299 4.14G 0.02594 0.01403 0.0002454 76 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 69/299 4.14G 0.02594 0.01403 0.0002454 76 640: 1%|▏ | 2/160 [00:00<00:50, 3.16it/s] 69/299 4.14G 0.0269 0.01321 0.000231 50 640: 1%|▏ | 2/160 [00:00<00:50, 3.16it/s] 69/299 4.14G 0.0269 0.01321 0.000231 50 640: 2%|▏ | 3/160 [00:00<00:51, 3.07it/s] 69/299 4.14G 0.02792 0.01315 0.000257 51 640: 2%|▏ | 3/160 [00:01<00:51, 3.07it/s] 69/299 4.14G 0.02792 0.01315 0.000257 51 640: 2%|▎ | 4/160 [00:01<00:46, 3.32it/s] 69/299 4.14G 0.02775 0.01383 0.0002513 84 640: 2%|▎ | 4/160 [00:04<00:46, 3.32it/s] 69/299 4.14G 0.02775 0.01383 0.0002513 84 640: 3%|▎ | 5/160 [00:04<03:38, 1.41s/it] 69/299 4.14G 0.02781 0.01576 0.0002484 126 640: 3%|▎ | 5/160 [00:10<03:38, 1.41s/it] 69/299 4.14G 0.02781 0.01576 0.0002484 126 640: 4%|▍ | 6/160 [00:10<07:34, 2.95s/it] 69/299 4.14G 0.02748 0.01529 0.0003554 44 640: 4%|▍ | 6/160 [00:14<07:34, 2.95s/it] 69/299 4.14G 0.02748 0.01529 0.0003554 44 640: 4%|▍ | 7/160 [00:14<08:20, 3.27s/it] 69/299 4.14G 0.02759 0.01483 0.000331 49 640: 4%|▍ | 7/160 [00:14<08:20, 3.27s/it] 69/299 4.14G 0.02759 0.01483 0.000331 49 640: 5%|▌ | 8/160 [00:14<05:49, 2.30s/it] 69/299 4.14G 0.02745 0.01458 0.0003181 41 640: 5%|▌ | 8/160 [00:14<05:49, 2.30s/it] 69/299 4.14G 0.02745 0.01458 0.0003181 41 640: 6%|▌ | 9/160 [00:14<04:08, 1.65s/it] 69/299 4.14G 0.02713 0.01453 0.000305 55 640: 6%|▌ | 9/160 [00:15<04:08, 1.65s/it] 69/299 4.14G 0.02713 0.01453 0.000305 55 640: 6%|▋ | 10/160 [00:15<03:00, 1.21s/it] 69/299 4.14G 0.02717 0.0147 0.0002941 68 640: 6%|▋ | 10/160 [00:15<03:00, 1.21s/it] 69/299 4.14G 0.02717 0.0147 0.0002941 68 640: 7%|▋ | 11/160 [00:15<02:16, 1.09it/s] 69/299 4.14G 0.02706 0.01505 0.0002836 76 640: 7%|▋ | 11/160 [00:15<02:16, 1.09it/s] 69/299 4.14G 0.02706 0.01505 0.0002836 76 640: 8%|▊ | 12/160 [00:15<01:43, 1.42it/s] 69/299 4.14G 0.02701 0.01482 0.0002751 53 640: 8%|▊ | 12/160 [00:20<01:43, 1.42it/s] 69/299 4.14G 0.02701 0.01482 0.0002751 53 640: 8%|▊ | 13/160 [00:20<05:00, 2.04s/it] 69/299 4.14G 0.02698 0.01486 0.0002695 60 640: 8%|▊ | 13/160 [00:27<05:00, 2.04s/it] 69/299 4.14G 0.02698 0.01486 0.0002695 60 640: 9%|▉ | 14/160 [00:27<08:14, 3.39s/it] 69/299 4.14G 0.02709 0.01478 0.0002632 54 640: 9%|▉ | 14/160 [00:28<08:14, 3.39s/it] 69/299 4.14G 0.02709 0.01478 0.0002632 54 640: 9%|▉ | 15/160 [00:28<06:35, 2.73s/it] 69/299 4.14G 0.02724 0.015 0.0002609 69 640: 9%|▉ | 15/160 [00:28<06:35, 2.73s/it] 69/299 4.14G 0.02724 0.015 0.0002609 69 640: 10%|█ | 16/160 [00:28<04:43, 1.97s/it] 69/299 4.14G 0.02716 0.01499 0.0002686 65 640: 10%|█ | 16/160 [00:28<04:43, 1.97s/it] 69/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 823 0.659 0.602 0.637 0.347
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 70/299 4.14G 0.02946 0.0146 0.0001453 56 640: 0%| | 0/160 [00:00<?, ?it/s] 70/299 4.14G 0.02946 0.0146 0.0001453 56 640: 1%| | 1/160 [00:00<01:00, 2.63it/s] 70/299 4.14G 0.02989 0.01562 0.0001616 81 640: 1%| | 1/160 [00:00<01:00, 2.63it/s] 70/299 4.14G 0.02989 0.01562 0.0001616 81 640: 1%|▏ | 2/160 [00:00<00:58, 2.69it/s] 70/299 4.14G 0.02875 0.01535 0.0001588 56 640: 1%|▏ | 2/160 [00:01<00:58, 2.69it/s] 70/299 4.14G 0.02875 0.01535 0.0001588 56 640: 2%|▏ | 3/160 [00:01<00:56, 2.77it/s] 70/299 4.14G 0.02831 0.01532 0.0001618 73 640: 2%|▏ | 3/160 [00:01<00:56, 2.77it/s] 70/299 4.14G 0.02831 0.01532 0.0001618 73 640: 2%|▎ | 4/160 [00:01<00:50, 3.06it/s] 70/299 4.14G 0.0283 0.01495 0.0001634 55 640: 2%|▎ | 4/160 [00:02<00:50, 3.06it/s] 70/299 4.14G 0.0283 0.01495 0.0001634 55 640: 3%|▎ | 5/160 [00:02<01:32, 1.68it/s] 70/299 4.14G 0.0281 0.01601 0.0001634 110 640: 3%|▎ | 5/160 [00:10<01:32, 1.68it/s] 70/299 4.14G 0.0281 0.01601 0.0001634 110 640: 4%|▍ | 6/160 [00:10<07:53, 3.08s/it] 70/299 4.14G 0.02856 0.01582 0.0001778 73 640: 4%|▍ | 6/160 [00:12<07:53, 3.08s/it] 70/299 4.14G 0.02856 0.01582 0.0001778 73 640: 4%|▍ | 7/160 [00:12<07:17, 2.86s/it] 70/299 4.14G 0.02867 0.01611 0.0001843 83 640: 4%|▍ | 7/160 [00:12<07:17, 2.86s/it] 70/299 4.14G 0.02867 0.01611 0.0001843 83 640: 5%|▌ | 8/160 [00:12<05:06, 2.02s/it] 70/299 4.14G 0.02868 0.01568 0.00019 38 640: 5%|▌ | 8/160 [00:13<05:06, 2.02s/it] 70/299 4.14G 0.02868 0.01568 0.00019 38 640: 6%|▌ | 9/160 [00:13<03:39, 1.45s/it] 70/299 4.14G 0.02866 0.01573 0.0001874 56 640: 6%|▌ | 9/160 [00:13<03:39, 1.45s/it] 70/299 4.14G 0.02866 0.01573 0.0001874 56 640: 6%|▋ | 10/160 [00:13<02:40, 1.07s/it] 70/299 4.14G 0.02846 0.01554 0.0001946 55 640: 6%|▋ | 10/160 [00:14<02:40, 1.07s/it] 70/299 4.14G 0.02846 0.01554 0.0001946 55 640: 7%|▋ | 11/160 [00:14<02:26, 1.02it/s] 70/299 4.14G 0.02847 0.01551 0.0001916 71 640: 7%|▋ | 11/160 [00:14<02:26, 1.02it/s] 70/299 4.14G 0.02847 0.01551 0.0001916 71 640: 8%|▊ | 12/160 [00:14<01:50, 1.34it/s] 70/299 4.14G 0.02893 0.01526 0.0001876 55 640: 8%|▊ | 12/160 [00:19<01:50, 1.34it/s] 70/299 4.14G 0.02893 0.01526 0.0001876 55 640: 8%|▊ | 13/160 [00:19<05:11, 2.12s/it] 70/299 4.14G 0.0287 0.01538 0.0001907 79 640: 8%|▊ | 13/160 [00:23<05:11, 2.12s/it] 70/299 4.14G 0.0287 0.01538 0.0001907 79 640: 9%|▉ | 14/160 [00:23<06:39, 2.73s/it] 70/299 4.14G 0.02883 0.01551 0.0002004 71 640: 9%|▉ | 14/160 [00:26<06:39, 2.73s/it] 70/299 4.14G 0.02883 0.01551 0.0002004 71 640: 9%|▉ | 15/160 [00:26<06:42, 2.77s/it] 70/299 4.14G 0.02864 0.01573 0.0002088 63 640: 9%|▉ | 15/160 [00:26<06:42, 2.77s/it] 70/299 4.14G 0.02864 0.01573 0.0002088 63 640: 10%|█ | 16/160 [00:26<04:48, 2.00s/it] 70/299 4.14G 0.02865 0.01557 0.0002043 44 640: 10%|█ | 16/160 [00:27<04:48, 2.00s/it] 70/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s]
all 340 823 0.642 0.66 0.642 0.337
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 71/299 4.14G 0.02813 0.01169 0.0001506 46 640: 0%| | 0/160 [00:00<?, ?it/s] 71/299 4.14G 0.02813 0.01169 0.0001506 46 640: 1%| | 1/160 [00:00<00:49, 3.18it/s] 71/299 4.14G 0.02911 0.01279 0.0001707 47 640: 1%| | 1/160 [00:00<00:49, 3.18it/s] 71/299 4.14G 0.02911 0.01279 0.0001707 47 640: 1%|▏ | 2/160 [00:00<00:46, 3.42it/s] 71/299 4.14G 0.02873 0.01339 0.0002124 73 640: 1%|▏ | 2/160 [00:02<00:46, 3.42it/s] 71/299 4.14G 0.02873 0.01339 0.0002124 73 640: 2%|▏ | 3/160 [00:02<02:56, 1.12s/it] 71/299 4.14G 0.02778 0.01354 0.0001961 55 640: 2%|▏ | 3/160 [00:02<02:56, 1.12s/it] 71/299 4.14G 0.02778 0.01354 0.0001961 55 640: 2%|▎ | 4/160 [00:02<02:04, 1.26it/s] 71/299 4.14G 0.02742 0.01361 0.0002273 64 640: 2%|▎ | 4/160 [00:03<02:04, 1.26it/s] 71/299 4.14G 0.02742 0.01361 0.0002273 64 640: 3%|▎ | 5/160 [00:03<01:34, 1.64it/s] 71/299 4.14G 0.02805 0.01362 0.0002167 57 640: 3%|▎ | 5/160 [00:13<01:34, 1.64it/s] 71/299 4.14G 0.02805 0.01362 0.0002167 57 640: 4%|▍ | 6/160 [00:13<10:19, 4.02s/it] 71/299 4.14G 0.02789 0.01336 0.0002121 62 640: 4%|▍ | 6/160 [00:17<10:19, 4.02s/it] 71/299 4.14G 0.02789 0.01336 0.0002121 62 640: 4%|▍ | 7/160 [00:17<09:52, 3.87s/it] 71/299 4.14G 0.02819 0.01408 0.0004206 74 640: 4%|▍ | 7/160 [00:17<09:52, 3.87s/it] 71/299 4.14G 0.02819 0.01408 0.0004206 74 640: 5%|▌ | 8/160 [00:17<06:51, 2.71s/it] 71/299 4.14G 0.02841 0.01455 0.0003962 74 640: 5%|▌ | 8/160 [00:17<06:51, 2.71s/it] 71/299 4.14G 0.02841 0.01455 0.0003962 74 640: 6%|▌ | 9/160 [00:17<04:51, 1.93s/it] 71/299 4.14G 0.02843 0.01431 0.0003772 64 640: 6%|▌ | 9/160 [00:18<04:51, 1.93s/it] 71/299 4.14G 0.02843 0.01431 0.0003772 64 640: 6%|▋ | 10/160 [00:18<03:29, 1.40s/it] 71/299 4.14G 0.02842 0.0142 0.000374 57 640: 6%|▋ | 10/160 [00:22<03:29, 1.40s/it] 71/299 4.14G 0.02842 0.0142 0.000374 57 640: 7%|▋ | 11/160 [00:22<05:36, 2.26s/it] 71/299 4.14G 0.02847 0.01409 0.0004513 61 640: 7%|▋ | 11/160 [00:22<05:36, 2.26s/it] 71/299 4.14G 0.02847 0.01409 0.0004513 61 640: 8%|▊ | 12/160 [00:22<04:02, 1.64s/it] 71/299 4.14G 0.02852 0.01396 0.0004391 55 640: 8%|▊ | 12/160 [00:22<04:02, 1.64s/it] 71/299 4.14G 0.02852 0.01396 0.0004391 55 640: 8%|▊ | 13/160 [00:22<03:04, 1.25s/it] 71/299 4.14G 0.02842 0.01428 0.0004203 88 640: 8%|▊ | 13/160 [00:27<03:04, 1.25s/it] 71/299 4.14G 0.02842 0.01428 0.0004203 88 640: 9%|▉ | 14/160 [00:27<05:40, 2.33s/it] 71/299 4.14G 0.02848 0.01419 0.0004056 47 640: 9%|▉ | 14/160 [00:32<05:40, 2.33s/it] 71/299 4.14G 0.02848 0.01419 0.0004056 47 640: 9%|▉ | 15/160 [00:32<07:31, 3.11s/it] 71/299 4.14G 0.02854 0.0146 0.0003998 101 640: 9%|▉ | 15/160 [00:32<07:31, 3.11s/it] 71/299 4.14G 0.02854 0.0146 0.0003998 101 640: 10%|█ | 16/160 [00:32<05:22, 2.24s/it] 71/299 4.14G 0.02852 0.01449 0.0003875 51 640: 10%|█ | 16/160 [00:33<05:22, 2.24s/it] 71/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s]
all 340 823 0.609 0.7 0.655 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 72/299 4.14G 0.03238 0.01575 0.0001406 59 640: 0%| | 0/160 [00:00<?, ?it/s] 72/299 4.14G 0.03238 0.01575 0.0001406 59 640: 1%| | 1/160 [00:00<00:41, 3.80it/s] 72/299 4.14G 0.03222 0.0162 0.0001295 75 640: 1%| | 1/160 [00:00<00:41, 3.80it/s] 72/299 4.14G 0.03222 0.0162 0.0001295 75 640: 1%|▏ | 2/160 [00:00<00:40, 3.95it/s] 72/299 4.14G 0.03106 0.01495 0.0001693 44 640: 1%|▏ | 2/160 [00:00<00:40, 3.95it/s] 72/299 4.14G 0.03106 0.01495 0.0001693 44 640: 2%|▏ | 3/160 [00:00<00:42, 3.72it/s] 72/299 4.14G 0.02988 0.01482 0.0002027 54 640: 2%|▏ | 3/160 [00:01<00:42, 3.72it/s] 72/299 4.14G 0.02988 0.01482 0.0002027 54 640: 2%|▎ | 4/160 [00:01<00:43, 3.63it/s] 72/299 4.14G 0.02977 0.01492 0.0002115 71 640: 2%|▎ | 4/160 [00:01<00:43, 3.63it/s] 72/299 4.14G 0.02977 0.01492 0.0002115 71 640: 3%|▎ | 5/160 [00:01<00:44, 3.47it/s] 72/299 4.14G 0.02923 0.01491 0.0002116 68 640: 3%|▎ | 5/160 [00:04<00:44, 3.47it/s] 72/299 4.14G 0.02923 0.01491 0.0002116 68 640: 4%|▍ | 6/160 [00:04<03:09, 1.23s/it] 72/299 4.14G 0.02971 0.01448 0.0002117 43 640: 4%|▍ | 6/160 [00:13<03:09, 1.23s/it] 72/299 4.14G 0.02971 0.01448 0.0002117 43 640: 4%|▍ | 7/160 [00:13<09:22, 3.68s/it] 72/299 4.14G 0.02927 0.01476 0.0002672 65 640: 4%|▍ | 7/160 [00:13<09:22, 3.68s/it] 72/299 4.14G 0.02927 0.01476 0.0002672 65 640: 5%|▌ | 8/160 [00:13<06:31, 2.57s/it] 72/299 4.14G 0.02956 0.01479 0.0003822 63 640: 5%|▌ | 8/160 [00:13<06:31, 2.57s/it] 72/299 4.14G 0.02956 0.01479 0.0003822 63 640: 6%|▌ | 9/160 [00:13<04:37, 1.84s/it] 72/299 4.14G 0.02939 0.01464 0.0004202 70 640: 6%|▌ | 9/160 [00:13<04:37, 1.84s/it] 72/299 4.14G 0.02939 0.01464 0.0004202 70 640: 6%|▋ | 10/160 [00:13<03:20, 1.34s/it] 72/299 4.14G 0.02978 0.01483 0.0003995 72 640: 6%|▋ | 10/160 [00:14<03:20, 1.34s/it] 72/299 4.14G 0.02978 0.01483 0.0003995 72 640: 7%|▋ | 11/160 [00:14<02:32, 1.02s/it] 72/299 4.14G 0.02947 0.01453 0.0003799 48 640: 7%|▋ | 11/160 [00:14<02:32, 1.02s/it] 72/299 4.14G 0.02947 0.01453 0.0003799 48 640: 8%|▊ | 12/160 [00:14<01:54, 1.29it/s] 72/299 4.14G 0.02934 0.0148 0.0003737 96 640: 8%|▊ | 12/160 [00:14<01:54, 1.29it/s] 72/299 4.14G 0.02934 0.0148 0.0003737 96 640: 8%|▊ | 13/160 [00:14<01:29, 1.65it/s] 72/299 4.14G 0.02938 0.01518 0.0003628 82 640: 8%|▊ | 13/160 [00:22<01:29, 1.65it/s] 72/299 4.14G 0.02938 0.01518 0.0003628 82 640: 9%|▉ | 14/160 [00:22<07:11, 2.95s/it] 72/299 4.14G 0.0292 0.01505 0.000355 64 640: 9%|▉ | 14/160 [00:26<07:11, 2.95s/it] 72/299 4.14G 0.0292 0.01505 0.000355 64 640: 9%|▉ | 15/160 [00:26<07:27, 3.09s/it] 72/299 4.14G 0.02933 0.01498 0.0004159 56 640: 9%|▉ | 15/160 [00:26<07:27, 3.09s/it] 72/299 4.14G 0.02933 0.01498 0.0004159 56 640: 10%|█ | 16/160 [00:26<05:20, 2.22s/it] 72/299 4.14G 0.02931 0.01496 0.0004008 55 640: 10%|█ | 16/160 [00:26<05:20, 2.22s/it] 72/299 4.14G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.24it/s]
all 340 823 0.623 0.639 0.632 0.339
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 73/299 4.14G 0.02987 0.01174 0.0002202 43 640: 0%| | 0/160 [00:00<?, ?it/s] 73/299 4.14G 0.02987 0.01174 0.0002202 43 640: 1%| | 1/160 [00:00<00:51, 3.11it/s] 73/299 4.14G 0.02842 0.01296 0.0002158 60 640: 1%| | 1/160 [00:00<00:51, 3.11it/s] 73/299 4.14G 0.02842 0.01296 0.0002158 60 640: 1%|▏ | 2/160 [00:00<00:48, 3.27it/s] 73/299 4.14G 0.02779 0.01396 0.0002033 67 640: 1%|▏ | 2/160 [00:00<00:48, 3.27it/s] 73/299 4.14G 0.02779 0.01396 0.0002033 67 640: 2%|▏ | 3/160 [00:00<00:49, 3.14it/s] 73/299 4.14G 0.02783 0.01381 0.0001879 57 640: 2%|▏ | 3/160 [00:01<00:49, 3.14it/s] 73/299 4.14G 0.02783 0.01381 0.0001879 57 640: 2%|▎ | 4/160 [00:01<00:45, 3.39it/s] 73/299 4.14G 0.02832 0.0138 0.0001836 63 640: 2%|▎ | 4/160 [00:01<00:45, 3.39it/s] 73/299 4.14G 0.02832 0.0138 0.0001836 63 640: 3%|▎ | 5/160 [00:01<00:47, 3.28it/s] 73/299 4.14G 0.02841 0.01411 0.0001851 78 640: 3%|▎ | 5/160 [00:10<00:47, 3.28it/s] 73/299 4.14G 0.02841 0.01411 0.0001851 78 640: 4%|▍ | 6/160 [00:10<08:21, 3.25s/it] 73/299 4.14G 0.02826 0.01455 0.0001798 88 640: 4%|▍ | 6/160 [00:16<08:21, 3.25s/it] 73/299 4.14G 0.02826 0.01455 0.0001798 88 640: 4%|▍ | 7/160 [00:16<10:44, 4.21s/it] 73/299 4.14G 0.02831 0.01437 0.0002271 62 640: 4%|▍ | 7/160 [00:16<10:44, 4.21s/it] 73/299 4.14G 0.02831 0.01437 0.0002271 62 640: 5%|▌ | 8/160 [00:16<07:26, 2.94s/it] 73/299 4.14G 0.02845 0.01449 0.0002349 67 640: 5%|▌ | 8/160 [00:17<07:26, 2.94s/it] 73/299 4.14G 0.02845 0.01449 0.0002349 67 640: 6%|▌ | 9/160 [00:17<05:15, 2.09s/it] 73/299 4.14G 0.02847 0.01444 0.0002294 57 640: 6%|▌ | 9/160 [00:19<05:15, 2.09s/it] 73/299 4.14G 0.02847 0.01444 0.0002294 57 640: 6%|▋ | 10/160 [00:19<05:43, 2.29s/it] 73/299 4.14G 0.02842 0.01424 0.0002238 53 640: 6%|▋ | 10/160 [00:20<05:43, 2.29s/it] 73/299 4.14G 0.02842 0.01424 0.0002238 53 640: 7%|▋ | 11/160 [00:20<04:08, 1.67s/it] 73/299 4.14G 0.02808 0.01432 0.0002211 74 640: 7%|▋ | 11/160 [00:20<04:08, 1.67s/it] 73/299 4.14G 0.02808 0.01432 0.0002211 74 640: 8%|▊ | 12/160 [00:20<03:01, 1.23s/it] 73/299 4.14G 0.02818 0.01449 0.0002166 81 640: 8%|▊ | 12/160 [00:20<03:01, 1.23s/it] 73/299 4.14G 0.02818 0.01449 0.0002166 81 640: 8%|▊ | 13/160 [00:20<02:15, 1.09it/s] 73/299 4.14G 0.02817 0.01445 0.0002158 61 640: 8%|▊ | 13/160 [00:24<02:15, 1.09it/s] 73/299 4.14G 0.02817 0.01445 0.0002158 61 640: 9%|▉ | 14/160 [00:24<04:31, 1.86s/it] 73/299 4.14G 0.02793 0.01423 0.0002127 53 640: 9%|▉ | 14/160 [00:32<04:31, 1.86s/it] 73/299 4.14G 0.02793 0.01423 0.0002127 53 640: 9%|▉ | 15/160 [00:32<08:58, 3.72s/it] 73/299 4.14G 0.02802 0.01443 0.0002201 85 640: 9%|▉ | 15/160 [00:32<08:58, 3.72s/it] 73/299 4.14G 0.02802 0.01443 0.0002201 85 640: 10%|█ | 16/160 [00:32<06:23, 2.66s/it] 73/299 4.14G 0.02801 0.01436 0.0002314 53 640: 10%|█ | 16/160 [00:33<06:23, 2.66s/it] 73/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.63 0.643 0.644 0.345
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 74/299 4.14G 0.02827 0.01283 0.0001926 53 640: 0%| | 0/160 [00:00<?, ?it/s] 74/299 4.14G 0.02827 0.01283 0.0001926 53 640: 1%| | 1/160 [00:00<00:40, 3.90it/s] 74/299 4.14G 0.02943 0.01745 0.0001801 91 640: 1%| | 1/160 [00:00<00:40, 3.90it/s] 74/299 4.14G 0.02943 0.01745 0.0001801 91 640: 1%|▏ | 2/160 [00:00<00:39, 3.97it/s] 74/299 4.14G 0.02832 0.01816 0.000175 89 640: 1%|▏ | 2/160 [00:00<00:39, 3.97it/s] 74/299 4.14G 0.02832 0.01816 0.000175 89 640: 2%|▏ | 3/160 [00:00<00:42, 3.69it/s] 74/299 4.14G 0.02868 0.01711 0.000186 64 640: 2%|▏ | 3/160 [00:01<00:42, 3.69it/s] 74/299 4.14G 0.02868 0.01711 0.000186 64 640: 2%|▎ | 4/160 [00:01<00:41, 3.78it/s] 74/299 4.14G 0.02984 0.01635 0.0001848 49 640: 2%|▎ | 4/160 [00:01<00:41, 3.78it/s] 74/299 4.14G 0.02984 0.01635 0.0001848 49 640: 3%|▎ | 5/160 [00:01<00:41, 3.76it/s] 74/299 4.14G 0.02951 0.0156 0.0001952 54 640: 3%|▎ | 5/160 [00:03<00:41, 3.76it/s] 74/299 4.14G 0.02951 0.0156 0.0001952 54 640: 4%|▍ | 6/160 [00:03<02:04, 1.24it/s] 74/299 4.14G 0.02918 0.01631 0.0001887 91 640: 4%|▍ | 6/160 [00:14<02:04, 1.24it/s] 74/299 4.14G 0.02918 0.01631 0.0001887 91 640: 4%|▍ | 7/160 [00:14<10:40, 4.19s/it] 74/299 4.14G 0.02924 0.0163 0.0002013 70 640: 4%|▍ | 7/160 [00:14<10:40, 4.19s/it] 74/299 4.14G 0.02924 0.0163 0.0002013 70 640: 5%|▌ | 8/160 [00:14<07:24, 2.92s/it] 74/299 4.14G 0.02934 0.0158 0.0002198 44 640: 5%|▌ | 8/160 [00:14<07:24, 2.92s/it] 74/299 4.14G 0.02934 0.0158 0.0002198 44 640: 6%|▌ | 9/160 [00:14<05:13, 2.08s/it] 74/299 4.14G 0.02924 0.01581 0.0002431 76 640: 6%|▌ | 9/160 [00:14<05:13, 2.08s/it] 74/299 4.14G 0.02924 0.01581 0.0002431 76 640: 6%|▋ | 10/160 [00:14<03:45, 1.50s/it] 74/299 4.14G 0.0289 0.01587 0.000235 81 640: 6%|▋ | 10/160 [00:15<03:45, 1.50s/it] 74/299 4.14G 0.0289 0.01587 0.000235 81 640: 7%|▋ | 11/160 [00:15<02:46, 1.12s/it] 74/299 4.14G 0.02919 0.01588 0.0002383 62 640: 7%|▋ | 11/160 [00:15<02:46, 1.12s/it] 74/299 4.14G 0.02919 0.01588 0.0002383 62 640: 8%|▊ | 12/160 [00:15<02:05, 1.18it/s] 74/299 4.14G 0.02888 0.01551 0.0002323 40 640: 8%|▊ | 12/160 [00:15<02:05, 1.18it/s] 74/299 4.14G 0.02888 0.01551 0.0002323 40 640: 8%|▊ | 13/160 [00:15<01:36, 1.53it/s] 74/299 4.14G 0.02901 0.0155 0.0002357 62 640: 8%|▊ | 13/160 [00:21<01:36, 1.53it/s] 74/299 4.14G 0.02901 0.0155 0.0002357 62 640: 9%|▉ | 14/160 [00:21<05:19, 2.19s/it] 74/299 4.14G 0.02884 0.01527 0.0002336 56 640: 9%|▉ | 14/160 [00:28<05:19, 2.19s/it] 74/299 4.14G 0.02884 0.01527 0.0002336 56 640: 9%|▉ | 15/160 [00:28<08:46, 3.63s/it] 74/299 4.14G 0.02873 0.01537 0.000231 72 640: 9%|▉ | 15/160 [00:28<08:46, 3.63s/it] 74/299 4.14G 0.02873 0.01537 0.000231 72 640: 10%|█ | 16/160 [00:28<06:14, 2.60s/it] 74/299 4.14G 0.02876 0.01526 0.0002302 47 640: 10%|█ | 16/160 [00:28<06:14, 2.60s/it] 74/299 4.14G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.22it/s]
all 340 823 0.6 0.639 0.611 0.329
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 75/299 4.14G 0.02931 0.01418 0.0002095 69 640: 0%| | 0/160 [00:02<?, ?it/s] 75/299 4.14G 0.02931 0.01418 0.0002095 69 640: 1%| | 1/160 [00:02<07:15, 2.74s/it] 75/299 4.14G 0.03017 0.01305 0.0002363 39 640: 1%| | 1/160 [00:13<07:15, 2.74s/it] 75/299 4.14G 0.03017 0.01305 0.0002363 39 640: 1%|▏ | 2/160 [00:13<19:18, 7.33s/it] 75/299 4.14G 0.02919 0.01418 0.000258 87 640: 1%|▏ | 2/160 [00:13<19:18, 7.33s/it] 75/299 4.14G 0.02919 0.01418 0.000258 87 640: 2%|▏ | 3/160 [00:13<10:43, 4.10s/it] 75/299 4.14G 0.02831 0.01532 0.0002475 78 640: 2%|▏ | 3/160 [00:13<10:43, 4.10s/it] 75/299 4.14G 0.02831 0.01532 0.0002475 78 640: 2%|▎ | 4/160 [00:13<06:40, 2.57s/it] 75/299 4.14G 0.02771 0.01527 0.0002398 75 640: 2%|▎ | 4/160 [00:13<06:40, 2.57s/it] 75/299 4.14G 0.02771 0.01527 0.0002398 75 640: 3%|▎ | 5/160 [00:13<04:26, 1.72s/it] 75/299 4.14G 0.02728 0.01508 0.0002318 66 640: 3%|▎ | 5/160 [00:14<04:26, 1.72s/it] 75/299 4.14G 0.02728 0.01508 0.0002318 66 640: 4%|▍ | 6/160 [00:14<03:05, 1.21s/it] 75/299 4.14G 0.02774 0.01516 0.000261 64 640: 4%|▍ | 6/160 [00:15<03:05, 1.21s/it] 75/299 4.14G 0.02774 0.01516 0.000261 64 640: 4%|▍ | 7/160 [00:15<03:12, 1.26s/it] 75/299 4.14G 0.02802 0.01549 0.0003031 61 640: 4%|▍ | 7/160 [00:15<03:12, 1.26s/it] 75/299 4.14G 0.02802 0.01549 0.0003031 61 640: 5%|▌ | 8/160 [00:15<02:20, 1.08it/s] 75/299 4.14G 0.02785 0.01538 0.0002939 65 640: 5%|▌ | 8/160 [00:19<02:20, 1.08it/s] 75/299 4.14G 0.02785 0.01538 0.0002939 65 640: 6%|▌ | 9/160 [00:19<04:13, 1.68s/it] 75/299 4.14G 0.0279 0.01539 0.000402 52 640: 6%|▌ | 9/160 [00:27<04:13, 1.68s/it] 75/299 4.14G 0.0279 0.01539 0.000402 52 640: 6%|▋ | 10/160 [00:27<09:01, 3.61s/it] 75/299 4.14G 0.0277 0.01487 0.0003814 43 640: 6%|▋ | 10/160 [00:27<09:01, 3.61s/it] 75/299 4.14G 0.0277 0.01487 0.0003814 43 640: 7%|▋ | 11/160 [00:27<06:24, 2.58s/it] 75/299 4.14G 0.02775 0.01475 0.0003662 45 640: 7%|▋ | 11/160 [00:27<06:24, 2.58s/it] 75/299 4.14G 0.02775 0.01475 0.0003662 45 640: 8%|▊ | 12/160 [00:27<04:35, 1.86s/it] 75/299 4.14G 0.02759 0.01499 0.0003542 75 640: 8%|▊ | 12/160 [00:27<04:35, 1.86s/it] 75/299 4.14G 0.02759 0.01499 0.0003542 75 640: 8%|▊ | 13/160 [00:27<03:20, 1.36s/it] 75/299 4.14G 0.0276 0.01503 0.000345 66 640: 8%|▊ | 13/160 [00:27<03:20, 1.36s/it] 75/299 4.14G 0.0276 0.01503 0.000345 66 640: 9%|▉ | 14/160 [00:27<02:28, 1.02s/it] 75/299 4.14G 0.02759 0.01512 0.0003347 61 640: 9%|▉ | 14/160 [00:31<02:28, 1.02s/it] 75/299 4.14G 0.02759 0.01512 0.0003347 61 640: 9%|▉ | 15/160 [00:31<04:09, 1.72s/it] 75/299 4.14G 0.02751 0.01524 0.0003292 79 640: 9%|▉ | 15/160 [00:31<04:09, 1.72s/it] 75/299 4.14G 0.02751 0.01524 0.0003292 79 640: 10%|█ | 16/160 [00:31<03:02, 1.27s/it] 75/299 4.14G 0.02761 0.0152 0.0003215 53 640: 10%|█ | 16/160 [00:33<03:02, 1.27s/it] 75/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.64 0.659 0.658 0.355
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 76/299 4.14G 0.03015 0.01363 0.0001866 63 640: 0%| | 0/160 [00:00<?, ?it/s] 76/299 4.14G 0.03015 0.01363 0.0001866 63 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 76/299 4.14G 0.03017 0.01627 0.0001682 74 640: 1%| | 1/160 [00:08<00:50, 3.13it/s] 76/299 4.14G 0.03017 0.01627 0.0001682 74 640: 1%|▏ | 2/160 [00:08<12:23, 4.71s/it] 76/299 4.14G 0.02837 0.01594 0.000173 66 640: 1%|▏ | 2/160 [00:08<12:23, 4.71s/it] 76/299 4.14G 0.02837 0.01594 0.000173 66 640: 2%|▏ | 3/160 [00:08<07:00, 2.68s/it] 76/299 4.14G 0.02891 0.01528 0.0001846 57 640: 2%|▏ | 3/160 [00:08<07:00, 2.68s/it] 76/299 4.14G 0.02891 0.01528 0.0001846 57 640: 2%|▎ | 4/160 [00:08<04:25, 1.70s/it] 76/299 4.14G 0.02839 0.01546 0.00018 85 640: 2%|▎ | 4/160 [00:08<04:25, 1.70s/it] 76/299 4.14G 0.02839 0.01546 0.00018 85 640: 3%|▎ | 5/160 [00:08<03:01, 1.17s/it] 76/299 4.14G 0.02804 0.01514 0.0001775 60 640: 3%|▎ | 5/160 [00:09<03:01, 1.17s/it] 76/299 4.14G 0.02804 0.01514 0.0001775 60 640: 4%|▍ | 6/160 [00:09<02:10, 1.18it/s] 76/299 4.14G 0.02779 0.01465 0.0001893 55 640: 4%|▍ | 6/160 [00:12<02:10, 1.18it/s] 76/299 4.14G 0.02779 0.01465 0.0001893 55 640: 4%|▍ | 7/160 [00:12<04:40, 1.84s/it] 76/299 4.14G 0.02803 0.01405 0.0001848 37 640: 4%|▍ | 7/160 [00:13<04:40, 1.84s/it] 76/299 4.14G 0.02803 0.01405 0.0001848 37 640: 5%|▌ | 8/160 [00:13<03:20, 1.32s/it] 76/299 4.14G 0.02743 0.01366 0.0001881 45 640: 5%|▌ | 8/160 [00:17<03:20, 1.32s/it] 76/299 4.14G 0.02743 0.01366 0.0001881 45 640: 6%|▌ | 9/160 [00:17<05:43, 2.27s/it] 76/299 4.14G 0.02758 0.0138 0.0001843 55 640: 6%|▌ | 9/160 [00:23<05:43, 2.27s/it] 76/299 4.14G 0.02758 0.0138 0.0001843 55 640: 6%|▋ | 10/160 [00:23<08:56, 3.57s/it] 76/299 4.14G 0.02777 0.01396 0.0001916 69 640: 6%|▋ | 10/160 [00:24<08:56, 3.57s/it] 76/299 4.14G 0.02777 0.01396 0.0001916 69 640: 7%|▋ | 11/160 [00:24<06:21, 2.56s/it] 76/299 4.14G 0.02775 0.0142 0.0001938 90 640: 7%|▋ | 11/160 [00:24<06:21, 2.56s/it] 76/299 4.14G 0.02775 0.0142 0.0001938 90 640: 8%|▊ | 12/160 [00:24<04:33, 1.85s/it] 76/299 4.14G 0.0275 0.01416 0.0001923 66 640: 8%|▊ | 12/160 [00:24<04:33, 1.85s/it] 76/299 4.14G 0.0275 0.01416 0.0001923 66 640: 8%|▊ | 13/160 [00:24<03:18, 1.35s/it] 76/299 4.14G 0.02752 0.01442 0.0002377 75 640: 8%|▊ | 13/160 [00:24<03:18, 1.35s/it] 76/299 4.14G 0.02752 0.01442 0.0002377 75 640: 9%|▉ | 14/160 [00:24<02:27, 1.01s/it] 76/299 4.14G 0.02755 0.01445 0.000238 69 640: 9%|▉ | 14/160 [00:26<02:27, 1.01s/it] 76/299 4.14G 0.02755 0.01445 0.000238 69 640: 9%|▉ | 15/160 [00:26<02:39, 1.10s/it] 76/299 4.14G 0.02773 0.01443 0.0002349 56 640: 9%|▉ | 15/160 [00:26<02:39, 1.10s/it] 76/299 4.14G 0.02773 0.01443 0.0002349 56 640: 10%|█ | 16/160 [00:26<01:59, 1.20it/s] 76/299 4.14G 0.02774 0.01437 0.0002313 51 640: 10%|█ | 16/160 [00:31<01:59, 1.20it/s] 76/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.618 0.669 0.635 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 77/299 4.14G 0.02714 0.01564 0.0001541 71 640: 0%| | 0/160 [00:06<?, ?it/s] 77/299 4.14G 0.02714 0.01564 0.0001541 71 640: 1%| | 1/160 [00:06<18:24, 6.95s/it] 77/299 4.14G 0.02872 0.01983 0.0001574 111 640: 1%| | 1/160 [00:14<18:24, 6.95s/it] 77/299 4.14G 0.02872 0.01983 0.0001574 111 640: 1%|▏ | 2/160 [00:14<19:57, 7.58s/it] 77/299 4.14G 0.02856 0.0188 0.0001583 70 640: 1%|▏ | 2/160 [00:15<19:57, 7.58s/it] 77/299 4.14G 0.02856 0.0188 0.0001583 70 640: 2%|▏ | 3/160 [00:15<11:05, 4.24s/it] 77/299 4.14G 0.02878 0.01737 0.0001536 60 640: 2%|▏ | 3/160 [00:15<11:05, 4.24s/it] 77/299 4.14G 0.02878 0.01737 0.0001536 60 640: 2%|▎ | 4/160 [00:15<06:53, 2.65s/it] 77/299 4.14G 0.0282 0.01757 0.0002064 86 640: 2%|▎ | 4/160 [00:15<06:53, 2.65s/it] 77/299 4.14G 0.0282 0.01757 0.0002064 86 640: 3%|▎ | 5/160 [00:15<04:34, 1.77s/it] 77/299 4.14G 0.02821 0.01719 0.0002602 66 640: 3%|▎ | 5/160 [00:15<04:34, 1.77s/it] 77/299 4.14G 0.02821 0.01719 0.0002602 66 640: 4%|▍ | 6/160 [00:15<03:11, 1.24s/it] 77/299 4.14G 0.02813 0.01696 0.0002467 56 640: 4%|▍ | 6/160 [00:16<03:11, 1.24s/it] 77/299 4.14G 0.02813 0.01696 0.0002467 56 640: 4%|▍ | 7/160 [00:16<03:01, 1.18s/it] 77/299 4.14G 0.02787 0.01678 0.0002352 77 640: 4%|▍ | 7/160 [00:17<03:01, 1.18s/it] 77/299 4.14G 0.02787 0.01678 0.0002352 77 640: 5%|▌ | 8/160 [00:17<02:13, 1.14it/s] 77/299 4.14G 0.02797 0.01675 0.0002383 76 640: 5%|▌ | 8/160 [00:25<02:13, 1.14it/s] 77/299 4.14G 0.02797 0.01675 0.0002383 76 640: 6%|▌ | 9/160 [00:25<07:50, 3.12s/it] 77/299 4.14G 0.02783 0.01708 0.000229 74 640: 6%|▌ | 9/160 [00:30<07:50, 3.12s/it] 77/299 4.14G 0.02783 0.01708 0.000229 74 640: 6%|▋ | 10/160 [00:30<09:05, 3.64s/it] 77/299 4.14G 0.0281 0.01698 0.0002349 71 640: 6%|▋ | 10/160 [00:30<09:05, 3.64s/it] 77/299 4.14G 0.0281 0.01698 0.0002349 71 640: 7%|▋ | 11/160 [00:30<06:28, 2.60s/it] 77/299 4.14G 0.02842 0.01652 0.000455 42 640: 7%|▋ | 11/160 [00:30<06:28, 2.60s/it] 77/299 4.14G 0.02842 0.01652 0.000455 42 640: 8%|▊ | 12/160 [00:30<04:37, 1.88s/it] 77/299 4.14G 0.02794 0.01628 0.0004306 56 640: 8%|▊ | 12/160 [00:30<04:37, 1.88s/it] 77/299 4.14G 0.02794 0.01628 0.0004306 56 640: 8%|▊ | 13/160 [00:30<03:21, 1.37s/it] 77/299 4.14G 0.02805 0.01596 0.0006453 37 640: 8%|▊ | 13/160 [00:30<03:21, 1.37s/it] 77/299 4.14G 0.02805 0.01596 0.0006453 37 640: 9%|▉ | 14/160 [00:30<02:29, 1.02s/it] 77/299 4.14G 0.02785 0.01571 0.0006119 43 640: 9%|▉ | 14/160 [00:31<02:29, 1.02s/it] 77/299 4.14G 0.02785 0.01571 0.0006119 43 640: 9%|▉ | 15/160 [00:31<02:06, 1.14it/s] 77/299 4.14G 0.02786 0.01565 0.0005841 58 640: 9%|▉ | 15/160 [00:31<02:06, 1.14it/s] 77/299 4.14G 0.02786 0.01565 0.0005841 58 640: 10%|█ | 16/160 [00:31<01:37, 1.48it/s] 77/299 4.14G 0.02795 0.01568 0.0005834 73 640: 10%|█ | 16/160 [00:38<01:37, 1.48it/s] 77/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 823 0.63 0.613 0.61 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 78/299 4.14G 0.03104 0.013 0.0001258 58 640: 0%| | 0/160 [00:01<?, ?it/s] 78/299 4.14G 0.03104 0.013 0.0001258 58 640: 1%| | 1/160 [00:01<03:44, 1.41s/it] 78/299 4.14G 0.02958 0.01426 0.0001508 66 640: 1%| | 1/160 [00:13<03:44, 1.41s/it] 78/299 4.14G 0.02958 0.01426 0.0001508 66 640: 1%|▏ | 2/160 [00:13<20:18, 7.71s/it] 78/299 4.14G 0.02961 0.01335 0.0001806 43 640: 1%|▏ | 2/160 [00:13<20:18, 7.71s/it] 78/299 4.14G 0.02961 0.01335 0.0001806 43 640: 2%|▏ | 3/160 [00:13<11:16, 4.31s/it] 78/299 4.14G 0.02853 0.01352 0.0001719 66 640: 2%|▏ | 3/160 [00:14<11:16, 4.31s/it] 78/299 4.14G 0.02853 0.01352 0.0001719 66 640: 2%|▎ | 4/160 [00:14<06:59, 2.69s/it] 78/299 4.14G 0.02786 0.01304 0.0001646 51 640: 2%|▎ | 4/160 [00:14<06:59, 2.69s/it] 78/299 4.14G 0.02786 0.01304 0.0001646 51 640: 3%|▎ | 5/160 [00:14<04:38, 1.80s/it] 78/299 4.14G 0.02769 0.01363 0.0003002 73 640: 3%|▎ | 5/160 [00:14<04:38, 1.80s/it] 78/299 4.14G 0.02769 0.01363 0.0003002 73 640: 4%|▍ | 6/160 [00:14<03:14, 1.26s/it] 78/299 4.14G 0.02738 0.01385 0.0002779 65 640: 4%|▍ | 6/160 [00:15<03:14, 1.26s/it] 78/299 4.14G 0.02738 0.01385 0.0002779 65 640: 4%|▍ | 7/160 [00:15<02:41, 1.05s/it] 78/299 4.14G 0.02727 0.01397 0.0002631 73 640: 4%|▍ | 7/160 [00:15<02:41, 1.05s/it] 78/299 4.14G 0.02727 0.01397 0.0002631 73 640: 5%|▌ | 8/160 [00:15<01:59, 1.27it/s] 78/299 4.14G 0.02765 0.01414 0.0002605 58 640: 5%|▌ | 8/160 [00:22<01:59, 1.27it/s] 78/299 4.14G 0.02765 0.01414 0.0002605 58 640: 6%|▌ | 9/160 [00:22<07:04, 2.81s/it] 78/299 4.14G 0.02764 0.01429 0.0002501 56 640: 6%|▌ | 9/160 [00:27<07:04, 2.81s/it] 78/299 4.14G 0.02764 0.01429 0.0002501 56 640: 6%|▋ | 10/160 [00:27<08:20, 3.34s/it] 78/299 4.14G 0.02789 0.01501 0.0002432 96 640: 6%|▋ | 10/160 [00:27<08:20, 3.34s/it] 78/299 4.14G 0.02789 0.01501 0.0002432 96 640: 7%|▋ | 11/160 [00:27<05:56, 2.39s/it] 78/299 4.14G 0.02786 0.01496 0.0002335 59 640: 7%|▋ | 11/160 [00:27<05:56, 2.39s/it] 78/299 4.14G 0.02786 0.01496 0.0002335 59 640: 8%|▊ | 12/160 [00:27<04:16, 1.73s/it] 78/299 4.14G 0.02782 0.015 0.0002292 74 640: 8%|▊ | 12/160 [00:27<04:16, 1.73s/it] 78/299 4.14G 0.02782 0.015 0.0002292 74 640: 8%|▊ | 13/160 [00:27<03:06, 1.27s/it] 78/299 4.14G 0.02773 0.01505 0.0002554 78 640: 8%|▊ | 13/160 [00:29<03:06, 1.27s/it] 78/299 4.14G 0.02773 0.01505 0.0002554 78 640: 9%|▉ | 14/160 [00:29<03:19, 1.37s/it] 78/299 4.14G 0.0277 0.01501 0.0002463 57 640: 9%|▉ | 14/160 [00:29<03:19, 1.37s/it] 78/299 4.14G 0.0277 0.01501 0.0002463 57 640: 9%|▉ | 15/160 [00:29<02:29, 1.03s/it] 78/299 4.14G 0.02764 0.01505 0.0002422 76 640: 9%|▉ | 15/160 [00:29<02:29, 1.03s/it] 78/299 4.14G 0.02764 0.01505 0.0002422 76 640: 10%|█ | 16/160 [00:29<01:52, 1.28it/s] 78/299 4.14G 0.02769 0.01481 0.0002576 56 640: 10%|█ | 16/160 [00:35<01:52, 1.28it/s] 78/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.618 0.666 0.636 0.352
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 79/299 4.14G 0.02549 0.0153 0.0001395 74 640: 0%| | 0/160 [00:03<?, ?it/s] 79/299 4.14G 0.02549 0.0153 0.0001395 74 640: 1%| | 1/160 [00:03<09:58, 3.77s/it] 79/299 4.14G 0.02538 0.01297 0.0001288 48 640: 1%| | 1/160 [00:13<09:58, 3.77s/it] 79/299 4.14G 0.02538 0.01297 0.0001288 48 640: 1%|▏ | 2/160 [00:13<19:31, 7.42s/it] 79/299 4.14G 0.0254 0.01277 0.000317 54 640: 1%|▏ | 2/160 [00:13<19:31, 7.42s/it] 79/299 4.14G 0.0254 0.01277 0.000317 54 640: 2%|▏ | 3/160 [00:13<10:51, 4.15s/it] 79/299 4.14G 0.02552 0.01385 0.0002921 71 640: 2%|▏ | 3/160 [00:14<10:51, 4.15s/it] 79/299 4.14G 0.02552 0.01385 0.0002921 71 640: 2%|▎ | 4/160 [00:14<06:44, 2.60s/it] 79/299 4.14G 0.02521 0.01432 0.0002766 64 640: 2%|▎ | 4/160 [00:14<06:44, 2.60s/it] 79/299 4.14G 0.02521 0.01432 0.0002766 64 640: 3%|▎ | 5/160 [00:14<04:29, 1.74s/it] 79/299 4.14G 0.02534 0.01409 0.0002546 51 640: 3%|▎ | 5/160 [00:14<04:29, 1.74s/it] 79/299 4.14G 0.02534 0.01409 0.0002546 51 640: 4%|▍ | 6/160 [00:14<03:21, 1.31s/it] 79/299 4.14G 0.02568 0.01455 0.0002521 71 640: 4%|▍ | 6/160 [00:15<03:21, 1.31s/it] 79/299 4.14G 0.02568 0.01455 0.0002521 71 640: 4%|▍ | 7/160 [00:15<02:27, 1.04it/s] 79/299 4.14G 0.02581 0.01442 0.0002363 57 640: 4%|▍ | 7/160 [00:15<02:27, 1.04it/s] 79/299 4.14G 0.02581 0.01442 0.0002363 57 640: 5%|▌ | 8/160 [00:15<01:50, 1.37it/s] 79/299 4.14G 0.0256 0.01448 0.0002289 75 640: 5%|▌ | 8/160 [00:23<01:50, 1.37it/s] 79/299 4.14G 0.0256 0.01448 0.0002289 75 640: 6%|▌ | 9/160 [00:23<07:19, 2.91s/it] 79/299 4.14G 0.02566 0.01436 0.0002239 52 640: 6%|▌ | 9/160 [00:27<07:19, 2.91s/it] 79/299 4.14G 0.02566 0.01436 0.0002239 52 640: 6%|▋ | 10/160 [00:27<08:22, 3.35s/it] 79/299 4.14G 0.02556 0.01419 0.0002195 66 640: 6%|▋ | 10/160 [00:27<08:22, 3.35s/it] 79/299 4.14G 0.02556 0.01419 0.0002195 66 640: 7%|▋ | 11/160 [00:27<05:58, 2.40s/it] 79/299 4.14G 0.02571 0.01416 0.0002134 61 640: 7%|▋ | 11/160 [00:27<05:58, 2.40s/it] 79/299 4.14G 0.02571 0.01416 0.0002134 61 640: 8%|▊ | 12/160 [00:27<04:18, 1.75s/it] 79/299 4.14G 0.02571 0.01387 0.0002087 49 640: 8%|▊ | 12/160 [00:28<04:18, 1.75s/it] 79/299 4.14G 0.02571 0.01387 0.0002087 49 640: 8%|▊ | 13/160 [00:28<03:08, 1.28s/it] 79/299 4.14G 0.02579 0.01412 0.0002043 91 640: 8%|▊ | 13/160 [00:28<03:08, 1.28s/it] 79/299 4.14G 0.02579 0.01412 0.0002043 91 640: 9%|▉ | 14/160 [00:28<02:31, 1.04s/it] 79/299 4.14G 0.02575 0.01396 0.0001991 56 640: 9%|▉ | 14/160 [00:29<02:31, 1.04s/it] 79/299 4.14G 0.02575 0.01396 0.0001991 56 640: 9%|▉ | 15/160 [00:29<02:09, 1.12it/s] 79/299 4.14G 0.02577 0.01407 0.0002083 61 640: 9%|▉ | 15/160 [00:29<02:09, 1.12it/s] 79/299 4.14G 0.02577 0.01407 0.0002083 61 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 79/299 4.14G 0.02573 0.01397 0.000204 47 640: 10%|█ | 16/160 [00:36<01:38, 1.46it/s] 79/299 4.14G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.617 0.657 0.628 0.336
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 80/299 4.14G 0.02237 0.01107 0.0001537 45 640: 0%| | 0/160 [00:01<?, ?it/s] 80/299 4.14G 0.02237 0.01107 0.0001537 45 640: 1%| | 1/160 [00:01<03:14, 1.23s/it] 80/299 4.14G 0.02607 0.0125 0.0006906 65 640: 1%| | 1/160 [00:08<03:14, 1.23s/it] 80/299 4.14G 0.02607 0.0125 0.0006906 65 640: 1%|▏ | 2/160 [00:08<12:00, 4.56s/it] 80/299 4.14G 0.02548 0.01324 0.0005202 56 640: 1%|▏ | 2/160 [00:08<12:00, 4.56s/it] 80/299 4.14G 0.02548 0.01324 0.0005202 56 640: 2%|▏ | 3/160 [00:08<06:49, 2.61s/it] 80/299 4.14G 0.02632 0.01413 0.0004326 69 640: 2%|▏ | 3/160 [00:08<06:49, 2.61s/it] 80/299 4.14G 0.02632 0.01413 0.0004326 69 640: 2%|▎ | 4/160 [00:08<04:21, 1.67s/it] 80/299 4.14G 0.02598 0.014 0.0003883 73 640: 2%|▎ | 4/160 [00:08<04:21, 1.67s/it] 80/299 4.14G 0.02598 0.014 0.0003883 73 640: 3%|▎ | 5/160 [00:08<02:59, 1.16s/it] 80/299 4.14G 0.02658 0.01392 0.0003562 59 640: 3%|▎ | 5/160 [00:16<02:59, 1.16s/it] 80/299 4.14G 0.02658 0.01392 0.0003562 59 640: 4%|▍ | 6/160 [00:16<08:32, 3.33s/it] 80/299 4.14G 0.02663 0.01472 0.0003378 92 640: 4%|▍ | 6/160 [00:16<08:32, 3.33s/it] 80/299 4.14G 0.02663 0.01472 0.0003378 92 640: 4%|▍ | 7/160 [00:16<05:55, 2.32s/it] 80/299 4.14G 0.02675 0.01421 0.0003149 47 640: 4%|▍ | 7/160 [00:16<05:55, 2.32s/it] 80/299 4.14G 0.02675 0.01421 0.0003149 47 640: 5%|▌ | 8/160 [00:16<04:10, 1.65s/it] 80/299 4.14G 0.02662 0.01402 0.0002997 62 640: 5%|▌ | 8/160 [00:18<04:10, 1.65s/it] 80/299 4.14G 0.02662 0.01402 0.0002997 62 640: 6%|▌ | 9/160 [00:18<04:01, 1.60s/it] 80/299 4.14G 0.02713 0.01393 0.0002984 70 640: 6%|▌ | 9/160 [00:25<04:01, 1.60s/it] 80/299 4.14G 0.02713 0.01393 0.0002984 70 640: 6%|▋ | 10/160 [00:25<08:10, 3.27s/it] 80/299 4.14G 0.02707 0.01394 0.0003096 67 640: 6%|▋ | 10/160 [00:25<08:10, 3.27s/it] 80/299 4.14G 0.02707 0.01394 0.0003096 67 640: 7%|▋ | 11/160 [00:25<05:49, 2.35s/it] 80/299 4.14G 0.02726 0.01417 0.000296 67 640: 7%|▋ | 11/160 [00:25<05:49, 2.35s/it] 80/299 4.14G 0.02726 0.01417 0.000296 67 640: 8%|▊ | 12/160 [00:25<04:11, 1.70s/it] 80/299 4.14G 0.0275 0.01391 0.0002849 50 640: 8%|▊ | 12/160 [00:26<04:11, 1.70s/it] 80/299 4.14G 0.0275 0.01391 0.0002849 50 640: 8%|▊ | 13/160 [00:26<03:03, 1.25s/it] 80/299 4.14G 0.02748 0.01397 0.0002777 69 640: 8%|▊ | 13/160 [00:32<03:03, 1.25s/it] 80/299 4.14G 0.02748 0.01397 0.0002777 69 640: 9%|▉ | 14/160 [00:32<06:45, 2.78s/it] 80/299 4.14G 0.02752 0.01396 0.0003313 53 640: 9%|▉ | 14/160 [00:32<06:45, 2.78s/it] 80/299 4.14G 0.02752 0.01396 0.0003313 53 640: 9%|▉ | 15/160 [00:32<04:51, 2.01s/it] 80/299 4.14G 0.02737 0.01405 0.0005272 71 640: 9%|▉ | 15/160 [00:32<04:51, 2.01s/it] 80/299 4.14G 0.02737 0.01405 0.0005272 71 640: 10%|█ | 16/160 [00:32<03:31, 1.47s/it] 80/299 4.14G 0.02739 0.01419 0.0005294 77 640: 10%|█ | 16/160 [00:33<03:31, 1.47s/it] 80/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 823 0.626 0.642 0.643 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 81/299 4.14G 0.02656 0.01715 0.0002216 71 640: 0%| | 0/160 [00:00<?, ?it/s] 81/299 4.14G 0.02656 0.01715 0.0002216 71 640: 1%| | 1/160 [00:00<00:47, 3.38it/s] 81/299 4.14G 0.02704 0.01748 0.0001937 71 640: 1%| | 1/160 [00:05<00:47, 3.38it/s] 81/299 4.14G 0.02704 0.01748 0.0001937 71 640: 1%|▏ | 2/160 [00:05<09:00, 3.42s/it] 81/299 4.14G 0.02775 0.01778 0.0002039 69 640: 1%|▏ | 2/160 [00:06<09:00, 3.42s/it] 81/299 4.14G 0.02775 0.01778 0.0002039 69 640: 2%|▏ | 3/160 [00:06<05:16, 2.02s/it] 81/299 4.14G 0.02809 0.01762 0.0002052 69 640: 2%|▏ | 3/160 [00:06<05:16, 2.02s/it] 81/299 4.14G 0.02809 0.01762 0.0002052 69 640: 2%|▎ | 4/160 [00:06<03:27, 1.33s/it] 81/299 4.14G 0.02784 0.01617 0.0001994 45 640: 2%|▎ | 4/160 [00:06<03:27, 1.33s/it] 81/299 4.14G 0.02784 0.01617 0.0001994 45 640: 3%|▎ | 5/160 [00:06<02:25, 1.06it/s] 81/299 4.14G 0.02819 0.01554 0.0004766 49 640: 3%|▎ | 5/160 [00:14<02:25, 1.06it/s] 81/299 4.14G 0.02819 0.01554 0.0004766 49 640: 4%|▍ | 6/160 [00:14<08:37, 3.36s/it] 81/299 4.14G 0.02837 0.01568 0.00045 72 640: 4%|▍ | 6/160 [00:15<08:37, 3.36s/it] 81/299 4.14G 0.02837 0.01568 0.00045 72 640: 4%|▍ | 7/160 [00:15<05:58, 2.35s/it] 81/299 4.14G 0.02832 0.01519 0.000422 50 640: 4%|▍ | 7/160 [00:15<05:58, 2.35s/it] 81/299 4.14G 0.02832 0.01519 0.000422 50 640: 5%|▌ | 8/160 [00:15<04:13, 1.67s/it] 81/299 4.14G 0.02875 0.01514 0.0003989 57 640: 5%|▌ | 8/160 [00:15<04:13, 1.67s/it] 81/299 4.14G 0.02875 0.01514 0.0003989 57 640: 6%|▌ | 9/160 [00:15<03:03, 1.21s/it] 81/299 4.14G 0.02852 0.01482 0.0003872 62 640: 6%|▌ | 9/160 [00:21<03:03, 1.21s/it] 81/299 4.14G 0.02852 0.01482 0.0003872 62 640: 6%|▋ | 10/160 [00:21<06:53, 2.75s/it] 81/299 4.14G 0.02858 0.0146 0.0003695 63 640: 6%|▋ | 10/160 [00:21<06:53, 2.75s/it] 81/299 4.14G 0.02858 0.0146 0.0003695 63 640: 7%|▋ | 11/160 [00:21<04:56, 1.99s/it] 81/299 4.14G 0.02832 0.01435 0.0003607 48 640: 7%|▋ | 11/160 [00:22<04:56, 1.99s/it] 81/299 4.14G 0.02832 0.01435 0.0003607 48 640: 8%|▊ | 12/160 [00:22<03:34, 1.45s/it] 81/299 4.14G 0.02829 0.01419 0.0003455 48 640: 8%|▊ | 12/160 [00:22<03:34, 1.45s/it] 81/299 4.14G 0.02829 0.01419 0.0003455 48 640: 8%|▊ | 13/160 [00:22<02:38, 1.08s/it] 81/299 4.14G 0.02813 0.01436 0.0003362 74 640: 8%|▊ | 13/160 [00:28<02:38, 1.08s/it] 81/299 4.14G 0.02813 0.01436 0.0003362 74 640: 9%|▉ | 14/160 [00:28<06:09, 2.53s/it] 81/299 4.14G 0.02804 0.01441 0.0003253 57 640: 9%|▉ | 14/160 [00:28<06:09, 2.53s/it] 81/299 4.14G 0.02804 0.01441 0.0003253 57 640: 9%|▉ | 15/160 [00:28<04:27, 1.84s/it] 81/299 4.14G 0.02822 0.01463 0.0003162 81 640: 9%|▉ | 15/160 [00:28<04:27, 1.84s/it] 81/299 4.14G 0.02822 0.01463 0.0003162 81 640: 10%|█ | 16/160 [00:28<03:16, 1.37s/it] 81/299 4.14G 0.0281 0.01445 0.0003135 63 640: 10%|█ | 16/160 [00:29<03:16, 1.37s/it] 81/299 4.14G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 823 0.664 0.612 0.629 0.339
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 82/299 4.14G 0.02813 0.01395 0.0001398 61 640: 0%| | 0/160 [00:00<?, ?it/s] 82/299 4.14G 0.02813 0.01395 0.0001398 61 640: 1%| | 1/160 [00:00<00:54, 2.89it/s] 82/299 4.14G 0.02649 0.01506 0.0002897 66 640: 1%| | 1/160 [00:10<00:54, 2.89it/s] 82/299 4.14G 0.02649 0.01506 0.0002897 66 640: 1%|▏ | 2/160 [00:10<16:05, 6.11s/it] 82/299 4.14G 0.0265 0.01539 0.0003948 76 640: 1%|▏ | 2/160 [00:10<16:05, 6.11s/it] 82/299 4.14G 0.0265 0.01539 0.0003948 76 640: 2%|▏ | 3/160 [00:10<09:00, 3.44s/it] 82/299 4.14G 0.02658 0.01634 0.0003333 83 640: 2%|▏ | 3/160 [00:10<09:00, 3.44s/it] 82/299 4.14G 0.02658 0.01634 0.0003333 83 640: 2%|▎ | 4/160 [00:10<05:38, 2.17s/it] 82/299 4.14G 0.02657 0.01574 0.0002919 49 640: 2%|▎ | 4/160 [00:11<05:38, 2.17s/it] 82/299 4.14G 0.02657 0.01574 0.0002919 49 640: 3%|▎ | 5/160 [00:11<03:46, 1.46s/it] 82/299 4.14G 0.02659 0.01518 0.000263 64 640: 3%|▎ | 5/160 [00:16<03:46, 1.46s/it] 82/299 4.14G 0.02659 0.01518 0.000263 64 640: 4%|▍ | 6/160 [00:16<07:18, 2.84s/it] 82/299 4.14G 0.02681 0.01571 0.000362 59 640: 4%|▍ | 6/160 [00:16<07:18, 2.84s/it] 82/299 4.14G 0.02681 0.01571 0.000362 59 640: 4%|▍ | 7/160 [00:16<05:05, 2.00s/it] 82/299 4.14G 0.02629 0.01479 0.0003325 45 640: 4%|▍ | 7/160 [00:17<05:05, 2.00s/it] 82/299 4.14G 0.02629 0.01479 0.0003325 45 640: 5%|▌ | 8/160 [00:17<03:37, 1.43s/it] 82/299 4.14G 0.02653 0.01468 0.0003135 66 640: 5%|▌ | 8/160 [00:17<03:37, 1.43s/it] 82/299 4.14G 0.02653 0.01468 0.0003135 66 640: 6%|▌ | 9/160 [00:17<02:38, 1.05s/it] 82/299 4.14G 0.02659 0.01443 0.0002971 48 640: 6%|▌ | 9/160 [00:24<02:38, 1.05s/it] 82/299 4.14G 0.02659 0.01443 0.0002971 48 640: 6%|▋ | 10/160 [00:24<07:07, 2.85s/it] 82/299 4.14G 0.02613 0.0141 0.0003096 50 640: 6%|▋ | 10/160 [00:24<07:07, 2.85s/it] 82/299 4.14G 0.02613 0.0141 0.0003096 50 640: 7%|▋ | 11/160 [00:24<05:06, 2.06s/it] 82/299 4.14G 0.02618 0.01406 0.0002961 64 640: 7%|▋ | 11/160 [00:24<05:06, 2.06s/it] 82/299 4.14G 0.02618 0.01406 0.0002961 64 640: 8%|▊ | 12/160 [00:24<03:41, 1.50s/it] 82/299 4.14G 0.02616 0.01409 0.0002836 55 640: 8%|▊ | 12/160 [00:24<03:41, 1.50s/it] 82/299 4.14G 0.02616 0.01409 0.0002836 55 640: 8%|▊ | 13/160 [00:24<02:42, 1.11s/it] 82/299 4.14G 0.02622 0.01408 0.0002823 65 640: 8%|▊ | 13/160 [00:31<02:42, 1.11s/it] 82/299 4.14G 0.02622 0.01408 0.0002823 65 640: 9%|▉ | 14/160 [00:31<06:26, 2.65s/it] 82/299 4.14G 0.02623 0.01413 0.0002714 54 640: 9%|▉ | 14/160 [00:31<06:26, 2.65s/it] 82/299 4.14G 0.02623 0.01413 0.0002714 54 640: 9%|▉ | 15/160 [00:31<04:39, 1.93s/it] 82/299 4.14G 0.02607 0.01402 0.0002607 51 640: 9%|▉ | 15/160 [00:31<04:39, 1.93s/it] 82/299 4.14G 0.02607 0.01402 0.0002607 51 640: 10%|█ | 16/160 [00:31<03:23, 1.41s/it] 82/299 4.14G 0.0261 0.01421 0.0002528 81 640: 10%|█ | 16/160 [00:31<03:23, 1.41s/it] 82/299 4.14G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.27it/s]
all 340 823 0.656 0.596 0.629 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 83/299 4.14G 0.02783 0.0115 0.0002892 51 640: 0%| | 0/160 [00:00<?, ?it/s] 83/299 4.14G 0.02783 0.0115 0.0002892 51 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 83/299 4.14G 0.02672 0.01446 0.0002156 87 640: 1%| | 1/160 [00:09<00:49, 3.19it/s] 83/299 4.14G 0.02672 0.01446 0.0002156 87 640: 1%|▏ | 2/160 [00:09<13:51, 5.26s/it] 83/299 4.14G 0.02654 0.01387 0.0001925 77 640: 1%|▏ | 2/160 [00:09<13:51, 5.26s/it] 83/299 4.14G 0.02654 0.01387 0.0001925 77 640: 2%|▏ | 3/160 [00:09<07:47, 2.98s/it] 83/299 4.14G 0.02657 0.0145 0.0001808 86 640: 2%|▏ | 3/160 [00:09<07:47, 2.98s/it] 83/299 4.14G 0.02657 0.0145 0.0001808 86 640: 2%|▎ | 4/160 [00:09<04:54, 1.89s/it] 83/299 4.14G 0.0268 0.01438 0.000172 64 640: 2%|▎ | 4/160 [00:09<04:54, 1.89s/it] 83/299 4.14G 0.0268 0.01438 0.000172 64 640: 3%|▎ | 5/160 [00:09<03:18, 1.28s/it] 83/299 4.14G 0.02699 0.01501 0.0001674 78 640: 3%|▎ | 5/160 [00:14<03:18, 1.28s/it] 83/299 4.14G 0.02699 0.01501 0.0001674 78 640: 4%|▍ | 6/160 [00:14<06:46, 2.64s/it] 83/299 4.14G 0.02677 0.01525 0.0001663 72 640: 4%|▍ | 6/160 [00:15<06:46, 2.64s/it] 83/299 4.14G 0.02677 0.01525 0.0001663 72 640: 4%|▍ | 7/160 [00:15<04:44, 1.86s/it] 83/299 4.14G 0.02654 0.01471 0.0001646 59 640: 4%|▍ | 7/160 [00:15<04:44, 1.86s/it] 83/299 4.14G 0.02654 0.01471 0.0001646 59 640: 5%|▌ | 8/160 [00:15<03:23, 1.34s/it] 83/299 4.14G 0.02663 0.0151 0.0001592 83 640: 5%|▌ | 8/160 [00:18<03:23, 1.34s/it] 83/299 4.14G 0.02663 0.0151 0.0001592 83 640: 6%|▌ | 9/160 [00:18<04:40, 1.85s/it] 83/299 4.14G 0.02663 0.01518 0.0001623 74 640: 6%|▌ | 9/160 [00:27<04:40, 1.85s/it] 83/299 4.14G 0.02663 0.01518 0.0001623 74 640: 6%|▋ | 10/160 [00:27<09:58, 3.99s/it] 83/299 4.14G 0.02649 0.01481 0.0001789 54 640: 6%|▋ | 10/160 [00:27<09:58, 3.99s/it] 83/299 4.14G 0.02649 0.01481 0.0001789 54 640: 7%|▋ | 11/160 [00:27<07:04, 2.85s/it] 83/299 4.14G 0.0266 0.01474 0.0001858 61 640: 7%|▋ | 11/160 [00:27<07:04, 2.85s/it] 83/299 4.14G 0.0266 0.01474 0.0001858 61 640: 8%|▊ | 12/160 [00:27<05:02, 2.05s/it] 83/299 4.14G 0.02692 0.01511 0.0001836 73 640: 8%|▊ | 12/160 [00:27<05:02, 2.05s/it] 83/299 4.14G 0.02692 0.01511 0.0001836 73 640: 8%|▊ | 13/160 [00:27<03:39, 1.49s/it] 83/299 4.14G 0.02689 0.01508 0.0001808 70 640: 8%|▊ | 13/160 [00:28<03:39, 1.49s/it] 83/299 4.14G 0.02689 0.01508 0.0001808 70 640: 9%|▉ | 14/160 [00:28<03:05, 1.27s/it] 83/299 4.14G 0.02707 0.01488 0.0001829 54 640: 9%|▉ | 14/160 [00:28<03:05, 1.27s/it] 83/299 4.14G 0.02707 0.01488 0.0001829 54 640: 9%|▉ | 15/160 [00:28<02:19, 1.04it/s] 83/299 4.14G 0.02706 0.01477 0.0001902 71 640: 9%|▉ | 15/160 [00:29<02:19, 1.04it/s] 83/299 4.14G 0.02706 0.01477 0.0001902 71 640: 10%|█ | 16/160 [00:29<01:45, 1.36it/s] 83/299 4.14G 0.02691 0.01456 0.0001982 51 640: 10%|█ | 16/160 [00:33<01:45, 1.36it/s] 83/299 4.14G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 823 0.599 0.641 0.611 0.332
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 84/299 4.14G 0.02924 0.01195 0.0001389 51 640: 0%| | 0/160 [00:00<?, ?it/s] 84/299 4.14G 0.02924 0.01195 0.0001389 51 640: 1%| | 1/160 [00:00<00:49, 3.18it/s] 84/299 4.14G 0.02655 0.01344 0.0001497 75 640: 1%| | 1/160 [00:11<00:49, 3.18it/s] 84/299 4.14G 0.02655 0.01344 0.0001497 75 640: 1%|▏ | 2/160 [00:11<18:17, 6.95s/it] 84/299 4.14G 0.02692 0.01277 0.0001507 49 640: 1%|▏ | 2/160 [00:12<18:17, 6.95s/it] 84/299 4.14G 0.02692 0.01277 0.0001507 49 640: 2%|▏ | 3/160 [00:12<10:11, 3.89s/it] 84/299 4.14G 0.02554 0.01266 0.0001584 53 640: 2%|▏ | 3/160 [00:12<10:11, 3.89s/it] 84/299 4.14G 0.02554 0.01266 0.0001584 53 640: 2%|▎ | 4/160 [00:12<06:20, 2.44s/it] 84/299 4.14G 0.0256 0.01285 0.0001548 70 640: 2%|▎ | 4/160 [00:12<06:20, 2.44s/it] 84/299 4.14G 0.0256 0.01285 0.0001548 70 640: 3%|▎ | 5/160 [00:12<04:13, 1.64s/it] 84/299 4.14G 0.02554 0.01227 0.000159 48 640: 3%|▎ | 5/160 [00:14<04:13, 1.64s/it] 84/299 4.14G 0.02554 0.01227 0.000159 48 640: 4%|▍ | 6/160 [00:14<04:33, 1.77s/it] 84/299 4.14G 0.02527 0.01184 0.0001766 36 640: 4%|▍ | 6/160 [00:14<04:33, 1.77s/it] 84/299 4.14G 0.02527 0.01184 0.0001766 36 640: 4%|▍ | 7/160 [00:14<03:15, 1.28s/it] 84/299 4.14G 0.02543 0.01184 0.0004812 53 640: 4%|▍ | 7/160 [00:15<03:15, 1.28s/it] 84/299 4.14G 0.02543 0.01184 0.0004812 53 640: 5%|▌ | 8/160 [00:15<02:22, 1.06it/s] 84/299 4.14G 0.0255 0.01224 0.0004498 67 640: 5%|▌ | 8/160 [00:16<02:22, 1.06it/s] 84/299 4.14G 0.0255 0.01224 0.0004498 67 640: 6%|▌ | 9/160 [00:16<02:26, 1.03it/s] 84/299 4.14G 0.02547 0.01234 0.0004188 67 640: 6%|▌ | 9/160 [00:25<02:26, 1.03it/s] 84/299 4.14G 0.02547 0.01234 0.0004188 67 640: 6%|▋ | 10/160 [00:25<08:59, 3.60s/it] 84/299 4.14G 0.02569 0.01226 0.0004453 50 640: 6%|▋ | 10/160 [00:25<08:59, 3.60s/it] 84/299 4.14G 0.02569 0.01226 0.0004453 50 640: 7%|▋ | 11/160 [00:25<06:23, 2.57s/it] 84/299 4.14G 0.02583 0.01204 0.0004604 51 640: 7%|▋ | 11/160 [00:26<06:23, 2.57s/it] 84/299 4.14G 0.02583 0.01204 0.0004604 51 640: 8%|▊ | 12/160 [00:26<04:34, 1.86s/it] 84/299 4.14G 0.02615 0.0121 0.0004404 46 640: 8%|▊ | 12/160 [00:26<04:34, 1.86s/it] 84/299 4.14G 0.02615 0.0121 0.0004404 46 640: 8%|▊ | 13/160 [00:26<03:19, 1.36s/it] 84/299 4.14G 0.02628 0.01233 0.0004198 57 640: 8%|▊ | 13/160 [00:28<03:19, 1.36s/it] 84/299 4.14G 0.02628 0.01233 0.0004198 57 640: 9%|▉ | 14/160 [00:28<03:44, 1.54s/it] 84/299 4.14G 0.02624 0.01238 0.000403 61 640: 9%|▉ | 14/160 [00:28<03:44, 1.54s/it] 84/299 4.14G 0.02624 0.01238 0.000403 61 640: 9%|▉ | 15/160 [00:28<02:47, 1.15s/it] 84/299 4.14G 0.02632 0.01269 0.0003923 82 640: 9%|▉ | 15/160 [00:28<02:47, 1.15s/it] 84/299 4.14G 0.02632 0.01269 0.0003923 82 640: 10%|█ | 16/160 [00:28<02:05, 1.15it/s] 84/299 4.14G 0.02625 0.01269 0.0003876 62 640: 10%|█ | 16/160 [00:32<02:05, 1.15it/s] 84/299 4.14G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.685 0.6 0.637 0.35
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 85/299 4.14G 0.02295 0.01163 0.0001298 54 640: 0%| | 0/160 [00:03<?, ?it/s] 85/299 4.14G 0.02295 0.01163 0.0001298 54 640: 1%| | 1/160 [00:03<09:05, 3.43s/it] 85/299 4.14G 0.02436 0.01466 0.0001463 87 640: 1%| | 1/160 [00:15<09:05, 3.43s/it] 85/299 4.14G 0.02436 0.01466 0.0001463 87 640: 1%|▏ | 2/160 [00:15<22:28, 8.53s/it] 85/299 4.14G 0.02471 0.01349 0.0001428 55 640: 1%|▏ | 2/160 [00:15<22:28, 8.53s/it] 85/299 4.14G 0.02471 0.01349 0.0001428 55 640: 2%|▏ | 3/160 [00:15<12:25, 4.75s/it] 85/299 4.14G 0.02518 0.01455 0.0001405 76 640: 2%|▏ | 3/160 [00:16<12:25, 4.75s/it] 85/299 4.14G 0.02518 0.01455 0.0001405 76 640: 2%|▎ | 4/160 [00:16<07:41, 2.96s/it] 85/299 4.14G 0.02581 0.01444 0.0001414 65 640: 2%|▎ | 4/160 [00:16<07:41, 2.96s/it] 85/299 4.14G 0.02581 0.01444 0.0001414 65 640: 3%|▎ | 5/160 [00:16<05:05, 1.97s/it] 85/299 4.14G 0.02602 0.01429 0.0001803 79 640: 3%|▎ | 5/160 [00:16<05:05, 1.97s/it] 85/299 4.14G 0.02602 0.01429 0.0001803 79 640: 4%|▍ | 6/160 [00:16<03:49, 1.49s/it] 85/299 4.14G 0.02574 0.01376 0.0003719 47 640: 4%|▍ | 6/160 [00:17<03:49, 1.49s/it] 85/299 4.14G 0.02574 0.01376 0.0003719 47 640: 4%|▍ | 7/160 [00:17<02:45, 1.08s/it] 85/299 4.14G 0.02557 0.01347 0.0003421 58 640: 4%|▍ | 7/160 [00:17<02:45, 1.08s/it] 85/299 4.14G 0.02557 0.01347 0.0003421 58 640: 5%|▌ | 8/160 [00:17<02:02, 1.24it/s] 85/299 4.14G 0.02605 0.01359 0.0005728 66 640: 5%|▌ | 8/160 [00:20<02:02, 1.24it/s] 85/299 4.14G 0.02605 0.01359 0.0005728 66 640: 6%|▌ | 9/160 [00:20<04:17, 1.70s/it] 85/299 4.14G 0.02642 0.01333 0.000635 36 640: 6%|▌ | 9/160 [00:30<04:17, 1.70s/it] 85/299 4.14G 0.02642 0.01333 0.000635 36 640: 6%|▋ | 10/160 [00:30<10:12, 4.08s/it] 85/299 4.14G 0.02655 0.01338 0.0005916 65 640: 6%|▋ | 10/160 [00:30<10:12, 4.08s/it] 85/299 4.14G 0.02655 0.01338 0.0005916 65 640: 7%|▋ | 11/160 [00:30<07:13, 2.91s/it] 85/299 4.14G 0.0266 0.01354 0.0005529 82 640: 7%|▋ | 11/160 [00:30<07:13, 2.91s/it] 85/299 4.14G 0.0266 0.01354 0.0005529 82 640: 8%|▊ | 12/160 [00:30<05:09, 2.09s/it] 85/299 4.14G 0.02645 0.0136 0.0005223 67 640: 8%|▊ | 12/160 [00:31<05:09, 2.09s/it] 85/299 4.14G 0.02645 0.0136 0.0005223 67 640: 8%|▊ | 13/160 [00:31<03:43, 1.52s/it] 85/299 4.14G 0.02649 0.01339 0.000528 43 640: 8%|▊ | 13/160 [00:31<03:43, 1.52s/it] 85/299 4.14G 0.02649 0.01339 0.000528 43 640: 9%|▉ | 14/160 [00:31<02:44, 1.13s/it] 85/299 4.14G 0.02651 0.01337 0.0005033 66 640: 9%|▉ | 14/160 [00:31<02:44, 1.13s/it] 85/299 4.14G 0.02651 0.01337 0.0005033 66 640: 9%|▉ | 15/160 [00:31<02:04, 1.16it/s] 85/299 4.14G 0.02651 0.01334 0.0004832 60 640: 9%|▉ | 15/160 [00:31<02:04, 1.16it/s] 85/299 4.14G 0.02651 0.01334 0.0004832 60 640: 10%|█ | 16/160 [00:31<01:35, 1.50it/s] 85/299 4.14G 0.02642 0.01336 0.0004626 68 640: 10%|█ | 16/160 [00:33<01:35, 1.50it/s] 85/299 4.14G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s]
all 340 823 0.634 0.656 0.641 0.348
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 86/299 4.14G 0.02781 0.01388 0.0002348 72 640: 0%| | 0/160 [00:01<?, ?it/s] 86/299 4.14G 0.02781 0.01388 0.0002348 72 640: 1%| | 1/160 [00:01<02:52, 1.08s/it] 86/299 4.14G 0.02714 0.01373 0.0003311 57 640: 1%| | 1/160 [00:13<02:52, 1.08s/it] 86/299 4.14G 0.02714 0.01373 0.0003311 57 640: 1%|▏ | 2/160 [00:13<21:04, 8.00s/it] 86/299 4.14G 0.0269 0.01377 0.0003563 63 640: 1%|▏ | 2/160 [00:14<21:04, 8.00s/it] 86/299 4.14G 0.0269 0.01377 0.0003563 63 640: 2%|▏ | 3/160 [00:14<11:41, 4.46s/it] 86/299 4.14G 0.02713 0.01455 0.0004739 82 640: 2%|▏ | 3/160 [00:14<11:41, 4.46s/it] 86/299 4.14G 0.02713 0.01455 0.0004739 82 640: 2%|▎ | 4/160 [00:14<07:14, 2.79s/it] 86/299 4.14G 0.02642 0.01412 0.0004112 62 640: 2%|▎ | 4/160 [00:14<07:14, 2.79s/it] 86/299 4.14G 0.02642 0.01412 0.0004112 62 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 86/299 4.14G 0.02634 0.01438 0.0003968 64 640: 3%|▎ | 5/160 [00:14<04:48, 1.86s/it] 86/299 4.14G 0.02634 0.01438 0.0003968 64 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 86/299 4.14G 0.02617 0.01427 0.0003629 69 640: 4%|▍ | 6/160 [00:15<03:20, 1.30s/it] 86/299 4.14G 0.02617 0.01427 0.0003629 69 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 86/299 4.14G 0.02628 0.01388 0.0003718 43 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 86/299 4.14G 0.02628 0.01388 0.0003718 43 640: 5%|▌ | 8/160 [00:15<01:49, 1.38it/s] 86/299 4.14G 0.02691 0.01417 0.0003628 78 640: 5%|▌ | 8/160 [00:22<01:49, 1.38it/s] 86/299 4.14G 0.02691 0.01417 0.0003628 78 640: 6%|▌ | 9/160 [00:22<07:04, 2.81s/it] 86/299 4.14G 0.02671 0.01416 0.0003431 65 640: 6%|▌ | 9/160 [00:27<07:04, 2.81s/it] 86/299 4.14G 0.02671 0.01416 0.0003431 65 640: 6%|▋ | 10/160 [00:27<08:31, 3.41s/it] 86/299 4.14G 0.02686 0.01416 0.0003296 73 640: 6%|▋ | 10/160 [00:27<08:31, 3.41s/it] 86/299 4.14G 0.02686 0.01416 0.0003296 73 640: 7%|▋ | 11/160 [00:27<06:04, 2.45s/it] 86/299 4.14G 0.027 0.01392 0.0003179 57 640: 7%|▋ | 11/160 [00:27<06:04, 2.45s/it] 86/299 4.14G 0.027 0.01392 0.0003179 57 640: 8%|▊ | 12/160 [00:27<04:23, 1.78s/it] 86/299 4.14G 0.02685 0.01411 0.0003082 71 640: 8%|▊ | 12/160 [00:28<04:23, 1.78s/it] 86/299 4.14G 0.02685 0.01411 0.0003082 71 640: 8%|▊ | 13/160 [00:28<03:12, 1.31s/it] 86/299 4.14G 0.02711 0.01424 0.0003065 75 640: 8%|▊ | 13/160 [00:28<03:12, 1.31s/it] 86/299 4.14G 0.02711 0.01424 0.0003065 75 640: 9%|▉ | 14/160 [00:28<02:22, 1.02it/s] 86/299 4.14G 0.02717 0.01411 0.0003014 54 640: 9%|▉ | 14/160 [00:28<02:22, 1.02it/s] 86/299 4.14G 0.02717 0.01411 0.0003014 54 640: 9%|▉ | 15/160 [00:28<01:50, 1.32it/s] 86/299 4.14G 0.02707 0.01435 0.0002934 79 640: 9%|▉ | 15/160 [00:28<01:50, 1.32it/s] 86/299 4.14G 0.02707 0.01435 0.0002934 79 640: 10%|█ | 16/160 [00:28<01:25, 1.68it/s] 86/299 4.14G 0.02708 0.01457 0.0003357 91 640: 10%|█ | 16/160 [00:36<01:25, 1.68it/s] 86/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 823 0.595 0.68 0.634 0.353
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 87/299 4.14G 0.03106 0.01292 0.0001567 60 640: 0%| | 0/160 [00:06<?, ?it/s] 87/299 4.14G 0.03106 0.01292 0.0001567 60 640: 1%| | 1/160 [00:06<16:24, 6.19s/it] 87/299 4.14G 0.02967 0.01371 0.0002092 69 640: 1%| | 1/160 [00:13<16:24, 6.19s/it] 87/299 4.14G 0.02967 0.01371 0.0002092 69 640: 1%|▏ | 2/160 [00:13<17:28, 6.64s/it] 87/299 4.14G 0.03026 0.01408 0.0002078 72 640: 1%|▏ | 2/160 [00:13<17:28, 6.64s/it] 87/299 4.14G 0.03026 0.01408 0.0002078 72 640: 2%|▏ | 3/160 [00:13<09:44, 3.72s/it] 87/299 4.14G 0.03089 0.01505 0.0001926 84 640: 2%|▏ | 3/160 [00:13<09:44, 3.72s/it] 87/299 4.14G 0.03089 0.01505 0.0001926 84 640: 2%|▎ | 4/160 [00:13<06:04, 2.34s/it] 87/299 4.14G 0.02984 0.01395 0.0004488 54 640: 2%|▎ | 4/160 [00:13<06:04, 2.34s/it] 87/299 4.14G 0.02984 0.01395 0.0004488 54 640: 3%|▎ | 5/160 [00:13<04:03, 1.57s/it] 87/299 4.14G 0.02899 0.01387 0.0004022 58 640: 3%|▎ | 5/160 [00:16<04:03, 1.57s/it] 87/299 4.14G 0.02899 0.01387 0.0004022 58 640: 4%|▍ | 6/160 [00:16<04:44, 1.84s/it] 87/299 4.14G 0.02885 0.01437 0.0003744 67 640: 4%|▍ | 6/160 [00:16<04:44, 1.84s/it] 87/299 4.14G 0.02885 0.01437 0.0003744 67 640: 4%|▍ | 7/160 [00:16<03:22, 1.33s/it] 87/299 4.14G 0.02863 0.01483 0.0003506 75 640: 4%|▍ | 7/160 [00:16<03:22, 1.33s/it] 87/299 4.14G 0.02863 0.01483 0.0003506 75 640: 5%|▌ | 8/160 [00:16<02:27, 1.03it/s] 87/299 4.14G 0.02859 0.01523 0.0003796 78 640: 5%|▌ | 8/160 [00:24<02:27, 1.03it/s] 87/299 4.14G 0.02859 0.01523 0.0003796 78 640: 6%|▌ | 9/160 [00:24<08:02, 3.19s/it] 87/299 4.14G 0.02887 0.01515 0.0003578 64 640: 6%|▌ | 9/160 [00:27<08:02, 3.19s/it] 87/299 4.14G 0.02887 0.01515 0.0003578 64 640: 6%|▋ | 10/160 [00:27<07:30, 3.00s/it] 87/299 4.14G 0.02854 0.01545 0.0003416 96 640: 6%|▋ | 10/160 [00:27<07:30, 3.00s/it] 87/299 4.14G 0.02854 0.01545 0.0003416 96 640: 7%|▋ | 11/160 [00:27<05:22, 2.16s/it] 87/299 4.14G 0.02848 0.01554 0.0003336 74 640: 7%|▋ | 11/160 [00:27<05:22, 2.16s/it] 87/299 4.14G 0.02848 0.01554 0.0003336 74 640: 8%|▊ | 12/160 [00:27<03:52, 1.57s/it] 87/299 4.14G 0.0283 0.01541 0.0003207 59 640: 8%|▊ | 12/160 [00:28<03:52, 1.57s/it] 87/299 4.14G 0.0283 0.01541 0.0003207 59 640: 8%|▊ | 13/160 [00:28<02:50, 1.16s/it] 87/299 4.14G 0.02811 0.0153 0.0003111 75 640: 8%|▊ | 13/160 [00:30<02:50, 1.16s/it] 87/299 4.14G 0.02811 0.0153 0.0003111 75 640: 9%|▉ | 14/160 [00:30<03:48, 1.57s/it] 87/299 4.14G 0.02804 0.01526 0.0003134 59 640: 9%|▉ | 14/160 [00:30<03:48, 1.57s/it] 87/299 4.14G 0.02804 0.01526 0.0003134 59 640: 9%|▉ | 15/160 [00:30<02:49, 1.17s/it] 87/299 4.14G 0.02787 0.01504 0.0003056 52 640: 9%|▉ | 15/160 [00:30<02:49, 1.17s/it] 87/299 4.14G 0.02787 0.01504 0.0003056 52 640: 10%|█ | 16/160 [00:30<02:06, 1.14it/s] 87/299 4.14G 0.02764 0.01489 0.0002971 58 640: 10%|█ | 16/160 [00:38<02:06, 1.14it/s] 87/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.679 0.622 0.639 0.356
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 88/299 4.14G 0.02372 0.01237 0.0001148 54 640: 0%| | 0/160 [00:07<?, ?it/s] 88/299 4.14G 0.02372 0.01237 0.0001148 54 640: 1%| | 1/160 [00:07<20:22, 7.69s/it] 88/299 4.14G 0.02407 0.01394 0.0005935 65 640: 1%| | 1/160 [00:12<20:22, 7.69s/it] 88/299 4.14G 0.02407 0.01394 0.0005935 65 640: 1%|▏ | 2/160 [00:12<15:34, 5.91s/it] 88/299 4.14G 0.02571 0.01505 0.0005172 68 640: 1%|▏ | 2/160 [00:12<15:34, 5.91s/it] 88/299 4.14G 0.02571 0.01505 0.0005172 68 640: 2%|▏ | 3/160 [00:12<08:43, 3.33s/it] 88/299 4.14G 0.0265 0.01481 0.0004347 52 640: 2%|▏ | 3/160 [00:12<08:43, 3.33s/it] 88/299 4.14G 0.0265 0.01481 0.0004347 52 640: 2%|▎ | 4/160 [00:12<05:27, 2.10s/it] 88/299 4.14G 0.02686 0.01463 0.0005013 65 640: 2%|▎ | 4/160 [00:13<05:27, 2.10s/it] 88/299 4.14G 0.02686 0.01463 0.0005013 65 640: 3%|▎ | 5/160 [00:13<03:40, 1.42s/it] 88/299 4.14G 0.02636 0.01455 0.0004517 73 640: 3%|▎ | 5/160 [00:15<03:40, 1.42s/it] 88/299 4.14G 0.02636 0.01455 0.0004517 73 640: 4%|▍ | 6/160 [00:15<04:10, 1.63s/it] 88/299 4.14G 0.02597 0.01415 0.0004089 61 640: 4%|▍ | 6/160 [00:15<04:10, 1.63s/it] 88/299 4.14G 0.02597 0.01415 0.0004089 61 640: 4%|▍ | 7/160 [00:15<03:00, 1.18s/it] 88/299 4.14G 0.02604 0.01441 0.0003986 65 640: 4%|▍ | 7/160 [00:15<03:00, 1.18s/it] 88/299 4.14G 0.02604 0.01441 0.0003986 65 640: 5%|▌ | 8/160 [00:15<02:12, 1.15it/s] 88/299 4.14G 0.02632 0.01494 0.0003698 93 640: 5%|▌ | 8/160 [00:22<02:12, 1.15it/s] 88/299 4.14G 0.02632 0.01494 0.0003698 93 640: 6%|▌ | 9/160 [00:22<06:56, 2.76s/it] 88/299 4.14G 0.02642 0.0147 0.0003945 54 640: 6%|▌ | 9/160 [00:29<06:56, 2.76s/it] 88/299 4.14G 0.02642 0.0147 0.0003945 54 640: 6%|▋ | 10/160 [00:29<09:56, 3.98s/it] 88/299 4.14G 0.02677 0.01451 0.000372 57 640: 6%|▋ | 10/160 [00:29<09:56, 3.98s/it] 88/299 4.14G 0.02677 0.01451 0.000372 57 640: 7%|▋ | 11/160 [00:29<07:02, 2.83s/it] 88/299 4.14G 0.02676 0.01477 0.0003538 89 640: 7%|▋ | 11/160 [00:29<07:02, 2.83s/it] 88/299 4.14G 0.02676 0.01477 0.0003538 89 640: 8%|▊ | 12/160 [00:29<05:01, 2.04s/it] 88/299 4.14G 0.02652 0.01474 0.0003389 69 640: 8%|▊ | 12/160 [00:29<05:01, 2.04s/it] 88/299 4.14G 0.02652 0.01474 0.0003389 69 640: 8%|▊ | 13/160 [00:29<03:38, 1.48s/it] 88/299 4.14G 0.02654 0.01458 0.0003281 61 640: 8%|▊ | 13/160 [00:30<03:38, 1.48s/it] 88/299 4.14G 0.02654 0.01458 0.0003281 61 640: 9%|▉ | 14/160 [00:30<02:40, 1.10s/it] 88/299 4.14G 0.02658 0.01438 0.0003173 63 640: 9%|▉ | 14/160 [00:30<02:40, 1.10s/it] 88/299 4.14G 0.02658 0.01438 0.0003173 63 640: 9%|▉ | 15/160 [00:30<02:04, 1.17it/s] 88/299 4.14G 0.02649 0.01419 0.0003056 52 640: 9%|▉ | 15/160 [00:30<02:04, 1.17it/s] 88/299 4.14G 0.02649 0.01419 0.0003056 52 640: 10%|█ | 16/160 [00:30<01:35, 1.51it/s] 88/299 4.14G 0.0265 0.01389 0.0002943 41 640: 10%|█ | 16/160 [00:35<01:35, 1.51it/s] 88/299 4.14G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s]
all 340 823 0.656 0.665 0.642 0.356
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 89/299 4.14G 0.02461 0.01413 0.0001657 67 640: 0%| | 0/160 [00:00<?, ?it/s] 89/299 4.14G 0.02461 0.01413 0.0001657 67 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 89/299 4.14G 0.02449 0.01461 0.000261 59 640: 1%| | 1/160 [00:14<00:49, 3.19it/s] 89/299 4.14G 0.02449 0.01461 0.000261 59 640: 1%|▏ | 2/160 [00:14<23:04, 8.76s/it] 89/299 4.14G 0.02442 0.01395 0.0002321 67 640: 1%|▏ | 2/160 [00:15<23:04, 8.76s/it] 89/299 4.14G 0.02442 0.01395 0.0002321 67 640: 2%|▏ | 3/160 [00:15<12:46, 4.88s/it] 89/299 4.14G 0.02436 0.013 0.0002132 36 640: 2%|▏ | 3/160 [00:15<12:46, 4.88s/it] 89/299 4.14G 0.02436 0.013 0.0002132 36 640: 2%|▎ | 4/160 [00:15<07:53, 3.04s/it] 89/299 4.14G 0.024 0.01268 0.0001984 69 640: 2%|▎ | 4/160 [00:15<07:53, 3.04s/it] 89/299 4.14G 0.024 0.01268 0.0001984 69 640: 3%|▎ | 5/160 [00:15<05:13, 2.02s/it] 89/299 4.14G 0.02459 0.01285 0.0001928 61 640: 3%|▎ | 5/160 [00:15<05:13, 2.02s/it] 89/299 4.14G 0.02459 0.01285 0.0001928 61 640: 4%|▍ | 6/160 [00:15<03:36, 1.41s/it] 89/299 4.14G 0.02467 0.013 0.0001885 67 640: 4%|▍ | 6/160 [00:16<03:36, 1.41s/it] 89/299 4.14G 0.02467 0.013 0.0001885 67 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 89/299 4.14G 0.02502 0.0136 0.0001831 93 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 89/299 4.14G 0.02502 0.0136 0.0001831 93 640: 5%|▌ | 8/160 [00:16<01:57, 1.30it/s] 89/299 4.14G 0.025 0.01366 0.0001759 60 640: 5%|▌ | 8/160 [00:16<01:57, 1.30it/s] 89/299 4.14G 0.025 0.01366 0.0001759 60 640: 6%|▌ | 9/160 [00:16<01:30, 1.67it/s] 89/299 4.14G 0.02503 0.01387 0.0001741 70 640: 6%|▌ | 9/160 [00:31<01:30, 1.67it/s] 89/299 4.14G 0.02503 0.01387 0.0001741 70 640: 6%|▋ | 10/160 [00:31<12:20, 4.94s/it] 89/299 4.14G 0.02495 0.01382 0.0001715 72 640: 6%|▋ | 10/160 [00:31<12:20, 4.94s/it] 89/299 4.14G 0.02495 0.01382 0.0001715 72 640: 7%|▋ | 11/160 [00:31<08:41, 3.50s/it] 89/299 4.14G 0.02478 0.01384 0.0001742 84 640: 7%|▋ | 11/160 [00:31<08:41, 3.50s/it] 89/299 4.14G 0.02478 0.01384 0.0001742 84 640: 8%|▊ | 12/160 [00:31<06:09, 2.50s/it] 89/299 4.14G 0.02468 0.01384 0.0001715 75 640: 8%|▊ | 12/160 [00:31<06:09, 2.50s/it] 89/299 4.14G 0.02468 0.01384 0.0001715 75 640: 8%|▊ | 13/160 [00:31<04:25, 1.81s/it] 89/299 4.14G 0.02481 0.01393 0.0001697 67 640: 8%|▊ | 13/160 [00:32<04:25, 1.81s/it] 89/299 4.14G 0.02481 0.01393 0.0001697 67 640: 9%|▉ | 14/160 [00:32<03:13, 1.32s/it] 89/299 4.14G 0.02465 0.01378 0.0001724 56 640: 9%|▉ | 14/160 [00:32<03:13, 1.32s/it] 89/299 4.14G 0.02465 0.01378 0.0001724 56 640: 9%|▉ | 15/160 [00:32<02:24, 1.00it/s] 89/299 4.14G 0.02482 0.01396 0.0001713 65 640: 9%|▉ | 15/160 [00:32<02:24, 1.00it/s] 89/299 4.14G 0.02482 0.01396 0.0001713 65 640: 10%|█ | 16/160 [00:32<01:49, 1.31it/s] 89/299 4.14G 0.02474 0.01366 0.0001703 52 640: 10%|█ | 16/160 [00:32<01:49, 1.31it/s] 89/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 823 0.67 0.619 0.646 0.353
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 90/299 4.14G 0.02525 0.0109 0.0001719 55 640: 0%| | 0/160 [00:00<?, ?it/s] 90/299 4.14G 0.02525 0.0109 0.0001719 55 640: 1%| | 1/160 [00:00<01:19, 2.01it/s] 90/299 4.14G 0.02588 0.01042 0.0001745 50 640: 1%| | 1/160 [00:15<01:19, 2.01it/s] 90/299 4.14G 0.02588 0.01042 0.0001745 50 640: 1%|▏ | 2/160 [00:15<23:48, 9.04s/it] 90/299 4.14G 0.02579 0.01135 0.0001782 56 640: 1%|▏ | 2/160 [00:15<23:48, 9.04s/it] 90/299 4.14G 0.02579 0.01135 0.0001782 56 640: 2%|▏ | 3/160 [00:15<13:09, 5.03s/it] 90/299 4.14G 0.02629 0.0115 0.000195 47 640: 2%|▏ | 3/160 [00:15<13:09, 5.03s/it] 90/299 4.14G 0.02629 0.0115 0.000195 47 640: 2%|▎ | 4/160 [00:15<08:07, 3.13s/it] 90/299 4.14G 0.02636 0.01104 0.0001966 39 640: 2%|▎ | 4/160 [00:16<08:07, 3.13s/it] 90/299 4.14G 0.02636 0.01104 0.0001966 39 640: 3%|▎ | 5/160 [00:16<05:21, 2.08s/it] 90/299 4.14G 0.02664 0.0121 0.0002307 66 640: 3%|▎ | 5/160 [00:16<05:21, 2.08s/it] 90/299 4.14G 0.02664 0.0121 0.0002307 66 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 90/299 4.14G 0.02685 0.01199 0.000236 49 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 90/299 4.14G 0.02685 0.01199 0.000236 49 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 90/299 4.14G 0.02659 0.01218 0.0002249 55 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 90/299 4.14G 0.02659 0.01218 0.0002249 55 640: 5%|▌ | 8/160 [00:16<01:59, 1.27it/s] 90/299 4.14G 0.02632 0.01199 0.0002922 66 640: 5%|▌ | 8/160 [00:17<01:59, 1.27it/s] 90/299 4.14G 0.02632 0.01199 0.0002922 66 640: 6%|▌ | 9/160 [00:17<01:31, 1.64it/s] 90/299 4.14G 0.02693 0.01215 0.000279 58 640: 6%|▌ | 9/160 [00:29<01:31, 1.64it/s] 90/299 4.14G 0.02693 0.01215 0.000279 58 640: 6%|▋ | 10/160 [00:29<10:43, 4.29s/it] 90/299 4.14G 0.02716 0.01221 0.0002703 69 640: 6%|▋ | 10/160 [00:29<10:43, 4.29s/it] 90/299 4.14G 0.02716 0.01221 0.0002703 69 640: 7%|▋ | 11/160 [00:29<07:35, 3.05s/it] 90/299 4.14G 0.02718 0.01255 0.0003164 78 640: 7%|▋ | 11/160 [00:30<07:35, 3.05s/it] 90/299 4.14G 0.02718 0.01255 0.0003164 78 640: 8%|▊ | 12/160 [00:30<05:24, 2.19s/it] 90/299 4.14G 0.02737 0.01264 0.0003042 61 640: 8%|▊ | 12/160 [00:30<05:24, 2.19s/it] 90/299 4.14G 0.02737 0.01264 0.0003042 61 640: 8%|▊ | 13/160 [00:30<03:54, 1.59s/it] 90/299 4.14G 0.02745 0.01264 0.0002928 57 640: 8%|▊ | 13/160 [00:30<03:54, 1.59s/it] 90/299 4.14G 0.02745 0.01264 0.0002928 57 640: 9%|▉ | 14/160 [00:30<02:51, 1.18s/it] 90/299 4.14G 0.02751 0.01292 0.0002878 72 640: 9%|▉ | 14/160 [00:30<02:51, 1.18s/it] 90/299 4.14G 0.02751 0.01292 0.0002878 72 640: 9%|▉ | 15/160 [00:30<02:10, 1.11it/s] 90/299 4.14G 0.0275 0.01286 0.000356 53 640: 9%|▉ | 15/160 [00:31<02:10, 1.11it/s] 90/299 4.14G 0.0275 0.01286 0.000356 53 640: 10%|█ | 16/160 [00:31<01:39, 1.44it/s] 90/299 4.14G 0.02734 0.01287 0.0003432 68 640: 10%|█ | 16/160 [00:31<01:39, 1.44it/s] 90/299 4.14G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.61 0.664 0.636 0.352
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 91/299 4.14G 0.02807 0.01285 0.0001292 76 640: 0%| | 0/160 [00:00<?, ?it/s] 91/299 4.14G 0.02807 0.01285 0.0001292 76 640: 1%| | 1/160 [00:00<00:52, 3.02it/s] 91/299 4.14G 0.02674 0.01224 0.0001304 45 640: 1%| | 1/160 [00:15<00:52, 3.02it/s] 91/299 4.14G 0.02674 0.01224 0.0001304 45 640: 1%|▏ | 2/160 [00:15<23:43, 9.01s/it] 91/299 4.14G 0.0267 0.01364 0.0004213 76 640: 1%|▏ | 2/160 [00:15<23:43, 9.01s/it] 91/299 4.14G 0.0267 0.01364 0.0004213 76 640: 2%|▏ | 3/160 [00:15<13:07, 5.01s/it] 91/299 4.14G 0.02658 0.01326 0.0003482 56 640: 2%|▏ | 3/160 [00:15<13:07, 5.01s/it] 91/299 4.14G 0.02658 0.01326 0.0003482 56 640: 2%|▎ | 4/160 [00:15<08:06, 3.12s/it] 91/299 4.14G 0.02661 0.01324 0.0003057 53 640: 2%|▎ | 4/160 [00:16<08:06, 3.12s/it] 91/299 4.14G 0.02661 0.01324 0.0003057 53 640: 3%|▎ | 5/160 [00:16<05:21, 2.07s/it] 91/299 4.14G 0.02721 0.01348 0.000279 76 640: 3%|▎ | 5/160 [00:16<05:21, 2.07s/it] 91/299 4.14G 0.02721 0.01348 0.000279 76 640: 4%|▍ | 6/160 [00:16<03:41, 1.44s/it] 91/299 4.14G 0.02699 0.01395 0.0002573 75 640: 4%|▍ | 6/160 [00:16<03:41, 1.44s/it] 91/299 4.14G 0.02699 0.01395 0.0002573 75 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 91/299 4.14G 0.02726 0.01382 0.0002531 59 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 91/299 4.14G 0.02726 0.01382 0.0002531 59 640: 5%|▌ | 8/160 [00:16<01:59, 1.27it/s] 91/299 4.14G 0.02712 0.01366 0.0002517 55 640: 5%|▌ | 8/160 [00:17<01:59, 1.27it/s] 91/299 4.14G 0.02712 0.01366 0.0002517 55 640: 6%|▌ | 9/160 [00:17<01:31, 1.64it/s] 91/299 4.14G 0.02691 0.01369 0.0002382 64 640: 6%|▌ | 9/160 [00:30<01:31, 1.64it/s] 91/299 4.14G 0.02691 0.01369 0.0002382 64 640: 6%|▋ | 10/160 [00:30<11:35, 4.64s/it] 91/299 4.14G 0.02707 0.01369 0.0003788 59 640: 6%|▋ | 10/160 [00:30<11:35, 4.64s/it] 91/299 4.14G 0.02707 0.01369 0.0003788 59 640: 7%|▋ | 11/160 [00:30<08:11, 3.30s/it] 91/299 4.14G 0.02694 0.01375 0.0003569 69 640: 7%|▋ | 11/160 [00:31<08:11, 3.30s/it] 91/299 4.14G 0.02694 0.01375 0.0003569 69 640: 8%|▊ | 12/160 [00:31<05:49, 2.36s/it] 91/299 4.14G 0.02695 0.0138 0.0003378 62 640: 8%|▊ | 12/160 [00:31<05:49, 2.36s/it] 91/299 4.14G 0.02695 0.0138 0.0003378 62 640: 8%|▊ | 13/160 [00:31<04:11, 1.71s/it] 91/299 4.14G 0.02678 0.01377 0.0003276 72 640: 8%|▊ | 13/160 [00:31<04:11, 1.71s/it] 91/299 4.14G 0.02678 0.01377 0.0003276 72 640: 9%|▉ | 14/160 [00:31<03:03, 1.26s/it] 91/299 4.14G 0.02688 0.01359 0.0003656 56 640: 9%|▉ | 14/160 [00:31<03:03, 1.26s/it] 91/299 4.14G 0.02688 0.01359 0.0003656 56 640: 9%|▉ | 15/160 [00:31<02:18, 1.05it/s] 91/299 4.14G 0.0268 0.01347 0.0003516 69 640: 9%|▉ | 15/160 [00:32<02:18, 1.05it/s] 91/299 4.14G 0.0268 0.01347 0.0003516 69 640: 10%|█ | 16/160 [00:32<01:45, 1.36it/s] 91/299 4.14G 0.02661 0.01348 0.0003393 67 640: 10%|█ | 16/160 [00:32<01:45, 1.36it/s] 91/299 4.14G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s]
all 340 823 0.66 0.645 0.662 0.369
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 92/299 4.14G 0.02134 0.01077 0.0001119 35 640: 0%| | 0/160 [00:00<?, ?it/s] 92/299 4.14G 0.02134 0.01077 0.0001119 35 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 92/299 4.14G 0.02442 0.01266 0.0001777 46 640: 1%| | 1/160 [00:10<00:50, 3.15it/s] 92/299 4.14G 0.02442 0.01266 0.0001777 46 640: 1%|▏ | 2/160 [00:10<15:57, 6.06s/it] 92/299 4.14G 0.02514 0.0125 0.0001588 57 640: 1%|▏ | 2/160 [00:11<15:57, 6.06s/it] 92/299 4.14G 0.02514 0.0125 0.0001588 57 640: 2%|▏ | 3/160 [00:11<10:28, 4.00s/it] 92/299 4.14G 0.02463 0.01143 0.0001511 42 640: 2%|▏ | 3/160 [00:12<10:28, 4.00s/it] 92/299 4.14G 0.02463 0.01143 0.0001511 42 640: 2%|▎ | 4/160 [00:12<06:30, 2.51s/it] 92/299 4.14G 0.02548 0.01135 0.0001459 46 640: 2%|▎ | 4/160 [00:12<06:30, 2.51s/it] 92/299 4.14G 0.02548 0.01135 0.0001459 46 640: 3%|▎ | 5/160 [00:12<04:20, 1.68s/it] 92/299 4.14G 0.02479 0.01116 0.0001514 57 640: 3%|▎ | 5/160 [00:12<04:20, 1.68s/it] 92/299 4.14G 0.02479 0.01116 0.0001514 57 640: 4%|▍ | 6/160 [00:12<03:02, 1.18s/it] 92/299 4.14G 0.02516 0.01213 0.0001699 98 640: 4%|▍ | 6/160 [00:12<03:02, 1.18s/it] 92/299 4.14G 0.02516 0.01213 0.0001699 98 640: 4%|▍ | 7/160 [00:12<02:14, 1.14it/s] 92/299 4.14G 0.02496 0.01212 0.000165 61 640: 4%|▍ | 7/160 [00:13<02:14, 1.14it/s] 92/299 4.14G 0.02496 0.01212 0.000165 61 640: 5%|▌ | 8/160 [00:13<01:41, 1.50it/s] 92/299 4.14G 0.02504 0.01216 0.0001685 60 640: 5%|▌ | 8/160 [00:13<01:41, 1.50it/s] 92/299 4.14G 0.02504 0.01216 0.0001685 60 640: 6%|▌ | 9/160 [00:13<01:19, 1.90it/s] 92/299 4.14G 0.02506 0.01234 0.0001631 76 640: 6%|▌ | 9/160 [00:24<01:19, 1.90it/s] 92/299 4.14G 0.02506 0.01234 0.0001631 76 640: 6%|▋ | 10/160 [00:24<09:24, 3.76s/it] 92/299 4.14G 0.02537 0.01221 0.0001629 44 640: 6%|▋ | 10/160 [00:25<09:24, 3.76s/it] 92/299 4.14G 0.02537 0.01221 0.0001629 44 640: 7%|▋ | 11/160 [00:25<07:27, 3.01s/it] 92/299 4.14G 0.02557 0.01253 0.0001647 70 640: 7%|▋ | 11/160 [00:25<07:27, 3.01s/it] 92/299 4.14G 0.02557 0.01253 0.0001647 70 640: 8%|▊ | 12/160 [00:25<05:19, 2.16s/it] 92/299 4.14G 0.02558 0.0126 0.0001992 56 640: 8%|▊ | 12/160 [00:26<05:19, 2.16s/it] 92/299 4.14G 0.02558 0.0126 0.0001992 56 640: 8%|▊ | 13/160 [00:26<03:50, 1.57s/it] 92/299 4.14G 0.02563 0.0123 0.0001945 35 640: 8%|▊ | 13/160 [00:26<03:50, 1.57s/it] 92/299 4.14G 0.02563 0.0123 0.0001945 35 640: 9%|▉ | 14/160 [00:26<02:49, 1.16s/it] 92/299 4.14G 0.02596 0.01256 0.0001928 71 640: 9%|▉ | 14/160 [00:26<02:49, 1.16s/it] 92/299 4.14G 0.02596 0.01256 0.0001928 71 640: 9%|▉ | 15/160 [00:26<02:08, 1.13it/s] 92/299 4.14G 0.02581 0.01267 0.0001892 72 640: 9%|▉ | 15/160 [00:26<02:08, 1.13it/s] 92/299 4.14G 0.02581 0.01267 0.0001892 72 640: 10%|█ | 16/160 [00:26<01:38, 1.46it/s] 92/299 4.14G 0.02593 0.01288 0.0002025 88 640: 10%|█ | 16/160 [00:26<01:38, 1.46it/s] 92/299 4.14G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.64 0.656 0.65 0.361
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 93/299 4.14G 0.02755 0.01443 0.0001667 57 640: 0%| | 0/160 [00:00<?, ?it/s] 93/299 4.14G 0.02755 0.01443 0.0001667 57 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 93/299 4.14G 0.02718 0.0141 0.0001746 53 640: 1%| | 1/160 [00:16<00:50, 3.14it/s] 93/299 4.14G 0.02718 0.0141 0.0001746 53 640: 1%|▏ | 2/160 [00:16<24:53, 9.45s/it] 93/299 4.14G 0.02609 0.01487 0.0001727 71 640: 1%|▏ | 2/160 [00:16<24:53, 9.45s/it] 93/299 4.14G 0.02609 0.01487 0.0001727 71 640: 2%|▏ | 3/160 [00:16<13:44, 5.25s/it] 93/299 4.14G 0.02662 0.01415 0.000204 54 640: 2%|▏ | 3/160 [00:16<13:44, 5.25s/it] 93/299 4.14G 0.02662 0.01415 0.000204 54 640: 2%|▎ | 4/160 [00:16<08:29, 3.26s/it] 93/299 4.14G 0.02682 0.01433 0.0004097 75 640: 2%|▎ | 4/160 [00:16<08:29, 3.26s/it] 93/299 4.14G 0.02682 0.01433 0.0004097 75 640: 3%|▎ | 5/160 [00:16<05:35, 2.16s/it] 93/299 4.14G 0.02626 0.01376 0.0003895 48 640: 3%|▎ | 5/160 [00:17<05:35, 2.16s/it] 93/299 4.14G 0.02626 0.01376 0.0003895 48 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 93/299 4.14G 0.02609 0.0133 0.0003607 45 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 93/299 4.14G 0.02609 0.0133 0.0003607 45 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 93/299 4.14G 0.02578 0.013 0.0003351 60 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 93/299 4.14G 0.02578 0.013 0.0003351 60 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 93/299 4.14G 0.02551 0.01279 0.0003158 54 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 93/299 4.14G 0.02551 0.01279 0.0003158 54 640: 6%|▌ | 9/160 [00:17<01:34, 1.59it/s] 93/299 4.14G 0.02522 0.01265 0.0002979 56 640: 6%|▌ | 9/160 [00:30<01:34, 1.59it/s] 93/299 4.14G 0.02522 0.01265 0.0002979 56 640: 6%|▋ | 10/160 [00:30<11:14, 4.50s/it] 93/299 4.14G 0.02531 0.01283 0.0002956 60 640: 6%|▋ | 10/160 [00:31<11:14, 4.50s/it] 93/299 4.14G 0.02531 0.01283 0.0002956 60 640: 7%|▋ | 11/160 [00:31<07:56, 3.20s/it] 93/299 4.14G 0.02523 0.01278 0.0002849 49 640: 7%|▋ | 11/160 [00:31<07:56, 3.20s/it] 93/299 4.14G 0.02523 0.01278 0.0002849 49 640: 8%|▊ | 12/160 [00:31<05:39, 2.29s/it] 93/299 4.14G 0.02541 0.01295 0.0002749 64 640: 8%|▊ | 12/160 [00:31<05:39, 2.29s/it] 93/299 4.14G 0.02541 0.01295 0.0002749 64 640: 8%|▊ | 13/160 [00:31<04:04, 1.66s/it] 93/299 4.14G 0.0255 0.01306 0.0002663 74 640: 8%|▊ | 13/160 [00:31<04:04, 1.66s/it] 93/299 4.14G 0.0255 0.01306 0.0002663 74 640: 9%|▉ | 14/160 [00:31<02:58, 1.22s/it] 93/299 4.14G 0.02559 0.01345 0.0002828 91 640: 9%|▉ | 14/160 [00:32<02:58, 1.22s/it] 93/299 4.14G 0.02559 0.01345 0.0002828 91 640: 9%|▉ | 15/160 [00:32<02:14, 1.08it/s] 93/299 4.14G 0.02552 0.0136 0.0002776 85 640: 9%|▉ | 15/160 [00:32<02:14, 1.08it/s] 93/299 4.14G 0.02552 0.0136 0.0002776 85 640: 10%|█ | 16/160 [00:32<01:42, 1.40it/s] 93/299 4.14G 0.02542 0.0137 0.00028 73 640: 10%|█ | 16/160 [00:32<01:42, 1.40it/s] 93/299 4.14G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.597 0.673 0.622 0.344
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 94/299 4.14G 0.02538 0.01139 0.0001448 61 640: 0%| | 0/160 [00:00<?, ?it/s] 94/299 4.14G 0.02538 0.01139 0.0001448 61 640: 1%| | 1/160 [00:00<01:59, 1.33it/s] 94/299 4.14G 0.02452 0.0135 0.000165 82 640: 1%| | 1/160 [00:16<01:59, 1.33it/s] 94/299 4.14G 0.02452 0.0135 0.000165 82 640: 1%|▏ | 2/160 [00:16<24:40, 9.37s/it] 94/299 4.14G 0.02456 0.01322 0.000158 60 640: 1%|▏ | 2/160 [00:16<24:40, 9.37s/it] 94/299 4.14G 0.02456 0.01322 0.000158 60 640: 2%|▏ | 3/160 [00:16<13:36, 5.20s/it] 94/299 4.14G 0.02444 0.01259 0.0001621 55 640: 2%|▏ | 3/160 [00:16<13:36, 5.20s/it] 94/299 4.14G 0.02444 0.01259 0.0001621 55 640: 2%|▎ | 4/160 [00:16<08:25, 3.24s/it] 94/299 4.14G 0.02503 0.01292 0.000168 72 640: 2%|▎ | 4/160 [00:16<08:25, 3.24s/it] 94/299 4.14G 0.02503 0.01292 0.000168 72 640: 3%|▎ | 5/160 [00:16<05:33, 2.15s/it] 94/299 4.14G 0.02494 0.01289 0.000248 62 640: 3%|▎ | 5/160 [00:17<05:33, 2.15s/it] 94/299 4.14G 0.02494 0.01289 0.000248 62 640: 4%|▍ | 6/160 [00:17<03:49, 1.49s/it] 94/299 4.14G 0.02479 0.01265 0.000277 52 640: 4%|▍ | 6/160 [00:17<03:49, 1.49s/it] 94/299 4.14G 0.02479 0.01265 0.000277 52 640: 4%|▍ | 7/160 [00:17<02:46, 1.09s/it] 94/299 4.14G 0.02483 0.01257 0.0002651 54 640: 4%|▍ | 7/160 [00:17<02:46, 1.09s/it] 94/299 4.14G 0.02483 0.01257 0.0002651 54 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 94/299 4.14G 0.02451 0.01261 0.0002576 70 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 94/299 4.14G 0.02451 0.01261 0.0002576 70 640: 6%|▌ | 9/160 [00:17<01:34, 1.60it/s] 94/299 4.14G 0.02467 0.01257 0.0004554 62 640: 6%|▌ | 9/160 [00:29<01:34, 1.60it/s] 94/299 4.14G 0.02467 0.01257 0.0004554 62 640: 6%|▋ | 10/160 [00:29<09:59, 4.00s/it] 94/299 4.14G 0.02452 0.01289 0.0004348 70 640: 6%|▋ | 10/160 [00:29<09:59, 4.00s/it] 94/299 4.14G 0.02452 0.01289 0.0004348 70 640: 7%|▋ | 11/160 [00:29<07:09, 2.88s/it] 94/299 4.14G 0.02468 0.01267 0.000457 51 640: 7%|▋ | 11/160 [00:29<07:09, 2.88s/it] 94/299 4.14G 0.02468 0.01267 0.000457 51 640: 8%|▊ | 12/160 [00:29<05:06, 2.07s/it] 94/299 4.14G 0.02467 0.01261 0.0004348 54 640: 8%|▊ | 12/160 [00:30<05:06, 2.07s/it] 94/299 4.14G 0.02467 0.01261 0.0004348 54 640: 8%|▊ | 13/160 [00:30<03:41, 1.51s/it] 94/299 4.14G 0.02461 0.01239 0.0004182 55 640: 8%|▊ | 13/160 [00:30<03:41, 1.51s/it] 94/299 4.14G 0.02461 0.01239 0.0004182 55 640: 9%|▉ | 14/160 [00:30<02:43, 1.12s/it] 94/299 4.14G 0.02452 0.01247 0.000408 71 640: 9%|▉ | 14/160 [00:30<02:43, 1.12s/it] 94/299 4.14G 0.02452 0.01247 0.000408 71 640: 9%|▉ | 15/160 [00:30<02:04, 1.17it/s] 94/299 4.14G 0.02465 0.01262 0.0003925 61 640: 9%|▉ | 15/160 [00:30<02:04, 1.17it/s] 94/299 4.14G 0.02465 0.01262 0.0003925 61 640: 10%|█ | 16/160 [00:30<01:35, 1.51it/s] 94/299 4.14G 0.02468 0.01271 0.0003786 74 640: 10%|█ | 16/160 [00:30<01:35, 1.51it/s] 94/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.682 0.605 0.635 0.349
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 95/299 4.14G 0.02596 0.01377 0.000153 80 640: 0%| | 0/160 [00:00<?, ?it/s] 95/299 4.14G 0.02596 0.01377 0.000153 80 640: 1%| | 1/160 [00:00<00:51, 3.10it/s] 95/299 4.14G 0.02797 0.01407 0.000172 51 640: 1%| | 1/160 [00:06<00:51, 3.10it/s] 95/299 4.14G 0.02797 0.01407 0.000172 51 640: 1%|▏ | 2/160 [00:06<10:27, 3.97s/it] 95/299 4.14G 0.02716 0.01563 0.0001918 104 640: 1%|▏ | 2/160 [00:14<10:27, 3.97s/it] 95/299 4.14G 0.02716 0.01563 0.0001918 104 640: 2%|▏ | 3/160 [00:14<14:48, 5.66s/it] 95/299 4.14G 0.027 0.01552 0.0001977 68 640: 2%|▏ | 3/160 [00:14<14:48, 5.66s/it] 95/299 4.14G 0.027 0.01552 0.0001977 68 640: 2%|▎ | 4/160 [00:14<09:07, 3.51s/it] 95/299 4.14G 0.02697 0.01512 0.0002073 63 640: 2%|▎ | 4/160 [00:14<09:07, 3.51s/it] 95/299 4.14G 0.02697 0.01512 0.0002073 63 640: 3%|▎ | 5/160 [00:14<06:00, 2.32s/it] 95/299 4.14G 0.02655 0.01484 0.0001987 71 640: 3%|▎ | 5/160 [00:15<06:00, 2.32s/it] 95/299 4.14G 0.02655 0.01484 0.0001987 71 640: 4%|▍ | 6/160 [00:15<04:07, 1.61s/it] 95/299 4.14G 0.02647 0.01459 0.0001901 57 640: 4%|▍ | 6/160 [00:15<04:07, 1.61s/it] 95/299 4.14G 0.02647 0.01459 0.0001901 57 640: 4%|▍ | 7/160 [00:15<02:58, 1.16s/it] 95/299 4.14G 0.02619 0.01451 0.0002051 77 640: 4%|▍ | 7/160 [00:15<02:58, 1.16s/it] 95/299 4.14G 0.02619 0.01451 0.0002051 77 640: 5%|▌ | 8/160 [00:15<02:11, 1.16it/s] 95/299 4.14G 0.02617 0.01464 0.0002823 77 640: 5%|▌ | 8/160 [00:15<02:11, 1.16it/s] 95/299 4.14G 0.02617 0.01464 0.0002823 77 640: 6%|▌ | 9/160 [00:15<01:39, 1.51it/s] 95/299 4.14G 0.02597 0.01445 0.0002752 58 640: 6%|▌ | 9/160 [00:25<01:39, 1.51it/s] 95/299 4.14G 0.02597 0.01445 0.0002752 58 640: 6%|▋ | 10/160 [00:25<08:33, 3.42s/it] 95/299 4.14G 0.02604 0.01431 0.0002741 64 640: 6%|▋ | 10/160 [00:28<08:33, 3.42s/it] 95/299 4.14G 0.02604 0.01431 0.0002741 64 640: 7%|▋ | 11/160 [00:28<08:16, 3.33s/it] 95/299 4.14G 0.02624 0.01431 0.0002687 65 640: 7%|▋ | 11/160 [00:28<08:16, 3.33s/it] 95/299 4.14G 0.02624 0.01431 0.0002687 65 640: 8%|▊ | 12/160 [00:28<05:52, 2.38s/it] 95/299 4.14G 0.02605 0.01379 0.0002806 36 640: 8%|▊ | 12/160 [00:29<05:52, 2.38s/it] 95/299 4.14G 0.02605 0.01379 0.0002806 36 640: 8%|▊ | 13/160 [00:29<04:13, 1.73s/it] 95/299 4.14G 0.02598 0.01368 0.0002691 59 640: 8%|▊ | 13/160 [00:29<04:13, 1.73s/it] 95/299 4.14G 0.02598 0.01368 0.0002691 59 640: 9%|▉ | 14/160 [00:29<03:05, 1.27s/it] 95/299 4.14G 0.02602 0.01365 0.0002624 60 640: 9%|▉ | 14/160 [00:29<03:05, 1.27s/it] 95/299 4.14G 0.02602 0.01365 0.0002624 60 640: 9%|▉ | 15/160 [00:29<02:19, 1.04it/s] 95/299 4.14G 0.02616 0.01357 0.0002543 48 640: 9%|▉ | 15/160 [00:29<02:19, 1.04it/s] 95/299 4.14G 0.02616 0.01357 0.0002543 48 640: 10%|█ | 16/160 [00:29<01:46, 1.35it/s] 95/299 4.14G 0.02612 0.01366 0.0002492 72 640: 10%|█ | 16/160 [00:29<01:46, 1.35it/s] 95/299 4.14G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s]
all 340 823 0.663 0.648 0.645 0.361
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 96/299 4.14G 0.02627 0.01835 0.0001291 80 640: 0%| | 0/160 [00:00<?, ?it/s] 96/299 4.14G 0.02627 0.01835 0.0001291 80 640: 1%| | 1/160 [00:00<00:54, 2.93it/s] 96/299 4.14G 0.02492 0.01392 0.000134 41 640: 1%| | 1/160 [00:11<00:54, 2.93it/s] 96/299 4.14G 0.02492 0.01392 0.000134 41 640: 1%|▏ | 2/160 [00:11<17:00, 6.46s/it] 96/299 4.14G 0.02519 0.01344 0.0001372 59 640: 1%|▏ | 2/160 [00:14<17:00, 6.46s/it] 96/299 4.14G 0.02519 0.01344 0.0001372 59 640: 2%|▏ | 3/160 [00:14<13:28, 5.15s/it] 96/299 4.14G 0.02501 0.01354 0.0001382 73 640: 2%|▏ | 3/160 [00:14<13:28, 5.15s/it] 96/299 4.14G 0.02501 0.01354 0.0001382 73 640: 2%|▎ | 4/160 [00:14<08:19, 3.20s/it] 96/299 4.14G 0.02531 0.01388 0.000141 59 640: 2%|▎ | 4/160 [00:15<08:19, 3.20s/it] 96/299 4.14G 0.02531 0.01388 0.000141 59 640: 3%|▎ | 5/160 [00:15<05:29, 2.12s/it] 96/299 4.14G 0.02525 0.01403 0.0001397 68 640: 3%|▎ | 5/160 [00:15<05:29, 2.12s/it] 96/299 4.14G 0.02525 0.01403 0.0001397 68 640: 4%|▍ | 6/160 [00:15<03:47, 1.48s/it] 96/299 4.14G 0.02498 0.0139 0.0001412 58 640: 4%|▍ | 6/160 [00:15<03:47, 1.48s/it] 96/299 4.14G 0.02498 0.0139 0.0001412 58 640: 4%|▍ | 7/160 [00:15<02:44, 1.08s/it] 96/299 4.14G 0.02503 0.01395 0.0001506 71 640: 4%|▍ | 7/160 [00:15<02:44, 1.08s/it] 96/299 4.14G 0.02503 0.01395 0.0001506 71 640: 5%|▌ | 8/160 [00:15<02:01, 1.25it/s] 96/299 4.14G 0.02532 0.01368 0.0001539 42 640: 5%|▌ | 8/160 [00:16<02:01, 1.25it/s] 96/299 4.14G 0.02532 0.01368 0.0001539 42 640: 6%|▌ | 9/160 [00:16<01:33, 1.62it/s] 96/299 4.14G 0.02535 0.01391 0.0001552 83 640: 6%|▌ | 9/160 [00:28<01:33, 1.62it/s] 96/299 4.14G 0.02535 0.01391 0.0001552 83 640: 6%|▋ | 10/160 [00:28<11:01, 4.41s/it] 96/299 4.14G 0.0253 0.01424 0.0001594 97 640: 6%|▋ | 10/160 [00:29<11:01, 4.41s/it] 96/299 4.14G 0.0253 0.01424 0.0001594 97 640: 7%|▋ | 11/160 [00:29<07:47, 3.14s/it] 96/299 4.14G 0.02557 0.01428 0.0001567 63 640: 7%|▋ | 11/160 [00:29<07:47, 3.14s/it] 96/299 4.14G 0.02557 0.01428 0.0001567 63 640: 8%|▊ | 12/160 [00:29<05:32, 2.25s/it] 96/299 4.14G 0.02527 0.01393 0.0001543 40 640: 8%|▊ | 12/160 [00:29<05:32, 2.25s/it] 96/299 4.14G 0.02527 0.01393 0.0001543 40 640: 8%|▊ | 13/160 [00:29<04:00, 1.63s/it] 96/299 4.14G 0.02531 0.0137 0.0001617 43 640: 8%|▊ | 13/160 [00:29<04:00, 1.63s/it] 96/299 4.14G 0.02531 0.0137 0.0001617 43 640: 9%|▉ | 14/160 [00:29<02:55, 1.20s/it] 96/299 4.14G 0.02524 0.01344 0.0001607 46 640: 9%|▉ | 14/160 [00:30<02:55, 1.20s/it] 96/299 4.14G 0.02524 0.01344 0.0001607 46 640: 9%|▉ | 15/160 [00:30<02:13, 1.09it/s] 96/299 4.14G 0.0253 0.01363 0.0001619 84 640: 9%|▉ | 15/160 [00:30<02:13, 1.09it/s] 96/299 4.14G 0.0253 0.01363 0.0001619 84 640: 10%|█ | 16/160 [00:30<01:41, 1.42it/s] 96/299 4.14G 0.02542 0.0136 0.0001679 61 640: 10%|█ | 16/160 [00:30<01:41, 1.42it/s] 96/299 4.14G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.62 0.644 0.637 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 97/299 4.14G 0.0226 0.01113 0.0001362 61 640: 0%| | 0/160 [00:00<?, ?it/s] 97/299 4.14G 0.0226 0.01113 0.0001362 61 640: 1%| | 1/160 [00:00<00:51, 3.09it/s] 97/299 4.14G 0.02387 0.01284 0.0002039 82 640: 1%| | 1/160 [00:11<00:51, 3.09it/s] 97/299 4.14G 0.02387 0.01284 0.0002039 82 640: 1%|▏ | 2/160 [00:11<18:22, 6.98s/it] 97/299 4.14G 0.02458 0.01254 0.0002408 53 640: 1%|▏ | 2/160 [00:15<18:22, 6.98s/it] 97/299 4.14G 0.02458 0.01254 0.0002408 53 640: 2%|▏ | 3/160 [00:15<13:40, 5.22s/it] 97/299 4.14G 0.02498 0.01321 0.0002182 85 640: 2%|▏ | 3/160 [00:15<13:40, 5.22s/it] 97/299 4.14G 0.02498 0.01321 0.0002182 85 640: 2%|▎ | 4/160 [00:15<08:26, 3.25s/it] 97/299 4.14G 0.02512 0.01341 0.0002756 80 640: 2%|▎ | 4/160 [00:15<08:26, 3.25s/it] 97/299 4.14G 0.02512 0.01341 0.0002756 80 640: 3%|▎ | 5/160 [00:15<05:33, 2.15s/it] 97/299 4.14G 0.02595 0.01372 0.0002552 58 640: 3%|▎ | 5/160 [00:15<05:33, 2.15s/it] 97/299 4.14G 0.02595 0.01372 0.0002552 58 640: 4%|▍ | 6/160 [00:15<03:50, 1.49s/it] 97/299 4.14G 0.026 0.01366 0.0002425 68 640: 4%|▍ | 6/160 [00:15<03:50, 1.49s/it] 97/299 4.14G 0.026 0.01366 0.0002425 68 640: 4%|▍ | 7/160 [00:15<02:46, 1.09s/it] 97/299 4.14G 0.02608 0.01406 0.0002339 78 640: 4%|▍ | 7/160 [00:16<02:46, 1.09s/it] 97/299 4.14G 0.02608 0.01406 0.0002339 78 640: 5%|▌ | 8/160 [00:16<02:03, 1.23it/s] 97/299 4.14G 0.02535 0.01389 0.0002742 58 640: 5%|▌ | 8/160 [00:16<02:03, 1.23it/s] 97/299 4.14G 0.02535 0.01389 0.0002742 58 640: 6%|▌ | 9/160 [00:16<01:34, 1.60it/s] 97/299 4.14G 0.02516 0.01369 0.0002698 53 640: 6%|▌ | 9/160 [00:28<01:34, 1.60it/s] 97/299 4.14G 0.02516 0.01369 0.0002698 53 640: 6%|▋ | 10/160 [00:28<10:40, 4.27s/it] 97/299 4.14G 0.02535 0.01385 0.0002902 83 640: 6%|▋ | 10/160 [00:29<10:40, 4.27s/it] 97/299 4.14G 0.02535 0.01385 0.0002902 83 640: 7%|▋ | 11/160 [00:29<08:09, 3.28s/it] 97/299 4.14G 0.02536 0.01356 0.0002755 56 640: 7%|▋ | 11/160 [00:30<08:09, 3.28s/it] 97/299 4.14G 0.02536 0.01356 0.0002755 56 640: 8%|▊ | 12/160 [00:30<05:47, 2.35s/it] 97/299 4.14G 0.02534 0.01356 0.0002697 67 640: 8%|▊ | 12/160 [00:30<05:47, 2.35s/it] 97/299 4.14G 0.02534 0.01356 0.0002697 67 640: 8%|▊ | 13/160 [00:30<04:10, 1.70s/it] 97/299 4.14G 0.02522 0.0133 0.0002598 55 640: 8%|▊ | 13/160 [00:30<04:10, 1.70s/it] 97/299 4.14G 0.02522 0.0133 0.0002598 55 640: 9%|▉ | 14/160 [00:30<03:02, 1.25s/it] 97/299 4.14G 0.02508 0.01314 0.0002584 65 640: 9%|▉ | 14/160 [00:30<03:02, 1.25s/it] 97/299 4.14G 0.02508 0.01314 0.0002584 65 640: 9%|▉ | 15/160 [00:30<02:19, 1.04it/s] 97/299 4.14G 0.02499 0.01327 0.0002766 67 640: 9%|▉ | 15/160 [00:31<02:19, 1.04it/s] 97/299 4.14G 0.02499 0.01327 0.0002766 67 640: 10%|█ | 16/160 [00:31<01:46, 1.36it/s] 97/299 4.14G 0.02487 0.01307 0.0002682 52 640: 10%|█ | 16/160 [00:31<01:46, 1.36it/s] 97/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.668 0.606 0.636 0.354
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 98/299 4.14G 0.02581 0.01471 0.0001974 83 640: 0%| | 0/160 [00:00<?, ?it/s] 98/299 4.14G 0.02581 0.01471 0.0001974 83 640: 1%| | 1/160 [00:00<00:51, 3.06it/s] 98/299 4.14G 0.0249 0.01429 0.0001995 64 640: 1%| | 1/160 [00:12<00:51, 3.06it/s] 98/299 4.14G 0.0249 0.01429 0.0001995 64 640: 1%|▏ | 2/160 [00:12<19:38, 7.46s/it] 98/299 4.14G 0.02534 0.01493 0.0002118 77 640: 1%|▏ | 2/160 [00:14<19:38, 7.46s/it] 98/299 4.14G 0.02534 0.01493 0.0002118 77 640: 2%|▏ | 3/160 [00:14<12:32, 4.80s/it] 98/299 4.14G 0.02529 0.01371 0.0002145 46 640: 2%|▏ | 3/160 [00:14<12:32, 4.80s/it] 98/299 4.14G 0.02529 0.01371 0.0002145 46 640: 2%|▎ | 4/160 [00:14<07:46, 2.99s/it] 98/299 4.14G 0.02563 0.01323 0.0002022 47 640: 2%|▎ | 4/160 [00:14<07:46, 2.99s/it] 98/299 4.14G 0.02563 0.01323 0.0002022 47 640: 3%|▎ | 5/160 [00:14<05:08, 1.99s/it] 98/299 4.14G 0.02487 0.01306 0.0001976 55 640: 3%|▎ | 5/160 [00:15<05:08, 1.99s/it] 98/299 4.14G 0.02487 0.01306 0.0001976 55 640: 4%|▍ | 6/160 [00:15<03:33, 1.39s/it] 98/299 4.14G 0.02461 0.01298 0.000192 71 640: 4%|▍ | 6/160 [00:16<03:33, 1.39s/it] 98/299 4.14G 0.02461 0.01298 0.000192 71 640: 4%|▍ | 7/160 [00:16<03:40, 1.44s/it] 98/299 4.14G 0.02445 0.01276 0.0002704 45 640: 4%|▍ | 7/160 [00:16<03:40, 1.44s/it] 98/299 4.14G 0.02445 0.01276 0.0002704 45 640: 5%|▌ | 8/160 [00:16<02:39, 1.05s/it] 98/299 4.14G 0.02411 0.01264 0.0002561 51 640: 5%|▌ | 8/160 [00:17<02:39, 1.05s/it] 98/299 4.14G 0.02411 0.01264 0.0002561 51 640: 6%|▌ | 9/160 [00:17<01:59, 1.27it/s] 98/299 4.14G 0.02399 0.01245 0.0002451 59 640: 6%|▌ | 9/160 [00:28<01:59, 1.27it/s] 98/299 4.14G 0.02399 0.01245 0.0002451 59 640: 6%|▋ | 10/160 [00:28<10:18, 4.12s/it] 98/299 4.14G 0.024 0.01304 0.0003023 102 640: 6%|▋ | 10/160 [00:28<10:18, 4.12s/it] 98/299 4.14G 0.024 0.01304 0.0003023 102 640: 7%|▋ | 11/160 [00:28<07:17, 2.94s/it] 98/299 4.14G 0.02417 0.01299 0.0002888 49 640: 7%|▋ | 11/160 [00:29<07:17, 2.94s/it] 98/299 4.14G 0.02417 0.01299 0.0002888 49 640: 8%|▊ | 12/160 [00:29<05:12, 2.11s/it] 98/299 4.14G 0.02407 0.01309 0.0002785 74 640: 8%|▊ | 12/160 [00:29<05:12, 2.11s/it] 98/299 4.14G 0.02407 0.01309 0.0002785 74 640: 8%|▊ | 13/160 [00:29<03:45, 1.54s/it] 98/299 4.14G 0.02424 0.01314 0.0002733 60 640: 8%|▊ | 13/160 [00:29<03:45, 1.54s/it] 98/299 4.14G 0.02424 0.01314 0.0002733 60 640: 9%|▉ | 14/160 [00:29<02:45, 1.14s/it] 98/299 4.14G 0.02422 0.01308 0.0002647 61 640: 9%|▉ | 14/160 [00:29<02:45, 1.14s/it] 98/299 4.14G 0.02422 0.01308 0.0002647 61 640: 9%|▉ | 15/160 [00:29<02:11, 1.10it/s] 98/299 4.14G 0.02423 0.01311 0.0002615 65 640: 9%|▉ | 15/160 [00:30<02:11, 1.10it/s] 98/299 4.14G 0.02423 0.01311 0.0002615 65 640: 10%|█ | 16/160 [00:30<01:40, 1.43it/s] 98/299 4.14G 0.02429 0.01336 0.0002555 78 640: 10%|█ | 16/160 [00:30<01:40, 1.43it/s] 98/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.13it/s]
all 340 823 0.629 0.685 0.655 0.36
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 99/299 4.14G 0.02347 0.01281 0.0001121 68 640: 0%| | 0/160 [00:00<?, ?it/s] 99/299 4.14G 0.02347 0.01281 0.0001121 68 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 99/299 4.14G 0.02444 0.0128 0.0001293 69 640: 1%| | 1/160 [00:13<00:50, 3.13it/s] 99/299 4.14G 0.02444 0.0128 0.0001293 69 640: 1%|▏ | 2/160 [00:13<20:41, 7.86s/it] 99/299 4.14G 0.02486 0.01333 0.0001378 67 640: 1%|▏ | 2/160 [00:13<20:41, 7.86s/it] 99/299 4.14G 0.02486 0.01333 0.0001378 67 640: 2%|▏ | 3/160 [00:13<11:29, 4.39s/it] 99/299 4.14G 0.02595 0.01352 0.0001818 72 640: 2%|▏ | 3/160 [00:13<11:29, 4.39s/it] 99/299 4.14G 0.02595 0.01352 0.0001818 72 640: 2%|▎ | 4/160 [00:13<07:07, 2.74s/it] 99/299 4.14G 0.02593 0.01338 0.0001698 60 640: 2%|▎ | 4/160 [00:14<07:07, 2.74s/it] 99/299 4.14G 0.02593 0.01338 0.0001698 60 640: 3%|▎ | 5/160 [00:14<04:43, 1.83s/it] 99/299 4.14G 0.0261 0.01387 0.0001854 80 640: 3%|▎ | 5/160 [00:14<04:43, 1.83s/it] 99/299 4.14G 0.0261 0.01387 0.0001854 80 640: 4%|▍ | 6/160 [00:14<03:17, 1.28s/it] 99/299 4.14G 0.0257 0.0134 0.0001791 50 640: 4%|▍ | 6/160 [00:14<03:17, 1.28s/it] 99/299 4.14G 0.0257 0.0134 0.0001791 50 640: 4%|▍ | 7/160 [00:14<02:24, 1.06it/s] 99/299 4.14G 0.02635 0.01382 0.0002656 70 640: 4%|▍ | 7/160 [00:14<02:24, 1.06it/s] 99/299 4.14G 0.02635 0.01382 0.0002656 70 640: 5%|▌ | 8/160 [00:14<01:48, 1.40it/s] 99/299 4.14G 0.02638 0.01421 0.0002537 74 640: 5%|▌ | 8/160 [00:15<01:48, 1.40it/s] 99/299 4.14G 0.02638 0.01421 0.0002537 74 640: 6%|▌ | 9/160 [00:15<01:24, 1.79it/s] 99/299 4.14G 0.02607 0.01394 0.0003589 59 640: 6%|▌ | 9/160 [00:26<01:24, 1.79it/s] 99/299 4.14G 0.02607 0.01394 0.0003589 59 640: 6%|▋ | 10/160 [00:26<10:06, 4.04s/it] 99/299 4.14G 0.02602 0.0139 0.0003451 76 640: 6%|▋ | 10/160 [00:29<10:06, 4.04s/it] 99/299 4.14G 0.02602 0.0139 0.0003451 76 640: 7%|▋ | 11/160 [00:29<08:55, 3.59s/it] 99/299 4.14G 0.02571 0.01383 0.0003392 70 640: 7%|▋ | 11/160 [00:29<08:55, 3.59s/it] 99/299 4.14G 0.02571 0.01383 0.0003392 70 640: 8%|▊ | 12/160 [00:29<06:19, 2.57s/it] 99/299 4.14G 0.02557 0.014 0.0003456 85 640: 8%|▊ | 12/160 [00:29<06:19, 2.57s/it] 99/299 4.14G 0.02557 0.014 0.0003456 85 640: 8%|▊ | 13/160 [00:29<04:32, 1.85s/it] 99/299 4.14G 0.02544 0.01391 0.0003312 60 640: 8%|▊ | 13/160 [00:30<04:32, 1.85s/it] 99/299 4.14G 0.02544 0.01391 0.0003312 60 640: 9%|▉ | 14/160 [00:30<03:18, 1.36s/it] 99/299 4.14G 0.02509 0.0138 0.0003186 63 640: 9%|▉ | 14/160 [00:30<03:18, 1.36s/it] 99/299 4.14G 0.02509 0.0138 0.0003186 63 640: 9%|▉ | 15/160 [00:30<02:28, 1.02s/it] 99/299 4.14G 0.02493 0.01363 0.0003294 59 640: 9%|▉ | 15/160 [00:30<02:28, 1.02s/it] 99/299 4.14G 0.02493 0.01363 0.0003294 59 640: 10%|█ | 16/160 [00:30<01:52, 1.28it/s] 99/299 4.14G 0.02494 0.0137 0.0003186 72 640: 10%|█ | 16/160 [00:30<01:52, 1.28it/s] 99/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 823 0.656 0.655 0.65 0.351
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 100/299 4.14G 0.02363 0.01341 0.0003873 81 640: 0%| | 0/160 [00:00<?, ?it/s] 100/299 4.14G 0.02363 0.01341 0.0003873 81 640: 1%| | 1/160 [00:00<01:39, 1.61it/s] 100/299 4.14G 0.02416 0.01401 0.0002805 67 640: 1%| | 1/160 [00:09<01:39, 1.61it/s] 100/299 4.14G 0.02416 0.01401 0.0002805 67 640: 1%|▏ | 2/160 [00:09<14:14, 5.41s/it] 100/299 4.14G 0.02476 0.01463 0.00025 85 640: 1%|▏ | 2/160 [00:15<14:14, 5.41s/it] 100/299 4.14G 0.02476 0.01463 0.00025 85 640: 2%|▏ | 3/160 [00:15<15:31, 5.93s/it] 100/299 4.14G 0.02503 0.01392 0.0002271 58 640: 2%|▏ | 3/160 [00:16<15:31, 5.93s/it] 100/299 4.14G 0.02503 0.01392 0.0002271 58 640: 2%|▎ | 4/160 [00:16<09:33, 3.68s/it] 100/299 4.14G 0.02477 0.01353 0.0002087 63 640: 2%|▎ | 4/160 [00:16<09:33, 3.68s/it] 100/299 4.14G 0.02477 0.01353 0.0002087 63 640: 3%|▎ | 5/160 [00:16<06:16, 2.43s/it] 100/299 4.14G 0.02457 0.01282 0.0001972 49 640: 3%|▎ | 5/160 [00:16<06:16, 2.43s/it] 100/299 4.14G 0.02457 0.01282 0.0001972 49 640: 4%|▍ | 6/160 [00:16<04:18, 1.68s/it] 100/299 4.14G 0.02449 0.01319 0.0001913 73 640: 4%|▍ | 6/160 [00:16<04:18, 1.68s/it] 100/299 4.14G 0.02449 0.01319 0.0001913 73 640: 4%|▍ | 7/160 [00:16<03:05, 1.21s/it] 100/299 4.14G 0.02451 0.01292 0.0001852 63 640: 4%|▍ | 7/160 [00:17<03:05, 1.21s/it] 100/299 4.14G 0.02451 0.01292 0.0001852 63 640: 5%|▌ | 8/160 [00:17<02:15, 1.12it/s] 100/299 4.14G 0.02426 0.01235 0.0002471 43 640: 5%|▌ | 8/160 [00:17<02:15, 1.12it/s] 100/299 4.14G 0.02426 0.01235 0.0002471 43 640: 6%|▌ | 9/160 [00:17<01:42, 1.47it/s] 100/299 4.14G 0.02431 0.01251 0.000281 49 640: 6%|▌ | 9/160 [00:26<01:42, 1.47it/s] 100/299 4.14G 0.02431 0.01251 0.000281 49 640: 6%|▋ | 10/160 [00:26<08:30, 3.41s/it] 100/299 4.14G 0.02466 0.01264 0.0003387 51 640: 6%|▋ | 10/160 [00:30<08:30, 3.41s/it] 100/299 4.14G 0.02466 0.01264 0.0003387 51 640: 7%|▋ | 11/160 [00:30<08:50, 3.56s/it] 100/299 4.14G 0.02464 0.0126 0.0003212 70 640: 7%|▋ | 11/160 [00:30<08:50, 3.56s/it] 100/299 4.14G 0.02464 0.0126 0.0003212 70 640: 8%|▊ | 12/160 [00:30<06:16, 2.54s/it] 100/299 4.14G 0.02468 0.01241 0.0003081 57 640: 8%|▊ | 12/160 [00:31<06:16, 2.54s/it] 100/299 4.14G 0.02468 0.01241 0.0003081 57 640: 8%|▊ | 13/160 [00:31<04:30, 1.84s/it] 100/299 4.14G 0.0247 0.01235 0.000395 47 640: 8%|▊ | 13/160 [00:31<04:30, 1.84s/it] 100/299 4.14G 0.0247 0.01235 0.000395 47 640: 9%|▉ | 14/160 [00:31<03:16, 1.35s/it] 100/299 4.14G 0.02472 0.01229 0.0003768 55 640: 9%|▉ | 14/160 [00:31<03:16, 1.35s/it] 100/299 4.14G 0.02472 0.01229 0.0003768 55 640: 9%|▉ | 15/160 [00:31<02:27, 1.02s/it] 100/299 4.14G 0.02501 0.01238 0.000371 58 640: 9%|▉ | 15/160 [00:31<02:27, 1.02s/it] 100/299 4.14G 0.02501 0.01238 0.000371 58 640: 10%|█ | 16/160 [00:31<01:51, 1.29it/s] 100/299 4.14G 0.02512 0.01249 0.0003916 76 640: 10%|█ | 16/160 [00:32<01:51, 1.29it/s] 100/299 4.14G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.692 0.583 0.627 0.346
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 101/299 4.14G 0.02409 0.01372 0.0001135 83 640: 0%| | 0/160 [00:00<?, ?it/s] 101/299 4.14G 0.02409 0.01372 0.0001135 83 640: 1%| | 1/160 [00:00<00:50, 3.16it/s] 101/299 4.14G 0.02606 0.013 0.0001478 63 640: 1%| | 1/160 [00:11<00:50, 3.16it/s] 101/299 4.14G 0.02606 0.013 0.0001478 63 640: 1%|▏ | 2/160 [00:11<17:25, 6.62s/it] 101/299 4.14G 0.02442 0.01347 0.0001395 76 640: 1%|▏ | 2/160 [00:15<17:25, 6.62s/it] 101/299 4.14G 0.02442 0.01347 0.0001395 76 640: 2%|▏ | 3/160 [00:15<14:37, 5.59s/it] 101/299 4.14G 0.0244 0.01319 0.0001353 47 640: 2%|▏ | 3/160 [00:15<14:37, 5.59s/it] 101/299 4.14G 0.0244 0.01319 0.0001353 47 640: 2%|▎ | 4/160 [00:15<09:00, 3.47s/it] 101/299 4.14G 0.02399 0.0126 0.0001376 55 640: 2%|▎ | 4/160 [00:16<09:00, 3.47s/it] 101/299 4.14G 0.02399 0.0126 0.0001376 55 640: 3%|▎ | 5/160 [00:16<05:55, 2.29s/it] 101/299 4.14G 0.02367 0.01293 0.0001454 73 640: 3%|▎ | 5/160 [00:16<05:55, 2.29s/it] 101/299 4.14G 0.02367 0.01293 0.0001454 73 640: 4%|▍ | 6/160 [00:16<04:04, 1.59s/it] 101/299 4.14G 0.02355 0.01299 0.000144 74 640: 4%|▍ | 6/160 [00:16<04:04, 1.59s/it] 101/299 4.14G 0.02355 0.01299 0.000144 74 640: 4%|▍ | 7/160 [00:16<02:56, 1.15s/it] 101/299 4.14G 0.02342 0.01326 0.0001531 74 640: 4%|▍ | 7/160 [00:16<02:56, 1.15s/it] 101/299 4.14G 0.02342 0.01326 0.0001531 74 640: 5%|▌ | 8/160 [00:16<02:09, 1.17it/s] 101/299 4.14G 0.0234 0.01302 0.0001529 60 640: 5%|▌ | 8/160 [00:17<02:09, 1.17it/s] 101/299 4.14G 0.0234 0.01302 0.0001529 60 640: 6%|▌ | 9/160 [00:17<01:38, 1.53it/s] 101/299 4.14G 0.02314 0.01284 0.0001631 50 640: 6%|▌ | 9/160 [00:24<01:38, 1.53it/s] 101/299 4.14G 0.02314 0.01284 0.0001631 50 640: 6%|▋ | 10/160 [00:24<07:12, 2.88s/it] 101/299 4.14G 0.02303 0.01251 0.0001613 46 640: 6%|▋ | 10/160 [00:31<07:12, 2.88s/it] 101/299 4.14G 0.02303 0.01251 0.0001613 46 640: 7%|▋ | 11/160 [00:31<09:41, 3.90s/it] 101/299 4.14G 0.0232 0.01253 0.0002122 52 640: 7%|▋ | 11/160 [00:31<09:41, 3.90s/it] 101/299 4.14G 0.0232 0.01253 0.0002122 52 640: 8%|▊ | 12/160 [00:31<06:51, 2.78s/it] 101/299 4.14G 0.02349 0.01293 0.0002117 99 640: 8%|▊ | 12/160 [00:31<06:51, 2.78s/it] 101/299 4.14G 0.02349 0.01293 0.0002117 99 640: 8%|▊ | 13/160 [00:31<04:54, 2.00s/it] 101/299 4.14G 0.02352 0.01315 0.0002079 92 640: 8%|▊ | 13/160 [00:31<04:54, 2.00s/it] 101/299 4.14G 0.02352 0.01315 0.0002079 92 640: 9%|▉ | 14/160 [00:31<03:33, 1.46s/it] 101/299 4.14G 0.02359 0.0129 0.000202 43 640: 9%|▉ | 14/160 [00:32<03:33, 1.46s/it] 101/299 4.14G 0.02359 0.0129 0.000202 43 640: 9%|▉ | 15/160 [00:32<02:39, 1.10s/it] 101/299 4.14G 0.02363 0.01284 0.0001971 57 640: 9%|▉ | 15/160 [00:32<02:39, 1.10s/it] 101/299 4.14G 0.02363 0.01284 0.0001971 57 640: 10%|█ | 16/160 [00:32<01:59, 1.20it/s] 101/299 4.14G 0.02381 0.01282 0.0001947 61 640: 10%|█ | 16/160 [00:32<01:59, 1.20it/s] 101/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 823 0.651 0.653 0.64 0.359
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 102/299 4.14G 0.02557 0.01644 0.0001882 79 640: 0%| | 0/160 [00:00<?, ?it/s] 102/299 4.14G 0.02557 0.01644 0.0001882 79 640: 1%| | 1/160 [00:00<00:43, 3.69it/s] 102/299 4.14G 0.02446 0.01569 0.0001688 70 640: 1%| | 1/160 [00:05<00:43, 3.69it/s] 102/299 4.14G 0.02446 0.01569 0.0001688 70 640: 1%|▏ | 2/160 [00:05<07:52, 2.99s/it] 102/299 4.14G 0.02482 0.01405 0.000156 65 640: 1%|▏ | 2/160 [00:15<07:52, 2.99s/it] 102/299 4.14G 0.02482 0.01405 0.000156 65 640: 2%|▏ | 3/160 [00:15<16:24, 6.27s/it] 102/299 4.14G 0.02454 0.0135 0.0001628 46 640: 2%|▏ | 3/160 [00:15<16:24, 6.27s/it] 102/299 4.14G 0.02454 0.0135 0.0001628 46 640: 2%|▎ | 4/160 [00:15<10:05, 3.88s/it] 102/299 4.14G 0.02439 0.01422 0.0001711 80 640: 2%|▎ | 4/160 [00:15<10:05, 3.88s/it] 102/299 4.14G 0.02439 0.01422 0.0001711 80 640: 3%|▎ | 5/160 [00:15<06:36, 2.56s/it] 102/299 4.14G 0.02453 0.01394 0.0001676 69 640: 3%|▎ | 5/160 [00:15<06:36, 2.56s/it] 102/299 4.14G 0.02453 0.01394 0.0001676 69 640: 4%|▍ | 6/160 [00:15<04:31, 1.76s/it] 102/299 4.14G 0.02447 0.01386 0.0001614 73 640: 4%|▍ | 6/160 [00:16<04:31, 1.76s/it] 102/299 4.14G 0.02447 0.01386 0.0001614 73 640: 4%|▍ | 7/160 [00:16<03:14, 1.27s/it] 102/299 4.14G 0.02415 0.01351 0.0001587 67 640: 4%|▍ | 7/160 [00:16<03:14, 1.27s/it] 102/299 4.14G 0.02415 0.01351 0.0001587 67 640: 5%|▌ | 8/160 [00:16<02:21, 1.07it/s] 102/299 4.14G 0.02366 0.013 0.0001548 33 640: 5%|▌ | 8/160 [00:16<02:21, 1.07it/s] 102/299 4.14G 0.02366 0.013 0.0001548 33 640: 6%|▌ | 9/160 [00:16<01:47, 1.41it/s] 102/299 4.14G 0.0238 0.01302 0.0001524 67 640: 6%|▌ | 9/160 [00:21<01:47, 1.41it/s] 102/299 4.14G 0.0238 0.01302 0.0001524 67 640: 6%|▋ | 10/160 [00:21<05:07, 2.05s/it] 102/299 4.14G 0.02394 0.01331 0.0001534 75 640: 6%|▋ | 10/160 [00:29<05:07, 2.05s/it] 102/299 4.14G 0.02394 0.01331 0.0001534 75 640: 7%|▋ | 11/160 [00:29<09:46, 3.94s/it] 102/299 4.14G 0.02405 0.01353 0.0001527 79 640: 7%|▋ | 11/160 [00:30<09:46, 3.94s/it] 102/299 4.14G 0.02405 0.01353 0.0001527 79 640: 8%|▊ | 12/160 [00:30<06:55, 2.80s/it] 102/299 4.14G 0.02408 0.01355 0.0001516 78 640: 8%|▊ | 12/160 [00:30<06:55, 2.80s/it] 102/299 4.14G 0.02408 0.01355 0.0001516 78 640: 8%|▊ | 13/160 [00:30<04:56, 2.02s/it] 102/299 4.14G 0.02403 0.01336 0.0001515 61 640: 8%|▊ | 13/160 [00:30<04:56, 2.02s/it] 102/299 4.14G 0.02403 0.01336 0.0001515 61 640: 9%|▉ | 14/160 [00:30<03:35, 1.47s/it] 102/299 4.14G 0.024 0.0133 0.00015 50 640: 9%|▉ | 14/160 [00:30<03:35, 1.47s/it] 102/299 4.14G 0.024 0.0133 0.00015 50 640: 9%|▉ | 15/160 [00:30<02:40, 1.11s/it] 102/299 4.14G 0.02408 0.01316 0.0001495 46 640: 9%|▉ | 15/160 [00:31<02:40, 1.11s/it] 102/299 4.14G 0.02408 0.01316 0.0001495 46 640: 10%|█ | 16/160 [00:31<02:00, 1.19it/s] 102/299 4.14G 0.02416 0.0131 0.0001497 72 640: 10%|█ | 16/160 [00:31<02:00, 1.19it/s] 102/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 823 0.649 0.633 0.634 0.364
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 103/299 4.14G 0.0236 0.01027 0.0001326 50 640: 0%| | 0/160 [00:00<?, ?it/s] 103/299 4.14G 0.0236 0.01027 0.0001326 50 640: 1%| | 1/160 [00:00<00:52, 3.02it/s] 103/299 4.14G 0.02362 0.01089 0.0001409 56 640: 1%| | 1/160 [00:02<00:52, 3.02it/s] 103/299 4.14G 0.02362 0.01089 0.0001409 56 640: 1%|▏ | 2/160 [00:02<04:25, 1.68s/it] 103/299 4.14G 0.02296 0.01079 0.0001377 61 640: 1%|▏ | 2/160 [00:16<04:25, 1.68s/it] 103/299 4.14G 0.02296 0.01079 0.0001377 61 640: 2%|▏ | 3/160 [00:16<18:00, 6.88s/it] 103/299 4.14G 0.02271 0.01046 0.0001408 40 640: 2%|▏ | 3/160 [00:16<18:00, 6.88s/it] 103/299 4.14G 0.02271 0.01046 0.0001408 40 640: 2%|▎ | 4/160 [00:16<11:02, 4.25s/it] 103/299 4.14G 0.02263 0.01022 0.0001401 60 640: 2%|▎ | 4/160 [00:16<11:02, 4.25s/it] 103/299 4.14G 0.02263 0.01022 0.0001401 60 640: 3%|▎ | 5/160 [00:16<07:13, 2.80s/it] 103/299 4.14G 0.02291 0.01055 0.0001963 74 640: 3%|▎ | 5/160 [00:16<07:13, 2.80s/it] 103/299 4.14G 0.02291 0.01055 0.0001963 74 640: 4%|▍ | 6/160 [00:16<04:55, 1.92s/it] 103/299 4.14G 0.02322 0.01097 0.0001869 69 640: 4%|▍ | 6/160 [00:16<04:55, 1.92s/it] 103/299 4.14G 0.02322 0.01097 0.0001869 69 640: 4%|▍ | 7/160 [00:16<03:29, 1.37s/it] 103/299 4.14G 0.02349 0.01174 0.0001929 91 640: 4%|▍ | 7/160 [00:17<03:29, 1.37s/it] 103/299 4.14G 0.02349 0.01174 0.0001929 91 640: 5%|▌ | 8/160 [00:17<02:32, 1.00s/it] 103/299 4.14G 0.02349 0.01245 0.0001867 101 640: 5%|▌ | 8/160 [00:17<02:32, 1.00s/it] 103/299 4.14G 0.02349 0.01245 0.0001867 101 640: 6%|▌ | 9/160 [00:17<01:54, 1.32it/s] 103/299 4.14G 0.02327 0.01222 0.0001848 56 640: 6%|▌ | 9/160 [00:22<01:54, 1.32it/s] 103/299 4.14G 0.02327 0.01222 0.0001848 56 640: 6%|▋ | 10/160 [00:22<05:18, 2.12s/it] 103/299 4.14G 0.0233 0.01215 0.0001802 50 640: 6%|▋ | 10/160 [00:30<05:18, 2.12s/it] 103/299 4.14G 0.0233 0.01215 0.0001802 50 640: 7%|▋ | 11/160 [00:30<10:02, 4.04s/it] 103/299 4.14G 0.02337 0.01224 0.0001888 74 640: 7%|▋ | 11/160 [00:31<10:02, 4.04s/it] 103/299 4.14G 0.02337 0.01224 0.0001888 74 640: 8%|▊ | 12/160 [00:31<07:06, 2.88s/it] 103/299 4.14G 0.02352 0.01235 0.0001858 64 640: 8%|▊ | 12/160 [00:31<07:06, 2.88s/it] 103/299 4.14G 0.02352 0.01235 0.0001858 64 640: 8%|▊ | 13/160 [00:31<05:04, 2.07s/it] 103/299 4.14G 0.02363 0.01251 0.0002606 71 640: 8%|▊ | 13/160 [00:31<05:04, 2.07s/it] 103/299 4.14G 0.02363 0.01251 0.0002606 71 640: 9%|▉ | 14/160 [00:31<03:40, 1.51s/it] 103/299 4.14G 0.02365 0.0127 0.0002544 68 640: 9%|▉ | 14/160 [00:31<03:40, 1.51s/it] 103/299 4.14G 0.02365 0.0127 0.0002544 68 640: 9%|▉ | 15/160 [00:31<02:44, 1.13s/it] 103/299 4.14G 0.02396 0.01263 0.0002529 59 640: 9%|▉ | 15/160 [00:32<02:44, 1.13s/it] 103/299 4.14G 0.02396 0.01263 0.0002529 59 640: 10%|█ | 16/160 [00:32<02:03, 1.17it/s] 103/299 4.14G 0.02407 0.0127 0.0002514 73 640: 10%|█ | 16/160 [00:32<02:03, 1.17it/s] 103/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.672 0.601 0.626 0.356
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 104/299 4.14G 0.02355 0.01158 0.002825 50 640: 0%| | 0/160 [00:00<?, ?it/s] 104/299 4.14G 0.02355 0.01158 0.002825 50 640: 1%| | 1/160 [00:00<00:47, 3.34it/s] 104/299 4.14G 0.02381 0.01162 0.00148 54 640: 1%| | 1/160 [00:00<00:47, 3.34it/s] 104/299 4.14G 0.02381 0.01162 0.00148 54 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 104/299 4.14G 0.0236 0.0119 0.001032 74 640: 1%|▏ | 2/160 [00:13<00:48, 3.25it/s] 104/299 4.14G 0.0236 0.0119 0.001032 74 640: 2%|▏ | 3/160 [00:13<16:20, 6.24s/it] 104/299 4.14G 0.02364 0.01197 0.0008585 61 640: 2%|▏ | 3/160 [00:14<16:20, 6.24s/it] 104/299 4.14G 0.02364 0.01197 0.0008585 61 640: 2%|▎ | 4/160 [00:14<10:02, 3.86s/it] 104/299 4.14G 0.02345 0.0118 0.0007118 58 640: 2%|▎ | 4/160 [00:14<10:02, 3.86s/it] 104/299 4.14G 0.02345 0.0118 0.0007118 58 640: 3%|▎ | 5/160 [00:14<06:35, 2.55s/it] 104/299 4.14G 0.02373 0.01149 0.0006175 47 640: 3%|▎ | 5/160 [00:17<06:35, 2.55s/it] 104/299 4.14G 0.02373 0.01149 0.0006175 47 640: 4%|▍ | 6/160 [00:17<06:47, 2.65s/it] 104/299 4.14G 0.02377 0.01276 0.0005508 117 640: 4%|▍ | 6/160 [00:17<06:47, 2.65s/it] 104/299 4.14G 0.02377 0.01276 0.0005508 117 640: 4%|▍ | 7/160 [00:17<04:45, 1.87s/it] 104/299 4.14G 0.0235 0.01249 0.0005032 56 640: 4%|▍ | 7/160 [00:17<04:45, 1.87s/it] 104/299 4.14G 0.0235 0.01249 0.0005032 56 640: 5%|▌ | 8/160 [00:17<03:23, 1.34s/it] 104/299 4.14G 0.02366 0.01243 0.0004649 63 640: 5%|▌ | 8/160 [00:17<03:23, 1.34s/it] 104/299 4.14G 0.02366 0.01243 0.0004649 63 640: 6%|▌ | 9/160 [00:17<02:29, 1.01it/s] 104/299 4.14G 0.0235 0.01237 0.0004317 63 640: 6%|▌ | 9/160 [00:18<02:29, 1.01it/s] 104/299 4.14G 0.0235 0.01237 0.0004317 63 640: 6%|▋ | 10/160 [00:18<01:52, 1.33it/s] 104/299 4.14G 0.02345 0.01225 0.0004059 43 640: 6%|▋ | 10/160 [00:27<01:52, 1.33it/s] 104/299 4.14G 0.02345 0.01225 0.0004059 43 640: 7%|▋ | 11/160 [00:27<08:43, 3.51s/it] 104/299 4.14G 0.02339 0.01206 0.0003828 62 640: 7%|▋ | 11/160 [00:28<08:43, 3.51s/it] 104/299 4.14G 0.02339 0.01206 0.0003828 62 640: 8%|▊ | 12/160 [00:28<06:11, 2.51s/it] 104/299 4.14G 0.0234 0.01198 0.0003652 64 640: 8%|▊ | 12/160 [00:28<06:11, 2.51s/it] 104/299 4.14G 0.0234 0.01198 0.0003652 64 640: 8%|▊ | 13/160 [00:28<04:26, 1.82s/it] 104/299 4.14G 0.02314 0.01181 0.0003536 52 640: 8%|▊ | 13/160 [00:32<04:26, 1.82s/it] 104/299 4.14G 0.02314 0.01181 0.0003536 52 640: 9%|▉ | 14/160 [00:32<05:56, 2.44s/it] 104/299 4.14G 0.02311 0.01188 0.0003404 68 640: 9%|▉ | 14/160 [00:32<05:56, 2.44s/it] 104/299 4.14G 0.02311 0.01188 0.0003404 68 640: 9%|▉ | 15/160 [00:32<04:18, 1.78s/it] 104/299 4.14G 0.02317 0.01202 0.0003287 82 640: 9%|▉ | 15/160 [00:32<04:18, 1.78s/it] 104/299 4.14G 0.02317 0.01202 0.0003287 82 640: 10%|█ | 16/160 [00:32<03:08, 1.31s/it] 104/299 4.14G 0.02324 0.01214 0.0003294 55 640: 10%|█ | 16/160 [00:32<03:08, 1.31s/it] 104/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.642 0.684 0.651 0.368
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 105/299 4.14G 0.02567 0.01493 0.0002182 74 640: 0%| | 0/160 [00:00<?, ?it/s] 105/299 4.14G 0.02567 0.01493 0.0002182 74 640: 1%| | 1/160 [00:00<00:40, 3.97it/s] 105/299 4.14G 0.02706 0.01383 0.0001845 52 640: 1%| | 1/160 [00:00<00:40, 3.97it/s] 105/299 4.14G 0.02706 0.01383 0.0001845 52 640: 1%|▏ | 2/160 [00:00<00:42, 3.70it/s] 105/299 4.14G 0.02736 0.01339 0.0001817 48 640: 1%|▏ | 2/160 [00:09<00:42, 3.70it/s] 105/299 4.14G 0.02736 0.01339 0.0001817 48 640: 2%|▏ | 3/160 [00:09<10:36, 4.05s/it] 105/299 4.14G 0.02765 0.01355 0.0001681 50 640: 2%|▏ | 3/160 [00:09<10:36, 4.05s/it] 105/299 4.14G 0.02765 0.01355 0.0001681 50 640: 2%|▎ | 4/160 [00:09<06:36, 2.54s/it] 105/299 4.14G 0.02596 0.01271 0.0001581 40 640: 2%|▎ | 4/160 [00:09<06:36, 2.54s/it] 105/299 4.14G 0.02596 0.01271 0.0001581 40 640: 3%|▎ | 5/160 [00:09<04:23, 1.70s/it] 105/299 4.14G 0.02599 0.01272 0.0001541 52 640: 3%|▎ | 5/160 [00:14<04:23, 1.70s/it] 105/299 4.14G 0.02599 0.01272 0.0001541 52 640: 4%|▍ | 6/160 [00:14<07:28, 2.91s/it] 105/299 4.14G 0.02567 0.0128 0.0001539 71 640: 4%|▍ | 6/160 [00:15<07:28, 2.91s/it] 105/299 4.14G 0.02567 0.0128 0.0001539 71 640: 4%|▍ | 7/160 [00:15<05:12, 2.04s/it] 105/299 4.14G 0.02563 0.01254 0.0001651 50 640: 4%|▍ | 7/160 [00:15<05:12, 2.04s/it] 105/299 4.14G 0.02563 0.01254 0.0001651 50 640: 5%|▌ | 8/160 [00:15<03:41, 1.46s/it] 105/299 4.14G 0.02515 0.01228 0.0001596 51 640: 5%|▌ | 8/160 [00:15<03:41, 1.46s/it] 105/299 4.14G 0.02515 0.01228 0.0001596 51 640: 6%|▌ | 9/160 [00:15<02:41, 1.07s/it] 105/299 4.14G 0.02527 0.01236 0.0001576 72 640: 6%|▌ | 9/160 [00:16<02:41, 1.07s/it] 105/299 4.14G 0.02527 0.01236 0.0001576 72 640: 6%|▋ | 10/160 [00:16<02:25, 1.03it/s] 105/299 4.14G 0.02518 0.01256 0.0001558 71 640: 6%|▋ | 10/160 [00:26<02:25, 1.03it/s] 105/299 4.14G 0.02518 0.01256 0.0001558 71 640: 7%|▋ | 11/160 [00:26<09:08, 3.68s/it] 105/299 4.14G 0.02504 0.01249 0.0001562 64 640: 7%|▋ | 11/160 [00:26<09:08, 3.68s/it] 105/299 4.14G 0.02504 0.01249 0.0001562 64 640: 8%|▊ | 12/160 [00:26<06:28, 2.62s/it] 105/299 4.14G 0.02501 0.01259 0.0001542 83 640: 8%|▊ | 12/160 [00:26<06:28, 2.62s/it] 105/299 4.14G 0.02501 0.01259 0.0001542 83 640: 8%|▊ | 13/160 [00:26<04:38, 1.89s/it] 105/299 4.14G 0.02499 0.01252 0.0001559 65 640: 8%|▊ | 13/160 [00:28<04:38, 1.89s/it] 105/299 4.14G 0.02499 0.01252 0.0001559 65 640: 9%|▉ | 14/160 [00:28<04:21, 1.79s/it] 105/299 4.14G 0.0248 0.01269 0.0001535 75 640: 9%|▉ | 14/160 [00:28<04:21, 1.79s/it] 105/299 4.14G 0.0248 0.01269 0.0001535 75 640: 9%|▉ | 15/160 [00:28<03:12, 1.33s/it] 105/299 4.14G 0.02478 0.01258 0.0001529 52 640: 9%|▉ | 15/160 [00:28<03:12, 1.33s/it] 105/299 4.14G 0.02478 0.01258 0.0001529 52 640: 10%|█ | 16/160 [00:28<02:22, 1.01it/s] 105/299 4.14G 0.02494 0.01263 0.0001519 61 640: 10%|█ | 16/160 [00:28<02:22, 1.01it/s] 105/299 4.14G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.677 0.623 0.633 0.357
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 106/299 4.14G 0.02322 0.01148 0.0001209 52 640: 0%| | 0/160 [00:00<?, ?it/s] 106/299 4.14G 0.02322 0.01148 0.0001209 52 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 106/299 4.14G 0.02361 0.01198 0.0001282 78 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 106/299 4.14G 0.02361 0.01198 0.0001282 78 640: 1%|▏ | 2/160 [00:00<01:13, 2.16it/s] 106/299 4.14G 0.02357 0.01222 0.0001241 60 640: 1%|▏ | 2/160 [00:14<01:13, 2.16it/s] 106/299 4.14G 0.02357 0.01222 0.0001241 60 640: 2%|▏ | 3/160 [00:14<17:14, 6.59s/it] 106/299 4.14G 0.02354 0.01157 0.0001254 46 640: 2%|▏ | 3/160 [00:14<17:14, 6.59s/it] 106/299 4.14G 0.02354 0.01157 0.0001254 46 640: 2%|▎ | 4/160 [00:14<10:35, 4.07s/it] 106/299 4.14G 0.02294 0.01085 0.0001306 43 640: 2%|▎ | 4/160 [00:15<10:35, 4.07s/it] 106/299 4.14G 0.02294 0.01085 0.0001306 43 640: 3%|▎ | 5/160 [00:15<06:55, 2.68s/it] 106/299 4.14G 0.02279 0.01101 0.0001324 67 640: 3%|▎ | 5/160 [00:15<06:55, 2.68s/it] 106/299 4.14G 0.02279 0.01101 0.0001324 67 640: 4%|▍ | 6/160 [00:15<04:43, 1.84s/it] 106/299 4.14G 0.02268 0.01191 0.0001336 90 640: 4%|▍ | 6/160 [00:15<04:43, 1.84s/it] 106/299 4.14G 0.02268 0.01191 0.0001336 90 640: 4%|▍ | 7/160 [00:15<03:22, 1.32s/it] 106/299 4.14G 0.02274 0.0122 0.0001321 78 640: 4%|▍ | 7/160 [00:15<03:22, 1.32s/it] 106/299 4.14G 0.02274 0.0122 0.0001321 78 640: 5%|▌ | 8/160 [00:15<02:27, 1.03it/s] 106/299 4.14G 0.02324 0.01242 0.0001368 59 640: 5%|▌ | 8/160 [00:16<02:27, 1.03it/s] 106/299 4.14G 0.02324 0.01242 0.0001368 59 640: 6%|▌ | 9/160 [00:16<01:50, 1.36it/s] 106/299 4.14G 0.02322 0.01214 0.0001363 61 640: 6%|▌ | 9/160 [00:21<01:50, 1.36it/s] 106/299 4.14G 0.02322 0.01214 0.0001363 61 640: 6%|▋ | 10/160 [00:21<05:15, 2.10s/it] 106/299 4.14G 0.02364 0.01205 0.0001404 49 640: 6%|▋ | 10/160 [00:30<05:15, 2.10s/it] 106/299 4.14G 0.02364 0.01205 0.0001404 49 640: 7%|▋ | 11/160 [00:30<10:55, 4.40s/it] 106/299 4.14G 0.02355 0.01197 0.0001387 52 640: 7%|▋ | 11/160 [00:31<10:55, 4.40s/it] 106/299 4.14G 0.02355 0.01197 0.0001387 52 640: 8%|▊ | 12/160 [00:31<07:42, 3.13s/it] 106/299 4.14G 0.02354 0.01212 0.0001393 67 640: 8%|▊ | 12/160 [00:31<07:42, 3.13s/it] 106/299 4.14G 0.02354 0.01212 0.0001393 67 640: 8%|▊ | 13/160 [00:31<05:29, 2.24s/it] 106/299 4.14G 0.02372 0.01223 0.0001408 72 640: 8%|▊ | 13/160 [00:31<05:29, 2.24s/it] 106/299 4.14G 0.02372 0.01223 0.0001408 72 640: 9%|▉ | 14/160 [00:31<03:57, 1.63s/it] 106/299 4.14G 0.0238 0.01238 0.0001391 64 640: 9%|▉ | 14/160 [00:31<03:57, 1.63s/it] 106/299 4.14G 0.0238 0.01238 0.0001391 64 640: 9%|▉ | 15/160 [00:31<02:55, 1.21s/it] 106/299 4.14G 0.0236 0.01224 0.0001477 55 640: 9%|▉ | 15/160 [00:31<02:55, 1.21s/it] 106/299 4.14G 0.0236 0.01224 0.0001477 55 640: 10%|█ | 16/160 [00:31<02:11, 1.10it/s] 106/299 4.14G 0.02348 0.01246 0.0001506 79 640: 10%|█ | 16/160 [00:32<02:11, 1.10it/s] 106/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.653 0.645 0.634 0.353
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 107/299 4.14G 0.02585 0.01173 0.0001464 52 640: 0%| | 0/160 [00:00<?, ?it/s] 107/299 4.14G 0.02585 0.01173 0.0001464 52 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 107/299 4.14G 0.02346 0.0115 0.0001327 60 640: 1%| | 1/160 [00:03<00:52, 3.03it/s] 107/299 4.14G 0.02346 0.0115 0.0001327 60 640: 1%|▏ | 2/160 [00:03<05:12, 1.98s/it] 107/299 4.14G 0.02306 0.01184 0.0001374 58 640: 1%|▏ | 2/160 [00:14<05:12, 1.98s/it] 107/299 4.14G 0.02306 0.01184 0.0001374 58 640: 2%|▏ | 3/160 [00:14<15:53, 6.08s/it] 107/299 4.14G 0.02396 0.01216 0.0001568 54 640: 2%|▏ | 3/160 [00:14<15:53, 6.08s/it] 107/299 4.14G 0.02396 0.01216 0.0001568 54 640: 2%|▎ | 4/160 [00:14<09:46, 3.76s/it] 107/299 4.14G 0.02408 0.01238 0.0001554 73 640: 2%|▎ | 4/160 [00:14<09:46, 3.76s/it] 107/299 4.14G 0.02408 0.01238 0.0001554 73 640: 3%|▎ | 5/160 [00:14<06:24, 2.48s/it] 107/299 4.14G 0.02369 0.01213 0.0001563 59 640: 3%|▎ | 5/160 [00:16<06:24, 2.48s/it] 107/299 4.14G 0.02369 0.01213 0.0001563 59 640: 4%|▍ | 6/160 [00:16<05:43, 2.23s/it] 107/299 4.14G 0.02353 0.01199 0.0001501 52 640: 4%|▍ | 6/160 [00:16<05:43, 2.23s/it] 107/299 4.14G 0.02353 0.01199 0.0001501 52 640: 4%|▍ | 7/160 [00:16<04:02, 1.59s/it] 107/299 4.14G 0.02342 0.01215 0.000146 61 640: 4%|▍ | 7/160 [00:17<04:02, 1.59s/it] 107/299 4.14G 0.02342 0.01215 0.000146 61 640: 5%|▌ | 8/160 [00:17<02:54, 1.15s/it] 107/299 4.14G 0.0233 0.01202 0.0001737 51 640: 5%|▌ | 8/160 [00:17<02:54, 1.15s/it] 107/299 4.14G 0.0233 0.01202 0.0001737 51 640: 6%|▌ | 9/160 [00:17<02:09, 1.17it/s] 107/299 4.14G 0.02333 0.01219 0.0001753 59 640: 6%|▌ | 9/160 [00:22<02:09, 1.17it/s] 107/299 4.14G 0.02333 0.01219 0.0001753 59 640: 6%|▋ | 10/160 [00:22<05:50, 2.34s/it] 107/299 4.14G 0.02362 0.01178 0.0001789 31 640: 6%|▋ | 10/160 [00:30<05:50, 2.34s/it] 107/299 4.14G 0.02362 0.01178 0.0001789 31 640: 7%|▋ | 11/160 [00:30<09:45, 3.93s/it] 107/299 4.14G 0.0237 0.01191 0.0001914 58 640: 7%|▋ | 11/160 [00:30<09:45, 3.93s/it] 107/299 4.14G 0.0237 0.01191 0.0001914 58 640: 8%|▊ | 12/160 [00:30<06:54, 2.80s/it] 107/299 4.14G 0.02371 0.01205 0.0002805 55 640: 8%|▊ | 12/160 [00:30<06:54, 2.80s/it] 107/299 4.14G 0.02371 0.01205 0.0002805 55 640: 8%|▊ | 13/160 [00:30<04:56, 2.02s/it] 107/299 4.14G 0.02375 0.01236 0.0002728 82 640: 8%|▊ | 13/160 [00:31<04:56, 2.02s/it] 107/299 4.14G 0.02375 0.01236 0.0002728 82 640: 9%|▉ | 14/160 [00:31<03:41, 1.52s/it] 107/299 4.14G 0.02379 0.01218 0.0002679 55 640: 9%|▉ | 14/160 [00:31<03:41, 1.52s/it] 107/299 4.14G 0.02379 0.01218 0.0002679 55 640: 9%|▉ | 15/160 [00:31<02:44, 1.13s/it] 107/299 4.14G 0.0238 0.01215 0.0002582 55 640: 9%|▉ | 15/160 [00:31<02:44, 1.13s/it] 107/299 4.14G 0.0238 0.01215 0.0002582 55 640: 10%|█ | 16/160 [00:31<02:03, 1.17it/s] 107/299 4.14G 0.02378 0.01224 0.0002521 80 640: 10%|█ | 16/160 [00:31<02:03, 1.17it/s] 107/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 823 0.631 0.661 0.634 0.359
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 108/299 4.14G 0.02753 0.0171 0.0002195 74 640: 0%| | 0/160 [00:00<?, ?it/s] 108/299 4.14G 0.02753 0.0171 0.0002195 74 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 108/299 4.14G 0.02711 0.01753 0.0001663 90 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 108/299 4.14G 0.02711 0.01753 0.0001663 90 640: 1%|▏ | 2/160 [00:00<00:47, 3.33it/s] 108/299 4.14G 0.02593 0.01453 0.0001511 45 640: 1%|▏ | 2/160 [00:13<00:47, 3.33it/s] 108/299 4.14G 0.02593 0.01453 0.0001511 45 640: 2%|▏ | 3/160 [00:13<15:48, 6.04s/it] 108/299 4.14G 0.02516 0.01377 0.0001658 68 640: 2%|▏ | 3/160 [00:13<15:48, 6.04s/it] 108/299 4.14G 0.02516 0.01377 0.0001658 68 640: 2%|▎ | 4/160 [00:13<09:43, 3.74s/it] 108/299 4.14G 0.02438 0.01324 0.000192 55 640: 2%|▎ | 4/160 [00:13<09:43, 3.74s/it] 108/299 4.14G 0.02438 0.01324 0.000192 55 640: 3%|▎ | 5/160 [00:13<06:22, 2.47s/it] 108/299 4.14G 0.02446 0.01305 0.0002184 73 640: 3%|▎ | 5/160 [00:15<06:22, 2.47s/it] 108/299 4.14G 0.02446 0.01305 0.0002184 73 640: 4%|▍ | 6/160 [00:15<05:09, 2.01s/it] 108/299 4.14G 0.02409 0.01287 0.0002033 55 640: 4%|▍ | 6/160 [00:15<05:09, 2.01s/it] 108/299 4.14G 0.02409 0.01287 0.0002033 55 640: 4%|▍ | 7/160 [00:15<03:39, 1.44s/it] 108/299 4.14G 0.02409 0.01278 0.0002008 48 640: 4%|▍ | 7/160 [00:15<03:39, 1.44s/it] 108/299 4.14G 0.02409 0.01278 0.0002008 48 640: 5%|▌ | 8/160 [00:15<02:39, 1.05s/it] 108/299 4.14G 0.024 0.01285 0.0001963 52 640: 5%|▌ | 8/160 [00:15<02:39, 1.05s/it] 108/299 4.14G 0.024 0.01285 0.0001963 52 640: 6%|▌ | 9/160 [00:15<01:58, 1.27it/s] 108/299 4.14G 0.02404 0.01271 0.0001898 52 640: 6%|▌ | 9/160 [00:17<01:58, 1.27it/s] 108/299 4.14G 0.02404 0.01271 0.0001898 52 640: 6%|▋ | 10/160 [00:17<02:51, 1.14s/it] 108/299 4.14G 0.02429 0.01277 0.0001849 69 640: 6%|▋ | 10/160 [00:28<02:51, 1.14s/it] 108/299 4.14G 0.02429 0.01277 0.0001849 69 640: 7%|▋ | 11/160 [00:28<10:08, 4.08s/it] 108/299 4.14G 0.02417 0.01261 0.0001806 56 640: 7%|▋ | 11/160 [00:28<10:08, 4.08s/it] 108/299 4.14G 0.02417 0.01261 0.0001806 56 640: 8%|▊ | 12/160 [00:28<07:10, 2.91s/it] 108/299 4.14G 0.02398 0.01279 0.0001801 66 640: 8%|▊ | 12/160 [00:28<07:10, 2.91s/it] 108/299 4.14G 0.02398 0.01279 0.0001801 66 640: 8%|▊ | 13/160 [00:28<05:07, 2.09s/it] 108/299 4.14G 0.02374 0.01274 0.0001753 64 640: 8%|▊ | 13/160 [00:30<05:07, 2.09s/it] 108/299 4.14G 0.02374 0.01274 0.0001753 64 640: 9%|▉ | 14/160 [00:30<04:44, 1.95s/it] 108/299 4.14G 0.02357 0.01256 0.0001706 61 640: 9%|▉ | 14/160 [00:30<04:44, 1.95s/it] 108/299 4.14G 0.02357 0.01256 0.0001706 61 640: 9%|▉ | 15/160 [00:30<03:28, 1.44s/it] 108/299 4.14G 0.02368 0.01264 0.00022 64 640: 9%|▉ | 15/160 [00:30<03:28, 1.44s/it] 108/299 4.14G 0.02368 0.01264 0.00022 64 640: 10%|█ | 16/160 [00:30<02:34, 1.07s/it] 108/299 4.14G 0.02365 0.01253 0.000214 59 640: 10%|█ | 16/160 [00:31<02:34, 1.07s/it] 108/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s]
all 340 823 0.663 0.666 0.636 0.36
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 109/299 4.14G 0.02262 0.01208 0.0001087 62 640: 0%| | 0/160 [00:00<?, ?it/s] 109/299 4.14G 0.02262 0.01208 0.0001087 62 640: 1%| | 1/160 [00:00<00:48, 3.28it/s] 109/299 4.14G 0.02429 0.01484 0.0001167 87 640: 1%| | 1/160 [00:00<00:48, 3.28it/s] 109/299 4.14G 0.02429 0.01484 0.0001167 87 640: 1%|▏ | 2/160 [00:00<00:47, 3.34it/s] 109/299 4.14G 0.0241 0.01311 0.0001293 49 640: 1%|▏ | 2/160 [00:16<00:47, 3.34it/s] 109/299 4.14G 0.0241 0.01311 0.0001293 49 640: 2%|▏ | 3/160 [00:16<19:14, 7.35s/it] 109/299 4.14G 0.02405 0.01257 0.0001284 55 640: 2%|▏ | 3/160 [00:16<19:14, 7.35s/it] 109/299 4.14G 0.02405 0.01257 0.0001284 55 640: 2%|▎ | 4/160 [00:16<11:47, 4.53s/it] 109/299 4.14G 0.02422 0.01257 0.0001408 60 640: 2%|▎ | 4/160 [00:16<11:47, 4.53s/it] 109/299 4.14G 0.02422 0.01257 0.0001408 60 640: 3%|▎ | 5/160 [00:16<07:41, 2.98s/it] 109/299 4.14G 0.02393 0.01198 0.0005711 49 640: 3%|▎ | 5/160 [00:16<07:41, 2.98s/it] 109/299 4.14G 0.02393 0.01198 0.0005711 49 640: 4%|▍ | 6/160 [00:16<05:13, 2.04s/it] 109/299 4.14G 0.02405 0.01206 0.0007044 68 640: 4%|▍ | 6/160 [00:17<05:13, 2.04s/it] 109/299 4.14G 0.02405 0.01206 0.0007044 68 640: 4%|▍ | 7/160 [00:17<03:42, 1.45s/it] 109/299 4.14G 0.02385 0.01212 0.0006325 80 640: 4%|▍ | 7/160 [00:17<03:42, 1.45s/it] 109/299 4.14G 0.02385 0.01212 0.0006325 80 640: 5%|▌ | 8/160 [00:17<02:41, 1.06s/it] 109/299 4.14G 0.02413 0.01216 0.0006457 51 640: 5%|▌ | 8/160 [00:17<02:41, 1.06s/it] 109/299 4.14G 0.02413 0.01216 0.0006457 51 640: 6%|▌ | 9/160 [00:17<02:00, 1.26it/s] 109/299 4.14G 0.02397 0.01246 0.0006039 88 640: 6%|▌ | 9/160 [00:17<02:00, 1.26it/s] 109/299 4.14G 0.02397 0.01246 0.0006039 88 640: 6%|▋ | 10/160 [00:17<01:32, 1.62it/s] 109/299 4.14G 0.02424 0.01231 0.0005652 63 640: 6%|▋ | 10/160 [00:30<01:32, 1.62it/s] 109/299 4.14G 0.02424 0.01231 0.0005652 63 640: 7%|▋ | 11/160 [00:30<10:35, 4.27s/it] 109/299 4.14G 0.02427 0.01229 0.0005288 51 640: 7%|▋ | 11/160 [00:30<10:35, 4.27s/it] 109/299 4.14G 0.02427 0.01229 0.0005288 51 640: 8%|▊ | 12/160 [00:30<07:28, 3.03s/it] 109/299 4.14G 0.02438 0.01266 0.000504 110 640: 8%|▊ | 12/160 [00:30<07:28, 3.03s/it] 109/299 4.14G 0.02438 0.01266 0.000504 110 640: 8%|▊ | 13/160 [00:30<05:20, 2.18s/it] 109/299 4.14G 0.02406 0.0127 0.0004785 71 640: 8%|▊ | 13/160 [00:31<05:20, 2.18s/it] 109/299 4.14G 0.02406 0.0127 0.0004785 71 640: 9%|▉ | 14/160 [00:31<03:51, 1.59s/it] 109/299 4.14G 0.02407 0.01264 0.0004573 51 640: 9%|▉ | 14/160 [00:31<03:51, 1.59s/it] 109/299 4.14G 0.02407 0.01264 0.0004573 51 640: 9%|▉ | 15/160 [00:31<02:51, 1.18s/it] 109/299 4.14G 0.02399 0.01284 0.0004379 94 640: 9%|▉ | 15/160 [00:31<02:51, 1.18s/it] 109/299 4.14G 0.02399 0.01284 0.0004379 94 640: 10%|█ | 16/160 [00:31<02:08, 1.12it/s] 109/299 4.14G 0.02388 0.01272 0.000421 57 640: 10%|█ | 16/160 [00:31<02:08, 1.12it/s] 109/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.644 0.612 0.619 0.349
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 110/299 4.14G 0.02495 0.01131 0.0001153 59 640: 0%| | 0/160 [00:00<?, ?it/s] 110/299 4.14G 0.02495 0.01131 0.0001153 59 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 110/299 4.14G 0.02414 0.0122 0.0001185 79 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 110/299 4.14G 0.02414 0.0122 0.0001185 79 640: 1%|▏ | 2/160 [00:00<00:40, 3.87it/s] 110/299 4.14G 0.02326 0.01201 0.0001187 58 640: 1%|▏ | 2/160 [00:13<00:40, 3.87it/s] 110/299 4.14G 0.02326 0.01201 0.0001187 58 640: 2%|▏ | 3/160 [00:13<16:11, 6.19s/it] 110/299 4.14G 0.02429 0.01164 0.000121 52 640: 2%|▏ | 3/160 [00:13<16:11, 6.19s/it] 110/299 4.14G 0.02429 0.01164 0.000121 52 640: 2%|▎ | 4/160 [00:13<09:57, 3.83s/it] 110/299 4.14G 0.0245 0.01201 0.0001204 65 640: 2%|▎ | 4/160 [00:14<09:57, 3.83s/it] 110/299 4.14G 0.0245 0.01201 0.0001204 65 640: 3%|▎ | 5/160 [00:14<06:31, 2.53s/it] 110/299 4.14G 0.02455 0.01178 0.000125 50 640: 3%|▎ | 5/160 [00:14<06:31, 2.53s/it] 110/299 4.14G 0.02455 0.01178 0.000125 50 640: 4%|▍ | 6/160 [00:14<04:28, 1.74s/it] 110/299 4.14G 0.02465 0.01176 0.0001245 46 640: 4%|▍ | 6/160 [00:14<04:28, 1.74s/it] 110/299 4.14G 0.02465 0.01176 0.0001245 46 640: 4%|▍ | 7/160 [00:14<03:12, 1.26s/it] 110/299 4.14G 0.02456 0.01189 0.0001593 58 640: 4%|▍ | 7/160 [00:14<03:12, 1.26s/it] 110/299 4.14G 0.02456 0.01189 0.0001593 58 640: 5%|▌ | 8/160 [00:14<02:20, 1.08it/s] 110/299 4.14G 0.02448 0.01183 0.0001573 55 640: 5%|▌ | 8/160 [00:15<02:20, 1.08it/s] 110/299 4.14G 0.02448 0.01183 0.0001573 55 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 110/299 4.14G 0.02405 0.01178 0.0001562 75 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 110/299 4.14G 0.02405 0.01178 0.0001562 75 640: 6%|▋ | 10/160 [00:15<01:22, 1.81it/s] 110/299 4.14G 0.02399 0.01176 0.0001671 61 640: 6%|▋ | 10/160 [00:27<01:22, 1.81it/s] 110/299 4.14G 0.02399 0.01176 0.0001671 61 640: 7%|▋ | 11/160 [00:27<10:13, 4.12s/it] 110/299 4.14G 0.02396 0.01189 0.0001712 68 640: 7%|▋ | 11/160 [00:27<10:13, 4.12s/it] 110/299 4.14G 0.02396 0.01189 0.0001712 68 640: 8%|▊ | 12/160 [00:27<07:13, 2.93s/it] 110/299 4.14G 0.02371 0.01176 0.0001763 49 640: 8%|▊ | 12/160 [00:27<07:13, 2.93s/it] 110/299 4.14G 0.02371 0.01176 0.0001763 49 640: 8%|▊ | 13/160 [00:27<05:09, 2.11s/it] 110/299 4.14G 0.02376 0.01197 0.000173 74 640: 8%|▊ | 13/160 [00:28<05:09, 2.11s/it] 110/299 4.14G 0.02376 0.01197 0.000173 74 640: 9%|▉ | 14/160 [00:28<03:44, 1.54s/it] 110/299 4.14G 0.02377 0.01184 0.0001693 52 640: 9%|▉ | 14/160 [00:28<03:44, 1.54s/it] 110/299 4.14G 0.02377 0.01184 0.0001693 52 640: 9%|▉ | 15/160 [00:28<02:46, 1.15s/it] 110/299 4.14G 0.02374 0.01171 0.0001671 59 640: 9%|▉ | 15/160 [00:28<02:46, 1.15s/it] 110/299 4.14G 0.02374 0.01171 0.0001671 59 640: 10%|█ | 16/160 [00:28<02:05, 1.15it/s] 110/299 4.14G 0.02374 0.01194 0.0001905 85 640: 10%|█ | 16/160 [00:28<02:05, 1.15it/s] 110/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 823 0.668 0.657 0.646 0.363
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 111/299 4.14G 0.02415 0.01169 0.0001968 63 640: 0%| | 0/160 [00:00<?, ?it/s] 111/299 4.14G 0.02415 0.01169 0.0001968 63 640: 1%| | 1/160 [00:00<01:00, 2.65it/s] 111/299 4.14G 0.0237 0.01212 0.0001779 73 640: 1%| | 1/160 [00:00<01:00, 2.65it/s] 111/299 4.14G 0.0237 0.01212 0.0001779 73 640: 1%|▏ | 2/160 [00:00<00:53, 2.93it/s] 111/299 4.14G 0.02344 0.01123 0.0002363 43 640: 1%|▏ | 2/160 [00:14<00:53, 2.93it/s] 111/299 4.14G 0.02344 0.01123 0.0002363 43 640: 2%|▏ | 3/160 [00:14<17:19, 6.62s/it] 111/299 4.14G 0.02376 0.0126 0.0002246 87 640: 2%|▏ | 3/160 [00:14<17:19, 6.62s/it] 111/299 4.14G 0.02376 0.0126 0.0002246 87 640: 2%|▎ | 4/160 [00:14<10:38, 4.09s/it] 111/299 4.14G 0.02347 0.01312 0.0002063 77 640: 2%|▎ | 4/160 [00:15<10:38, 4.09s/it] 111/299 4.14G 0.02347 0.01312 0.0002063 77 640: 3%|▎ | 5/160 [00:15<06:57, 2.69s/it] 111/299 4.14G 0.02301 0.01319 0.0002249 60 640: 3%|▎ | 5/160 [00:15<06:57, 2.69s/it] 111/299 4.14G 0.02301 0.01319 0.0002249 60 640: 4%|▍ | 6/160 [00:15<04:45, 1.85s/it] 111/299 4.14G 0.02348 0.01291 0.0003331 61 640: 4%|▍ | 6/160 [00:15<04:45, 1.85s/it] 111/299 4.14G 0.02348 0.01291 0.0003331 61 640: 4%|▍ | 7/160 [00:15<03:23, 1.33s/it] 111/299 4.14G 0.02322 0.0126 0.0003074 57 640: 4%|▍ | 7/160 [00:15<03:23, 1.33s/it] 111/299 4.14G 0.02322 0.0126 0.0003074 57 640: 5%|▌ | 8/160 [00:15<02:28, 1.03it/s] 111/299 4.14G 0.02328 0.01258 0.0002907 55 640: 5%|▌ | 8/160 [00:16<02:28, 1.03it/s] 111/299 4.14G 0.02328 0.01258 0.0002907 55 640: 6%|▌ | 9/160 [00:16<01:51, 1.36it/s] 111/299 4.14G 0.02325 0.01316 0.0003118 86 640: 6%|▌ | 9/160 [00:16<01:51, 1.36it/s] 111/299 4.14G 0.02325 0.01316 0.0003118 86 640: 6%|▋ | 10/160 [00:16<01:26, 1.74it/s] 111/299 4.14G 0.02346 0.0133 0.0002968 76 640: 6%|▋ | 10/160 [00:28<01:26, 1.74it/s] 111/299 4.14G 0.02346 0.0133 0.0002968 76 640: 7%|▋ | 11/160 [00:28<10:37, 4.28s/it] 111/299 4.14G 0.02362 0.01326 0.0003329 54 640: 7%|▋ | 11/160 [00:29<10:37, 4.28s/it] 111/299 4.14G 0.02362 0.01326 0.0003329 54 640: 8%|▊ | 12/160 [00:29<07:30, 3.04s/it] 111/299 4.14G 0.02363 0.01333 0.0003168 69 640: 8%|▊ | 12/160 [00:29<07:30, 3.04s/it] 111/299 4.14G 0.02363 0.01333 0.0003168 69 640: 8%|▊ | 13/160 [00:29<05:21, 2.19s/it] 111/299 4.14G 0.02346 0.0133 0.0003059 76 640: 8%|▊ | 13/160 [00:29<05:21, 2.19s/it] 111/299 4.14G 0.02346 0.0133 0.0003059 76 640: 9%|▉ | 14/160 [00:29<03:52, 1.59s/it] 111/299 4.14G 0.0235 0.01342 0.0002976 65 640: 9%|▉ | 14/160 [00:29<03:52, 1.59s/it] 111/299 4.14G 0.0235 0.01342 0.0002976 65 640: 9%|▉ | 15/160 [00:29<02:52, 1.19s/it] 111/299 4.14G 0.0236 0.01335 0.0002886 48 640: 9%|▉ | 15/160 [00:30<02:52, 1.19s/it] 111/299 4.14G 0.0236 0.01335 0.0002886 48 640: 10%|█ | 16/160 [00:30<02:08, 1.12it/s] 111/299 4.14G 0.02337 0.01315 0.0002828 53 640: 10%|█ | 16/160 [00:30<02:08, 1.12it/s] 111/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.664 0.656 0.645 0.363
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 112/299 4.14G 0.02608 0.01373 0.001198 62 640: 0%| | 0/160 [00:00<?, ?it/s] 112/299 4.14G 0.02608 0.01373 0.001198 62 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 112/299 4.14G 0.02531 0.01406 0.0006878 59 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 112/299 4.14G 0.02531 0.01406 0.0006878 59 640: 1%|▏ | 2/160 [00:00<00:59, 2.64it/s] 112/299 4.14G 0.02414 0.01439 0.0004959 85 640: 1%|▏ | 2/160 [00:15<00:59, 2.64it/s] 112/299 4.14G 0.02414 0.01439 0.0004959 85 640: 2%|▏ | 3/160 [00:15<18:07, 6.92s/it] 112/299 4.14G 0.02311 0.01373 0.0004054 64 640: 2%|▏ | 3/160 [00:15<18:07, 6.92s/it] 112/299 4.14G 0.02311 0.01373 0.0004054 64 640: 2%|▎ | 4/160 [00:15<11:07, 4.28s/it] 112/299 4.14G 0.02307 0.01321 0.0003707 65 640: 2%|▎ | 4/160 [00:15<11:07, 4.28s/it] 112/299 4.14G 0.02307 0.01321 0.0003707 65 640: 3%|▎ | 5/160 [00:15<07:17, 2.83s/it] 112/299 4.14G 0.02318 0.01327 0.0003454 72 640: 3%|▎ | 5/160 [00:16<07:17, 2.83s/it] 112/299 4.14G 0.02318 0.01327 0.0003454 72 640: 4%|▍ | 6/160 [00:16<04:58, 1.94s/it] 112/299 4.14G 0.02288 0.01296 0.0003137 65 640: 4%|▍ | 6/160 [00:16<04:58, 1.94s/it] 112/299 4.14G 0.02288 0.01296 0.0003137 65 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 112/299 4.14G 0.02311 0.01265 0.0002911 69 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 112/299 4.14G 0.02311 0.01265 0.0002911 69 640: 5%|▌ | 8/160 [00:16<02:34, 1.01s/it] 112/299 4.14G 0.02289 0.0122 0.0002705 42 640: 5%|▌ | 8/160 [00:16<02:34, 1.01s/it] 112/299 4.14G 0.02289 0.0122 0.0002705 42 640: 6%|▌ | 9/160 [00:16<01:55, 1.31it/s] 112/299 4.14G 0.02322 0.01203 0.0002621 65 640: 6%|▌ | 9/160 [00:17<01:55, 1.31it/s] 112/299 4.14G 0.02322 0.01203 0.0002621 65 640: 6%|▋ | 10/160 [00:17<01:29, 1.68it/s] 112/299 4.14G 0.02342 0.01215 0.0002513 65 640: 6%|▋ | 10/160 [00:31<01:29, 1.68it/s] 112/299 4.14G 0.02342 0.01215 0.0002513 65 640: 7%|▋ | 11/160 [00:31<11:39, 4.70s/it] 112/299 4.14G 0.02346 0.01215 0.0002412 71 640: 7%|▋ | 11/160 [00:31<11:39, 4.70s/it] 112/299 4.14G 0.02346 0.01215 0.0002412 71 640: 8%|▊ | 12/160 [00:31<08:13, 3.33s/it] 112/299 4.14G 0.02336 0.01223 0.0002377 70 640: 8%|▊ | 12/160 [00:31<08:13, 3.33s/it] 112/299 4.14G 0.02336 0.01223 0.0002377 70 640: 8%|▊ | 13/160 [00:31<05:51, 2.39s/it] 112/299 4.14G 0.02334 0.01242 0.000234 97 640: 8%|▊ | 13/160 [00:31<05:51, 2.39s/it] 112/299 4.14G 0.02334 0.01242 0.000234 97 640: 9%|▉ | 14/160 [00:31<04:12, 1.73s/it] 112/299 4.14G 0.02316 0.01228 0.0002259 44 640: 9%|▉ | 14/160 [00:31<04:12, 1.73s/it] 112/299 4.14G 0.02316 0.01228 0.0002259 44 640: 9%|▉ | 15/160 [00:31<03:05, 1.28s/it] 112/299 4.14G 0.02348 0.0123 0.0002219 64 640: 9%|▉ | 15/160 [00:32<03:05, 1.28s/it] 112/299 4.14G 0.02348 0.0123 0.0002219 64 640: 10%|█ | 16/160 [00:32<02:18, 1.04it/s] 112/299 4.14G 0.02335 0.01223 0.000215 53 640: 10%|█ | 16/160 [00:32<02:18, 1.04it/s] 112/299 4.14G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 823 0.671 0.614 0.623 0.354
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 113/299 4.14G 0.02277 0.01023 0.0001318 47 640: 0%| | 0/160 [00:00<?, ?it/s] 113/299 4.14G 0.02277 0.01023 0.0001318 47 640: 1%| | 1/160 [00:00<00:40, 3.93it/s] 113/299 4.14G 0.02151 0.01076 0.0001225 69 640: 1%| | 1/160 [00:00<00:40, 3.93it/s] 113/299 4.14G 0.02151 0.01076 0.0001225 69 640: 1%|▏ | 2/160 [00:00<00:49, 3.22it/s] 113/299 4.14G 0.02171 0.01144 0.0001266 78 640: 1%|▏ | 2/160 [00:15<00:49, 3.22it/s] 113/299 4.14G 0.02171 0.01144 0.0001266 78 640: 2%|▏ | 3/160 [00:15<18:15, 6.98s/it] 113/299 4.14G 0.0219 0.01128 0.0001342 53 640: 2%|▏ | 3/160 [00:15<18:15, 6.98s/it] 113/299 4.14G 0.0219 0.01128 0.0001342 53 640: 2%|▎ | 4/160 [00:15<11:12, 4.31s/it] 113/299 4.14G 0.02213 0.01143 0.000134 69 640: 2%|▎ | 4/160 [00:15<11:12, 4.31s/it] 113/299 4.14G 0.02213 0.01143 0.000134 69 640: 3%|▎ | 5/160 [00:15<07:19, 2.83s/it] 113/299 4.14G 0.02179 0.01162 0.0001298 74 640: 3%|▎ | 5/160 [00:16<07:19, 2.83s/it] 113/299 4.14G 0.02179 0.01162 0.0001298 74 640: 4%|▍ | 6/160 [00:16<04:59, 1.94s/it] 113/299 4.14G 0.02179 0.01163 0.0001339 68 640: 4%|▍ | 6/160 [00:16<04:59, 1.94s/it] 113/299 4.14G 0.02179 0.01163 0.0001339 68 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 113/299 4.14G 0.02197 0.01166 0.000144 73 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 113/299 4.14G 0.02197 0.01166 0.000144 73 640: 5%|▌ | 8/160 [00:16<02:36, 1.03s/it] 113/299 4.14G 0.02188 0.01162 0.0001426 47 640: 5%|▌ | 8/160 [00:16<02:36, 1.03s/it] 113/299 4.14G 0.02188 0.01162 0.0001426 47 640: 6%|▌ | 9/160 [00:16<01:56, 1.29it/s] 113/299 4.14G 0.02278 0.012 0.0001401 77 640: 6%|▌ | 9/160 [00:17<01:56, 1.29it/s] 113/299 4.14G 0.02278 0.012 0.0001401 77 640: 6%|▋ | 10/160 [00:17<01:30, 1.66it/s] 113/299 4.14G 0.02283 0.01189 0.000137 53 640: 6%|▋ | 10/160 [00:30<01:30, 1.66it/s] 113/299 4.14G 0.02283 0.01189 0.000137 53 640: 7%|▋ | 11/160 [00:30<11:01, 4.44s/it] 113/299 4.14G 0.02256 0.0117 0.000134 51 640: 7%|▋ | 11/160 [00:30<11:01, 4.44s/it] 113/299 4.14G 0.02256 0.0117 0.000134 51 640: 8%|▊ | 12/160 [00:30<07:46, 3.15s/it] 113/299 4.14G 0.0228 0.01188 0.0001327 86 640: 8%|▊ | 12/160 [00:30<07:46, 3.15s/it] 113/299 4.14G 0.0228 0.01188 0.0001327 86 640: 8%|▊ | 13/160 [00:30<05:32, 2.26s/it] 113/299 4.14G 0.02286 0.01193 0.0001316 69 640: 8%|▊ | 13/160 [00:30<05:32, 2.26s/it] 113/299 4.14G 0.02286 0.01193 0.0001316 69 640: 9%|▉ | 14/160 [00:30<04:00, 1.65s/it] 113/299 4.14G 0.02281 0.01168 0.0001296 43 640: 9%|▉ | 14/160 [00:31<04:00, 1.65s/it] 113/299 4.14G 0.02281 0.01168 0.0001296 43 640: 9%|▉ | 15/160 [00:31<02:57, 1.23s/it] 113/299 4.14G 0.02273 0.01149 0.0001469 44 640: 9%|▉ | 15/160 [00:31<02:57, 1.23s/it] 113/299 4.14G 0.02273 0.01149 0.0001469 44 640: 10%|█ | 16/160 [00:31<02:12, 1.08it/s] 113/299 4.14G 0.02258 0.01143 0.0001453 65 640: 10%|█ | 16/160 [00:31<02:12, 1.08it/s] 113/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 823 0.661 0.625 0.63 0.353
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 114/299 4.14G 0.03152 0.01118 0.0001165 43 640: 0%| | 0/160 [00:00<?, ?it/s] 114/299 4.14G 0.03152 0.01118 0.0001165 43 640: 1%| | 1/160 [00:00<00:40, 3.95it/s] 114/299 4.14G 0.02575 0.01109 0.0001166 59 640: 1%| | 1/160 [00:00<00:40, 3.95it/s] 114/299 4.14G 0.02575 0.01109 0.0001166 59 640: 1%|▏ | 2/160 [00:00<00:45, 3.46it/s] 114/299 4.14G 0.0237 0.01034 0.0001191 54 640: 1%|▏ | 2/160 [00:13<00:45, 3.46it/s] 114/299 4.14G 0.0237 0.01034 0.0001191 54 640: 2%|▏ | 3/160 [00:13<16:21, 6.25s/it] 114/299 4.14G 0.02276 0.0104 0.000117 62 640: 2%|▏ | 3/160 [00:14<16:21, 6.25s/it] 114/299 4.14G 0.02276 0.0104 0.000117 62 640: 2%|▎ | 4/160 [00:14<10:03, 3.87s/it] 114/299 4.14G 0.0228 0.01007 0.000124 50 640: 2%|▎ | 4/160 [00:14<10:03, 3.87s/it] 114/299 4.14G 0.0228 0.01007 0.000124 50 640: 3%|▎ | 5/160 [00:14<06:35, 2.55s/it] 114/299 4.14G 0.02226 0.01005 0.0001334 55 640: 3%|▎ | 5/160 [00:14<06:35, 2.55s/it] 114/299 4.14G 0.02226 0.01005 0.0001334 55 640: 4%|▍ | 6/160 [00:14<04:32, 1.77s/it] 114/299 4.14G 0.02233 0.01025 0.0001323 64 640: 4%|▍ | 6/160 [00:14<04:32, 1.77s/it] 114/299 4.14G 0.02233 0.01025 0.0001323 64 640: 4%|▍ | 7/160 [00:14<03:14, 1.27s/it] 114/299 4.14G 0.02239 0.009882 0.0001298 46 640: 4%|▍ | 7/160 [00:15<03:14, 1.27s/it] 114/299 4.14G 0.02239 0.009882 0.0001298 46 640: 5%|▌ | 8/160 [00:15<02:22, 1.07it/s] 114/299 4.14G 0.02218 0.009844 0.0001286 57 640: 5%|▌ | 8/160 [00:15<02:22, 1.07it/s] 114/299 4.14G 0.02218 0.009844 0.0001286 57 640: 6%|▌ | 9/160 [00:15<01:47, 1.41it/s] 114/299 4.14G 0.02222 0.009911 0.0001271 54 640: 6%|▌ | 9/160 [00:15<01:47, 1.41it/s] 114/299 4.14G 0.02222 0.009911 0.0001271 54 640: 6%|▋ | 10/160 [00:15<01:23, 1.80it/s] 114/299 4.14G 0.0222 0.01027 0.0001288 73 640: 6%|▋ | 10/160 [00:27<01:23, 1.80it/s] 114/299 4.14G 0.0222 0.01027 0.0001288 73 640: 7%|▋ | 11/160 [00:27<10:06, 4.07s/it] 114/299 4.14G 0.02226 0.01072 0.000129 69 640: 7%|▋ | 11/160 [00:27<10:06, 4.07s/it] 114/299 4.14G 0.02226 0.01072 0.000129 69 640: 8%|▊ | 12/160 [00:27<07:08, 2.90s/it] 114/299 4.14G 0.02222 0.01093 0.0001301 73 640: 8%|▊ | 12/160 [00:27<07:08, 2.90s/it] 114/299 4.14G 0.02222 0.01093 0.0001301 73 640: 8%|▊ | 13/160 [00:27<05:06, 2.08s/it] 114/299 4.14G 0.02211 0.01109 0.0001313 67 640: 8%|▊ | 13/160 [00:28<05:06, 2.08s/it] 114/299 4.14G 0.02211 0.01109 0.0001313 67 640: 9%|▉ | 14/160 [00:28<03:41, 1.52s/it] 114/299 4.14G 0.02216 0.01122 0.000133 66 640: 9%|▉ | 14/160 [00:28<03:41, 1.52s/it] 114/299 4.14G 0.02216 0.01122 0.000133 66 640: 9%|▉ | 15/160 [00:28<02:44, 1.14s/it] 114/299 4.14G 0.0222 0.01129 0.0001336 65 640: 9%|▉ | 15/160 [00:28<02:44, 1.14s/it] 114/299 4.14G 0.0222 0.01129 0.0001336 65 640: 10%|█ | 16/160 [00:28<02:03, 1.16it/s] 114/299 4.14G 0.02224 0.01144 0.0001354 70 640: 10%|█ | 16/160 [00:28<02:03, 1.16it/s] 114/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 823 0.636 0.631 0.635 0.359
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 115/299 4.14G 0.02633 0.009341 0.0001432 42 640: 0%| | 0/160 [00:00<?, ?it/s] 115/299 4.14G 0.02633 0.009341 0.0001432 42 640: 1%| | 1/160 [00:00<00:43, 3.63it/s] 115/299 4.14G 0.02384 0.009479 0.0001385 46 640: 1%| | 1/160 [00:00<00:43, 3.63it/s] 115/299 4.14G 0.02384 0.009479 0.0001385 46 640: 1%|▏ | 2/160 [00:00<00:46, 3.42it/s] 115/299 4.14G 0.02307 0.0107 0.0001467 60 640: 1%|▏ | 2/160 [00:15<00:46, 3.42it/s] 115/299 4.14G 0.02307 0.0107 0.0001467 60 640: 2%|▏ | 3/160 [00:15<18:45, 7.17s/it] 115/299 4.14G 0.02248 0.01023 0.0001426 45 640: 2%|▏ | 3/160 [00:16<18:45, 7.17s/it] 115/299 4.14G 0.02248 0.01023 0.0001426 45 640: 2%|▎ | 4/160 [00:16<11:30, 4.42s/it] 115/299 4.14G 0.02252 0.01043 0.0001343 69 640: 2%|▎ | 4/160 [00:16<11:30, 4.42s/it] 115/299 4.14G 0.02252 0.01043 0.0001343 69 640: 3%|▎ | 5/160 [00:16<07:30, 2.91s/it] 115/299 4.14G 0.02275 0.01061 0.0001309 56 640: 3%|▎ | 5/160 [00:16<07:30, 2.91s/it] 115/299 4.14G 0.02275 0.01061 0.0001309 56 640: 4%|▍ | 6/160 [00:16<05:06, 1.99s/it] 115/299 4.14G 0.02286 0.01085 0.0001483 64 640: 4%|▍ | 6/160 [00:16<05:06, 1.99s/it] 115/299 4.14G 0.02286 0.01085 0.0001483 64 640: 4%|▍ | 7/160 [00:16<03:37, 1.42s/it] 115/299 4.14G 0.02278 0.01079 0.0001452 59 640: 4%|▍ | 7/160 [00:17<03:37, 1.42s/it] 115/299 4.14G 0.02278 0.01079 0.0001452 59 640: 5%|▌ | 8/160 [00:17<02:38, 1.04s/it] 115/299 4.14G 0.02288 0.01139 0.0001507 84 640: 5%|▌ | 8/160 [00:17<02:38, 1.04s/it] 115/299 4.14G 0.02288 0.01139 0.0001507 84 640: 6%|▌ | 9/160 [00:17<01:58, 1.28it/s] 115/299 4.14G 0.02282 0.01158 0.0001497 70 640: 6%|▌ | 9/160 [00:17<01:58, 1.28it/s] 115/299 4.14G 0.02282 0.01158 0.0001497 70 640: 6%|▋ | 10/160 [00:17<01:31, 1.65it/s] 115/299 4.14G 0.02275 0.01158 0.000164 54 640: 6%|▋ | 10/160 [00:28<01:31, 1.65it/s] 115/299 4.14G 0.02275 0.01158 0.000164 54 640: 7%|▋ | 11/160 [00:28<09:40, 3.90s/it] 115/299 4.14G 0.02283 0.01182 0.0001624 84 640: 7%|▋ | 11/160 [00:29<09:40, 3.90s/it] 115/299 4.14G 0.02283 0.01182 0.0001624 84 640: 8%|▊ | 12/160 [00:29<06:51, 2.78s/it] 115/299 4.14G 0.02262 0.01195 0.0001657 77 640: 8%|▊ | 12/160 [00:29<06:51, 2.78s/it] 115/299 4.14G 0.02262 0.01195 0.0001657 77 640: 8%|▊ | 13/160 [00:29<04:54, 2.00s/it] 115/299 4.14G 0.02275 0.01196 0.0001651 62 640: 8%|▊ | 13/160 [00:29<04:54, 2.00s/it] 115/299 4.14G 0.02275 0.01196 0.0001651 62 640: 9%|▉ | 14/160 [00:29<03:33, 1.46s/it] 115/299 4.14G 0.02284 0.01205 0.000189 58 640: 9%|▉ | 14/160 [00:29<03:33, 1.46s/it] 115/299 4.14G 0.02284 0.01205 0.000189 58 640: 9%|▉ | 15/160 [00:29<02:39, 1.10s/it] 115/299 4.14G 0.02278 0.01228 0.0001923 87 640: 9%|▉ | 15/160 [00:29<02:39, 1.10s/it] 115/299 4.14G 0.02278 0.01228 0.0001923 87 640: 10%|█ | 16/160 [00:29<01:59, 1.20it/s] 115/299 4.14G 0.02286 0.01217 0.0001897 43 640: 10%|█ | 16/160 [00:30<01:59, 1.20it/s] 115/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 823 0.623 0.68 0.648 0.367
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 116/299 4.14G 0.02256 0.0125 0.0001584 83 640: 0%| | 0/160 [00:00<?, ?it/s] 116/299 4.14G 0.02256 0.0125 0.0001584 83 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 116/299 4.14G 0.02455 0.01203 0.0001422 59 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 116/299 4.14G 0.02455 0.01203 0.0001422 59 640: 1%|▏ | 2/160 [00:00<00:43, 3.61it/s] 116/299 4.14G 0.02473 0.01206 0.0001748 54 640: 1%|▏ | 2/160 [00:14<00:43, 3.61it/s] 116/299 4.14G 0.02473 0.01206 0.0001748 54 640: 2%|▏ | 3/160 [00:14<16:55, 6.47s/it] 116/299 4.14G 0.02434 0.01179 0.0001876 62 640: 2%|▏ | 3/160 [00:14<16:55, 6.47s/it] 116/299 4.14G 0.02434 0.01179 0.0001876 62 640: 2%|▎ | 4/160 [00:14<10:23, 4.00s/it] 116/299 4.14G 0.02427 0.01188 0.0001823 64 640: 2%|▎ | 4/160 [00:14<10:23, 4.00s/it] 116/299 4.14G 0.02427 0.01188 0.0001823 64 640: 3%|▎ | 5/160 [00:14<06:48, 2.63s/it] 116/299 4.14G 0.02441 0.01215 0.0001913 65 640: 3%|▎ | 5/160 [00:15<06:48, 2.63s/it] 116/299 4.14G 0.02441 0.01215 0.0001913 65 640: 4%|▍ | 6/160 [00:15<04:39, 1.81s/it] 116/299 4.14G 0.02432 0.01208 0.0001869 56 640: 4%|▍ | 6/160 [00:15<04:39, 1.81s/it] 116/299 4.14G 0.02432 0.01208 0.0001869 56 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 116/299 4.14G 0.02383 0.01184 0.0001956 56 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 116/299 4.14G 0.02383 0.01184 0.0001956 56 640: 5%|▌ | 8/160 [00:15<02:25, 1.05it/s] 116/299 4.14G 0.02347 0.01183 0.0002123 65 640: 5%|▌ | 8/160 [00:15<02:25, 1.05it/s] 116/299 4.14G 0.02347 0.01183 0.0002123 65 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 116/299 4.14G 0.02324 0.01153 0.0002016 40 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 116/299 4.14G 0.02324 0.01153 0.0002016 40 640: 6%|▋ | 10/160 [00:15<01:25, 1.76it/s] 116/299 4.14G 0.02311 0.01168 0.0001958 80 640: 6%|▋ | 10/160 [00:28<01:25, 1.76it/s] 116/299 4.14G 0.02311 0.01168 0.0001958 80 640: 7%|▋ | 11/160 [00:28<10:20, 4.16s/it] 116/299 4.14G 0.02321 0.01166 0.0001906 61 640: 7%|▋ | 11/160 [00:28<10:20, 4.16s/it] 116/299 4.14G 0.02321 0.01166 0.0001906 61 640: 8%|▊ | 12/160 [00:28<07:18, 2.96s/it] 116/299 4.14G 0.02314 0.01187 0.0002096 83 640: 8%|▊ | 12/160 [00:28<07:18, 2.96s/it] 116/299 4.14G 0.02314 0.01187 0.0002096 83 640: 8%|▊ | 13/160 [00:28<05:13, 2.13s/it] 116/299 4.14G 0.0232 0.01205 0.0002045 81 640: 8%|▊ | 13/160 [00:28<05:13, 2.13s/it] 116/299 4.14G 0.0232 0.01205 0.0002045 81 640: 9%|▉ | 14/160 [00:28<03:46, 1.55s/it] 116/299 4.14G 0.02335 0.01216 0.0002003 80 640: 9%|▉ | 14/160 [00:29<03:46, 1.55s/it] 116/299 4.14G 0.02335 0.01216 0.0002003 80 640: 9%|▉ | 15/160 [00:29<02:48, 1.16s/it] 116/299 4.14G 0.02343 0.0123 0.0001956 60 640: 9%|▉ | 15/160 [00:29<02:48, 1.16s/it] 116/299 4.14G 0.02343 0.0123 0.0001956 60 640: 10%|█ | 16/160 [00:29<02:06, 1.14it/s] 116/299 4.14G 0.0233 0.01239 0.000205 87 640: 10%|█ | 16/160 [00:29<02:06, 1.14it/s] 116/299 4.14G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s]
all 340 823 0.712 0.623 0.657 0.372
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 117/299 4.14G 0.02098 0.0107 0.0001354 49 640: 0%| | 0/160 [00:00<?, ?it/s] 117/299 4.14G 0.02098 0.0107 0.0001354 49 640: 1%| | 1/160 [00:00<00:49, 3.20it/s] 117/299 4.14G 0.0217 0.009421 0.0002805 57 640: 1%| | 1/160 [00:00<00:49, 3.20it/s] 117/299 4.14G 0.0217 0.009421 0.0002805 57 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 117/299 4.14G 0.02223 0.01097 0.000264 79 640: 1%|▏ | 2/160 [00:12<00:49, 3.17it/s] 117/299 4.14G 0.02223 0.01097 0.000264 79 640: 2%|▏ | 3/160 [00:12<14:25, 5.51s/it] 117/299 4.14G 0.02191 0.01091 0.0002281 62 640: 2%|▏ | 3/160 [00:12<14:25, 5.51s/it] 117/299 4.14G 0.02191 0.01091 0.0002281 62 640: 2%|▎ | 4/160 [00:12<08:53, 3.42s/it] 117/299 4.14G 0.02189 0.01078 0.000215 63 640: 2%|▎ | 4/160 [00:12<08:53, 3.42s/it] 117/299 4.14G 0.02189 0.01078 0.000215 63 640: 3%|▎ | 5/160 [00:12<05:51, 2.27s/it] 117/299 4.14G 0.02241 0.01125 0.0002092 70 640: 3%|▎ | 5/160 [00:12<05:51, 2.27s/it] 117/299 4.14G 0.02241 0.01125 0.0002092 70 640: 4%|▍ | 6/160 [00:12<04:01, 1.57s/it] 117/299 4.14G 0.0224 0.01116 0.000197 72 640: 4%|▍ | 6/160 [00:13<04:01, 1.57s/it] 117/299 4.14G 0.0224 0.01116 0.000197 72 640: 4%|▍ | 7/160 [00:13<02:54, 1.14s/it] 117/299 4.14G 0.02216 0.01101 0.0001961 57 640: 4%|▍ | 7/160 [00:13<02:54, 1.14s/it] 117/299 4.14G 0.02216 0.01101 0.0001961 57 640: 5%|▌ | 8/160 [00:13<02:08, 1.18it/s] 117/299 4.14G 0.02219 0.01115 0.0001877 50 640: 5%|▌ | 8/160 [00:13<02:08, 1.18it/s] 117/299 4.14G 0.02219 0.01115 0.0001877 50 640: 6%|▌ | 9/160 [00:13<01:37, 1.54it/s] 117/299 4.14G 0.022 0.01127 0.0001814 65 640: 6%|▌ | 9/160 [00:13<01:37, 1.54it/s] 117/299 4.14G 0.022 0.01127 0.0001814 65 640: 6%|▋ | 10/160 [00:13<01:17, 1.94it/s] 117/299 4.14G 0.02186 0.01083 0.0001805 30 640: 6%|▋ | 10/160 [00:28<01:17, 1.94it/s] 117/299 4.14G 0.02186 0.01083 0.0001805 30 640: 7%|▋ | 11/160 [00:28<12:15, 4.94s/it] 117/299 4.14G 0.0217 0.01095 0.000187 67 640: 7%|▋ | 11/160 [00:29<12:15, 4.94s/it] 117/299 4.14G 0.0217 0.01095 0.000187 67 640: 8%|▊ | 12/160 [00:29<08:37, 3.50s/it] 117/299 4.14G 0.02194 0.01127 0.000184 87 640: 8%|▊ | 12/160 [00:29<08:37, 3.50s/it] 117/299 4.14G 0.02194 0.01127 0.000184 87 640: 8%|▊ | 13/160 [00:29<06:08, 2.50s/it] 117/299 4.14G 0.02178 0.01115 0.0001803 46 640: 8%|▊ | 13/160 [00:29<06:08, 2.50s/it] 117/299 4.14G 0.02178 0.01115 0.0001803 46 640: 9%|▉ | 14/160 [00:29<04:25, 1.82s/it] 117/299 4.14G 0.0219 0.01129 0.0001793 66 640: 9%|▉ | 14/160 [00:29<04:25, 1.82s/it] 117/299 4.14G 0.0219 0.01129 0.0001793 66 640: 9%|▉ | 15/160 [00:29<03:14, 1.34s/it] 117/299 4.14G 0.02195 0.01159 0.000187 97 640: 9%|▉ | 15/160 [00:29<03:14, 1.34s/it] 117/299 4.14G 0.02195 0.01159 0.000187 97 640: 10%|█ | 16/160 [00:29<02:24, 1.00s/it] 117/299 4.14G 0.02191 0.01152 0.0001819 73 640: 10%|█ | 16/160 [00:30<02:24, 1.00s/it] 117/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.652 0.6 0.636 0.361
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 118/299 4.14G 0.02437 0.009915 0.000116 50 640: 0%| | 0/160 [00:00<?, ?it/s] 118/299 4.14G 0.02437 0.009915 0.000116 50 640: 1%| | 1/160 [00:00<00:42, 3.76it/s] 118/299 4.14G 0.02376 0.01129 0.0002563 68 640: 1%| | 1/160 [00:00<00:42, 3.76it/s] 118/299 4.14G 0.02376 0.01129 0.0002563 68 640: 1%|▏ | 2/160 [00:00<00:43, 3.62it/s] 118/299 4.14G 0.02351 0.01148 0.0002239 74 640: 1%|▏ | 2/160 [00:14<00:43, 3.62it/s] 118/299 4.14G 0.02351 0.01148 0.0002239 74 640: 2%|▏ | 3/160 [00:14<16:57, 6.48s/it] 118/299 4.14G 0.02373 0.01168 0.0001968 60 640: 2%|▏ | 3/160 [00:14<16:57, 6.48s/it] 118/299 4.14G 0.02373 0.01168 0.0001968 60 640: 2%|▎ | 4/160 [00:14<10:24, 4.01s/it] 118/299 4.14G 0.0239 0.01132 0.0001974 53 640: 2%|▎ | 4/160 [00:14<10:24, 4.01s/it] 118/299 4.14G 0.0239 0.01132 0.0001974 53 640: 3%|▎ | 5/160 [00:14<06:49, 2.64s/it] 118/299 4.14G 0.02336 0.0114 0.000186 67 640: 3%|▎ | 5/160 [00:15<06:49, 2.64s/it] 118/299 4.14G 0.02336 0.0114 0.000186 67 640: 4%|▍ | 6/160 [00:15<04:39, 1.82s/it] 118/299 4.14G 0.02322 0.01134 0.0001799 59 640: 4%|▍ | 6/160 [00:15<04:39, 1.82s/it] 118/299 4.14G 0.02322 0.01134 0.0001799 59 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 118/299 4.14G 0.02321 0.01129 0.0002424 52 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 118/299 4.14G 0.02321 0.01129 0.0002424 52 640: 5%|▌ | 8/160 [00:15<02:25, 1.04it/s] 118/299 4.14G 0.02325 0.01153 0.0002294 72 640: 5%|▌ | 8/160 [00:15<02:25, 1.04it/s] 118/299 4.14G 0.02325 0.01153 0.0002294 72 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 118/299 4.14G 0.02309 0.01173 0.0002214 59 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 118/299 4.14G 0.02309 0.01173 0.0002214 59 640: 6%|▋ | 10/160 [00:15<01:25, 1.76it/s] 118/299 4.14G 0.02299 0.0117 0.0002405 64 640: 6%|▋ | 10/160 [00:27<01:25, 1.76it/s] 118/299 4.14G 0.02299 0.0117 0.0002405 64 640: 7%|▋ | 11/160 [00:27<09:54, 3.99s/it] 118/299 4.14G 0.02307 0.01184 0.0002307 73 640: 7%|▋ | 11/160 [00:27<09:54, 3.99s/it] 118/299 4.14G 0.02307 0.01184 0.0002307 73 640: 8%|▊ | 12/160 [00:27<07:00, 2.84s/it] 118/299 4.14G 0.02297 0.01169 0.0002219 62 640: 8%|▊ | 12/160 [00:28<07:00, 2.84s/it] 118/299 4.14G 0.02297 0.01169 0.0002219 62 640: 8%|▊ | 13/160 [00:28<05:00, 2.05s/it] 118/299 4.14G 0.02276 0.01159 0.0002147 61 640: 8%|▊ | 13/160 [00:28<05:00, 2.05s/it] 118/299 4.14G 0.02276 0.01159 0.0002147 61 640: 9%|▉ | 14/160 [00:28<03:38, 1.49s/it] 118/299 4.14G 0.02264 0.0116 0.0002091 72 640: 9%|▉ | 14/160 [00:28<03:38, 1.49s/it] 118/299 4.14G 0.02264 0.0116 0.0002091 72 640: 9%|▉ | 15/160 [00:28<02:42, 1.12s/it] 118/299 4.14G 0.02271 0.01203 0.0002108 106 640: 9%|▉ | 15/160 [00:28<02:42, 1.12s/it] 118/299 4.14G 0.02271 0.01203 0.0002108 106 640: 10%|█ | 16/160 [00:28<02:02, 1.18it/s] 118/299 4.14G 0.02265 0.01191 0.0002077 53 640: 10%|█ | 16/160 [00:29<02:02, 1.18it/s] 118/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s]
all 340 823 0.647 0.676 0.666 0.384
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 119/299 4.14G 0.01933 0.01269 0.0001835 67 640: 0%| | 0/160 [00:00<?, ?it/s] 119/299 4.14G 0.01933 0.01269 0.0001835 67 640: 1%| | 1/160 [00:00<00:48, 3.25it/s] 119/299 4.14G 0.02106 0.01372 0.0001974 72 640: 1%| | 1/160 [00:00<00:48, 3.25it/s] 119/299 4.14G 0.02106 0.01372 0.0001974 72 640: 1%|▏ | 2/160 [00:00<00:47, 3.32it/s] 119/299 4.14G 0.02346 0.01323 0.0002571 61 640: 1%|▏ | 2/160 [00:06<00:47, 3.32it/s] 119/299 4.14G 0.02346 0.01323 0.0002571 61 640: 2%|▏ | 3/160 [00:06<07:08, 2.73s/it] 119/299 4.14G 0.02409 0.013 0.0002295 63 640: 2%|▏ | 3/160 [00:06<07:08, 2.73s/it] 119/299 4.14G 0.02409 0.013 0.0002295 63 640: 2%|▎ | 4/160 [00:06<04:33, 1.75s/it] 119/299 4.14G 0.02382 0.013 0.0002124 62 640: 2%|▎ | 4/160 [00:14<04:33, 1.75s/it] 119/299 4.14G 0.02382 0.013 0.0002124 62 640: 3%|▎ | 5/160 [00:14<10:01, 3.88s/it] 119/299 4.14G 0.02323 0.01266 0.0001987 64 640: 3%|▎ | 5/160 [00:14<10:01, 3.88s/it] 119/299 4.14G 0.02323 0.01266 0.0001987 64 640: 4%|▍ | 6/160 [00:14<06:45, 2.63s/it] 119/299 4.14G 0.02329 0.01251 0.0001892 63 640: 4%|▍ | 6/160 [00:14<06:45, 2.63s/it] 119/299 4.14G 0.02329 0.01251 0.0001892 63 640: 4%|▍ | 7/160 [00:14<04:43, 1.86s/it] 119/299 4.14G 0.02294 0.01217 0.0001883 65 640: 4%|▍ | 7/160 [00:14<04:43, 1.86s/it] 119/299 4.14G 0.02294 0.01217 0.0001883 65 640: 5%|▌ | 8/160 [00:14<03:22, 1.33s/it] 119/299 4.14G 0.02256 0.0122 0.0001818 57 640: 5%|▌ | 8/160 [00:18<03:22, 1.33s/it] 119/299 4.14G 0.02256 0.0122 0.0001818 57 640: 6%|▌ | 9/160 [00:18<05:29, 2.18s/it] 119/299 4.14G 0.02228 0.01208 0.0001776 54 640: 6%|▌ | 9/160 [00:19<05:29, 2.18s/it] 119/299 4.14G 0.02228 0.01208 0.0001776 54 640: 6%|▋ | 10/160 [00:19<03:56, 1.57s/it] 119/299 4.14G 0.02224 0.01199 0.0001742 62 640: 6%|▋ | 10/160 [00:20<03:56, 1.57s/it] 119/299 4.14G 0.02224 0.01199 0.0001742 62 640: 7%|▋ | 11/160 [00:20<03:35, 1.45s/it] 119/299 4.14G 0.02245 0.01195 0.0001738 60 640: 7%|▋ | 11/160 [00:20<03:35, 1.45s/it] 119/299 4.14G 0.02245 0.01195 0.0001738 60 640: 8%|▊ | 12/160 [00:20<02:38, 1.07s/it] 119/299 4.14G 0.02236 0.0122 0.0001686 84 640: 8%|▊ | 12/160 [00:28<02:38, 1.07s/it] 119/299 4.14G 0.02236 0.0122 0.0001686 84 640: 8%|▊ | 13/160 [00:28<07:59, 3.26s/it] 119/299 4.14G 0.02233 0.01197 0.0001685 48 640: 8%|▊ | 13/160 [00:28<07:59, 3.26s/it] 119/299 4.14G 0.02233 0.01197 0.0001685 48 640: 9%|▉ | 14/160 [00:28<05:42, 2.34s/it] 119/299 4.14G 0.02241 0.01199 0.0001679 69 640: 9%|▉ | 14/160 [00:29<05:42, 2.34s/it] 119/299 4.14G 0.02241 0.01199 0.0001679 69 640: 9%|▉ | 15/160 [00:29<04:08, 1.71s/it] 119/299 4.14G 0.02255 0.01195 0.0001661 54 640: 9%|▉ | 15/160 [00:29<04:08, 1.71s/it] 119/299 4.14G 0.02255 0.01195 0.0001661 54 640: 10%|█ | 16/160 [00:29<03:01, 1.26s/it] 119/299 4.14G 0.02255 0.01199 0.0001643 76 640: 10%|█ | 16/160 [00:32<03:01, 1.26s/it] 119/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.27it/s]
all 340 823 0.67 0.641 0.656 0.372
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 120/299 4.14G 0.02753 0.01167 0.0001184 58 640: 0%| | 0/160 [00:01<?, ?it/s] 120/299 4.14G 0.02753 0.01167 0.0001184 58 640: 1%| | 1/160 [00:01<05:04, 1.91s/it] 120/299 4.14G 0.02553 0.01138 0.0001378 55 640: 1%| | 1/160 [00:02<05:04, 1.91s/it] 120/299 4.14G 0.02553 0.01138 0.0001378 55 640: 1%|▏ | 2/160 [00:02<02:29, 1.06it/s] 120/299 4.14G 0.02467 0.01065 0.0001302 53 640: 1%|▏ | 2/160 [00:05<02:29, 1.06it/s] 120/299 4.14G 0.02467 0.01065 0.0001302 53 640: 2%|▏ | 3/160 [00:05<04:47, 1.83s/it] 120/299 4.14G 0.0242 0.0115 0.0001363 63 640: 2%|▏ | 3/160 [00:05<04:47, 1.83s/it] 120/299 4.14G 0.0242 0.0115 0.0001363 63 640: 2%|▎ | 4/160 [00:05<03:12, 1.23s/it] 120/299 4.14G 0.02394 0.01186 0.000146 66 640: 2%|▎ | 4/160 [00:14<03:12, 1.23s/it] 120/299 4.14G 0.02394 0.01186 0.000146 66 640: 3%|▎ | 5/160 [00:14<10:48, 4.19s/it] 120/299 4.14G 0.0236 0.01137 0.0001443 52 640: 3%|▎ | 5/160 [00:15<10:48, 4.19s/it] 120/299 4.14G 0.0236 0.01137 0.0001443 52 640: 4%|▍ | 6/160 [00:15<07:16, 2.84s/it] 120/299 4.14G 0.02337 0.01126 0.0001419 64 640: 4%|▍ | 6/160 [00:15<07:16, 2.84s/it] 120/299 4.14G 0.02337 0.01126 0.0001419 64 640: 4%|▍ | 7/160 [00:15<05:04, 1.99s/it] 120/299 4.14G 0.02325 0.01151 0.000146 79 640: 4%|▍ | 7/160 [00:15<05:04, 1.99s/it] 120/299 4.14G 0.02325 0.01151 0.000146 79 640: 5%|▌ | 8/160 [00:15<03:36, 1.43s/it] 120/299 4.14G 0.02288 0.01146 0.0001657 51 640: 5%|▌ | 8/160 [00:23<03:36, 1.43s/it] 120/299 4.14G 0.02288 0.01146 0.0001657 51 640: 6%|▌ | 9/160 [00:23<08:40, 3.45s/it] 120/299 4.14G 0.0228 0.01126 0.000163 55 640: 6%|▌ | 9/160 [00:23<08:40, 3.45s/it] 120/299 4.14G 0.0228 0.01126 0.000163 55 640: 6%|▋ | 10/160 [00:23<06:07, 2.45s/it] 120/299 4.14G 0.02272 0.01136 0.0001635 63 640: 6%|▋ | 10/160 [00:23<06:07, 2.45s/it] 120/299 4.14G 0.02272 0.01136 0.0001635 63 640: 7%|▋ | 11/160 [00:23<04:24, 1.78s/it] 120/299 4.14G 0.02239 0.01133 0.0001675 53 640: 7%|▋ | 11/160 [00:24<04:24, 1.78s/it] 120/299 4.14G 0.02239 0.01133 0.0001675 53 640: 8%|▊ | 12/160 [00:24<03:12, 1.30s/it] 120/299 4.14G 0.02248 0.01145 0.0001667 75 640: 8%|▊ | 12/160 [00:27<03:12, 1.30s/it] 120/299 4.14G 0.02248 0.01145 0.0001667 75 640: 8%|▊ | 13/160 [00:27<05:03, 2.06s/it] 120/299 4.14G 0.02246 0.01163 0.0001751 73 640: 8%|▊ | 13/160 [00:28<05:03, 2.06s/it] 120/299 4.14G 0.02246 0.01163 0.0001751 73 640: 9%|▉ | 14/160 [00:28<03:39, 1.50s/it] 120/299 4.14G 0.02235 0.01172 0.0001712 61 640: 9%|▉ | 14/160 [00:28<03:39, 1.50s/it] 120/299 4.14G 0.02235 0.01172 0.0001712 61 640: 9%|▉ | 15/160 [00:28<02:43, 1.13s/it] 120/299 4.14G 0.02228 0.01161 0.0002021 64 640: 9%|▉ | 15/160 [00:28<02:43, 1.13s/it] 120/299 4.14G 0.02228 0.01161 0.0002021 64 640: 10%|█ | 16/160 [00:28<02:02, 1.17it/s] 120/299 4.14G 0.02224 0.01163 0.0001973 63 640: 10%|█ | 16/160 [00:36<02:02, 1.17it/s] 120/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 823 0.674 0.603 0.639 0.359
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 121/299 4.14G 0.02078 0.01143 0.0001234 59 640: 0%| | 0/160 [00:12<?, ?it/s] 121/299 4.14G 0.02078 0.01143 0.0001234 59 640: 1%| | 1/160 [00:12<33:35, 12.67s/it] 121/299 4.14G 0.02081 0.01139 0.00014 66 640: 1%| | 1/160 [00:12<33:35, 12.67s/it] 121/299 4.14G 0.02081 0.01139 0.00014 66 640: 1%|▏ | 2/160 [00:12<14:05, 5.35s/it] 121/299 4.14G 0.02121 0.01124 0.000138 60 640: 1%|▏ | 2/160 [00:13<14:05, 5.35s/it] 121/299 4.14G 0.02121 0.01124 0.000138 60 640: 2%|▏ | 3/160 [00:13<07:54, 3.02s/it] 121/299 4.14G 0.02134 0.01084 0.0001428 53 640: 2%|▏ | 3/160 [00:13<07:54, 3.02s/it] 121/299 4.14G 0.02134 0.01084 0.0001428 53 640: 2%|▎ | 4/160 [00:13<04:58, 1.91s/it] 121/299 4.14G 0.0215 0.01025 0.000148 47 640: 2%|▎ | 4/160 [00:15<04:58, 1.91s/it] 121/299 4.14G 0.0215 0.01025 0.000148 47 640: 3%|▎ | 5/160 [00:15<05:21, 2.08s/it] 121/299 4.14G 0.02216 0.01039 0.0001667 72 640: 3%|▎ | 5/160 [00:15<05:21, 2.08s/it] 121/299 4.14G 0.02216 0.01039 0.0001667 72 640: 4%|▍ | 6/160 [00:15<03:42, 1.44s/it] 121/299 4.14G 0.02197 0.01065 0.0001653 71 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 121/299 4.14G 0.02197 0.01065 0.0001653 71 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 121/299 4.14G 0.02215 0.01058 0.0001593 48 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 121/299 4.14G 0.02215 0.01058 0.0001593 48 640: 5%|▌ | 8/160 [00:16<01:59, 1.27it/s] 121/299 4.14G 0.02224 0.01065 0.0001559 59 640: 5%|▌ | 8/160 [00:28<01:59, 1.27it/s] 121/299 4.14G 0.02224 0.01065 0.0001559 59 640: 6%|▌ | 9/160 [00:28<11:06, 4.42s/it] 121/299 4.14G 0.02235 0.01099 0.0001524 56 640: 6%|▌ | 9/160 [00:29<11:06, 4.42s/it] 121/299 4.14G 0.02235 0.01099 0.0001524 56 640: 6%|▋ | 10/160 [00:29<07:47, 3.12s/it] 121/299 4.14G 0.02235 0.01134 0.000159 73 640: 6%|▋ | 10/160 [00:29<07:47, 3.12s/it] 121/299 4.14G 0.02235 0.01134 0.000159 73 640: 7%|▋ | 11/160 [00:29<05:34, 2.24s/it] 121/299 4.14G 0.02249 0.01156 0.0001591 77 640: 7%|▋ | 11/160 [00:29<05:34, 2.24s/it] 121/299 4.14G 0.02249 0.01156 0.0001591 77 640: 8%|▊ | 12/160 [00:29<04:00, 1.63s/it] 121/299 4.14G 0.02262 0.01178 0.0001557 73 640: 8%|▊ | 12/160 [00:30<04:00, 1.63s/it] 121/299 4.14G 0.02262 0.01178 0.0001557 73 640: 8%|▊ | 13/160 [00:30<03:35, 1.47s/it] 121/299 4.14G 0.02263 0.01169 0.0001524 45 640: 8%|▊ | 13/160 [00:30<03:35, 1.47s/it] 121/299 4.14G 0.02263 0.01169 0.0001524 45 640: 9%|▉ | 14/160 [00:30<02:38, 1.09s/it] 121/299 4.14G 0.02278 0.01169 0.0001638 59 640: 9%|▉ | 14/160 [00:31<02:38, 1.09s/it] 121/299 4.14G 0.02278 0.01169 0.0001638 59 640: 9%|▉ | 15/160 [00:31<02:01, 1.19it/s] 121/299 4.14G 0.0227 0.01184 0.0001627 82 640: 9%|▉ | 15/160 [00:31<02:01, 1.19it/s] 121/299 4.14G 0.0227 0.01184 0.0001627 82 640: 10%|█ | 16/160 [00:31<01:33, 1.54it/s] 121/299 4.14G 0.02275 0.01185 0.00016 69 640: 10%|█ | 16/160 [00:42<01:33, 1.54it/s] 121/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s]
all 340 822 0.705 0.621 0.654 0.367
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 122/299 4.14G 0.02226 0.009564 0.0001065 40 640: 0%| | 0/160 [00:06<?, ?it/s] 122/299 4.14G 0.02226 0.009564 0.0001065 40 640: 1%| | 1/160 [00:06<18:26, 6.96s/it] 122/299 4.14G 0.02264 0.01289 0.0002668 97 640: 1%| | 1/160 [00:07<18:26, 6.96s/it] 122/299 4.14G 0.02264 0.01289 0.0002668 97 640: 1%|▏ | 2/160 [00:07<07:58, 3.03s/it] 122/299 4.14G 0.02213 0.01226 0.0002136 52 640: 1%|▏ | 2/160 [00:07<07:58, 3.03s/it] 122/299 4.14G 0.02213 0.01226 0.0002136 52 640: 2%|▏ | 3/160 [00:07<04:39, 1.78s/it] 122/299 4.14G 0.02231 0.01152 0.000187 60 640: 2%|▏ | 3/160 [00:07<04:39, 1.78s/it] 122/299 4.14G 0.02231 0.01152 0.000187 60 640: 2%|▎ | 4/160 [00:07<03:03, 1.17s/it] 122/299 4.14G 0.02203 0.01118 0.0001712 51 640: 2%|▎ | 4/160 [00:14<03:03, 1.17s/it] 122/299 4.14G 0.02203 0.01118 0.0001712 51 640: 3%|▎ | 5/160 [00:14<08:16, 3.20s/it] 122/299 4.14G 0.02206 0.01153 0.0001631 65 640: 3%|▎ | 5/160 [00:14<08:16, 3.20s/it] 122/299 4.14G 0.02206 0.01153 0.0001631 65 640: 4%|▍ | 6/160 [00:14<05:37, 2.19s/it] 122/299 4.14G 0.02191 0.0115 0.0001612 58 640: 4%|▍ | 6/160 [00:15<05:37, 2.19s/it] 122/299 4.14G 0.02191 0.0115 0.0001612 58 640: 4%|▍ | 7/160 [00:15<03:58, 1.56s/it] 122/299 4.14G 0.02203 0.01137 0.0001545 52 640: 4%|▍ | 7/160 [00:15<03:58, 1.56s/it] 122/299 4.14G 0.02203 0.01137 0.0001545 52 640: 5%|▌ | 8/160 [00:15<02:51, 1.13s/it] 122/299 4.14G 0.02176 0.01115 0.0001495 52 640: 5%|▌ | 8/160 [00:24<02:51, 1.13s/it] 122/299 4.14G 0.02176 0.01115 0.0001495 52 640: 6%|▌ | 9/160 [00:24<09:35, 3.81s/it] 122/299 4.14G 0.02181 0.01122 0.0001449 63 640: 6%|▌ | 9/160 [00:25<09:35, 3.81s/it] 122/299 4.14G 0.02181 0.01122 0.0001449 63 640: 6%|▋ | 10/160 [00:25<06:45, 2.70s/it] 122/299 4.14G 0.02197 0.01091 0.0001436 36 640: 6%|▋ | 10/160 [00:25<06:45, 2.70s/it] 122/299 4.14G 0.02197 0.01091 0.0001436 36 640: 7%|▋ | 11/160 [00:25<04:50, 1.95s/it] 122/299 4.14G 0.02189 0.01096 0.0001441 65 640: 7%|▋ | 11/160 [00:25<04:50, 1.95s/it] 122/299 4.14G 0.02189 0.01096 0.0001441 65 640: 8%|▊ | 12/160 [00:25<03:30, 1.42s/it] 122/299 4.14G 0.02193 0.01109 0.0001456 64 640: 8%|▊ | 12/160 [00:28<03:30, 1.42s/it] 122/299 4.14G 0.02193 0.01109 0.0001456 64 640: 8%|▊ | 13/160 [00:28<04:12, 1.72s/it] 122/299 4.14G 0.02193 0.01132 0.0001472 71 640: 8%|▊ | 13/160 [00:28<04:12, 1.72s/it] 122/299 4.14G 0.02193 0.01132 0.0001472 71 640: 9%|▉ | 14/160 [00:28<03:04, 1.27s/it] 122/299 4.14G 0.02186 0.01127 0.0001449 52 640: 9%|▉ | 14/160 [00:28<03:04, 1.27s/it] 122/299 4.14G 0.02186 0.01127 0.0001449 52 640: 9%|▉ | 15/160 [00:28<02:19, 1.04it/s] 122/299 4.14G 0.02184 0.01123 0.0001419 61 640: 9%|▉ | 15/160 [00:28<02:19, 1.04it/s] 122/299 4.14G 0.02184 0.01123 0.0001419 61 640: 10%|█ | 16/160 [00:28<01:45, 1.36it/s] 122/299 4.14G 0.02201 0.0116 0.0001601 87 640: 10%|█ | 16/160 [00:38<01:45, 1.36it/s] 122/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.56it/s]
all 340 823 0.681 0.625 0.654 0.37
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 123/299 4.14G 0.02019 0.009388 0.0001364 51 640: 0%| | 0/160 [00:12<?, ?it/s] 123/299 4.14G 0.02019 0.009388 0.0001364 51 640: 1%| | 1/160 [00:12<34:03, 12.85s/it] 123/299 4.14G 0.02172 0.009108 0.0001343 41 640: 1%| | 1/160 [00:13<34:03, 12.85s/it] 123/299 4.14G 0.02172 0.009108 0.0001343 41 640: 1%|▏ | 2/160 [00:13<14:16, 5.42s/it] 123/299 4.14G 0.02091 0.01042 0.0001296 57 640: 1%|▏ | 2/160 [00:13<14:16, 5.42s/it] 123/299 4.14G 0.02091 0.01042 0.0001296 57 640: 2%|▏ | 3/160 [00:13<08:03, 3.08s/it] 123/299 4.14G 0.02087 0.01033 0.0001259 50 640: 2%|▏ | 3/160 [00:13<08:03, 3.08s/it] 123/299 4.14G 0.02087 0.01033 0.0001259 50 640: 2%|▎ | 4/160 [00:13<05:04, 1.95s/it] 123/299 4.14G 0.02135 0.01098 0.0001295 70 640: 2%|▎ | 4/160 [00:15<05:04, 1.95s/it] 123/299 4.14G 0.02135 0.01098 0.0001295 70 640: 3%|▎ | 5/160 [00:15<04:36, 1.79s/it] 123/299 4.14G 0.0216 0.01075 0.0001881 50 640: 3%|▎ | 5/160 [00:15<04:36, 1.79s/it] 123/299 4.14G 0.0216 0.01075 0.0001881 50 640: 4%|▍ | 6/160 [00:15<03:12, 1.25s/it] 123/299 4.14G 0.022 0.01154 0.0001799 78 640: 4%|▍ | 6/160 [00:15<03:12, 1.25s/it] 123/299 4.14G 0.022 0.01154 0.0001799 78 640: 4%|▍ | 7/160 [00:15<02:21, 1.08it/s] 123/299 4.14G 0.0222 0.01156 0.0001753 56 640: 4%|▍ | 7/160 [00:15<02:21, 1.08it/s] 123/299 4.14G 0.0222 0.01156 0.0001753 56 640: 5%|▌ | 8/160 [00:15<01:46, 1.43it/s] 123/299 4.14G 0.02201 0.01134 0.0001697 57 640: 5%|▌ | 8/160 [00:29<01:46, 1.43it/s] 123/299 4.14G 0.02201 0.01134 0.0001697 57 640: 6%|▌ | 9/160 [00:29<11:41, 4.65s/it] 123/299 4.14G 0.02202 0.01126 0.0001665 52 640: 6%|▌ | 9/160 [00:29<11:41, 4.65s/it] 123/299 4.14G 0.02202 0.01126 0.0001665 52 640: 6%|▋ | 10/160 [00:29<08:11, 3.28s/it] 123/299 4.14G 0.02206 0.01128 0.0001614 58 640: 6%|▋ | 10/160 [00:29<08:11, 3.28s/it] 123/299 4.14G 0.02206 0.01128 0.0001614 58 640: 7%|▋ | 11/160 [00:29<05:49, 2.35s/it] 123/299 4.14G 0.02204 0.01116 0.0001634 60 640: 7%|▋ | 11/160 [00:29<05:49, 2.35s/it] 123/299 4.14G 0.02204 0.01116 0.0001634 60 640: 8%|▊ | 12/160 [00:29<04:11, 1.70s/it] 123/299 4.14G 0.02194 0.01139 0.0001624 69 640: 8%|▊ | 12/160 [00:30<04:11, 1.70s/it] 123/299 4.14G 0.02194 0.01139 0.0001624 69 640: 8%|▊ | 13/160 [00:30<03:06, 1.27s/it] 123/299 4.14G 0.02173 0.01128 0.0003017 57 640: 8%|▊ | 13/160 [00:30<03:06, 1.27s/it] 123/299 4.14G 0.02173 0.01128 0.0003017 57 640: 9%|▉ | 14/160 [00:30<02:18, 1.05it/s] 123/299 4.14G 0.0218 0.01112 0.0002896 48 640: 9%|▉ | 14/160 [00:30<02:18, 1.05it/s] 123/299 4.14G 0.0218 0.01112 0.0002896 48 640: 9%|▉ | 15/160 [00:30<01:47, 1.35it/s] 123/299 4.14G 0.02175 0.01118 0.0002796 70 640: 9%|▉ | 15/160 [00:30<01:47, 1.35it/s] 123/299 4.14G 0.02175 0.01118 0.0002796 70 640: 10%|█ | 16/160 [00:30<01:23, 1.72it/s] 123/299 4.14G 0.02179 0.01107 0.0002706 57 640: 10%|█ | 16/160 [00:42<01:23, 1.72it/s] 123/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 823 0.673 0.651 0.662 0.366
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 124/299 4.14G 0.02771 0.0137 0.0001398 80 640: 0%| | 0/160 [00:15<?, ?it/s] 124/299 4.14G 0.02771 0.0137 0.0001398 80 640: 1%| | 1/160 [00:15<42:09, 15.91s/it] 124/299 4.14G 0.02403 0.01135 0.0001455 51 640: 1%| | 1/160 [00:16<42:09, 15.91s/it] 124/299 4.14G 0.02403 0.01135 0.0001455 51 640: 1%|▏ | 2/160 [00:16<17:35, 6.68s/it] 124/299 4.14G 0.02376 0.01053 0.0001532 42 640: 1%|▏ | 2/160 [00:16<17:35, 6.68s/it] 124/299 4.14G 0.02376 0.01053 0.0001532 42 640: 2%|▏ | 3/160 [00:16<09:47, 3.75s/it] 124/299 4.14G 0.02333 0.01088 0.0001948 51 640: 2%|▏ | 3/160 [00:16<09:47, 3.75s/it] 124/299 4.14G 0.02333 0.01088 0.0001948 51 640: 2%|▎ | 4/160 [00:16<06:06, 2.35s/it] 124/299 4.14G 0.02329 0.01115 0.0001818 61 640: 2%|▎ | 4/160 [00:16<06:06, 2.35s/it] 124/299 4.14G 0.02329 0.01115 0.0001818 61 640: 3%|▎ | 5/160 [00:16<04:05, 1.58s/it] 124/299 4.14G 0.02275 0.01126 0.0001749 57 640: 3%|▎ | 5/160 [00:17<04:05, 1.58s/it] 124/299 4.14G 0.02275 0.01126 0.0001749 57 640: 4%|▍ | 6/160 [00:17<02:52, 1.12s/it] 124/299 4.14G 0.02248 0.01157 0.0001724 65 640: 4%|▍ | 6/160 [00:17<02:52, 1.12s/it] 124/299 4.14G 0.02248 0.01157 0.0001724 65 640: 4%|▍ | 7/160 [00:17<02:07, 1.20it/s] 124/299 4.14G 0.0225 0.01163 0.0001707 60 640: 4%|▍ | 7/160 [00:17<02:07, 1.20it/s] 124/299 4.14G 0.0225 0.01163 0.0001707 60 640: 5%|▌ | 8/160 [00:17<01:37, 1.57it/s] 124/299 4.14G 0.02233 0.01167 0.0001986 65 640: 5%|▌ | 8/160 [00:31<01:37, 1.57it/s] 124/299 4.14G 0.02233 0.01167 0.0001986 65 640: 6%|▌ | 9/160 [00:31<12:19, 4.89s/it] 124/299 4.14G 0.02233 0.01158 0.0001912 64 640: 6%|▌ | 9/160 [00:31<12:19, 4.89s/it] 124/299 4.14G 0.02233 0.01158 0.0001912 64 640: 6%|▋ | 10/160 [00:31<08:37, 3.45s/it] 124/299 4.14G 0.02249 0.01189 0.0001875 84 640: 6%|▋ | 10/160 [00:32<08:37, 3.45s/it] 124/299 4.14G 0.02249 0.01189 0.0001875 84 640: 7%|▋ | 11/160 [00:32<06:07, 2.47s/it] 124/299 4.14G 0.02241 0.01166 0.000185 55 640: 7%|▋ | 11/160 [00:32<06:07, 2.47s/it] 124/299 4.14G 0.02241 0.01166 0.000185 55 640: 8%|▊ | 12/160 [00:32<04:23, 1.78s/it] 124/299 4.14G 0.02232 0.01157 0.0001813 59 640: 8%|▊ | 12/160 [00:32<04:23, 1.78s/it] 124/299 4.14G 0.02232 0.01157 0.0001813 59 640: 8%|▊ | 13/160 [00:32<03:12, 1.31s/it] 124/299 4.14G 0.02235 0.01161 0.0001773 52 640: 8%|▊ | 13/160 [00:32<03:12, 1.31s/it] 124/299 4.14G 0.02235 0.01161 0.0001773 52 640: 9%|▉ | 14/160 [00:32<02:22, 1.02it/s] 124/299 4.14G 0.02236 0.01178 0.0001758 88 640: 9%|▉ | 14/160 [00:33<02:22, 1.02it/s] 124/299 4.14G 0.02236 0.01178 0.0001758 88 640: 9%|▉ | 15/160 [00:33<01:49, 1.32it/s] 124/299 4.14G 0.02222 0.01177 0.0001742 48 640: 9%|▉ | 15/160 [00:33<01:49, 1.32it/s] 124/299 4.14G 0.02222 0.01177 0.0001742 48 640: 10%|█ | 16/160 [00:33<01:25, 1.69it/s] 124/299 4.14G 0.02225 0.01186 0.000186 69 640: 10%|█ | 16/160 [00:44<01:25, 1.69it/s] 124/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.705 0.606 0.641 0.368
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 125/299 4.14G 0.02062 0.01044 0.0001076 56 640: 0%| | 0/160 [00:14<?, ?it/s] 125/299 4.14G 0.02062 0.01044 0.0001076 56 640: 1%| | 1/160 [00:14<37:54, 14.31s/it] 125/299 4.14G 0.01985 0.01092 0.0002041 64 640: 1%| | 1/160 [00:14<37:54, 14.31s/it] 125/299 4.14G 0.01985 0.01092 0.0002041 64 640: 1%|▏ | 2/160 [00:14<15:50, 6.02s/it] 125/299 4.14G 0.02088 0.0104 0.0001847 42 640: 1%|▏ | 2/160 [00:14<15:50, 6.02s/it] 125/299 4.14G 0.02088 0.0104 0.0001847 42 640: 2%|▏ | 3/160 [00:14<08:51, 3.39s/it] 125/299 4.14G 0.0213 0.01062 0.000175 62 640: 2%|▏ | 3/160 [00:14<08:51, 3.39s/it] 125/299 4.14G 0.0213 0.01062 0.000175 62 640: 2%|▎ | 4/160 [00:14<05:32, 2.13s/it] 125/299 4.14G 0.0211 0.01065 0.0001627 55 640: 2%|▎ | 4/160 [00:15<05:32, 2.13s/it] 125/299 4.14G 0.0211 0.01065 0.0001627 55 640: 3%|▎ | 5/160 [00:15<03:43, 1.44s/it] 125/299 4.14G 0.02097 0.01108 0.0001632 78 640: 3%|▎ | 5/160 [00:15<03:43, 1.44s/it] 125/299 4.14G 0.02097 0.01108 0.0001632 78 640: 4%|▍ | 6/160 [00:15<02:39, 1.04s/it] 125/299 4.14G 0.02096 0.01085 0.0001566 58 640: 4%|▍ | 6/160 [00:15<02:39, 1.04s/it] 125/299 4.14G 0.02096 0.01085 0.0001566 58 640: 4%|▍ | 7/160 [00:15<01:59, 1.28it/s] 125/299 4.14G 0.02121 0.01093 0.0001522 57 640: 4%|▍ | 7/160 [00:15<01:59, 1.28it/s] 125/299 4.14G 0.02121 0.01093 0.0001522 57 640: 5%|▌ | 8/160 [00:15<01:31, 1.66it/s] 125/299 4.14G 0.02151 0.01116 0.0001495 52 640: 5%|▌ | 8/160 [00:29<01:31, 1.66it/s] 125/299 4.14G 0.02151 0.01116 0.0001495 52 640: 6%|▌ | 9/160 [00:29<11:41, 4.65s/it] 125/299 4.14G 0.02155 0.01127 0.000163 68 640: 6%|▌ | 9/160 [00:29<11:41, 4.65s/it] 125/299 4.14G 0.02155 0.01127 0.000163 68 640: 6%|▋ | 10/160 [00:29<08:11, 3.28s/it] 125/299 4.14G 0.02133 0.01131 0.0001649 72 640: 6%|▋ | 10/160 [00:29<08:11, 3.28s/it] 125/299 4.14G 0.02133 0.01131 0.0001649 72 640: 7%|▋ | 11/160 [00:29<05:49, 2.35s/it] 125/299 4.14G 0.02122 0.01124 0.0001839 65 640: 7%|▋ | 11/160 [00:30<05:49, 2.35s/it] 125/299 4.14G 0.02122 0.01124 0.0001839 65 640: 8%|▊ | 12/160 [00:30<04:11, 1.70s/it] 125/299 4.14G 0.02129 0.01134 0.0001904 66 640: 8%|▊ | 12/160 [00:30<04:11, 1.70s/it] 125/299 4.14G 0.02129 0.01134 0.0001904 66 640: 8%|▊ | 13/160 [00:30<03:03, 1.25s/it] 125/299 4.14G 0.02132 0.01143 0.0001994 76 640: 8%|▊ | 13/160 [00:30<03:03, 1.25s/it] 125/299 4.14G 0.02132 0.01143 0.0001994 76 640: 9%|▉ | 14/160 [00:30<02:16, 1.07it/s] 125/299 4.14G 0.02135 0.01159 0.0002077 78 640: 9%|▉ | 14/160 [00:30<02:16, 1.07it/s] 125/299 4.14G 0.02135 0.01159 0.0002077 78 640: 9%|▉ | 15/160 [00:30<01:45, 1.37it/s] 125/299 4.14G 0.02137 0.01163 0.0002021 64 640: 9%|▉ | 15/160 [00:31<01:45, 1.37it/s] 125/299 4.14G 0.02137 0.01163 0.0002021 64 640: 10%|█ | 16/160 [00:31<01:22, 1.74it/s] 125/299 4.14G 0.02139 0.01152 0.0001978 46 640: 10%|█ | 16/160 [00:42<01:22, 1.74it/s] 125/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 823 0.645 0.659 0.647 0.366
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 126/299 4.14G 0.01921 0.01058 0.0001263 56 640: 0%| | 0/160 [00:14<?, ?it/s] 126/299 4.14G 0.01921 0.01058 0.0001263 56 640: 1%| | 1/160 [00:14<38:05, 14.37s/it] 126/299 4.14G 0.02111 0.01145 0.0003399 82 640: 1%| | 1/160 [00:14<38:05, 14.37s/it] 126/299 4.14G 0.02111 0.01145 0.0003399 82 640: 1%|▏ | 2/160 [00:14<15:55, 6.05s/it] 126/299 4.14G 0.021 0.01161 0.0002686 68 640: 1%|▏ | 2/160 [00:14<15:55, 6.05s/it] 126/299 4.14G 0.021 0.01161 0.0002686 68 640: 2%|▏ | 3/160 [00:14<08:54, 3.40s/it] 126/299 4.14G 0.02056 0.01189 0.0002374 84 640: 2%|▏ | 3/160 [00:15<08:54, 3.40s/it] 126/299 4.14G 0.02056 0.01189 0.0002374 84 640: 2%|▎ | 4/160 [00:15<05:34, 2.14s/it] 126/299 4.14G 0.02115 0.01138 0.0002153 45 640: 2%|▎ | 4/160 [00:15<05:34, 2.14s/it] 126/299 4.14G 0.02115 0.01138 0.0002153 45 640: 3%|▎ | 5/160 [00:15<03:44, 1.45s/it] 126/299 4.14G 0.02136 0.01142 0.0002067 63 640: 3%|▎ | 5/160 [00:15<03:44, 1.45s/it] 126/299 4.14G 0.02136 0.01142 0.0002067 63 640: 4%|▍ | 6/160 [00:15<02:38, 1.03s/it] 126/299 4.14G 0.02114 0.01125 0.0001945 57 640: 4%|▍ | 6/160 [00:15<02:38, 1.03s/it] 126/299 4.14G 0.02114 0.01125 0.0001945 57 640: 4%|▍ | 7/160 [00:15<01:58, 1.29it/s] 126/299 4.14G 0.02123 0.0114 0.0001876 64 640: 4%|▍ | 7/160 [00:15<01:58, 1.29it/s] 126/299 4.14G 0.02123 0.0114 0.0001876 64 640: 5%|▌ | 8/160 [00:15<01:30, 1.67it/s] 126/299 4.14G 0.02128 0.01173 0.0001835 80 640: 5%|▌ | 8/160 [00:27<01:30, 1.67it/s] 126/299 4.14G 0.02128 0.01173 0.0001835 80 640: 6%|▌ | 9/160 [00:27<10:30, 4.17s/it] 126/299 4.14G 0.02126 0.01162 0.0001849 63 640: 6%|▌ | 9/160 [00:28<10:30, 4.17s/it] 126/299 4.14G 0.02126 0.01162 0.0001849 63 640: 6%|▋ | 10/160 [00:28<07:22, 2.95s/it] 126/299 4.14G 0.02136 0.01206 0.0001827 86 640: 6%|▋ | 10/160 [00:28<07:22, 2.95s/it] 126/299 4.14G 0.02136 0.01206 0.0001827 86 640: 7%|▋ | 11/160 [00:28<05:18, 2.13s/it] 126/299 4.14G 0.02107 0.01166 0.0001766 42 640: 7%|▋ | 11/160 [00:28<05:18, 2.13s/it] 126/299 4.14G 0.02107 0.01166 0.0001766 42 640: 8%|▊ | 12/160 [00:28<03:49, 1.55s/it] 126/299 4.14G 0.02136 0.01197 0.0001725 80 640: 8%|▊ | 12/160 [00:28<03:49, 1.55s/it] 126/299 4.14G 0.02136 0.01197 0.0001725 80 640: 8%|▊ | 13/160 [00:28<02:48, 1.15s/it] 126/299 4.14G 0.02128 0.01171 0.0001691 42 640: 8%|▊ | 13/160 [00:29<02:48, 1.15s/it] 126/299 4.14G 0.02128 0.01171 0.0001691 42 640: 9%|▉ | 14/160 [00:29<02:06, 1.16it/s] 126/299 4.14G 0.02137 0.0117 0.0001683 67 640: 9%|▉ | 14/160 [00:29<02:06, 1.16it/s] 126/299 4.14G 0.02137 0.0117 0.0001683 67 640: 9%|▉ | 15/160 [00:29<01:38, 1.47it/s] 126/299 4.14G 0.02133 0.01173 0.0001707 78 640: 9%|▉ | 15/160 [00:29<01:38, 1.47it/s] 126/299 4.14G 0.02133 0.01173 0.0001707 78 640: 10%|█ | 16/160 [00:29<01:17, 1.85it/s] 126/299 4.14G 0.02147 0.01161 0.0001758 52 640: 10%|█ | 16/160 [00:41<01:17, 1.85it/s] 126/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 821 0.67 0.613 0.639 0.364
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 127/299 4.14G 0.02106 0.01055 0.0001335 62 640: 0%| | 0/160 [00:14<?, ?it/s] 127/299 4.14G 0.02106 0.01055 0.0001335 62 640: 1%| | 1/160 [00:14<38:59, 14.71s/it] 127/299 4.14G 0.02202 0.01179 0.0001345 64 640: 1%| | 1/160 [00:14<38:59, 14.71s/it] 127/299 4.14G 0.02202 0.01179 0.0001345 64 640: 1%|▏ | 2/160 [00:14<16:17, 6.19s/it] 127/299 4.14G 0.02265 0.01192 0.0001341 72 640: 1%|▏ | 2/160 [00:15<16:17, 6.19s/it] 127/299 4.14G 0.02265 0.01192 0.0001341 72 640: 2%|▏ | 3/160 [00:15<09:05, 3.48s/it] 127/299 4.14G 0.02219 0.01162 0.0001453 60 640: 2%|▏ | 3/160 [00:15<09:05, 3.48s/it] 127/299 4.14G 0.02219 0.01162 0.0001453 60 640: 2%|▎ | 4/160 [00:15<05:41, 2.19s/it] 127/299 4.14G 0.0217 0.01143 0.000149 70 640: 2%|▎ | 4/160 [00:15<05:41, 2.19s/it] 127/299 4.14G 0.0217 0.01143 0.000149 70 640: 3%|▎ | 5/160 [00:15<03:48, 1.48s/it] 127/299 4.14G 0.02128 0.01098 0.0001455 40 640: 3%|▎ | 5/160 [00:15<03:48, 1.48s/it] 127/299 4.14G 0.02128 0.01098 0.0001455 40 640: 4%|▍ | 6/160 [00:15<02:41, 1.05s/it] 127/299 4.14G 0.02118 0.01115 0.0001539 70 640: 4%|▍ | 6/160 [00:16<02:41, 1.05s/it] 127/299 4.14G 0.02118 0.01115 0.0001539 70 640: 4%|▍ | 7/160 [00:16<02:00, 1.27it/s] 127/299 4.14G 0.02101 0.0111 0.0001513 72 640: 4%|▍ | 7/160 [00:16<02:00, 1.27it/s] 127/299 4.14G 0.02101 0.0111 0.0001513 72 640: 5%|▌ | 8/160 [00:16<01:32, 1.65it/s] 127/299 4.14G 0.02114 0.01126 0.0001542 78 640: 5%|▌ | 8/160 [00:28<01:32, 1.65it/s] 127/299 4.14G 0.02114 0.01126 0.0001542 78 640: 6%|▌ | 9/160 [00:28<10:21, 4.12s/it] 127/299 4.14G 0.02163 0.01187 0.000265 86 640: 6%|▌ | 9/160 [00:28<10:21, 4.12s/it] 127/299 4.14G 0.02163 0.01187 0.000265 86 640: 6%|▋ | 10/160 [00:28<07:18, 2.92s/it] 127/299 4.14G 0.02151 0.01172 0.0002545 51 640: 6%|▋ | 10/160 [00:28<07:18, 2.92s/it] 127/299 4.14G 0.02151 0.01172 0.0002545 51 640: 7%|▋ | 11/160 [00:28<05:13, 2.10s/it] 127/299 4.14G 0.02146 0.01152 0.0002454 55 640: 7%|▋ | 11/160 [00:28<05:13, 2.10s/it] 127/299 4.14G 0.02146 0.01152 0.0002454 55 640: 8%|▊ | 12/160 [00:28<03:45, 1.53s/it] 127/299 4.14G 0.02159 0.01162 0.0002387 73 640: 8%|▊ | 12/160 [00:29<03:45, 1.53s/it] 127/299 4.14G 0.02159 0.01162 0.0002387 73 640: 8%|▊ | 13/160 [00:29<02:45, 1.13s/it] 127/299 4.14G 0.02175 0.01164 0.0002343 66 640: 8%|▊ | 13/160 [00:29<02:45, 1.13s/it] 127/299 4.14G 0.02175 0.01164 0.0002343 66 640: 9%|▉ | 14/160 [00:29<02:04, 1.17it/s] 127/299 4.14G 0.02171 0.01171 0.0002428 68 640: 9%|▉ | 14/160 [00:29<02:04, 1.17it/s] 127/299 4.14G 0.02171 0.01171 0.0002428 68 640: 9%|▉ | 15/160 [00:29<01:36, 1.50it/s] 127/299 4.14G 0.0221 0.01169 0.0002358 68 640: 9%|▉ | 15/160 [00:29<01:36, 1.50it/s] 127/299 4.14G 0.0221 0.01169 0.0002358 68 640: 10%|█ | 16/160 [00:29<01:16, 1.89it/s] 127/299 4.14G 0.02212 0.01176 0.0002309 70 640: 10%|█ | 16/160 [00:41<01:16, 1.89it/s] 127/299 4.14G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 821 0.665 0.649 0.653 0.373
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 128/299 4.14G 0.02316 0.0156 0.0002763 76 640: 0%| | 0/160 [00:15<?, ?it/s] 128/299 4.14G 0.02316 0.0156 0.0002763 76 640: 1%| | 1/160 [00:15<41:43, 15.75s/it] 128/299 4.14G 0.02077 0.01234 0.0002835 54 640: 1%| | 1/160 [00:15<41:43, 15.75s/it] 128/299 4.14G 0.02077 0.01234 0.0002835 54 640: 1%|▏ | 2/160 [00:15<17:24, 6.61s/it] 128/299 4.14G 0.02126 0.01283 0.0002249 71 640: 1%|▏ | 2/160 [00:16<17:24, 6.61s/it] 128/299 4.14G 0.02126 0.01283 0.0002249 71 640: 2%|▏ | 3/160 [00:16<09:41, 3.71s/it] 128/299 4.14G 0.02135 0.01293 0.0002223 86 640: 2%|▏ | 3/160 [00:16<09:41, 3.71s/it] 128/299 4.14G 0.02135 0.01293 0.0002223 86 640: 2%|▎ | 4/160 [00:16<06:03, 2.33s/it] 128/299 4.14G 0.02144 0.01253 0.0002074 54 640: 2%|▎ | 4/160 [00:16<06:03, 2.33s/it] 128/299 4.14G 0.02144 0.01253 0.0002074 54 640: 3%|▎ | 5/160 [00:16<04:02, 1.57s/it] 128/299 4.14G 0.02132 0.01244 0.0001887 71 640: 3%|▎ | 5/160 [00:16<04:02, 1.57s/it] 128/299 4.14G 0.02132 0.01244 0.0001887 71 640: 4%|▍ | 6/160 [00:16<02:50, 1.11s/it] 128/299 4.14G 0.02168 0.01219 0.000175 63 640: 4%|▍ | 6/160 [00:17<02:50, 1.11s/it] 128/299 4.14G 0.02168 0.01219 0.000175 63 640: 4%|▍ | 7/160 [00:17<02:06, 1.21it/s] 128/299 4.14G 0.02154 0.01204 0.0001675 69 640: 4%|▍ | 7/160 [00:17<02:06, 1.21it/s] 128/299 4.14G 0.02154 0.01204 0.0001675 69 640: 5%|▌ | 8/160 [00:17<01:36, 1.58it/s] 128/299 4.14G 0.02129 0.01188 0.0001615 52 640: 5%|▌ | 8/160 [00:31<01:36, 1.58it/s] 128/299 4.14G 0.02129 0.01188 0.0001615 52 640: 6%|▌ | 9/160 [00:31<12:06, 4.81s/it] 128/299 4.14G 0.02133 0.01152 0.0001558 47 640: 6%|▌ | 9/160 [00:31<12:06, 4.81s/it] 128/299 4.14G 0.02133 0.01152 0.0001558 47 640: 6%|▋ | 10/160 [00:31<08:28, 3.39s/it] 128/299 4.14G 0.02119 0.01143 0.0001502 61 640: 6%|▋ | 10/160 [00:31<08:28, 3.39s/it] 128/299 4.14G 0.02119 0.01143 0.0001502 61 640: 7%|▋ | 11/160 [00:31<06:01, 2.43s/it] 128/299 4.14G 0.02133 0.01116 0.0001474 48 640: 7%|▋ | 11/160 [00:31<06:01, 2.43s/it] 128/299 4.14G 0.02133 0.01116 0.0001474 48 640: 8%|▊ | 12/160 [00:31<04:19, 1.75s/it] 128/299 4.14G 0.02124 0.01144 0.000144 95 640: 8%|▊ | 12/160 [00:32<04:19, 1.75s/it] 128/299 4.14G 0.02124 0.01144 0.000144 95 640: 8%|▊ | 13/160 [00:32<03:09, 1.29s/it] 128/299 4.14G 0.02126 0.01134 0.0001406 53 640: 8%|▊ | 13/160 [00:32<03:09, 1.29s/it] 128/299 4.14G 0.02126 0.01134 0.0001406 53 640: 9%|▉ | 14/160 [00:32<02:20, 1.04it/s] 128/299 4.14G 0.0213 0.01148 0.0001385 87 640: 9%|▉ | 14/160 [00:32<02:20, 1.04it/s] 128/299 4.14G 0.0213 0.01148 0.0001385 87 640: 9%|▉ | 15/160 [00:32<01:47, 1.34it/s] 128/299 4.14G 0.02135 0.0116 0.0001367 76 640: 9%|▉ | 15/160 [00:32<01:47, 1.34it/s] 128/299 4.14G 0.02135 0.0116 0.0001367 76 640: 10%|█ | 16/160 [00:32<01:23, 1.72it/s] 128/299 4.14G 0.02123 0.01174 0.0001363 82 640: 10%|█ | 16/160 [00:44<01:23, 1.72it/s] 128/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.615 0.663 0.64 0.367
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 129/299 4.14G 0.02225 0.01076 0.0001113 56 640: 0%| | 0/160 [00:14<?, ?it/s] 129/299 4.14G 0.02225 0.01076 0.0001113 56 640: 1%| | 1/160 [00:14<37:07, 14.01s/it] 129/299 4.14G 0.02179 0.01137 0.0001064 55 640: 1%| | 1/160 [00:14<37:07, 14.01s/it] 129/299 4.14G 0.02179 0.01137 0.0001064 55 640: 1%|▏ | 2/160 [00:14<15:31, 5.90s/it] 129/299 4.14G 0.02176 0.01154 0.0001023 71 640: 1%|▏ | 2/160 [00:14<15:31, 5.90s/it] 129/299 4.14G 0.02176 0.01154 0.0001023 71 640: 2%|▏ | 3/160 [00:14<08:41, 3.32s/it] 129/299 4.14G 0.02112 0.01176 0.0001043 58 640: 2%|▏ | 3/160 [00:14<08:41, 3.32s/it] 129/299 4.14G 0.02112 0.01176 0.0001043 58 640: 2%|▎ | 4/160 [00:14<05:26, 2.09s/it] 129/299 4.14G 0.02142 0.01163 0.0001047 53 640: 2%|▎ | 4/160 [00:14<05:26, 2.09s/it] 129/299 4.14G 0.02142 0.01163 0.0001047 53 640: 3%|▎ | 5/160 [00:14<03:39, 1.42s/it] 129/299 4.14G 0.02194 0.0109 0.0001052 33 640: 3%|▎ | 5/160 [00:15<03:39, 1.42s/it] 129/299 4.14G 0.02194 0.0109 0.0001052 33 640: 4%|▍ | 6/160 [00:15<02:35, 1.01s/it] 129/299 4.14G 0.0216 0.0108 0.0001133 56 640: 4%|▍ | 6/160 [00:15<02:35, 1.01s/it] 129/299 4.14G 0.0216 0.0108 0.0001133 56 640: 4%|▍ | 7/160 [00:15<01:56, 1.31it/s] 129/299 4.14G 0.02171 0.01089 0.0001155 64 640: 4%|▍ | 7/160 [00:15<01:56, 1.31it/s] 129/299 4.14G 0.02171 0.01089 0.0001155 64 640: 5%|▌ | 8/160 [00:15<01:29, 1.70it/s] 129/299 4.14G 0.02172 0.01102 0.0001158 70 640: 5%|▌ | 8/160 [00:28<01:29, 1.70it/s] 129/299 4.14G 0.02172 0.01102 0.0001158 70 640: 6%|▌ | 9/160 [00:28<10:48, 4.30s/it] 129/299 4.14G 0.0216 0.01099 0.0001158 62 640: 6%|▌ | 9/160 [00:28<10:48, 4.30s/it] 129/299 4.14G 0.0216 0.01099 0.0001158 62 640: 6%|▋ | 10/160 [00:28<07:35, 3.04s/it] 129/299 4.14G 0.02152 0.01112 0.0001143 69 640: 6%|▋ | 10/160 [00:28<07:35, 3.04s/it] 129/299 4.14G 0.02152 0.01112 0.0001143 69 640: 7%|▋ | 11/160 [00:28<05:27, 2.20s/it] 129/299 4.14G 0.02135 0.01107 0.0001234 60 640: 7%|▋ | 11/160 [00:28<05:27, 2.20s/it] 129/299 4.14G 0.02135 0.01107 0.0001234 60 640: 8%|▊ | 12/160 [00:28<03:55, 1.59s/it] 129/299 4.14G 0.02147 0.01101 0.0001236 61 640: 8%|▊ | 12/160 [00:28<03:55, 1.59s/it] 129/299 4.14G 0.02147 0.01101 0.0001236 61 640: 8%|▊ | 13/160 [00:28<02:52, 1.18s/it] 129/299 4.14G 0.02138 0.01083 0.0001215 54 640: 8%|▊ | 13/160 [00:29<02:52, 1.18s/it] 129/299 4.14G 0.02138 0.01083 0.0001215 54 640: 9%|▉ | 14/160 [00:29<02:09, 1.13it/s] 129/299 4.14G 0.02121 0.01085 0.0001202 72 640: 9%|▉ | 14/160 [00:29<02:09, 1.13it/s] 129/299 4.14G 0.02121 0.01085 0.0001202 72 640: 9%|▉ | 15/160 [00:29<01:40, 1.44it/s] 129/299 4.14G 0.02108 0.01096 0.0001414 66 640: 9%|▉ | 15/160 [00:29<01:40, 1.44it/s] 129/299 4.14G 0.02108 0.01096 0.0001414 66 640: 10%|█ | 16/160 [00:29<01:19, 1.81it/s] 129/299 4.14G 0.02112 0.01106 0.0001468 68 640: 10%|█ | 16/160 [00:41<01:19, 1.81it/s] 129/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s]
all 340 823 0.672 0.63 0.655 0.375
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 130/299 4.14G 0.01958 0.01044 0.0001154 65 640: 0%| | 0/160 [00:12<?, ?it/s] 130/299 4.14G 0.01958 0.01044 0.0001154 65 640: 1%| | 1/160 [00:12<34:21, 12.97s/it] 130/299 4.14G 0.02166 0.01184 0.0001127 55 640: 1%| | 1/160 [00:13<34:21, 12.97s/it] 130/299 4.14G 0.02166 0.01184 0.0001127 55 640: 1%|▏ | 2/160 [00:13<14:24, 5.47s/it] 130/299 4.14G 0.02099 0.01095 0.0001154 46 640: 1%|▏ | 2/160 [00:13<14:24, 5.47s/it] 130/299 4.14G 0.02099 0.01095 0.0001154 46 640: 2%|▏ | 3/160 [00:13<08:04, 3.09s/it] 130/299 4.14G 0.02065 0.01091 0.000144 71 640: 2%|▏ | 3/160 [00:13<08:04, 3.09s/it] 130/299 4.14G 0.02065 0.01091 0.000144 71 640: 2%|▎ | 4/160 [00:13<05:04, 1.95s/it] 130/299 4.14G 0.02032 0.01056 0.0001445 58 640: 2%|▎ | 4/160 [00:13<05:04, 1.95s/it] 130/299 4.14G 0.02032 0.01056 0.0001445 58 640: 3%|▎ | 5/160 [00:13<03:25, 1.33s/it] 130/299 4.14G 0.02029 0.01027 0.0001403 65 640: 3%|▎ | 5/160 [00:14<03:25, 1.33s/it] 130/299 4.14G 0.02029 0.01027 0.0001403 65 640: 4%|▍ | 6/160 [00:14<02:26, 1.05it/s] 130/299 4.14G 0.02054 0.01083 0.0001528 79 640: 4%|▍ | 6/160 [00:14<02:26, 1.05it/s] 130/299 4.14G 0.02054 0.01083 0.0001528 79 640: 4%|▍ | 7/160 [00:14<01:50, 1.39it/s] 130/299 4.14G 0.02099 0.01091 0.0001498 73 640: 4%|▍ | 7/160 [00:14<01:50, 1.39it/s] 130/299 4.14G 0.02099 0.01091 0.0001498 73 640: 5%|▌ | 8/160 [00:14<01:25, 1.78it/s] 130/299 4.14G 0.02103 0.01062 0.0001489 51 640: 5%|▌ | 8/160 [00:28<01:25, 1.78it/s] 130/299 4.14G 0.02103 0.01062 0.0001489 51 640: 6%|▌ | 9/160 [00:28<12:07, 4.82s/it] 130/299 4.14G 0.02139 0.01102 0.0001458 81 640: 6%|▌ | 9/160 [00:28<12:07, 4.82s/it] 130/299 4.14G 0.02139 0.01102 0.0001458 81 640: 6%|▋ | 10/160 [00:28<08:29, 3.40s/it] 130/299 4.14G 0.02137 0.01095 0.0001446 62 640: 6%|▋ | 10/160 [00:29<08:29, 3.40s/it] 130/299 4.14G 0.02137 0.01095 0.0001446 62 640: 7%|▋ | 11/160 [00:29<06:03, 2.44s/it] 130/299 4.14G 0.0216 0.01118 0.0001414 92 640: 7%|▋ | 11/160 [00:29<06:03, 2.44s/it] 130/299 4.14G 0.0216 0.01118 0.0001414 92 640: 8%|▊ | 12/160 [00:29<04:20, 1.76s/it] 130/299 4.14G 0.02181 0.01115 0.0001519 53 640: 8%|▊ | 12/160 [00:29<04:20, 1.76s/it] 130/299 4.14G 0.02181 0.01115 0.0001519 53 640: 8%|▊ | 13/160 [00:29<03:10, 1.29s/it] 130/299 4.14G 0.02159 0.01105 0.0001499 58 640: 8%|▊ | 13/160 [00:29<03:10, 1.29s/it] 130/299 4.14G 0.02159 0.01105 0.0001499 58 640: 9%|▉ | 14/160 [00:29<02:21, 1.03it/s] 130/299 4.14G 0.02158 0.01108 0.0001477 67 640: 9%|▉ | 14/160 [00:30<02:21, 1.03it/s] 130/299 4.14G 0.02158 0.01108 0.0001477 67 640: 9%|▉ | 15/160 [00:30<01:49, 1.33it/s] 130/299 4.14G 0.02161 0.01115 0.0001462 79 640: 9%|▉ | 15/160 [00:30<01:49, 1.33it/s] 130/299 4.14G 0.02161 0.01115 0.0001462 79 640: 10%|█ | 16/160 [00:30<01:25, 1.69it/s] 130/299 4.14G 0.02154 0.01112 0.0001452 56 640: 10%|█ | 16/160 [00:42<01:25, 1.69it/s] 130/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.673 0.63 0.649 0.373
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 131/299 4.14G 0.02348 0.009499 0.0001138 51 640: 0%| | 0/160 [00:12<?, ?it/s] 131/299 4.14G 0.02348 0.009499 0.0001138 51 640: 1%| | 1/160 [00:12<32:48, 12.38s/it] 131/299 4.14G 0.02265 0.008863 0.0001173 52 640: 1%| | 1/160 [00:12<32:48, 12.38s/it] 131/299 4.14G 0.02265 0.008863 0.0001173 52 640: 1%|▏ | 2/160 [00:12<13:45, 5.22s/it] 131/299 4.14G 0.02282 0.009197 0.000121 57 640: 1%|▏ | 2/160 [00:12<13:45, 5.22s/it] 131/299 4.14G 0.02282 0.009197 0.000121 57 640: 2%|▏ | 3/160 [00:12<07:43, 2.96s/it] 131/299 4.14G 0.02181 0.009733 0.00012 51 640: 2%|▏ | 3/160 [00:13<07:43, 2.96s/it] 131/299 4.14G 0.02181 0.009733 0.00012 51 640: 2%|▎ | 4/160 [00:13<04:52, 1.87s/it] 131/299 4.14G 0.02096 0.01028 0.0001199 72 640: 2%|▎ | 4/160 [00:13<04:52, 1.87s/it] 131/299 4.14G 0.02096 0.01028 0.0001199 72 640: 3%|▎ | 5/160 [00:13<03:17, 1.28s/it] 131/299 4.14G 0.02119 0.01059 0.0001204 77 640: 3%|▎ | 5/160 [00:14<03:17, 1.28s/it] 131/299 4.14G 0.02119 0.01059 0.0001204 77 640: 4%|▍ | 6/160 [00:14<03:34, 1.39s/it] 131/299 4.14G 0.02107 0.01043 0.0001336 63 640: 4%|▍ | 6/160 [00:15<03:34, 1.39s/it] 131/299 4.14G 0.02107 0.01043 0.0001336 63 640: 4%|▍ | 7/160 [00:15<02:36, 1.02s/it] 131/299 4.14G 0.02086 0.01009 0.0001825 44 640: 4%|▍ | 7/160 [00:15<02:36, 1.02s/it] 131/299 4.14G 0.02086 0.01009 0.0001825 44 640: 5%|▌ | 8/160 [00:15<01:56, 1.31it/s] 131/299 4.14G 0.02129 0.01051 0.0001754 61 640: 5%|▌ | 8/160 [00:25<01:56, 1.31it/s] 131/299 4.14G 0.02129 0.01051 0.0001754 61 640: 6%|▌ | 9/160 [00:25<09:33, 3.80s/it] 131/299 4.14G 0.02099 0.01036 0.0001701 51 640: 6%|▌ | 9/160 [00:26<09:33, 3.80s/it] 131/299 4.14G 0.02099 0.01036 0.0001701 51 640: 6%|▋ | 10/160 [00:26<06:43, 2.69s/it] 131/299 4.14G 0.02098 0.01013 0.000198 54 640: 6%|▋ | 10/160 [00:26<06:43, 2.69s/it] 131/299 4.14G 0.02098 0.01013 0.000198 54 640: 7%|▋ | 11/160 [00:26<04:49, 1.95s/it] 131/299 4.14G 0.02074 0.01009 0.0001921 59 640: 7%|▋ | 11/160 [00:26<04:49, 1.95s/it] 131/299 4.14G 0.02074 0.01009 0.0001921 59 640: 8%|▊ | 12/160 [00:26<03:29, 1.42s/it] 131/299 4.14G 0.02066 0.01023 0.0002001 66 640: 8%|▊ | 12/160 [00:26<03:29, 1.42s/it] 131/299 4.14G 0.02066 0.01023 0.0002001 66 640: 8%|▊ | 13/160 [00:26<02:34, 1.05s/it] 131/299 4.14G 0.02081 0.01044 0.0002044 66 640: 8%|▊ | 13/160 [00:28<02:34, 1.05s/it] 131/299 4.14G 0.02081 0.01044 0.0002044 66 640: 9%|▉ | 14/160 [00:28<03:06, 1.28s/it] 131/299 4.14G 0.02082 0.01062 0.0001987 69 640: 9%|▉ | 14/160 [00:28<03:06, 1.28s/it] 131/299 4.14G 0.02082 0.01062 0.0001987 69 640: 9%|▉ | 15/160 [00:28<02:20, 1.03it/s] 131/299 4.14G 0.02092 0.01087 0.000194 78 640: 9%|▉ | 15/160 [00:28<02:20, 1.03it/s] 131/299 4.14G 0.02092 0.01087 0.000194 78 640: 10%|█ | 16/160 [00:28<01:46, 1.35it/s] 131/299 4.14G 0.02101 0.01092 0.000194 55 640: 10%|█ | 16/160 [00:39<01:46, 1.35it/s] 131/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 823 0.636 0.697 0.658 0.374
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 132/299 4.14G 0.02099 0.01168 9.304e-05 61 640: 0%| | 0/160 [00:09<?, ?it/s] 132/299 4.14G 0.02099 0.01168 9.304e-05 61 640: 1%| | 1/160 [00:09<24:52, 9.38s/it] 132/299 4.14G 0.02036 0.01174 0.0001008 61 640: 1%| | 1/160 [00:13<24:52, 9.38s/it] 132/299 4.14G 0.02036 0.01174 0.0001008 61 640: 1%|▏ | 2/160 [00:13<15:56, 6.05s/it] 132/299 4.14G 0.02166 0.01356 0.0001097 102 640: 1%|▏ | 2/160 [00:13<15:56, 6.05s/it] 132/299 4.14G 0.02166 0.01356 0.0001097 102 640: 2%|▏ | 3/160 [00:13<08:54, 3.41s/it] 132/299 4.14G 0.021 0.01269 0.0002075 45 640: 2%|▏ | 3/160 [00:13<08:54, 3.41s/it] 132/299 4.14G 0.021 0.01269 0.0002075 45 640: 2%|▎ | 4/160 [00:13<05:34, 2.15s/it] 132/299 4.14G 0.0205 0.01162 0.0001932 43 640: 2%|▎ | 4/160 [00:13<05:34, 2.15s/it] 132/299 4.14G 0.0205 0.01162 0.0001932 43 640: 3%|▎ | 5/160 [00:13<03:44, 1.45s/it] 132/299 4.14G 0.02045 0.01148 0.0001779 66 640: 3%|▎ | 5/160 [00:14<03:44, 1.45s/it] 132/299 4.14G 0.02045 0.01148 0.0001779 66 640: 4%|▍ | 6/160 [00:14<02:47, 1.09s/it] 132/299 4.14G 0.02041 0.01131 0.0002145 62 640: 4%|▍ | 6/160 [00:14<02:47, 1.09s/it] 132/299 4.14G 0.02041 0.01131 0.0002145 62 640: 4%|▍ | 7/160 [00:14<02:04, 1.23it/s] 132/299 4.14G 0.02054 0.011 0.0002265 48 640: 4%|▍ | 7/160 [00:14<02:04, 1.23it/s] 132/299 4.14G 0.02054 0.011 0.0002265 48 640: 5%|▌ | 8/160 [00:14<01:34, 1.60it/s] 132/299 4.14G 0.0206 0.01124 0.0002179 86 640: 5%|▌ | 8/160 [00:23<01:34, 1.60it/s] 132/299 4.14G 0.0206 0.01124 0.0002179 86 640: 6%|▌ | 9/160 [00:23<08:01, 3.19s/it] 132/299 4.14G 0.02043 0.01128 0.0002084 74 640: 6%|▌ | 9/160 [00:30<08:01, 3.19s/it] 132/299 4.14G 0.02043 0.01128 0.0002084 74 640: 6%|▋ | 10/160 [00:30<10:45, 4.30s/it] 132/299 4.14G 0.02045 0.01119 0.0002012 54 640: 6%|▋ | 10/160 [00:30<10:45, 4.30s/it] 132/299 4.14G 0.02045 0.01119 0.0002012 54 640: 7%|▋ | 11/160 [00:30<07:35, 3.06s/it] 132/299 4.14G 0.02039 0.01117 0.0001936 68 640: 7%|▋ | 11/160 [00:30<07:35, 3.06s/it] 132/299 4.14G 0.02039 0.01117 0.0001936 68 640: 8%|▊ | 12/160 [00:30<05:24, 2.19s/it] 132/299 4.14G 0.02045 0.01135 0.0001911 81 640: 8%|▊ | 12/160 [00:30<05:24, 2.19s/it] 132/299 4.14G 0.02045 0.01135 0.0001911 81 640: 8%|▊ | 13/160 [00:30<03:54, 1.59s/it] 132/299 4.14G 0.02059 0.01156 0.0002019 102 640: 8%|▊ | 13/160 [00:31<03:54, 1.59s/it] 132/299 4.14G 0.02059 0.01156 0.0002019 102 640: 9%|▉ | 14/160 [00:31<02:51, 1.18s/it] 132/299 4.14G 0.02072 0.01155 0.0001979 65 640: 9%|▉ | 14/160 [00:31<02:51, 1.18s/it] 132/299 4.14G 0.02072 0.01155 0.0001979 65 640: 9%|▉ | 15/160 [00:31<02:09, 1.12it/s] 132/299 4.14G 0.02097 0.01175 0.0001924 77 640: 9%|▉ | 15/160 [00:31<02:09, 1.12it/s] 132/299 4.14G 0.02097 0.01175 0.0001924 77 640: 10%|█ | 16/160 [00:31<01:39, 1.45it/s] 132/299 4.14G 0.02107 0.01165 0.0001937 61 640: 10%|█ | 16/160 [00:36<01:39, 1.45it/s] 132/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.697 0.618 0.655 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 133/299 4.14G 0.01982 0.007911 9.222e-05 42 640: 0%| | 0/160 [00:01<?, ?it/s] 133/299 4.14G 0.01982 0.007911 9.222e-05 42 640: 1%| | 1/160 [00:01<04:30, 1.70s/it] 133/299 4.14G 0.02028 0.009999 0.0001095 81 640: 1%| | 1/160 [00:13<04:30, 1.70s/it] 133/299 4.14G 0.02028 0.009999 0.0001095 81 640: 1%|▏ | 2/160 [00:13<20:22, 7.74s/it] 133/299 4.14G 0.02099 0.01036 0.0001064 61 640: 1%|▏ | 2/160 [00:13<20:22, 7.74s/it] 133/299 4.14G 0.02099 0.01036 0.0001064 61 640: 2%|▏ | 3/160 [00:13<11:18, 4.32s/it] 133/299 4.14G 0.02071 0.009899 0.0001055 50 640: 2%|▏ | 3/160 [00:14<11:18, 4.32s/it] 133/299 4.14G 0.02071 0.009899 0.0001055 50 640: 2%|▎ | 4/160 [00:14<07:03, 2.71s/it] 133/299 4.14G 0.02039 0.01004 0.0001384 66 640: 2%|▎ | 4/160 [00:14<07:03, 2.71s/it] 133/299 4.14G 0.02039 0.01004 0.0001384 66 640: 3%|▎ | 5/160 [00:14<04:41, 1.81s/it] 133/299 4.14G 0.02067 0.01034 0.000141 62 640: 3%|▎ | 5/160 [00:14<04:41, 1.81s/it] 133/299 4.14G 0.02067 0.01034 0.000141 62 640: 4%|▍ | 6/160 [00:14<03:15, 1.27s/it] 133/299 4.14G 0.02052 0.01091 0.0001357 85 640: 4%|▍ | 6/160 [00:15<03:15, 1.27s/it] 133/299 4.14G 0.02052 0.01091 0.0001357 85 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 133/299 4.14G 0.02058 0.01102 0.0001316 63 640: 4%|▍ | 7/160 [00:16<03:17, 1.29s/it] 133/299 4.14G 0.02058 0.01102 0.0001316 63 640: 5%|▌ | 8/160 [00:16<02:23, 1.06it/s] 133/299 4.14G 0.0208 0.01085 0.0001313 60 640: 5%|▌ | 8/160 [00:22<02:23, 1.06it/s] 133/299 4.14G 0.0208 0.01085 0.0001313 60 640: 6%|▌ | 9/160 [00:22<06:48, 2.71s/it] 133/299 4.14G 0.021 0.0107 0.000185 45 640: 6%|▌ | 9/160 [00:28<06:48, 2.71s/it] 133/299 4.14G 0.021 0.0107 0.000185 45 640: 6%|▋ | 10/160 [00:28<08:56, 3.58s/it] 133/299 4.14G 0.02124 0.01083 0.0001803 87 640: 6%|▋ | 10/160 [00:28<08:56, 3.58s/it] 133/299 4.14G 0.02124 0.01083 0.0001803 87 640: 7%|▋ | 11/160 [00:28<06:21, 2.56s/it] 133/299 4.14G 0.0211 0.01077 0.0001735 58 640: 7%|▋ | 11/160 [00:28<06:21, 2.56s/it] 133/299 4.14G 0.0211 0.01077 0.0001735 58 640: 8%|▊ | 12/160 [00:28<04:33, 1.85s/it] 133/299 4.14G 0.02109 0.01063 0.0001674 58 640: 8%|▊ | 12/160 [00:28<04:33, 1.85s/it] 133/299 4.14G 0.02109 0.01063 0.0001674 58 640: 8%|▊ | 13/160 [00:28<03:18, 1.35s/it] 133/299 4.14G 0.021 0.01047 0.0001633 58 640: 8%|▊ | 13/160 [00:29<03:18, 1.35s/it] 133/299 4.14G 0.021 0.01047 0.0001633 58 640: 9%|▉ | 14/160 [00:29<02:27, 1.01s/it] 133/299 4.14G 0.02083 0.0103 0.0001601 55 640: 9%|▉ | 14/160 [00:30<02:27, 1.01s/it] 133/299 4.14G 0.02083 0.0103 0.0001601 55 640: 9%|▉ | 15/160 [00:30<02:39, 1.10s/it] 133/299 4.14G 0.02083 0.01053 0.0001588 86 640: 9%|▉ | 15/160 [00:30<02:39, 1.10s/it] 133/299 4.14G 0.02083 0.01053 0.0001588 86 640: 10%|█ | 16/160 [00:30<01:59, 1.20it/s] 133/299 4.14G 0.0207 0.01059 0.0001561 65 640: 10%|█ | 16/160 [00:35<01:59, 1.20it/s] 133/299 4.14G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.656 0.65 0.653 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 134/299 4.14G 0.02089 0.01132 0.0002572 74 640: 0%| | 0/160 [00:05<?, ?it/s] 134/299 4.14G 0.02089 0.01132 0.0002572 74 640: 1%| | 1/160 [00:05<14:22, 5.42s/it] 134/299 4.14G 0.01948 0.01073 0.0001826 51 640: 1%| | 1/160 [00:08<14:22, 5.42s/it] 134/299 4.14G 0.01948 0.01073 0.0001826 51 640: 1%|▏ | 2/160 [00:08<09:54, 3.76s/it] 134/299 4.14G 0.02039 0.01131 0.0001593 73 640: 1%|▏ | 2/160 [00:08<09:54, 3.76s/it] 134/299 4.14G 0.02039 0.01131 0.0001593 73 640: 2%|▏ | 3/160 [00:08<05:41, 2.17s/it] 134/299 4.14G 0.021 0.01167 0.000169 62 640: 2%|▏ | 3/160 [00:08<05:41, 2.17s/it] 134/299 4.14G 0.021 0.01167 0.000169 62 640: 2%|▎ | 4/160 [00:08<03:40, 1.41s/it] 134/299 4.14G 0.02084 0.0114 0.0001999 62 640: 2%|▎ | 4/160 [00:08<03:40, 1.41s/it] 134/299 4.14G 0.02084 0.0114 0.0001999 62 640: 3%|▎ | 5/160 [00:08<02:33, 1.01it/s] 134/299 4.14G 0.02068 0.01136 0.0001899 70 640: 3%|▎ | 5/160 [00:09<02:33, 1.01it/s] 134/299 4.14G 0.02068 0.01136 0.0001899 70 640: 4%|▍ | 6/160 [00:09<01:53, 1.35it/s] 134/299 4.14G 0.02071 0.0111 0.0001924 47 640: 4%|▍ | 6/160 [00:15<01:53, 1.35it/s] 134/299 4.14G 0.02071 0.0111 0.0001924 47 640: 4%|▍ | 7/160 [00:15<06:33, 2.57s/it] 134/299 4.14G 0.02077 0.0111 0.0001823 69 640: 4%|▍ | 7/160 [00:15<06:33, 2.57s/it] 134/299 4.14G 0.02077 0.0111 0.0001823 69 640: 5%|▌ | 8/160 [00:15<04:36, 1.82s/it] 134/299 4.14G 0.02105 0.01117 0.0001755 49 640: 5%|▌ | 8/160 [00:24<04:36, 1.82s/it] 134/299 4.14G 0.02105 0.01117 0.0001755 49 640: 6%|▌ | 9/160 [00:24<10:23, 4.13s/it] 134/299 4.14G 0.02078 0.01084 0.0001685 48 640: 6%|▌ | 9/160 [00:25<10:23, 4.13s/it] 134/299 4.14G 0.02078 0.01084 0.0001685 48 640: 6%|▋ | 10/160 [00:25<07:18, 2.92s/it] 134/299 4.14G 0.02075 0.01083 0.0001639 71 640: 6%|▋ | 10/160 [00:25<07:18, 2.92s/it] 134/299 4.14G 0.02075 0.01083 0.0001639 71 640: 7%|▋ | 11/160 [00:25<05:14, 2.11s/it] 134/299 4.14G 0.02079 0.0109 0.0001638 70 640: 7%|▋ | 11/160 [00:25<05:14, 2.11s/it] 134/299 4.14G 0.02079 0.0109 0.0001638 70 640: 8%|▊ | 12/160 [00:25<03:46, 1.53s/it] 134/299 4.14G 0.02113 0.01087 0.0001664 57 640: 8%|▊ | 12/160 [00:25<03:46, 1.53s/it] 134/299 4.14G 0.02113 0.01087 0.0001664 57 640: 8%|▊ | 13/160 [00:25<02:46, 1.13s/it] 134/299 4.14G 0.02105 0.01068 0.0001641 48 640: 8%|▊ | 13/160 [00:25<02:46, 1.13s/it] 134/299 4.14G 0.02105 0.01068 0.0001641 48 640: 9%|▉ | 14/160 [00:25<02:05, 1.17it/s] 134/299 4.14G 0.02101 0.0107 0.0001607 58 640: 9%|▉ | 14/160 [00:28<02:05, 1.17it/s] 134/299 4.14G 0.02101 0.0107 0.0001607 58 640: 9%|▉ | 15/160 [00:28<03:19, 1.38s/it] 134/299 4.14G 0.0211 0.01055 0.000157 51 640: 9%|▉ | 15/160 [00:28<03:19, 1.38s/it] 134/299 4.14G 0.0211 0.01055 0.000157 51 640: 10%|█ | 16/160 [00:28<02:28, 1.03s/it] 134/299 4.14G 0.02113 0.01045 0.0001533 48 640: 10%|█ | 16/160 [00:38<02:28, 1.03s/it] 134/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s]
all 340 823 0.636 0.651 0.636 0.373
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 135/299 4.14G 0.01874 0.007325 9.919e-05 38 640: 0%| | 0/160 [00:06<?, ?it/s] 135/299 4.14G 0.01874 0.007325 9.919e-05 38 640: 1%| | 1/160 [00:06<16:26, 6.21s/it] 135/299 4.14G 0.01991 0.009664 0.0001057 66 640: 1%| | 1/160 [00:06<16:26, 6.21s/it] 135/299 4.14G 0.01991 0.009664 0.0001057 66 640: 1%|▏ | 2/160 [00:06<07:05, 2.69s/it] 135/299 4.14G 0.02067 0.009824 0.0001104 40 640: 1%|▏ | 2/160 [00:06<07:05, 2.69s/it] 135/299 4.14G 0.02067 0.009824 0.0001104 40 640: 2%|▏ | 3/160 [00:06<04:10, 1.59s/it] 135/299 4.14G 0.02046 0.00933 0.0001097 48 640: 2%|▏ | 3/160 [00:08<04:10, 1.59s/it] 135/299 4.14G 0.02046 0.00933 0.0001097 48 640: 2%|▎ | 4/160 [00:08<04:28, 1.72s/it] 135/299 4.14G 0.0201 0.009859 0.0001064 79 640: 2%|▎ | 4/160 [00:08<04:28, 1.72s/it] 135/299 4.14G 0.0201 0.009859 0.0001064 79 640: 3%|▎ | 5/160 [00:08<03:03, 1.18s/it] 135/299 4.14G 0.02018 0.01018 0.0001065 84 640: 3%|▎ | 5/160 [00:11<03:03, 1.18s/it] 135/299 4.14G 0.02018 0.01018 0.0001065 84 640: 4%|▍ | 6/160 [00:11<04:13, 1.65s/it] 135/299 4.14G 0.01999 0.01031 0.0001081 65 640: 4%|▍ | 6/160 [00:15<04:13, 1.65s/it] 135/299 4.14G 0.01999 0.01031 0.0001081 65 640: 4%|▍ | 7/160 [00:15<06:32, 2.57s/it] 135/299 4.14G 0.02002 0.01035 0.0001242 50 640: 4%|▍ | 7/160 [00:16<06:32, 2.57s/it] 135/299 4.14G 0.02002 0.01035 0.0001242 50 640: 5%|▌ | 8/160 [00:16<04:36, 1.82s/it] 135/299 4.14G 0.02023 0.01037 0.0002905 67 640: 5%|▌ | 8/160 [00:23<04:36, 1.82s/it] 135/299 4.14G 0.02023 0.01037 0.0002905 67 640: 6%|▌ | 9/160 [00:23<08:57, 3.56s/it] 135/299 4.14G 0.02027 0.01026 0.0002778 47 640: 6%|▌ | 9/160 [00:23<08:57, 3.56s/it] 135/299 4.14G 0.02027 0.01026 0.0002778 47 640: 6%|▋ | 10/160 [00:23<06:19, 2.53s/it] 135/299 4.14G 0.02054 0.01043 0.0002633 63 640: 6%|▋ | 10/160 [00:23<06:19, 2.53s/it] 135/299 4.14G 0.02054 0.01043 0.0002633 63 640: 7%|▋ | 11/160 [00:23<04:32, 1.83s/it] 135/299 4.14G 0.02056 0.01042 0.0002876 59 640: 7%|▋ | 11/160 [00:24<04:32, 1.83s/it] 135/299 4.14G 0.02056 0.01042 0.0002876 59 640: 8%|▊ | 12/160 [00:24<03:19, 1.35s/it] 135/299 4.14G 0.0204 0.01046 0.0002736 61 640: 8%|▊ | 12/160 [00:24<03:19, 1.35s/it] 135/299 4.14G 0.0204 0.01046 0.0002736 61 640: 8%|▊ | 13/160 [00:24<02:28, 1.01s/it] 135/299 4.14G 0.02046 0.01044 0.0002609 63 640: 8%|▊ | 13/160 [00:29<02:28, 1.01s/it] 135/299 4.14G 0.02046 0.01044 0.0002609 63 640: 9%|▉ | 14/160 [00:29<05:13, 2.14s/it] 135/299 4.14G 0.02026 0.01027 0.0002502 50 640: 9%|▉ | 14/160 [00:30<05:13, 2.14s/it] 135/299 4.14G 0.02026 0.01027 0.0002502 50 640: 9%|▉ | 15/160 [00:30<04:36, 1.91s/it] 135/299 4.14G 0.02028 0.01032 0.0002404 63 640: 9%|▉ | 15/160 [00:30<04:36, 1.91s/it] 135/299 4.14G 0.02028 0.01032 0.0002404 63 640: 10%|█ | 16/160 [00:30<03:21, 1.40s/it] 135/299 4.14G 0.02032 0.0103 0.0002323 50 640: 10%|█ | 16/160 [00:36<03:21, 1.40s/it] 135/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 822 0.681 0.618 0.635 0.372
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 136/299 4.14G 0.02173 0.01253 0.0001458 68 640: 0%| | 0/160 [00:09<?, ?it/s] 136/299 4.14G 0.02173 0.01253 0.0001458 68 640: 1%| | 1/160 [00:09<26:23, 9.96s/it] 136/299 4.14G 0.02306 0.01153 0.0001224 50 640: 1%| | 1/160 [00:10<26:23, 9.96s/it] 136/299 4.14G 0.02306 0.01153 0.0001224 50 640: 1%|▏ | 2/160 [00:10<11:08, 4.23s/it] 136/299 4.14G 0.02256 0.01197 0.0001149 75 640: 1%|▏ | 2/160 [00:10<11:08, 4.23s/it] 136/299 4.14G 0.02256 0.01197 0.0001149 75 640: 2%|▏ | 3/160 [00:10<06:19, 2.41s/it] 136/299 4.14G 0.02187 0.01155 0.0001183 71 640: 2%|▏ | 3/160 [00:10<06:19, 2.41s/it] 136/299 4.14G 0.02187 0.01155 0.0001183 71 640: 2%|▎ | 4/160 [00:10<04:01, 1.55s/it] 136/299 4.14G 0.02205 0.01187 0.0001185 81 640: 2%|▎ | 4/160 [00:10<04:01, 1.55s/it] 136/299 4.14G 0.02205 0.01187 0.0001185 81 640: 3%|▎ | 5/160 [00:10<02:45, 1.07s/it] 136/299 4.14G 0.02226 0.01148 0.000121 45 640: 3%|▎ | 5/160 [00:13<02:45, 1.07s/it] 136/299 4.14G 0.02226 0.01148 0.000121 45 640: 4%|▍ | 6/160 [00:13<04:11, 1.63s/it] 136/299 4.14G 0.0218 0.01124 0.0001424 70 640: 4%|▍ | 6/160 [00:17<04:11, 1.63s/it] 136/299 4.14G 0.0218 0.01124 0.0001424 70 640: 4%|▍ | 7/160 [00:17<05:45, 2.26s/it] 136/299 4.14G 0.02168 0.01126 0.000142 59 640: 4%|▍ | 7/160 [00:17<05:45, 2.26s/it] 136/299 4.14G 0.02168 0.01126 0.000142 59 640: 5%|▌ | 8/160 [00:17<04:04, 1.61s/it] 136/299 4.14G 0.02143 0.01127 0.0001432 75 640: 5%|▌ | 8/160 [00:27<04:04, 1.61s/it] 136/299 4.14G 0.02143 0.01127 0.0001432 75 640: 6%|▌ | 9/160 [00:27<10:42, 4.26s/it] 136/299 4.14G 0.02108 0.01095 0.0001404 50 640: 6%|▌ | 9/160 [00:27<10:42, 4.26s/it] 136/299 4.14G 0.02108 0.01095 0.0001404 50 640: 6%|▋ | 10/160 [00:27<07:33, 3.02s/it] 136/299 4.14G 0.0212 0.01089 0.0001395 64 640: 6%|▋ | 10/160 [00:27<07:33, 3.02s/it] 136/299 4.14G 0.0212 0.01089 0.0001395 64 640: 7%|▋ | 11/160 [00:27<05:23, 2.17s/it] 136/299 4.14G 0.02114 0.0107 0.0001384 52 640: 7%|▋ | 11/160 [00:28<05:23, 2.17s/it] 136/299 4.14G 0.02114 0.0107 0.0001384 52 640: 8%|▊ | 12/160 [00:28<03:53, 1.58s/it] 136/299 4.14G 0.02131 0.01087 0.0001425 71 640: 8%|▊ | 12/160 [00:28<03:53, 1.58s/it] 136/299 4.14G 0.02131 0.01087 0.0001425 71 640: 8%|▊ | 13/160 [00:28<02:51, 1.16s/it] 136/299 4.14G 0.02137 0.01103 0.0001435 69 640: 8%|▊ | 13/160 [00:28<02:51, 1.16s/it] 136/299 4.14G 0.02137 0.01103 0.0001435 69 640: 9%|▉ | 14/160 [00:28<02:26, 1.00s/it] 136/299 4.14G 0.02119 0.011 0.0001411 59 640: 9%|▉ | 14/160 [00:30<02:26, 1.00s/it] 136/299 4.14G 0.02119 0.011 0.0001411 59 640: 9%|▉ | 15/160 [00:30<03:05, 1.28s/it] 136/299 4.14G 0.02113 0.01106 0.0001399 64 640: 9%|▉ | 15/160 [00:31<03:05, 1.28s/it] 136/299 4.14G 0.02113 0.01106 0.0001399 64 640: 10%|█ | 16/160 [00:31<02:18, 1.04it/s] 136/299 4.14G 0.02109 0.01099 0.0001383 69 640: 10%|█ | 16/160 [00:40<02:18, 1.04it/s] 136/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 822 0.634 0.675 0.651 0.378
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 137/299 4.14G 0.01787 0.01139 9.068e-05 61 640: 0%| | 0/160 [00:13<?, ?it/s] 137/299 4.14G 0.01787 0.01139 9.068e-05 61 640: 1%| | 1/160 [00:13<36:49, 13.89s/it] 137/299 4.14G 0.01862 0.0112 9.471e-05 66 640: 1%| | 1/160 [00:14<36:49, 13.89s/it] 137/299 4.14G 0.01862 0.0112 9.471e-05 66 640: 1%|▏ | 2/160 [00:14<15:24, 5.85s/it] 137/299 4.14G 0.01913 0.01158 0.0001002 69 640: 1%|▏ | 2/160 [00:14<15:24, 5.85s/it] 137/299 4.14G 0.01913 0.01158 0.0001002 69 640: 2%|▏ | 3/160 [00:14<08:37, 3.30s/it] 137/299 4.14G 0.01993 0.01217 0.0001037 79 640: 2%|▏ | 3/160 [00:14<08:37, 3.30s/it] 137/299 4.14G 0.01993 0.01217 0.0001037 79 640: 2%|▎ | 4/160 [00:14<05:24, 2.08s/it] 137/299 4.14G 0.02017 0.01206 0.0001179 70 640: 2%|▎ | 4/160 [00:14<05:24, 2.08s/it] 137/299 4.14G 0.02017 0.01206 0.0001179 70 640: 3%|▎ | 5/160 [00:14<03:38, 1.41s/it] 137/299 4.14G 0.02 0.01185 0.000115 65 640: 3%|▎ | 5/160 [00:15<03:38, 1.41s/it] 137/299 4.14G 0.02 0.01185 0.000115 65 640: 4%|▍ | 6/160 [00:15<02:34, 1.00s/it] 137/299 4.14G 0.02015 0.01178 0.0001989 67 640: 4%|▍ | 6/160 [00:15<02:34, 1.00s/it] 137/299 4.14G 0.02015 0.01178 0.0001989 67 640: 4%|▍ | 7/160 [00:15<01:55, 1.32it/s] 137/299 4.14G 0.02042 0.01153 0.000186 45 640: 4%|▍ | 7/160 [00:15<01:55, 1.32it/s] 137/299 4.14G 0.02042 0.01153 0.000186 45 640: 5%|▌ | 8/160 [00:15<01:28, 1.71it/s] 137/299 4.14G 0.02033 0.01134 0.0002303 63 640: 5%|▌ | 8/160 [00:27<01:28, 1.71it/s] 137/299 4.14G 0.02033 0.01134 0.0002303 63 640: 6%|▌ | 9/160 [00:27<10:12, 4.06s/it] 137/299 4.14G 0.02048 0.01126 0.0002174 74 640: 6%|▌ | 9/160 [00:27<10:12, 4.06s/it] 137/299 4.14G 0.02048 0.01126 0.0002174 74 640: 6%|▋ | 10/160 [00:27<07:10, 2.87s/it] 137/299 4.14G 0.02037 0.01148 0.0002083 74 640: 6%|▋ | 10/160 [00:27<07:10, 2.87s/it] 137/299 4.14G 0.02037 0.01148 0.0002083 74 640: 7%|▋ | 11/160 [00:27<05:08, 2.07s/it] 137/299 4.14G 0.02034 0.01119 0.0002024 47 640: 7%|▋ | 11/160 [00:27<05:08, 2.07s/it] 137/299 4.14G 0.02034 0.01119 0.0002024 47 640: 8%|▊ | 12/160 [00:27<03:42, 1.50s/it] 137/299 4.14G 0.02037 0.01132 0.0001944 90 640: 8%|▊ | 12/160 [00:28<03:42, 1.50s/it] 137/299 4.14G 0.02037 0.01132 0.0001944 90 640: 8%|▊ | 13/160 [00:28<02:43, 1.12s/it] 137/299 4.14G 0.02055 0.01127 0.0001949 65 640: 8%|▊ | 13/160 [00:28<02:43, 1.12s/it] 137/299 4.14G 0.02055 0.01127 0.0001949 65 640: 9%|▉ | 14/160 [00:28<02:03, 1.19it/s] 137/299 4.14G 0.0206 0.01121 0.0001888 59 640: 9%|▉ | 14/160 [00:28<02:03, 1.19it/s] 137/299 4.14G 0.0206 0.01121 0.0001888 59 640: 9%|▉ | 15/160 [00:28<01:36, 1.50it/s] 137/299 4.14G 0.0205 0.01121 0.0001852 63 640: 9%|▉ | 15/160 [00:28<01:36, 1.50it/s] 137/299 4.14G 0.0205 0.01121 0.0001852 63 640: 10%|█ | 16/160 [00:28<01:16, 1.89it/s] 137/299 4.14G 0.02057 0.01144 0.0001803 86 640: 10%|█ | 16/160 [00:40<01:16, 1.89it/s] 137/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 822 0.652 0.655 0.645 0.371
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 138/299 4.14G 0.01878 0.008572 0.0001154 43 640: 0%| | 0/160 [00:07<?, ?it/s] 138/299 4.14G 0.01878 0.008572 0.0001154 43 640: 1%| | 1/160 [00:07<19:19, 7.29s/it] 138/299 4.14G 0.01996 0.01061 0.0001015 78 640: 1%| | 1/160 [00:07<19:19, 7.29s/it] 138/299 4.14G 0.01996 0.01061 0.0001015 78 640: 1%|▏ | 2/160 [00:07<08:16, 3.15s/it] 138/299 4.14G 0.02027 0.01024 0.0001026 63 640: 1%|▏ | 2/160 [00:07<08:16, 3.15s/it] 138/299 4.14G 0.02027 0.01024 0.0001026 63 640: 2%|▏ | 3/160 [00:07<04:49, 1.84s/it] 138/299 4.14G 0.02016 0.01003 0.0001021 61 640: 2%|▏ | 3/160 [00:08<04:49, 1.84s/it] 138/299 4.14G 0.02016 0.01003 0.0001021 61 640: 2%|▎ | 4/160 [00:08<03:09, 1.21s/it] 138/299 4.14G 0.0198 0.0102 0.0001008 74 640: 2%|▎ | 4/160 [00:08<03:09, 1.21s/it] 138/299 4.14G 0.0198 0.0102 0.0001008 74 640: 3%|▎ | 5/160 [00:08<02:13, 1.16it/s] 138/299 4.14G 0.02006 0.009634 0.000125 41 640: 3%|▎ | 5/160 [00:13<02:13, 1.16it/s] 138/299 4.14G 0.02006 0.009634 0.000125 41 640: 4%|▍ | 6/160 [00:13<06:07, 2.39s/it] 138/299 4.14G 0.01999 0.009657 0.0001203 61 640: 4%|▍ | 6/160 [00:14<06:07, 2.39s/it] 138/299 4.14G 0.01999 0.009657 0.0001203 61 640: 4%|▍ | 7/160 [00:14<04:27, 1.75s/it] 138/299 4.14G 0.01986 0.009571 0.0001368 52 640: 4%|▍ | 7/160 [00:14<04:27, 1.75s/it] 138/299 4.14G 0.01986 0.009571 0.0001368 52 640: 5%|▌ | 8/160 [00:14<03:11, 1.26s/it] 138/299 4.14G 0.02 0.009652 0.0001345 69 640: 5%|▌ | 8/160 [00:22<03:11, 1.26s/it] 138/299 4.14G 0.02 0.009652 0.0001345 69 640: 6%|▌ | 9/160 [00:22<08:26, 3.35s/it] 138/299 4.14G 0.02033 0.009526 0.0001308 50 640: 6%|▌ | 9/160 [00:24<08:26, 3.35s/it] 138/299 4.14G 0.02033 0.009526 0.0001308 50 640: 6%|▋ | 10/160 [00:24<07:38, 3.06s/it] 138/299 4.14G 0.02039 0.009816 0.0001285 66 640: 6%|▋ | 10/160 [00:24<07:38, 3.06s/it] 138/299 4.14G 0.02039 0.009816 0.0001285 66 640: 7%|▋ | 11/160 [00:24<05:27, 2.20s/it] 138/299 4.14G 0.02047 0.00979 0.000128 54 640: 7%|▋ | 11/160 [00:25<05:27, 2.20s/it] 138/299 4.14G 0.02047 0.00979 0.000128 54 640: 8%|▊ | 12/160 [00:25<03:56, 1.60s/it] 138/299 4.14G 0.02053 0.01004 0.0001264 76 640: 8%|▊ | 12/160 [00:25<03:56, 1.60s/it] 138/299 4.14G 0.02053 0.01004 0.0001264 76 640: 8%|▊ | 13/160 [00:25<02:53, 1.18s/it] 138/299 4.14G 0.02055 0.009955 0.0001399 57 640: 8%|▊ | 13/160 [00:30<02:53, 1.18s/it] 138/299 4.14G 0.02055 0.009955 0.0001399 57 640: 9%|▉ | 14/160 [00:30<05:48, 2.38s/it] 138/299 4.14G 0.02066 0.01011 0.0001368 67 640: 9%|▉ | 14/160 [00:30<05:48, 2.38s/it] 138/299 4.14G 0.02066 0.01011 0.0001368 67 640: 9%|▉ | 15/160 [00:30<04:12, 1.74s/it] 138/299 4.14G 0.02068 0.01028 0.0001618 71 640: 9%|▉ | 15/160 [00:30<04:12, 1.74s/it] 138/299 4.14G 0.02068 0.01028 0.0001618 71 640: 10%|█ | 16/160 [00:30<03:04, 1.28s/it] 138/299 4.14G 0.02062 0.01042 0.0001586 69 640: 10%|█ | 16/160 [00:35<03:04, 1.28s/it] 138/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 823 0.659 0.645 0.641 0.374
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 139/299 4.14G 0.02212 0.01109 0.0001286 55 640: 0%| | 0/160 [00:00<?, ?it/s] 139/299 4.14G 0.02212 0.01109 0.0001286 55 640: 1%| | 1/160 [00:00<00:56, 2.82it/s] 139/299 4.14G 0.02394 0.01122 0.0001516 52 640: 1%| | 1/160 [00:05<00:56, 2.82it/s] 139/299 4.14G 0.02394 0.01122 0.0001516 52 640: 1%|▏ | 2/160 [00:05<07:46, 2.95s/it] 139/299 4.14G 0.02298 0.01173 0.0001337 84 640: 1%|▏ | 2/160 [00:05<07:46, 2.95s/it] 139/299 4.14G 0.02298 0.01173 0.0001337 84 640: 2%|▏ | 3/160 [00:05<04:35, 1.76s/it] 139/299 4.14G 0.02209 0.01158 0.0001345 74 640: 2%|▏ | 3/160 [00:05<04:35, 1.76s/it] 139/299 4.14G 0.02209 0.01158 0.0001345 74 640: 2%|▎ | 4/160 [00:05<03:00, 1.16s/it] 139/299 4.14G 0.02141 0.01168 0.0001331 70 640: 2%|▎ | 4/160 [00:06<03:00, 1.16s/it] 139/299 4.14G 0.02141 0.01168 0.0001331 70 640: 3%|▎ | 5/160 [00:06<02:15, 1.15it/s] 139/299 4.14G 0.02156 0.0113 0.0001298 48 640: 3%|▎ | 5/160 [00:16<02:15, 1.15it/s] 139/299 4.14G 0.02156 0.0113 0.0001298 48 640: 4%|▍ | 6/160 [00:16<10:38, 4.15s/it] 139/299 4.14G 0.02171 0.01119 0.0001351 51 640: 4%|▍ | 6/160 [00:16<10:38, 4.15s/it] 139/299 4.14G 0.02171 0.01119 0.0001351 51 640: 4%|▍ | 7/160 [00:16<07:19, 2.87s/it] 139/299 4.14G 0.02132 0.01081 0.0001308 57 640: 4%|▍ | 7/160 [00:17<07:19, 2.87s/it] 139/299 4.14G 0.02132 0.01081 0.0001308 57 640: 5%|▌ | 8/160 [00:17<05:08, 2.03s/it] 139/299 4.14G 0.0213 0.01114 0.0001269 59 640: 5%|▌ | 8/160 [00:17<05:08, 2.03s/it] 139/299 4.14G 0.0213 0.01114 0.0001269 59 640: 6%|▌ | 9/160 [00:17<03:59, 1.59s/it] 139/299 4.14G 0.02114 0.01103 0.0001338 60 640: 6%|▌ | 9/160 [00:21<03:59, 1.59s/it] 139/299 4.14G 0.02114 0.01103 0.0001338 60 640: 6%|▋ | 10/160 [00:21<05:34, 2.23s/it] 139/299 4.14G 0.02093 0.01087 0.0001319 53 640: 6%|▋ | 10/160 [00:21<05:34, 2.23s/it] 139/299 4.14G 0.02093 0.01087 0.0001319 53 640: 7%|▋ | 11/160 [00:21<04:02, 1.63s/it] 139/299 4.14G 0.02096 0.01145 0.0001311 114 640: 7%|▋ | 11/160 [00:21<04:02, 1.63s/it] 139/299 4.14G 0.02096 0.01145 0.0001311 114 640: 8%|▊ | 12/160 [00:21<02:57, 1.20s/it] 139/299 4.14G 0.02088 0.01114 0.0001302 43 640: 8%|▊ | 12/160 [00:22<02:57, 1.20s/it] 139/299 4.14G 0.02088 0.01114 0.0001302 43 640: 8%|▊ | 13/160 [00:22<02:12, 1.11it/s] 139/299 4.14G 0.02092 0.01125 0.000132 69 640: 8%|▊ | 13/160 [00:32<02:12, 1.11it/s] 139/299 4.14G 0.02092 0.01125 0.000132 69 640: 9%|▉ | 14/160 [00:32<09:17, 3.82s/it] 139/299 4.14G 0.02087 0.01119 0.0001303 72 640: 9%|▉ | 14/160 [00:32<09:17, 3.82s/it] 139/299 4.14G 0.02087 0.01119 0.0001303 72 640: 9%|▉ | 15/160 [00:32<06:37, 2.74s/it] 139/299 4.14G 0.02098 0.01117 0.0001301 60 640: 9%|▉ | 15/160 [00:33<06:37, 2.74s/it] 139/299 4.14G 0.02098 0.01117 0.0001301 60 640: 10%|█ | 16/160 [00:33<04:45, 1.98s/it] 139/299 4.14G 0.02093 0.01121 0.0001288 73 640: 10%|█ | 16/160 [00:33<04:45, 1.98s/it] 139/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.638 0.643 0.642 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 140/299 4.14G 0.0215 0.008227 0.0001484 53 640: 0%| | 0/160 [00:00<?, ?it/s] 140/299 4.14G 0.0215 0.008227 0.0001484 53 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 140/299 4.14G 0.02169 0.009271 0.0001559 62 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 140/299 4.14G 0.02169 0.009271 0.0001559 62 640: 1%|▏ | 2/160 [00:00<00:44, 3.56it/s] 140/299 4.14G 0.02111 0.009036 0.0001407 50 640: 1%|▏ | 2/160 [00:00<00:44, 3.56it/s] 140/299 4.14G 0.02111 0.009036 0.0001407 50 640: 2%|▏ | 3/160 [00:00<00:52, 2.97it/s] 140/299 4.14G 0.02131 0.008931 0.0001315 65 640: 2%|▏ | 3/160 [00:01<00:52, 2.97it/s] 140/299 4.14G 0.02131 0.008931 0.0001315 65 640: 2%|▎ | 4/160 [00:01<01:05, 2.38it/s] 140/299 4.14G 0.02151 0.009253 0.0001251 54 640: 2%|▎ | 4/160 [00:01<01:05, 2.38it/s] 140/299 4.14G 0.02151 0.009253 0.0001251 54 640: 3%|▎ | 5/160 [00:01<01:00, 2.56it/s] 140/299 4.14G 0.02169 0.009141 0.0001198 54 640: 3%|▎ | 5/160 [00:16<01:00, 2.56it/s] 140/299 4.14G 0.02169 0.009141 0.0001198 54 640: 4%|▍ | 6/160 [00:16<13:49, 5.39s/it] 140/299 4.14G 0.02199 0.009375 0.0001197 73 640: 4%|▍ | 6/160 [00:17<13:49, 5.39s/it] 140/299 4.14G 0.02199 0.009375 0.0001197 73 640: 4%|▍ | 7/160 [00:17<09:27, 3.71s/it] 140/299 4.14G 0.02206 0.009755 0.0001191 62 640: 4%|▍ | 7/160 [00:17<09:27, 3.71s/it] 140/299 4.14G 0.02206 0.009755 0.0001191 62 640: 5%|▌ | 8/160 [00:17<06:34, 2.60s/it] 140/299 4.14G 0.02234 0.009917 0.0001174 57 640: 5%|▌ | 8/160 [00:17<06:34, 2.60s/it] 140/299 4.14G 0.02234 0.009917 0.0001174 57 640: 6%|▌ | 9/160 [00:17<04:39, 1.85s/it] 140/299 4.14G 0.02236 0.01004 0.0001173 59 640: 6%|▌ | 9/160 [00:17<04:39, 1.85s/it] 140/299 4.14G 0.02236 0.01004 0.0001173 59 640: 6%|▋ | 10/160 [00:17<03:22, 1.35s/it] 140/299 4.14G 0.02239 0.01035 0.0001196 76 640: 6%|▋ | 10/160 [00:18<03:22, 1.35s/it] 140/299 4.14G 0.02239 0.01035 0.0001196 76 640: 7%|▋ | 11/160 [00:18<02:30, 1.01s/it] 140/299 4.14G 0.02232 0.01033 0.0001238 51 640: 7%|▋ | 11/160 [00:18<02:30, 1.01s/it] 140/299 4.14G 0.02232 0.01033 0.0001238 51 640: 8%|▊ | 12/160 [00:18<01:53, 1.30it/s] 140/299 4.14G 0.02237 0.01034 0.0001232 61 640: 8%|▊ | 12/160 [00:22<01:53, 1.30it/s] 140/299 4.14G 0.02237 0.01034 0.0001232 61 640: 8%|▊ | 13/160 [00:22<04:35, 1.88s/it] 140/299 4.14G 0.02239 0.01066 0.0001219 88 640: 8%|▊ | 13/160 [00:30<04:35, 1.88s/it] 140/299 4.14G 0.02239 0.01066 0.0001219 88 640: 9%|▉ | 14/160 [00:30<09:04, 3.73s/it] 140/299 4.14G 0.02215 0.01059 0.0001214 51 640: 9%|▉ | 14/160 [00:31<09:04, 3.73s/it] 140/299 4.14G 0.02215 0.01059 0.0001214 51 640: 9%|▉ | 15/160 [00:31<06:29, 2.68s/it] 140/299 4.14G 0.02208 0.01074 0.0001207 69 640: 9%|▉ | 15/160 [00:31<06:29, 2.68s/it] 140/299 4.14G 0.02208 0.01074 0.0001207 69 640: 10%|█ | 16/160 [00:31<04:39, 1.94s/it] 140/299 4.14G 0.02184 0.01052 0.0001224 40 640: 10%|█ | 16/160 [00:31<04:39, 1.94s/it] 140/299 4.14G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s]
all 340 823 0.645 0.669 0.653 0.381
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 141/299 4.14G 0.01732 0.008591 0.0001043 60 640: 0%| | 0/160 [00:00<?, ?it/s] 141/299 4.14G 0.01732 0.008591 0.0001043 60 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 141/299 4.14G 0.02034 0.009623 9.98e-05 65 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 141/299 4.14G 0.02034 0.009623 9.98e-05 65 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 141/299 4.14G 0.02007 0.01073 0.0001393 70 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 141/299 4.14G 0.02007 0.01073 0.0001393 70 640: 2%|▏ | 3/160 [00:01<00:56, 2.77it/s] 141/299 4.14G 0.02046 0.01119 0.000171 69 640: 2%|▏ | 3/160 [00:01<00:56, 2.77it/s] 141/299 4.14G 0.02046 0.01119 0.000171 69 640: 2%|▎ | 4/160 [00:01<00:52, 2.97it/s] 141/299 4.14G 0.02055 0.01169 0.0001953 84 640: 2%|▎ | 4/160 [00:08<00:52, 2.97it/s] 141/299 4.14G 0.02055 0.01169 0.0001953 84 640: 3%|▎ | 5/160 [00:08<06:56, 2.69s/it] 141/299 4.14G 0.0208 0.01166 0.0001811 77 640: 3%|▎ | 5/160 [00:15<06:56, 2.69s/it] 141/299 4.14G 0.0208 0.01166 0.0001811 77 640: 4%|▍ | 6/160 [00:15<10:30, 4.09s/it] 141/299 4.14G 0.02087 0.01196 0.0001774 95 640: 4%|▍ | 6/160 [00:15<10:30, 4.09s/it] 141/299 4.14G 0.02087 0.01196 0.0001774 95 640: 4%|▍ | 7/160 [00:15<07:14, 2.84s/it] 141/299 4.14G 0.02091 0.01158 0.0001679 45 640: 4%|▍ | 7/160 [00:15<07:14, 2.84s/it] 141/299 4.14G 0.02091 0.01158 0.0001679 45 640: 5%|▌ | 8/160 [00:15<05:04, 2.00s/it] 141/299 4.14G 0.02081 0.01157 0.0001616 74 640: 5%|▌ | 8/160 [00:15<05:04, 2.00s/it] 141/299 4.14G 0.02081 0.01157 0.0001616 74 640: 6%|▌ | 9/160 [00:15<03:38, 1.44s/it] 141/299 4.14G 0.0209 0.01153 0.0001647 73 640: 6%|▌ | 9/160 [00:15<03:38, 1.44s/it] 141/299 4.14G 0.0209 0.01153 0.0001647 73 640: 6%|▋ | 10/160 [00:15<02:39, 1.07s/it] 141/299 4.14G 0.02096 0.01121 0.0001585 48 640: 6%|▋ | 10/160 [00:16<02:39, 1.07s/it] 141/299 4.14G 0.02096 0.01121 0.0001585 48 640: 7%|▋ | 11/160 [00:16<02:01, 1.22it/s] 141/299 4.14G 0.02089 0.01121 0.0001542 61 640: 7%|▋ | 11/160 [00:16<02:01, 1.22it/s] 141/299 4.14G 0.02089 0.01121 0.0001542 61 640: 8%|▊ | 12/160 [00:16<01:33, 1.58it/s] 141/299 4.14G 0.02101 0.01142 0.0001888 63 640: 8%|▊ | 12/160 [00:27<01:33, 1.58it/s] 141/299 4.14G 0.02101 0.01142 0.0001888 63 640: 8%|▊ | 13/160 [00:27<09:13, 3.76s/it] 141/299 4.14G 0.02089 0.0114 0.0001831 64 640: 8%|▊ | 13/160 [00:28<09:13, 3.76s/it] 141/299 4.14G 0.02089 0.0114 0.0001831 64 640: 9%|▉ | 14/160 [00:28<07:24, 3.04s/it] 141/299 4.14G 0.02093 0.01135 0.0001789 64 640: 9%|▉ | 14/160 [00:28<07:24, 3.04s/it] 141/299 4.14G 0.02093 0.01135 0.0001789 64 640: 9%|▉ | 15/160 [00:28<05:19, 2.20s/it] 141/299 4.14G 0.02082 0.0112 0.0001741 53 640: 9%|▉ | 15/160 [00:29<05:19, 2.20s/it] 141/299 4.14G 0.02082 0.0112 0.0001741 53 640: 10%|█ | 16/160 [00:29<03:50, 1.60s/it] 141/299 4.14G 0.02091 0.01117 0.0001688 69 640: 10%|█ | 16/160 [00:29<03:50, 1.60s/it] 141/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s]
all 340 823 0.709 0.6 0.65 0.379
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 142/299 4.14G 0.02016 0.01373 0.0001042 90 640: 0%| | 0/160 [00:00<?, ?it/s] 142/299 4.14G 0.02016 0.01373 0.0001042 90 640: 1%| | 1/160 [00:00<01:02, 2.55it/s] 142/299 4.14G 0.02075 0.0114 0.0002229 53 640: 1%| | 1/160 [00:00<01:02, 2.55it/s] 142/299 4.14G 0.02075 0.0114 0.0002229 53 640: 1%|▏ | 2/160 [00:00<00:53, 2.95it/s] 142/299 4.14G 0.02111 0.01002 0.0001815 37 640: 1%|▏ | 2/160 [00:01<00:53, 2.95it/s] 142/299 4.14G 0.02111 0.01002 0.0001815 37 640: 2%|▏ | 3/160 [00:01<00:58, 2.70it/s] 142/299 4.14G 0.02037 0.009631 0.0001746 55 640: 2%|▏ | 3/160 [00:01<00:58, 2.70it/s] 142/299 4.14G 0.02037 0.009631 0.0001746 55 640: 2%|▎ | 4/160 [00:01<00:54, 2.87it/s] 142/299 4.14G 0.02032 0.009216 0.0001754 52 640: 2%|▎ | 4/160 [00:12<00:54, 2.87it/s] 142/299 4.14G 0.02032 0.009216 0.0001754 52 640: 3%|▎ | 5/160 [00:12<10:54, 4.22s/it] 142/299 4.14G 0.02043 0.009992 0.0001837 94 640: 3%|▎ | 5/160 [00:16<10:54, 4.22s/it] 142/299 4.14G 0.02043 0.009992 0.0001837 94 640: 4%|▍ | 6/160 [00:16<10:40, 4.16s/it] 142/299 4.14G 0.01996 0.009585 0.000177 50 640: 4%|▍ | 6/160 [00:16<10:40, 4.16s/it] 142/299 4.14G 0.01996 0.009585 0.000177 50 640: 4%|▍ | 7/160 [00:16<07:21, 2.89s/it] 142/299 4.14G 0.02018 0.009766 0.0001909 72 640: 4%|▍ | 7/160 [00:17<07:21, 2.89s/it] 142/299 4.14G 0.02018 0.009766 0.0001909 72 640: 5%|▌ | 8/160 [00:17<05:09, 2.04s/it] 142/299 4.14G 0.02006 0.009505 0.0001808 44 640: 5%|▌ | 8/160 [00:17<05:09, 2.04s/it] 142/299 4.14G 0.02006 0.009505 0.0001808 44 640: 6%|▌ | 9/160 [00:17<03:41, 1.47s/it] 142/299 4.14G 0.0202 0.009669 0.0001745 55 640: 6%|▌ | 9/160 [00:17<03:41, 1.47s/it] 142/299 4.14G 0.0202 0.009669 0.0001745 55 640: 6%|▋ | 10/160 [00:17<02:42, 1.08s/it] 142/299 4.14G 0.02022 0.009663 0.000171 73 640: 6%|▋ | 10/160 [00:17<02:42, 1.08s/it] 142/299 4.14G 0.02022 0.009663 0.000171 73 640: 7%|▋ | 11/160 [00:17<02:03, 1.21it/s] 142/299 4.14G 0.0203 0.009548 0.0001655 40 640: 7%|▋ | 11/160 [00:17<02:03, 1.21it/s] 142/299 4.14G 0.0203 0.009548 0.0001655 40 640: 8%|▊ | 12/160 [00:17<01:35, 1.56it/s] 142/299 4.14G 0.02027 0.009677 0.0001624 60 640: 8%|▊ | 12/160 [00:26<01:35, 1.56it/s] 142/299 4.14G 0.02027 0.009677 0.0001624 60 640: 8%|▊ | 13/160 [00:26<07:41, 3.14s/it] 142/299 4.14G 0.02021 0.009652 0.00016 55 640: 8%|▊ | 13/160 [00:31<07:41, 3.14s/it] 142/299 4.14G 0.02021 0.009652 0.00016 55 640: 9%|▉ | 14/160 [00:31<08:59, 3.69s/it] 142/299 4.14G 0.02016 0.00974 0.0001738 62 640: 9%|▉ | 14/160 [00:32<08:59, 3.69s/it] 142/299 4.14G 0.02016 0.00974 0.0001738 62 640: 9%|▉ | 15/160 [00:32<06:25, 2.66s/it] 142/299 4.14G 0.02034 0.009842 0.000175 50 640: 9%|▉ | 15/160 [00:32<06:25, 2.66s/it] 142/299 4.14G 0.02034 0.009842 0.000175 50 640: 10%|█ | 16/160 [00:32<04:36, 1.92s/it] 142/299 4.14G 0.02043 0.009862 0.0001726 74 640: 10%|█ | 16/160 [00:32<04:36, 1.92s/it] 142/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.98it/s]
all 340 823 0.69 0.631 0.663 0.384
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 143/299 4.14G 0.01913 0.009746 0.0001721 52 640: 0%| | 0/160 [00:00<?, ?it/s] 143/299 4.14G 0.01913 0.009746 0.0001721 52 640: 1%| | 1/160 [00:00<00:53, 2.99it/s] 143/299 4.14G 0.01907 0.009707 0.0002571 61 640: 1%| | 1/160 [00:00<00:53, 2.99it/s] 143/299 4.14G 0.01907 0.009707 0.0002571 61 640: 1%|▏ | 2/160 [00:00<00:51, 3.06it/s] 143/299 4.14G 0.02023 0.01117 0.0006258 84 640: 1%|▏ | 2/160 [00:01<00:51, 3.06it/s] 143/299 4.14G 0.02023 0.01117 0.0006258 84 640: 2%|▏ | 3/160 [00:01<00:55, 2.85it/s] 143/299 4.14G 0.02012 0.01117 0.0005274 84 640: 2%|▏ | 3/160 [00:01<00:55, 2.85it/s] 143/299 4.14G 0.02012 0.01117 0.0005274 84 640: 2%|▎ | 4/160 [00:01<00:49, 3.16it/s] 143/299 4.14G 0.02049 0.01148 0.0005533 64 640: 2%|▎ | 4/160 [00:07<00:49, 3.16it/s] 143/299 4.14G 0.02049 0.01148 0.0005533 64 640: 3%|▎ | 5/160 [00:07<05:52, 2.28s/it] 143/299 4.14G 0.01995 0.01127 0.0004868 59 640: 3%|▎ | 5/160 [00:16<05:52, 2.28s/it] 143/299 4.14G 0.01995 0.01127 0.0004868 59 640: 4%|▍ | 6/160 [00:16<12:13, 4.77s/it] 143/299 4.14G 0.02002 0.01114 0.0009189 55 640: 4%|▍ | 6/160 [00:16<12:13, 4.77s/it] 143/299 4.14G 0.02002 0.01114 0.0009189 55 640: 4%|▍ | 7/160 [00:16<08:23, 3.29s/it] 143/299 4.14G 0.01996 0.01087 0.0008395 64 640: 4%|▍ | 7/160 [00:17<08:23, 3.29s/it] 143/299 4.14G 0.01996 0.01087 0.0008395 64 640: 5%|▌ | 8/160 [00:17<05:51, 2.31s/it] 143/299 4.14G 0.02 0.01064 0.0007603 50 640: 5%|▌ | 8/160 [00:17<05:51, 2.31s/it] 143/299 4.14G 0.02 0.01064 0.0007603 50 640: 6%|▌ | 9/160 [00:17<04:10, 1.66s/it] 143/299 4.14G 0.02014 0.01072 0.0006966 50 640: 6%|▌ | 9/160 [00:17<04:10, 1.66s/it] 143/299 4.14G 0.02014 0.01072 0.0006966 50 640: 6%|▋ | 10/160 [00:17<03:01, 1.21s/it] 143/299 4.14G 0.02032 0.01066 0.000647 72 640: 6%|▋ | 10/160 [00:17<03:01, 1.21s/it] 143/299 4.14G 0.02032 0.01066 0.000647 72 640: 7%|▋ | 11/160 [00:17<02:16, 1.09it/s] 143/299 4.14G 0.0204 0.0105 0.0006124 59 640: 7%|▋ | 11/160 [00:18<02:16, 1.09it/s] 143/299 4.14G 0.0204 0.0105 0.0006124 59 640: 8%|▊ | 12/160 [00:18<01:44, 1.42it/s] 143/299 4.14G 0.02024 0.01044 0.0005781 57 640: 8%|▊ | 12/160 [00:22<01:44, 1.42it/s] 143/299 4.14G 0.02024 0.01044 0.0005781 57 640: 8%|▊ | 13/160 [00:22<04:33, 1.86s/it] 143/299 4.14G 0.02034 0.01052 0.0005472 70 640: 8%|▊ | 13/160 [00:30<04:33, 1.86s/it] 143/299 4.14G 0.02034 0.01052 0.0005472 70 640: 9%|▉ | 14/160 [00:30<09:22, 3.85s/it] 143/299 4.14G 0.02035 0.01066 0.0005186 89 640: 9%|▉ | 14/160 [00:31<09:22, 3.85s/it] 143/299 4.14G 0.02035 0.01066 0.0005186 89 640: 9%|▉ | 15/160 [00:31<06:40, 2.76s/it] 143/299 4.14G 0.0205 0.0106 0.0004938 57 640: 9%|▉ | 15/160 [00:31<06:40, 2.76s/it] 143/299 4.14G 0.0205 0.0106 0.0004938 57 640: 10%|█ | 16/160 [00:31<04:47, 2.00s/it] 143/299 4.14G 0.02053 0.01059 0.0004717 62 640: 10%|█ | 16/160 [00:31<04:47, 2.00s/it] 143/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 823 0.68 0.64 0.645 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 144/299 4.14G 0.02226 0.0106 0.0001903 64 640: 0%| | 0/160 [00:00<?, ?it/s] 144/299 4.14G 0.02226 0.0106 0.0001903 64 640: 1%| | 1/160 [00:00<00:40, 3.91it/s] 144/299 4.14G 0.02038 0.01001 0.000172 68 640: 1%| | 1/160 [00:00<00:40, 3.91it/s] 144/299 4.14G 0.02038 0.01001 0.000172 68 640: 1%|▏ | 2/160 [00:00<00:43, 3.64it/s] 144/299 4.14G 0.02099 0.01136 0.0001991 93 640: 1%|▏ | 2/160 [00:00<00:43, 3.64it/s] 144/299 4.14G 0.02099 0.01136 0.0001991 93 640: 2%|▏ | 3/160 [00:00<00:55, 2.82it/s] 144/299 4.14G 0.02114 0.01112 0.0001796 59 640: 2%|▏ | 3/160 [00:01<00:55, 2.82it/s] 144/299 4.14G 0.02114 0.01112 0.0001796 59 640: 2%|▎ | 4/160 [00:01<00:51, 3.03it/s] 144/299 4.14G 0.02032 0.01138 0.0001682 75 640: 2%|▎ | 4/160 [00:01<00:51, 3.03it/s] 144/299 4.14G 0.02032 0.01138 0.0001682 75 640: 3%|▎ | 5/160 [00:01<00:50, 3.04it/s] 144/299 4.14G 0.02074 0.01121 0.0001621 55 640: 3%|▎ | 5/160 [00:12<00:50, 3.04it/s] 144/299 4.14G 0.02074 0.01121 0.0001621 55 640: 4%|▍ | 6/160 [00:12<10:28, 4.08s/it] 144/299 4.14G 0.02027 0.01107 0.0001859 47 640: 4%|▍ | 6/160 [00:13<10:28, 4.08s/it] 144/299 4.14G 0.02027 0.01107 0.0001859 47 640: 4%|▍ | 7/160 [00:13<07:13, 2.83s/it] 144/299 4.14G 0.02017 0.01151 0.0001765 97 640: 4%|▍ | 7/160 [00:13<07:13, 2.83s/it] 144/299 4.14G 0.02017 0.01151 0.0001765 97 640: 5%|▌ | 8/160 [00:13<05:03, 2.00s/it] 144/299 4.14G 0.02008 0.01132 0.0001678 65 640: 5%|▌ | 8/160 [00:13<05:03, 2.00s/it] 144/299 4.14G 0.02008 0.01132 0.0001678 65 640: 6%|▌ | 9/160 [00:13<03:37, 1.44s/it] 144/299 4.14G 0.01991 0.01113 0.0001678 62 640: 6%|▌ | 9/160 [00:13<03:37, 1.44s/it] 144/299 4.14G 0.01991 0.01113 0.0001678 62 640: 6%|▋ | 10/160 [00:13<02:39, 1.06s/it] 144/299 4.14G 0.01983 0.01129 0.0001629 70 640: 6%|▋ | 10/160 [00:14<02:39, 1.06s/it] 144/299 4.14G 0.01983 0.01129 0.0001629 70 640: 7%|▋ | 11/160 [00:14<02:03, 1.21it/s] 144/299 4.14G 0.01985 0.01134 0.0001568 60 640: 7%|▋ | 11/160 [00:14<02:03, 1.21it/s] 144/299 4.14G 0.01985 0.01134 0.0001568 60 640: 8%|▊ | 12/160 [00:14<01:35, 1.55it/s] 144/299 4.14G 0.01975 0.01117 0.0001529 61 640: 8%|▊ | 12/160 [00:17<01:35, 1.55it/s] 144/299 4.14G 0.01975 0.01117 0.0001529 61 640: 8%|▊ | 13/160 [00:17<03:40, 1.50s/it] 144/299 4.14G 0.01977 0.01105 0.0001492 62 640: 8%|▊ | 13/160 [00:26<03:40, 1.50s/it] 144/299 4.14G 0.01977 0.01105 0.0001492 62 640: 9%|▉ | 14/160 [00:26<09:09, 3.76s/it] 144/299 4.14G 0.01976 0.01096 0.0001457 67 640: 9%|▉ | 14/160 [00:27<09:09, 3.76s/it] 144/299 4.14G 0.01976 0.01096 0.0001457 67 640: 9%|▉ | 15/160 [00:27<06:32, 2.70s/it] 144/299 4.14G 0.01989 0.01099 0.0001492 76 640: 9%|▉ | 15/160 [00:27<06:32, 2.70s/it] 144/299 4.14G 0.01989 0.01099 0.0001492 76 640: 10%|█ | 16/160 [00:27<04:41, 1.95s/it] 144/299 4.14G 0.02 0.01092 0.0001462 56 640: 10%|█ | 16/160 [00:27<04:41, 1.95s/it] 144/299 4.14G 0.
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 823 0.659 0.655 0.644 0.377
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 145/299 4.14G 0.02123 0.01281 0.0001051 66 640: 0%| | 0/160 [00:00<?, ?it/s] 145/299 4.14G 0.02123 0.01281 0.0001051 66 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 145/299 4.14G 0.01969 0.01062 0.0004554 40 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 145/299 4.14G 0.01969 0.01062 0.0004554 40 640: 1%|▏ | 2/160 [00:00<00:49, 3.21it/s] 145/299 4.14G 0.01991 0.01027 0.0003461 51 640: 1%|▏ | 2/160 [00:01<00:49, 3.21it/s] 145/299 4.14G 0.01991 0.01027 0.0003461 51 640: 2%|▏ | 3/160 [00:01<00:55, 2.83it/s] 145/299 4.14G 0.01964 0.01064 0.0002833 64 640: 2%|▏ | 3/160 [00:01<00:55, 2.83it/s] 145/299 4.14G 0.01964 0.01064 0.0002833 64 640: 2%|▎ | 4/160 [00:01<00:53, 2.91it/s] 145/299 4.14G 0.01952 0.01076 0.0002521 77 640: 2%|▎ | 4/160 [00:04<00:53, 2.91it/s] 145/299 4.14G 0.01952 0.01076 0.0002521 77 640: 3%|▎ | 5/160 [00:04<03:21, 1.30s/it] 145/299 4.14G 0.01943 0.01078 0.0002271 68 640: 3%|▎ | 5/160 [00:16<03:21, 1.30s/it] 145/299 4.14G 0.01943 0.01078 0.0002271 68 640: 4%|▍ | 6/160 [00:16<12:36, 4.91s/it] 145/299 4.14G 0.01913 0.01079 0.000219 54 640: 4%|▍ | 6/160 [00:16<12:36, 4.91s/it] 145/299 4.14G 0.01913 0.01079 0.000219 54 640: 4%|▍ | 7/160 [00:16<08:38, 3.39s/it] 145/299 4.14G 0.01919 0.01091 0.0002193 63 640: 4%|▍ | 7/160 [00:16<08:38, 3.39s/it] 145/299 4.14G 0.01919 0.01091 0.0002193 63 640: 5%|▌ | 8/160 [00:16<06:01, 2.38s/it] 145/299 4.14G 0.01928 0.01066 0.0002055 43 640: 5%|▌ | 8/160 [00:16<06:01, 2.38s/it] 145/299 4.14G 0.01928 0.01066 0.0002055 43 640: 6%|▌ | 9/160 [00:16<04:17, 1.70s/it] 145/299 4.14G 0.01934 0.01121 0.0001965 100 640: 6%|▌ | 9/160 [00:17<04:17, 1.70s/it] 145/299 4.14G 0.01934 0.01121 0.0001965 100 640: 6%|▋ | 10/160 [00:17<03:06, 1.24s/it] 145/299 4.14G 0.01917 0.01084 0.0001878 43 640: 6%|▋ | 10/160 [00:17<03:06, 1.24s/it] 145/299 4.14G 0.01917 0.01084 0.0001878 43 640: 7%|▋ | 11/160 [00:17<02:20, 1.06it/s] 145/299 4.14G 0.01919 0.01068 0.0001807 53 640: 7%|▋ | 11/160 [00:17<02:20, 1.06it/s] 145/299 4.14G 0.01919 0.01068 0.0001807 53 640: 8%|▊ | 12/160 [00:17<01:46, 1.39it/s] 145/299 4.14G 0.0193 0.01057 0.0001744 51 640: 8%|▊ | 12/160 [00:21<01:46, 1.39it/s] 145/299 4.14G 0.0193 0.01057 0.0001744 51 640: 8%|▊ | 13/160 [00:21<04:08, 1.69s/it] 145/299 4.14G 0.0193 0.01057 0.0001719 75 640: 8%|▊ | 13/160 [00:31<04:08, 1.69s/it] 145/299 4.14G 0.0193 0.01057 0.0001719 75 640: 9%|▉ | 14/160 [00:31<09:54, 4.07s/it] 145/299 4.14G 0.01956 0.01085 0.000168 79 640: 9%|▉ | 14/160 [00:31<09:54, 4.07s/it] 145/299 4.14G 0.01956 0.01085 0.000168 79 640: 9%|▉ | 15/160 [00:31<07:03, 2.92s/it] 145/299 4.14G 0.0198 0.01088 0.0002274 58 640: 9%|▉ | 15/160 [00:31<07:03, 2.92s/it] 145/299 4.14G 0.0198 0.01088 0.0002274 58 640: 10%|█ | 16/160 [00:31<05:03, 2.11s/it] 145/299 4.14G 0.01991 0.01081 0.0002207 58 640: 10%|█ | 16/160 [00:31<05:03, 2.11s/it] 145/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 823 0.692 0.64 0.642 0.375
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 146/299 4.14G 0.02136 0.0118 0.0001188 59 640: 0%| | 0/160 [00:00<?, ?it/s] 146/299 4.14G 0.02136 0.0118 0.0001188 59 640: 1%| | 1/160 [00:00<00:43, 3.70it/s] 146/299 4.14G 0.01946 0.01149 0.0003695 78 640: 1%| | 1/160 [00:00<00:43, 3.70it/s] 146/299 4.14G 0.01946 0.01149 0.0003695 78 640: 1%|▏ | 2/160 [00:00<00:46, 3.39it/s] 146/299 4.14G 0.01993 0.01136 0.0003032 82 640: 1%|▏ | 2/160 [00:00<00:46, 3.39it/s] 146/299 4.14G 0.01993 0.01136 0.0003032 82 640: 2%|▏ | 3/160 [00:00<00:45, 3.44it/s] 146/299 4.14G 0.02011 0.01181 0.0002609 91 640: 2%|▏ | 3/160 [00:01<00:45, 3.44it/s] 146/299 4.14G 0.02011 0.01181 0.0002609 91 640: 2%|▎ | 4/160 [00:01<00:43, 3.55it/s] 146/299 4.14G 0.02013 0.01201 0.000235 93 640: 2%|▎ | 4/160 [00:02<00:43, 3.55it/s] 146/299 4.14G 0.02013 0.01201 0.000235 93 640: 3%|▎ | 5/160 [00:02<01:38, 1.57it/s] 146/299 4.14G 0.02019 0.01227 0.0002186 84 640: 3%|▎ | 5/160 [00:13<01:38, 1.57it/s] 146/299 4.14G 0.02019 0.01227 0.0002186 84 640: 4%|▍ | 6/160 [00:13<11:09, 4.35s/it] 146/299 4.14G 0.01991 0.01196 0.0002061 63 640: 4%|▍ | 6/160 [00:14<11:09, 4.35s/it] 146/299 4.14G 0.01991 0.01196 0.0002061 63 640: 4%|▍ | 7/160 [00:14<07:40, 3.01s/it] 146/299 4.14G 0.02017 0.01188 0.0002033 65 640: 4%|▍ | 7/160 [00:14<07:40, 3.01s/it] 146/299 4.14G 0.02017 0.01188 0.0002033 65 640: 5%|▌ | 8/160 [00:14<05:22, 2.12s/it] 146/299 4.14G 0.02067 0.01165 0.0001999 60 640: 5%|▌ | 8/160 [00:14<05:22, 2.12s/it] 146/299 4.14G 0.02067 0.01165 0.0001999 60 640: 6%|▌ | 9/160 [00:14<03:50, 1.52s/it] 146/299 4.14G 0.02077 0.01159 0.0001935 64 640: 6%|▌ | 9/160 [00:14<03:50, 1.52s/it] 146/299 4.14G 0.02077 0.01159 0.0001935 64 640: 6%|▋ | 10/160 [00:14<02:48, 1.12s/it] 146/299 4.14G 0.02077 0.01149 0.0001859 68 640: 6%|▋ | 10/160 [00:15<02:48, 1.12s/it] 146/299 4.14G 0.02077 0.01149 0.0001859 68 640: 7%|▋ | 11/160 [00:15<02:07, 1.17it/s] 146/299 4.14G 0.02083 0.0114 0.000194 62 640: 7%|▋ | 11/160 [00:15<02:07, 1.17it/s] 146/299 4.14G 0.02083 0.0114 0.000194 62 640: 8%|▊ | 12/160 [00:15<01:37, 1.51it/s] 146/299 4.14G 0.0206 0.01141 0.0002009 78 640: 8%|▊ | 12/160 [00:22<01:37, 1.51it/s] 146/299 4.14G 0.0206 0.01141 0.0002009 78 640: 8%|▊ | 13/160 [00:22<06:24, 2.61s/it] 146/299 4.14G 0.02086 0.01176 0.0001995 76 640: 8%|▊ | 13/160 [00:27<06:24, 2.61s/it] 146/299 4.14G 0.02086 0.01176 0.0001995 76 640: 9%|▉ | 14/160 [00:27<08:10, 3.36s/it] 146/299 4.14G 0.02063 0.01152 0.000198 51 640: 9%|▉ | 14/160 [00:27<08:10, 3.36s/it] 146/299 4.14G 0.02063 0.01152 0.000198 51 640: 9%|▉ | 15/160 [00:27<05:51, 2.42s/it] 146/299 4.14G 0.02079 0.0115 0.0001939 61 640: 9%|▉ | 15/160 [00:27<05:51, 2.42s/it] 146/299 4.14G 0.02079 0.0115 0.0001939 61 640: 10%|█ | 16/160 [00:27<04:13, 1.76s/it] 146/299 4.14G 0.02088 0.01152 0.0001891 77 640: 10%|█ | 16/160 [00:28<04:13, 1.76s/it] 146/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 823 0.649 0.672 0.648 0.382
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 147/299 4.14G 0.02328 0.01142 0.0001163 80 640: 0%| | 0/160 [00:00<?, ?it/s] 147/299 4.14G 0.02328 0.01142 0.0001163 80 640: 1%| | 1/160 [00:00<00:41, 3.84it/s] 147/299 4.14G 0.02195 0.0106 0.0001121 63 640: 1%| | 1/160 [00:00<00:41, 3.84it/s] 147/299 4.14G 0.02195 0.0106 0.0001121 63 640: 1%|▏ | 2/160 [00:00<00:45, 3.46it/s] 147/299 4.14G 0.02156 0.01041 0.0001297 66 640: 1%|▏ | 2/160 [00:00<00:45, 3.46it/s] 147/299 4.14G 0.02156 0.01041 0.0001297 66 640: 2%|▏ | 3/160 [00:00<00:51, 3.04it/s] 147/299 4.14G 0.02138 0.01021 0.0001354 64 640: 2%|▏ | 3/160 [00:01<00:51, 3.04it/s] 147/299 4.14G 0.02138 0.01021 0.0001354 64 640: 2%|▎ | 4/160 [00:01<00:54, 2.87it/s] 147/299 4.14G 0.02122 0.01091 0.0001324 79 640: 2%|▎ | 4/160 [00:04<00:54, 2.87it/s] 147/299 4.14G 0.02122 0.01091 0.0001324 79 640: 3%|▎ | 5/160 [00:04<03:54, 1.52s/it] 147/299 4.14G 0.02084 0.0111 0.0001478 77 640: 3%|▎ | 5/160 [00:14<03:54, 1.52s/it] 147/299 4.14G 0.02084 0.0111 0.0001478 77 640: 4%|▍ | 6/160 [00:14<10:52, 4.23s/it] 147/299 4.14G 0.02047 0.01101 0.0001415 61 640: 4%|▍ | 6/160 [00:14<10:52, 4.23s/it] 147/299 4.14G 0.02047 0.01101 0.0001415 61 640: 4%|▍ | 7/160 [00:14<07:28, 2.93s/it] 147/299 4.14G 0.02038 0.0108 0.0001389 45 640: 4%|▍ | 7/160 [00:14<07:28, 2.93s/it] 147/299 4.14G 0.02038 0.0108 0.0001389 45 640: 5%|▌ | 8/160 [00:14<05:14, 2.07s/it] 147/299 4.14G 0.0204 0.0107 0.0001389 61 640: 5%|▌ | 8/160 [00:15<05:14, 2.07s/it] 147/299 4.14G 0.0204 0.0107 0.0001389 61 640: 6%|▌ | 9/160 [00:15<03:44, 1.49s/it] 147/299 4.14G 0.0202 0.01073 0.0001354 58 640: 6%|▌ | 9/160 [00:15<03:44, 1.49s/it] 147/299 4.14G 0.0202 0.01073 0.0001354 58 640: 6%|▋ | 10/160 [00:15<02:44, 1.10s/it] 147/299 4.14G 0.02001 0.01084 0.0001375 69 640: 6%|▋ | 10/160 [00:15<02:44, 1.10s/it] 147/299 4.14G 0.02001 0.01084 0.0001375 69 640: 7%|▋ | 11/160 [00:15<02:04, 1.19it/s] 147/299 4.14G 0.02032 0.01074 0.0001351 61 640: 7%|▋ | 11/160 [00:15<02:04, 1.19it/s] 147/299 4.14G 0.02032 0.01074 0.0001351 61 640: 8%|▊ | 12/160 [00:15<01:35, 1.54it/s] 147/299 4.14G 0.0205 0.01084 0.0001335 68 640: 8%|▊ | 12/160 [00:24<01:35, 1.54it/s] 147/299 4.14G 0.0205 0.01084 0.0001335 68 640: 8%|▊ | 13/160 [00:24<07:42, 3.15s/it] 147/299 4.14G 0.02059 0.01074 0.0001316 60 640: 8%|▊ | 13/160 [00:28<07:42, 3.15s/it] 147/299 4.14G 0.02059 0.01074 0.0001316 60 640: 9%|▉ | 14/160 [00:28<07:54, 3.25s/it] 147/299 4.14G 0.02056 0.01056 0.0001319 40 640: 9%|▉ | 14/160 [00:28<07:54, 3.25s/it] 147/299 4.14G 0.02056 0.01056 0.0001319 40 640: 9%|▉ | 15/160 [00:28<05:40, 2.35s/it] 147/299 4.14G 0.02071 0.01069 0.0001314 72 640: 9%|▉ | 15/160 [00:28<05:40, 2.35s/it] 147/299 4.14G 0.02071 0.01069 0.0001314 72 640: 10%|█ | 16/160 [00:28<04:05, 1.71s/it] 147/299 4.14G 0.02065 0.01059 0.0001308 56 640: 10%|█ | 16/160 [00:28<04:05, 1.71s/it] 147/299 4.14G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.688 0.607 0.642 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 148/299 4.14G 0.01878 0.01083 0.0001193 62 640: 0%| | 0/160 [00:00<?, ?it/s] 148/299 4.14G 0.01878 0.01083 0.0001193 62 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 148/299 4.14G 0.01916 0.0108 0.000117 78 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 148/299 4.14G 0.01916 0.0108 0.000117 78 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 148/299 4.14G 0.01888 0.01158 0.0001204 82 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 148/299 4.14G 0.01888 0.01158 0.0001204 82 640: 2%|▏ | 3/160 [00:00<00:52, 3.01it/s] 148/299 4.14G 0.01884 0.01114 0.0001163 50 640: 2%|▏ | 3/160 [00:01<00:52, 3.01it/s] 148/299 4.14G 0.01884 0.01114 0.0001163 50 640: 2%|▎ | 4/160 [00:01<00:53, 2.92it/s] 148/299 4.14G 0.01898 0.01089 0.0001127 64 640: 2%|▎ | 4/160 [00:12<00:53, 2.92it/s] 148/299 4.14G 0.01898 0.01089 0.0001127 64 640: 3%|▎ | 5/160 [00:12<11:03, 4.28s/it] 148/299 4.14G 0.01897 0.01084 0.0001136 49 640: 3%|▎ | 5/160 [00:14<11:03, 4.28s/it] 148/299 4.14G 0.01897 0.01084 0.0001136 49 640: 4%|▍ | 6/160 [00:14<08:54, 3.47s/it] 148/299 4.14G 0.01949 0.01119 0.0001643 83 640: 4%|▍ | 6/160 [00:14<08:54, 3.47s/it] 148/299 4.14G 0.01949 0.01119 0.0001643 83 640: 4%|▍ | 7/160 [00:14<06:10, 2.42s/it] 148/299 4.14G 0.01962 0.01136 0.0001575 67 640: 4%|▍ | 7/160 [00:14<06:10, 2.42s/it] 148/299 4.14G 0.01962 0.01136 0.0001575 67 640: 5%|▌ | 8/160 [00:14<04:21, 1.72s/it] 148/299 4.14G 0.01973 0.0115 0.0001678 85 640: 5%|▌ | 8/160 [00:15<04:21, 1.72s/it] 148/299 4.14G 0.01973 0.0115 0.0001678 85 640: 6%|▌ | 9/160 [00:15<03:08, 1.25s/it] 148/299 4.14G 0.01978 0.01167 0.0001638 72 640: 6%|▌ | 9/160 [00:15<03:08, 1.25s/it] 148/299 4.14G 0.01978 0.01167 0.0001638 72 640: 6%|▋ | 10/160 [00:15<02:19, 1.08it/s] 148/299 4.14G 0.01997 0.01147 0.0001879 54 640: 6%|▋ | 10/160 [00:15<02:19, 1.08it/s] 148/299 4.14G 0.01997 0.01147 0.0001879 54 640: 7%|▋ | 11/160 [00:15<01:47, 1.38it/s] 148/299 4.14G 0.02015 0.01184 0.0001826 64 640: 7%|▋ | 11/160 [00:15<01:47, 1.38it/s] 148/299 4.14G 0.02015 0.01184 0.0001826 64 640: 8%|▊ | 12/160 [00:15<01:24, 1.76it/s] 148/299 4.14G 0.01999 0.01187 0.0001971 77 640: 8%|▊ | 12/160 [00:26<01:24, 1.76it/s] 148/299 4.14G 0.01999 0.01187 0.0001971 77 640: 8%|▊ | 13/160 [00:26<08:57, 3.66s/it] 148/299 4.14G 0.01975 0.01169 0.000194 58 640: 8%|▊ | 13/160 [00:28<08:57, 3.66s/it] 148/299 4.14G 0.01975 0.01169 0.000194 58 640: 9%|▉ | 14/160 [00:28<07:28, 3.07s/it] 148/299 4.14G 0.01959 0.01141 0.0001933 60 640: 9%|▉ | 14/160 [00:29<07:28, 3.07s/it] 148/299 4.14G 0.01959 0.01141 0.0001933 60 640: 9%|▉ | 15/160 [00:29<06:14, 2.59s/it] 148/299 4.14G 0.01952 0.01134 0.0001952 70 640: 9%|▉ | 15/160 [00:30<06:14, 2.59s/it] 148/299 4.14G 0.01952 0.01134 0.0001952 70 640: 10%|█ | 16/160 [00:30<04:29, 1.87s/it] 148/299 4.14G 0.01957 0.01124 0.0001922 56 640: 10%|█ | 16/160 [00:30<04:29, 1.87s/it] 148/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.16it/s]
all 340 823 0.675 0.629 0.638 0.375
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 149/299 4.14G 0.01955 0.01105 9.778e-05 70 640: 0%| | 0/160 [00:00<?, ?it/s] 149/299 4.14G 0.01955 0.01105 9.778e-05 70 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 149/299 4.14G 0.01889 0.009172 9.424e-05 47 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 149/299 4.14G 0.01889 0.009172 9.424e-05 47 640: 1%|▏ | 2/160 [00:00<01:21, 1.94it/s] 149/299 4.14G 0.019 0.01039 9.273e-05 70 640: 1%|▏ | 2/160 [00:01<01:21, 1.94it/s] 149/299 4.14G 0.019 0.01039 9.273e-05 70 640: 2%|▏ | 3/160 [00:01<01:14, 2.12it/s] 149/299 4.14G 0.01986 0.01033 9.74e-05 65 640: 2%|▏ | 3/160 [00:01<01:14, 2.12it/s] 149/299 4.14G 0.01986 0.01033 9.74e-05 65 640: 2%|▎ | 4/160 [00:01<01:04, 2.43it/s] 149/299 4.14G 0.01957 0.01032 0.000115 65 640: 2%|▎ | 4/160 [00:11<01:04, 2.43it/s] 149/299 4.14G 0.01957 0.01032 0.000115 65 640: 3%|▎ | 5/160 [00:11<09:34, 3.70s/it] 149/299 4.14G 0.01984 0.01002 0.0001125 47 640: 3%|▎ | 5/160 [00:12<09:34, 3.70s/it] 149/299 4.14G 0.01984 0.01002 0.0001125 47 640: 4%|▍ | 6/160 [00:12<07:21, 2.87s/it] 149/299 4.14G 0.01974 0.01 0.0001101 56 640: 4%|▍ | 6/160 [00:16<07:21, 2.87s/it] 149/299 4.14G 0.01974 0.01 0.0001101 56 640: 4%|▍ | 7/160 [00:16<08:16, 3.24s/it] 149/299 4.14G 0.01958 0.009831 0.0001081 69 640: 4%|▍ | 7/160 [00:16<08:16, 3.24s/it] 149/299 4.14G 0.01958 0.009831 0.0001081 69 640: 5%|▌ | 8/160 [00:16<05:46, 2.28s/it] 149/299 4.14G 0.01936 0.009794 0.000112 67 640: 5%|▌ | 8/160 [00:16<05:46, 2.28s/it] 149/299 4.14G 0.01936 0.009794 0.000112 67 640: 6%|▌ | 9/160 [00:16<04:06, 1.63s/it] 149/299 4.14G 0.01932 0.009774 0.0001118 60 640: 6%|▌ | 9/160 [00:17<04:06, 1.63s/it] 149/299 4.14G 0.01932 0.009774 0.0001118 60 640: 6%|▋ | 10/160 [00:17<02:59, 1.20s/it] 149/299 4.14G 0.01938 0.009588 0.0001111 45 640: 6%|▋ | 10/160 [00:17<02:59, 1.20s/it] 149/299 4.14G 0.01938 0.009588 0.0001111 45 640: 7%|▋ | 11/160 [00:17<02:15, 1.10it/s] 149/299 4.14G 0.01933 0.00991 0.0001112 86 640: 7%|▋ | 11/160 [00:17<02:15, 1.10it/s] 149/299 4.14G 0.01933 0.00991 0.0001112 86 640: 8%|▊ | 12/160 [00:17<01:43, 1.43it/s] 149/299 4.14G 0.01937 0.01005 0.0001107 71 640: 8%|▊ | 12/160 [00:27<01:43, 1.43it/s] 149/299 4.14G 0.01937 0.01005 0.0001107 71 640: 8%|▊ | 13/160 [00:27<08:10, 3.34s/it] 149/299 4.14G 0.01937 0.00999 0.0001083 43 640: 8%|▊ | 13/160 [00:27<08:10, 3.34s/it] 149/299 4.14G 0.01937 0.00999 0.0001083 43 640: 9%|▉ | 14/160 [00:27<05:49, 2.40s/it] 149/299 4.14G 0.01945 0.00993 0.0001074 54 640: 9%|▉ | 14/160 [00:30<05:49, 2.40s/it] 149/299 4.14G 0.01945 0.00993 0.0001074 54 640: 9%|▉ | 15/160 [00:30<06:40, 2.76s/it] 149/299 4.14G 0.0197 0.01002 0.0001067 53 640: 9%|▉ | 15/160 [00:31<06:40, 2.76s/it] 149/299 4.14G 0.0197 0.01002 0.0001067 53 640: 10%|█ | 16/160 [00:31<04:47, 1.99s/it] 149/299 4.14G 0.01985 0.009941 0.0001059 53 640: 10%|█ | 16/160 [00:31<04:47, 1.99s/it] 149/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 822 0.658 0.647 0.652 0.385
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 150/299 4.14G 0.01873 0.009293 9.177e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 150/299 4.14G 0.01873 0.009293 9.177e-05 55 640: 1%| | 1/160 [00:00<00:39, 4.06it/s] 150/299 4.14G 0.02027 0.009434 0.0001015 52 640: 1%| | 1/160 [00:00<00:39, 4.06it/s] 150/299 4.14G 0.02027 0.009434 0.0001015 52 640: 1%|▏ | 2/160 [00:00<00:42, 3.71it/s] 150/299 4.14G 0.01995 0.009533 0.0001401 62 640: 1%|▏ | 2/160 [00:00<00:42, 3.71it/s] 150/299 4.14G 0.01995 0.009533 0.0001401 62 640: 2%|▏ | 3/160 [00:00<00:51, 3.04it/s] 150/299 4.14G 0.02015 0.009728 0.0001396 57 640: 2%|▏ | 3/160 [00:01<00:51, 3.04it/s] 150/299 4.14G 0.02015 0.009728 0.0001396 57 640: 2%|▎ | 4/160 [00:01<00:49, 3.16it/s] 150/299 4.14G 0.02029 0.00954 0.000131 45 640: 2%|▎ | 4/160 [00:05<00:49, 3.16it/s] 150/299 4.14G 0.02029 0.00954 0.000131 45 640: 3%|▎ | 5/160 [00:05<04:49, 1.87s/it] 150/299 4.14G 0.02 0.009359 0.0001322 47 640: 3%|▎ | 5/160 [00:08<04:49, 1.87s/it] 150/299 4.14G 0.02 0.009359 0.0001322 47 640: 4%|▍ | 6/160 [00:08<05:25, 2.11s/it] 150/299 4.14G 0.01987 0.009425 0.0001279 62 640: 4%|▍ | 6/160 [00:13<05:25, 2.11s/it] 150/299 4.14G 0.01987 0.009425 0.0001279 62 640: 4%|▍ | 7/160 [00:13<08:14, 3.23s/it] 150/299 4.14G 0.01994 0.009585 0.0001239 71 640: 4%|▍ | 7/160 [00:14<08:14, 3.23s/it] 150/299 4.14G 0.01994 0.009585 0.0001239 71 640: 5%|▌ | 8/160 [00:14<05:45, 2.27s/it] 150/299 4.14G 0.02001 0.009405 0.0001243 37 640: 5%|▌ | 8/160 [00:14<05:45, 2.27s/it] 150/299 4.14G 0.02001 0.009405 0.0001243 37 640: 6%|▌ | 9/160 [00:14<04:05, 1.63s/it] 150/299 4.14G 0.01981 0.009386 0.0001212 56 640: 6%|▌ | 9/160 [00:14<04:05, 1.63s/it] 150/299 4.14G 0.01981 0.009386 0.0001212 56 640: 6%|▋ | 10/160 [00:14<02:58, 1.19s/it] 150/299 4.14G 0.02003 0.009307 0.0001429 47 640: 6%|▋ | 10/160 [00:14<02:58, 1.19s/it] 150/299 4.14G 0.02003 0.009307 0.0001429 47 640: 7%|▋ | 11/160 [00:14<02:14, 1.10it/s] 150/299 4.14G 0.01991 0.009685 0.0001401 80 640: 7%|▋ | 11/160 [00:15<02:14, 1.10it/s] 150/299 4.14G 0.01991 0.009685 0.0001401 80 640: 8%|▊ | 12/160 [00:15<01:42, 1.44it/s] 150/299 4.14G 0.02012 0.009682 0.0001373 69 640: 8%|▊ | 12/160 [00:23<01:42, 1.44it/s] 150/299 4.14G 0.02012 0.009682 0.0001373 69 640: 8%|▊ | 13/160 [00:23<07:44, 3.16s/it] 150/299 4.14G 0.02022 0.009707 0.0001349 55 640: 8%|▊ | 13/160 [00:24<07:44, 3.16s/it] 150/299 4.14G 0.02022 0.009707 0.0001349 55 640: 9%|▉ | 14/160 [00:24<05:31, 2.27s/it] 150/299 4.14G 0.02011 0.009856 0.0001328 83 640: 9%|▉ | 14/160 [00:29<05:31, 2.27s/it] 150/299 4.14G 0.02011 0.009856 0.0001328 83 640: 9%|▉ | 15/160 [00:29<07:34, 3.13s/it] 150/299 4.14G 0.02 0.009762 0.0001308 43 640: 9%|▉ | 15/160 [00:29<07:34, 3.13s/it] 150/299 4.14G 0.02 0.009762 0.0001308 43 640: 10%|█ | 16/160 [00:29<05:24, 2.26s/it] 150/299 4.14G 0.01986 0.009675 0.0001289 56 640: 10%|█ | 16/160 [00:29<05:24, 2.26s/it] 150/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.67 0.659 0.663 0.386
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 151/299 4.14G 0.01995 0.007601 0.0001142 42 640: 0%| | 0/160 [00:00<?, ?it/s] 151/299 4.14G 0.01995 0.007601 0.0001142 42 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 151/299 4.14G 0.02057 0.007772 0.0001113 47 640: 1%| | 1/160 [00:00<00:40, 3.89it/s] 151/299 4.14G 0.02057 0.007772 0.0001113 47 640: 1%|▏ | 2/160 [00:00<00:47, 3.32it/s] 151/299 4.14G 0.02079 0.008789 0.0002822 56 640: 1%|▏ | 2/160 [00:00<00:47, 3.32it/s] 151/299 4.14G 0.02079 0.008789 0.0002822 56 640: 2%|▏ | 3/160 [00:00<00:49, 3.17it/s] 151/299 4.14G 0.02069 0.009483 0.0002378 87 640: 2%|▏ | 3/160 [00:01<00:49, 3.17it/s] 151/299 4.14G 0.02069 0.009483 0.0002378 87 640: 2%|▎ | 4/160 [00:01<00:46, 3.36it/s] 151/299 4.14G 0.02047 0.01048 0.0002116 86 640: 2%|▎ | 4/160 [00:01<00:46, 3.36it/s] 151/299 4.14G 0.02047 0.01048 0.0002116 86 640: 3%|▎ | 5/160 [00:01<00:44, 3.48it/s] 151/299 4.14G 0.02017 0.009984 0.0003503 49 640: 3%|▎ | 5/160 [00:02<00:44, 3.48it/s] 151/299 4.14G 0.02017 0.009984 0.0003503 49 640: 4%|▍ | 6/160 [00:02<01:16, 2.02it/s] 151/299 4.14G 0.02008 0.009991 0.000314 63 640: 4%|▍ | 6/160 [00:15<01:16, 2.02it/s] 151/299 4.14G 0.02008 0.009991 0.000314 63 640: 4%|▍ | 7/160 [00:15<11:56, 4.69s/it] 151/299 4.14G 0.02018 0.01008 0.0002882 71 640: 4%|▍ | 7/160 [00:15<11:56, 4.69s/it] 151/299 4.14G 0.02018 0.01008 0.0002882 71 640: 5%|▌ | 8/160 [00:15<08:15, 3.26s/it] 151/299 4.14G 0.02009 0.01026 0.000286 73 640: 5%|▌ | 8/160 [00:16<08:15, 3.26s/it] 151/299 4.14G 0.02009 0.01026 0.000286 73 640: 6%|▌ | 9/160 [00:16<05:48, 2.31s/it] 151/299 4.14G 0.02004 0.01027 0.0002678 68 640: 6%|▌ | 9/160 [00:16<05:48, 2.31s/it] 151/299 4.14G 0.02004 0.01027 0.0002678 68 640: 6%|▋ | 10/160 [00:16<04:09, 1.66s/it] 151/299 4.14G 0.0199 0.01019 0.0002528 61 640: 6%|▋ | 10/160 [00:16<04:09, 1.66s/it] 151/299 4.14G 0.0199 0.01019 0.0002528 61 640: 7%|▋ | 11/160 [00:16<03:03, 1.23s/it] 151/299 4.14G 0.01996 0.01025 0.0002424 79 640: 7%|▋ | 11/160 [00:16<03:03, 1.23s/it] 151/299 4.14G 0.01996 0.01025 0.0002424 79 640: 8%|▊ | 12/160 [00:16<02:18, 1.07it/s] 151/299 4.14G 0.01988 0.01036 0.0002316 63 640: 8%|▊ | 12/160 [00:20<02:18, 1.07it/s] 151/299 4.14G 0.01988 0.01036 0.0002316 63 640: 8%|▊ | 13/160 [00:20<04:40, 1.91s/it] 151/299 4.14G 0.0198 0.01031 0.0002262 46 640: 8%|▊ | 13/160 [00:22<04:40, 1.91s/it] 151/299 4.14G 0.0198 0.01031 0.0002262 46 640: 9%|▉ | 14/160 [00:22<04:22, 1.79s/it] 151/299 4.14G 0.0197 0.01027 0.0002881 55 640: 9%|▉ | 14/160 [00:29<04:22, 1.79s/it] 151/299 4.14G 0.0197 0.01027 0.0002881 55 640: 9%|▉ | 15/160 [00:29<08:16, 3.42s/it] 151/299 4.14G 0.01976 0.01036 0.0002761 69 640: 9%|▉ | 15/160 [00:29<08:16, 3.42s/it] 151/299 4.14G 0.01976 0.01036 0.0002761 69 640: 10%|█ | 16/160 [00:29<05:53, 2.46s/it] 151/299 4.14G 0.01976 0.01045 0.0002671 75 640: 10%|█ | 16/160 [00:30<05:53, 2.46s/it] 151/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 822 0.679 0.626 0.636 0.379
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 152/299 4.14G 0.01878 0.01096 0.000105 65 640: 0%| | 0/160 [00:00<?, ?it/s] 152/299 4.14G 0.01878 0.01096 0.000105 65 640: 1%| | 1/160 [00:00<00:45, 3.50it/s] 152/299 4.14G 0.01776 0.009638 0.0001127 49 640: 1%| | 1/160 [00:00<00:45, 3.50it/s] 152/299 4.14G 0.01776 0.009638 0.0001127 49 640: 1%|▏ | 2/160 [00:00<00:47, 3.36it/s] 152/299 4.14G 0.0184 0.01004 0.0001152 66 640: 1%|▏ | 2/160 [00:00<00:47, 3.36it/s] 152/299 4.14G 0.0184 0.01004 0.0001152 66 640: 2%|▏ | 3/160 [00:00<00:52, 2.98it/s] 152/299 4.14G 0.01901 0.00983 0.0001241 44 640: 2%|▏ | 3/160 [00:01<00:52, 2.98it/s] 152/299 4.14G 0.01901 0.00983 0.0001241 44 640: 2%|▎ | 4/160 [00:01<00:50, 3.06it/s] 152/299 4.14G 0.01925 0.0102 0.0001366 63 640: 2%|▎ | 4/160 [00:03<00:50, 3.06it/s] 152/299 4.14G 0.01925 0.0102 0.0001366 63 640: 3%|▎ | 5/160 [00:03<02:52, 1.11s/it] 152/299 4.14G 0.01941 0.009975 0.0001368 62 640: 3%|▎ | 5/160 [00:11<02:52, 1.11s/it] 152/299 4.14G 0.01941 0.009975 0.0001368 62 640: 4%|▍ | 6/160 [00:11<08:18, 3.24s/it] 152/299 4.14G 0.01953 0.00981 0.0002245 61 640: 4%|▍ | 6/160 [00:14<08:18, 3.24s/it] 152/299 4.14G 0.01953 0.00981 0.0002245 61 640: 4%|▍ | 7/160 [00:14<08:38, 3.39s/it] 152/299 4.14G 0.01931 0.009656 0.0002128 50 640: 4%|▍ | 7/160 [00:15<08:38, 3.39s/it] 152/299 4.14G 0.01931 0.009656 0.0002128 50 640: 5%|▌ | 8/160 [00:15<06:01, 2.38s/it] 152/299 4.14G 0.01909 0.009994 0.0002023 78 640: 5%|▌ | 8/160 [00:15<06:01, 2.38s/it] 152/299 4.14G 0.01909 0.009994 0.0002023 78 640: 6%|▌ | 9/160 [00:15<04:16, 1.70s/it] 152/299 4.14G 0.0194 0.0102 0.0001927 71 640: 6%|▌ | 9/160 [00:15<04:16, 1.70s/it] 152/299 4.14G 0.0194 0.0102 0.0001927 71 640: 6%|▋ | 10/160 [00:15<03:06, 1.24s/it] 152/299 4.14G 0.01934 0.01003 0.0001884 46 640: 6%|▋ | 10/160 [00:15<03:06, 1.24s/it] 152/299 4.14G 0.01934 0.01003 0.0001884 46 640: 7%|▋ | 11/160 [00:15<02:20, 1.06it/s] 152/299 4.14G 0.01926 0.01018 0.0001821 70 640: 7%|▋ | 11/160 [00:15<02:20, 1.06it/s] 152/299 4.14G 0.01926 0.01018 0.0001821 70 640: 8%|▊ | 12/160 [00:15<01:46, 1.39it/s] 152/299 4.14G 0.01937 0.01029 0.0001814 88 640: 8%|▊ | 12/160 [00:19<01:46, 1.39it/s] 152/299 4.14G 0.01937 0.01029 0.0001814 88 640: 8%|▊ | 13/160 [00:19<03:52, 1.58s/it] 152/299 4.14G 0.01936 0.01023 0.0001772 61 640: 8%|▊ | 13/160 [00:27<03:52, 1.58s/it] 152/299 4.14G 0.01936 0.01023 0.0001772 61 640: 9%|▉ | 14/160 [00:27<08:36, 3.54s/it] 152/299 4.14G 0.01928 0.01005 0.0001734 48 640: 9%|▉ | 14/160 [00:28<08:36, 3.54s/it] 152/299 4.14G 0.01928 0.01005 0.0001734 48 640: 9%|▉ | 15/160 [00:28<06:39, 2.75s/it] 152/299 4.14G 0.01927 0.0102 0.0001707 87 640: 9%|▉ | 15/160 [00:28<06:39, 2.75s/it] 152/299 4.14G 0.01927 0.0102 0.0001707 87 640: 10%|█ | 16/160 [00:28<04:46, 1.99s/it] 152/299 4.14G 0.01938 0.01035 0.0001688 89 640: 10%|█ | 16/160 [00:28<04:46, 1.99s/it] 152/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 823 0.656 0.659 0.641 0.379
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 153/299 4.14G 0.01946 0.01104 0.0001184 71 640: 0%| | 0/160 [00:00<?, ?it/s] 153/299 4.14G 0.01946 0.01104 0.0001184 71 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 153/299 4.14G 0.01909 0.008926 0.0001053 49 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 153/299 4.14G 0.01909 0.008926 0.0001053 49 640: 1%|▏ | 2/160 [00:00<00:47, 3.32it/s] 153/299 4.14G 0.0188 0.009413 0.0001202 59 640: 1%|▏ | 2/160 [00:00<00:47, 3.32it/s] 153/299 4.14G 0.0188 0.009413 0.0001202 59 640: 2%|▏ | 3/160 [00:00<00:51, 3.03it/s] 153/299 4.14G 0.01903 0.009205 0.0001155 55 640: 2%|▏ | 3/160 [00:01<00:51, 3.03it/s] 153/299 4.14G 0.01903 0.009205 0.0001155 55 640: 2%|▎ | 4/160 [00:01<00:48, 3.21it/s] 153/299 4.14G 0.01919 0.00923 0.0001398 61 640: 2%|▎ | 4/160 [00:01<00:48, 3.21it/s] 153/299 4.14G 0.01919 0.00923 0.0001398 61 640: 3%|▎ | 5/160 [00:01<00:45, 3.40it/s] 153/299 4.14G 0.01889 0.00932 0.000137 63 640: 3%|▎ | 5/160 [00:14<00:45, 3.40it/s] 153/299 4.14G 0.01889 0.00932 0.000137 63 640: 4%|▍ | 6/160 [00:14<11:23, 4.44s/it] 153/299 4.14G 0.01944 0.009379 0.0001322 47 640: 4%|▍ | 6/160 [00:14<11:23, 4.44s/it] 153/299 4.14G 0.01944 0.009379 0.0001322 47 640: 4%|▍ | 7/160 [00:14<07:50, 3.07s/it] 153/299 4.14G 0.0196 0.009398 0.0002388 51 640: 4%|▍ | 7/160 [00:14<07:50, 3.07s/it] 153/299 4.14G 0.0196 0.009398 0.0002388 51 640: 5%|▌ | 8/160 [00:14<05:28, 2.16s/it] 153/299 4.14G 0.01918 0.009585 0.0002227 60 640: 5%|▌ | 8/160 [00:14<05:28, 2.16s/it] 153/299 4.14G 0.01918 0.009585 0.0002227 60 640: 6%|▌ | 9/160 [00:14<03:54, 1.56s/it] 153/299 4.14G 0.01919 0.00983 0.000215 80 640: 6%|▌ | 9/160 [00:14<03:54, 1.56s/it] 153/299 4.14G 0.01919 0.00983 0.000215 80 640: 6%|▋ | 10/160 [00:14<02:51, 1.14s/it] 153/299 4.14G 0.01933 0.009968 0.000209 70 640: 6%|▋ | 10/160 [00:15<02:51, 1.14s/it] 153/299 4.14G 0.01933 0.009968 0.000209 70 640: 7%|▋ | 11/160 [00:15<02:09, 1.15it/s] 153/299 4.14G 0.01922 0.009655 0.0002004 41 640: 7%|▋ | 11/160 [00:15<02:09, 1.15it/s] 153/299 4.14G 0.01922 0.009655 0.0002004 41 640: 8%|▊ | 12/160 [00:15<01:39, 1.49it/s] 153/299 4.14G 0.01925 0.009712 0.000192 75 640: 8%|▊ | 12/160 [00:19<01:39, 1.49it/s] 153/299 4.14G 0.01925 0.009712 0.000192 75 640: 8%|▊ | 13/160 [00:19<04:16, 1.75s/it] 153/299 4.14G 0.01918 0.009801 0.000188 75 640: 8%|▊ | 13/160 [00:27<04:16, 1.75s/it] 153/299 4.14G 0.01918 0.009801 0.000188 75 640: 9%|▉ | 14/160 [00:27<09:01, 3.71s/it] 153/299 4.14G 0.01945 0.009733 0.0002492 41 640: 9%|▉ | 14/160 [00:28<09:01, 3.71s/it] 153/299 4.14G 0.01945 0.009733 0.0002492 41 640: 9%|▉ | 15/160 [00:28<06:26, 2.67s/it] 153/299 4.14G 0.01951 0.009801 0.0002392 59 640: 9%|▉ | 15/160 [00:28<06:26, 2.67s/it] 153/299 4.14G 0.01951 0.009801 0.0002392 59 640: 10%|█ | 16/160 [00:28<04:37, 1.93s/it] 153/299 4.14G 0.01934 0.009662 0.0002311 44 640: 10%|█ | 16/160 [00:28<04:37, 1.93s/it] 153/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.683 0.653 0.641 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 154/299 4.14G 0.01971 0.00776 8.892e-05 51 640: 0%| | 0/160 [00:00<?, ?it/s] 154/299 4.14G 0.01971 0.00776 8.892e-05 51 640: 1%| | 1/160 [00:00<00:48, 3.27it/s] 154/299 4.14G 0.0194 0.009055 0.0001067 64 640: 1%| | 1/160 [00:00<00:48, 3.27it/s] 154/299 4.14G 0.0194 0.009055 0.0001067 64 640: 1%|▏ | 2/160 [00:00<00:47, 3.35it/s] 154/299 4.14G 0.02012 0.009203 0.0001046 65 640: 1%|▏ | 2/160 [00:00<00:47, 3.35it/s] 154/299 4.14G 0.02012 0.009203 0.0001046 65 640: 2%|▏ | 3/160 [00:01<01:11, 2.19it/s] 154/299 4.14G 0.02007 0.009548 0.0001002 61 640: 2%|▏ | 3/160 [00:01<01:11, 2.19it/s] 154/299 4.14G 0.02007 0.009548 0.0001002 61 640: 2%|▎ | 4/160 [00:01<01:01, 2.55it/s] 154/299 4.14G 0.01933 0.009335 9.561e-05 57 640: 2%|▎ | 4/160 [00:05<01:01, 2.55it/s] 154/299 4.14G 0.01933 0.009335 9.561e-05 57 640: 3%|▎ | 5/160 [00:05<04:24, 1.71s/it] 154/299 4.14G 0.01915 0.009351 9.491e-05 59 640: 3%|▎ | 5/160 [00:16<04:24, 1.71s/it] 154/299 4.14G 0.01915 0.009351 9.491e-05 59 640: 4%|▍ | 6/160 [00:16<12:22, 4.82s/it] 154/299 4.14G 0.01885 0.009204 9.697e-05 58 640: 4%|▍ | 6/160 [00:16<12:22, 4.82s/it] 154/299 4.14G 0.01885 0.009204 9.697e-05 58 640: 4%|▍ | 7/160 [00:16<08:29, 3.33s/it] 154/299 4.14G 0.01931 0.009357 0.0001002 60 640: 4%|▍ | 7/160 [00:16<08:29, 3.33s/it] 154/299 4.14G 0.01931 0.009357 0.0001002 60 640: 5%|▌ | 8/160 [00:16<05:55, 2.34s/it] 154/299 4.14G 0.01919 0.009309 9.81e-05 57 640: 5%|▌ | 8/160 [00:17<05:55, 2.34s/it] 154/299 4.14G 0.01919 0.009309 9.81e-05 57 640: 6%|▌ | 9/160 [00:17<04:12, 1.67s/it] 154/299 4.14G 0.01924 0.009685 0.0001007 89 640: 6%|▌ | 9/160 [00:17<04:12, 1.67s/it] 154/299 4.14G 0.01924 0.009685 0.0001007 89 640: 6%|▋ | 10/160 [00:17<03:03, 1.22s/it] 154/299 4.14G 0.01912 0.00967 9.937e-05 64 640: 6%|▋ | 10/160 [00:17<03:03, 1.22s/it] 154/299 4.14G 0.01912 0.00967 9.937e-05 64 640: 7%|▋ | 11/160 [00:17<02:18, 1.08it/s] 154/299 4.14G 0.01898 0.009701 9.883e-05 54 640: 7%|▋ | 11/160 [00:17<02:18, 1.08it/s] 154/299 4.14G 0.01898 0.009701 9.883e-05 54 640: 8%|▊ | 12/160 [00:17<01:45, 1.41it/s] 154/299 4.14G 0.01882 0.009641 9.799e-05 63 640: 8%|▊ | 12/160 [00:23<01:45, 1.41it/s] 154/299 4.14G 0.01882 0.009641 9.799e-05 63 640: 8%|▊ | 13/160 [00:23<05:16, 2.15s/it] 154/299 4.14G 0.01892 0.009839 0.0001007 82 640: 8%|▊ | 13/160 [00:30<05:16, 2.15s/it] 154/299 4.14G 0.01892 0.009839 0.0001007 82 640: 9%|▉ | 14/160 [00:30<09:17, 3.82s/it] 154/299 4.14G 0.01876 0.009761 9.942e-05 57 640: 9%|▉ | 14/160 [00:31<09:17, 3.82s/it] 154/299 4.14G 0.01876 0.009761 9.942e-05 57 640: 9%|▉ | 15/160 [00:31<06:37, 2.74s/it] 154/299 4.14G 0.01888 0.01012 9.902e-05 87 640: 9%|▉ | 15/160 [00:31<06:37, 2.74s/it] 154/299 4.14G 0.01888 0.01012 9.902e-05 87 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 154/299 4.14G 0.01905 0.01016 0.0001058 61 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 154/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 822 0.668 0.638 0.637 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 155/299 4.14G 0.01866 0.01248 0.0001271 81 640: 0%| | 0/160 [00:00<?, ?it/s] 155/299 4.14G 0.01866 0.01248 0.0001271 81 640: 1%| | 1/160 [00:00<00:49, 3.18it/s] 155/299 4.14G 0.01872 0.01014 0.0002668 48 640: 1%| | 1/160 [00:00<00:49, 3.18it/s] 155/299 4.14G 0.01872 0.01014 0.0002668 48 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 155/299 4.14G 0.01916 0.01055 0.0002089 58 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 155/299 4.14G 0.01916 0.01055 0.0002089 58 640: 2%|▏ | 3/160 [00:00<00:52, 2.96it/s] 155/299 4.14G 0.01846 0.009825 0.0001876 45 640: 2%|▏ | 3/160 [00:01<00:52, 2.96it/s] 155/299 4.14G 0.01846 0.009825 0.0001876 45 640: 2%|▎ | 4/160 [00:01<00:52, 2.97it/s] 155/299 4.14G 0.01843 0.009916 0.000187 69 640: 2%|▎ | 4/160 [00:08<00:52, 2.97it/s] 155/299 4.14G 0.01843 0.009916 0.000187 69 640: 3%|▎ | 5/160 [00:08<07:35, 2.94s/it] 155/299 4.14G 0.0187 0.009994 0.0001743 70 640: 3%|▎ | 5/160 [00:14<07:35, 2.94s/it] 155/299 4.14G 0.0187 0.009994 0.0001743 70 640: 4%|▍ | 6/160 [00:14<09:44, 3.80s/it] 155/299 4.14G 0.01863 0.009718 0.0001618 54 640: 4%|▍ | 6/160 [00:14<09:44, 3.80s/it] 155/299 4.14G 0.01863 0.009718 0.0001618 54 640: 4%|▍ | 7/160 [00:14<06:43, 2.64s/it] 155/299 4.14G 0.01889 0.009932 0.000155 58 640: 4%|▍ | 7/160 [00:14<06:43, 2.64s/it] 155/299 4.14G 0.01889 0.009932 0.000155 58 640: 5%|▌ | 8/160 [00:14<04:43, 1.87s/it] 155/299 4.14G 0.01892 0.01005 0.000161 42 640: 5%|▌ | 8/160 [00:15<04:43, 1.87s/it] 155/299 4.14G 0.01892 0.01005 0.000161 42 640: 6%|▌ | 9/160 [00:15<03:23, 1.35s/it] 155/299 4.14G 0.01901 0.01018 0.0001629 56 640: 6%|▌ | 9/160 [00:15<03:23, 1.35s/it] 155/299 4.14G 0.01901 0.01018 0.0001629 56 640: 6%|▋ | 10/160 [00:15<02:29, 1.00it/s] 155/299 4.14G 0.01886 0.01028 0.0001567 61 640: 6%|▋ | 10/160 [00:15<02:29, 1.00it/s] 155/299 4.14G 0.01886 0.01028 0.0001567 61 640: 7%|▋ | 11/160 [00:15<01:54, 1.30it/s] 155/299 4.14G 0.01879 0.01034 0.0001515 83 640: 7%|▋ | 11/160 [00:15<01:54, 1.30it/s] 155/299 4.14G 0.01879 0.01034 0.0001515 83 640: 8%|▊ | 12/160 [00:15<01:29, 1.66it/s] 155/299 4.14G 0.01895 0.01028 0.0001475 57 640: 8%|▊ | 12/160 [00:23<01:29, 1.66it/s] 155/299 4.14G 0.01895 0.01028 0.0001475 57 640: 8%|▊ | 13/160 [00:23<06:49, 2.78s/it] 155/299 4.14G 0.01911 0.01031 0.0001437 74 640: 8%|▊ | 13/160 [00:27<06:49, 2.78s/it] 155/299 4.14G 0.01911 0.01031 0.0001437 74 640: 9%|▉ | 14/160 [00:27<07:49, 3.22s/it] 155/299 4.14G 0.01895 0.01022 0.0001416 51 640: 9%|▉ | 14/160 [00:28<07:49, 3.22s/it] 155/299 4.14G 0.01895 0.01022 0.0001416 51 640: 9%|▉ | 15/160 [00:28<05:58, 2.47s/it] 155/299 4.14G 0.01892 0.01017 0.000139 57 640: 9%|▉ | 15/160 [00:28<05:58, 2.47s/it] 155/299 4.14G 0.01892 0.01017 0.000139 57 640: 10%|█ | 16/160 [00:28<04:18, 1.79s/it] 155/299 4.14G 0.01893 0.01017 0.0001378 67 640: 10%|█ | 16/160 [00:28<04:18, 1.79s/it] 155/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 822 0.698 0.639 0.648 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 156/299 4.14G 0.01984 0.0108 0.0003593 82 640: 0%| | 0/160 [00:00<?, ?it/s] 156/299 4.14G 0.01984 0.0108 0.0003593 82 640: 1%| | 1/160 [00:00<00:46, 3.41it/s] 156/299 4.14G 0.01914 0.009946 0.0002305 57 640: 1%| | 1/160 [00:00<00:46, 3.41it/s] 156/299 4.14G 0.01914 0.009946 0.0002305 57 640: 1%|▏ | 2/160 [00:00<00:48, 3.28it/s] 156/299 4.14G 0.01892 0.009308 0.0002094 53 640: 1%|▏ | 2/160 [00:01<00:48, 3.28it/s] 156/299 4.14G 0.01892 0.009308 0.0002094 53 640: 2%|▏ | 3/160 [00:01<01:10, 2.23it/s] 156/299 4.14G 0.0191 0.01023 0.0001824 80 640: 2%|▏ | 3/160 [00:01<01:10, 2.23it/s] 156/299 4.14G 0.0191 0.01023 0.0001824 80 640: 2%|▎ | 4/160 [00:01<01:00, 2.58it/s] 156/299 4.14G 0.01888 0.01027 0.0001628 63 640: 2%|▎ | 4/160 [00:09<01:00, 2.58it/s] 156/299 4.14G 0.01888 0.01027 0.0001628 63 640: 3%|▎ | 5/160 [00:09<07:46, 3.01s/it] 156/299 4.14G 0.01898 0.01001 0.000152 61 640: 3%|▎ | 5/160 [00:14<07:46, 3.01s/it] 156/299 4.14G 0.01898 0.01001 0.000152 61 640: 4%|▍ | 6/160 [00:14<09:49, 3.83s/it] 156/299 4.14G 0.01913 0.009825 0.0001429 63 640: 4%|▍ | 6/160 [00:17<09:49, 3.83s/it] 156/299 4.14G 0.01913 0.009825 0.0001429 63 640: 4%|▍ | 7/160 [00:17<08:59, 3.52s/it] 156/299 4.14G 0.0191 0.01059 0.0001371 109 640: 4%|▍ | 7/160 [00:17<08:59, 3.52s/it] 156/299 4.14G 0.0191 0.01059 0.0001371 109 640: 5%|▌ | 8/160 [00:17<06:15, 2.47s/it] 156/299 4.14G 0.01944 0.01053 0.0001369 56 640: 5%|▌ | 8/160 [00:17<06:15, 2.47s/it] 156/299 4.14G 0.01944 0.01053 0.0001369 56 640: 6%|▌ | 9/160 [00:17<04:26, 1.77s/it] 156/299 4.14G 0.01955 0.01056 0.0001351 58 640: 6%|▌ | 9/160 [00:18<04:26, 1.77s/it] 156/299 4.14G 0.01955 0.01056 0.0001351 58 640: 6%|▋ | 10/160 [00:18<03:13, 1.29s/it] 156/299 4.14G 0.01938 0.01036 0.000142 52 640: 6%|▋ | 10/160 [00:18<03:13, 1.29s/it] 156/299 4.14G 0.01938 0.01036 0.000142 52 640: 7%|▋ | 11/160 [00:18<02:24, 1.03it/s] 156/299 4.14G 0.01931 0.0103 0.0001382 58 640: 7%|▋ | 11/160 [00:18<02:24, 1.03it/s] 156/299 4.14G 0.01931 0.0103 0.0001382 58 640: 8%|▊ | 12/160 [00:18<01:49, 1.35it/s] 156/299 4.14G 0.01941 0.01042 0.0001352 61 640: 8%|▊ | 12/160 [00:25<01:49, 1.35it/s] 156/299 4.14G 0.01941 0.01042 0.0001352 61 640: 8%|▊ | 13/160 [00:25<06:24, 2.61s/it] 156/299 4.14G 0.01934 0.01026 0.0001329 56 640: 8%|▊ | 13/160 [00:28<06:24, 2.61s/it] 156/299 4.14G 0.01934 0.01026 0.0001329 56 640: 9%|▉ | 14/160 [00:28<06:20, 2.61s/it] 156/299 4.14G 0.01924 0.01014 0.0001305 56 640: 9%|▉ | 14/160 [00:31<06:20, 2.61s/it] 156/299 4.14G 0.01924 0.01014 0.0001305 56 640: 9%|▉ | 15/160 [00:31<06:33, 2.71s/it] 156/299 4.14G 0.01933 0.01007 0.0001275 50 640: 9%|▉ | 15/160 [00:31<06:33, 2.71s/it] 156/299 4.14G 0.01933 0.01007 0.0001275 50 640: 10%|█ | 16/160 [00:31<04:42, 1.96s/it] 156/299 4.14G 0.01927 0.01005 0.0001258 70 640: 10%|█ | 16/160 [00:31<04:42, 1.96s/it] 156/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 823 0.652 0.656 0.64 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 157/299 4.14G 0.02059 0.0122 0.0001579 92 640: 0%| | 0/160 [00:00<?, ?it/s] 157/299 4.14G 0.02059 0.0122 0.0001579 92 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 157/299 4.14G 0.0201 0.01113 0.0001221 63 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 157/299 4.14G 0.0201 0.01113 0.0001221 63 640: 1%|▏ | 2/160 [00:00<00:48, 3.28it/s] 157/299 4.14G 0.01988 0.01089 0.000207 65 640: 1%|▏ | 2/160 [00:01<00:48, 3.28it/s] 157/299 4.14G 0.01988 0.01089 0.000207 65 640: 2%|▏ | 3/160 [00:01<01:00, 2.61it/s] 157/299 4.14G 0.01961 0.01074 0.0002269 66 640: 2%|▏ | 3/160 [00:01<01:00, 2.61it/s] 157/299 4.14G 0.01961 0.01074 0.0002269 66 640: 2%|▎ | 4/160 [00:01<00:51, 3.02it/s] 157/299 4.14G 0.01905 0.01008 0.0002013 44 640: 2%|▎ | 4/160 [00:09<00:51, 3.02it/s] 157/299 4.14G 0.01905 0.01008 0.0002013 44 640: 3%|▎ | 5/160 [00:09<08:05, 3.13s/it] 157/299 4.14G 0.01888 0.01015 0.0001822 80 640: 3%|▎ | 5/160 [00:10<08:05, 3.13s/it] 157/299 4.14G 0.01888 0.01015 0.0001822 80 640: 4%|▍ | 6/160 [00:10<06:23, 2.49s/it] 157/299 4.14G 0.01893 0.009875 0.000207 55 640: 4%|▍ | 6/160 [00:16<06:23, 2.49s/it] 157/299 4.14G 0.01893 0.009875 0.000207 55 640: 4%|▍ | 7/160 [00:16<09:17, 3.65s/it] 157/299 4.14G 0.01887 0.009997 0.0001924 65 640: 4%|▍ | 7/160 [00:16<09:17, 3.65s/it] 157/299 4.14G 0.01887 0.009997 0.0001924 65 640: 5%|▌ | 8/160 [00:16<06:28, 2.55s/it] 157/299 4.14G 0.01872 0.009982 0.0001821 66 640: 5%|▌ | 8/160 [00:17<06:28, 2.55s/it] 157/299 4.14G 0.01872 0.009982 0.0001821 66 640: 6%|▌ | 9/160 [00:17<04:35, 1.82s/it] 157/299 4.14G 0.01873 0.009818 0.0001821 60 640: 6%|▌ | 9/160 [00:17<04:35, 1.82s/it] 157/299 4.14G 0.01873 0.009818 0.0001821 60 640: 6%|▋ | 10/160 [00:17<03:18, 1.33s/it] 157/299 4.14G 0.01867 0.009912 0.0001736 68 640: 6%|▋ | 10/160 [00:18<03:18, 1.33s/it] 157/299 4.14G 0.01867 0.009912 0.0001736 68 640: 7%|▋ | 11/160 [00:18<03:19, 1.34s/it] 157/299 4.14G 0.01858 0.009996 0.0001669 70 640: 7%|▋ | 11/160 [00:18<03:19, 1.34s/it] 157/299 4.14G 0.01858 0.009996 0.0001669 70 640: 8%|▊ | 12/160 [00:18<02:27, 1.00it/s] 157/299 4.14G 0.01862 0.01003 0.0001616 62 640: 8%|▊ | 12/160 [00:28<02:27, 1.00it/s] 157/299 4.14G 0.01862 0.01003 0.0001616 62 640: 8%|▊ | 13/160 [00:28<08:30, 3.47s/it] 157/299 4.14G 0.01841 0.009825 0.000157 46 640: 8%|▊ | 13/160 [00:29<08:30, 3.47s/it] 157/299 4.14G 0.01841 0.009825 0.000157 46 640: 9%|▉ | 14/160 [00:29<06:49, 2.81s/it] 157/299 4.14G 0.01848 0.009688 0.0001528 57 640: 9%|▉ | 14/160 [00:30<06:49, 2.81s/it] 157/299 4.14G 0.01848 0.009688 0.0001528 57 640: 9%|▉ | 15/160 [00:30<05:24, 2.24s/it] 157/299 4.14G 0.01843 0.009634 0.0001493 63 640: 9%|▉ | 15/160 [00:30<05:24, 2.24s/it] 157/299 4.14G 0.01843 0.009634 0.0001493 63 640: 10%|█ | 16/160 [00:30<03:54, 1.63s/it] 157/299 4.14G 0.01857 0.009663 0.0001976 67 640: 10%|█ | 16/160 [00:30<03:54, 1.63s/it] 157/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 823 0.647 0.653 0.635 0.37
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 158/299 4.14G 0.01972 0.01031 0.000123 73 640: 0%| | 0/160 [00:00<?, ?it/s] 158/299 4.14G 0.01972 0.01031 0.000123 73 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 158/299 4.14G 0.01928 0.01061 0.0001174 75 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 158/299 4.14G 0.01928 0.01061 0.0001174 75 640: 1%|▏ | 2/160 [00:00<00:49, 3.22it/s] 158/299 4.14G 0.01917 0.01005 0.0001197 54 640: 1%|▏ | 2/160 [00:01<00:49, 3.22it/s] 158/299 4.14G 0.01917 0.01005 0.0001197 54 640: 2%|▏ | 3/160 [00:01<00:54, 2.87it/s] 158/299 4.14G 0.01936 0.009628 0.000116 60 640: 2%|▏ | 3/160 [00:01<00:54, 2.87it/s] 158/299 4.14G 0.01936 0.009628 0.000116 60 640: 2%|▎ | 4/160 [00:01<00:49, 3.18it/s] 158/299 4.14G 0.01881 0.009275 0.0001162 63 640: 2%|▎ | 4/160 [00:11<00:49, 3.18it/s] 158/299 4.14G 0.01881 0.009275 0.0001162 63 640: 3%|▎ | 5/160 [00:11<09:37, 3.72s/it] 158/299 4.14G 0.0192 0.009489 0.0001172 45 640: 3%|▎ | 5/160 [00:16<09:37, 3.72s/it] 158/299 4.14G 0.0192 0.009489 0.0001172 45 640: 4%|▍ | 6/160 [00:16<11:27, 4.46s/it] 158/299 4.14G 0.01905 0.009764 0.0001147 72 640: 4%|▍ | 6/160 [00:17<11:27, 4.46s/it] 158/299 4.14G 0.01905 0.009764 0.0001147 72 640: 4%|▍ | 7/160 [00:17<07:52, 3.09s/it] 158/299 4.14G 0.01907 0.009918 0.0001143 69 640: 4%|▍ | 7/160 [00:17<07:52, 3.09s/it] 158/299 4.14G 0.01907 0.009918 0.0001143 69 640: 5%|▌ | 8/160 [00:17<05:30, 2.18s/it] 158/299 4.14G 0.01907 0.009634 0.0001121 44 640: 5%|▌ | 8/160 [00:17<05:30, 2.18s/it] 158/299 4.14G 0.01907 0.009634 0.0001121 44 640: 6%|▌ | 9/160 [00:17<03:56, 1.56s/it] 158/299 4.14G 0.01903 0.009752 0.0001149 58 640: 6%|▌ | 9/160 [00:17<03:56, 1.56s/it] 158/299 4.14G 0.01903 0.009752 0.0001149 58 640: 6%|▋ | 10/160 [00:17<02:52, 1.15s/it] 158/299 4.14G 0.01916 0.009943 0.000114 71 640: 6%|▋ | 10/160 [00:18<02:52, 1.15s/it] 158/299 4.14G 0.01916 0.009943 0.000114 71 640: 7%|▋ | 11/160 [00:18<02:10, 1.14it/s] 158/299 4.14G 0.01913 0.009935 0.0001287 62 640: 7%|▋ | 11/160 [00:18<02:10, 1.14it/s] 158/299 4.14G 0.01913 0.009935 0.0001287 62 640: 8%|▊ | 12/160 [00:18<01:39, 1.49it/s] 158/299 4.14G 0.01917 0.009707 0.0001284 36 640: 8%|▊ | 12/160 [00:28<01:39, 1.49it/s] 158/299 4.14G 0.01917 0.009707 0.0001284 36 640: 8%|▊ | 13/160 [00:28<08:51, 3.61s/it] 158/299 4.14G 0.0191 0.009567 0.0001269 52 640: 8%|▊ | 13/160 [00:32<08:51, 3.61s/it] 158/299 4.14G 0.0191 0.009567 0.0001269 52 640: 9%|▉ | 14/160 [00:32<08:38, 3.55s/it] 158/299 4.14G 0.019 0.009507 0.0001253 51 640: 9%|▉ | 14/160 [00:32<08:38, 3.55s/it] 158/299 4.14G 0.019 0.009507 0.0001253 51 640: 9%|▉ | 15/160 [00:32<06:10, 2.55s/it] 158/299 4.14G 0.01912 0.009477 0.000124 51 640: 9%|▉ | 15/160 [00:32<06:10, 2.55s/it] 158/299 4.14G 0.01912 0.009477 0.000124 51 640: 10%|█ | 16/160 [00:32<04:26, 1.85s/it] 158/299 4.14G 0.01908 0.009249 0.0001229 43 640: 10%|█ | 16/160 [00:32<04:26, 1.85s/it] 158/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.688 0.63 0.632 0.374
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 159/299 4.14G 0.02089 0.009704 0.0001128 67 640: 0%| | 0/160 [00:00<?, ?it/s] 159/299 4.14G 0.02089 0.009704 0.0001128 67 640: 1%| | 1/160 [00:00<00:44, 3.61it/s] 159/299 4.14G 0.02118 0.01114 0.0001121 90 640: 1%| | 1/160 [00:00<00:44, 3.61it/s] 159/299 4.14G 0.02118 0.01114 0.0001121 90 640: 1%|▏ | 2/160 [00:00<00:41, 3.82it/s] 159/299 4.14G 0.01988 0.009962 0.0001539 51 640: 1%|▏ | 2/160 [00:00<00:41, 3.82it/s] 159/299 4.14G 0.01988 0.009962 0.0001539 51 640: 2%|▏ | 3/160 [00:00<00:43, 3.63it/s] 159/299 4.14G 0.01952 0.009945 0.0001429 55 640: 2%|▏ | 3/160 [00:01<00:43, 3.63it/s] 159/299 4.14G 0.01952 0.009945 0.0001429 55 640: 2%|▎ | 4/160 [00:01<00:48, 3.23it/s] 159/299 4.14G 0.01899 0.00973 0.0001369 56 640: 2%|▎ | 4/160 [00:11<00:48, 3.23it/s] 159/299 4.14G 0.01899 0.00973 0.0001369 56 640: 3%|▎ | 5/160 [00:11<09:49, 3.80s/it] 159/299 4.14G 0.01877 0.009426 0.0001303 61 640: 3%|▎ | 5/160 [00:15<09:49, 3.80s/it] 159/299 4.14G 0.01877 0.009426 0.0001303 61 640: 4%|▍ | 6/160 [00:15<10:31, 4.10s/it] 159/299 4.14G 0.01906 0.009576 0.0001275 69 640: 4%|▍ | 6/160 [00:16<10:31, 4.10s/it] 159/299 4.14G 0.01906 0.009576 0.0001275 69 640: 4%|▍ | 7/160 [00:16<07:15, 2.85s/it] 159/299 4.14G 0.01892 0.009407 0.0001256 55 640: 4%|▍ | 7/160 [00:16<07:15, 2.85s/it] 159/299 4.14G 0.01892 0.009407 0.0001256 55 640: 5%|▌ | 8/160 [00:16<05:05, 2.01s/it] 159/299 4.14G 0.01889 0.009272 0.0003085 61 640: 5%|▌ | 8/160 [00:16<05:05, 2.01s/it] 159/299 4.14G 0.01889 0.009272 0.0003085 61 640: 6%|▌ | 9/160 [00:16<03:38, 1.45s/it] 159/299 4.14G 0.01885 0.009439 0.0002878 71 640: 6%|▌ | 9/160 [00:16<03:38, 1.45s/it] 159/299 4.14G 0.01885 0.009439 0.0002878 71 640: 6%|▋ | 10/160 [00:16<02:40, 1.07s/it] 159/299 4.14G 0.01896 0.009624 0.00029 72 640: 6%|▋ | 10/160 [00:17<02:40, 1.07s/it] 159/299 4.14G 0.01896 0.009624 0.00029 72 640: 7%|▋ | 11/160 [00:17<02:02, 1.22it/s] 159/299 4.14G 0.01888 0.009674 0.0002755 70 640: 7%|▋ | 11/160 [00:17<02:02, 1.22it/s] 159/299 4.14G 0.01888 0.009674 0.0002755 70 640: 8%|▊ | 12/160 [00:17<01:34, 1.57it/s] 159/299 4.14G 0.01913 0.009856 0.0002635 68 640: 8%|▊ | 12/160 [00:24<01:34, 1.57it/s] 159/299 4.14G 0.01913 0.009856 0.0002635 68 640: 8%|▊ | 13/160 [00:24<06:48, 2.78s/it] 159/299 4.14G 0.01904 0.009656 0.000252 43 640: 8%|▊ | 13/160 [00:29<06:48, 2.78s/it] 159/299 4.14G 0.01904 0.009656 0.000252 43 640: 9%|▉ | 14/160 [00:29<08:02, 3.31s/it] 159/299 4.14G 0.01895 0.009693 0.000244 69 640: 9%|▉ | 14/160 [00:29<08:02, 3.31s/it] 159/299 4.14G 0.01895 0.009693 0.000244 69 640: 9%|▉ | 15/160 [00:29<05:45, 2.38s/it] 159/299 4.14G 0.01887 0.009524 0.0002348 55 640: 9%|▉ | 15/160 [00:29<05:45, 2.38s/it] 159/299 4.14G 0.01887 0.009524 0.0002348 55 640: 10%|█ | 16/160 [00:29<04:09, 1.73s/it] 159/299 4.14G 0.0189 0.009622 0.0002361 75 640: 10%|█ | 16/160 [00:30<04:09, 1.73s/it] 159/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.704 0.623 0.643 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 160/299 4.14G 0.01732 0.007953 9.538e-05 67 640: 0%| | 0/160 [00:00<?, ?it/s] 160/299 4.14G 0.01732 0.007953 9.538e-05 67 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 160/299 4.14G 0.01836 0.01013 9.819e-05 72 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 160/299 4.14G 0.01836 0.01013 9.819e-05 72 640: 1%|▏ | 2/160 [00:00<00:48, 3.29it/s] 160/299 4.14G 0.01858 0.009706 0.0001007 59 640: 1%|▏ | 2/160 [00:00<00:48, 3.29it/s] 160/299 4.14G 0.01858 0.009706 0.0001007 59 640: 2%|▏ | 3/160 [00:00<00:50, 3.11it/s] 160/299 4.14G 0.01827 0.009703 0.000105 67 640: 2%|▏ | 3/160 [00:01<00:50, 3.11it/s] 160/299 4.14G 0.01827 0.009703 0.000105 67 640: 2%|▎ | 4/160 [00:01<00:52, 2.98it/s] 160/299 4.14G 0.01808 0.009711 0.000106 72 640: 2%|▎ | 4/160 [00:08<00:52, 2.98it/s] 160/299 4.14G 0.01808 0.009711 0.000106 72 640: 3%|▎ | 5/160 [00:08<07:12, 2.79s/it] 160/299 4.14G 0.0181 0.01031 0.0001122 77 640: 3%|▎ | 5/160 [00:14<07:12, 2.79s/it] 160/299 4.14G 0.0181 0.01031 0.0001122 77 640: 4%|▍ | 6/160 [00:14<09:59, 3.89s/it] 160/299 4.14G 0.01849 0.009938 0.0001149 44 640: 4%|▍ | 6/160 [00:14<09:59, 3.89s/it] 160/299 4.14G 0.01849 0.009938 0.0001149 44 640: 4%|▍ | 7/160 [00:14<06:53, 2.70s/it] 160/299 4.14G 0.01852 0.009662 0.0001121 47 640: 4%|▍ | 7/160 [00:14<06:53, 2.70s/it] 160/299 4.14G 0.01852 0.009662 0.0001121 47 640: 5%|▌ | 8/160 [00:14<04:50, 1.91s/it] 160/299 4.14G 0.01866 0.009746 0.0001114 68 640: 5%|▌ | 8/160 [00:15<04:50, 1.91s/it] 160/299 4.14G 0.01866 0.009746 0.0001114 68 640: 6%|▌ | 9/160 [00:15<03:30, 1.39s/it] 160/299 4.14G 0.01875 0.009981 0.0001098 67 640: 6%|▌ | 9/160 [00:15<03:30, 1.39s/it] 160/299 4.14G 0.01875 0.009981 0.0001098 67 640: 6%|▋ | 10/160 [00:15<02:34, 1.03s/it] 160/299 4.14G 0.01888 0.009971 0.0001105 69 640: 6%|▋ | 10/160 [00:15<02:34, 1.03s/it] 160/299 4.14G 0.01888 0.009971 0.0001105 69 640: 7%|▋ | 11/160 [00:15<01:57, 1.26it/s] 160/299 4.14G 0.01885 0.01003 0.000122 64 640: 7%|▋ | 11/160 [00:15<01:57, 1.26it/s] 160/299 4.14G 0.01885 0.01003 0.000122 64 640: 8%|▊ | 12/160 [00:15<01:31, 1.62it/s] 160/299 4.14G 0.01891 0.01026 0.0001205 75 640: 8%|▊ | 12/160 [00:25<01:31, 1.62it/s] 160/299 4.14G 0.01891 0.01026 0.0001205 75 640: 8%|▊ | 13/160 [00:25<08:16, 3.37s/it] 160/299 4.14G 0.01887 0.01043 0.0001359 78 640: 8%|▊ | 13/160 [00:28<08:16, 3.37s/it] 160/299 4.14G 0.01887 0.01043 0.0001359 78 640: 9%|▉ | 14/160 [00:28<07:57, 3.27s/it] 160/299 4.14G 0.0188 0.0105 0.0001336 72 640: 9%|▉ | 14/160 [00:28<07:57, 3.27s/it] 160/299 4.14G 0.0188 0.0105 0.0001336 72 640: 9%|▉ | 15/160 [00:28<05:42, 2.36s/it] 160/299 4.14G 0.01876 0.01044 0.0001321 57 640: 9%|▉ | 15/160 [00:29<05:42, 2.36s/it] 160/299 4.14G 0.01876 0.01044 0.0001321 57 640: 10%|█ | 16/160 [00:29<04:06, 1.71s/it] 160/299 4.14G 0.01865 0.01027 0.0001304 57 640: 10%|█ | 16/160 [00:29<04:06, 1.71s/it] 160/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.68 0.632 0.635 0.379
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 161/299 4.14G 0.01869 0.01016 0.000104 63 640: 0%| | 0/160 [00:00<?, ?it/s] 161/299 4.14G 0.01869 0.01016 0.000104 63 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 161/299 4.14G 0.01881 0.01002 0.0001025 55 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 161/299 4.14G 0.01881 0.01002 0.0001025 55 640: 1%|▏ | 2/160 [00:00<01:17, 2.04it/s] 161/299 4.14G 0.01898 0.01074 0.0002492 78 640: 1%|▏ | 2/160 [00:01<01:17, 2.04it/s] 161/299 4.14G 0.01898 0.01074 0.0002492 78 640: 2%|▏ | 3/160 [00:01<01:45, 1.48it/s] 161/299 4.14G 0.01844 0.009816 0.0002102 39 640: 2%|▏ | 3/160 [00:02<01:45, 1.48it/s] 161/299 4.14G 0.01844 0.009816 0.0002102 39 640: 2%|▎ | 4/160 [00:02<01:21, 1.92it/s] 161/299 4.14G 0.01904 0.009672 0.0001879 61 640: 2%|▎ | 4/160 [00:14<01:21, 1.92it/s] 161/299 4.14G 0.01904 0.009672 0.0001879 61 640: 3%|▎ | 5/160 [00:14<12:00, 4.65s/it] 161/299 4.14G 0.01893 0.009714 0.0001734 64 640: 3%|▎ | 5/160 [00:16<12:00, 4.65s/it] 161/299 4.14G 0.01893 0.009714 0.0001734 64 640: 4%|▍ | 6/160 [00:16<09:40, 3.77s/it] 161/299 4.14G 0.01928 0.009508 0.0001626 58 640: 4%|▍ | 6/160 [00:16<09:40, 3.77s/it] 161/299 4.14G 0.01928 0.009508 0.0001626 58 640: 4%|▍ | 7/160 [00:16<06:40, 2.62s/it] 161/299 4.14G 0.0194 0.009829 0.0001682 85 640: 4%|▍ | 7/160 [00:16<06:40, 2.62s/it] 161/299 4.14G 0.0194 0.009829 0.0001682 85 640: 5%|▌ | 8/160 [00:16<04:41, 1.85s/it] 161/299 4.14G 0.01917 0.009862 0.0001603 80 640: 5%|▌ | 8/160 [00:16<04:41, 1.85s/it] 161/299 4.14G 0.01917 0.009862 0.0001603 80 640: 6%|▌ | 9/160 [00:16<03:22, 1.34s/it] 161/299 4.14G 0.01898 0.009772 0.0001534 62 640: 6%|▌ | 9/160 [00:17<03:22, 1.34s/it] 161/299 4.14G 0.01898 0.009772 0.0001534 62 640: 6%|▋ | 10/160 [00:17<02:29, 1.01it/s] 161/299 4.14G 0.01885 0.009804 0.000148 60 640: 6%|▋ | 10/160 [00:22<02:29, 1.01it/s] 161/299 4.14G 0.01885 0.009804 0.000148 60 640: 7%|▋ | 11/160 [00:22<05:31, 2.23s/it] 161/299 4.14G 0.01891 0.009667 0.0001509 57 640: 7%|▋ | 11/160 [00:22<05:31, 2.23s/it] 161/299 4.14G 0.01891 0.009667 0.0001509 57 640: 8%|▊ | 12/160 [00:22<03:59, 1.62s/it] 161/299 4.14G 0.01901 0.00968 0.0001471 69 640: 8%|▊ | 12/160 [00:30<03:59, 1.62s/it] 161/299 4.14G 0.01901 0.00968 0.0001471 69 640: 8%|▊ | 13/160 [00:30<08:33, 3.49s/it] 161/299 4.14G 0.01897 0.009706 0.0001436 67 640: 8%|▊ | 13/160 [00:30<08:33, 3.49s/it] 161/299 4.14G 0.01897 0.009706 0.0001436 67 640: 9%|▉ | 14/160 [00:30<06:05, 2.50s/it] 161/299 4.14G 0.019 0.009767 0.0001402 53 640: 9%|▉ | 14/160 [00:30<06:05, 2.50s/it] 161/299 4.14G 0.019 0.009767 0.0001402 53 640: 9%|▉ | 15/160 [00:30<04:24, 1.82s/it] 161/299 4.14G 0.019 0.00965 0.0001461 45 640: 9%|▉ | 15/160 [00:30<04:24, 1.82s/it] 161/299 4.14G 0.019 0.00965 0.0001461 45 640: 10%|█ | 16/160 [00:30<03:12, 1.34s/it] 161/299 4.14G 0.01904 0.009795 0.0001434 80 640: 10%|█ | 16/160 [00:30<03:12, 1.34s/it] 161/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.661 0.66 0.627 0.369
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 162/299 4.14G 0.01701 0.007703 8.668e-05 57 640: 0%| | 0/160 [00:00<?, ?it/s] 162/299 4.14G 0.01701 0.007703 8.668e-05 57 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 162/299 4.14G 0.01814 0.0081 9.042e-05 56 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 162/299 4.14G 0.01814 0.0081 9.042e-05 56 640: 1%|▏ | 2/160 [00:00<00:50, 3.16it/s] 162/299 4.14G 0.01799 0.008607 0.0001016 68 640: 1%|▏ | 2/160 [00:07<00:50, 3.16it/s] 162/299 4.14G 0.01799 0.008607 0.0001016 68 640: 2%|▏ | 3/160 [00:07<08:48, 3.36s/it] 162/299 4.14G 0.01844 0.008914 9.972e-05 55 640: 2%|▏ | 3/160 [00:07<08:48, 3.36s/it] 162/299 4.14G 0.01844 0.008914 9.972e-05 55 640: 2%|▎ | 4/160 [00:07<05:32, 2.13s/it] 162/299 4.14G 0.01828 0.009043 0.0001022 63 640: 2%|▎ | 4/160 [00:14<05:32, 2.13s/it] 162/299 4.14G 0.01828 0.009043 0.0001022 63 640: 3%|▎ | 5/160 [00:14<10:09, 3.93s/it] 162/299 4.14G 0.01815 0.009086 0.0001067 63 640: 3%|▎ | 5/160 [00:15<10:09, 3.93s/it] 162/299 4.14G 0.01815 0.009086 0.0001067 63 640: 4%|▍ | 6/160 [00:15<06:51, 2.67s/it] 162/299 4.14G 0.01823 0.009027 0.0001221 58 640: 4%|▍ | 6/160 [00:15<06:51, 2.67s/it] 162/299 4.14G 0.01823 0.009027 0.0001221 58 640: 4%|▍ | 7/160 [00:15<04:47, 1.88s/it] 162/299 4.14G 0.01807 0.009093 0.0001192 70 640: 4%|▍ | 7/160 [00:15<04:47, 1.88s/it] 162/299 4.14G 0.01807 0.009093 0.0001192 70 640: 5%|▌ | 8/160 [00:15<03:25, 1.35s/it] 162/299 4.14G 0.01816 0.009235 0.0001174 79 640: 5%|▌ | 8/160 [00:15<03:25, 1.35s/it] 162/299 4.14G 0.01816 0.009235 0.0001174 79 640: 6%|▌ | 9/160 [00:15<02:30, 1.00it/s] 162/299 4.14G 0.01823 0.009366 0.000115 63 640: 6%|▌ | 9/160 [00:20<02:30, 1.00it/s] 162/299 4.14G 0.01823 0.009366 0.000115 63 640: 6%|▋ | 10/160 [00:20<05:03, 2.02s/it] 162/299 4.14G 0.01828 0.009204 0.0001124 51 640: 6%|▋ | 10/160 [00:22<05:03, 2.02s/it] 162/299 4.14G 0.01828 0.009204 0.0001124 51 640: 7%|▋ | 11/160 [00:22<05:21, 2.16s/it] 162/299 4.14G 0.01847 0.009237 0.0001105 59 640: 7%|▋ | 11/160 [00:22<05:21, 2.16s/it] 162/299 4.14G 0.01847 0.009237 0.0001105 59 640: 8%|▊ | 12/160 [00:22<03:51, 1.57s/it] 162/299 4.14G 0.01835 0.009335 0.0001092 69 640: 8%|▊ | 12/160 [00:28<03:51, 1.57s/it] 162/299 4.14G 0.01835 0.009335 0.0001092 69 640: 8%|▊ | 13/160 [00:28<06:43, 2.75s/it] 162/299 4.14G 0.01854 0.009314 0.0001076 59 640: 8%|▊ | 13/160 [00:29<06:43, 2.75s/it] 162/299 4.14G 0.01854 0.009314 0.0001076 59 640: 9%|▉ | 14/160 [00:29<05:30, 2.26s/it] 162/299 4.14G 0.01851 0.009097 0.0001107 33 640: 9%|▉ | 14/160 [00:29<05:30, 2.26s/it] 162/299 4.14G 0.01851 0.009097 0.0001107 33 640: 9%|▉ | 15/160 [00:29<04:00, 1.66s/it] 162/299 4.14G 0.01854 0.009096 0.0001094 50 640: 9%|▉ | 15/160 [00:29<04:00, 1.66s/it] 162/299 4.14G 0.01854 0.009096 0.0001094 50 640: 10%|█ | 16/160 [00:29<02:55, 1.22s/it] 162/299 4.14G 0.01857 0.009098 0.0001083 69 640: 10%|█ | 16/160 [00:30<02:55, 1.22s/it] 162/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 821 0.695 0.62 0.639 0.376
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 163/299 4.14G 0.01851 0.012 9.842e-05 78 640: 0%| | 0/160 [00:00<?, ?it/s] 163/299 4.14G 0.01851 0.012 9.842e-05 78 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 163/299 4.14G 0.01863 0.01131 0.0001296 57 640: 1%| | 1/160 [00:00<00:49, 3.24it/s] 163/299 4.14G 0.01863 0.01131 0.0001296 57 640: 1%|▏ | 2/160 [00:00<01:08, 2.30it/s] 163/299 4.14G 0.01795 0.01002 0.0001112 53 640: 1%|▏ | 2/160 [00:05<01:08, 2.30it/s] 163/299 4.14G 0.01795 0.01002 0.0001112 53 640: 2%|▏ | 3/160 [00:05<06:16, 2.40s/it] 163/299 4.14G 0.01805 0.01038 0.0001082 74 640: 2%|▏ | 3/160 [00:05<06:16, 2.40s/it] 163/299 4.14G 0.01805 0.01038 0.0001082 74 640: 2%|▎ | 4/160 [00:05<04:02, 1.56s/it] 163/299 4.14G 0.01808 0.01022 0.0001178 69 640: 2%|▎ | 4/160 [00:14<04:02, 1.56s/it] 163/299 4.14G 0.01808 0.01022 0.0001178 69 640: 3%|▎ | 5/160 [00:14<10:46, 4.17s/it] 163/299 4.14G 0.01858 0.01011 0.0001253 49 640: 3%|▎ | 5/160 [00:14<10:46, 4.17s/it] 163/299 4.14G 0.01858 0.01011 0.0001253 49 640: 4%|▍ | 6/160 [00:14<07:15, 2.83s/it] 163/299 4.14G 0.01821 0.01001 0.000147 62 640: 4%|▍ | 6/160 [00:15<07:15, 2.83s/it] 163/299 4.14G 0.01821 0.01001 0.000147 62 640: 4%|▍ | 7/160 [00:15<05:03, 1.99s/it] 163/299 4.14G 0.01812 0.009552 0.0001433 48 640: 4%|▍ | 7/160 [00:15<05:03, 1.99s/it] 163/299 4.14G 0.01812 0.009552 0.0001433 48 640: 5%|▌ | 8/160 [00:15<03:36, 1.42s/it] 163/299 4.14G 0.01801 0.009605 0.0001386 68 640: 5%|▌ | 8/160 [00:15<03:36, 1.42s/it] 163/299 4.14G 0.01801 0.009605 0.0001386 68 640: 6%|▌ | 9/160 [00:15<02:37, 1.05s/it] 163/299 4.14G 0.01836 0.009641 0.0001365 53 640: 6%|▌ | 9/160 [00:18<02:37, 1.05s/it] 163/299 4.14G 0.01836 0.009641 0.0001365 53 640: 6%|▋ | 10/160 [00:18<03:56, 1.58s/it] 163/299 4.14G 0.01833 0.009684 0.0002163 80 640: 6%|▋ | 10/160 [00:24<03:56, 1.58s/it] 163/299 4.14G 0.01833 0.009684 0.0002163 80 640: 7%|▋ | 11/160 [00:24<07:46, 3.13s/it] 163/299 4.14G 0.01845 0.009806 0.0002096 70 640: 7%|▋ | 11/160 [00:25<07:46, 3.13s/it] 163/299 4.14G 0.01845 0.009806 0.0002096 70 640: 8%|▊ | 12/160 [00:25<05:31, 2.24s/it] 163/299 4.14G 0.01847 0.009828 0.0002023 48 640: 8%|▊ | 12/160 [00:30<05:31, 2.24s/it] 163/299 4.14G 0.01847 0.009828 0.0002023 48 640: 8%|▊ | 13/160 [00:30<07:54, 3.23s/it] 163/299 4.14G 0.01836 0.009701 0.0002014 51 640: 8%|▊ | 13/160 [00:30<07:54, 3.23s/it] 163/299 4.14G 0.01836 0.009701 0.0002014 51 640: 9%|▉ | 14/160 [00:30<05:38, 2.32s/it] 163/299 4.14G 0.01826 0.009595 0.0001955 60 640: 9%|▉ | 14/160 [00:31<05:38, 2.32s/it] 163/299 4.14G 0.01826 0.009595 0.0001955 60 640: 9%|▉ | 15/160 [00:31<04:05, 1.69s/it] 163/299 4.14G 0.01837 0.009477 0.0001904 48 640: 9%|▉ | 15/160 [00:31<04:05, 1.69s/it] 163/299 4.14G 0.01837 0.009477 0.0001904 48 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 163/299 4.14G 0.01835 0.009467 0.0001866 68 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 163/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 821 0.634 0.665 0.635 0.377
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 164/299 4.14G 0.0177 0.009135 0.0001597 57 640: 0%| | 0/160 [00:00<?, ?it/s] 164/299 4.14G 0.0177 0.009135 0.0001597 57 640: 1%| | 1/160 [00:00<00:44, 3.61it/s] 164/299 4.14G 0.01777 0.009828 0.000127 77 640: 1%| | 1/160 [00:00<00:44, 3.61it/s] 164/299 4.14G 0.01777 0.009828 0.000127 77 640: 1%|▏ | 2/160 [00:00<00:46, 3.39it/s] 164/299 4.14G 0.01789 0.009707 0.0001536 68 640: 1%|▏ | 2/160 [00:04<00:46, 3.39it/s] 164/299 4.14G 0.01789 0.009707 0.0001536 68 640: 2%|▏ | 3/160 [00:04<04:37, 1.77s/it] 164/299 4.14G 0.01836 0.01005 0.0001372 72 640: 2%|▏ | 3/160 [00:04<04:37, 1.77s/it] 164/299 4.14G 0.01836 0.01005 0.0001372 72 640: 2%|▎ | 4/160 [00:04<03:06, 1.19s/it] 164/299 4.14G 0.01857 0.009937 0.0001363 62 640: 2%|▎ | 4/160 [00:16<03:06, 1.19s/it] 164/299 4.14G 0.01857 0.009937 0.0001363 62 640: 3%|▎ | 5/160 [00:16<13:26, 5.21s/it] 164/299 4.14G 0.01874 0.009848 0.0001319 72 640: 3%|▎ | 5/160 [00:16<13:26, 5.21s/it] 164/299 4.14G 0.01874 0.009848 0.0001319 72 640: 4%|▍ | 6/160 [00:16<09:00, 3.51s/it] 164/299 4.14G 0.01875 0.009737 0.0001318 64 640: 4%|▍ | 6/160 [00:17<09:00, 3.51s/it] 164/299 4.14G 0.01875 0.009737 0.0001318 64 640: 4%|▍ | 7/160 [00:17<06:14, 2.45s/it] 164/299 4.14G 0.01861 0.009746 0.0001335 59 640: 4%|▍ | 7/160 [00:17<06:14, 2.45s/it] 164/299 4.14G 0.01861 0.009746 0.0001335 59 640: 5%|▌ | 8/160 [00:17<04:23, 1.74s/it] 164/299 4.14G 0.01897 0.009668 0.0001319 43 640: 5%|▌ | 8/160 [00:17<04:23, 1.74s/it] 164/299 4.14G 0.01897 0.009668 0.0001319 43 640: 6%|▌ | 9/160 [00:17<03:10, 1.26s/it] 164/299 4.14G 0.01894 0.009885 0.0001411 85 640: 6%|▌ | 9/160 [00:17<03:10, 1.26s/it] 164/299 4.14G 0.01894 0.009885 0.0001411 85 640: 6%|▋ | 10/160 [00:17<02:20, 1.07it/s] 164/299 4.14G 0.0188 0.009926 0.0001369 66 640: 6%|▋ | 10/160 [00:22<02:20, 1.07it/s] 164/299 4.14G 0.0188 0.009926 0.0001369 66 640: 7%|▋ | 11/160 [00:22<05:22, 2.16s/it] 164/299 4.14G 0.01876 0.009843 0.0001334 52 640: 7%|▋ | 11/160 [00:23<05:22, 2.16s/it] 164/299 4.14G 0.01876 0.009843 0.0001334 52 640: 8%|▊ | 12/160 [00:23<03:52, 1.57s/it] 164/299 4.14G 0.01876 0.009776 0.0001302 69 640: 8%|▊ | 12/160 [00:32<03:52, 1.57s/it] 164/299 4.14G 0.01876 0.009776 0.0001302 69 640: 8%|▊ | 13/160 [00:32<09:36, 3.92s/it] 164/299 4.14G 0.01882 0.009791 0.0001291 77 640: 8%|▊ | 13/160 [00:32<09:36, 3.92s/it] 164/299 4.14G 0.01882 0.009791 0.0001291 77 640: 9%|▉ | 14/160 [00:32<06:48, 2.80s/it] 164/299 4.14G 0.01875 0.009636 0.0001262 52 640: 9%|▉ | 14/160 [00:32<06:48, 2.80s/it] 164/299 4.14G 0.01875 0.009636 0.0001262 52 640: 9%|▉ | 15/160 [00:32<04:54, 2.03s/it] 164/299 4.14G 0.01883 0.009899 0.0001245 71 640: 9%|▉ | 15/160 [00:33<04:54, 2.03s/it] 164/299 4.14G 0.01883 0.009899 0.0001245 71 640: 10%|█ | 16/160 [00:33<03:33, 1.48s/it] 164/299 4.14G 0.01888 0.009988 0.0001219 71 640: 10%|█ | 16/160 [00:33<03:33, 1.48s/it] 164/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.689 0.602 0.632 0.372
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 165/299 4.14G 0.02147 0.008007 0.0001018 45 640: 0%| | 0/160 [00:00<?, ?it/s] 165/299 4.14G 0.02147 0.008007 0.0001018 45 640: 1%| | 1/160 [00:00<00:42, 3.75it/s] 165/299 4.14G 0.02116 0.007886 0.0001157 51 640: 1%| | 1/160 [00:00<00:42, 3.75it/s] 165/299 4.14G 0.02116 0.007886 0.0001157 51 640: 1%|▏ | 2/160 [00:00<00:45, 3.46it/s] 165/299 4.14G 0.02109 0.009251 0.0001172 78 640: 1%|▏ | 2/160 [00:00<00:45, 3.46it/s] 165/299 4.14G 0.02109 0.009251 0.0001172 78 640: 2%|▏ | 3/160 [00:00<00:51, 3.04it/s] 165/299 4.14G 0.02047 0.009479 0.0001159 65 640: 2%|▏ | 3/160 [00:01<00:51, 3.04it/s] 165/299 4.14G 0.02047 0.009479 0.0001159 65 640: 2%|▎ | 4/160 [00:01<01:05, 2.39it/s] 165/299 4.14G 0.02052 0.0095 0.0001136 57 640: 2%|▎ | 4/160 [00:16<01:05, 2.39it/s] 165/299 4.14G 0.02052 0.0095 0.0001136 57 640: 3%|▎ | 5/160 [00:16<14:16, 5.53s/it] 165/299 4.14G 0.02028 0.01018 0.0001529 79 640: 3%|▎ | 5/160 [00:16<14:16, 5.53s/it] 165/299 4.14G 0.02028 0.01018 0.0001529 79 640: 4%|▍ | 6/160 [00:16<09:33, 3.72s/it] 165/299 4.14G 0.02016 0.009947 0.0004732 53 640: 4%|▍ | 6/160 [00:16<09:33, 3.72s/it] 165/299 4.14G 0.02016 0.009947 0.0004732 53 640: 4%|▍ | 7/160 [00:16<06:35, 2.59s/it] 165/299 4.14G 0.02015 0.009659 0.0004291 49 640: 4%|▍ | 7/160 [00:16<06:35, 2.59s/it] 165/299 4.14G 0.02015 0.009659 0.0004291 49 640: 5%|▌ | 8/160 [00:16<04:38, 1.83s/it] 165/299 4.14G 0.02028 0.009485 0.000395 40 640: 5%|▌ | 8/160 [00:17<04:38, 1.83s/it] 165/299 4.14G 0.02028 0.009485 0.000395 40 640: 6%|▌ | 9/160 [00:17<03:22, 1.34s/it] 165/299 4.14G 0.02008 0.009249 0.0003667 36 640: 6%|▌ | 9/160 [00:17<03:22, 1.34s/it] 165/299 4.14G 0.02008 0.009249 0.0003667 36 640: 6%|▋ | 10/160 [00:17<02:28, 1.01it/s] 165/299 4.14G 0.01982 0.009006 0.0003436 45 640: 6%|▋ | 10/160 [00:19<02:28, 1.01it/s] 165/299 4.14G 0.01982 0.009006 0.0003436 45 640: 7%|▋ | 11/160 [00:19<03:08, 1.26s/it] 165/299 4.14G 0.01977 0.009063 0.0003263 62 640: 7%|▋ | 11/160 [00:19<03:08, 1.26s/it] 165/299 4.14G 0.01977 0.009063 0.0003263 62 640: 8%|▊ | 12/160 [00:19<02:19, 1.06it/s] 165/299 4.14G 0.01973 0.009183 0.0003378 72 640: 8%|▊ | 12/160 [00:29<02:19, 1.06it/s] 165/299 4.14G 0.01973 0.009183 0.0003378 72 640: 8%|▊ | 13/160 [00:29<09:13, 3.76s/it] 165/299 4.14G 0.01944 0.009233 0.0003209 61 640: 8%|▊ | 13/160 [00:29<09:13, 3.76s/it] 165/299 4.14G 0.01944 0.009233 0.0003209 61 640: 9%|▉ | 14/160 [00:29<06:32, 2.69s/it] 165/299 4.14G 0.0193 0.00915 0.0003077 58 640: 9%|▉ | 14/160 [00:30<06:32, 2.69s/it] 165/299 4.14G 0.0193 0.00915 0.0003077 58 640: 9%|▉ | 15/160 [00:30<04:43, 1.96s/it] 165/299 4.14G 0.0194 0.009263 0.0002974 74 640: 9%|▉ | 15/160 [00:30<04:43, 1.96s/it] 165/299 4.14G 0.0194 0.009263 0.0002974 74 640: 10%|█ | 16/160 [00:30<03:26, 1.43s/it] 165/299 4.14G 0.01933 0.009212 0.0002865 53 640: 10%|█ | 16/160 [00:30<03:26, 1.43s/it] 165/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s]
all 340 822 0.715 0.6 0.639 0.381
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 166/299 4.14G 0.01499 0.006437 9.716e-05 44 640: 0%| | 0/160 [00:00<?, ?it/s] 166/299 4.14G 0.01499 0.006437 9.716e-05 44 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 166/299 4.14G 0.01653 0.008118 9.996e-05 67 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 166/299 4.14G 0.01653 0.008118 9.996e-05 67 640: 1%|▏ | 2/160 [00:00<00:52, 3.01it/s] 166/299 4.14G 0.01747 0.008768 0.0001748 72 640: 1%|▏ | 2/160 [00:02<00:52, 3.01it/s] 166/299 4.14G 0.01747 0.008768 0.0001748 72 640: 2%|▏ | 3/160 [00:02<03:01, 1.16s/it] 166/299 4.14G 0.01827 0.009645 0.0001741 86 640: 2%|▏ | 3/160 [00:03<03:01, 1.16s/it] 166/299 4.14G 0.01827 0.009645 0.0001741 86 640: 2%|▎ | 4/160 [00:03<02:05, 1.25it/s] 166/299 4.14G 0.01881 0.01044 0.0001573 75 640: 2%|▎ | 4/160 [00:14<02:05, 1.25it/s] 166/299 4.14G 0.01881 0.01044 0.0001573 75 640: 3%|▎ | 5/160 [00:14<11:57, 4.63s/it] 166/299 4.14G 0.0188 0.01005 0.000149 63 640: 3%|▎ | 5/160 [00:14<11:57, 4.63s/it] 166/299 4.14G 0.0188 0.01005 0.000149 63 640: 4%|▍ | 6/160 [00:14<08:01, 3.13s/it] 166/299 4.14G 0.01863 0.009557 0.0001431 37 640: 4%|▍ | 6/160 [00:14<08:01, 3.13s/it] 166/299 4.14G 0.01863 0.009557 0.0001431 37 640: 4%|▍ | 7/160 [00:14<05:34, 2.19s/it] 166/299 4.14G 0.01844 0.009706 0.0001385 69 640: 4%|▍ | 7/160 [00:15<05:34, 2.19s/it] 166/299 4.14G 0.01844 0.009706 0.0001385 69 640: 5%|▌ | 8/160 [00:15<03:57, 1.56s/it] 166/299 4.14G 0.01837 0.009853 0.0001347 74 640: 5%|▌ | 8/160 [00:15<03:57, 1.56s/it] 166/299 4.14G 0.01837 0.009853 0.0001347 74 640: 6%|▌ | 9/160 [00:15<02:52, 1.14s/it] 166/299 4.14G 0.01812 0.009744 0.0001316 67 640: 6%|▌ | 9/160 [00:18<02:52, 1.14s/it] 166/299 4.14G 0.01812 0.009744 0.0001316 67 640: 6%|▋ | 10/160 [00:18<04:25, 1.77s/it] 166/299 4.14G 0.018 0.009659 0.0001279 61 640: 6%|▋ | 10/160 [00:20<04:25, 1.77s/it] 166/299 4.14G 0.018 0.009659 0.0001279 61 640: 7%|▋ | 11/160 [00:20<04:10, 1.68s/it] 166/299 4.14G 0.01799 0.009867 0.0001289 80 640: 7%|▋ | 11/160 [00:20<04:10, 1.68s/it] 166/299 4.14G 0.01799 0.009867 0.0001289 80 640: 8%|▊ | 12/160 [00:20<03:03, 1.24s/it] 166/299 4.14G 0.01806 0.009924 0.0001269 75 640: 8%|▊ | 12/160 [00:28<03:03, 1.24s/it] 166/299 4.14G 0.01806 0.009924 0.0001269 75 640: 8%|▊ | 13/160 [00:28<08:13, 3.36s/it] 166/299 4.14G 0.01826 0.00995 0.0001277 61 640: 8%|▊ | 13/160 [00:28<08:13, 3.36s/it] 166/299 4.14G 0.01826 0.00995 0.0001277 61 640: 9%|▉ | 14/160 [00:28<05:51, 2.41s/it] 166/299 4.14G 0.01823 0.01008 0.0001259 66 640: 9%|▉ | 14/160 [00:28<05:51, 2.41s/it] 166/299 4.14G 0.01823 0.01008 0.0001259 66 640: 9%|▉ | 15/160 [00:28<04:14, 1.76s/it] 166/299 4.14G 0.01825 0.01006 0.0001257 76 640: 9%|▉ | 15/160 [00:29<04:14, 1.76s/it] 166/299 4.14G 0.01825 0.01006 0.0001257 76 640: 10%|█ | 16/160 [00:29<03:06, 1.29s/it] 166/299 4.14G 0.01822 0.01009 0.0001242 72 640: 10%|█ | 16/160 [00:29<03:06, 1.29s/it] 166/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.671 0.633 0.635 0.375
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 167/299 4.14G 0.01749 0.00885 9.358e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 167/299 4.14G 0.01749 0.00885 9.358e-05 55 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 167/299 4.14G 0.01905 0.009739 9.362e-05 71 640: 1%| | 1/160 [00:02<00:52, 3.05it/s] 167/299 4.14G 0.01905 0.009739 9.362e-05 71 640: 1%|▏ | 2/160 [00:02<04:00, 1.52s/it] 167/299 4.14G 0.01992 0.009872 0.000105 54 640: 1%|▏ | 2/160 [00:03<04:00, 1.52s/it] 167/299 4.14G 0.01992 0.009872 0.000105 54 640: 2%|▏ | 3/160 [00:03<02:36, 1.01it/s] 167/299 4.14G 0.02045 0.01022 0.0001104 61 640: 2%|▏ | 3/160 [00:03<02:36, 1.01it/s] 167/299 4.14G 0.02045 0.01022 0.0001104 61 640: 2%|▎ | 4/160 [00:03<01:54, 1.37it/s] 167/299 4.14G 0.01991 0.0101 0.0001071 65 640: 2%|▎ | 4/160 [00:15<01:54, 1.37it/s] 167/299 4.14G 0.01991 0.0101 0.0001071 65 640: 3%|▎ | 5/160 [00:15<12:31, 4.85s/it] 167/299 4.14G 0.0198 0.01055 0.0001031 76 640: 3%|▎ | 5/160 [00:15<12:31, 4.85s/it] 167/299 4.14G 0.0198 0.01055 0.0001031 76 640: 4%|▍ | 6/160 [00:15<08:24, 3.27s/it] 167/299 4.14G 0.01955 0.01025 0.0001026 58 640: 4%|▍ | 6/160 [00:16<08:24, 3.27s/it] 167/299 4.14G 0.01955 0.01025 0.0001026 58 640: 4%|▍ | 7/160 [00:16<05:49, 2.29s/it] 167/299 4.14G 0.0196 0.01039 0.0001071 64 640: 4%|▍ | 7/160 [00:16<05:49, 2.29s/it] 167/299 4.14G 0.0196 0.01039 0.0001071 64 640: 5%|▌ | 8/160 [00:16<04:07, 1.63s/it] 167/299 4.14G 0.01945 0.01009 0.0001101 42 640: 5%|▌ | 8/160 [00:16<04:07, 1.63s/it] 167/299 4.14G 0.01945 0.01009 0.0001101 42 640: 6%|▌ | 9/160 [00:16<02:59, 1.19s/it] 167/299 4.14G 0.01927 0.009843 0.0001113 52 640: 6%|▌ | 9/160 [00:19<02:59, 1.19s/it] 167/299 4.14G 0.01927 0.009843 0.0001113 52 640: 6%|▋ | 10/160 [00:19<04:42, 1.88s/it] 167/299 4.14G 0.01942 0.009588 0.0001102 45 640: 6%|▋ | 10/160 [00:22<04:42, 1.88s/it] 167/299 4.14G 0.01942 0.009588 0.0001102 45 640: 7%|▋ | 11/160 [00:22<04:59, 2.01s/it] 167/299 4.14G 0.01937 0.009544 0.0001098 55 640: 7%|▋ | 11/160 [00:22<04:59, 2.01s/it] 167/299 4.14G 0.01937 0.009544 0.0001098 55 640: 8%|▊ | 12/160 [00:22<03:37, 1.47s/it] 167/299 4.14G 0.01919 0.009553 0.000109 67 640: 8%|▊ | 12/160 [00:28<03:37, 1.47s/it] 167/299 4.14G 0.01919 0.009553 0.000109 67 640: 8%|▊ | 13/160 [00:28<07:13, 2.95s/it] 167/299 4.14G 0.0191 0.009528 0.0001091 53 640: 8%|▊ | 13/160 [00:28<07:13, 2.95s/it] 167/299 4.14G 0.0191 0.009528 0.0001091 53 640: 9%|▉ | 14/160 [00:28<05:09, 2.12s/it] 167/299 4.14G 0.01895 0.009359 0.0001083 44 640: 9%|▉ | 14/160 [00:29<05:09, 2.12s/it] 167/299 4.14G 0.01895 0.009359 0.0001083 44 640: 9%|▉ | 15/160 [00:29<03:46, 1.56s/it] 167/299 4.14G 0.019 0.009241 0.0001073 42 640: 9%|▉ | 15/160 [00:29<03:46, 1.56s/it] 167/299 4.14G 0.019 0.009241 0.0001073 42 640: 10%|█ | 16/160 [00:29<02:46, 1.15s/it] 167/299 4.14G 0.01897 0.00921 0.0001058 56 640: 10%|█ | 16/160 [00:29<02:46, 1.15s/it] 167/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 823 0.658 0.646 0.645 0.382
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 168/299 4.14G 0.02127 0.009636 0.0001189 69 640: 0%| | 0/160 [00:00<?, ?it/s] 168/299 4.14G 0.02127 0.009636 0.0001189 69 640: 1%| | 1/160 [00:00<00:53, 2.96it/s] 168/299 4.14G 0.02012 0.01014 0.0001194 53 640: 1%| | 1/160 [00:01<00:53, 2.96it/s] 168/299 4.14G 0.02012 0.01014 0.0001194 53 640: 1%|▏ | 2/160 [00:01<01:48, 1.46it/s] 168/299 4.14G 0.02044 0.009915 0.000149 58 640: 1%|▏ | 2/160 [00:04<01:48, 1.46it/s] 168/299 4.14G 0.02044 0.009915 0.000149 58 640: 2%|▏ | 3/160 [00:04<04:43, 1.81s/it] 168/299 4.14G 0.01961 0.01006 0.0001354 61 640: 2%|▏ | 3/160 [00:04<04:43, 1.81s/it] 168/299 4.14G 0.01961 0.01006 0.0001354 61 640: 2%|▎ | 4/160 [00:04<03:07, 1.20s/it] 168/299 4.14G 0.01907 0.01016 0.0001288 69 640: 2%|▎ | 4/160 [00:15<03:07, 1.20s/it] 168/299 4.14G 0.01907 0.01016 0.0001288 69 640: 3%|▎ | 5/160 [00:15<11:37, 4.50s/it] 168/299 4.14G 0.01896 0.009793 0.000124 50 640: 3%|▎ | 5/160 [00:15<11:37, 4.50s/it] 168/299 4.14G 0.01896 0.009793 0.000124 50 640: 4%|▍ | 6/160 [00:15<07:48, 3.04s/it] 168/299 4.14G 0.01893 0.009566 0.0001205 50 640: 4%|▍ | 6/160 [00:15<07:48, 3.04s/it] 168/299 4.14G 0.01893 0.009566 0.0001205 50 640: 4%|▍ | 7/160 [00:15<05:26, 2.13s/it] 168/299 4.14G 0.01874 0.01015 0.000143 84 640: 4%|▍ | 7/160 [00:15<05:26, 2.13s/it] 168/299 4.14G 0.01874 0.01015 0.000143 84 640: 5%|▌ | 8/160 [00:15<03:51, 1.52s/it] 168/299 4.14G 0.01891 0.01038 0.0001369 71 640: 5%|▌ | 8/160 [00:15<03:51, 1.52s/it] 168/299 4.14G 0.01891 0.01038 0.0001369 71 640: 6%|▌ | 9/160 [00:15<02:48, 1.11s/it] 168/299 4.14G 0.01884 0.01034 0.0001348 76 640: 6%|▌ | 9/160 [00:18<02:48, 1.11s/it] 168/299 4.14G 0.01884 0.01034 0.0001348 76 640: 6%|▋ | 10/160 [00:18<03:58, 1.59s/it] 168/299 4.14G 0.01863 0.01017 0.0001309 62 640: 6%|▋ | 10/160 [00:20<03:58, 1.59s/it] 168/299 4.14G 0.01863 0.01017 0.0001309 62 640: 7%|▋ | 11/160 [00:20<03:57, 1.59s/it] 168/299 4.14G 0.01861 0.01013 0.0001289 55 640: 7%|▋ | 11/160 [00:20<03:57, 1.59s/it] 168/299 4.14G 0.01861 0.01013 0.0001289 55 640: 8%|▊ | 12/160 [00:20<02:53, 1.17s/it] 168/299 4.14G 0.0184 0.01015 0.0001256 75 640: 8%|▊ | 12/160 [00:28<02:53, 1.17s/it] 168/299 4.14G 0.0184 0.01015 0.0001256 75 640: 8%|▊ | 13/160 [00:28<07:53, 3.22s/it] 168/299 4.14G 0.0185 0.009951 0.0001234 42 640: 8%|▊ | 13/160 [00:28<07:53, 3.22s/it] 168/299 4.14G 0.0185 0.009951 0.0001234 42 640: 9%|▉ | 14/160 [00:28<05:37, 2.31s/it] 168/299 4.14G 0.01851 0.009988 0.0001209 67 640: 9%|▉ | 14/160 [00:28<05:37, 2.31s/it] 168/299 4.14G 0.01851 0.009988 0.0001209 67 640: 9%|▉ | 15/160 [00:28<04:05, 1.69s/it] 168/299 4.14G 0.01841 0.009887 0.0001194 73 640: 9%|▉ | 15/160 [00:29<04:05, 1.69s/it] 168/299 4.14G 0.01841 0.009887 0.0001194 73 640: 10%|█ | 16/160 [00:29<02:59, 1.25s/it] 168/299 4.14G 0.01844 0.009872 0.0001173 71 640: 10%|█ | 16/160 [00:29<02:59, 1.25s/it] 168/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 823 0.644 0.678 0.646 0.38
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 169/299 4.14G 0.01553 0.007187 8.898e-05 50 640: 0%| | 0/160 [00:00<?, ?it/s] 169/299 4.14G 0.01553 0.007187 8.898e-05 50 640: 1%| | 1/160 [00:00<00:48, 3.30it/s] 169/299 4.14G 0.0173 0.00911 0.0001248 85 640: 1%| | 1/160 [00:00<00:48, 3.30it/s] 169/299 4.14G 0.0173 0.00911 0.0001248 85 640: 1%|▏ | 2/160 [00:00<01:03, 2.51it/s] 169/299 4.14G 0.01861 0.01098 0.0001431 96 640: 1%|▏ | 2/160 [00:03<01:03, 2.51it/s] 169/299 4.14G 0.01861 0.01098 0.0001431 96 640: 2%|▏ | 3/160 [00:03<03:43, 1.43s/it] 169/299 4.14G 0.01802 0.009803 0.0001289 40 640: 2%|▏ | 3/160 [00:03<03:43, 1.43s/it] 169/299 4.14G 0.01802 0.009803 0.0001289 40 640: 2%|▎ | 4/160 [00:03<02:32, 1.02it/s] 169/299 4.14G 0.01783 0.009958 0.0001224 73 640: 2%|▎ | 4/160 [00:16<02:32, 1.02it/s] 169/299 4.14G 0.01783 0.009958 0.0001224 73 640: 3%|▎ | 5/160 [00:16<13:34, 5.26s/it] 169/299 4.14G 0.01775 0.00988 0.0001348 52 640: 3%|▎ | 5/160 [00:16<13:34, 5.26s/it] 169/299 4.14G 0.01775 0.00988 0.0001348 52 640: 4%|▍ | 6/160 [00:16<09:05, 3.54s/it] 169/299 4.14G 0.0177 0.009763 0.0001842 53 640: 4%|▍ | 6/160 [00:17<09:05, 3.54s/it] 169/299 4.14G 0.0177 0.009763 0.0001842 53 640: 4%|▍ | 7/160 [00:17<06:17, 2.47s/it] 169/299 4.14G 0.01848 0.00968 0.0002198 63 640: 4%|▍ | 7/160 [00:17<06:17, 2.47s/it] 169/299 4.14G 0.01848 0.00968 0.0002198 63 640: 5%|▌ | 8/160 [00:17<04:26, 1.75s/it] 169/299 4.14G 0.01871 0.009665 0.0002052 50 640: 5%|▌ | 8/160 [00:17<04:26, 1.75s/it] 169/299 4.14G 0.01871 0.009665 0.0002052 50 640: 6%|▌ | 9/160 [00:17<03:12, 1.27s/it] 169/299 4.14G 0.01893 0.009679 0.000194 59 640: 6%|▌ | 9/160 [00:18<03:12, 1.27s/it] 169/299 4.14G 0.01893 0.009679 0.000194 59 640: 6%|▋ | 10/160 [00:18<03:00, 1.20s/it] 169/299 4.14G 0.01895 0.009747 0.0001846 66 640: 6%|▋ | 10/160 [00:19<03:00, 1.20s/it] 169/299 4.14G 0.01895 0.009747 0.0001846 66 640: 7%|▋ | 11/160 [00:19<03:10, 1.28s/it] 169/299 4.14G 0.01904 0.009643 0.0001765 60 640: 7%|▋ | 11/160 [00:20<03:10, 1.28s/it] 169/299 4.14G 0.01904 0.009643 0.0001765 60 640: 8%|▊ | 12/160 [00:20<02:21, 1.05it/s] 169/299 4.14G 0.01921 0.009728 0.00017 63 640: 8%|▊ | 12/160 [00:32<02:21, 1.05it/s] 169/299 4.14G 0.01921 0.009728 0.00017 63 640: 8%|▊ | 13/160 [00:32<10:39, 4.35s/it] 169/299 4.14G 0.01922 0.009747 0.000164 63 640: 8%|▊ | 13/160 [00:32<10:39, 4.35s/it] 169/299 4.14G 0.01922 0.009747 0.000164 63 640: 9%|▉ | 14/160 [00:32<07:32, 3.10s/it] 169/299 4.14G 0.01922 0.009859 0.0001599 91 640: 9%|▉ | 14/160 [00:32<07:32, 3.10s/it] 169/299 4.14G 0.01922 0.009859 0.0001599 91 640: 9%|▉ | 15/160 [00:32<05:24, 2.24s/it] 169/299 4.14G 0.01912 0.009913 0.0001558 66 640: 9%|▉ | 15/160 [00:33<05:24, 2.24s/it] 169/299 4.14G 0.01912 0.009913 0.0001558 66 640: 10%|█ | 16/160 [00:33<03:54, 1.63s/it] 169/299 4.14G 0.01907 0.009822 0.0001529 56 640: 10%|█ | 16/160 [00:33<03:54, 1.63s/it] 169/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 822 0.654 0.674 0.643 0.382
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 170/299 4.14G 0.01683 0.0125 0.0001347 94 640: 0%| | 0/160 [00:00<?, ?it/s] 170/299 4.14G 0.01683 0.0125 0.0001347 94 640: 1%| | 1/160 [00:00<00:47, 3.32it/s] 170/299 4.14G 0.01879 0.0105 0.0002637 54 640: 1%| | 1/160 [00:00<00:47, 3.32it/s] 170/299 4.14G 0.01879 0.0105 0.0002637 54 640: 1%|▏ | 2/160 [00:00<00:48, 3.23it/s] 170/299 4.14G 0.01868 0.0108 0.0002049 79 640: 1%|▏ | 2/160 [00:01<00:48, 3.23it/s] 170/299 4.14G 0.01868 0.0108 0.0002049 79 640: 2%|▏ | 3/160 [00:01<01:12, 2.18it/s] 170/299 4.14G 0.01895 0.01101 0.000189 61 640: 2%|▏ | 3/160 [00:01<01:12, 2.18it/s] 170/299 4.14G 0.01895 0.01101 0.000189 61 640: 2%|▎ | 4/160 [00:01<01:01, 2.53it/s] 170/299 4.14G 0.01919 0.01058 0.0001739 67 640: 2%|▎ | 4/160 [00:14<01:01, 2.53it/s] 170/299 4.14G 0.01919 0.01058 0.0001739 67 640: 3%|▎ | 5/160 [00:14<12:51, 4.98s/it] 170/299 4.14G 0.01884 0.01011 0.0001611 49 640: 3%|▎ | 5/160 [00:14<12:51, 4.98s/it] 170/299 4.14G 0.01884 0.01011 0.0001611 49 640: 4%|▍ | 6/160 [00:14<08:37, 3.36s/it] 170/299 4.14G 0.0186 0.009776 0.0002077 54 640: 4%|▍ | 6/160 [00:15<08:37, 3.36s/it] 170/299 4.14G 0.0186 0.009776 0.0002077 54 640: 4%|▍ | 7/160 [00:15<05:58, 2.34s/it] 170/299 4.14G 0.01865 0.009481 0.0001952 58 640: 4%|▍ | 7/160 [00:15<05:58, 2.34s/it] 170/299 4.14G 0.01865 0.009481 0.0001952 58 640: 5%|▌ | 8/160 [00:15<04:13, 1.67s/it] 170/299 4.14G 0.01868 0.009309 0.0001837 53 640: 5%|▌ | 8/160 [00:15<04:13, 1.67s/it] 170/299 4.14G 0.01868 0.009309 0.0001837 53 640: 6%|▌ | 9/160 [00:15<03:03, 1.21s/it] 170/299 4.14G 0.01894 0.009874 0.0001792 91 640: 6%|▌ | 9/160 [00:15<03:03, 1.21s/it] 170/299 4.14G 0.01894 0.009874 0.0001792 91 640: 6%|▋ | 10/160 [00:15<02:17, 1.09it/s] 170/299 4.14G 0.01881 0.009877 0.0001762 66 640: 6%|▋ | 10/160 [00:16<02:17, 1.09it/s] 170/299 4.14G 0.01881 0.009877 0.0001762 66 640: 7%|▋ | 11/160 [00:16<01:58, 1.26it/s] 170/299 4.14G 0.01907 0.009878 0.000245 58 640: 7%|▋ | 11/160 [00:16<01:58, 1.26it/s] 170/299 4.14G 0.01907 0.009878 0.000245 58 640: 8%|▊ | 12/160 [00:16<01:31, 1.62it/s] 170/299 4.14G 0.01929 0.009786 0.0002335 62 640: 8%|▊ | 12/160 [00:28<01:31, 1.62it/s] 170/299 4.14G 0.01929 0.009786 0.0002335 62 640: 8%|▊ | 13/160 [00:28<10:04, 4.11s/it] 170/299 4.14G 0.01927 0.009692 0.0002274 64 640: 8%|▊ | 13/160 [00:28<10:04, 4.11s/it] 170/299 4.14G 0.01927 0.009692 0.0002274 64 640: 9%|▉ | 14/160 [00:28<07:08, 2.94s/it] 170/299 4.14G 0.01912 0.009587 0.0002193 49 640: 9%|▉ | 14/160 [00:29<07:08, 2.94s/it] 170/299 4.14G 0.01912 0.009587 0.0002193 49 640: 9%|▉ | 15/160 [00:29<05:08, 2.13s/it] 170/299 4.14G 0.01926 0.009656 0.0002118 69 640: 9%|▉ | 15/160 [00:29<05:08, 2.13s/it] 170/299 4.14G 0.01926 0.009656 0.0002118 69 640: 10%|█ | 16/160 [00:29<03:43, 1.55s/it] 170/299 4.14G 0.01913 0.009728 0.0002051 62 640: 10%|█ | 16/160 [00:29<03:43, 1.55s/it] 170/299 4.14G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 823 0.659 0.665 0.653 0.39
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 171/299 4.14G 0.01932 0.0108 0.0001182 67 640: 0%| | 0/160 [00:00<?, ?it/s] 171/299 4.14G 0.01932 0.0108 0.0001182 67 640: 1%| | 1/160 [00:00<00:42, 3.70it/s] 171/299 4.14G 0.01908 0.009662 0.0001047 69 640: 1%| | 1/160 [00:00<00:42, 3.70it/s] 171/299 4.14G 0.01908 0.009662 0.0001047 69 640: 1%|▏ | 2/160 [00:00<00:40, 3.89it/s] 171/299 4.14G 0.01831 0.009707 0.0002027 66 640: 1%|▏ | 2/160 [00:00<00:40, 3.89it/s] 171/299 4.14G 0.01831 0.009707 0.0002027 66 640: 2%|▏ | 3/160 [00:00<00:42, 3.73it/s] 171/299 4.14G 0.01826 0.01 0.000184 76 640: 2%|▏ | 3/160 [00:01<00:42, 3.73it/s] 171/299 4.14G 0.01826 0.01 0.000184 76 640: 2%|▎ | 4/160 [00:01<00:41, 3.76it/s] 171/299 4.14G 0.01831 0.009585 0.0001785 60 640: 2%|▎ | 4/160 [00:13<00:41, 3.76it/s] 171/299 4.14G 0.01831 0.009585 0.0001785 60 640: 3%|▎ | 5/160 [00:13<12:21, 4.78s/it] 171/299 4.14G 0.01808 0.009119 0.0001634 44 640: 3%|▎ | 5/160 [00:14<12:21, 4.78s/it] 171/299 4.14G 0.01808 0.009119 0.0001634 44 640: 4%|▍ | 6/160 [00:14<08:17, 3.23s/it] 171/299 4.14G 0.01821 0.009234 0.0001613 73 640: 4%|▍ | 6/160 [00:14<08:17, 3.23s/it] 171/299 4.14G 0.01821 0.009234 0.0001613 73 640: 4%|▍ | 7/160 [00:14<05:45, 2.26s/it] 171/299 4.14G 0.01822 0.009287 0.0001529 71 640: 4%|▍ | 7/160 [00:14<05:45, 2.26s/it] 171/299 4.14G 0.01822 0.009287 0.0001529 71 640: 5%|▌ | 8/160 [00:14<04:04, 1.61s/it] 171/299 4.14G 0.0179 0.008902 0.0001485 40 640: 5%|▌ | 8/160 [00:14<04:04, 1.61s/it] 171/299 4.14G 0.0179 0.008902 0.0001485 40 640: 6%|▌ | 9/160 [00:14<02:57, 1.17s/it] 171/299 4.14G 0.01791 0.0088 0.0001437 44 640: 6%|▌ | 9/160 [00:14<02:57, 1.17s/it] 171/299 4.14G 0.01791 0.0088 0.0001437 44 640: 6%|▋ | 10/160 [00:14<02:11, 1.14it/s] 171/299 4.14G 0.01825 0.009014 0.0001425 55 640: 6%|▋ | 10/160 [00:15<02:11, 1.14it/s] 171/299 4.14G 0.01825 0.009014 0.0001425 55 640: 7%|▋ | 11/160 [00:15<01:42, 1.46it/s] 171/299 4.14G 0.01843 0.009012 0.0001388 60 640: 7%|▋ | 11/160 [00:15<01:42, 1.46it/s] 171/299 4.14G 0.01843 0.009012 0.0001388 60 640: 8%|▊ | 12/160 [00:15<01:20, 1.84it/s] 171/299 4.14G 0.0184 0.009159 0.0001371 69 640: 8%|▊ | 12/160 [00:28<01:20, 1.84it/s] 171/299 4.14G 0.0184 0.009159 0.0001371 69 640: 8%|▊ | 13/160 [00:28<10:37, 4.34s/it] 171/299 4.14G 0.01829 0.009155 0.0001335 61 640: 8%|▊ | 13/160 [00:28<10:37, 4.34s/it] 171/299 4.14G 0.01829 0.009155 0.0001335 61 640: 9%|▉ | 14/160 [00:28<07:31, 3.09s/it] 171/299 4.14G 0.01833 0.009092 0.0001324 53 640: 9%|▉ | 14/160 [00:28<07:31, 3.09s/it] 171/299 4.14G 0.01833 0.009092 0.0001324 53 640: 9%|▉ | 15/160 [00:28<05:25, 2.24s/it] 171/299 4.14G 0.01828 0.009216 0.0001293 74 640: 9%|▉ | 15/160 [00:29<05:25, 2.24s/it] 171/299 4.14G 0.01828 0.009216 0.0001293 74 640: 10%|█ | 16/160 [00:29<03:54, 1.63s/it] 171/299 4.14G 0.01837 0.009369 0.0001271 89 640: 10%|█ | 16/160 [00:29<03:54, 1.63s/it] 171/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s]
all 340 823 0.69 0.638 0.651 0.384
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 172/299 4.14G 0.01802 0.009438 0.0001243 59 640: 0%| | 0/160 [00:00<?, ?it/s] 172/299 4.14G 0.01802 0.009438 0.0001243 59 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 172/299 4.14G 0.01849 0.01115 0.0001098 79 640: 1%| | 1/160 [00:00<00:50, 3.15it/s] 172/299 4.14G 0.01849 0.01115 0.0001098 79 640: 1%|▏ | 2/160 [00:00<01:08, 2.31it/s] 172/299 4.14G 0.01775 0.01144 0.0001145 74 640: 1%|▏ | 2/160 [00:01<01:08, 2.31it/s] 172/299 4.14G 0.01775 0.01144 0.0001145 74 640: 2%|▏ | 3/160 [00:01<01:01, 2.54it/s] 172/299 4.14G 0.01835 0.01088 0.0001121 54 640: 2%|▏ | 3/160 [00:01<01:01, 2.54it/s] 172/299 4.14G 0.01835 0.01088 0.0001121 54 640: 2%|▎ | 4/160 [00:01<00:57, 2.73it/s] 172/299 4.14G 0.01797 0.01028 0.0001087 44 640: 2%|▎ | 4/160 [00:14<00:57, 2.73it/s] 172/299 4.14G 0.01797 0.01028 0.0001087 44 640: 3%|▎ | 5/160 [00:14<12:57, 5.02s/it] 172/299 4.14G 0.01776 0.01002 0.00011 65 640: 3%|▎ | 5/160 [00:14<12:57, 5.02s/it] 172/299 4.14G 0.01776 0.01002 0.00011 65 640: 4%|▍ | 6/160 [00:14<08:41, 3.38s/it] 172/299 4.14G 0.01798 0.01008 0.0001535 61 640: 4%|▍ | 6/160 [00:15<08:41, 3.38s/it] 172/299 4.14G 0.01798 0.01008 0.0001535 61 640: 4%|▍ | 7/160 [00:15<06:01, 2.36s/it] 172/299 4.14G 0.01798 0.00989 0.0001491 58 640: 4%|▍ | 7/160 [00:15<06:01, 2.36s/it] 172/299 4.14G 0.01798 0.00989 0.0001491 58 640: 5%|▌ | 8/160 [00:15<04:14, 1.68s/it] 172/299 4.14G 0.01834 0.01001 0.000337 60 640: 5%|▌ | 8/160 [00:15<04:14, 1.68s/it] 172/299 4.14G 0.01834 0.01001 0.000337 60 640: 6%|▌ | 9/160 [00:15<03:04, 1.22s/it] 172/299 4.14G 0.01841 0.009989 0.0003278 61 640: 6%|▌ | 9/160 [00:15<03:04, 1.22s/it] 172/299 4.14G 0.01841 0.009989 0.0003278 61 640: 6%|▋ | 10/160 [00:15<02:16, 1.10it/s] 172/299 4.14G 0.01831 0.01009 0.0003083 76 640: 6%|▋ | 10/160 [00:16<02:16, 1.10it/s] 172/299 4.14G 0.01831 0.01009 0.0003083 76 640: 7%|▋ | 11/160 [00:16<01:45, 1.41it/s] 172/299 4.14G 0.01824 0.009987 0.0002919 54 640: 7%|▋ | 11/160 [00:16<01:45, 1.41it/s] 172/299 4.14G 0.01824 0.009987 0.0002919 54 640: 8%|▊ | 12/160 [00:16<01:22, 1.79it/s] 172/299 4.14G 0.01793 0.009684 0.0002763 50 640: 8%|▊ | 12/160 [00:28<01:22, 1.79it/s] 172/299 4.14G 0.01793 0.009684 0.0002763 50 640: 8%|▊ | 13/160 [00:28<10:07, 4.13s/it] 172/299 4.14G 0.01789 0.009636 0.000268 65 640: 8%|▊ | 13/160 [00:28<10:07, 4.13s/it] 172/299 4.14G 0.01789 0.009636 0.000268 65 640: 9%|▉ | 14/160 [00:28<07:10, 2.95s/it] 172/299 4.14G 0.01789 0.009744 0.0002585 86 640: 9%|▉ | 14/160 [00:29<07:10, 2.95s/it] 172/299 4.14G 0.01789 0.009744 0.0002585 86 640: 9%|▉ | 15/160 [00:29<05:09, 2.14s/it] 172/299 4.14G 0.01783 0.009649 0.0002486 56 640: 9%|▉ | 15/160 [00:29<05:09, 2.14s/it] 172/299 4.14G 0.01783 0.009649 0.0002486 56 640: 10%|█ | 16/160 [00:29<03:44, 1.56s/it] 172/299 4.14G 0.01782 0.009653 0.0002397 62 640: 10%|█ | 16/160 [00:29<03:44, 1.56s/it] 172/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 821 0.726 0.617 0.669 0.4
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 173/299 4.14G 0.01797 0.008892 8.873e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 173/299 4.14G 0.01797 0.008892 8.873e-05 55 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 173/299 4.14G 0.01959 0.009083 0.0001304 51 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 173/299 4.14G 0.01959 0.009083 0.0001304 51 640: 1%|▏ | 2/160 [00:00<00:49, 3.19it/s] 173/299 4.14G 0.01883 0.008661 0.0001388 57 640: 1%|▏ | 2/160 [00:00<00:49, 3.19it/s] 173/299 4.14G 0.01883 0.008661 0.0001388 57 640: 2%|▏ | 3/160 [00:00<00:51, 3.04it/s] 173/299 4.14G 0.01906 0.009134 0.0001251 69 640: 2%|▏ | 3/160 [00:01<00:51, 3.04it/s] 173/299 4.14G 0.01906 0.009134 0.0001251 69 640: 2%|▎ | 4/160 [00:01<00:51, 3.03it/s] 173/299 4.14G 0.01942 0.009318 0.000127 61 640: 2%|▎ | 4/160 [00:13<00:51, 3.03it/s] 173/299 4.14G 0.01942 0.009318 0.000127 61 640: 3%|▎ | 5/160 [00:13<11:50, 4.58s/it] 173/299 4.14G 0.01906 0.008772 0.0001193 32 640: 3%|▎ | 5/160 [00:13<11:50, 4.58s/it] 173/299 4.14G 0.01906 0.008772 0.0001193 32 640: 4%|▍ | 6/160 [00:13<07:56, 3.10s/it] 173/299 4.14G 0.019 0.008917 0.0001207 58 640: 4%|▍ | 6/160 [00:13<07:56, 3.10s/it] 173/299 4.14G 0.019 0.008917 0.0001207 58 640: 4%|▍ | 7/160 [00:13<05:30, 2.16s/it] 173/299 4.14G 0.01871 0.008965 0.0001158 66 640: 4%|▍ | 7/160 [00:14<05:30, 2.16s/it] 173/299 4.14G 0.01871 0.008965 0.0001158 66 640: 5%|▌ | 8/160 [00:14<03:54, 1.54s/it] 173/299 4.14G 0.01874 0.009342 0.0001129 79 640: 5%|▌ | 8/160 [00:14<03:54, 1.54s/it] 173/299 4.14G 0.01874 0.009342 0.0001129 79 640: 6%|▌ | 9/160 [00:14<02:50, 1.13s/it] 173/299 4.14G 0.01871 0.009682 0.00011 94 640: 6%|▌ | 9/160 [00:14<02:50, 1.13s/it] 173/299 4.14G 0.01871 0.009682 0.00011 94 640: 6%|▋ | 10/160 [00:14<02:06, 1.18it/s] 173/299 4.14G 0.01884 0.009757 0.0001123 64 640: 6%|▋ | 10/160 [00:18<02:06, 1.18it/s] 173/299 4.14G 0.01884 0.009757 0.0001123 64 640: 7%|▋ | 11/160 [00:18<04:24, 1.78s/it] 173/299 4.14G 0.01872 0.009982 0.0001106 93 640: 7%|▋ | 11/160 [00:18<04:24, 1.78s/it] 173/299 4.14G 0.01872 0.009982 0.0001106 93 640: 8%|▊ | 12/160 [00:18<03:12, 1.30s/it] 173/299 4.14G 0.01863 0.009828 0.0001087 51 640: 8%|▊ | 12/160 [00:28<03:12, 1.30s/it] 173/299 4.14G 0.01863 0.009828 0.0001087 51 640: 8%|▊ | 13/160 [00:28<09:16, 3.78s/it] 173/299 4.14G 0.01867 0.009683 0.0001075 48 640: 8%|▊ | 13/160 [00:28<09:16, 3.78s/it] 173/299 4.14G 0.01867 0.009683 0.0001075 48 640: 9%|▉ | 14/160 [00:28<06:35, 2.71s/it] 173/299 4.14G 0.01862 0.009787 0.000106 73 640: 9%|▉ | 14/160 [00:28<06:35, 2.71s/it] 173/299 4.14G 0.01862 0.009787 0.000106 73 640: 9%|▉ | 15/160 [00:28<04:45, 1.97s/it] 173/299 4.14G 0.01864 0.009663 0.0001058 54 640: 9%|▉ | 15/160 [00:28<04:45, 1.97s/it] 173/299 4.14G 0.01864 0.009663 0.0001058 54 640: 10%|█ | 16/160 [00:28<03:27, 1.44s/it] 173/299 4.14G 0.0186 0.0097 0.0001049 68 640: 10%|█ | 16/160 [00:29<03:27, 1.44s/it] 173/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 823 0.716 0.62 0.655 0.393
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 174/299 4.14G 0.01734 0.00926 0.0001042 77 640: 0%| | 0/160 [00:00<?, ?it/s] 174/299 4.14G 0.01734 0.00926 0.0001042 77 640: 1%| | 1/160 [00:00<00:39, 3.99it/s] 174/299 4.14G 0.01775 0.01043 0.0001229 74 640: 1%| | 1/160 [00:00<00:39, 3.99it/s] 174/299 4.14G 0.01775 0.01043 0.0001229 74 640: 1%|▏ | 2/160 [00:00<00:39, 3.98it/s] 174/299 4.14G 0.01809 0.009659 0.0001299 44 640: 1%|▏ | 2/160 [00:00<00:39, 3.98it/s] 174/299 4.14G 0.01809 0.009659 0.0001299 44 640: 2%|▏ | 3/160 [00:00<00:41, 3.76it/s] 174/299 4.14G 0.01824 0.009276 0.0001215 54 640: 2%|▏ | 3/160 [00:01<00:41, 3.76it/s] 174/299 4.14G 0.01824 0.009276 0.0001215 54 640: 2%|▎ | 4/160 [00:01<00:41, 3.76it/s] 174/299 4.14G 0.01815 0.009114 0.0001411 67 640: 2%|▎ | 4/160 [00:15<00:41, 3.76it/s] 174/299 4.14G 0.01815 0.009114 0.0001411 67 640: 3%|▎ | 5/160 [00:15<13:29, 5.22s/it] 174/299 4.14G 0.01764 0.008949 0.0001322 54 640: 3%|▎ | 5/160 [00:15<13:29, 5.22s/it] 174/299 4.14G 0.01764 0.008949 0.0001322 54 640: 4%|▍ | 6/160 [00:15<09:02, 3.52s/it] 174/299 4.14G 0.01763 0.008984 0.000128 56 640: 4%|▍ | 6/160 [00:15<09:02, 3.52s/it] 174/299 4.14G 0.01763 0.008984 0.000128 56 640: 4%|▍ | 7/160 [00:15<06:15, 2.45s/it] 174/299 4.14G 0.01786 0.009086 0.0004227 58 640: 4%|▍ | 7/160 [00:15<06:15, 2.45s/it] 174/299 4.14G 0.01786 0.009086 0.0004227 58 640: 5%|▌ | 8/160 [00:15<04:24, 1.74s/it] 174/299 4.14G 0.01773 0.009142 0.0003901 57 640: 5%|▌ | 8/160 [00:15<04:24, 1.74s/it] 174/299 4.14G 0.01773 0.009142 0.0003901 57 640: 6%|▌ | 9/160 [00:15<03:10, 1.26s/it] 174/299 4.14G 0.01782 0.008986 0.000362 46 640: 6%|▌ | 9/160 [00:16<03:10, 1.26s/it] 174/299 4.14G 0.01782 0.008986 0.000362 46 640: 6%|▋ | 10/160 [00:16<02:20, 1.06it/s] 174/299 4.14G 0.01801 0.008932 0.0003418 57 640: 6%|▋ | 10/160 [00:16<02:20, 1.06it/s] 174/299 4.14G 0.01801 0.008932 0.0003418 57 640: 7%|▋ | 11/160 [00:16<02:06, 1.17it/s] 174/299 4.14G 0.01792 0.008927 0.0004036 73 640: 7%|▋ | 11/160 [00:17<02:06, 1.17it/s] 174/299 4.14G 0.01792 0.008927 0.0004036 73 640: 8%|▊ | 12/160 [00:17<01:37, 1.52it/s] 174/299 4.14G 0.01775 0.008843 0.0003796 46 640: 8%|▊ | 12/160 [00:28<01:37, 1.52it/s] 174/299 4.14G 0.01775 0.008843 0.0003796 46 640: 8%|▊ | 13/160 [00:28<09:50, 4.02s/it] 174/299 4.14G 0.01777 0.008766 0.0003599 46 640: 8%|▊ | 13/160 [00:29<09:50, 4.02s/it] 174/299 4.14G 0.01777 0.008766 0.0003599 46 640: 9%|▉ | 14/160 [00:29<06:59, 2.87s/it] 174/299 4.14G 0.01788 0.008849 0.0003417 66 640: 9%|▉ | 14/160 [00:29<06:59, 2.87s/it] 174/299 4.14G 0.01788 0.008849 0.0003417 66 640: 9%|▉ | 15/160 [00:29<05:01, 2.08s/it] 174/299 4.14G 0.01792 0.008889 0.0003411 70 640: 9%|▉ | 15/160 [00:29<05:01, 2.08s/it] 174/299 4.14G 0.01792 0.008889 0.0003411 70 640: 10%|█ | 16/160 [00:29<03:38, 1.52s/it] 174/299 4.14G 0.01825 0.008988 0.0003275 69 640: 10%|█ | 16/160 [00:29<03:38, 1.52s/it] 174/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 822 0.729 0.612 0.657 0.395
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 175/299 4.14G 0.0172 0.00899 9.448e-05 60 640: 0%| | 0/160 [00:00<?, ?it/s] 175/299 4.14G 0.0172 0.00899 9.448e-05 60 640: 1%| | 1/160 [00:00<00:53, 2.96it/s] 175/299 4.14G 0.0177 0.01044 0.0001952 87 640: 1%| | 1/160 [00:00<00:53, 2.96it/s] 175/299 4.14G 0.0177 0.01044 0.0001952 87 640: 1%|▏ | 2/160 [00:00<00:52, 3.04it/s] 175/299 4.14G 0.01752 0.01032 0.0001553 54 640: 1%|▏ | 2/160 [00:01<00:52, 3.04it/s] 175/299 4.14G 0.01752 0.01032 0.0001553 54 640: 2%|▏ | 3/160 [00:01<00:53, 2.93it/s] 175/299 4.14G 0.01808 0.01016 0.0001617 53 640: 2%|▏ | 3/160 [00:01<00:53, 2.93it/s] 175/299 4.14G 0.01808 0.01016 0.0001617 53 640: 2%|▎ | 4/160 [00:01<00:47, 3.30it/s] 175/299 4.14G 0.01788 0.009714 0.0002604 59 640: 2%|▎ | 4/160 [00:17<00:47, 3.30it/s] 175/299 4.14G 0.01788 0.009714 0.0002604 59 640: 3%|▎ | 5/160 [00:17<15:15, 5.90s/it] 175/299 4.14G 0.01801 0.009371 0.0002342 52 640: 3%|▎ | 5/160 [00:17<15:15, 5.90s/it] 175/299 4.14G 0.01801 0.009371 0.0002342 52 640: 4%|▍ | 6/160 [00:17<10:11, 3.97s/it] 175/299 4.14G 0.01825 0.009524 0.0002201 76 640: 4%|▍ | 6/160 [00:17<10:11, 3.97s/it] 175/299 4.14G 0.01825 0.009524 0.0002201 76 640: 4%|▍ | 7/160 [00:17<07:01, 2.75s/it] 175/299 4.14G 0.01834 0.009446 0.0002042 59 640: 4%|▍ | 7/160 [00:17<07:01, 2.75s/it] 175/299 4.14G 0.01834 0.009446 0.0002042 59 640: 5%|▌ | 8/160 [00:17<04:55, 1.95s/it] 175/299 4.14G 0.01838 0.009457 0.0001926 59 640: 5%|▌ | 8/160 [00:17<04:55, 1.95s/it] 175/299 4.14G 0.01838 0.009457 0.0001926 59 640: 6%|▌ | 9/160 [00:17<03:31, 1.40s/it] 175/299 4.14G 0.01843 0.009635 0.0001828 87 640: 6%|▌ | 9/160 [00:18<03:31, 1.40s/it] 175/299 4.14G 0.01843 0.009635 0.0001828 87 640: 6%|▋ | 10/160 [00:18<02:35, 1.04s/it] 175/299 4.14G 0.01828 0.009474 0.0001786 57 640: 6%|▋ | 10/160 [00:21<02:35, 1.04s/it] 175/299 4.14G 0.01828 0.009474 0.0001786 57 640: 7%|▋ | 11/160 [00:21<04:08, 1.67s/it] 175/299 4.14G 0.01818 0.009391 0.0001715 53 640: 7%|▋ | 11/160 [00:21<04:08, 1.67s/it] 175/299 4.14G 0.01818 0.009391 0.0001715 53 640: 8%|▊ | 12/160 [00:21<03:01, 1.22s/it] 175/299 4.14G 0.01826 0.009366 0.0001655 60 640: 8%|▊ | 12/160 [00:31<03:01, 1.22s/it] 175/299 4.14G 0.01826 0.009366 0.0001655 60 640: 8%|▊ | 13/160 [00:31<09:14, 3.77s/it] 175/299 4.14G 0.01818 0.009272 0.0001833 56 640: 8%|▊ | 13/160 [00:31<09:14, 3.77s/it] 175/299 4.14G 0.01818 0.009272 0.0001833 56 640: 9%|▉ | 14/160 [00:31<06:33, 2.70s/it] 175/299 4.14G 0.01822 0.009371 0.0001786 71 640: 9%|▉ | 14/160 [00:31<06:33, 2.70s/it] 175/299 4.14G 0.01822 0.009371 0.0001786 71 640: 9%|▉ | 15/160 [00:31<04:43, 1.96s/it] 175/299 4.14G 0.01821 0.009348 0.0001726 63 640: 9%|▉ | 15/160 [00:31<04:43, 1.96s/it] 175/299 4.14G 0.01821 0.009348 0.0001726 63 640: 10%|█ | 16/160 [00:31<03:26, 1.43s/it] 175/299 4.14G 0.01816 0.009257 0.0001673 44 640: 10%|█ | 16/160 [00:32<03:26, 1.43s/it] 175/299 4.14G 0.018
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.11it/s]
all 340 823 0.721 0.619 0.655 0.39
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 176/299 4.14G 0.01791 0.00952 0.0001431 54 640: 0%| | 0/160 [00:00<?, ?it/s] 176/299 4.14G 0.01791 0.00952 0.0001431 54 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 176/299 4.14G 0.01829 0.009773 0.0001092 60 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 176/299 4.14G 0.01829 0.009773 0.0001092 60 640: 1%|▏ | 2/160 [00:00<01:00, 2.60it/s] 176/299 4.14G 0.0181 0.01017 0.0001061 82 640: 1%|▏ | 2/160 [00:04<01:00, 2.60it/s] 176/299 4.14G 0.0181 0.01017 0.0001061 82 640: 2%|▏ | 3/160 [00:04<04:53, 1.87s/it] 176/299 4.14G 0.01781 0.01052 0.0001094 66 640: 2%|▏ | 3/160 [00:04<04:53, 1.87s/it] 176/299 4.14G 0.01781 0.01052 0.0001094 66 640: 2%|▎ | 4/160 [00:04<03:13, 1.24s/it] 176/299 4.14G 0.01738 0.009811 0.0003149 55 640: 2%|▎ | 4/160 [00:16<03:13, 1.24s/it] 176/299 4.14G 0.01738 0.009811 0.0003149 55 640: 3%|▎ | 5/160 [00:16<13:05, 5.07s/it] 176/299 4.14G 0.01714 0.009711 0.0002767 48 640: 3%|▎ | 5/160 [00:16<13:05, 5.07s/it] 176/299 4.14G 0.01714 0.009711 0.0002767 48 640: 4%|▍ | 6/160 [00:16<08:46, 3.42s/it] 176/299 4.14G 0.01716 0.009524 0.0002486 60 640: 4%|▍ | 6/160 [00:16<08:46, 3.42s/it] 176/299 4.14G 0.01716 0.009524 0.0002486 60 640: 4%|▍ | 7/160 [00:16<06:04, 2.38s/it] 176/299 4.14G 0.01717 0.009713 0.0002292 76 640: 4%|▍ | 7/160 [00:17<06:04, 2.38s/it] 176/299 4.14G 0.01717 0.009713 0.0002292 76 640: 5%|▌ | 8/160 [00:17<04:17, 1.69s/it] 176/299 4.14G 0.01728 0.009665 0.0002121 67 640: 5%|▌ | 8/160 [00:17<04:17, 1.69s/it] 176/299 4.14G 0.01728 0.009665 0.0002121 67 640: 6%|▌ | 9/160 [00:17<03:06, 1.23s/it] 176/299 4.14G 0.01739 0.00959 0.0002043 82 640: 6%|▌ | 9/160 [00:17<03:06, 1.23s/it] 176/299 4.14G 0.01739 0.00959 0.0002043 82 640: 6%|▋ | 10/160 [00:17<02:17, 1.09it/s] 176/299 4.14G 0.01745 0.009343 0.0002715 48 640: 6%|▋ | 10/160 [00:21<02:17, 1.09it/s] 176/299 4.14G 0.01745 0.009343 0.0002715 48 640: 7%|▋ | 11/160 [00:21<04:30, 1.81s/it] 176/299 4.14G 0.01741 0.009246 0.0002557 57 640: 7%|▋ | 11/160 [00:21<04:30, 1.81s/it] 176/299 4.14G 0.01741 0.009246 0.0002557 57 640: 8%|▊ | 12/160 [00:21<03:16, 1.33s/it] 176/299 4.14G 0.0174 0.009298 0.000242 57 640: 8%|▊ | 12/160 [00:31<03:16, 1.33s/it] 176/299 4.14G 0.0174 0.009298 0.000242 57 640: 8%|▊ | 13/160 [00:31<09:38, 3.94s/it] 176/299 4.14G 0.01752 0.00945 0.0002306 66 640: 8%|▊ | 13/160 [00:31<09:38, 3.94s/it] 176/299 4.14G 0.01752 0.00945 0.0002306 66 640: 9%|▉ | 14/160 [00:31<06:50, 2.81s/it] 176/299 4.14G 0.0175 0.009462 0.00022 59 640: 9%|▉ | 14/160 [00:32<06:50, 2.81s/it] 176/299 4.14G 0.0175 0.009462 0.00022 59 640: 9%|▉ | 15/160 [00:32<04:55, 2.04s/it] 176/299 4.14G 0.01751 0.009514 0.0002129 64 640: 9%|▉ | 15/160 [00:32<04:55, 2.04s/it] 176/299 4.14G 0.01751 0.009514 0.0002129 64 640: 10%|█ | 16/160 [00:32<03:34, 1.49s/it] 176/299 4.14G 0.01752 0.009404 0.0002077 47 640: 10%|█ | 16/160 [00:32<03:34, 1.49s/it] 176/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 823 0.714 0.653 0.655 0.39
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 177/299 4.14G 0.01843 0.01058 8.172e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 177/299 4.14G 0.01843 0.01058 8.172e-05 59 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 177/299 4.14G 0.01825 0.009772 9.484e-05 49 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 177/299 4.14G 0.01825 0.009772 9.484e-05 49 640: 1%|▏ | 2/160 [00:00<00:48, 3.23it/s] 177/299 4.14G 0.01789 0.008886 0.0001085 49 640: 1%|▏ | 2/160 [00:01<00:48, 3.23it/s] 177/299 4.14G 0.01789 0.008886 0.0001085 49 640: 2%|▏ | 3/160 [00:01<01:17, 2.02it/s] 177/299 4.14G 0.01753 0.00859 0.00011 49 640: 2%|▏ | 3/160 [00:01<01:17, 2.02it/s] 177/299 4.14G 0.01753 0.00859 0.00011 49 640: 2%|▎ | 4/160 [00:01<01:13, 2.13it/s] 177/299 4.14G 0.01804 0.009271 0.0001273 73 640: 2%|▎ | 4/160 [00:14<01:13, 2.13it/s] 177/299 4.14G 0.01804 0.009271 0.0001273 73 640: 3%|▎ | 5/160 [00:14<12:43, 4.92s/it] 177/299 4.14G 0.01855 0.009246 0.0001199 51 640: 3%|▎ | 5/160 [00:14<12:43, 4.92s/it] 177/299 4.14G 0.01855 0.009246 0.0001199 51 640: 4%|▍ | 6/160 [00:14<08:31, 3.32s/it] 177/299 4.14G 0.01836 0.00891 0.0001342 49 640: 4%|▍ | 6/160 [00:15<08:31, 3.32s/it] 177/299 4.14G 0.01836 0.00891 0.0001342 49 640: 4%|▍ | 7/160 [00:15<05:55, 2.32s/it] 177/299 4.14G 0.0181 0.008927 0.0001271 58 640: 4%|▍ | 7/160 [00:15<05:55, 2.32s/it] 177/299 4.14G 0.0181 0.008927 0.0001271 58 640: 5%|▌ | 8/160 [00:15<04:10, 1.65s/it] 177/299 4.14G 0.01825 0.008901 0.0001271 56 640: 5%|▌ | 8/160 [00:15<04:10, 1.65s/it] 177/299 4.14G 0.01825 0.008901 0.0001271 56 640: 6%|▌ | 9/160 [00:15<03:01, 1.20s/it] 177/299 4.14G 0.0181 0.008948 0.0001225 69 640: 6%|▌ | 9/160 [00:15<03:01, 1.20s/it] 177/299 4.14G 0.0181 0.008948 0.0001225 69 640: 6%|▋ | 10/160 [00:15<02:14, 1.11it/s] 177/299 4.14G 0.01806 0.008982 0.0001194 49 640: 6%|▋ | 10/160 [00:16<02:14, 1.11it/s] 177/299 4.14G 0.01806 0.008982 0.0001194 49 640: 7%|▋ | 11/160 [00:16<01:52, 1.32it/s] 177/299 4.14G 0.01791 0.008931 0.0001167 63 640: 7%|▋ | 11/160 [00:16<01:52, 1.32it/s] 177/299 4.14G 0.01791 0.008931 0.0001167 63 640: 8%|▊ | 12/160 [00:16<01:27, 1.68it/s] 177/299 4.14G 0.01786 0.00891 0.000114 55 640: 8%|▊ | 12/160 [00:28<01:27, 1.68it/s] 177/299 4.14G 0.01786 0.00891 0.000114 55 640: 8%|▊ | 13/160 [00:28<09:55, 4.05s/it] 177/299 4.14G 0.01791 0.00896 0.0001129 76 640: 8%|▊ | 13/160 [00:28<09:55, 4.05s/it] 177/299 4.14G 0.01791 0.00896 0.0001129 76 640: 9%|▉ | 14/160 [00:28<07:02, 2.89s/it] 177/299 4.14G 0.01786 0.009017 0.0001127 77 640: 9%|▉ | 14/160 [00:28<07:02, 2.89s/it] 177/299 4.14G 0.01786 0.009017 0.0001127 77 640: 9%|▉ | 15/160 [00:28<05:04, 2.10s/it] 177/299 4.14G 0.01802 0.009081 0.0001127 55 640: 9%|▉ | 15/160 [00:29<05:04, 2.10s/it] 177/299 4.14G 0.01802 0.009081 0.0001127 55 640: 10%|█ | 16/160 [00:29<03:40, 1.53s/it] 177/299 4.14G 0.0181 0.009199 0.000113 59 640: 10%|█ | 16/160 [00:29<03:40, 1.53s/it] 177/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.20it/s]
all 340 823 0.674 0.66 0.648 0.39
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 178/299 4.14G 0.01954 0.0102 0.0001625 68 640: 0%| | 0/160 [00:00<?, ?it/s] 178/299 4.14G 0.01954 0.0102 0.0001625 68 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 178/299 4.14G 0.01907 0.0101 0.000143 61 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 178/299 4.14G 0.01907 0.0101 0.000143 61 640: 1%|▏ | 2/160 [00:00<00:48, 3.24it/s] 178/299 4.14G 0.01886 0.0093 0.0001346 48 640: 1%|▏ | 2/160 [00:01<00:48, 3.24it/s] 178/299 4.14G 0.01886 0.0093 0.0001346 48 640: 2%|▏ | 3/160 [00:01<01:09, 2.27it/s] 178/299 4.14G 0.01815 0.009092 0.0001283 62 640: 2%|▏ | 3/160 [00:01<01:09, 2.27it/s] 178/299 4.14G 0.01815 0.009092 0.0001283 62 640: 2%|▎ | 4/160 [00:01<00:58, 2.65it/s] 178/299 4.14G 0.01831 0.009028 0.0001227 59 640: 2%|▎ | 4/160 [00:15<00:58, 2.65it/s] 178/299 4.14G 0.01831 0.009028 0.0001227 59 640: 3%|▎ | 5/160 [00:15<13:24, 5.19s/it] 178/299 4.14G 0.01824 0.008582 0.000131 48 640: 3%|▎ | 5/160 [00:15<13:24, 5.19s/it] 178/299 4.14G 0.01824 0.008582 0.000131 48 640: 4%|▍ | 6/160 [00:15<08:58, 3.50s/it] 178/299 4.14G 0.01817 0.008563 0.0001416 54 640: 4%|▍ | 6/160 [00:15<08:58, 3.50s/it] 178/299 4.14G 0.01817 0.008563 0.0001416 54 640: 4%|▍ | 7/160 [00:15<06:13, 2.44s/it] 178/299 4.14G 0.01801 0.008545 0.0001362 55 640: 4%|▍ | 7/160 [00:15<06:13, 2.44s/it] 178/299 4.14G 0.01801 0.008545 0.0001362 55 640: 5%|▌ | 8/160 [00:15<04:23, 1.73s/it] 178/299 4.14G 0.01787 0.008516 0.0001343 68 640: 5%|▌ | 8/160 [00:16<04:23, 1.73s/it] 178/299 4.14G 0.01787 0.008516 0.0001343 68 640: 6%|▌ | 9/160 [00:16<03:09, 1.26s/it] 178/299 4.14G 0.01771 0.00864 0.0001302 66 640: 6%|▌ | 9/160 [00:16<03:09, 1.26s/it] 178/299 4.14G 0.01771 0.00864 0.0001302 66 640: 6%|▋ | 10/160 [00:16<02:20, 1.07it/s] 178/299 4.14G 0.01764 0.008871 0.0001376 77 640: 6%|▋ | 10/160 [00:20<02:20, 1.07it/s] 178/299 4.14G 0.01764 0.008871 0.0001376 77 640: 7%|▋ | 11/160 [00:20<04:34, 1.84s/it] 178/299 4.14G 0.0176 0.00873 0.000137 58 640: 7%|▋ | 11/160 [00:20<04:34, 1.84s/it] 178/299 4.14G 0.0176 0.00873 0.000137 58 640: 8%|▊ | 12/160 [00:20<03:19, 1.35s/it] 178/299 4.14G 0.01783 0.009001 0.0001336 78 640: 8%|▊ | 12/160 [00:28<03:19, 1.35s/it] 178/299 4.14G 0.01783 0.009001 0.0001336 78 640: 8%|▊ | 13/160 [00:28<08:02, 3.28s/it] 178/299 4.14G 0.01773 0.009095 0.0001306 66 640: 8%|▊ | 13/160 [00:28<08:02, 3.28s/it] 178/299 4.14G 0.01773 0.009095 0.0001306 66 640: 9%|▉ | 14/160 [00:28<05:44, 2.36s/it] 178/299 4.14G 0.01764 0.009045 0.0001279 61 640: 9%|▉ | 14/160 [00:28<05:44, 2.36s/it] 178/299 4.14G 0.01764 0.009045 0.0001279 61 640: 9%|▉ | 15/160 [00:28<04:09, 1.72s/it] 178/299 4.14G 0.01759 0.009099 0.000126 70 640: 9%|▉ | 15/160 [00:28<04:09, 1.72s/it] 178/299 4.14G 0.01759 0.009099 0.000126 70 640: 10%|█ | 16/160 [00:28<03:02, 1.27s/it] 178/299 4.14G 0.01757 0.009011 0.0001268 48 640: 10%|█ | 16/160 [00:29<03:02, 1.27s/it] 178/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 823 0.701 0.637 0.647 0.387
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 179/299 4.14G 0.01603 0.008161 8.573e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 179/299 4.14G 0.01603 0.008161 8.573e-05 59 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 179/299 4.14G 0.01734 0.009008 8.082e-05 66 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 179/299 4.14G 0.01734 0.009008 8.082e-05 66 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 179/299 4.14G 0.01771 0.009087 0.0003686 54 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 179/299 4.14G 0.01771 0.009087 0.0003686 54 640: 2%|▏ | 3/160 [00:00<00:52, 3.01it/s] 179/299 4.14G 0.01731 0.008918 0.0003299 59 640: 2%|▏ | 3/160 [00:01<00:52, 3.01it/s] 179/299 4.14G 0.01731 0.008918 0.0003299 59 640: 2%|▎ | 4/160 [00:01<00:46, 3.38it/s] 179/299 4.14G 0.01718 0.00916 0.0003448 72 640: 2%|▎ | 4/160 [00:14<00:46, 3.38it/s] 179/299 4.14G 0.01718 0.00916 0.0003448 72 640: 3%|▎ | 5/160 [00:14<12:47, 4.95s/it] 179/299 4.14G 0.0172 0.00903 0.0003091 55 640: 3%|▎ | 5/160 [00:14<12:47, 4.95s/it] 179/299 4.14G 0.0172 0.00903 0.0003091 55 640: 4%|▍ | 6/160 [00:14<08:34, 3.34s/it] 179/299 4.14G 0.01705 0.009212 0.0002764 68 640: 4%|▍ | 6/160 [00:14<08:34, 3.34s/it] 179/299 4.14G 0.01705 0.009212 0.0002764 68 640: 4%|▍ | 7/160 [00:14<05:56, 2.33s/it] 179/299 4.14G 0.01716 0.008975 0.0002591 62 640: 4%|▍ | 7/160 [00:15<05:56, 2.33s/it] 179/299 4.14G 0.01716 0.008975 0.0002591 62 640: 5%|▌ | 8/160 [00:15<04:11, 1.66s/it] 179/299 4.14G 0.01727 0.00884 0.0003026 54 640: 5%|▌ | 8/160 [00:15<04:11, 1.66s/it] 179/299 4.14G 0.01727 0.00884 0.0003026 54 640: 6%|▌ | 9/160 [00:15<03:02, 1.21s/it] 179/299 4.14G 0.01739 0.008948 0.0002812 71 640: 6%|▌ | 9/160 [00:15<03:02, 1.21s/it] 179/299 4.14G 0.01739 0.008948 0.0002812 71 640: 6%|▋ | 10/160 [00:15<02:15, 1.11it/s] 179/299 4.14G 0.01743 0.009023 0.0002645 62 640: 6%|▋ | 10/160 [00:20<02:15, 1.11it/s] 179/299 4.14G 0.01743 0.009023 0.0002645 62 640: 7%|▋ | 11/160 [00:20<05:00, 2.01s/it] 179/299 4.14G 0.01754 0.009126 0.0002488 66 640: 7%|▋ | 11/160 [00:20<05:00, 2.01s/it] 179/299 4.14G 0.01754 0.009126 0.0002488 66 640: 8%|▊ | 12/160 [00:20<03:37, 1.47s/it] 179/299 4.14G 0.01762 0.009095 0.0003549 41 640: 8%|▊ | 12/160 [00:28<03:37, 1.47s/it] 179/299 4.14G 0.01762 0.009095 0.0003549 41 640: 8%|▊ | 13/160 [00:28<08:26, 3.44s/it] 179/299 4.14G 0.01767 0.009023 0.0003353 49 640: 8%|▊ | 13/160 [00:28<08:26, 3.44s/it] 179/299 4.14G 0.01767 0.009023 0.0003353 49 640: 9%|▉ | 14/160 [00:28<06:00, 2.47s/it] 179/299 4.14G 0.01772 0.009032 0.0003194 58 640: 9%|▉ | 14/160 [00:28<06:00, 2.47s/it] 179/299 4.14G 0.01772 0.009032 0.0003194 58 640: 9%|▉ | 15/160 [00:28<04:21, 1.80s/it] 179/299 4.14G 0.01767 0.008865 0.0003042 44 640: 9%|▉ | 15/160 [00:28<04:21, 1.80s/it] 179/299 4.14G 0.01767 0.008865 0.0003042 44 640: 10%|█ | 16/160 [00:28<03:11, 1.33s/it] 179/299 4.14G 0.01774 0.009019 0.0002926 89 640: 10%|█ | 16/160 [00:29<03:11, 1.33s/it] 179/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 822 0.667 0.678 0.654 0.385
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 180/299 4.14G 0.01974 0.01139 9.523e-05 78 640: 0%| | 0/160 [00:00<?, ?it/s] 180/299 4.14G 0.01974 0.01139 9.523e-05 78 640: 1%| | 1/160 [00:00<00:45, 3.47it/s] 180/299 4.14G 0.01808 0.01015 9.888e-05 53 640: 1%| | 1/160 [00:00<00:45, 3.47it/s] 180/299 4.14G 0.01808 0.01015 9.888e-05 53 640: 1%|▏ | 2/160 [00:00<00:46, 3.37it/s] 180/299 4.14G 0.0178 0.009595 9.461e-05 56 640: 1%|▏ | 2/160 [00:07<00:46, 3.37it/s] 180/299 4.14G 0.0178 0.009595 9.461e-05 56 640: 2%|▏ | 3/160 [00:07<08:48, 3.37s/it] 180/299 4.14G 0.01745 0.009793 9.829e-05 85 640: 2%|▏ | 3/160 [00:07<08:48, 3.37s/it] 180/299 4.14G 0.01745 0.009793 9.829e-05 85 640: 2%|▎ | 4/160 [00:07<05:33, 2.14s/it] 180/299 4.14G 0.01757 0.009384 9.523e-05 49 640: 2%|▎ | 4/160 [00:16<05:33, 2.14s/it] 180/299 4.14G 0.01757 0.009384 9.523e-05 49 640: 3%|▎ | 5/160 [00:16<11:52, 4.60s/it] 180/299 4.14G 0.01773 0.00885 9.394e-05 44 640: 3%|▎ | 5/160 [00:17<11:52, 4.60s/it] 180/299 4.14G 0.01773 0.00885 9.394e-05 44 640: 4%|▍ | 6/160 [00:17<07:58, 3.11s/it] 180/299 4.14G 0.01755 0.008971 0.0001251 76 640: 4%|▍ | 6/160 [00:17<07:58, 3.11s/it] 180/299 4.14G 0.01755 0.008971 0.0001251 76 640: 4%|▍ | 7/160 [00:17<05:32, 2.18s/it] 180/299 4.14G 0.01749 0.00875 0.0003855 55 640: 4%|▍ | 7/160 [00:17<05:32, 2.18s/it] 180/299 4.14G 0.01749 0.00875 0.0003855 55 640: 5%|▌ | 8/160 [00:17<03:55, 1.55s/it] 180/299 4.14G 0.01718 0.00867 0.0003561 58 640: 5%|▌ | 8/160 [00:17<03:55, 1.55s/it] 180/299 4.14G 0.01718 0.00867 0.0003561 58 640: 6%|▌ | 9/160 [00:17<02:51, 1.13s/it] 180/299 4.14G 0.01692 0.008297 0.0003287 40 640: 6%|▌ | 9/160 [00:17<02:51, 1.13s/it] 180/299 4.14G 0.01692 0.008297 0.0003287 40 640: 6%|▋ | 10/160 [00:17<02:07, 1.18it/s] 180/299 4.14G 0.01732 0.008495 0.0003071 76 640: 6%|▋ | 10/160 [00:25<02:07, 1.18it/s] 180/299 4.14G 0.01732 0.008495 0.0003071 76 640: 7%|▋ | 11/160 [00:25<07:22, 2.97s/it] 180/299 4.14G 0.01736 0.008938 0.0002889 89 640: 7%|▋ | 11/160 [00:25<07:22, 2.97s/it] 180/299 4.14G 0.01736 0.008938 0.0002889 89 640: 8%|▊ | 12/160 [00:25<05:15, 2.13s/it] 180/299 4.14G 0.0173 0.008898 0.0002732 60 640: 8%|▊ | 12/160 [00:31<05:15, 2.13s/it] 180/299 4.14G 0.0173 0.008898 0.0002732 60 640: 8%|▊ | 13/160 [00:31<07:46, 3.17s/it] 180/299 4.14G 0.01753 0.008945 0.000274 71 640: 8%|▊ | 13/160 [00:31<07:46, 3.17s/it] 180/299 4.14G 0.01753 0.008945 0.000274 71 640: 9%|▉ | 14/160 [00:31<05:32, 2.28s/it] 180/299 4.14G 0.01756 0.009001 0.0002612 66 640: 9%|▉ | 14/160 [00:31<05:32, 2.28s/it] 180/299 4.14G 0.01756 0.009001 0.0002612 66 640: 9%|▉ | 15/160 [00:31<04:01, 1.67s/it] 180/299 4.14G 0.0176 0.009036 0.0002505 80 640: 9%|▉ | 15/160 [00:32<04:01, 1.67s/it] 180/299 4.14G 0.0176 0.009036 0.0002505 80 640: 10%|█ | 16/160 [00:32<02:57, 1.23s/it] 180/299 4.14G 0.01774 0.00911 0.0002416 70 640: 10%|█ | 16/160 [00:32<02:57, 1.23s/it] 180/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.30it/s]
all 340 822 0.67 0.658 0.653 0.385
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 181/299 4.14G 0.01864 0.01069 0.0001118 88 640: 0%| | 0/160 [00:00<?, ?it/s] 181/299 4.14G 0.01864 0.01069 0.0001118 88 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 181/299 4.14G 0.01897 0.008848 0.0001117 46 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 181/299 4.14G 0.01897 0.008848 0.0001117 46 640: 1%|▏ | 2/160 [00:00<00:45, 3.45it/s] 181/299 4.14G 0.01885 0.008669 0.0001103 54 640: 1%|▏ | 2/160 [00:07<00:45, 3.45it/s] 181/299 4.14G 0.01885 0.008669 0.0001103 54 640: 2%|▏ | 3/160 [00:07<08:37, 3.29s/it] 181/299 4.14G 0.01914 0.00913 0.0001072 64 640: 2%|▏ | 3/160 [00:07<08:37, 3.29s/it] 181/299 4.14G 0.01914 0.00913 0.0001072 64 640: 2%|▎ | 4/160 [00:07<05:26, 2.09s/it] 181/299 4.14G 0.01943 0.009851 0.0001144 100 640: 2%|▎ | 4/160 [00:15<05:26, 2.09s/it] 181/299 4.14G 0.01943 0.009851 0.0001144 100 640: 3%|▎ | 5/160 [00:15<10:15, 3.97s/it] 181/299 4.14G 0.01904 0.009861 0.0001103 70 640: 3%|▎ | 5/160 [00:15<10:15, 3.97s/it] 181/299 4.14G 0.01904 0.009861 0.0001103 70 640: 4%|▍ | 6/160 [00:15<06:54, 2.69s/it] 181/299 4.14G 0.01877 0.009767 0.0001056 65 640: 4%|▍ | 6/160 [00:15<06:54, 2.69s/it] 181/299 4.14G 0.01877 0.009767 0.0001056 65 640: 4%|▍ | 7/160 [00:15<04:50, 1.90s/it] 181/299 4.14G 0.01865 0.00982 0.000101 61 640: 4%|▍ | 7/160 [00:15<04:50, 1.90s/it] 181/299 4.14G 0.01865 0.00982 0.000101 61 640: 5%|▌ | 8/160 [00:15<03:26, 1.36s/it] 181/299 4.14G 0.01837 0.00974 0.0001007 55 640: 5%|▌ | 8/160 [00:15<03:26, 1.36s/it] 181/299 4.14G 0.01837 0.00974 0.0001007 55 640: 6%|▌ | 9/160 [00:15<02:31, 1.00s/it] 181/299 4.14G 0.01824 0.009658 9.837e-05 61 640: 6%|▌ | 9/160 [00:16<02:31, 1.00s/it] 181/299 4.14G 0.01824 0.009658 9.837e-05 61 640: 6%|▋ | 10/160 [00:16<01:53, 1.32it/s] 181/299 4.14G 0.01802 0.009673 9.712e-05 72 640: 6%|▋ | 10/160 [00:26<01:53, 1.32it/s] 181/299 4.14G 0.01802 0.009673 9.712e-05 72 640: 7%|▋ | 11/160 [00:26<09:13, 3.71s/it] 181/299 4.14G 0.01785 0.009581 9.602e-05 69 640: 7%|▋ | 11/160 [00:26<09:13, 3.71s/it] 181/299 4.14G 0.01785 0.009581 9.602e-05 69 640: 8%|▊ | 12/160 [00:26<06:31, 2.65s/it] 181/299 4.14G 0.01759 0.00944 0.0002268 56 640: 8%|▊ | 12/160 [00:28<06:31, 2.65s/it] 181/299 4.14G 0.01759 0.00944 0.0002268 56 640: 8%|▊ | 13/160 [00:28<05:41, 2.32s/it] 181/299 4.14G 0.01758 0.00943 0.0002231 67 640: 8%|▊ | 13/160 [00:28<05:41, 2.32s/it] 181/299 4.14G 0.01758 0.00943 0.0002231 67 640: 9%|▉ | 14/160 [00:28<04:06, 1.69s/it] 181/299 4.14G 0.01755 0.009395 0.0002145 62 640: 9%|▉ | 14/160 [00:28<04:06, 1.69s/it] 181/299 4.14G 0.01755 0.009395 0.0002145 62 640: 9%|▉ | 15/160 [00:28<03:02, 1.26s/it] 181/299 4.14G 0.01746 0.009399 0.0002061 69 640: 9%|▉ | 15/160 [00:29<03:02, 1.26s/it] 181/299 4.14G 0.01746 0.009399 0.0002061 69 640: 10%|█ | 16/160 [00:29<02:15, 1.06it/s] 181/299 4.14G 0.01744 0.009274 0.0001994 54 640: 10%|█ | 16/160 [00:29<02:15, 1.06it/s] 181/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 822 0.701 0.63 0.643 0.382
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 182/299 4.14G 0.0179 0.008707 9.933e-05 65 640: 0%| | 0/160 [00:00<?, ?it/s] 182/299 4.14G 0.0179 0.008707 9.933e-05 65 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 182/299 4.14G 0.01807 0.008777 9.895e-05 56 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 182/299 4.14G 0.01807 0.008777 9.895e-05 56 640: 1%|▏ | 2/160 [00:00<00:49, 3.20it/s] 182/299 4.14G 0.01838 0.01068 9.923e-05 83 640: 1%|▏ | 2/160 [00:14<00:49, 3.20it/s] 182/299 4.14G 0.01838 0.01068 9.923e-05 83 640: 2%|▏ | 3/160 [00:14<16:34, 6.34s/it] 182/299 4.14G 0.01762 0.01018 9.768e-05 60 640: 2%|▏ | 3/160 [00:14<16:34, 6.34s/it] 182/299 4.14G 0.01762 0.01018 9.768e-05 60 640: 2%|▎ | 4/160 [00:14<10:11, 3.92s/it] 182/299 4.14G 0.01763 0.009832 9.517e-05 53 640: 2%|▎ | 4/160 [00:15<10:11, 3.92s/it] 182/299 4.14G 0.01763 0.009832 9.517e-05 53 640: 3%|▎ | 5/160 [00:15<08:00, 3.10s/it] 182/299 4.14G 0.01707 0.009634 9.404e-05 63 640: 3%|▎ | 5/160 [00:16<08:00, 3.10s/it] 182/299 4.14G 0.01707 0.009634 9.404e-05 63 640: 4%|▍ | 6/160 [00:16<05:26, 2.12s/it] 182/299 4.14G 0.01699 0.01003 9.579e-05 84 640: 4%|▍ | 6/160 [00:16<05:26, 2.12s/it] 182/299 4.14G 0.01699 0.01003 9.579e-05 84 640: 4%|▍ | 7/160 [00:16<03:51, 1.51s/it] 182/299 4.14G 0.01717 0.009864 9.488e-05 65 640: 4%|▍ | 7/160 [00:16<03:51, 1.51s/it] 182/299 4.14G 0.01717 0.009864 9.488e-05 65 640: 5%|▌ | 8/160 [00:16<02:47, 1.10s/it] 182/299 4.14G 0.01718 0.01012 9.707e-05 78 640: 5%|▌ | 8/160 [00:16<02:47, 1.10s/it] 182/299 4.14G 0.01718 0.01012 9.707e-05 78 640: 6%|▌ | 9/160 [00:16<02:04, 1.22it/s] 182/299 4.14G 0.01711 0.009945 9.771e-05 78 640: 6%|▌ | 9/160 [00:17<02:04, 1.22it/s] 182/299 4.14G 0.01711 0.009945 9.771e-05 78 640: 6%|▋ | 10/160 [00:17<01:35, 1.57it/s] 182/299 4.14G 0.01718 0.009931 9.878e-05 64 640: 6%|▋ | 10/160 [00:29<01:35, 1.57it/s] 182/299 4.14G 0.01718 0.009931 9.878e-05 64 640: 7%|▋ | 11/160 [00:29<10:21, 4.17s/it] 182/299 4.14G 0.01735 0.009973 9.732e-05 66 640: 7%|▋ | 11/160 [00:29<10:21, 4.17s/it] 182/299 4.14G 0.01735 0.009973 9.732e-05 66 640: 8%|▊ | 12/160 [00:29<07:19, 2.97s/it] 182/299 4.14G 0.01726 0.009833 9.588e-05 61 640: 8%|▊ | 12/160 [00:32<07:19, 2.97s/it] 182/299 4.14G 0.01726 0.009833 9.588e-05 61 640: 8%|▊ | 13/160 [00:32<06:55, 2.83s/it] 182/299 4.14G 0.01738 0.009868 9.834e-05 66 640: 8%|▊ | 13/160 [00:32<06:55, 2.83s/it] 182/299 4.14G 0.01738 0.009868 9.834e-05 66 640: 9%|▉ | 14/160 [00:32<04:57, 2.04s/it] 182/299 4.14G 0.01744 0.009944 9.916e-05 83 640: 9%|▉ | 14/160 [00:32<04:57, 2.04s/it] 182/299 4.14G 0.01744 0.009944 9.916e-05 83 640: 9%|▉ | 15/160 [00:32<03:37, 1.50s/it] 182/299 4.14G 0.01746 0.009888 9.963e-05 75 640: 9%|▉ | 15/160 [00:32<03:37, 1.50s/it] 182/299 4.14G 0.01746 0.009888 9.963e-05 75 640: 10%|█ | 16/160 [00:32<02:39, 1.11s/it] 182/299 4.14G 0.01739 0.009785 0.0001012 58 640: 10%|█ | 16/160 [00:32<02:39, 1.11s/it] 182/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 822 0.675 0.676 0.642 0.386
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 183/299 4.14G 0.01862 0.00977 0.0001343 62 640: 0%| | 0/160 [00:00<?, ?it/s] 183/299 4.14G 0.01862 0.00977 0.0001343 62 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 183/299 4.14G 0.01751 0.009216 0.0001024 66 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 183/299 4.14G 0.01751 0.009216 0.0001024 66 640: 1%|▏ | 2/160 [00:00<00:53, 2.96it/s] 183/299 4.14G 0.01765 0.00903 9.212e-05 58 640: 1%|▏ | 2/160 [00:13<00:53, 2.96it/s] 183/299 4.14G 0.01765 0.00903 9.212e-05 58 640: 2%|▏ | 3/160 [00:13<16:00, 6.12s/it] 183/299 4.14G 0.01743 0.009047 8.684e-05 71 640: 2%|▏ | 3/160 [00:13<16:00, 6.12s/it] 183/299 4.14G 0.01743 0.009047 8.684e-05 71 640: 2%|▎ | 4/160 [00:13<09:50, 3.79s/it] 183/299 4.14G 0.01768 0.00937 8.438e-05 75 640: 2%|▎ | 4/160 [00:15<09:50, 3.79s/it] 183/299 4.14G 0.01768 0.00937 8.438e-05 75 640: 3%|▎ | 5/160 [00:15<07:24, 2.87s/it] 183/299 4.14G 0.01778 0.009544 8.39e-05 74 640: 3%|▎ | 5/160 [00:15<07:24, 2.87s/it] 183/299 4.14G 0.01778 0.009544 8.39e-05 74 640: 4%|▍ | 6/160 [00:15<05:02, 1.97s/it] 183/299 4.14G 0.01737 0.009215 9.404e-05 65 640: 4%|▍ | 6/160 [00:15<05:02, 1.97s/it] 183/299 4.14G 0.01737 0.009215 9.404e-05 65 640: 4%|▍ | 7/160 [00:15<03:35, 1.41s/it] 183/299 4.14G 0.01723 0.009078 0.0001071 49 640: 4%|▍ | 7/160 [00:15<03:35, 1.41s/it] 183/299 4.14G 0.01723 0.009078 0.0001071 49 640: 5%|▌ | 8/160 [00:15<02:36, 1.03s/it] 183/299 4.14G 0.01745 0.009209 0.0001036 81 640: 5%|▌ | 8/160 [00:16<02:36, 1.03s/it] 183/299 4.14G 0.01745 0.009209 0.0001036 81 640: 6%|▌ | 9/160 [00:16<01:56, 1.29it/s] 183/299 4.14G 0.0174 0.008986 0.0001014 51 640: 6%|▌ | 9/160 [00:16<01:56, 1.29it/s] 183/299 4.14G 0.0174 0.008986 0.0001014 51 640: 6%|▋ | 10/160 [00:16<01:30, 1.66it/s] 183/299 4.14G 0.01752 0.009186 9.879e-05 71 640: 6%|▋ | 10/160 [00:27<01:30, 1.66it/s] 183/299 4.14G 0.01752 0.009186 9.879e-05 71 640: 7%|▋ | 11/160 [00:27<09:52, 3.97s/it] 183/299 4.14G 0.01767 0.009125 9.734e-05 57 640: 7%|▋ | 11/160 [00:28<09:52, 3.97s/it] 183/299 4.14G 0.01767 0.009125 9.734e-05 57 640: 8%|▊ | 12/160 [00:28<06:58, 2.83s/it] 183/299 4.14G 0.01765 0.008976 9.709e-05 49 640: 8%|▊ | 12/160 [00:30<06:58, 2.83s/it] 183/299 4.14G 0.01765 0.008976 9.709e-05 49 640: 8%|▊ | 13/160 [00:30<06:23, 2.61s/it] 183/299 4.14G 0.01769 0.00904 9.775e-05 68 640: 8%|▊ | 13/160 [00:30<06:23, 2.61s/it] 183/299 4.14G 0.01769 0.00904 9.775e-05 68 640: 9%|▉ | 14/160 [00:30<04:35, 1.88s/it] 183/299 4.14G 0.01762 0.008957 9.662e-05 63 640: 9%|▉ | 14/160 [00:30<04:35, 1.88s/it] 183/299 4.14G 0.01762 0.008957 9.662e-05 63 640: 9%|▉ | 15/160 [00:30<03:22, 1.39s/it] 183/299 4.14G 0.01775 0.008781 0.0001024 32 640: 9%|▉ | 15/160 [00:30<03:22, 1.39s/it] 183/299 4.14G 0.01775 0.008781 0.0001024 32 640: 10%|█ | 16/160 [00:30<02:29, 1.04s/it] 183/299 4.14G 0.01764 0.008765 0.0001248 69 640: 10%|█ | 16/160 [00:31<02:29, 1.04s/it] 183/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 822 0.69 0.677 0.643 0.384
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 184/299 4.14G 0.01705 0.008405 8.788e-05 56 640: 0%| | 0/160 [00:00<?, ?it/s] 184/299 4.14G 0.01705 0.008405 8.788e-05 56 640: 1%| | 1/160 [00:00<00:42, 3.78it/s] 184/299 4.14G 0.0168 0.00866 0.0002484 59 640: 1%| | 1/160 [00:00<00:42, 3.78it/s] 184/299 4.14G 0.0168 0.00866 0.0002484 59 640: 1%|▏ | 2/160 [00:00<00:44, 3.55it/s] 184/299 4.14G 0.01697 0.008745 0.0002053 55 640: 1%|▏ | 2/160 [00:12<00:44, 3.55it/s] 184/299 4.14G 0.01697 0.008745 0.0002053 55 640: 2%|▏ | 3/160 [00:12<14:32, 5.56s/it] 184/299 4.14G 0.01717 0.008945 0.0001794 84 640: 2%|▏ | 3/160 [00:12<14:32, 5.56s/it] 184/299 4.14G 0.01717 0.008945 0.0001794 84 640: 2%|▎ | 4/160 [00:12<08:58, 3.45s/it] 184/299 4.14G 0.0176 0.008909 0.0001693 58 640: 2%|▎ | 4/160 [00:16<08:58, 3.45s/it] 184/299 4.14G 0.0176 0.008909 0.0001693 58 640: 3%|▎ | 5/160 [00:16<08:57, 3.47s/it] 184/299 4.14G 0.01784 0.009134 0.0001555 60 640: 3%|▎ | 5/160 [00:16<08:57, 3.47s/it] 184/299 4.14G 0.01784 0.009134 0.0001555 60 640: 4%|▍ | 6/160 [00:16<06:03, 2.36s/it] 184/299 4.14G 0.01748 0.009058 0.0001462 68 640: 4%|▍ | 6/160 [00:16<06:03, 2.36s/it] 184/299 4.14G 0.01748 0.009058 0.0001462 68 640: 4%|▍ | 7/160 [00:16<04:18, 1.69s/it] 184/299 4.14G 0.01738 0.008876 0.0001375 45 640: 4%|▍ | 7/160 [00:16<04:18, 1.69s/it] 184/299 4.14G 0.01738 0.008876 0.0001375 45 640: 5%|▌ | 8/160 [00:16<03:05, 1.22s/it] 184/299 4.14G 0.01745 0.008801 0.0001344 56 640: 5%|▌ | 8/160 [00:17<03:05, 1.22s/it] 184/299 4.14G 0.01745 0.008801 0.0001344 56 640: 6%|▌ | 9/160 [00:17<02:16, 1.10it/s] 184/299 4.14G 0.01758 0.008769 0.0001302 69 640: 6%|▌ | 9/160 [00:17<02:16, 1.10it/s] 184/299 4.14G 0.01758 0.008769 0.0001302 69 640: 6%|▋ | 10/160 [00:17<01:43, 1.44it/s] 184/299 4.14G 0.01771 0.008978 0.0001261 72 640: 6%|▋ | 10/160 [00:25<01:43, 1.44it/s] 184/299 4.14G 0.01771 0.008978 0.0001261 72 640: 7%|▋ | 11/160 [00:25<07:44, 3.12s/it] 184/299 4.14G 0.01755 0.009097 0.0001224 75 640: 7%|▋ | 11/160 [00:26<07:44, 3.12s/it] 184/299 4.14G 0.01755 0.009097 0.0001224 75 640: 8%|▊ | 12/160 [00:26<05:30, 2.23s/it] 184/299 4.14G 0.0175 0.009229 0.0001204 78 640: 8%|▊ | 12/160 [00:30<05:30, 2.23s/it] 184/299 4.14G 0.0175 0.009229 0.0001204 78 640: 8%|▊ | 13/160 [00:30<07:12, 2.94s/it] 184/299 4.14G 0.01739 0.009138 0.0001177 58 640: 8%|▊ | 13/160 [00:30<07:12, 2.94s/it] 184/299 4.14G 0.01739 0.009138 0.0001177 58 640: 9%|▉ | 14/160 [00:30<05:09, 2.12s/it] 184/299 4.14G 0.01734 0.00912 0.0001154 54 640: 9%|▉ | 14/160 [00:31<05:09, 2.12s/it] 184/299 4.14G 0.01734 0.00912 0.0001154 54 640: 9%|▉ | 15/160 [00:31<03:45, 1.55s/it] 184/299 4.14G 0.01731 0.008999 0.0001149 53 640: 9%|▉ | 15/160 [00:31<03:45, 1.55s/it] 184/299 4.14G 0.01731 0.008999 0.0001149 53 640: 10%|█ | 16/160 [00:31<02:45, 1.15s/it] 184/299 4.14G 0.0172 0.008871 0.0001135 47 640: 10%|█ | 16/160 [00:31<02:45, 1.15s/it] 184/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 822 0.663 0.688 0.648 0.387
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 185/299 4.14G 0.01585 0.0089 0.0001029 81 640: 0%| | 0/160 [00:00<?, ?it/s] 185/299 4.14G 0.01585 0.0089 0.0001029 81 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 185/299 4.14G 0.01806 0.009864 9.515e-05 72 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 185/299 4.14G 0.01806 0.009864 9.515e-05 72 640: 1%|▏ | 2/160 [00:00<00:50, 3.14it/s] 185/299 4.14G 0.01869 0.009571 9.288e-05 70 640: 1%|▏ | 2/160 [00:10<00:50, 3.14it/s] 185/299 4.14G 0.01869 0.009571 9.288e-05 70 640: 2%|▏ | 3/160 [00:10<12:20, 4.71s/it] 185/299 4.14G 0.01808 0.009389 8.979e-05 59 640: 2%|▏ | 3/160 [00:10<12:20, 4.71s/it] 185/299 4.14G 0.01808 0.009389 8.979e-05 59 640: 2%|▎ | 4/160 [00:10<07:38, 2.94s/it] 185/299 4.14G 0.01772 0.009646 9.122e-05 76 640: 2%|▎ | 4/160 [00:16<07:38, 2.94s/it] 185/299 4.14G 0.01772 0.009646 9.122e-05 76 640: 3%|▎ | 5/160 [00:16<09:58, 3.86s/it] 185/299 4.14G 0.01759 0.009601 9.049e-05 67 640: 3%|▎ | 5/160 [00:16<09:58, 3.86s/it] 185/299 4.14G 0.01759 0.009601 9.049e-05 67 640: 4%|▍ | 6/160 [00:16<06:43, 2.62s/it] 185/299 4.14G 0.01743 0.009655 9.147e-05 70 640: 4%|▍ | 6/160 [00:16<06:43, 2.62s/it] 185/299 4.14G 0.01743 0.009655 9.147e-05 70 640: 4%|▍ | 7/160 [00:16<04:42, 1.85s/it] 185/299 4.14G 0.01728 0.009606 9.458e-05 60 640: 4%|▍ | 7/160 [00:16<04:42, 1.85s/it] 185/299 4.14G 0.01728 0.009606 9.458e-05 60 640: 5%|▌ | 8/160 [00:16<03:21, 1.33s/it] 185/299 4.14G 0.01729 0.009555 9.301e-05 70 640: 5%|▌ | 8/160 [00:17<03:21, 1.33s/it] 185/299 4.14G 0.01729 0.009555 9.301e-05 70 640: 6%|▌ | 9/160 [00:17<02:28, 1.02it/s] 185/299 4.14G 0.01731 0.009431 9.262e-05 76 640: 6%|▌ | 9/160 [00:17<02:28, 1.02it/s] 185/299 4.14G 0.01731 0.009431 9.262e-05 76 640: 6%|▋ | 10/160 [00:17<01:51, 1.34it/s] 185/299 4.14G 0.01712 0.009358 9.205e-05 76 640: 6%|▋ | 10/160 [00:27<01:51, 1.34it/s] 185/299 4.14G 0.01712 0.009358 9.205e-05 76 640: 7%|▋ | 11/160 [00:27<08:42, 3.51s/it] 185/299 4.14G 0.01697 0.009079 9.305e-05 36 640: 7%|▋ | 11/160 [00:27<08:42, 3.51s/it] 185/299 4.14G 0.01697 0.009079 9.305e-05 36 640: 8%|▊ | 12/160 [00:27<06:11, 2.51s/it] 185/299 4.14G 0.01698 0.009104 9.111e-05 63 640: 8%|▊ | 12/160 [00:31<06:11, 2.51s/it] 185/299 4.14G 0.01698 0.009104 9.111e-05 63 640: 8%|▊ | 13/160 [00:31<07:34, 3.09s/it] 185/299 4.14G 0.01697 0.009218 8.992e-05 73 640: 8%|▊ | 13/160 [00:32<07:34, 3.09s/it] 185/299 4.14G 0.01697 0.009218 8.992e-05 73 640: 9%|▉ | 14/160 [00:32<05:24, 2.22s/it] 185/299 4.14G 0.0171 0.009297 8.976e-05 77 640: 9%|▉ | 14/160 [00:32<05:24, 2.22s/it] 185/299 4.14G 0.0171 0.009297 8.976e-05 77 640: 9%|▉ | 15/160 [00:32<03:55, 1.63s/it] 185/299 4.14G 0.01704 0.009287 8.872e-05 61 640: 9%|▉ | 15/160 [00:32<03:55, 1.63s/it] 185/299 4.14G 0.01704 0.009287 8.872e-05 61 640: 10%|█ | 16/160 [00:32<02:52, 1.20s/it] 185/299 4.14G 0.01694 0.009238 8.758e-05 62 640: 10%|█ | 16/160 [00:32<02:52, 1.20s/it] 185/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 822 0.667 0.659 0.65 0.393
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 186/299 4.14G 0.01424 0.006689 8.597e-05 47 640: 0%| | 0/160 [00:00<?, ?it/s] 186/299 4.14G 0.01424 0.006689 8.597e-05 47 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 186/299 4.14G 0.01655 0.006838 8.142e-05 36 640: 1%| | 1/160 [00:00<00:53, 2.97it/s] 186/299 4.14G 0.01655 0.006838 8.142e-05 36 640: 1%|▏ | 2/160 [00:00<00:50, 3.14it/s] 186/299 4.14G 0.01558 0.007737 8.328e-05 69 640: 1%|▏ | 2/160 [00:01<00:50, 3.14it/s] 186/299 4.14G 0.01558 0.007737 8.328e-05 69 640: 2%|▏ | 3/160 [00:01<01:54, 1.37it/s] 186/299 4.14G 0.01558 0.008373 8.252e-05 74 640: 2%|▏ | 3/160 [00:02<01:54, 1.37it/s] 186/299 4.14G 0.01558 0.008373 8.252e-05 74 640: 2%|▎ | 4/160 [00:02<01:27, 1.79it/s] 186/299 4.14G 0.01603 0.008576 8.396e-05 63 640: 2%|▎ | 4/160 [00:15<01:27, 1.79it/s] 186/299 4.14G 0.01603 0.008576 8.396e-05 63 640: 3%|▎ | 5/160 [00:15<13:45, 5.33s/it] 186/299 4.14G 0.01607 0.008416 8.417e-05 55 640: 3%|▎ | 5/160 [00:16<13:45, 5.33s/it] 186/299 4.14G 0.01607 0.008416 8.417e-05 55 640: 4%|▍ | 6/160 [00:16<09:12, 3.59s/it] 186/299 4.14G 0.01657 0.008214 8.353e-05 59 640: 4%|▍ | 6/160 [00:16<09:12, 3.59s/it] 186/299 4.14G 0.01657 0.008214 8.353e-05 59 640: 4%|▍ | 7/160 [00:16<06:22, 2.50s/it] 186/299 4.14G 0.0164 0.008176 8.44e-05 63 640: 4%|▍ | 7/160 [00:16<06:22, 2.50s/it] 186/299 4.14G 0.0164 0.008176 8.44e-05 63 640: 5%|▌ | 8/160 [00:16<04:29, 1.77s/it] 186/299 4.14G 0.01622 0.007971 8.468e-05 40 640: 5%|▌ | 8/160 [00:16<04:29, 1.77s/it] 186/299 4.14G 0.01622 0.007971 8.468e-05 40 640: 6%|▌ | 9/160 [00:16<03:14, 1.29s/it] 186/299 4.14G 0.01617 0.008004 8.604e-05 58 640: 6%|▌ | 9/160 [00:17<03:14, 1.29s/it] 186/299 4.14G 0.01617 0.008004 8.604e-05 58 640: 6%|▋ | 10/160 [00:17<02:23, 1.05it/s] 186/299 4.14G 0.01607 0.007964 8.662e-05 51 640: 6%|▋ | 10/160 [00:19<02:23, 1.05it/s] 186/299 4.14G 0.01607 0.007964 8.662e-05 51 640: 7%|▋ | 11/160 [00:19<03:14, 1.30s/it] 186/299 4.14G 0.01616 0.00817 8.731e-05 79 640: 7%|▋ | 11/160 [00:19<03:14, 1.30s/it] 186/299 4.14G 0.01616 0.00817 8.731e-05 79 640: 8%|▊ | 12/160 [00:19<02:24, 1.03it/s] 186/299 4.14G 0.01623 0.008233 8.653e-05 55 640: 8%|▊ | 12/160 [00:31<02:24, 1.03it/s] 186/299 4.14G 0.01623 0.008233 8.653e-05 55 640: 8%|▊ | 13/160 [00:31<10:56, 4.47s/it] 186/299 4.14G 0.01634 0.008343 8.672e-05 60 640: 8%|▊ | 13/160 [00:32<10:56, 4.47s/it] 186/299 4.14G 0.01634 0.008343 8.672e-05 60 640: 9%|▉ | 14/160 [00:32<07:44, 3.18s/it] 186/299 4.14G 0.01654 0.008565 8.612e-05 82 640: 9%|▉ | 14/160 [00:32<07:44, 3.18s/it] 186/299 4.14G 0.01654 0.008565 8.612e-05 82 640: 9%|▉ | 15/160 [00:32<05:33, 2.30s/it] 186/299 4.14G 0.01646 0.008456 8.669e-05 39 640: 9%|▉ | 15/160 [00:32<05:33, 2.30s/it] 186/299 4.14G 0.01646 0.008456 8.669e-05 39 640: 10%|█ | 16/160 [00:32<04:00, 1.67s/it] 186/299 4.14G 0.01646 0.008638 8.695e-05 82 640: 10%|█ | 16/160 [00:32<04:00, 1.67s/it] 186/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s]
all 340 823 0.699 0.634 0.646 0.392
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 187/299 4.14G 0.01776 0.007781 0.0001922 55 640: 0%| | 0/160 [00:00<?, ?it/s] 187/299 4.14G 0.01776 0.007781 0.0001922 55 640: 1%| | 1/160 [00:00<00:39, 4.06it/s] 187/299 4.14G 0.01814 0.008409 0.0001362 67 640: 1%| | 1/160 [00:00<00:39, 4.06it/s] 187/299 4.14G 0.01814 0.008409 0.0001362 67 640: 1%|▏ | 2/160 [00:00<00:38, 4.13it/s] 187/299 4.14G 0.0173 0.008611 0.0001165 67 640: 1%|▏ | 2/160 [00:00<00:38, 4.13it/s] 187/299 4.14G 0.0173 0.008611 0.0001165 67 640: 2%|▏ | 3/160 [00:00<00:41, 3.79it/s] 187/299 4.14G 0.01744 0.009645 0.0001146 75 640: 2%|▏ | 3/160 [00:01<00:41, 3.79it/s] 187/299 4.14G 0.01744 0.009645 0.0001146 75 640: 2%|▎ | 4/160 [00:01<00:44, 3.52it/s] 187/299 4.14G 0.01685 0.009516 0.0001066 59 640: 2%|▎ | 4/160 [00:15<00:44, 3.52it/s] 187/299 4.14G 0.01685 0.009516 0.0001066 59 640: 3%|▎ | 5/160 [00:15<13:58, 5.41s/it] 187/299 4.14G 0.01701 0.009046 0.0001249 54 640: 3%|▎ | 5/160 [00:15<13:58, 5.41s/it] 187/299 4.14G 0.01701 0.009046 0.0001249 54 640: 4%|▍ | 6/160 [00:15<09:21, 3.64s/it] 187/299 4.14G 0.01725 0.009201 0.0001182 59 640: 4%|▍ | 6/160 [00:16<09:21, 3.64s/it] 187/299 4.14G 0.01725 0.009201 0.0001182 59 640: 4%|▍ | 7/160 [00:16<06:28, 2.54s/it] 187/299 4.14G 0.01749 0.009295 0.0001164 84 640: 4%|▍ | 7/160 [00:16<06:28, 2.54s/it] 187/299 4.14G 0.01749 0.009295 0.0001164 84 640: 5%|▌ | 8/160 [00:16<04:33, 1.80s/it] 187/299 4.14G 0.01729 0.009191 0.0001127 72 640: 5%|▌ | 8/160 [00:16<04:33, 1.80s/it] 187/299 4.14G 0.01729 0.009191 0.0001127 72 640: 6%|▌ | 9/160 [00:16<03:16, 1.30s/it] 187/299 4.14G 0.01713 0.009345 0.0001096 91 640: 6%|▌ | 9/160 [00:16<03:16, 1.30s/it] 187/299 4.14G 0.01713 0.009345 0.0001096 91 640: 6%|▋ | 10/160 [00:16<02:25, 1.03it/s] 187/299 4.14G 0.01736 0.009061 0.0001088 49 640: 6%|▋ | 10/160 [00:17<02:25, 1.03it/s] 187/299 4.14G 0.01736 0.009061 0.0001088 49 640: 7%|▋ | 11/160 [00:17<02:09, 1.15it/s] 187/299 4.14G 0.01742 0.009073 0.0001056 55 640: 7%|▋ | 11/160 [00:17<02:09, 1.15it/s] 187/299 4.14G 0.01742 0.009073 0.0001056 55 640: 8%|▊ | 12/160 [00:17<01:38, 1.50it/s] 187/299 4.14G 0.01751 0.009015 0.0001028 64 640: 8%|▊ | 12/160 [00:30<01:38, 1.50it/s] 187/299 4.14G 0.01751 0.009015 0.0001028 64 640: 8%|▊ | 13/160 [00:30<11:06, 4.53s/it] 187/299 4.14G 0.01714 0.008736 0.0001008 41 640: 8%|▊ | 13/160 [00:31<11:06, 4.53s/it] 187/299 4.14G 0.01714 0.008736 0.0001008 41 640: 9%|▉ | 14/160 [00:31<07:51, 3.23s/it] 187/299 4.14G 0.01702 0.008729 9.99e-05 70 640: 9%|▉ | 14/160 [00:31<07:51, 3.23s/it] 187/299 4.14G 0.01702 0.008729 9.99e-05 70 640: 9%|▉ | 15/160 [00:31<05:37, 2.33s/it] 187/299 4.14G 0.01695 0.008739 9.8e-05 68 640: 9%|▉ | 15/160 [00:31<05:37, 2.33s/it] 187/299 4.14G 0.01695 0.008739 9.8e-05 68 640: 10%|█ | 16/160 [00:31<04:03, 1.69s/it] 187/299 4.14G 0.01686 0.008658 9.777e-05 46 640: 10%|█ | 16/160 [00:31<04:03, 1.69s/it] 187/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 823 0.702 0.652 0.646 0.388
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 188/299 4.14G 0.01698 0.01115 8.942e-05 101 640: 0%| | 0/160 [00:00<?, ?it/s] 188/299 4.14G 0.01698 0.01115 8.942e-05 101 640: 1%| | 1/160 [00:00<00:42, 3.72it/s] 188/299 4.14G 0.01607 0.009615 8.431e-05 62 640: 1%| | 1/160 [00:00<00:42, 3.72it/s] 188/299 4.14G 0.01607 0.009615 8.431e-05 62 640: 1%|▏ | 2/160 [00:00<00:43, 3.67it/s] 188/299 4.14G 0.0172 0.009439 8.615e-05 57 640: 1%|▏ | 2/160 [00:01<00:43, 3.67it/s] 188/299 4.14G 0.0172 0.009439 8.615e-05 57 640: 2%|▏ | 3/160 [00:01<01:20, 1.96it/s] 188/299 4.14G 0.01693 0.009378 9.333e-05 70 640: 2%|▏ | 3/160 [00:01<01:20, 1.96it/s] 188/299 4.14G 0.01693 0.009378 9.333e-05 70 640: 2%|▎ | 4/160 [00:01<01:05, 2.38it/s] 188/299 4.14G 0.01753 0.00974 9.192e-05 78 640: 2%|▎ | 4/160 [00:14<01:05, 2.38it/s] 188/299 4.14G 0.01753 0.00974 9.192e-05 78 640: 3%|▎ | 5/160 [00:14<12:42, 4.92s/it] 188/299 4.14G 0.01734 0.009667 9.012e-05 75 640: 3%|▎ | 5/160 [00:14<12:42, 4.92s/it] 188/299 4.14G 0.01734 0.009667 9.012e-05 75 640: 4%|▍ | 6/160 [00:14<08:31, 3.32s/it] 188/299 4.14G 0.01722 0.009461 8.868e-05 64 640: 4%|▍ | 6/160 [00:14<08:31, 3.32s/it] 188/299 4.14G 0.01722 0.009461 8.868e-05 64 640: 4%|▍ | 7/160 [00:14<05:54, 2.32s/it] 188/299 4.14G 0.01696 0.008942 8.683e-05 41 640: 4%|▍ | 7/160 [00:15<05:54, 2.32s/it] 188/299 4.14G 0.01696 0.008942 8.683e-05 41 640: 5%|▌ | 8/160 [00:15<04:10, 1.65s/it] 188/299 4.14G 0.01722 0.009014 8.916e-05 64 640: 5%|▌ | 8/160 [00:15<04:10, 1.65s/it] 188/299 4.14G 0.01722 0.009014 8.916e-05 64 640: 6%|▌ | 9/160 [00:15<03:01, 1.20s/it] 188/299 4.14G 0.01701 0.008842 0.0001024 65 640: 6%|▌ | 9/160 [00:15<03:01, 1.20s/it] 188/299 4.14G 0.01701 0.008842 0.0001024 65 640: 6%|▋ | 10/160 [00:15<02:14, 1.12it/s] 188/299 4.14G 0.01684 0.008711 0.0001005 54 640: 6%|▋ | 10/160 [00:20<02:14, 1.12it/s] 188/299 4.14G 0.01684 0.008711 0.0001005 54 640: 7%|▋ | 11/160 [00:20<05:06, 2.05s/it] 188/299 4.14G 0.01676 0.008588 0.0001013 59 640: 7%|▋ | 11/160 [00:20<05:06, 2.05s/it] 188/299 4.14G 0.01676 0.008588 0.0001013 59 640: 8%|▊ | 12/160 [00:20<03:41, 1.49s/it] 188/299 4.14G 0.01672 0.008556 9.952e-05 66 640: 8%|▊ | 12/160 [00:27<03:41, 1.49s/it] 188/299 4.14G 0.01672 0.008556 9.952e-05 66 640: 8%|▊ | 13/160 [00:27<08:05, 3.30s/it] 188/299 4.14G 0.0168 0.008535 9.792e-05 51 640: 8%|▊ | 13/160 [00:28<08:05, 3.30s/it] 188/299 4.14G 0.0168 0.008535 9.792e-05 51 640: 9%|▉ | 14/160 [00:28<05:45, 2.37s/it] 188/299 4.14G 0.01672 0.008558 9.677e-05 60 640: 9%|▉ | 14/160 [00:28<05:45, 2.37s/it] 188/299 4.14G 0.01672 0.008558 9.677e-05 60 640: 9%|▉ | 15/160 [00:28<04:11, 1.73s/it] 188/299 4.14G 0.01673 0.00865 9.85e-05 68 640: 9%|▉ | 15/160 [00:28<04:11, 1.73s/it] 188/299 4.14G 0.01673 0.00865 9.85e-05 68 640: 10%|█ | 16/160 [00:28<03:03, 1.28s/it] 188/299 4.14G 0.01677 0.008621 0.0001004 56 640: 10%|█ | 16/160 [00:28<03:03, 1.28s/it] 188/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 823 0.699 0.648 0.65 0.39
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 189/299 4.14G 0.01669 0.007412 0.0003055 52 640: 0%| | 0/160 [00:00<?, ?it/s] 189/299 4.14G 0.01669 0.007412 0.0003055 52 640: 1%| | 1/160 [00:00<00:49, 3.20it/s] 189/299 4.14G 0.01666 0.008815 0.000321 69 640: 1%| | 1/160 [00:00<00:49, 3.20it/s] 189/299 4.14G 0.01666 0.008815 0.000321 69 640: 1%|▏ | 2/160 [00:00<00:49, 3.21it/s] 189/299 4.14G 0.016 0.0087 0.0002356 62 640: 1%|▏ | 2/160 [00:15<00:49, 3.21it/s] 189/299 4.14G 0.016 0.0087 0.0002356 62 640: 2%|▏ | 3/160 [00:15<18:40, 7.13s/it] 189/299 4.14G 0.01601 0.007943 0.0001976 47 640: 2%|▏ | 3/160 [00:16<18:40, 7.13s/it] 189/299 4.14G 0.01601 0.007943 0.0001976 47 640: 2%|▎ | 4/160 [00:16<11:26, 4.40s/it] 189/299 4.14G 0.01605 0.008007 0.0001723 59 640: 2%|▎ | 4/160 [00:16<11:26, 4.40s/it] 189/299 4.14G 0.01605 0.008007 0.0001723 59 640: 3%|▎ | 5/160 [00:16<07:28, 2.89s/it] 189/299 4.14G 0.01602 0.00866 0.0001554 81 640: 3%|▎ | 5/160 [00:16<07:28, 2.89s/it] 189/299 4.14G 0.01602 0.00866 0.0001554 81 640: 4%|▍ | 6/160 [00:16<05:05, 1.98s/it] 189/299 4.14G 0.01635 0.009041 0.0001454 88 640: 4%|▍ | 6/160 [00:16<05:05, 1.98s/it] 189/299 4.14G 0.01635 0.009041 0.0001454 88 640: 4%|▍ | 7/160 [00:16<03:37, 1.42s/it] 189/299 4.14G 0.01642 0.009109 0.0001359 73 640: 4%|▍ | 7/160 [00:16<03:37, 1.42s/it] 189/299 4.14G 0.01642 0.009109 0.0001359 73 640: 5%|▌ | 8/160 [00:16<02:37, 1.04s/it] 189/299 4.14G 0.01625 0.008991 0.0001352 63 640: 5%|▌ | 8/160 [00:17<02:37, 1.04s/it] 189/299 4.14G 0.01625 0.008991 0.0001352 63 640: 6%|▌ | 9/160 [00:17<01:57, 1.28it/s] 189/299 4.14G 0.01622 0.00885 0.0001301 59 640: 6%|▌ | 9/160 [00:17<01:57, 1.28it/s] 189/299 4.14G 0.01622 0.00885 0.0001301 59 640: 6%|▋ | 10/160 [00:17<01:30, 1.65it/s] 189/299 4.14G 0.01648 0.008689 0.0001262 50 640: 6%|▋ | 10/160 [00:29<01:30, 1.65it/s] 189/299 4.14G 0.01648 0.008689 0.0001262 50 640: 7%|▋ | 11/160 [00:29<10:10, 4.10s/it] 189/299 4.14G 0.01659 0.008656 0.0001211 69 640: 7%|▋ | 11/160 [00:29<10:10, 4.10s/it] 189/299 4.14G 0.01659 0.008656 0.0001211 69 640: 8%|▊ | 12/160 [00:29<07:11, 2.92s/it] 189/299 4.14G 0.0166 0.008688 0.0001179 73 640: 8%|▊ | 12/160 [00:29<07:11, 2.92s/it] 189/299 4.14G 0.0166 0.008688 0.0001179 73 640: 8%|▊ | 13/160 [00:29<05:08, 2.10s/it] 189/299 4.14G 0.01646 0.008635 0.0001156 65 640: 8%|▊ | 13/160 [00:30<05:08, 2.10s/it] 189/299 4.14G 0.01646 0.008635 0.0001156 65 640: 9%|▉ | 14/160 [00:30<03:43, 1.53s/it] 189/299 4.14G 0.0164 0.008644 0.0001129 69 640: 9%|▉ | 14/160 [00:30<03:43, 1.53s/it] 189/299 4.14G 0.0164 0.008644 0.0001129 69 640: 9%|▉ | 15/160 [00:30<02:46, 1.15s/it] 189/299 4.14G 0.0165 0.008668 0.0001112 68 640: 9%|▉ | 15/160 [00:30<02:46, 1.15s/it] 189/299 4.14G 0.0165 0.008668 0.0001112 68 640: 10%|█ | 16/160 [00:30<02:04, 1.16it/s] 189/299 4.14G 0.01651 0.008683 0.0001091 54 640: 10%|█ | 16/160 [00:30<02:04, 1.16it/s] 189/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 822 0.696 0.66 0.648 0.384
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 190/299 4.14G 0.01699 0.007487 8.113e-05 63 640: 0%| | 0/160 [00:00<?, ?it/s] 190/299 4.14G 0.01699 0.007487 8.113e-05 63 640: 1%| | 1/160 [00:00<00:50, 3.16it/s] 190/299 4.14G 0.01672 0.008322 7.958e-05 62 640: 1%| | 1/160 [00:00<00:50, 3.16it/s] 190/299 4.14G 0.01672 0.008322 7.958e-05 62 640: 1%|▏ | 2/160 [00:00<00:48, 3.23it/s] 190/299 4.14G 0.01666 0.009798 8.82e-05 88 640: 1%|▏ | 2/160 [00:14<00:48, 3.23it/s] 190/299 4.14G 0.01666 0.009798 8.82e-05 88 640: 2%|▏ | 3/160 [00:14<16:53, 6.46s/it] 190/299 4.14G 0.0161 0.009376 8.609e-05 62 640: 2%|▏ | 3/160 [00:14<16:53, 6.46s/it] 190/299 4.14G 0.0161 0.009376 8.609e-05 62 640: 2%|▎ | 4/160 [00:14<10:23, 3.99s/it] 190/299 4.14G 0.01623 0.008906 8.248e-05 60 640: 2%|▎ | 4/160 [00:14<10:23, 3.99s/it] 190/299 4.14G 0.01623 0.008906 8.248e-05 60 640: 3%|▎ | 5/160 [00:14<06:47, 2.63s/it] 190/299 4.14G 0.01641 0.009321 8.704e-05 77 640: 3%|▎ | 5/160 [00:15<06:47, 2.63s/it] 190/299 4.14G 0.01641 0.009321 8.704e-05 77 640: 4%|▍ | 6/160 [00:15<04:38, 1.81s/it] 190/299 4.14G 0.01651 0.009253 8.789e-05 54 640: 4%|▍ | 6/160 [00:15<04:38, 1.81s/it] 190/299 4.14G 0.01651 0.009253 8.789e-05 54 640: 4%|▍ | 7/160 [00:15<03:20, 1.31s/it] 190/299 4.14G 0.01646 0.009379 0.0001016 81 640: 4%|▍ | 7/160 [00:15<03:20, 1.31s/it] 190/299 4.14G 0.01646 0.009379 0.0001016 81 640: 5%|▌ | 8/160 [00:15<02:26, 1.04it/s] 190/299 4.14G 0.01622 0.009613 9.906e-05 81 640: 5%|▌ | 8/160 [00:15<02:26, 1.04it/s] 190/299 4.14G 0.01622 0.009613 9.906e-05 81 640: 6%|▌ | 9/160 [00:15<01:50, 1.37it/s] 190/299 4.14G 0.01648 0.00962 9.876e-05 59 640: 6%|▌ | 9/160 [00:15<01:50, 1.37it/s] 190/299 4.14G 0.01648 0.00962 9.876e-05 59 640: 6%|▋ | 10/160 [00:15<01:25, 1.75it/s] 190/299 4.14G 0.01633 0.009517 9.778e-05 69 640: 6%|▋ | 10/160 [00:27<01:25, 1.75it/s] 190/299 4.14G 0.01633 0.009517 9.778e-05 69 640: 7%|▋ | 11/160 [00:27<09:49, 3.95s/it] 190/299 4.14G 0.01622 0.009434 9.878e-05 74 640: 7%|▋ | 11/160 [00:27<09:49, 3.95s/it] 190/299 4.14G 0.01622 0.009434 9.878e-05 74 640: 8%|▊ | 12/160 [00:27<06:56, 2.82s/it] 190/299 4.14G 0.01618 0.009381 9.996e-05 70 640: 8%|▊ | 12/160 [00:28<06:56, 2.82s/it] 190/299 4.14G 0.01618 0.009381 9.996e-05 70 640: 8%|▊ | 13/160 [00:28<04:58, 2.03s/it] 190/299 4.14G 0.01618 0.009312 9.987e-05 58 640: 8%|▊ | 13/160 [00:28<04:58, 2.03s/it] 190/299 4.14G 0.01618 0.009312 9.987e-05 58 640: 9%|▉ | 14/160 [00:28<03:36, 1.48s/it] 190/299 4.14G 0.01609 0.009157 0.0001005 49 640: 9%|▉ | 14/160 [00:28<03:36, 1.48s/it] 190/299 4.14G 0.01609 0.009157 0.0001005 49 640: 9%|▉ | 15/160 [00:28<02:40, 1.11s/it] 190/299 4.14G 0.01613 0.009351 0.0001158 85 640: 9%|▉ | 15/160 [00:28<02:40, 1.11s/it] 190/299 4.14G 0.01613 0.009351 0.0001158 85 640: 10%|█ | 16/160 [00:28<02:01, 1.19it/s] 190/299 4.14G 0.01622 0.009282 0.0001142 52 640: 10%|█ | 16/160 [00:28<02:01, 1.19it/s] 190/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 822 0.684 0.668 0.649 0.388
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 191/299 4.14G 0.01754 0.01025 0.0001001 65 640: 0%| | 0/160 [00:00<?, ?it/s] 191/299 4.14G 0.01754 0.01025 0.0001001 65 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 191/299 4.14G 0.01665 0.009701 8.353e-05 65 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 191/299 4.14G 0.01665 0.009701 8.353e-05 65 640: 1%|▏ | 2/160 [00:00<00:45, 3.47it/s] 191/299 4.14G 0.01607 0.009275 7.86e-05 60 640: 1%|▏ | 2/160 [00:13<00:45, 3.47it/s] 191/299 4.14G 0.01607 0.009275 7.86e-05 60 640: 2%|▏ | 3/160 [00:13<15:37, 5.97s/it] 191/299 4.14G 0.01586 0.008826 7.474e-05 53 640: 2%|▏ | 3/160 [00:13<15:37, 5.97s/it] 191/299 4.14G 0.01586 0.008826 7.474e-05 53 640: 2%|▎ | 4/160 [00:13<09:37, 3.70s/it] 191/299 4.14G 0.01548 0.008005 8.289e-05 32 640: 2%|▎ | 4/160 [00:13<09:37, 3.70s/it] 191/299 4.14G 0.01548 0.008005 8.289e-05 32 640: 3%|▎ | 5/160 [00:13<06:18, 2.44s/it] 191/299 4.14G 0.01543 0.008233 7.948e-05 77 640: 3%|▎ | 5/160 [00:13<06:18, 2.44s/it] 191/299 4.14G 0.01543 0.008233 7.948e-05 77 640: 4%|▍ | 6/160 [00:13<04:19, 1.69s/it] 191/299 4.14G 0.01573 0.008848 8.048e-05 95 640: 4%|▍ | 6/160 [00:14<04:19, 1.69s/it] 191/299 4.14G 0.01573 0.008848 8.048e-05 95 640: 4%|▍ | 7/160 [00:14<03:06, 1.22s/it] 191/299 4.14G 0.01595 0.008797 8.41e-05 67 640: 4%|▍ | 7/160 [00:14<03:06, 1.22s/it] 191/299 4.14G 0.01595 0.008797 8.41e-05 67 640: 5%|▌ | 8/160 [00:14<02:16, 1.11it/s] 191/299 4.14G 0.01619 0.008743 8.413e-05 65 640: 5%|▌ | 8/160 [00:14<02:16, 1.11it/s] 191/299 4.14G 0.01619 0.008743 8.413e-05 65 640: 6%|▌ | 9/160 [00:14<01:43, 1.46it/s] 191/299 4.14G 0.01613 0.008619 9.792e-05 56 640: 6%|▌ | 9/160 [00:14<01:43, 1.46it/s] 191/299 4.14G 0.01613 0.008619 9.792e-05 56 640: 6%|▋ | 10/160 [00:14<01:20, 1.85it/s] 191/299 4.14G 0.01628 0.008734 0.0001097 69 640: 6%|▋ | 10/160 [00:26<01:20, 1.85it/s] 191/299 4.14G 0.01628 0.008734 0.0001097 69 640: 7%|▋ | 11/160 [00:26<09:41, 3.90s/it] 191/299 4.14G 0.01653 0.008778 0.0001169 68 640: 7%|▋ | 11/160 [00:26<09:41, 3.90s/it] 191/299 4.14G 0.01653 0.008778 0.0001169 68 640: 8%|▊ | 12/160 [00:26<06:51, 2.78s/it] 191/299 4.14G 0.01659 0.008855 0.0001185 81 640: 8%|▊ | 12/160 [00:26<06:51, 2.78s/it] 191/299 4.14G 0.01659 0.008855 0.0001185 81 640: 8%|▊ | 13/160 [00:26<05:01, 2.05s/it] 191/299 4.14G 0.01665 0.008819 0.0001164 71 640: 8%|▊ | 13/160 [00:27<05:01, 2.05s/it] 191/299 4.14G 0.01665 0.008819 0.0001164 71 640: 9%|▉ | 14/160 [00:27<03:38, 1.50s/it] 191/299 4.14G 0.01667 0.009037 0.0001141 96 640: 9%|▉ | 14/160 [00:27<03:38, 1.50s/it] 191/299 4.14G 0.01667 0.009037 0.0001141 96 640: 9%|▉ | 15/160 [00:27<02:42, 1.12s/it] 191/299 4.14G 0.01697 0.009115 0.0001225 65 640: 9%|▉ | 15/160 [00:27<02:42, 1.12s/it] 191/299 4.14G 0.01697 0.009115 0.0001225 65 640: 10%|█ | 16/160 [00:27<02:02, 1.18it/s] 191/299 4.14G 0.01689 0.009176 0.0001321 84 640: 10%|█ | 16/160 [00:27<02:02, 1.18it/s] 191/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 821 0.713 0.629 0.653 0.393
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 192/299 4.14G 0.01705 0.008163 0.0002683 51 640: 0%| | 0/160 [00:00<?, ?it/s] 192/299 4.14G 0.01705 0.008163 0.0002683 51 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 192/299 4.14G 0.01774 0.009124 0.000289 68 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 192/299 4.14G 0.01774 0.009124 0.000289 68 640: 1%|▏ | 2/160 [00:00<01:12, 2.17it/s] 192/299 4.14G 0.01693 0.008474 0.0002261 51 640: 1%|▏ | 2/160 [00:14<01:12, 2.17it/s] 192/299 4.14G 0.01693 0.008474 0.0002261 51 640: 2%|▏ | 3/160 [00:14<16:44, 6.40s/it] 192/299 4.14G 0.01673 0.008265 0.0001885 71 640: 2%|▏ | 3/160 [00:14<16:44, 6.40s/it] 192/299 4.14G 0.01673 0.008265 0.0001885 71 640: 2%|▎ | 4/160 [00:14<10:17, 3.96s/it] 192/299 4.14G 0.01623 0.007991 0.0001647 54 640: 2%|▎ | 4/160 [00:14<10:17, 3.96s/it] 192/299 4.14G 0.01623 0.007991 0.0001647 54 640: 3%|▎ | 5/160 [00:14<06:44, 2.61s/it] 192/299 4.14G 0.01626 0.00789 0.0001504 62 640: 3%|▎ | 5/160 [00:14<06:44, 2.61s/it] 192/299 4.14G 0.01626 0.00789 0.0001504 62 640: 4%|▍ | 6/160 [00:14<04:36, 1.80s/it] 192/299 4.14G 0.01617 0.008218 0.0001423 75 640: 4%|▍ | 6/160 [00:15<04:36, 1.80s/it] 192/299 4.14G 0.01617 0.008218 0.0001423 75 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 192/299 4.14G 0.01623 0.008554 0.0001363 75 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 192/299 4.14G 0.01623 0.008554 0.0001363 75 640: 5%|▌ | 8/160 [00:15<02:24, 1.05it/s] 192/299 4.14G 0.0163 0.008933 0.0001321 78 640: 5%|▌ | 8/160 [00:15<02:24, 1.05it/s] 192/299 4.14G 0.0163 0.008933 0.0001321 78 640: 6%|▌ | 9/160 [00:15<01:48, 1.39it/s] 192/299 4.14G 0.01613 0.008964 0.0001259 68 640: 6%|▌ | 9/160 [00:15<01:48, 1.39it/s] 192/299 4.14G 0.01613 0.008964 0.0001259 68 640: 6%|▋ | 10/160 [00:15<01:24, 1.77it/s] 192/299 4.14G 0.01624 0.009023 0.0001371 75 640: 6%|▋ | 10/160 [00:30<01:24, 1.77it/s] 192/299 4.14G 0.01624 0.009023 0.0001371 75 640: 7%|▋ | 11/160 [00:30<11:55, 4.80s/it] 192/299 4.14G 0.01645 0.009251 0.0001331 83 640: 7%|▋ | 11/160 [00:30<11:55, 4.80s/it] 192/299 4.14G 0.01645 0.009251 0.0001331 83 640: 8%|▊ | 12/160 [00:30<08:24, 3.41s/it] 192/299 4.14G 0.01657 0.009067 0.0001304 50 640: 8%|▊ | 12/160 [00:30<08:24, 3.41s/it] 192/299 4.14G 0.01657 0.009067 0.0001304 50 640: 8%|▊ | 13/160 [00:30<05:58, 2.44s/it] 192/299 4.14G 0.01651 0.009087 0.0001272 65 640: 8%|▊ | 13/160 [00:30<05:58, 2.44s/it] 192/299 4.14G 0.01651 0.009087 0.0001272 65 640: 9%|▉ | 14/160 [00:30<04:18, 1.77s/it] 192/299 4.14G 0.01642 0.009156 0.0001247 75 640: 9%|▉ | 14/160 [00:31<04:18, 1.77s/it] 192/299 4.14G 0.01642 0.009156 0.0001247 75 640: 9%|▉ | 15/160 [00:31<03:09, 1.31s/it] 192/299 4.14G 0.01625 0.009043 0.0001213 51 640: 9%|▉ | 15/160 [00:31<03:09, 1.31s/it] 192/299 4.14G 0.01625 0.009043 0.0001213 51 640: 10%|█ | 16/160 [00:31<02:20, 1.02it/s] 192/299 4.14G 0.01621 0.008938 0.0001184 53 640: 10%|█ | 16/160 [00:31<02:20, 1.02it/s] 192/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 821 0.714 0.622 0.656 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 193/299 4.14G 0.01544 0.007317 0.0001439 53 640: 0%| | 0/160 [00:00<?, ?it/s] 193/299 4.14G 0.01544 0.007317 0.0001439 53 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 193/299 4.14G 0.01605 0.008608 0.0001133 68 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 193/299 4.14G 0.01605 0.008608 0.0001133 68 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 193/299 4.14G 0.01585 0.007992 0.0001081 53 640: 1%|▏ | 2/160 [00:13<00:49, 3.17it/s] 193/299 4.14G 0.01585 0.007992 0.0001081 53 640: 2%|▏ | 3/160 [00:13<16:04, 6.14s/it] 193/299 4.14G 0.01638 0.00821 0.0002201 68 640: 2%|▏ | 3/160 [00:13<16:04, 6.14s/it] 193/299 4.14G 0.01638 0.00821 0.0002201 68 640: 2%|▎ | 4/160 [00:13<09:53, 3.80s/it] 193/299 4.14G 0.01619 0.008248 0.0002128 68 640: 2%|▎ | 4/160 [00:14<09:53, 3.80s/it] 193/299 4.14G 0.01619 0.008248 0.0002128 68 640: 3%|▎ | 5/160 [00:14<06:28, 2.51s/it] 193/299 4.14G 0.01592 0.008209 0.0001903 67 640: 3%|▎ | 5/160 [00:14<06:28, 2.51s/it] 193/299 4.14G 0.01592 0.008209 0.0001903 67 640: 4%|▍ | 6/160 [00:14<04:26, 1.73s/it] 193/299 4.14G 0.01566 0.00828 0.0002009 71 640: 4%|▍ | 6/160 [00:14<04:26, 1.73s/it] 193/299 4.14G 0.01566 0.00828 0.0002009 71 640: 4%|▍ | 7/160 [00:14<03:10, 1.25s/it] 193/299 4.14G 0.01581 0.00833 0.0001867 68 640: 4%|▍ | 7/160 [00:14<03:10, 1.25s/it] 193/299 4.14G 0.01581 0.00833 0.0001867 68 640: 5%|▌ | 8/160 [00:14<02:19, 1.09it/s] 193/299 4.14G 0.01589 0.008242 0.0001742 52 640: 5%|▌ | 8/160 [00:15<02:19, 1.09it/s] 193/299 4.14G 0.01589 0.008242 0.0001742 52 640: 6%|▌ | 9/160 [00:15<01:45, 1.43it/s] 193/299 4.14G 0.01573 0.008049 0.0001643 36 640: 6%|▌ | 9/160 [00:15<01:45, 1.43it/s] 193/299 4.14G 0.01573 0.008049 0.0001643 36 640: 6%|▋ | 10/160 [00:15<01:22, 1.82it/s] 193/299 4.14G 0.01569 0.007936 0.0001747 49 640: 6%|▋ | 10/160 [00:27<01:22, 1.82it/s] 193/299 4.14G 0.01569 0.007936 0.0001747 49 640: 7%|▋ | 11/160 [00:27<10:03, 4.05s/it] 193/299 4.14G 0.01578 0.008059 0.0001668 70 640: 7%|▋ | 11/160 [00:27<10:03, 4.05s/it] 193/299 4.14G 0.01578 0.008059 0.0001668 70 640: 8%|▊ | 12/160 [00:27<07:06, 2.88s/it] 193/299 4.14G 0.01595 0.008296 0.0001606 89 640: 8%|▊ | 12/160 [00:27<07:06, 2.88s/it] 193/299 4.14G 0.01595 0.008296 0.0001606 89 640: 8%|▊ | 13/160 [00:27<05:05, 2.08s/it] 193/299 4.14G 0.01606 0.008434 0.0001548 57 640: 8%|▊ | 13/160 [00:27<05:05, 2.08s/it] 193/299 4.14G 0.01606 0.008434 0.0001548 57 640: 9%|▉ | 14/160 [00:27<03:41, 1.51s/it] 193/299 4.14G 0.01609 0.008346 0.0001498 58 640: 9%|▉ | 14/160 [00:28<03:41, 1.51s/it] 193/299 4.14G 0.01609 0.008346 0.0001498 58 640: 9%|▉ | 15/160 [00:28<02:44, 1.13s/it] 193/299 4.14G 0.01606 0.008347 0.0001465 68 640: 9%|▉ | 15/160 [00:28<02:44, 1.13s/it] 193/299 4.14G 0.01606 0.008347 0.0001465 68 640: 10%|█ | 16/160 [00:28<02:03, 1.17it/s] 193/299 4.14G 0.01597 0.008336 0.0001429 47 640: 10%|█ | 16/160 [00:28<02:03, 1.17it/s] 193/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 819 0.669 0.658 0.665 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 194/299 4.14G 0.01601 0.009881 9.514e-05 68 640: 0%| | 0/160 [00:00<?, ?it/s] 194/299 4.14G 0.01601 0.009881 9.514e-05 68 640: 1%| | 1/160 [00:00<00:51, 3.07it/s] 194/299 4.14G 0.01726 0.01127 9.257e-05 80 640: 1%| | 1/160 [00:00<00:51, 3.07it/s] 194/299 4.14G 0.01726 0.01127 9.257e-05 80 640: 1%|▏ | 2/160 [00:00<00:51, 3.07it/s] 194/299 4.14G 0.01708 0.01021 8.852e-05 57 640: 1%|▏ | 2/160 [00:14<00:51, 3.07it/s] 194/299 4.14G 0.01708 0.01021 8.852e-05 57 640: 2%|▏ | 3/160 [00:14<16:54, 6.46s/it] 194/299 4.14G 0.01678 0.009406 0.0001093 59 640: 2%|▏ | 3/160 [00:14<16:54, 6.46s/it] 194/299 4.14G 0.01678 0.009406 0.0001093 59 640: 2%|▎ | 4/160 [00:14<10:23, 4.00s/it] 194/299 4.14G 0.0165 0.009102 0.0001078 63 640: 2%|▎ | 4/160 [00:14<10:23, 4.00s/it] 194/299 4.14G 0.0165 0.009102 0.0001078 63 640: 3%|▎ | 5/160 [00:14<06:48, 2.63s/it] 194/299 4.14G 0.01668 0.008911 0.0001041 70 640: 3%|▎ | 5/160 [00:15<06:48, 2.63s/it] 194/299 4.14G 0.01668 0.008911 0.0001041 70 640: 4%|▍ | 6/160 [00:15<04:38, 1.81s/it] 194/299 4.14G 0.01669 0.008899 0.0001004 82 640: 4%|▍ | 6/160 [00:15<04:38, 1.81s/it] 194/299 4.14G 0.01669 0.008899 0.0001004 82 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 194/299 4.14G 0.0167 0.008784 0.0001016 54 640: 4%|▍ | 7/160 [00:15<03:19, 1.30s/it] 194/299 4.14G 0.0167 0.008784 0.0001016 54 640: 5%|▌ | 8/160 [00:15<02:25, 1.05it/s] 194/299 4.14G 0.01656 0.00872 0.0001016 59 640: 5%|▌ | 8/160 [00:15<02:25, 1.05it/s] 194/299 4.14G 0.01656 0.00872 0.0001016 59 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 194/299 4.14G 0.01628 0.008662 0.0001021 70 640: 6%|▌ | 9/160 [00:15<01:49, 1.38it/s] 194/299 4.14G 0.01628 0.008662 0.0001021 70 640: 6%|▋ | 10/160 [00:15<01:25, 1.76it/s] 194/299 4.14G 0.01638 0.008918 0.0001049 78 640: 6%|▋ | 10/160 [00:29<01:25, 1.76it/s] 194/299 4.14G 0.01638 0.008918 0.0001049 78 640: 7%|▋ | 11/160 [00:29<11:05, 4.47s/it] 194/299 4.14G 0.01615 0.008937 0.0001031 73 640: 7%|▋ | 11/160 [00:29<11:05, 4.47s/it] 194/299 4.14G 0.01615 0.008937 0.0001031 73 640: 8%|▊ | 12/160 [00:29<07:49, 3.17s/it] 194/299 4.14G 0.01612 0.008863 0.0001031 67 640: 8%|▊ | 12/160 [00:29<07:49, 3.17s/it] 194/299 4.14G 0.01612 0.008863 0.0001031 67 640: 8%|▊ | 13/160 [00:29<05:34, 2.28s/it] 194/299 4.14G 0.01627 0.00884 0.0001027 74 640: 8%|▊ | 13/160 [00:29<05:34, 2.28s/it] 194/299 4.14G 0.01627 0.00884 0.0001027 74 640: 9%|▉ | 14/160 [00:29<04:01, 1.65s/it] 194/299 4.14G 0.0162 0.008785 0.0001088 67 640: 9%|▉ | 14/160 [00:30<04:01, 1.65s/it] 194/299 4.14G 0.0162 0.008785 0.0001088 67 640: 9%|▉ | 15/160 [00:30<02:58, 1.23s/it] 194/299 4.14G 0.01613 0.008911 0.0001068 85 640: 9%|▉ | 15/160 [00:30<02:58, 1.23s/it] 194/299 4.14G 0.01613 0.008911 0.0001068 85 640: 10%|█ | 16/160 [00:30<02:13, 1.08it/s] 194/299 4.14G 0.0161 0.00891 0.0001061 72 640: 10%|█ | 16/160 [00:30<02:13, 1.08it/s] 194/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 819 0.689 0.654 0.668 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 195/299 4.14G 0.01833 0.007755 0.0001386 58 640: 0%| | 0/160 [00:00<?, ?it/s] 195/299 4.14G 0.01833 0.007755 0.0001386 58 640: 1%| | 1/160 [00:00<00:44, 3.57it/s] 195/299 4.14G 0.01745 0.007461 0.0001063 52 640: 1%| | 1/160 [00:00<00:44, 3.57it/s] 195/299 4.14G 0.01745 0.007461 0.0001063 52 640: 1%|▏ | 2/160 [00:00<00:51, 3.08it/s] 195/299 4.14G 0.01735 0.007128 0.0001012 46 640: 1%|▏ | 2/160 [00:12<00:51, 3.08it/s] 195/299 4.14G 0.01735 0.007128 0.0001012 46 640: 2%|▏ | 3/160 [00:12<14:19, 5.48s/it] 195/299 4.14G 0.01656 0.007424 9.989e-05 61 640: 2%|▏ | 3/160 [00:12<14:19, 5.48s/it] 195/299 4.14G 0.01656 0.007424 9.989e-05 61 640: 2%|▎ | 4/160 [00:12<08:50, 3.40s/it] 195/299 4.14G 0.0162 0.007812 9.531e-05 72 640: 2%|▎ | 4/160 [00:12<08:50, 3.40s/it] 195/299 4.14G 0.0162 0.007812 9.531e-05 72 640: 3%|▎ | 5/160 [00:12<05:48, 2.25s/it] 195/299 4.14G 0.01595 0.00773 9.299e-05 56 640: 3%|▎ | 5/160 [00:12<05:48, 2.25s/it] 195/299 4.14G 0.01595 0.00773 9.299e-05 56 640: 4%|▍ | 6/160 [00:12<04:00, 1.56s/it] 195/299 4.14G 0.01579 0.007379 9.019e-05 45 640: 4%|▍ | 6/160 [00:13<04:00, 1.56s/it] 195/299 4.14G 0.01579 0.007379 9.019e-05 45 640: 4%|▍ | 7/160 [00:13<02:53, 1.13s/it] 195/299 4.14G 0.01565 0.007417 8.825e-05 66 640: 4%|▍ | 7/160 [00:13<02:53, 1.13s/it] 195/299 4.14G 0.01565 0.007417 8.825e-05 66 640: 5%|▌ | 8/160 [00:13<02:07, 1.19it/s] 195/299 4.14G 0.0158 0.007612 8.953e-05 67 640: 5%|▌ | 8/160 [00:13<02:07, 1.19it/s] 195/299 4.14G 0.0158 0.007612 8.953e-05 67 640: 6%|▌ | 9/160 [00:13<01:37, 1.55it/s] 195/299 4.14G 0.01568 0.007504 9.66e-05 56 640: 6%|▌ | 9/160 [00:13<01:37, 1.55it/s] 195/299 4.14G 0.01568 0.007504 9.66e-05 56 640: 6%|▋ | 10/160 [00:13<01:17, 1.95it/s] 195/299 4.14G 0.01568 0.007589 9.686e-05 59 640: 6%|▋ | 10/160 [00:27<01:17, 1.95it/s] 195/299 4.14G 0.01568 0.007589 9.686e-05 59 640: 7%|▋ | 11/160 [00:27<11:06, 4.47s/it] 195/299 4.14G 0.01588 0.007794 0.0001511 92 640: 7%|▋ | 11/160 [00:27<11:06, 4.47s/it] 195/299 4.14G 0.01588 0.007794 0.0001511 92 640: 8%|▊ | 12/160 [00:27<07:50, 3.18s/it] 195/299 4.14G 0.0159 0.007981 0.0001462 79 640: 8%|▊ | 12/160 [00:27<07:50, 3.18s/it] 195/299 4.14G 0.0159 0.007981 0.0001462 79 640: 8%|▊ | 13/160 [00:27<05:35, 2.28s/it] 195/299 4.14G 0.01591 0.008057 0.0001432 63 640: 8%|▊ | 13/160 [00:27<05:35, 2.28s/it] 195/299 4.14G 0.01591 0.008057 0.0001432 63 640: 9%|▉ | 14/160 [00:27<04:01, 1.66s/it] 195/299 4.14G 0.01607 0.008152 0.0001422 77 640: 9%|▉ | 14/160 [00:28<04:01, 1.66s/it] 195/299 4.14G 0.01607 0.008152 0.0001422 77 640: 9%|▉ | 15/160 [00:28<02:58, 1.23s/it] 195/299 4.14G 0.01591 0.008021 0.0001382 45 640: 9%|▉ | 15/160 [00:28<02:58, 1.23s/it] 195/299 4.14G 0.01591 0.008021 0.0001382 45 640: 10%|█ | 16/160 [00:28<02:13, 1.08it/s] 195/299 4.14G 0.01598 0.008067 0.0001708 61 640: 10%|█ | 16/160 [00:28<02:13, 1.08it/s] 195/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 822 0.693 0.658 0.661 0.401
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 196/299 4.14G 0.01462 0.008325 7.472e-05 75 640: 0%| | 0/160 [00:00<?, ?it/s] 196/299 4.14G 0.01462 0.008325 7.472e-05 75 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 196/299 4.14G 0.0147 0.008307 8.648e-05 63 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 196/299 4.14G 0.0147 0.008307 8.648e-05 63 640: 1%|▏ | 2/160 [00:00<00:53, 2.97it/s] 196/299 4.14G 0.01532 0.008248 8.813e-05 62 640: 1%|▏ | 2/160 [00:13<00:53, 2.97it/s] 196/299 4.14G 0.01532 0.008248 8.813e-05 62 640: 2%|▏ | 3/160 [00:13<16:23, 6.27s/it] 196/299 4.14G 0.01542 0.008666 9.157e-05 80 640: 2%|▏ | 3/160 [00:14<16:23, 6.27s/it] 196/299 4.14G 0.01542 0.008666 9.157e-05 80 640: 2%|▎ | 4/160 [00:14<10:04, 3.88s/it] 196/299 4.14G 0.01574 0.009042 9.109e-05 85 640: 2%|▎ | 4/160 [00:14<10:04, 3.88s/it] 196/299 4.14G 0.01574 0.009042 9.109e-05 85 640: 3%|▎ | 5/160 [00:14<06:36, 2.56s/it] 196/299 4.14G 0.01588 0.009538 8.993e-05 81 640: 3%|▎ | 5/160 [00:14<06:36, 2.56s/it] 196/299 4.14G 0.01588 0.009538 8.993e-05 81 640: 4%|▍ | 6/160 [00:14<04:31, 1.76s/it] 196/299 4.14G 0.01637 0.009548 8.928e-05 77 640: 4%|▍ | 6/160 [00:15<04:31, 1.76s/it] 196/299 4.14G 0.01637 0.009548 8.928e-05 77 640: 4%|▍ | 7/160 [00:15<03:51, 1.51s/it] 196/299 4.14G 0.01641 0.009467 8.993e-05 68 640: 4%|▍ | 7/160 [00:15<03:51, 1.51s/it] 196/299 4.14G 0.01641 0.009467 8.993e-05 68 640: 5%|▌ | 8/160 [00:15<02:47, 1.10s/it] 196/299 4.14G 0.01646 0.0092 8.8e-05 62 640: 5%|▌ | 8/160 [00:16<02:47, 1.10s/it] 196/299 4.14G 0.01646 0.0092 8.8e-05 62 640: 6%|▌ | 9/160 [00:16<02:22, 1.06it/s] 196/299 4.14G 0.01621 0.009308 8.741e-05 77 640: 6%|▌ | 9/160 [00:16<02:22, 1.06it/s] 196/299 4.14G 0.01621 0.009308 8.741e-05 77 640: 6%|▋ | 10/160 [00:16<01:47, 1.39it/s] 196/299 4.14G 0.0161 0.009289 0.0001003 77 640: 6%|▋ | 10/160 [00:28<01:47, 1.39it/s] 196/299 4.14G 0.0161 0.009289 0.0001003 77 640: 7%|▋ | 11/160 [00:28<09:54, 3.99s/it] 196/299 4.14G 0.01665 0.009187 0.0001026 39 640: 7%|▋ | 11/160 [00:28<09:54, 3.99s/it] 196/299 4.14G 0.01665 0.009187 0.0001026 39 640: 8%|▊ | 12/160 [00:28<07:00, 2.84s/it] 196/299 4.14G 0.01648 0.008967 0.0001006 48 640: 8%|▊ | 12/160 [00:28<07:00, 2.84s/it] 196/299 4.14G 0.01648 0.008967 0.0001006 48 640: 8%|▊ | 13/160 [00:28<05:00, 2.05s/it] 196/299 4.14G 0.01652 0.008924 9.898e-05 71 640: 8%|▊ | 13/160 [00:28<05:00, 2.05s/it] 196/299 4.14G 0.01652 0.008924 9.898e-05 71 640: 9%|▉ | 14/160 [00:28<03:37, 1.49s/it] 196/299 4.14G 0.01675 0.009214 9.79e-05 102 640: 9%|▉ | 14/160 [00:30<03:37, 1.49s/it] 196/299 4.14G 0.01675 0.009214 9.79e-05 102 640: 9%|▉ | 15/160 [00:30<04:05, 1.70s/it] 196/299 4.14G 0.01681 0.009206 9.749e-05 62 640: 9%|▉ | 15/160 [00:31<04:05, 1.70s/it] 196/299 4.14G 0.01681 0.009206 9.749e-05 62 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 196/299 4.14G 0.01676 0.009178 0.0001038 57 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 196/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 823 0.717 0.642 0.657 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 197/299 4.14G 0.01536 0.01166 9.223e-05 85 640: 0%| | 0/160 [00:00<?, ?it/s] 197/299 4.14G 0.01536 0.01166 9.223e-05 85 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 197/299 4.14G 0.01501 0.00923 8.062e-05 56 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 197/299 4.14G 0.01501 0.00923 8.062e-05 56 640: 1%|▏ | 2/160 [00:00<00:51, 3.09it/s] 197/299 4.14G 0.01547 0.009529 7.801e-05 72 640: 1%|▏ | 2/160 [00:10<00:51, 3.09it/s] 197/299 4.14G 0.01547 0.009529 7.801e-05 72 640: 2%|▏ | 3/160 [00:10<11:47, 4.50s/it] 197/299 4.14G 0.01554 0.009458 7.534e-05 73 640: 2%|▏ | 3/160 [00:10<11:47, 4.50s/it] 197/299 4.14G 0.01554 0.009458 7.534e-05 73 640: 2%|▎ | 4/160 [00:10<07:18, 2.81s/it] 197/299 4.14G 0.01572 0.009734 7.603e-05 85 640: 2%|▎ | 4/160 [00:10<07:18, 2.81s/it] 197/299 4.14G 0.01572 0.009734 7.603e-05 85 640: 3%|▎ | 5/160 [00:10<04:53, 1.89s/it] 197/299 4.14G 0.0158 0.009362 7.499e-05 62 640: 3%|▎ | 5/160 [00:10<04:53, 1.89s/it] 197/299 4.14G 0.0158 0.009362 7.499e-05 62 640: 4%|▍ | 6/160 [00:10<03:23, 1.32s/it] 197/299 4.14G 0.01584 0.009213 8.339e-05 70 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 197/299 4.14G 0.01584 0.009213 8.339e-05 70 640: 4%|▍ | 7/160 [00:14<05:30, 2.16s/it] 197/299 4.14G 0.01588 0.009135 8.257e-05 52 640: 4%|▍ | 7/160 [00:14<05:30, 2.16s/it] 197/299 4.14G 0.01588 0.009135 8.257e-05 52 640: 5%|▌ | 8/160 [00:14<03:54, 1.54s/it] 197/299 4.14G 0.01621 0.009023 8.389e-05 59 640: 5%|▌ | 8/160 [00:15<03:54, 1.54s/it] 197/299 4.14G 0.01621 0.009023 8.389e-05 59 640: 6%|▌ | 9/160 [00:15<02:50, 1.13s/it] 197/299 4.14G 0.01623 0.008818 8.232e-05 61 640: 6%|▌ | 9/160 [00:15<02:50, 1.13s/it] 197/299 4.14G 0.01623 0.008818 8.232e-05 61 640: 6%|▋ | 10/160 [00:15<02:06, 1.18it/s] 197/299 4.14G 0.0163 0.008707 8.216e-05 66 640: 6%|▋ | 10/160 [00:27<02:06, 1.18it/s] 197/299 4.14G 0.0163 0.008707 8.216e-05 66 640: 7%|▋ | 11/160 [00:27<10:58, 4.42s/it] 197/299 4.14G 0.01616 0.008691 8.096e-05 62 640: 7%|▋ | 11/160 [00:28<10:58, 4.42s/it] 197/299 4.14G 0.01616 0.008691 8.096e-05 62 640: 8%|▊ | 12/160 [00:28<07:45, 3.14s/it] 197/299 4.14G 0.01628 0.008709 8e-05 66 640: 8%|▊ | 12/160 [00:28<07:45, 3.14s/it] 197/299 4.14G 0.01628 0.008709 8e-05 66 640: 8%|▊ | 13/160 [00:28<05:31, 2.26s/it] 197/299 4.14G 0.01625 0.008621 0.0001714 54 640: 8%|▊ | 13/160 [00:28<05:31, 2.26s/it] 197/299 4.14G 0.01625 0.008621 0.0001714 54 640: 9%|▉ | 14/160 [00:28<03:59, 1.64s/it] 197/299 4.14G 0.01619 0.00856 0.0001661 64 640: 9%|▉ | 14/160 [00:28<03:59, 1.64s/it] 197/299 4.14G 0.01619 0.00856 0.0001661 64 640: 9%|▉ | 15/160 [00:28<02:57, 1.22s/it] 197/299 4.14G 0.01626 0.008577 0.0001622 44 640: 9%|▉ | 15/160 [00:29<02:57, 1.22s/it] 197/299 4.14G 0.01626 0.008577 0.0001622 44 640: 10%|█ | 16/160 [00:29<02:12, 1.09it/s] 197/299 4.14G 0.01619 0.0086 0.0001583 63 640: 10%|█ | 16/160 [00:29<02:12, 1.09it/s] 197/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 822 0.716 0.638 0.658 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 198/299 4.14G 0.01617 0.007398 6.884e-05 60 640: 0%| | 0/160 [00:00<?, ?it/s] 198/299 4.14G 0.01617 0.007398 6.884e-05 60 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 198/299 4.14G 0.01594 0.007382 6.694e-05 49 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 198/299 4.14G 0.01594 0.007382 6.694e-05 49 640: 1%|▏ | 2/160 [00:00<01:10, 2.25it/s] 198/299 4.14G 0.01591 0.007613 6.681e-05 64 640: 1%|▏ | 2/160 [00:13<01:10, 2.25it/s] 198/299 4.14G 0.01591 0.007613 6.681e-05 64 640: 2%|▏ | 3/160 [00:13<16:07, 6.16s/it] 198/299 4.14G 0.01582 0.008403 0.0002179 89 640: 2%|▏ | 3/160 [00:14<16:07, 6.16s/it] 198/299 4.14G 0.01582 0.008403 0.0002179 89 640: 2%|▎ | 4/160 [00:14<09:55, 3.81s/it] 198/299 4.14G 0.01581 0.0086 0.0001886 63 640: 2%|▎ | 4/160 [00:14<09:55, 3.81s/it] 198/299 4.14G 0.01581 0.0086 0.0001886 63 640: 3%|▎ | 5/160 [00:14<06:30, 2.52s/it] 198/299 4.14G 0.0161 0.008865 0.0001786 78 640: 3%|▎ | 5/160 [00:14<06:30, 2.52s/it] 198/299 4.14G 0.0161 0.008865 0.0001786 78 640: 4%|▍ | 6/160 [00:14<04:27, 1.73s/it] 198/299 4.14G 0.0161 0.008906 0.0001622 56 640: 4%|▍ | 6/160 [00:14<04:27, 1.73s/it] 198/299 4.14G 0.0161 0.008906 0.0001622 56 640: 4%|▍ | 7/160 [00:14<03:13, 1.26s/it] 198/299 4.14G 0.01571 0.008931 0.000151 69 640: 4%|▍ | 7/160 [00:14<03:13, 1.26s/it] 198/299 4.14G 0.01571 0.008931 0.000151 69 640: 5%|▌ | 8/160 [00:14<02:21, 1.07it/s] 198/299 4.14G 0.01551 0.008706 0.0001435 56 640: 5%|▌ | 8/160 [00:15<02:21, 1.07it/s] 198/299 4.14G 0.01551 0.008706 0.0001435 56 640: 6%|▌ | 9/160 [00:15<01:47, 1.41it/s] 198/299 4.14G 0.0156 0.00886 0.0001358 73 640: 6%|▌ | 9/160 [00:15<01:47, 1.41it/s] 198/299 4.14G 0.0156 0.00886 0.0001358 73 640: 6%|▋ | 10/160 [00:15<01:23, 1.80it/s] 198/299 4.14G 0.01554 0.008908 0.0001311 68 640: 6%|▋ | 10/160 [00:27<01:23, 1.80it/s] 198/299 4.14G 0.01554 0.008908 0.0001311 68 640: 7%|▋ | 11/160 [00:27<10:17, 4.15s/it] 198/299 4.14G 0.01576 0.008687 0.0001267 46 640: 7%|▋ | 11/160 [00:27<10:17, 4.15s/it] 198/299 4.14G 0.01576 0.008687 0.0001267 46 640: 8%|▊ | 12/160 [00:27<07:16, 2.95s/it] 198/299 4.14G 0.01584 0.00897 0.0001231 85 640: 8%|▊ | 12/160 [00:28<07:16, 2.95s/it] 198/299 4.14G 0.01584 0.00897 0.0001231 85 640: 8%|▊ | 13/160 [00:28<05:11, 2.12s/it] 198/299 4.14G 0.01576 0.008965 0.0001201 74 640: 8%|▊ | 13/160 [00:28<05:11, 2.12s/it] 198/299 4.14G 0.01576 0.008965 0.0001201 74 640: 9%|▉ | 14/160 [00:28<03:45, 1.55s/it] 198/299 4.14G 0.01576 0.00893 0.0001166 75 640: 9%|▉ | 14/160 [00:28<03:45, 1.55s/it] 198/299 4.14G 0.01576 0.00893 0.0001166 75 640: 9%|▉ | 15/160 [00:28<02:47, 1.16s/it] 198/299 4.14G 0.01565 0.008692 0.0001139 38 640: 9%|▉ | 15/160 [00:28<02:47, 1.16s/it] 198/299 4.14G 0.01565 0.008692 0.0001139 38 640: 10%|█ | 16/160 [00:28<02:05, 1.14it/s] 198/299 4.14G 0.01556 0.008717 0.0001117 73 640: 10%|█ | 16/160 [00:29<02:05, 1.14it/s] 198/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 821 0.692 0.661 0.654 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 199/299 4.14G 0.01573 0.00815 7.397e-05 61 640: 0%| | 0/160 [00:00<?, ?it/s] 199/299 4.14G 0.01573 0.00815 7.397e-05 61 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 199/299 4.14G 0.01498 0.008865 7.473e-05 80 640: 1%| | 1/160 [00:00<00:48, 3.26it/s] 199/299 4.14G 0.01498 0.008865 7.473e-05 80 640: 1%|▏ | 2/160 [00:00<00:49, 3.16it/s] 199/299 4.14G 0.01583 0.008557 7.16e-05 58 640: 1%|▏ | 2/160 [00:13<00:49, 3.16it/s] 199/299 4.14G 0.01583 0.008557 7.16e-05 58 640: 2%|▏ | 3/160 [00:13<15:14, 5.82s/it] 199/299 4.14G 0.01585 0.009008 7.031e-05 81 640: 2%|▏ | 3/160 [00:13<15:14, 5.82s/it] 199/299 4.14G 0.01585 0.009008 7.031e-05 81 640: 2%|▎ | 4/160 [00:13<09:23, 3.61s/it] 199/299 4.14G 0.0158 0.008618 7.638e-05 54 640: 2%|▎ | 4/160 [00:13<09:23, 3.61s/it] 199/299 4.14G 0.0158 0.008618 7.638e-05 54 640: 3%|▎ | 5/160 [00:13<06:09, 2.39s/it] 199/299 4.14G 0.01598 0.008688 8.358e-05 54 640: 3%|▎ | 5/160 [00:14<06:09, 2.39s/it] 199/299 4.14G 0.01598 0.008688 8.358e-05 54 640: 4%|▍ | 6/160 [00:14<04:32, 1.77s/it] 199/299 4.14G 0.01612 0.008626 8.219e-05 58 640: 4%|▍ | 6/160 [00:16<04:32, 1.77s/it] 199/299 4.14G 0.01612 0.008626 8.219e-05 58 640: 4%|▍ | 7/160 [00:16<05:12, 2.04s/it] 199/299 4.14G 0.01612 0.008718 8.287e-05 67 640: 4%|▍ | 7/160 [00:16<05:12, 2.04s/it] 199/299 4.14G 0.01612 0.008718 8.287e-05 67 640: 5%|▌ | 8/160 [00:16<03:41, 1.46s/it] 199/299 4.14G 0.01627 0.008897 8.2e-05 73 640: 5%|▌ | 8/160 [00:17<03:41, 1.46s/it] 199/299 4.14G 0.01627 0.008897 8.2e-05 73 640: 6%|▌ | 9/160 [00:17<02:41, 1.07s/it] 199/299 4.14G 0.01629 0.008971 8.087e-05 73 640: 6%|▌ | 9/160 [00:19<02:41, 1.07s/it] 199/299 4.14G 0.01629 0.008971 8.087e-05 73 640: 6%|▋ | 10/160 [00:19<03:52, 1.55s/it] 199/299 4.14G 0.01637 0.009088 8.419e-05 68 640: 6%|▋ | 10/160 [00:29<03:52, 1.55s/it] 199/299 4.14G 0.01637 0.009088 8.419e-05 68 640: 7%|▋ | 11/160 [00:29<09:47, 3.94s/it] 199/299 4.14G 0.01631 0.009029 8.368e-05 61 640: 7%|▋ | 11/160 [00:29<09:47, 3.94s/it] 199/299 4.14G 0.01631 0.009029 8.368e-05 61 640: 8%|▊ | 12/160 [00:29<06:55, 2.81s/it] 199/299 4.14G 0.01627 0.008774 8.22e-05 41 640: 8%|▊ | 12/160 [00:29<06:55, 2.81s/it] 199/299 4.14G 0.01627 0.008774 8.22e-05 41 640: 8%|▊ | 13/160 [00:29<04:58, 2.03s/it] 199/299 4.14G 0.01638 0.008779 9e-05 55 640: 8%|▊ | 13/160 [00:29<04:58, 2.03s/it] 199/299 4.14G 0.01638 0.008779 9e-05 55 640: 9%|▉ | 14/160 [00:29<03:36, 1.48s/it] 199/299 4.14G 0.0163 0.008662 8.844e-05 57 640: 9%|▉ | 14/160 [00:32<03:36, 1.48s/it] 199/299 4.14G 0.0163 0.008662 8.844e-05 57 640: 9%|▉ | 15/160 [00:32<04:31, 1.87s/it] 199/299 4.14G 0.01629 0.008932 8.694e-05 92 640: 9%|▉ | 15/160 [00:32<04:31, 1.87s/it] 199/299 4.14G 0.01629 0.008932 8.694e-05 92 640: 10%|█ | 16/160 [00:32<03:17, 1.37s/it] 199/299 4.14G 0.01642 0.009024 8.607e-05 85 640: 10%|█ | 16/160 [00:32<03:17, 1.37s/it] 199/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 821 0.681 0.649 0.646 0.392
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 200/299 4.14G 0.01431 0.008492 8.948e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 200/299 4.14G 0.01431 0.008492 8.948e-05 59 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 200/299 4.14G 0.01599 0.009762 8.535e-05 63 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 200/299 4.14G 0.01599 0.009762 8.535e-05 63 640: 1%|▏ | 2/160 [00:00<00:50, 3.12it/s] 200/299 4.14G 0.01597 0.008969 8.886e-05 57 640: 1%|▏ | 2/160 [00:07<00:50, 3.12it/s] 200/299 4.14G 0.01597 0.008969 8.886e-05 57 640: 2%|▏ | 3/160 [00:07<08:21, 3.20s/it] 200/299 4.14G 0.01599 0.008777 8.448e-05 64 640: 2%|▏ | 3/160 [00:07<08:21, 3.20s/it] 200/299 4.14G 0.01599 0.008777 8.448e-05 64 640: 2%|▎ | 4/160 [00:07<05:16, 2.03s/it] 200/299 4.14G 0.01628 0.008607 8.409e-05 53 640: 2%|▎ | 4/160 [00:07<05:16, 2.03s/it] 200/299 4.14G 0.01628 0.008607 8.409e-05 53 640: 3%|▎ | 5/160 [00:07<03:35, 1.39s/it] 200/299 4.14G 0.01628 0.008719 8.298e-05 75 640: 3%|▎ | 5/160 [00:11<03:35, 1.39s/it] 200/299 4.14G 0.01628 0.008719 8.298e-05 75 640: 4%|▍ | 6/160 [00:11<05:12, 2.03s/it] 200/299 4.14G 0.01621 0.008834 8.224e-05 71 640: 4%|▍ | 6/160 [00:17<05:12, 2.03s/it] 200/299 4.14G 0.01621 0.008834 8.224e-05 71 640: 4%|▍ | 7/160 [00:17<08:42, 3.41s/it] 200/299 4.14G 0.01609 0.008565 8.177e-05 43 640: 4%|▍ | 7/160 [00:17<08:42, 3.41s/it] 200/299 4.14G 0.01609 0.008565 8.177e-05 43 640: 5%|▌ | 8/160 [00:17<06:04, 2.40s/it] 200/299 4.14G 0.01646 0.008707 8.197e-05 53 640: 5%|▌ | 8/160 [00:17<06:04, 2.40s/it] 200/299 4.14G 0.01646 0.008707 8.197e-05 53 640: 6%|▌ | 9/160 [00:17<04:18, 1.71s/it] 200/299 4.14G 0.01645 0.008572 8.225e-05 40 640: 6%|▌ | 9/160 [00:17<04:18, 1.71s/it] 200/299 4.14G 0.01645 0.008572 8.225e-05 40 640: 6%|▋ | 10/160 [00:17<03:07, 1.25s/it] 200/299 4.14G 0.01675 0.008849 8.176e-05 82 640: 6%|▋ | 10/160 [00:25<03:07, 1.25s/it] 200/299 4.14G 0.01675 0.008849 8.176e-05 82 640: 7%|▋ | 11/160 [00:25<07:54, 3.18s/it] 200/299 4.14G 0.01687 0.008829 8.211e-05 58 640: 7%|▋ | 11/160 [00:25<07:54, 3.18s/it] 200/299 4.14G 0.01687 0.008829 8.211e-05 58 640: 8%|▊ | 12/160 [00:25<05:37, 2.28s/it] 200/299 4.14G 0.0168 0.008913 8.272e-05 73 640: 8%|▊ | 12/160 [00:25<05:37, 2.28s/it] 200/299 4.14G 0.0168 0.008913 8.272e-05 73 640: 8%|▊ | 13/160 [00:25<04:03, 1.65s/it] 200/299 4.14G 0.01662 0.008844 8.272e-05 66 640: 8%|▊ | 13/160 [00:26<04:03, 1.65s/it] 200/299 4.14G 0.01662 0.008844 8.272e-05 66 640: 9%|▉ | 14/160 [00:26<03:23, 1.39s/it] 200/299 4.14G 0.01662 0.0088 8.353e-05 64 640: 9%|▉ | 14/160 [00:31<03:23, 1.39s/it] 200/299 4.14G 0.01662 0.0088 8.353e-05 64 640: 9%|▉ | 15/160 [00:31<05:48, 2.41s/it] 200/299 4.14G 0.01649 0.008621 8.477e-05 40 640: 9%|▉ | 15/160 [00:31<05:48, 2.41s/it] 200/299 4.14G 0.01649 0.008621 8.477e-05 40 640: 10%|█ | 16/160 [00:31<04:11, 1.75s/it] 200/299 4.14G 0.01654 0.008527 8.454e-05 62 640: 10%|█ | 16/160 [00:31<04:11, 1.75s/it] 200/299 4.14G 0.016
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 822 0.688 0.645 0.647 0.395
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 201/299 4.14G 0.01524 0.0104 7.891e-05 82 640: 0%| | 0/160 [00:00<?, ?it/s] 201/299 4.14G 0.01524 0.0104 7.891e-05 82 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 201/299 4.14G 0.0158 0.01077 6.86e-05 79 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 201/299 4.14G 0.0158 0.01077 6.86e-05 79 640: 1%|▏ | 2/160 [00:00<00:48, 3.25it/s] 201/299 4.14G 0.01556 0.01028 7.318e-05 71 640: 1%|▏ | 2/160 [00:10<00:48, 3.25it/s] 201/299 4.14G 0.01556 0.01028 7.318e-05 71 640: 2%|▏ | 3/160 [00:10<12:09, 4.65s/it] 201/299 4.14G 0.01537 0.01023 7.315e-05 83 640: 2%|▏ | 3/160 [00:10<12:09, 4.65s/it] 201/299 4.14G 0.01537 0.01023 7.315e-05 83 640: 2%|▎ | 4/160 [00:10<07:32, 2.90s/it] 201/299 4.14G 0.01537 0.009272 8.618e-05 50 640: 2%|▎ | 4/160 [00:10<07:32, 2.90s/it] 201/299 4.14G 0.01537 0.009272 8.618e-05 50 640: 3%|▎ | 5/160 [00:10<04:59, 1.93s/it] 201/299 4.14G 0.01563 0.009142 8.216e-05 64 640: 3%|▎ | 5/160 [00:11<04:59, 1.93s/it] 201/299 4.14G 0.01563 0.009142 8.216e-05 64 640: 4%|▍ | 6/160 [00:11<03:27, 1.35s/it] 201/299 4.14G 0.0154 0.008988 8.033e-05 58 640: 4%|▍ | 6/160 [00:17<03:27, 1.35s/it] 201/299 4.14G 0.0154 0.008988 8.033e-05 58 640: 4%|▍ | 7/160 [00:17<07:35, 2.98s/it] 201/299 4.14G 0.01547 0.008987 7.854e-05 63 640: 4%|▍ | 7/160 [00:17<07:35, 2.98s/it] 201/299 4.14G 0.01547 0.008987 7.854e-05 63 640: 5%|▌ | 8/160 [00:17<05:18, 2.10s/it] 201/299 4.14G 0.01572 0.00916 7.778e-05 81 640: 5%|▌ | 8/160 [00:17<05:18, 2.10s/it] 201/299 4.14G 0.01572 0.00916 7.778e-05 81 640: 6%|▌ | 9/160 [00:17<03:47, 1.51s/it] 201/299 4.14G 0.01565 0.009069 8.099e-05 64 640: 6%|▌ | 9/160 [00:18<03:47, 1.51s/it] 201/299 4.14G 0.01565 0.009069 8.099e-05 64 640: 6%|▋ | 10/160 [00:18<02:46, 1.11s/it] 201/299 4.14G 0.01554 0.008878 7.881e-05 53 640: 6%|▋ | 10/160 [00:24<02:46, 1.11s/it] 201/299 4.14G 0.01554 0.008878 7.881e-05 53 640: 7%|▋ | 11/160 [00:24<06:49, 2.75s/it] 201/299 4.14G 0.01552 0.008899 7.854e-05 67 640: 7%|▋ | 11/160 [00:24<06:49, 2.75s/it] 201/299 4.14G 0.01552 0.008899 7.854e-05 67 640: 8%|▊ | 12/160 [00:24<04:52, 1.98s/it] 201/299 4.14G 0.01555 0.00893 8.437e-05 84 640: 8%|▊ | 12/160 [00:24<04:52, 1.98s/it] 201/299 4.14G 0.01555 0.00893 8.437e-05 84 640: 8%|▊ | 13/160 [00:24<03:32, 1.44s/it] 201/299 4.14G 0.0155 0.008822 8.283e-05 63 640: 8%|▊ | 13/160 [00:25<03:32, 1.44s/it] 201/299 4.14G 0.0155 0.008822 8.283e-05 63 640: 9%|▉ | 14/160 [00:25<02:36, 1.07s/it] 201/299 4.14G 0.01568 0.008709 8.399e-05 38 640: 9%|▉ | 14/160 [00:32<02:36, 1.07s/it] 201/299 4.14G 0.01568 0.008709 8.399e-05 38 640: 9%|▉ | 15/160 [00:32<07:05, 2.94s/it] 201/299 4.14G 0.01559 0.008637 8.421e-05 58 640: 9%|▉ | 15/160 [00:32<07:05, 2.94s/it] 201/299 4.14G 0.01559 0.008637 8.421e-05 58 640: 10%|█ | 16/160 [00:32<05:04, 2.12s/it] 201/299 4.14G 0.01563 0.008607 8.627e-05 55 640: 10%|█ | 16/160 [00:32<05:04, 2.12s/it] 201/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 822 0.658 0.663 0.646 0.395
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 202/299 4.14G 0.01596 0.008434 6.319e-05 77 640: 0%| | 0/160 [00:00<?, ?it/s] 202/299 4.14G 0.01596 0.008434 6.319e-05 77 640: 1%| | 1/160 [00:00<00:46, 3.45it/s] 202/299 4.14G 0.0177 0.009781 6.382e-05 71 640: 1%| | 1/160 [00:00<00:46, 3.45it/s] 202/299 4.14G 0.0177 0.009781 6.382e-05 71 640: 1%|▏ | 2/160 [00:00<00:45, 3.48it/s] 202/299 4.14G 0.01688 0.009919 7.424e-05 88 640: 1%|▏ | 2/160 [00:05<00:45, 3.48it/s] 202/299 4.14G 0.01688 0.009919 7.424e-05 88 640: 2%|▏ | 3/160 [00:05<05:59, 2.29s/it] 202/299 4.14G 0.01651 0.008833 7.333e-05 38 640: 2%|▏ | 3/160 [00:05<05:59, 2.29s/it] 202/299 4.14G 0.01651 0.008833 7.333e-05 38 640: 2%|▎ | 4/160 [00:05<03:52, 1.49s/it] 202/299 4.14G 0.0161 0.008934 0.0001237 61 640: 2%|▎ | 4/160 [00:05<03:52, 1.49s/it] 202/299 4.14G 0.0161 0.008934 0.0001237 61 640: 3%|▎ | 5/160 [00:05<02:44, 1.06s/it] 202/299 4.14G 0.01597 0.008927 0.0001132 74 640: 3%|▎ | 5/160 [00:06<02:44, 1.06s/it] 202/299 4.14G 0.01597 0.008927 0.0001132 74 640: 4%|▍ | 6/160 [00:06<02:03, 1.24it/s] 202/299 4.14G 0.01611 0.008907 0.0001212 65 640: 4%|▍ | 6/160 [00:15<02:03, 1.24it/s] 202/299 4.14G 0.01611 0.008907 0.0001212 65 640: 4%|▍ | 7/160 [00:15<08:47, 3.45s/it] 202/299 4.14G 0.01581 0.008617 0.0001157 53 640: 4%|▍ | 7/160 [00:15<08:47, 3.45s/it] 202/299 4.14G 0.01581 0.008617 0.0001157 53 640: 5%|▌ | 8/160 [00:15<06:07, 2.42s/it] 202/299 4.14G 0.01576 0.008702 0.0001098 74 640: 5%|▌ | 8/160 [00:15<06:07, 2.42s/it] 202/299 4.14G 0.01576 0.008702 0.0001098 74 640: 6%|▌ | 9/160 [00:15<04:21, 1.73s/it] 202/299 4.14G 0.01567 0.00879 0.0001052 79 640: 6%|▌ | 9/160 [00:15<04:21, 1.73s/it] 202/299 4.14G 0.01567 0.00879 0.0001052 79 640: 6%|▋ | 10/160 [00:15<03:09, 1.26s/it] 202/299 4.14G 0.0156 0.008848 0.0001016 80 640: 6%|▋ | 10/160 [00:24<03:09, 1.26s/it] 202/299 4.14G 0.0156 0.008848 0.0001016 80 640: 7%|▋ | 11/160 [00:24<08:59, 3.62s/it] 202/299 4.14G 0.01563 0.008921 9.854e-05 87 640: 7%|▋ | 11/160 [00:24<08:59, 3.62s/it] 202/299 4.14G 0.01563 0.008921 9.854e-05 87 640: 8%|▊ | 12/160 [00:24<06:22, 2.59s/it] 202/299 4.14G 0.01558 0.008895 0.0001074 68 640: 8%|▊ | 12/160 [00:25<06:22, 2.59s/it] 202/299 4.14G 0.01558 0.008895 0.0001074 68 640: 8%|▊ | 13/160 [00:25<04:34, 1.87s/it] 202/299 4.14G 0.01563 0.008947 0.0001045 55 640: 8%|▊ | 13/160 [00:25<04:34, 1.87s/it] 202/299 4.14G 0.01563 0.008947 0.0001045 55 640: 9%|▉ | 14/160 [00:25<03:19, 1.37s/it] 202/299 4.14G 0.0156 0.008895 0.0001022 58 640: 9%|▉ | 14/160 [00:28<03:19, 1.37s/it] 202/299 4.14G 0.0156 0.008895 0.0001022 58 640: 9%|▉ | 15/160 [00:28<04:26, 1.84s/it] 202/299 4.14G 0.01573 0.008922 0.0001083 67 640: 9%|▉ | 15/160 [00:28<04:26, 1.84s/it] 202/299 4.14G 0.01573 0.008922 0.0001083 67 640: 10%|█ | 16/160 [00:28<03:14, 1.35s/it] 202/299 4.14G 0.01566 0.008864 0.0001056 51 640: 10%|█ | 16/160 [00:28<03:14, 1.35s/it] 202/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 821 0.706 0.636 0.646 0.395
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 203/299 4.14G 0.0156 0.008361 7.494e-05 66 640: 0%| | 0/160 [00:00<?, ?it/s] 203/299 4.14G 0.0156 0.008361 7.494e-05 66 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 203/299 4.14G 0.01742 0.00926 7.622e-05 52 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 203/299 4.14G 0.01742 0.00926 7.622e-05 52 640: 1%|▏ | 2/160 [00:00<00:48, 3.29it/s] 203/299 4.14G 0.01729 0.009983 7.081e-05 74 640: 1%|▏ | 2/160 [00:10<00:48, 3.29it/s] 203/299 4.14G 0.01729 0.009983 7.081e-05 74 640: 2%|▏ | 3/160 [00:10<12:49, 4.90s/it] 203/299 4.14G 0.01683 0.01 8.378e-05 71 640: 2%|▏ | 3/160 [00:11<12:49, 4.90s/it] 203/299 4.14G 0.01683 0.01 8.378e-05 71 640: 2%|▎ | 4/160 [00:11<07:55, 3.05s/it] 203/299 4.14G 0.0165 0.009815 8.033e-05 65 640: 2%|▎ | 4/160 [00:11<07:55, 3.05s/it] 203/299 4.14G 0.0165 0.009815 8.033e-05 65 640: 3%|▎ | 5/160 [00:11<05:14, 2.03s/it] 203/299 4.14G 0.01637 0.009526 7.918e-05 75 640: 3%|▎ | 5/160 [00:11<05:14, 2.03s/it] 203/299 4.14G 0.01637 0.009526 7.918e-05 75 640: 4%|▍ | 6/160 [00:11<03:37, 1.41s/it] 203/299 4.14G 0.01642 0.009391 8.495e-05 70 640: 4%|▍ | 6/160 [00:14<03:37, 1.41s/it] 203/299 4.14G 0.01642 0.009391 8.495e-05 70 640: 4%|▍ | 7/160 [00:14<05:04, 1.99s/it] 203/299 4.14G 0.01633 0.009522 8.367e-05 82 640: 4%|▍ | 7/160 [00:15<05:04, 1.99s/it] 203/299 4.14G 0.01633 0.009522 8.367e-05 82 640: 5%|▌ | 8/160 [00:15<03:36, 1.42s/it] 203/299 4.14G 0.01631 0.009478 8.089e-05 76 640: 5%|▌ | 8/160 [00:15<03:36, 1.42s/it] 203/299 4.14G 0.01631 0.009478 8.089e-05 76 640: 6%|▌ | 9/160 [00:15<02:37, 1.05s/it] 203/299 4.14G 0.01646 0.009475 7.955e-05 61 640: 6%|▌ | 9/160 [00:20<02:37, 1.05s/it] 203/299 4.14G 0.01646 0.009475 7.955e-05 61 640: 6%|▋ | 10/160 [00:20<05:30, 2.20s/it] 203/299 4.14G 0.01634 0.009461 7.892e-05 63 640: 6%|▋ | 10/160 [00:25<05:30, 2.20s/it] 203/299 4.14G 0.01634 0.009461 7.892e-05 63 640: 7%|▋ | 11/160 [00:25<07:42, 3.11s/it] 203/299 4.14G 0.01608 0.009076 7.73e-05 34 640: 7%|▋ | 11/160 [00:25<07:42, 3.11s/it] 203/299 4.14G 0.01608 0.009076 7.73e-05 34 640: 8%|▊ | 12/160 [00:25<05:29, 2.23s/it] 203/299 4.14G 0.01598 0.009015 7.808e-05 70 640: 8%|▊ | 12/160 [00:25<05:29, 2.23s/it] 203/299 4.14G 0.01598 0.009015 7.808e-05 70 640: 8%|▊ | 13/160 [00:25<03:57, 1.62s/it] 203/299 4.14G 0.016 0.009019 7.735e-05 60 640: 8%|▊ | 13/160 [00:27<03:57, 1.62s/it] 203/299 4.14G 0.016 0.009019 7.735e-05 60 640: 9%|▉ | 14/160 [00:27<04:18, 1.77s/it] 203/299 4.14G 0.01589 0.009034 7.77e-05 62 640: 9%|▉ | 14/160 [00:28<04:18, 1.77s/it] 203/299 4.14G 0.01589 0.009034 7.77e-05 62 640: 9%|▉ | 15/160 [00:28<03:20, 1.38s/it] 203/299 4.14G 0.01585 0.00892 7.658e-05 60 640: 9%|▉ | 15/160 [00:28<03:20, 1.38s/it] 203/299 4.14G 0.01585 0.00892 7.658e-05 60 640: 10%|█ | 16/160 [00:28<02:28, 1.03s/it] 203/299 4.14G 0.0158 0.008891 7.646e-05 67 640: 10%|█ | 16/160 [00:28<02:28, 1.03s/it] 203/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 821 0.696 0.643 0.65 0.399
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 204/299 4.14G 0.01621 0.008167 7.356e-05 49 640: 0%| | 0/160 [00:00<?, ?it/s] 204/299 4.14G 0.01621 0.008167 7.356e-05 49 640: 1%| | 1/160 [00:00<01:49, 1.46it/s] 204/299 4.14G 0.01595 0.008288 7.049e-05 60 640: 1%| | 1/160 [00:00<01:49, 1.46it/s] 204/299 4.14G 0.01595 0.008288 7.049e-05 60 640: 1%|▏ | 2/160 [00:00<01:13, 2.16it/s] 204/299 4.14G 0.016 0.007934 6.947e-05 53 640: 1%|▏ | 2/160 [00:05<01:13, 2.16it/s] 204/299 4.14G 0.016 0.007934 6.947e-05 53 640: 2%|▏ | 3/160 [00:05<06:22, 2.43s/it] 204/299 4.14G 0.01602 0.008428 7.091e-05 60 640: 2%|▏ | 3/160 [00:06<06:22, 2.43s/it] 204/299 4.14G 0.01602 0.008428 7.091e-05 60 640: 2%|▎ | 4/160 [00:06<04:08, 1.59s/it] 204/299 4.14G 0.01667 0.008606 9.23e-05 64 640: 2%|▎ | 4/160 [00:06<04:08, 1.59s/it] 204/299 4.14G 0.01667 0.008606 9.23e-05 64 640: 3%|▎ | 5/160 [00:06<02:54, 1.12s/it] 204/299 4.14G 0.0165 0.008501 8.873e-05 55 640: 3%|▎ | 5/160 [00:13<02:54, 1.12s/it] 204/299 4.14G 0.0165 0.008501 8.873e-05 55 640: 4%|▍ | 6/160 [00:13<08:12, 3.20s/it] 204/299 4.14G 0.01653 0.008532 8.547e-05 52 640: 4%|▍ | 6/160 [00:17<08:12, 3.20s/it] 204/299 4.14G 0.01653 0.008532 8.547e-05 52 640: 4%|▍ | 7/160 [00:17<09:09, 3.59s/it] 204/299 4.14G 0.01639 0.008289 8.458e-05 52 640: 4%|▍ | 7/160 [00:18<09:09, 3.59s/it] 204/299 4.14G 0.01639 0.008289 8.458e-05 52 640: 5%|▌ | 8/160 [00:18<06:22, 2.52s/it] 204/299 4.14G 0.01702 0.008451 8.287e-05 69 640: 5%|▌ | 8/160 [00:18<06:22, 2.52s/it] 204/299 4.14G 0.01702 0.008451 8.287e-05 69 640: 6%|▌ | 9/160 [00:18<04:31, 1.80s/it] 204/299 4.14G 0.01705 0.008509 8.19e-05 53 640: 6%|▌ | 9/160 [00:19<04:31, 1.80s/it] 204/299 4.14G 0.01705 0.008509 8.19e-05 53 640: 6%|▋ | 10/160 [00:19<03:46, 1.51s/it] 204/299 4.14G 0.01706 0.008493 8.427e-05 62 640: 6%|▋ | 10/160 [00:21<03:46, 1.51s/it] 204/299 4.14G 0.01706 0.008493 8.427e-05 62 640: 7%|▋ | 11/160 [00:21<04:26, 1.79s/it] 204/299 4.14G 0.01706 0.008431 8.236e-05 51 640: 7%|▋ | 11/160 [00:21<04:26, 1.79s/it] 204/299 4.14G 0.01706 0.008431 8.236e-05 51 640: 8%|▊ | 12/160 [00:21<03:14, 1.31s/it] 204/299 4.14G 0.01708 0.008345 8.097e-05 59 640: 8%|▊ | 12/160 [00:22<03:14, 1.31s/it] 204/299 4.14G 0.01708 0.008345 8.097e-05 59 640: 8%|▊ | 13/160 [00:22<02:23, 1.02it/s] 204/299 4.14G 0.0172 0.008186 8.021e-05 45 640: 8%|▊ | 13/160 [00:27<02:23, 1.02it/s] 204/299 4.14G 0.0172 0.008186 8.021e-05 45 640: 9%|▉ | 14/160 [00:27<05:15, 2.16s/it] 204/299 4.14G 0.01725 0.008228 8.042e-05 69 640: 9%|▉ | 14/160 [00:32<05:15, 2.16s/it] 204/299 4.14G 0.01725 0.008228 8.042e-05 69 640: 9%|▉ | 15/160 [00:32<07:39, 3.17s/it] 204/299 4.14G 0.01735 0.008277 8.095e-05 55 640: 9%|▉ | 15/160 [00:32<07:39, 3.17s/it] 204/299 4.14G 0.01735 0.008277 8.095e-05 55 640: 10%|█ | 16/160 [00:32<05:28, 2.28s/it] 204/299 4.14G 0.01727 0.008288 8.04e-05 68 640: 10%|█ | 16/160 [00:32<05:28, 2.28s/it] 204/299 4.14G 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 822 0.738 0.618 0.651 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 205/299 4.14G 0.01529 0.006797 7.482e-05 50 640: 0%| | 0/160 [00:00<?, ?it/s] 205/299 4.14G 0.01529 0.006797 7.482e-05 50 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 205/299 4.14G 0.01523 0.00741 0.000194 66 640: 1%| | 1/160 [00:00<00:52, 3.03it/s] 205/299 4.14G 0.01523 0.00741 0.000194 66 640: 1%|▏ | 2/160 [00:00<00:49, 3.18it/s] 205/299 4.14G 0.01546 0.008825 0.0001577 86 640: 1%|▏ | 2/160 [00:02<00:49, 3.18it/s] 205/299 4.14G 0.01546 0.008825 0.0001577 86 640: 2%|▏ | 3/160 [00:02<02:26, 1.07it/s] 205/299 4.14G 0.01548 0.008584 0.0002018 60 640: 2%|▏ | 3/160 [00:02<02:26, 1.07it/s] 205/299 4.14G 0.01548 0.008584 0.0002018 60 640: 2%|▎ | 4/160 [00:02<01:46, 1.47it/s] 205/299 4.14G 0.0155 0.008998 0.0001768 69 640: 2%|▎ | 4/160 [00:02<01:46, 1.47it/s] 205/299 4.14G 0.0155 0.008998 0.0001768 69 640: 3%|▎ | 5/160 [00:02<01:24, 1.83it/s] 205/299 4.14G 0.01551 0.008716 0.0001583 56 640: 3%|▎ | 5/160 [00:11<01:24, 1.83it/s] 205/299 4.14G 0.01551 0.008716 0.0001583 56 640: 4%|▍ | 6/160 [00:11<08:40, 3.38s/it] 205/299 4.14G 0.01551 0.008544 0.0001495 53 640: 4%|▍ | 6/160 [00:17<08:40, 3.38s/it] 205/299 4.14G 0.01551 0.008544 0.0001495 53 640: 4%|▍ | 7/160 [00:17<10:31, 4.13s/it] 205/299 4.14G 0.01536 0.008359 0.0001414 58 640: 4%|▍ | 7/160 [00:17<10:31, 4.13s/it] 205/299 4.14G 0.01536 0.008359 0.0001414 58 640: 5%|▌ | 8/160 [00:17<07:18, 2.88s/it] 205/299 4.14G 0.01544 0.008686 0.0001397 86 640: 5%|▌ | 8/160 [00:17<07:18, 2.88s/it] 205/299 4.14G 0.01544 0.008686 0.0001397 86 640: 6%|▌ | 9/160 [00:17<05:09, 2.05s/it] 205/299 4.14G 0.01574 0.008737 0.0001347 79 640: 6%|▌ | 9/160 [00:18<05:09, 2.05s/it] 205/299 4.14G 0.01574 0.008737 0.0001347 79 640: 6%|▋ | 10/160 [00:18<03:42, 1.48s/it] 205/299 4.14G 0.01559 0.008784 0.0001301 72 640: 6%|▋ | 10/160 [00:19<03:42, 1.48s/it] 205/299 4.14G 0.01559 0.008784 0.0001301 72 640: 7%|▋ | 11/160 [00:19<03:28, 1.40s/it] 205/299 4.14G 0.0158 0.008798 0.0001662 49 640: 7%|▋ | 11/160 [00:19<03:28, 1.40s/it] 205/299 4.14G 0.0158 0.008798 0.0001662 49 640: 8%|▊ | 12/160 [00:19<02:33, 1.04s/it] 205/299 4.14G 0.0156 0.008579 0.0001589 50 640: 8%|▊ | 12/160 [00:19<02:33, 1.04s/it] 205/299 4.14G 0.0156 0.008579 0.0001589 50 640: 8%|▊ | 13/160 [00:19<01:56, 1.27it/s] 205/299 4.14G 0.01564 0.008623 0.000156 62 640: 8%|▊ | 13/160 [00:25<01:56, 1.27it/s] 205/299 4.14G 0.01564 0.008623 0.000156 62 640: 9%|▉ | 14/160 [00:25<05:45, 2.37s/it] 205/299 4.14G 0.0157 0.008661 0.0001509 81 640: 9%|▉ | 14/160 [00:31<05:45, 2.37s/it] 205/299 4.14G 0.0157 0.008661 0.0001509 81 640: 9%|▉ | 15/160 [00:31<08:21, 3.46s/it] 205/299 4.14G 0.01572 0.008585 0.000146 61 640: 9%|▉ | 15/160 [00:31<08:21, 3.46s/it] 205/299 4.14G 0.01572 0.008585 0.000146 61 640: 10%|█ | 16/160 [00:31<05:57, 2.48s/it] 205/299 4.14G 0.01567 0.008545 0.0001414 63 640: 10%|█ | 16/160 [00:32<05:57, 2.48s/it] 205/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 822 0.72 0.616 0.648 0.399
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 206/299 4.14G 0.01505 0.01097 6.43e-05 80 640: 0%| | 0/160 [00:00<?, ?it/s] 206/299 4.14G 0.01505 0.01097 6.43e-05 80 640: 1%| | 1/160 [00:00<00:40, 3.91it/s] 206/299 4.14G 0.01442 0.009568 6.283e-05 61 640: 1%| | 1/160 [00:00<00:40, 3.91it/s] 206/299 4.14G 0.01442 0.009568 6.283e-05 61 640: 1%|▏ | 2/160 [00:00<00:44, 3.54it/s] 206/299 4.14G 0.01511 0.009325 7.146e-05 61 640: 1%|▏ | 2/160 [00:00<00:44, 3.54it/s] 206/299 4.14G 0.01511 0.009325 7.146e-05 61 640: 2%|▏ | 3/160 [00:00<00:48, 3.25it/s] 206/299 4.14G 0.01518 0.009217 6.934e-05 73 640: 2%|▏ | 3/160 [00:01<00:48, 3.25it/s] 206/299 4.14G 0.01518 0.009217 6.934e-05 73 640: 2%|▎ | 4/160 [00:01<00:47, 3.26it/s] 206/299 4.14G 0.01516 0.009149 7.022e-05 68 640: 2%|▎ | 4/160 [00:01<00:47, 3.26it/s] 206/299 4.14G 0.01516 0.009149 7.022e-05 68 640: 3%|▎ | 5/160 [00:01<00:45, 3.39it/s] 206/299 4.14G 0.0153 0.009719 6.985e-05 99 640: 3%|▎ | 5/160 [00:06<00:45, 3.39it/s] 206/299 4.14G 0.0153 0.009719 6.985e-05 99 640: 4%|▍ | 6/160 [00:06<05:19, 2.07s/it] 206/299 4.14G 0.01504 0.009583 7.649e-05 70 640: 4%|▍ | 6/160 [00:16<05:19, 2.07s/it] 206/299 4.14G 0.01504 0.009583 7.649e-05 70 640: 4%|▍ | 7/160 [00:16<11:27, 4.49s/it] 206/299 4.14G 0.01546 0.009321 7.516e-05 45 640: 4%|▍ | 7/160 [00:16<11:27, 4.49s/it] 206/299 4.14G 0.01546 0.009321 7.516e-05 45 640: 5%|▌ | 8/160 [00:16<07:56, 3.13s/it] 206/299 4.14G 0.01548 0.00909 7.386e-05 60 640: 5%|▌ | 8/160 [00:16<07:56, 3.13s/it] 206/299 4.14G 0.01548 0.00909 7.386e-05 60 640: 6%|▌ | 9/160 [00:16<05:35, 2.22s/it] 206/299 4.14G 0.01536 0.008788 7.243e-05 58 640: 6%|▌ | 9/160 [00:17<05:35, 2.22s/it] 206/299 4.14G 0.01536 0.008788 7.243e-05 58 640: 6%|▋ | 10/160 [00:17<04:06, 1.64s/it] 206/299 4.14G 0.01521 0.008623 7.183e-05 59 640: 6%|▋ | 10/160 [00:19<04:06, 1.64s/it] 206/299 4.14G 0.01521 0.008623 7.183e-05 59 640: 7%|▋ | 11/160 [00:19<04:28, 1.80s/it] 206/299 4.14G 0.01526 0.008538 7.148e-05 53 640: 7%|▋ | 11/160 [00:19<04:28, 1.80s/it] 206/299 4.14G 0.01526 0.008538 7.148e-05 53 640: 8%|▊ | 12/160 [00:19<03:15, 1.32s/it] 206/299 4.14G 0.01535 0.008527 7.134e-05 45 640: 8%|▊ | 12/160 [00:19<03:15, 1.32s/it] 206/299 4.14G 0.01535 0.008527 7.134e-05 45 640: 8%|▊ | 13/160 [00:19<02:24, 1.02it/s] 206/299 4.14G 0.01559 0.00855 7.278e-05 52 640: 8%|▊ | 13/160 [00:21<02:24, 1.02it/s] 206/299 4.14G 0.01559 0.00855 7.278e-05 52 640: 9%|▉ | 14/160 [00:21<03:09, 1.30s/it] 206/299 4.14G 0.01568 0.008635 7.246e-05 61 640: 9%|▉ | 14/160 [00:30<03:09, 1.30s/it] 206/299 4.14G 0.01568 0.008635 7.246e-05 61 640: 9%|▉ | 15/160 [00:30<08:48, 3.64s/it] 206/299 4.14G 0.01566 0.008635 7.239e-05 66 640: 9%|▉ | 15/160 [00:31<08:48, 3.64s/it] 206/299 4.14G 0.01566 0.008635 7.239e-05 66 640: 10%|█ | 16/160 [00:31<06:16, 2.61s/it] 206/299 4.14G 0.01566 0.008563 7.166e-05 40 640: 10%|█ | 16/160 [00:31<06:16, 2.61s/it] 206/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 821 0.729 0.606 0.649 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 207/299 4.14G 0.0173 0.01169 0.0004091 99 640: 0%| | 0/160 [00:00<?, ?it/s] 207/299 4.14G 0.0173 0.01169 0.0004091 99 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 207/299 4.14G 0.01759 0.01242 0.0002397 81 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 207/299 4.14G 0.01759 0.01242 0.0002397 81 640: 1%|▏ | 2/160 [00:00<01:14, 2.12it/s] 207/299 4.14G 0.0169 0.01083 0.0001803 62 640: 1%|▏ | 2/160 [00:01<01:14, 2.12it/s] 207/299 4.14G 0.0169 0.01083 0.0001803 62 640: 2%|▏ | 3/160 [00:01<01:05, 2.39it/s] 207/299 4.14G 0.01675 0.01009 0.0001631 66 640: 2%|▏ | 3/160 [00:01<01:05, 2.39it/s] 207/299 4.14G 0.01675 0.01009 0.0001631 66 640: 2%|▎ | 4/160 [00:01<00:59, 2.63it/s] 207/299 4.14G 0.01635 0.009569 0.0001445 78 640: 2%|▎ | 4/160 [00:01<00:59, 2.63it/s] 207/299 4.14G 0.01635 0.009569 0.0001445 78 640: 3%|▎ | 5/160 [00:01<00:54, 2.82it/s] 207/299 4.14G 0.01637 0.009045 0.0001312 51 640: 3%|▎ | 5/160 [00:06<00:54, 2.82it/s] 207/299 4.14G 0.01637 0.009045 0.0001312 51 640: 4%|▍ | 6/160 [00:06<04:40, 1.82s/it] 207/299 4.14G 0.01603 0.008643 0.0001333 45 640: 4%|▍ | 6/160 [00:14<04:40, 1.82s/it] 207/299 4.14G 0.01603 0.008643 0.0001333 45 640: 4%|▍ | 7/160 [00:14<10:05, 3.96s/it] 207/299 4.14G 0.01583 0.008566 0.0001254 66 640: 4%|▍ | 7/160 [00:15<10:05, 3.96s/it] 207/299 4.14G 0.01583 0.008566 0.0001254 66 640: 5%|▌ | 8/160 [00:15<07:00, 2.76s/it] 207/299 4.14G 0.01567 0.008596 0.0001201 70 640: 5%|▌ | 8/160 [00:15<07:00, 2.76s/it] 207/299 4.14G 0.01567 0.008596 0.0001201 70 640: 6%|▌ | 9/160 [00:15<04:56, 1.97s/it] 207/299 4.14G 0.01557 0.008514 0.0001271 64 640: 6%|▌ | 9/160 [00:15<04:56, 1.97s/it] 207/299 4.14G 0.01557 0.008514 0.0001271 64 640: 6%|▋ | 10/160 [00:15<03:33, 1.43s/it] 207/299 4.14G 0.01547 0.008493 0.0001212 63 640: 6%|▋ | 10/160 [00:19<03:33, 1.43s/it] 207/299 4.14G 0.01547 0.008493 0.0001212 63 640: 7%|▋ | 11/160 [00:19<05:33, 2.24s/it] 207/299 4.14G 0.01567 0.00836 0.000117 51 640: 7%|▋ | 11/160 [00:19<05:33, 2.24s/it] 207/299 4.14G 0.01567 0.00836 0.000117 51 640: 8%|▊ | 12/160 [00:19<03:59, 1.62s/it] 207/299 4.14G 0.01557 0.008264 0.0001125 54 640: 8%|▊ | 12/160 [00:20<03:59, 1.62s/it] 207/299 4.14G 0.01557 0.008264 0.0001125 54 640: 8%|▊ | 13/160 [00:20<02:55, 1.20s/it] 207/299 4.14G 0.01561 0.008347 0.0001091 62 640: 8%|▊ | 13/160 [00:25<02:55, 1.20s/it] 207/299 4.14G 0.01561 0.008347 0.0001091 62 640: 9%|▉ | 14/160 [00:25<05:58, 2.46s/it] 207/299 4.14G 0.0156 0.008385 0.0001062 64 640: 9%|▉ | 14/160 [00:28<05:58, 2.46s/it] 207/299 4.14G 0.0156 0.008385 0.0001062 64 640: 9%|▉ | 15/160 [00:28<06:15, 2.59s/it] 207/299 4.14G 0.01567 0.008464 0.0001071 71 640: 9%|▉ | 15/160 [00:28<06:15, 2.59s/it] 207/299 4.14G 0.01567 0.008464 0.0001071 71 640: 10%|█ | 16/160 [00:28<04:29, 1.87s/it] 207/299 4.14G 0.01562 0.008527 0.0001693 76 640: 10%|█ | 16/160 [00:28<04:29, 1.87s/it] 207/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 821 0.709 0.61 0.644 0.396
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 208/299 4.14G 0.01567 0.01031 6.459e-05 74 640: 0%| | 0/160 [00:00<?, ?it/s] 208/299 4.14G 0.01567 0.01031 6.459e-05 74 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 208/299 4.14G 0.01492 0.008976 7.295e-05 61 640: 1%| | 1/160 [00:00<00:52, 3.01it/s] 208/299 4.14G 0.01492 0.008976 7.295e-05 61 640: 1%|▏ | 2/160 [00:00<00:50, 3.12it/s] 208/299 4.14G 0.01584 0.01001 7.6e-05 91 640: 1%|▏ | 2/160 [00:05<00:50, 3.12it/s] 208/299 4.14G 0.01584 0.01001 7.6e-05 91 640: 2%|▏ | 3/160 [00:05<06:29, 2.48s/it] 208/299 4.14G 0.01544 0.009198 7.512e-05 60 640: 2%|▏ | 3/160 [00:05<06:29, 2.48s/it] 208/299 4.14G 0.01544 0.009198 7.512e-05 60 640: 2%|▎ | 4/160 [00:05<04:12, 1.62s/it] 208/299 4.14G 0.01579 0.009127 7.828e-05 55 640: 2%|▎ | 4/160 [00:06<04:12, 1.62s/it] 208/299 4.14G 0.01579 0.009127 7.828e-05 55 640: 3%|▎ | 5/160 [00:06<02:57, 1.14s/it] 208/299 4.14G 0.01569 0.009019 7.572e-05 77 640: 3%|▎ | 5/160 [00:11<02:57, 1.14s/it] 208/299 4.14G 0.01569 0.009019 7.572e-05 77 640: 4%|▍ | 6/160 [00:11<06:40, 2.60s/it] 208/299 4.14G 0.01566 0.009047 7.467e-05 57 640: 4%|▍ | 6/160 [00:15<06:40, 2.60s/it] 208/299 4.14G 0.01566 0.009047 7.467e-05 57 640: 4%|▍ | 7/160 [00:15<07:41, 3.01s/it] 208/299 4.14G 0.01591 0.008836 8.268e-05 56 640: 4%|▍ | 7/160 [00:15<07:41, 3.01s/it] 208/299 4.14G 0.01591 0.008836 8.268e-05 56 640: 5%|▌ | 8/160 [00:15<05:22, 2.12s/it] 208/299 4.14G 0.0159 0.008687 8.419e-05 61 640: 5%|▌ | 8/160 [00:16<05:22, 2.12s/it] 208/299 4.14G 0.0159 0.008687 8.419e-05 61 640: 6%|▌ | 9/160 [00:16<03:50, 1.53s/it] 208/299 4.14G 0.01581 0.008585 8.24e-05 65 640: 6%|▌ | 9/160 [00:17<03:50, 1.53s/it] 208/299 4.14G 0.01581 0.008585 8.24e-05 65 640: 6%|▋ | 10/160 [00:17<03:30, 1.40s/it] 208/299 4.14G 0.01586 0.008639 0.0001042 67 640: 6%|▋ | 10/160 [00:22<03:30, 1.40s/it] 208/299 4.14G 0.01586 0.008639 0.0001042 67 640: 7%|▋ | 11/160 [00:22<06:39, 2.68s/it] 208/299 4.14G 0.0157 0.008456 0.0001014 64 640: 7%|▋ | 11/160 [00:22<06:39, 2.68s/it] 208/299 4.14G 0.0157 0.008456 0.0001014 64 640: 8%|▊ | 12/160 [00:22<04:45, 1.93s/it] 208/299 4.14G 0.01577 0.008478 9.953e-05 79 640: 8%|▊ | 12/160 [00:23<04:45, 1.93s/it] 208/299 4.14G 0.01577 0.008478 9.953e-05 79 640: 8%|▊ | 13/160 [00:23<03:27, 1.41s/it] 208/299 4.14G 0.01578 0.008522 0.0001005 73 640: 8%|▊ | 13/160 [00:25<03:27, 1.41s/it] 208/299 4.14G 0.01578 0.008522 0.0001005 73 640: 9%|▉ | 14/160 [00:25<03:50, 1.58s/it] 208/299 4.14G 0.01577 0.008436 9.884e-05 62 640: 9%|▉ | 14/160 [00:29<03:50, 1.58s/it] 208/299 4.14G 0.01577 0.008436 9.884e-05 62 640: 9%|▉ | 15/160 [00:29<05:42, 2.36s/it] 208/299 4.14G 0.01584 0.008401 0.0001013 52 640: 9%|▉ | 15/160 [00:29<05:42, 2.36s/it] 208/299 4.14G 0.01584 0.008401 0.0001013 52 640: 10%|█ | 16/160 [00:29<04:07, 1.72s/it] 208/299 4.14G 0.01565 0.008233 9.979e-05 49 640: 10%|█ | 16/160 [00:31<04:07, 1.72s/it] 208/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 821 0.708 0.623 0.649 0.399
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 209/299 4.14G 0.0141 0.008717 0.0005038 80 640: 0%| | 0/160 [00:01<?, ?it/s] 209/299 4.14G 0.0141 0.008717 0.0005038 80 640: 1%| | 1/160 [00:01<04:00, 1.51s/it] 209/299 4.14G 0.01582 0.006924 0.0002888 33 640: 1%| | 1/160 [00:03<04:00, 1.51s/it] 209/299 4.14G 0.01582 0.006924 0.0002888 33 640: 1%|▏ | 2/160 [00:03<05:06, 1.94s/it] 209/299 4.14G 0.01571 0.008335 0.0002223 96 640: 1%|▏ | 2/160 [00:09<05:06, 1.94s/it] 209/299 4.14G 0.01571 0.008335 0.0002223 96 640: 2%|▏ | 3/160 [00:09<10:03, 3.85s/it] 209/299 4.14G 0.01515 0.00782 0.0001826 52 640: 2%|▏ | 3/160 [00:10<10:03, 3.85s/it] 209/299 4.14G 0.01515 0.00782 0.0001826 52 640: 2%|▎ | 4/160 [00:10<06:16, 2.41s/it] 209/299 4.14G 0.01571 0.008239 0.0001635 75 640: 2%|▎ | 4/160 [00:10<06:16, 2.41s/it] 209/299 4.14G 0.01571 0.008239 0.0001635 75 640: 3%|▎ | 5/160 [00:10<04:11, 1.62s/it] 209/299 4.14G 0.01556 0.00802 0.0001478 48 640: 3%|▎ | 5/160 [00:13<04:11, 1.62s/it] 209/299 4.14G 0.01556 0.00802 0.0001478 48 640: 4%|▍ | 6/160 [00:13<05:08, 2.00s/it] 209/299 4.14G 0.01537 0.008237 0.0001358 90 640: 4%|▍ | 6/160 [00:16<05:08, 2.00s/it] 209/299 4.14G 0.01537 0.008237 0.0001358 90 640: 4%|▍ | 7/160 [00:16<06:40, 2.61s/it] 209/299 4.14G 0.0152 0.008289 0.0001417 67 640: 4%|▍ | 7/160 [00:17<06:40, 2.61s/it] 209/299 4.14G 0.0152 0.008289 0.0001417 67 640: 5%|▌ | 8/160 [00:17<04:41, 1.85s/it] 209/299 4.14G 0.01519 0.008596 0.0001401 70 640: 5%|▌ | 8/160 [00:19<04:41, 1.85s/it] 209/299 4.14G 0.01519 0.008596 0.0001401 70 640: 6%|▌ | 9/160 [00:19<05:02, 2.00s/it] 209/299 4.14G 0.01506 0.008485 0.0001331 79 640: 6%|▌ | 9/160 [00:21<05:02, 2.00s/it] 209/299 4.14G 0.01506 0.008485 0.0001331 79 640: 6%|▋ | 10/160 [00:21<05:03, 2.02s/it] 209/299 4.14G 0.01513 0.008402 0.0001287 41 640: 6%|▋ | 10/160 [00:25<05:03, 2.02s/it] 209/299 4.14G 0.01513 0.008402 0.0001287 41 640: 7%|▋ | 11/160 [00:25<06:43, 2.70s/it] 209/299 4.14G 0.01499 0.008395 0.0001241 64 640: 7%|▋ | 11/160 [00:26<06:43, 2.70s/it] 209/299 4.14G 0.01499 0.008395 0.0001241 64 640: 8%|▊ | 12/160 [00:26<04:48, 1.95s/it] 209/299 4.14G 0.0148 0.008263 0.0001206 55 640: 8%|▊ | 12/160 [00:26<04:48, 1.95s/it] 209/299 4.14G 0.0148 0.008263 0.0001206 55 640: 8%|▊ | 13/160 [00:26<03:29, 1.42s/it] 209/299 4.14G 0.01483 0.008457 0.0001297 77 640: 8%|▊ | 13/160 [00:26<03:29, 1.42s/it] 209/299 4.14G 0.01483 0.008457 0.0001297 77 640: 9%|▉ | 14/160 [00:26<02:51, 1.18s/it] 209/299 4.14G 0.01492 0.008641 0.000127 96 640: 9%|▉ | 14/160 [00:33<02:51, 1.18s/it] 209/299 4.14G 0.01492 0.008641 0.000127 96 640: 9%|▉ | 15/160 [00:33<06:34, 2.72s/it] 209/299 4.14G 0.01499 0.008546 0.0001239 51 640: 9%|▉ | 15/160 [00:33<06:34, 2.72s/it] 209/299 4.14G 0.01499 0.008546 0.0001239 51 640: 10%|█ | 16/160 [00:33<04:43, 1.97s/it] 209/299 4.14G 0.0151 0.008748 0.0001246 84 640: 10%|█ | 16/160 [00:33<04:43, 1.97s/it] 209/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s]
all 340 822 0.712 0.631 0.651 0.399
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 210/299 4.14G 0.01337 0.004338 0.0003213 43 640: 0%| | 0/160 [00:00<?, ?it/s] 210/299 4.14G 0.01337 0.004338 0.0003213 43 640: 1%| | 1/160 [00:00<01:34, 1.68it/s] 210/299 4.14G 0.01509 0.006161 0.0002245 51 640: 1%| | 1/160 [00:01<01:34, 1.68it/s] 210/299 4.14G 0.01509 0.006161 0.0002245 51 640: 1%|▏ | 2/160 [00:01<02:39, 1.01s/it] 210/299 4.14G 0.01509 0.007668 0.0001773 74 640: 1%|▏ | 2/160 [00:04<02:39, 1.01s/it] 210/299 4.14G 0.01509 0.007668 0.0001773 74 640: 2%|▏ | 3/160 [00:04<05:06, 1.95s/it] 210/299 4.14G 0.01496 0.008062 0.0001492 71 640: 2%|▏ | 3/160 [00:05<05:06, 1.95s/it] 210/299 4.14G 0.01496 0.008062 0.0001492 71 640: 2%|▎ | 4/160 [00:05<03:23, 1.31s/it] 210/299 4.14G 0.01518 0.008158 0.0001331 62 640: 2%|▎ | 4/160 [00:05<03:23, 1.31s/it] 210/299 4.14G 0.01518 0.008158 0.0001331 62 640: 3%|▎ | 5/160 [00:05<02:25, 1.07it/s] 210/299 4.14G 0.01565 0.007934 0.0001211 59 640: 3%|▎ | 5/160 [00:05<02:25, 1.07it/s] 210/299 4.14G 0.01565 0.007934 0.0001211 59 640: 4%|▍ | 6/160 [00:05<01:50, 1.39it/s] 210/299 4.14G 0.01581 0.007995 0.000113 63 640: 4%|▍ | 6/160 [00:14<01:50, 1.39it/s] 210/299 4.14G 0.01581 0.007995 0.000113 63 640: 4%|▍ | 7/160 [00:14<08:11, 3.22s/it] 210/299 4.14G 0.01559 0.00778 0.0001066 48 640: 4%|▍ | 7/160 [00:14<08:11, 3.22s/it] 210/299 4.14G 0.01559 0.00778 0.0001066 48 640: 5%|▌ | 8/160 [00:14<05:43, 2.26s/it] 210/299 4.14G 0.01542 0.007732 0.0001013 59 640: 5%|▌ | 8/160 [00:14<05:43, 2.26s/it] 210/299 4.14G 0.01542 0.007732 0.0001013 59 640: 6%|▌ | 9/160 [00:14<04:04, 1.62s/it] 210/299 4.14G 0.01548 0.008194 9.783e-05 96 640: 6%|▌ | 9/160 [00:19<04:04, 1.62s/it] 210/299 4.14G 0.01548 0.008194 9.783e-05 96 640: 6%|▋ | 10/160 [00:19<06:14, 2.50s/it] 210/299 4.14G 0.01544 0.008113 9.436e-05 64 640: 6%|▋ | 10/160 [00:24<06:14, 2.50s/it] 210/299 4.14G 0.01544 0.008113 9.436e-05 64 640: 7%|▋ | 11/160 [00:24<08:37, 3.48s/it] 210/299 4.14G 0.0153 0.008177 9.271e-05 76 640: 7%|▋ | 11/160 [00:25<08:37, 3.48s/it] 210/299 4.14G 0.0153 0.008177 9.271e-05 76 640: 8%|▊ | 12/160 [00:25<06:07, 2.48s/it] 210/299 4.14G 0.01539 0.008113 9.05e-05 50 640: 8%|▊ | 12/160 [00:25<06:07, 2.48s/it] 210/299 4.14G 0.01539 0.008113 9.05e-05 50 640: 8%|▊ | 13/160 [00:25<04:23, 1.80s/it] 210/299 4.14G 0.01534 0.008154 8.84e-05 67 640: 8%|▊ | 13/160 [00:25<04:23, 1.80s/it] 210/299 4.14G 0.01534 0.008154 8.84e-05 67 640: 9%|▉ | 14/160 [00:25<03:12, 1.32s/it] 210/299 4.14G 0.01529 0.008117 8.748e-05 58 640: 9%|▉ | 14/160 [00:27<03:12, 1.32s/it] 210/299 4.14G 0.01529 0.008117 8.748e-05 58 640: 9%|▉ | 15/160 [00:27<04:04, 1.68s/it] 210/299 4.14G 0.0153 0.008162 8.724e-05 60 640: 9%|▉ | 15/160 [00:28<04:04, 1.68s/it] 210/299 4.14G 0.0153 0.008162 8.724e-05 60 640: 10%|█ | 16/160 [00:28<02:58, 1.24s/it] 210/299 4.14G 0.01525 0.008194 8.601e-05 62 640: 10%|█ | 16/160 [00:29<02:58, 1.24s/it] 210/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s]
all 340 821 0.71 0.633 0.655 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 211/299 4.14G 0.01298 0.008768 7.894e-05 67 640: 0%| | 0/160 [00:00<?, ?it/s] 211/299 4.14G 0.01298 0.008768 7.894e-05 67 640: 1%| | 1/160 [00:00<00:48, 3.27it/s] 211/299 4.14G 0.01389 0.008073 8.016e-05 60 640: 1%| | 1/160 [00:03<00:48, 3.27it/s] 211/299 4.14G 0.01389 0.008073 8.016e-05 60 640: 1%|▏ | 2/160 [00:03<04:58, 1.89s/it] 211/299 4.14G 0.01473 0.008107 8.651e-05 56 640: 1%|▏ | 2/160 [00:15<04:58, 1.89s/it] 211/299 4.14G 0.01473 0.008107 8.651e-05 56 640: 2%|▏ | 3/160 [00:15<16:46, 6.41s/it] 211/299 4.14G 0.01524 0.008557 8.148e-05 74 640: 2%|▏ | 3/160 [00:15<16:46, 6.41s/it] 211/299 4.14G 0.01524 0.008557 8.148e-05 74 640: 2%|▎ | 4/160 [00:15<10:18, 3.97s/it] 211/299 4.14G 0.01493 0.008331 7.994e-05 63 640: 2%|▎ | 4/160 [00:15<10:18, 3.97s/it] 211/299 4.14G 0.01493 0.008331 7.994e-05 63 640: 3%|▎ | 5/160 [00:15<06:45, 2.61s/it] 211/299 4.14G 0.01514 0.008659 8.064e-05 67 640: 3%|▎ | 5/160 [00:15<06:45, 2.61s/it] 211/299 4.14G 0.01514 0.008659 8.064e-05 67 640: 4%|▍ | 6/160 [00:15<04:36, 1.80s/it] 211/299 4.14G 0.01549 0.008421 7.806e-05 50 640: 4%|▍ | 6/160 [00:15<04:36, 1.80s/it] 211/299 4.14G 0.01549 0.008421 7.806e-05 50 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 211/299 4.14G 0.01539 0.008545 7.793e-05 70 640: 4%|▍ | 7/160 [00:16<03:17, 1.29s/it] 211/299 4.14G 0.01539 0.008545 7.793e-05 70 640: 5%|▌ | 8/160 [00:16<02:24, 1.05it/s] 211/299 4.14G 0.01537 0.0087 7.669e-05 59 640: 5%|▌ | 8/160 [00:17<02:24, 1.05it/s] 211/299 4.14G 0.01537 0.0087 7.669e-05 59 640: 6%|▌ | 9/160 [00:17<02:50, 1.13s/it] 211/299 4.14G 0.01523 0.008442 7.563e-05 48 640: 6%|▌ | 9/160 [00:22<02:50, 1.13s/it] 211/299 4.14G 0.01523 0.008442 7.563e-05 48 640: 6%|▋ | 10/160 [00:22<05:35, 2.24s/it] 211/299 4.14G 0.01525 0.008578 7.615e-05 89 640: 6%|▋ | 10/160 [00:31<05:35, 2.24s/it] 211/299 4.14G 0.01525 0.008578 7.615e-05 89 640: 7%|▋ | 11/160 [00:31<10:43, 4.32s/it] 211/299 4.14G 0.01532 0.008513 7.486e-05 67 640: 7%|▋ | 11/160 [00:31<10:43, 4.32s/it] 211/299 4.14G 0.01532 0.008513 7.486e-05 67 640: 8%|▊ | 12/160 [00:31<07:34, 3.07s/it] 211/299 4.14G 0.01552 0.008541 9.185e-05 70 640: 8%|▊ | 12/160 [00:31<07:34, 3.07s/it] 211/299 4.14G 0.01552 0.008541 9.185e-05 70 640: 8%|▊ | 13/160 [00:31<05:23, 2.20s/it] 211/299 4.14G 0.01546 0.008233 9.665e-05 37 640: 8%|▊ | 13/160 [00:32<05:23, 2.20s/it] 211/299 4.14G 0.01546 0.008233 9.665e-05 37 640: 9%|▉ | 14/160 [00:32<03:53, 1.60s/it] 211/299 4.14G 0.01559 0.008291 9.486e-05 72 640: 9%|▉ | 14/160 [00:32<03:53, 1.60s/it] 211/299 4.14G 0.01559 0.008291 9.486e-05 72 640: 9%|▉ | 15/160 [00:32<02:52, 1.19s/it] 211/299 4.14G 0.01558 0.008308 9.361e-05 88 640: 9%|▉ | 15/160 [00:32<02:52, 1.19s/it] 211/299 4.14G 0.01558 0.008308 9.361e-05 88 640: 10%|█ | 16/160 [00:32<02:09, 1.11it/s] 211/299 4.14G 0.01565 0.008259 9.138e-05 47 640: 10%|█ | 16/160 [00:32<02:09, 1.11it/s] 211/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 821 0.717 0.643 0.653 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 212/299 4.14G 0.01519 0.009242 6.896e-05 63 640: 0%| | 0/160 [00:00<?, ?it/s] 212/299 4.14G 0.01519 0.009242 6.896e-05 63 640: 1%| | 1/160 [00:00<00:47, 3.36it/s] 212/299 4.14G 0.01605 0.008562 6.595e-05 69 640: 1%| | 1/160 [00:03<00:47, 3.36it/s] 212/299 4.14G 0.01605 0.008562 6.595e-05 69 640: 1%|▏ | 2/160 [00:03<05:09, 1.96s/it] 212/299 4.14G 0.01572 0.009287 6.634e-05 71 640: 1%|▏ | 2/160 [00:15<05:09, 1.96s/it] 212/299 4.14G 0.01572 0.009287 6.634e-05 71 640: 2%|▏ | 3/160 [00:15<16:42, 6.38s/it] 212/299 4.14G 0.01492 0.008697 6.732e-05 59 640: 2%|▏ | 3/160 [00:15<16:42, 6.38s/it] 212/299 4.14G 0.01492 0.008697 6.732e-05 59 640: 2%|▎ | 4/160 [00:15<10:15, 3.95s/it] 212/299 4.14G 0.01533 0.008991 6.785e-05 70 640: 2%|▎ | 4/160 [00:15<10:15, 3.95s/it] 212/299 4.14G 0.01533 0.008991 6.785e-05 70 640: 3%|▎ | 5/160 [00:15<06:42, 2.60s/it] 212/299 4.14G 0.01508 0.008487 6.626e-05 39 640: 3%|▎ | 5/160 [00:15<06:42, 2.60s/it] 212/299 4.14G 0.01508 0.008487 6.626e-05 39 640: 4%|▍ | 6/160 [00:15<04:35, 1.79s/it] 212/299 4.14G 0.01486 0.008444 6.657e-05 64 640: 4%|▍ | 6/160 [00:15<04:35, 1.79s/it] 212/299 4.14G 0.01486 0.008444 6.657e-05 64 640: 4%|▍ | 7/160 [00:15<03:16, 1.28s/it] 212/299 4.14G 0.01467 0.008222 6.874e-05 46 640: 4%|▍ | 7/160 [00:16<03:16, 1.28s/it] 212/299 4.14G 0.01467 0.008222 6.874e-05 46 640: 5%|▌ | 8/160 [00:16<02:23, 1.06it/s] 212/299 4.14G 0.01482 0.008264 6.812e-05 65 640: 5%|▌ | 8/160 [00:16<02:23, 1.06it/s] 212/299 4.14G 0.01482 0.008264 6.812e-05 65 640: 6%|▌ | 9/160 [00:16<01:49, 1.37it/s] 212/299 4.14G 0.01483 0.008082 7.054e-05 49 640: 6%|▌ | 9/160 [00:22<01:49, 1.37it/s] 212/299 4.14G 0.01483 0.008082 7.054e-05 49 640: 6%|▋ | 10/160 [00:22<05:46, 2.31s/it] 212/299 4.14G 0.01486 0.007933 7.139e-05 57 640: 6%|▋ | 10/160 [00:28<05:46, 2.31s/it] 212/299 4.14G 0.01486 0.007933 7.139e-05 57 640: 7%|▋ | 11/160 [00:28<08:59, 3.62s/it] 212/299 4.14G 0.01492 0.00805 7.165e-05 74 640: 7%|▋ | 11/160 [00:29<08:59, 3.62s/it] 212/299 4.14G 0.01492 0.00805 7.165e-05 74 640: 8%|▊ | 12/160 [00:29<06:22, 2.58s/it] 212/299 4.14G 0.01485 0.00845 7.39e-05 102 640: 8%|▊ | 12/160 [00:29<06:22, 2.58s/it] 212/299 4.14G 0.01485 0.00845 7.39e-05 102 640: 8%|▊ | 13/160 [00:29<04:34, 1.87s/it] 212/299 4.14G 0.01483 0.008326 7.449e-05 56 640: 8%|▊ | 13/160 [00:29<04:34, 1.87s/it] 212/299 4.14G 0.01483 0.008326 7.449e-05 56 640: 9%|▉ | 14/160 [00:29<03:19, 1.37s/it] 212/299 4.14G 0.01483 0.008229 7.419e-05 54 640: 9%|▉ | 14/160 [00:29<03:19, 1.37s/it] 212/299 4.14G 0.01483 0.008229 7.419e-05 54 640: 9%|▉ | 15/160 [00:29<02:29, 1.03s/it] 212/299 4.14G 0.01481 0.008148 7.488e-05 59 640: 9%|▉ | 15/160 [00:29<02:29, 1.03s/it] 212/299 4.14G 0.01481 0.008148 7.488e-05 59 640: 10%|█ | 16/160 [00:29<01:53, 1.27it/s] 212/299 4.14G 0.01483 0.008125 7.648e-05 68 640: 10%|█ | 16/160 [00:30<01:53, 1.27it/s] 212/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 819 0.733 0.624 0.657 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 213/299 4.14G 0.01533 0.01033 8.012e-05 80 640: 0%| | 0/160 [00:00<?, ?it/s] 213/299 4.14G 0.01533 0.01033 8.012e-05 80 640: 1%| | 1/160 [00:00<00:53, 2.99it/s] 213/299 4.14G 0.01489 0.009408 7.183e-05 70 640: 1%| | 1/160 [00:05<00:53, 2.99it/s] 213/299 4.14G 0.01489 0.009408 7.183e-05 70 640: 1%|▏ | 2/160 [00:05<08:26, 3.20s/it] 213/299 4.14G 0.01401 0.008101 6.795e-05 43 640: 1%|▏ | 2/160 [00:15<08:26, 3.20s/it] 213/299 4.14G 0.01401 0.008101 6.795e-05 43 640: 2%|▏ | 3/160 [00:15<16:34, 6.33s/it] 213/299 4.14G 0.01427 0.007762 6.859e-05 66 640: 2%|▏ | 3/160 [00:15<16:34, 6.33s/it] 213/299 4.14G 0.01427 0.007762 6.859e-05 66 640: 2%|▎ | 4/160 [00:15<10:11, 3.92s/it] 213/299 4.14G 0.01417 0.007541 6.78e-05 53 640: 2%|▎ | 4/160 [00:16<10:11, 3.92s/it] 213/299 4.14G 0.01417 0.007541 6.78e-05 53 640: 3%|▎ | 5/160 [00:16<06:40, 2.58s/it] 213/299 4.14G 0.01452 0.007521 6.731e-05 61 640: 3%|▎ | 5/160 [00:16<06:40, 2.58s/it] 213/299 4.14G 0.01452 0.007521 6.731e-05 61 640: 4%|▍ | 6/160 [00:16<04:33, 1.78s/it] 213/299 4.14G 0.01464 0.007792 6.677e-05 63 640: 4%|▍ | 6/160 [00:16<04:33, 1.78s/it] 213/299 4.14G 0.01464 0.007792 6.677e-05 63 640: 4%|▍ | 7/160 [00:16<03:15, 1.28s/it] 213/299 4.14G 0.0147 0.008073 6.553e-05 77 640: 4%|▍ | 7/160 [00:16<03:15, 1.28s/it] 213/299 4.14G 0.0147 0.008073 6.553e-05 77 640: 5%|▌ | 8/160 [00:16<02:22, 1.06it/s] 213/299 4.14G 0.01486 0.00787 6.507e-05 49 640: 5%|▌ | 8/160 [00:20<02:22, 1.06it/s] 213/299 4.14G 0.01486 0.00787 6.507e-05 49 640: 6%|▌ | 9/160 [00:20<04:22, 1.74s/it] 213/299 4.14G 0.0148 0.008132 6.643e-05 86 640: 6%|▌ | 9/160 [00:21<04:22, 1.74s/it] 213/299 4.14G 0.0148 0.008132 6.643e-05 86 640: 6%|▋ | 10/160 [00:21<03:50, 1.54s/it] 213/299 4.14G 0.01468 0.007914 6.614e-05 44 640: 6%|▋ | 10/160 [00:29<03:50, 1.54s/it] 213/299 4.14G 0.01468 0.007914 6.614e-05 44 640: 7%|▋ | 11/160 [00:29<08:36, 3.47s/it] 213/299 4.14G 0.01459 0.007972 7.161e-05 75 640: 7%|▋ | 11/160 [00:29<08:36, 3.47s/it] 213/299 4.14G 0.01459 0.007972 7.161e-05 75 640: 8%|▊ | 12/160 [00:29<06:06, 2.48s/it] 213/299 4.14G 0.0148 0.008199 7.159e-05 80 640: 8%|▊ | 12/160 [00:29<06:06, 2.48s/it] 213/299 4.14G 0.0148 0.008199 7.159e-05 80 640: 8%|▊ | 13/160 [00:29<04:23, 1.79s/it] 213/299 4.14G 0.01503 0.008275 7.22e-05 72 640: 8%|▊ | 13/160 [00:29<04:23, 1.79s/it] 213/299 4.14G 0.01503 0.008275 7.22e-05 72 640: 9%|▉ | 14/160 [00:29<03:12, 1.32s/it] 213/299 4.14G 0.01503 0.008221 7.157e-05 56 640: 9%|▉ | 14/160 [00:30<03:12, 1.32s/it] 213/299 4.14G 0.01503 0.008221 7.157e-05 56 640: 9%|▉ | 15/160 [00:30<02:24, 1.00it/s] 213/299 4.14G 0.01502 0.008115 7.092e-05 39 640: 9%|▉ | 15/160 [00:30<02:24, 1.00it/s] 213/299 4.14G 0.01502 0.008115 7.092e-05 39 640: 10%|█ | 16/160 [00:30<01:49, 1.32it/s] 213/299 4.14G 0.01506 0.00827 0.0001008 87 640: 10%|█ | 16/160 [00:34<01:49, 1.32it/s] 213/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 819 0.737 0.622 0.657 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 214/299 4.14G 0.01343 0.005404 9.183e-05 39 640: 0%| | 0/160 [00:03<?, ?it/s] 214/299 4.14G 0.01343 0.005404 9.183e-05 39 640: 1%| | 1/160 [00:03<08:40, 3.27s/it] 214/299 4.14G 0.01472 0.007109 8.345e-05 79 640: 1%| | 1/160 [00:03<08:40, 3.27s/it] 214/299 4.14G 0.01472 0.007109 8.345e-05 79 640: 1%|▏ | 2/160 [00:03<04:01, 1.53s/it] 214/299 4.14G 0.01485 0.007559 7.683e-05 68 640: 1%|▏ | 2/160 [00:13<04:01, 1.53s/it] 214/299 4.14G 0.01485 0.007559 7.683e-05 68 640: 2%|▏ | 3/160 [00:13<14:02, 5.37s/it] 214/299 4.14G 0.0146 0.007297 7.211e-05 55 640: 2%|▏ | 3/160 [00:13<14:02, 5.37s/it] 214/299 4.14G 0.0146 0.007297 7.211e-05 55 640: 2%|▎ | 4/160 [00:13<08:40, 3.33s/it] 214/299 4.14G 0.01453 0.007221 8.37e-05 62 640: 2%|▎ | 4/160 [00:13<08:40, 3.33s/it] 214/299 4.14G 0.01453 0.007221 8.37e-05 62 640: 3%|▎ | 5/160 [00:13<05:42, 2.21s/it] 214/299 4.14G 0.01431 0.007263 8.525e-05 59 640: 3%|▎ | 5/160 [00:14<05:42, 2.21s/it] 214/299 4.14G 0.01431 0.007263 8.525e-05 59 640: 4%|▍ | 6/160 [00:14<03:56, 1.53s/it] 214/299 4.14G 0.0141 0.007376 8.323e-05 66 640: 4%|▍ | 6/160 [00:14<03:56, 1.53s/it] 214/299 4.14G 0.0141 0.007376 8.323e-05 66 640: 4%|▍ | 7/160 [00:14<02:50, 1.12s/it] 214/299 4.14G 0.01422 0.007722 8.092e-05 74 640: 4%|▍ | 7/160 [00:14<02:50, 1.12s/it] 214/299 4.14G 0.01422 0.007722 8.092e-05 74 640: 5%|▌ | 8/160 [00:14<02:06, 1.21it/s] 214/299 4.14G 0.01413 0.00753 8.079e-05 53 640: 5%|▌ | 8/160 [00:23<02:06, 1.21it/s] 214/299 4.14G 0.01413 0.00753 8.079e-05 53 640: 6%|▌ | 9/160 [00:23<08:25, 3.35s/it] 214/299 4.14G 0.01451 0.007581 7.972e-05 63 640: 6%|▌ | 9/160 [00:23<08:25, 3.35s/it] 214/299 4.14G 0.01451 0.007581 7.972e-05 63 640: 6%|▋ | 10/160 [00:23<05:57, 2.38s/it] 214/299 4.14G 0.01444 0.007852 7.783e-05 97 640: 6%|▋ | 10/160 [00:27<05:57, 2.38s/it] 214/299 4.14G 0.01444 0.007852 7.783e-05 97 640: 7%|▋ | 11/160 [00:27<06:58, 2.81s/it] 214/299 4.14G 0.01428 0.007802 7.761e-05 62 640: 7%|▋ | 11/160 [00:27<06:58, 2.81s/it] 214/299 4.14G 0.01428 0.007802 7.761e-05 62 640: 8%|▊ | 12/160 [00:27<04:59, 2.02s/it] 214/299 4.14G 0.01425 0.007826 7.816e-05 64 640: 8%|▊ | 12/160 [00:27<04:59, 2.02s/it] 214/299 4.14G 0.01425 0.007826 7.816e-05 64 640: 8%|▊ | 13/160 [00:27<03:36, 1.47s/it] 214/299 4.14G 0.01429 0.007957 7.81e-05 87 640: 8%|▊ | 13/160 [00:28<03:36, 1.47s/it] 214/299 4.14G 0.01429 0.007957 7.81e-05 87 640: 9%|▉ | 14/160 [00:28<02:39, 1.09s/it] 214/299 4.14G 0.01426 0.007906 7.681e-05 64 640: 9%|▉ | 14/160 [00:28<02:39, 1.09s/it] 214/299 4.14G 0.01426 0.007906 7.681e-05 64 640: 9%|▉ | 15/160 [00:28<02:01, 1.19it/s] 214/299 4.14G 0.01445 0.008082 7.967e-05 83 640: 9%|▉ | 15/160 [00:28<02:01, 1.19it/s] 214/299 4.14G 0.01445 0.008082 7.967e-05 83 640: 10%|█ | 16/160 [00:28<01:33, 1.53it/s] 214/299 4.14G 0.01447 0.008054 7.921e-05 70 640: 10%|█ | 16/160 [00:36<01:33, 1.53it/s] 214/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 819 0.722 0.636 0.659 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 215/299 4.14G 0.01466 0.008657 0.0002224 60 640: 0%| | 0/160 [00:10<?, ?it/s] 215/299 4.14G 0.01466 0.008657 0.0002224 60 640: 1%| | 1/160 [00:10<28:06, 10.61s/it] 215/299 4.14G 0.01449 0.007441 0.0001417 46 640: 1%| | 1/160 [00:10<28:06, 10.61s/it] 215/299 4.14G 0.01449 0.007441 0.0001417 46 640: 1%|▏ | 2/160 [00:10<11:50, 4.50s/it] 215/299 4.14G 0.01435 0.007702 0.0001146 76 640: 1%|▏ | 2/160 [00:15<11:50, 4.50s/it] 215/299 4.14G 0.01435 0.007702 0.0001146 76 640: 2%|▏ | 3/160 [00:15<12:17, 4.70s/it] 215/299 4.14G 0.01456 0.007711 0.000103 55 640: 2%|▏ | 3/160 [00:15<12:17, 4.70s/it] 215/299 4.14G 0.01456 0.007711 0.000103 55 640: 2%|▎ | 4/160 [00:15<07:36, 2.93s/it] 215/299 4.14G 0.01456 0.007828 9.696e-05 67 640: 2%|▎ | 4/160 [00:16<07:36, 2.93s/it] 215/299 4.14G 0.01456 0.007828 9.696e-05 67 640: 3%|▎ | 5/160 [00:16<05:01, 1.95s/it] 215/299 4.14G 0.01447 0.007768 9.108e-05 41 640: 3%|▎ | 5/160 [00:16<05:01, 1.95s/it] 215/299 4.14G 0.01447 0.007768 9.108e-05 41 640: 4%|▍ | 6/160 [00:16<03:29, 1.36s/it] 215/299 4.14G 0.01446 0.007859 8.662e-05 82 640: 4%|▍ | 6/160 [00:16<03:29, 1.36s/it] 215/299 4.14G 0.01446 0.007859 8.662e-05 82 640: 4%|▍ | 7/160 [00:16<02:32, 1.00it/s] 215/299 4.14G 0.01433 0.007691 8.355e-05 41 640: 4%|▍ | 7/160 [00:16<02:32, 1.00it/s] 215/299 4.14G 0.01433 0.007691 8.355e-05 41 640: 5%|▌ | 8/160 [00:16<01:53, 1.34it/s] 215/299 4.14G 0.01426 0.007913 8.149e-05 78 640: 5%|▌ | 8/160 [00:24<01:53, 1.34it/s] 215/299 4.14G 0.01426 0.007913 8.149e-05 78 640: 6%|▌ | 9/160 [00:24<07:13, 2.87s/it] 215/299 4.14G 0.01429 0.007839 7.911e-05 63 640: 6%|▌ | 9/160 [00:24<07:13, 2.87s/it] 215/299 4.14G 0.01429 0.007839 7.911e-05 63 640: 6%|▋ | 10/160 [00:24<05:07, 2.05s/it] 215/299 4.14G 0.01452 0.007906 8.099e-05 65 640: 6%|▋ | 10/160 [00:31<05:07, 2.05s/it] 215/299 4.14G 0.01452 0.007906 8.099e-05 65 640: 7%|▋ | 11/160 [00:31<08:34, 3.46s/it] 215/299 4.14G 0.01469 0.007871 7.976e-05 65 640: 7%|▋ | 11/160 [00:31<08:34, 3.46s/it] 215/299 4.14G 0.01469 0.007871 7.976e-05 65 640: 8%|▊ | 12/160 [00:31<06:05, 2.47s/it] 215/299 4.14G 0.01471 0.008022 7.983e-05 71 640: 8%|▊ | 12/160 [00:31<06:05, 2.47s/it] 215/299 4.14G 0.01471 0.008022 7.983e-05 71 640: 8%|▊ | 13/160 [00:31<04:22, 1.79s/it] 215/299 4.14G 0.01485 0.008119 8.204e-05 85 640: 8%|▊ | 13/160 [00:31<04:22, 1.79s/it] 215/299 4.14G 0.01485 0.008119 8.204e-05 85 640: 9%|▉ | 14/160 [00:31<03:11, 1.31s/it] 215/299 4.14G 0.0148 0.008209 8.064e-05 78 640: 9%|▉ | 14/160 [00:32<03:11, 1.31s/it] 215/299 4.14G 0.0148 0.008209 8.064e-05 78 640: 9%|▉ | 15/160 [00:32<02:23, 1.01it/s] 215/299 4.14G 0.01506 0.008214 8.016e-05 66 640: 9%|▉ | 15/160 [00:32<02:23, 1.01it/s] 215/299 4.14G 0.01506 0.008214 8.016e-05 66 640: 10%|█ | 16/160 [00:32<01:48, 1.32it/s] 215/299 4.14G 0.01501 0.008136 7.996e-05 62 640: 10%|█ | 16/160 [00:37<01:48, 1.32it/s] 215/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 817 0.719 0.644 0.661 0.406
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 216/299 4.14G 0.0151 0.007566 6.357e-05 61 640: 0%| | 0/160 [00:03<?, ?it/s] 216/299 4.14G 0.0151 0.007566 6.357e-05 61 640: 1%| | 1/160 [00:03<10:11, 3.85s/it] 216/299 4.14G 0.01427 0.007136 6.866e-05 48 640: 1%| | 1/160 [00:07<10:11, 3.85s/it] 216/299 4.14G 0.01427 0.007136 6.866e-05 48 640: 1%|▏ | 2/160 [00:07<09:42, 3.68s/it] 216/299 4.14G 0.0155 0.007139 6.566e-05 60 640: 1%|▏ | 2/160 [00:13<09:42, 3.68s/it] 216/299 4.14G 0.0155 0.007139 6.566e-05 60 640: 2%|▏ | 3/160 [00:13<12:46, 4.88s/it] 216/299 4.14G 0.01555 0.007139 6.673e-05 47 640: 2%|▏ | 3/160 [00:13<12:46, 4.88s/it] 216/299 4.14G 0.01555 0.007139 6.673e-05 47 640: 2%|▎ | 4/160 [00:13<07:54, 3.04s/it] 216/299 4.14G 0.01538 0.006865 9.496e-05 42 640: 2%|▎ | 4/160 [00:14<07:54, 3.04s/it] 216/299 4.14G 0.01538 0.006865 9.496e-05 42 640: 3%|▎ | 5/160 [00:14<05:13, 2.02s/it] 216/299 4.14G 0.01538 0.006975 9.253e-05 56 640: 3%|▎ | 5/160 [00:14<05:13, 2.02s/it] 216/299 4.14G 0.01538 0.006975 9.253e-05 56 640: 4%|▍ | 6/160 [00:14<03:36, 1.41s/it] 216/299 4.14G 0.01517 0.007156 8.778e-05 65 640: 4%|▍ | 6/160 [00:14<03:36, 1.41s/it] 216/299 4.14G 0.01517 0.007156 8.778e-05 65 640: 4%|▍ | 7/160 [00:14<02:37, 1.03s/it] 216/299 4.14G 0.01516 0.007208 8.678e-05 65 640: 4%|▍ | 7/160 [00:14<02:37, 1.03s/it] 216/299 4.14G 0.01516 0.007208 8.678e-05 65 640: 5%|▌ | 8/160 [00:14<01:57, 1.30it/s] 216/299 4.14G 0.01517 0.007351 8.798e-05 48 640: 5%|▌ | 8/160 [00:19<01:57, 1.30it/s] 216/299 4.14G 0.01517 0.007351 8.798e-05 48 640: 6%|▌ | 9/160 [00:19<04:50, 1.92s/it] 216/299 4.14G 0.015 0.007393 8.568e-05 58 640: 6%|▌ | 9/160 [00:22<04:50, 1.92s/it] 216/299 4.14G 0.015 0.007393 8.568e-05 58 640: 6%|▋ | 10/160 [00:22<06:08, 2.46s/it] 216/299 4.14G 0.01501 0.007522 8.641e-05 59 640: 6%|▋ | 10/160 [00:29<06:08, 2.46s/it] 216/299 4.14G 0.01501 0.007522 8.641e-05 59 640: 7%|▋ | 11/160 [00:29<09:29, 3.82s/it] 216/299 4.14G 0.01499 0.007458 8.605e-05 54 640: 7%|▋ | 11/160 [00:30<09:29, 3.82s/it] 216/299 4.14G 0.01499 0.007458 8.605e-05 54 640: 8%|▊ | 12/160 [00:30<06:43, 2.73s/it] 216/299 4.14G 0.01494 0.00738 8.459e-05 55 640: 8%|▊ | 12/160 [00:30<06:43, 2.73s/it] 216/299 4.14G 0.01494 0.00738 8.459e-05 55 640: 8%|▊ | 13/160 [00:30<04:48, 1.96s/it] 216/299 4.14G 0.01497 0.007606 8.426e-05 87 640: 8%|▊ | 13/160 [00:30<04:48, 1.96s/it] 216/299 4.14G 0.01497 0.007606 8.426e-05 87 640: 9%|▉ | 14/160 [00:30<03:29, 1.43s/it] 216/299 4.14G 0.0151 0.00784 8.573e-05 89 640: 9%|▉ | 14/160 [00:30<03:29, 1.43s/it] 216/299 4.14G 0.0151 0.00784 8.573e-05 89 640: 9%|▉ | 15/160 [00:30<02:35, 1.07s/it] 216/299 4.14G 0.01508 0.007834 8.496e-05 67 640: 9%|▉ | 15/160 [00:30<02:35, 1.07s/it] 216/299 4.14G 0.01508 0.007834 8.496e-05 67 640: 10%|█ | 16/160 [00:30<01:57, 1.23it/s] 216/299 4.14G 0.01503 0.007846 8.391e-05 61 640: 10%|█ | 16/160 [00:32<01:57, 1.23it/s] 216/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 819 0.716 0.649 0.658 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 217/299 4.14G 0.01412 0.007225 5.276e-05 70 640: 0%| | 0/160 [00:00<?, ?it/s] 217/299 4.14G 0.01412 0.007225 5.276e-05 70 640: 1%| | 1/160 [00:00<00:47, 3.33it/s] 217/299 4.14G 0.0144 0.006653 5.292e-05 46 640: 1%| | 1/160 [00:00<00:47, 3.33it/s] 217/299 4.14G 0.0144 0.006653 5.292e-05 46 640: 1%|▏ | 2/160 [00:00<00:49, 3.17it/s] 217/299 4.14G 0.01454 0.006364 5.287e-05 53 640: 1%|▏ | 2/160 [00:14<00:49, 3.17it/s] 217/299 4.14G 0.01454 0.006364 5.287e-05 53 640: 2%|▏ | 3/160 [00:14<16:50, 6.44s/it] 217/299 4.14G 0.01475 0.006792 6.109e-05 69 640: 2%|▏ | 3/160 [00:14<16:50, 6.44s/it] 217/299 4.14G 0.01475 0.006792 6.109e-05 69 640: 2%|▎ | 4/160 [00:14<10:21, 3.98s/it] 217/299 4.14G 0.01453 0.007168 7.934e-05 80 640: 2%|▎ | 4/160 [00:14<10:21, 3.98s/it] 217/299 4.14G 0.01453 0.007168 7.934e-05 80 640: 3%|▎ | 5/160 [00:14<06:46, 2.62s/it] 217/299 4.14G 0.01422 0.007445 7.651e-05 63 640: 3%|▎ | 5/160 [00:14<06:46, 2.62s/it] 217/299 4.14G 0.01422 0.007445 7.651e-05 63 640: 4%|▍ | 6/160 [00:14<04:37, 1.80s/it] 217/299 4.14G 0.01395 0.00725 7.395e-05 48 640: 4%|▍ | 6/160 [00:15<04:37, 1.80s/it] 217/299 4.14G 0.01395 0.00725 7.395e-05 48 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 217/299 4.14G 0.01395 0.007173 7.405e-05 48 640: 4%|▍ | 7/160 [00:15<03:17, 1.29s/it] 217/299 4.14G 0.01395 0.007173 7.405e-05 48 640: 5%|▌ | 8/160 [00:15<02:24, 1.06it/s] 217/299 4.14G 0.01407 0.007328 7.142e-05 65 640: 5%|▌ | 8/160 [00:15<02:24, 1.06it/s] 217/299 4.14G 0.01407 0.007328 7.142e-05 65 640: 6%|▌ | 9/160 [00:15<01:48, 1.39it/s] 217/299 4.14G 0.01397 0.007204 7.011e-05 53 640: 6%|▌ | 9/160 [00:15<01:48, 1.39it/s] 217/299 4.14G 0.01397 0.007204 7.011e-05 53 640: 6%|▋ | 10/160 [00:15<01:24, 1.78it/s] 217/299 4.14G 0.01398 0.007338 6.962e-05 67 640: 6%|▋ | 10/160 [00:30<01:24, 1.78it/s] 217/299 4.14G 0.01398 0.007338 6.962e-05 67 640: 7%|▋ | 11/160 [00:30<12:19, 4.96s/it] 217/299 4.14G 0.01402 0.00735 6.827e-05 53 640: 7%|▋ | 11/160 [00:31<12:19, 4.96s/it] 217/299 4.14G 0.01402 0.00735 6.827e-05 53 640: 8%|▊ | 12/160 [00:31<08:40, 3.52s/it] 217/299 4.14G 0.01414 0.007681 7.158e-05 74 640: 8%|▊ | 12/160 [00:31<08:40, 3.52s/it] 217/299 4.14G 0.01414 0.007681 7.158e-05 74 640: 8%|▊ | 13/160 [00:31<06:09, 2.52s/it] 217/299 4.14G 0.01431 0.007653 7.5e-05 50 640: 8%|▊ | 13/160 [00:31<06:09, 2.52s/it] 217/299 4.14G 0.01431 0.007653 7.5e-05 50 640: 9%|▉ | 14/160 [00:31<04:25, 1.82s/it] 217/299 4.14G 0.01434 0.007618 7.54e-05 48 640: 9%|▉ | 14/160 [00:31<04:25, 1.82s/it] 217/299 4.14G 0.01434 0.007618 7.54e-05 48 640: 9%|▉ | 15/160 [00:31<03:14, 1.34s/it] 217/299 4.14G 0.01446 0.007621 7.459e-05 58 640: 9%|▉ | 15/160 [00:31<03:14, 1.34s/it] 217/299 4.14G 0.01446 0.007621 7.459e-05 58 640: 10%|█ | 16/160 [00:31<02:24, 1.00s/it] 217/299 4.14G 0.01466 0.007609 7.376e-05 54 640: 10%|█ | 16/160 [00:32<02:24, 1.00s/it] 217/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 817 0.704 0.653 0.661 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 218/299 4.14G 0.01484 0.008697 7.036e-05 86 640: 0%| | 0/160 [00:00<?, ?it/s] 218/299 4.14G 0.01484 0.008697 7.036e-05 86 640: 1%| | 1/160 [00:00<00:49, 3.21it/s] 218/299 4.14G 0.01449 0.00753 6.375e-05 38 640: 1%| | 1/160 [00:00<00:49, 3.21it/s] 218/299 4.14G 0.01449 0.00753 6.375e-05 38 640: 1%|▏ | 2/160 [00:00<00:52, 3.00it/s] 218/299 4.14G 0.01507 0.00736 6.423e-05 60 640: 1%|▏ | 2/160 [00:15<00:52, 3.00it/s] 218/299 4.14G 0.01507 0.00736 6.423e-05 60 640: 2%|▏ | 3/160 [00:15<18:11, 6.95s/it] 218/299 4.14G 0.01491 0.006989 6.937e-05 53 640: 2%|▏ | 3/160 [00:15<18:11, 6.95s/it] 218/299 4.14G 0.01491 0.006989 6.937e-05 53 640: 2%|▎ | 4/160 [00:15<11:09, 4.29s/it] 218/299 4.14G 0.01466 0.007073 7.155e-05 65 640: 2%|▎ | 4/160 [00:15<11:09, 4.29s/it] 218/299 4.14G 0.01466 0.007073 7.155e-05 65 640: 3%|▎ | 5/160 [00:15<07:17, 2.82s/it] 218/299 4.14G 0.01448 0.007266 0.0001167 79 640: 3%|▎ | 5/160 [00:16<07:17, 2.82s/it] 218/299 4.14G 0.01448 0.007266 0.0001167 79 640: 4%|▍ | 6/160 [00:16<04:58, 1.94s/it] 218/299 4.14G 0.01443 0.007347 0.0001083 55 640: 4%|▍ | 6/160 [00:16<04:58, 1.94s/it] 218/299 4.14G 0.01443 0.007347 0.0001083 55 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 218/299 4.14G 0.01431 0.007347 0.0001027 73 640: 4%|▍ | 7/160 [00:16<03:32, 1.39s/it] 218/299 4.14G 0.01431 0.007347 0.0001027 73 640: 5%|▌ | 8/160 [00:16<02:34, 1.01s/it] 218/299 4.14G 0.01416 0.007381 0.0001017 77 640: 5%|▌ | 8/160 [00:16<02:34, 1.01s/it] 218/299 4.14G 0.01416 0.007381 0.0001017 77 640: 6%|▌ | 9/160 [00:16<01:55, 1.31it/s] 218/299 4.14G 0.01439 0.007398 9.912e-05 66 640: 6%|▌ | 9/160 [00:17<01:55, 1.31it/s] 218/299 4.14G 0.01439 0.007398 9.912e-05 66 640: 6%|▋ | 10/160 [00:17<01:29, 1.68it/s] 218/299 4.14G 0.01448 0.007399 9.572e-05 67 640: 6%|▋ | 10/160 [00:30<01:29, 1.68it/s] 218/299 4.14G 0.01448 0.007399 9.572e-05 67 640: 7%|▋ | 11/160 [00:30<11:20, 4.57s/it] 218/299 4.14G 0.01459 0.007284 9.279e-05 49 640: 7%|▋ | 11/160 [00:30<11:20, 4.57s/it] 218/299 4.14G 0.01459 0.007284 9.279e-05 49 640: 8%|▊ | 12/160 [00:30<08:00, 3.24s/it] 218/299 4.14G 0.01449 0.007294 9.068e-05 53 640: 8%|▊ | 12/160 [00:31<08:00, 3.24s/it] 218/299 4.14G 0.01449 0.007294 9.068e-05 53 640: 8%|▊ | 13/160 [00:31<05:41, 2.32s/it] 218/299 4.14G 0.0145 0.007429 9.061e-05 81 640: 8%|▊ | 13/160 [00:31<05:41, 2.32s/it] 218/299 4.14G 0.0145 0.007429 9.061e-05 81 640: 9%|▉ | 14/160 [00:31<04:06, 1.69s/it] 218/299 4.14G 0.01446 0.007451 8.881e-05 67 640: 9%|▉ | 14/160 [00:31<04:06, 1.69s/it] 218/299 4.14G 0.01446 0.007451 8.881e-05 67 640: 9%|▉ | 15/160 [00:31<03:01, 1.25s/it] 218/299 4.14G 0.01446 0.0075 8.702e-05 74 640: 9%|▉ | 15/160 [00:31<03:01, 1.25s/it] 218/299 4.14G 0.01446 0.0075 8.702e-05 74 640: 10%|█ | 16/160 [00:31<02:15, 1.06it/s] 218/299 4.14G 0.01442 0.007369 8.874e-05 59 640: 10%|█ | 16/160 [00:31<02:15, 1.06it/s] 218/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.24it/s]
all 340 817 0.676 0.662 0.651 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 219/299 4.14G 0.01643 0.008673 8.807e-05 76 640: 0%| | 0/160 [00:00<?, ?it/s] 219/299 4.14G 0.01643 0.008673 8.807e-05 76 640: 1%| | 1/160 [00:00<00:51, 3.07it/s] 219/299 4.14G 0.01542 0.008912 8.358e-05 61 640: 1%| | 1/160 [00:00<00:51, 3.07it/s] 219/299 4.14G 0.01542 0.008912 8.358e-05 61 640: 1%|▏ | 2/160 [00:00<00:49, 3.21it/s] 219/299 4.14G 0.01573 0.00855 9.092e-05 70 640: 1%|▏ | 2/160 [00:14<00:49, 3.21it/s] 219/299 4.14G 0.01573 0.00855 9.092e-05 70 640: 2%|▏ | 3/160 [00:14<16:49, 6.43s/it] 219/299 4.14G 0.01532 0.008238 8.076e-05 52 640: 2%|▏ | 3/160 [00:14<16:49, 6.43s/it] 219/299 4.14G 0.01532 0.008238 8.076e-05 52 640: 2%|▎ | 4/160 [00:14<10:20, 3.98s/it] 219/299 4.14G 0.01536 0.007797 7.618e-05 56 640: 2%|▎ | 4/160 [00:14<10:20, 3.98s/it] 219/299 4.14G 0.01536 0.007797 7.618e-05 56 640: 3%|▎ | 5/160 [00:14<06:46, 2.62s/it] 219/299 4.14G 0.01546 0.007853 7.257e-05 62 640: 3%|▎ | 5/160 [00:14<06:46, 2.62s/it] 219/299 4.14G 0.01546 0.007853 7.257e-05 62 640: 4%|▍ | 6/160 [00:14<04:37, 1.80s/it] 219/299 4.14G 0.01594 0.008592 7.102e-05 109 640: 4%|▍ | 6/160 [00:15<04:37, 1.80s/it] 219/299 4.14G 0.01594 0.008592 7.102e-05 109 640: 4%|▍ | 7/160 [00:15<03:18, 1.30s/it] 219/299 4.14G 0.0157 0.008365 6.956e-05 49 640: 4%|▍ | 7/160 [00:15<03:18, 1.30s/it] 219/299 4.14G 0.0157 0.008365 6.956e-05 49 640: 5%|▌ | 8/160 [00:15<02:26, 1.04it/s] 219/299 4.14G 0.01577 0.008445 6.975e-05 75 640: 5%|▌ | 8/160 [00:15<02:26, 1.04it/s] 219/299 4.14G 0.01577 0.008445 6.975e-05 75 640: 6%|▌ | 9/160 [00:15<01:50, 1.37it/s] 219/299 4.14G 0.01556 0.008312 6.852e-05 53 640: 6%|▌ | 9/160 [00:15<01:50, 1.37it/s] 219/299 4.14G 0.01556 0.008312 6.852e-05 53 640: 6%|▋ | 10/160 [00:15<01:25, 1.75it/s] 219/299 4.14G 0.01565 0.008249 6.859e-05 46 640: 6%|▋ | 10/160 [00:27<01:25, 1.75it/s] 219/299 4.14G 0.01565 0.008249 6.859e-05 46 640: 7%|▋ | 11/160 [00:27<10:00, 4.03s/it] 219/299 4.14G 0.01543 0.008078 6.701e-05 55 640: 7%|▋ | 11/160 [00:28<10:00, 4.03s/it] 219/299 4.14G 0.01543 0.008078 6.701e-05 55 640: 8%|▊ | 12/160 [00:28<07:04, 2.87s/it] 219/299 4.14G 0.01516 0.007821 6.732e-05 38 640: 8%|▊ | 12/160 [00:28<07:04, 2.87s/it] 219/299 4.14G 0.01516 0.007821 6.732e-05 38 640: 8%|▊ | 13/160 [00:28<05:03, 2.07s/it] 219/299 4.14G 0.01506 0.00787 6.666e-05 72 640: 8%|▊ | 13/160 [00:28<05:03, 2.07s/it] 219/299 4.14G 0.01506 0.00787 6.666e-05 72 640: 9%|▉ | 14/160 [00:28<03:39, 1.51s/it] 219/299 4.14G 0.01498 0.007833 6.603e-05 60 640: 9%|▉ | 14/160 [00:28<03:39, 1.51s/it] 219/299 4.14G 0.01498 0.007833 6.603e-05 60 640: 9%|▉ | 15/160 [00:28<02:43, 1.13s/it] 219/299 4.14G 0.01495 0.00792 6.579e-05 93 640: 9%|▉ | 15/160 [00:28<02:43, 1.13s/it] 219/299 4.14G 0.01495 0.00792 6.579e-05 93 640: 10%|█ | 16/160 [00:28<02:03, 1.17it/s] 219/299 4.14G 0.01485 0.007928 6.599e-05 62 640: 10%|█ | 16/160 [00:29<02:03, 1.17it/s] 219/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 817 0.681 0.642 0.651 0.4
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 220/299 4.14G 0.01445 0.008305 6.272e-05 73 640: 0%| | 0/160 [00:00<?, ?it/s] 220/299 4.14G 0.01445 0.008305 6.272e-05 73 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 220/299 4.14G 0.01463 0.008325 5.897e-05 60 640: 1%| | 1/160 [00:03<00:48, 3.29it/s] 220/299 4.14G 0.01463 0.008325 5.897e-05 60 640: 1%|▏ | 2/160 [00:03<05:50, 2.22s/it] 220/299 4.14G 0.0144 0.008509 5.976e-05 68 640: 1%|▏ | 2/160 [00:15<05:50, 2.22s/it] 220/299 4.14G 0.0144 0.008509 5.976e-05 68 640: 2%|▏ | 3/160 [00:15<17:11, 6.57s/it] 220/299 4.14G 0.01464 0.008246 5.922e-05 58 640: 2%|▏ | 3/160 [00:15<17:11, 6.57s/it] 220/299 4.14G 0.01464 0.008246 5.922e-05 58 640: 2%|▎ | 4/160 [00:15<10:33, 4.06s/it] 220/299 4.14G 0.01444 0.00854 6.349e-05 74 640: 2%|▎ | 4/160 [00:16<10:33, 4.06s/it] 220/299 4.14G 0.01444 0.00854 6.349e-05 74 640: 3%|▎ | 5/160 [00:16<06:54, 2.68s/it] 220/299 4.14G 0.01455 0.008327 6.346e-05 61 640: 3%|▎ | 5/160 [00:16<06:54, 2.68s/it] 220/299 4.14G 0.01455 0.008327 6.346e-05 61 640: 4%|▍ | 6/160 [00:16<04:45, 1.85s/it] 220/299 4.14G 0.01463 0.00819 6.46e-05 56 640: 4%|▍ | 6/160 [00:16<04:45, 1.85s/it] 220/299 4.14G 0.01463 0.00819 6.46e-05 56 640: 4%|▍ | 7/160 [00:16<03:23, 1.33s/it] 220/299 4.14G 0.01435 0.007922 6.328e-05 61 640: 4%|▍ | 7/160 [00:16<03:23, 1.33s/it] 220/299 4.14G 0.01435 0.007922 6.328e-05 61 640: 5%|▌ | 8/160 [00:16<02:28, 1.03it/s] 220/299 4.14G 0.01422 0.007734 6.496e-05 50 640: 5%|▌ | 8/160 [00:16<02:28, 1.03it/s] 220/299 4.14G 0.01422 0.007734 6.496e-05 50 640: 6%|▌ | 9/160 [00:16<01:51, 1.35it/s] 220/299 4.14G 0.01461 0.007761 6.482e-05 54 640: 6%|▌ | 9/160 [00:24<01:51, 1.35it/s] 220/299 4.14G 0.01461 0.007761 6.482e-05 54 640: 6%|▋ | 10/160 [00:24<07:19, 2.93s/it] 220/299 4.14G 0.01462 0.007857 6.361e-05 70 640: 6%|▋ | 10/160 [00:28<07:19, 2.93s/it] 220/299 4.14G 0.01462 0.007857 6.361e-05 70 640: 7%|▋ | 11/160 [00:28<07:58, 3.21s/it] 220/299 4.14G 0.01471 0.008006 6.352e-05 66 640: 7%|▋ | 11/160 [00:28<07:58, 3.21s/it] 220/299 4.14G 0.01471 0.008006 6.352e-05 66 640: 8%|▊ | 12/160 [00:28<05:40, 2.30s/it] 220/299 4.14G 0.01476 0.00798 6.854e-05 74 640: 8%|▊ | 12/160 [00:29<05:40, 2.30s/it] 220/299 4.14G 0.01476 0.00798 6.854e-05 74 640: 8%|▊ | 13/160 [00:29<04:05, 1.67s/it] 220/299 4.14G 0.01487 0.007925 7.932e-05 58 640: 8%|▊ | 13/160 [00:29<04:05, 1.67s/it] 220/299 4.14G 0.01487 0.007925 7.932e-05 58 640: 9%|▉ | 14/160 [00:29<02:59, 1.23s/it] 220/299 4.14G 0.01491 0.007885 7.789e-05 71 640: 9%|▉ | 14/160 [00:29<02:59, 1.23s/it] 220/299 4.14G 0.01491 0.007885 7.789e-05 71 640: 9%|▉ | 15/160 [00:29<02:15, 1.07it/s] 220/299 4.14G 0.01497 0.007764 7.711e-05 52 640: 9%|▉ | 15/160 [00:29<02:15, 1.07it/s] 220/299 4.14G 0.01497 0.007764 7.711e-05 52 640: 10%|█ | 16/160 [00:29<01:43, 1.39it/s] 220/299 4.14G 0.01494 0.007754 7.791e-05 53 640: 10%|█ | 16/160 [00:30<01:43, 1.39it/s] 220/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 819 0.682 0.65 0.653 0.401
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 221/299 4.14G 0.01471 0.007375 6.205e-05 76 640: 0%| | 0/160 [00:00<?, ?it/s] 221/299 4.14G 0.01471 0.007375 6.205e-05 76 640: 1%| | 1/160 [00:00<02:07, 1.25it/s] 221/299 4.14G 0.01524 0.008198 6.323e-05 63 640: 1%| | 1/160 [00:12<02:07, 1.25it/s] 221/299 4.14G 0.01524 0.008198 6.323e-05 63 640: 1%|▏ | 2/160 [00:12<18:13, 6.92s/it] 221/299 4.14G 0.01543 0.007866 7.037e-05 52 640: 1%|▏ | 2/160 [00:16<18:13, 6.92s/it] 221/299 4.14G 0.01543 0.007866 7.037e-05 52 640: 2%|▏ | 3/160 [00:16<14:52, 5.69s/it] 221/299 4.14G 0.01506 0.007756 6.688e-05 70 640: 2%|▏ | 3/160 [00:16<14:52, 5.69s/it] 221/299 4.14G 0.01506 0.007756 6.688e-05 70 640: 2%|▎ | 4/160 [00:16<09:10, 3.53s/it] 221/299 4.14G 0.01498 0.008627 6.554e-05 90 640: 2%|▎ | 4/160 [00:16<09:10, 3.53s/it] 221/299 4.14G 0.01498 0.008627 6.554e-05 90 640: 3%|▎ | 5/160 [00:16<06:01, 2.33s/it] 221/299 4.14G 0.01505 0.008726 6.511e-05 64 640: 3%|▎ | 5/160 [00:16<06:01, 2.33s/it] 221/299 4.14G 0.01505 0.008726 6.511e-05 64 640: 4%|▍ | 6/160 [00:16<04:08, 1.61s/it] 221/299 4.14G 0.01497 0.008298 6.368e-05 47 640: 4%|▍ | 6/160 [00:17<04:08, 1.61s/it] 221/299 4.14G 0.01497 0.008298 6.368e-05 47 640: 4%|▍ | 7/160 [00:17<02:58, 1.17s/it] 221/299 4.14G 0.01472 0.008156 6.277e-05 58 640: 4%|▍ | 7/160 [00:17<02:58, 1.17s/it] 221/299 4.14G 0.01472 0.008156 6.277e-05 58 640: 5%|▌ | 8/160 [00:17<02:13, 1.14it/s] 221/299 4.14G 0.01459 0.007838 6.204e-05 43 640: 5%|▌ | 8/160 [00:19<02:13, 1.14it/s] 221/299 4.14G 0.01459 0.007838 6.204e-05 43 640: 6%|▌ | 9/160 [00:19<03:03, 1.21s/it] 221/299 4.14G 0.01466 0.007847 6.183e-05 51 640: 6%|▌ | 9/160 [00:25<03:03, 1.21s/it] 221/299 4.14G 0.01466 0.007847 6.183e-05 51 640: 6%|▋ | 10/160 [00:25<07:12, 2.89s/it] 221/299 4.14G 0.01491 0.00802 6.204e-05 81 640: 6%|▋ | 10/160 [00:32<07:12, 2.89s/it] 221/299 4.14G 0.01491 0.00802 6.204e-05 81 640: 7%|▋ | 11/160 [00:32<09:35, 3.86s/it] 221/299 4.14G 0.0149 0.007884 7.376e-05 61 640: 7%|▋ | 11/160 [00:32<09:35, 3.86s/it] 221/299 4.14G 0.0149 0.007884 7.376e-05 61 640: 8%|▊ | 12/160 [00:32<06:47, 2.75s/it] 221/299 4.14G 0.01484 0.007878 7.508e-05 67 640: 8%|▊ | 12/160 [00:32<06:47, 2.75s/it] 221/299 4.14G 0.01484 0.007878 7.508e-05 67 640: 8%|▊ | 13/160 [00:32<04:51, 1.98s/it] 221/299 4.14G 0.01489 0.007818 7.651e-05 53 640: 8%|▊ | 13/160 [00:32<04:51, 1.98s/it] 221/299 4.14G 0.01489 0.007818 7.651e-05 53 640: 9%|▉ | 14/160 [00:32<03:31, 1.45s/it] 221/299 4.14G 0.01501 0.007813 7.651e-05 63 640: 9%|▉ | 14/160 [00:32<03:31, 1.45s/it] 221/299 4.14G 0.01501 0.007813 7.651e-05 63 640: 9%|▉ | 15/160 [00:32<02:37, 1.08s/it] 221/299 4.14G 0.01507 0.007832 7.62e-05 71 640: 9%|▉ | 15/160 [00:33<02:37, 1.08s/it] 221/299 4.14G 0.01507 0.007832 7.62e-05 71 640: 10%|█ | 16/160 [00:33<01:58, 1.22it/s] 221/299 4.14G 0.01513 0.00776 7.682e-05 37 640: 10%|█ | 16/160 [00:33<01:58, 1.22it/s] 221/299 4.14G 0.015
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s]
all 340 819 0.689 0.644 0.654 0.4
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 222/299 4.14G 0.01256 0.005168 5.409e-05 53 640: 0%| | 0/160 [00:00<?, ?it/s] 222/299 4.14G 0.01256 0.005168 5.409e-05 53 640: 1%| | 1/160 [00:00<00:53, 2.96it/s] 222/299 4.14G 0.01293 0.005512 5.36e-05 55 640: 1%| | 1/160 [00:08<00:53, 2.96it/s] 222/299 4.14G 0.01293 0.005512 5.36e-05 55 640: 1%|▏ | 2/160 [00:08<13:00, 4.94s/it] 222/299 4.14G 0.01319 0.00563 5.28e-05 43 640: 1%|▏ | 2/160 [00:15<13:00, 4.94s/it] 222/299 4.14G 0.01319 0.00563 5.28e-05 43 640: 2%|▏ | 3/160 [00:15<15:36, 5.96s/it] 222/299 4.14G 0.01346 0.006429 5.571e-05 71 640: 2%|▏ | 3/160 [00:15<15:36, 5.96s/it] 222/299 4.14G 0.01346 0.006429 5.571e-05 71 640: 2%|▎ | 4/160 [00:15<09:36, 3.70s/it] 222/299 4.14G 0.01325 0.006527 5.565e-05 67 640: 2%|▎ | 4/160 [00:16<09:36, 3.70s/it] 222/299 4.14G 0.01325 0.006527 5.565e-05 67 640: 3%|▎ | 5/160 [00:16<06:18, 2.44s/it] 222/299 4.14G 0.01334 0.006618 5.486e-05 61 640: 3%|▎ | 5/160 [00:16<06:18, 2.44s/it] 222/299 4.14G 0.01334 0.006618 5.486e-05 61 640: 4%|▍ | 6/160 [00:16<04:21, 1.70s/it] 222/299 4.14G 0.01365 0.006692 5.498e-05 56 640: 4%|▍ | 6/160 [00:16<04:21, 1.70s/it] 222/299 4.14G 0.01365 0.006692 5.498e-05 56 640: 4%|▍ | 7/160 [00:16<03:07, 1.23s/it] 222/299 4.14G 0.01386 0.006695 5.474e-05 57 640: 4%|▍ | 7/160 [00:16<03:07, 1.23s/it] 222/299 4.14G 0.01386 0.006695 5.474e-05 57 640: 5%|▌ | 8/160 [00:16<02:17, 1.11it/s] 222/299 4.14G 0.01403 0.006975 5.928e-05 77 640: 5%|▌ | 8/160 [00:17<02:17, 1.11it/s] 222/299 4.14G 0.01403 0.006975 5.928e-05 77 640: 6%|▌ | 9/160 [00:17<01:43, 1.45it/s] 222/299 4.14G 0.01402 0.007039 5.885e-05 64 640: 6%|▌ | 9/160 [00:23<01:43, 1.45it/s] 222/299 4.14G 0.01402 0.007039 5.885e-05 64 640: 6%|▋ | 10/160 [00:23<05:50, 2.34s/it] 222/299 4.14G 0.0142 0.007182 5.858e-05 62 640: 6%|▋ | 10/160 [00:30<05:50, 2.34s/it] 222/299 4.14G 0.0142 0.007182 5.858e-05 62 640: 7%|▋ | 11/160 [00:30<09:59, 4.02s/it] 222/299 4.14G 0.01427 0.007114 6.098e-05 43 640: 7%|▋ | 11/160 [00:31<09:59, 4.02s/it] 222/299 4.14G 0.01427 0.007114 6.098e-05 43 640: 8%|▊ | 12/160 [00:31<07:03, 2.86s/it] 222/299 4.14G 0.01435 0.007093 6.043e-05 56 640: 8%|▊ | 12/160 [00:31<07:03, 2.86s/it] 222/299 4.14G 0.01435 0.007093 6.043e-05 56 640: 8%|▊ | 13/160 [00:31<05:02, 2.06s/it] 222/299 4.14G 0.01445 0.007305 6.133e-05 67 640: 8%|▊ | 13/160 [00:31<05:02, 2.06s/it] 222/299 4.14G 0.01445 0.007305 6.133e-05 67 640: 9%|▉ | 14/160 [00:31<03:39, 1.50s/it] 222/299 4.14G 0.01443 0.007345 6.069e-05 69 640: 9%|▉ | 14/160 [00:31<03:39, 1.50s/it] 222/299 4.14G 0.01443 0.007345 6.069e-05 69 640: 9%|▉ | 15/160 [00:31<02:43, 1.13s/it] 222/299 4.14G 0.01434 0.007297 6.034e-05 55 640: 9%|▉ | 15/160 [00:32<02:43, 1.13s/it] 222/299 4.14G 0.01434 0.007297 6.034e-05 55 640: 10%|█ | 16/160 [00:32<02:02, 1.17it/s] 222/299 4.14G 0.01462 0.007556 6.439e-05 64 640: 10%|█ | 16/160 [00:32<02:02, 1.17it/s] 222/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s]
all 340 819 0.685 0.652 0.655 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 223/299 4.14G 0.01496 0.007494 0.0004855 63 640: 0%| | 0/160 [00:00<?, ?it/s] 223/299 4.14G 0.01496 0.007494 0.0004855 63 640: 1%| | 1/160 [00:00<00:51, 3.09it/s] 223/299 4.14G 0.0156 0.007958 0.0002731 64 640: 1%| | 1/160 [00:03<00:51, 3.09it/s] 223/299 4.14G 0.0156 0.007958 0.0002731 64 640: 1%|▏ | 2/160 [00:03<05:48, 2.20s/it] 223/299 4.14G 0.01484 0.007854 0.0002024 59 640: 1%|▏ | 2/160 [00:14<05:48, 2.20s/it] 223/299 4.14G 0.01484 0.007854 0.0002024 59 640: 2%|▏ | 3/160 [00:14<15:33, 5.94s/it] 223/299 4.14G 0.01449 0.00791 0.0001858 66 640: 2%|▏ | 3/160 [00:14<15:33, 5.94s/it] 223/299 4.14G 0.01449 0.00791 0.0001858 66 640: 2%|▎ | 4/160 [00:14<09:34, 3.68s/it] 223/299 4.14G 0.01443 0.007785 0.0001651 65 640: 2%|▎ | 4/160 [00:14<09:34, 3.68s/it] 223/299 4.14G 0.01443 0.007785 0.0001651 65 640: 3%|▎ | 5/160 [00:14<06:17, 2.43s/it] 223/299 4.14G 0.01421 0.007811 0.0001513 68 640: 3%|▎ | 5/160 [00:14<06:17, 2.43s/it] 223/299 4.14G 0.01421 0.007811 0.0001513 68 640: 4%|▍ | 6/160 [00:14<04:18, 1.68s/it] 223/299 4.14G 0.01408 0.00753 0.0001458 56 640: 4%|▍ | 6/160 [00:15<04:18, 1.68s/it] 223/299 4.14G 0.01408 0.00753 0.0001458 56 640: 4%|▍ | 7/160 [00:15<03:05, 1.21s/it] 223/299 4.14G 0.01453 0.007755 0.0001371 58 640: 4%|▍ | 7/160 [00:15<03:05, 1.21s/it] 223/299 4.14G 0.01453 0.007755 0.0001371 58 640: 5%|▌ | 8/160 [00:15<02:18, 1.10it/s] 223/299 4.14G 0.01463 0.007668 0.0001284 51 640: 5%|▌ | 8/160 [00:15<02:18, 1.10it/s] 223/299 4.14G 0.01463 0.007668 0.0001284 51 640: 6%|▌ | 9/160 [00:15<01:44, 1.44it/s] 223/299 4.14G 0.01462 0.007577 0.0001243 55 640: 6%|▌ | 9/160 [00:23<01:44, 1.44it/s] 223/299 4.14G 0.01462 0.007577 0.0001243 55 640: 6%|▋ | 10/160 [00:23<07:12, 2.88s/it] 223/299 4.14G 0.01456 0.007595 0.0001187 46 640: 6%|▋ | 10/160 [00:28<07:12, 2.88s/it] 223/299 4.14G 0.01456 0.007595 0.0001187 46 640: 7%|▋ | 11/160 [00:28<08:39, 3.49s/it] 223/299 4.14G 0.01472 0.007571 0.0001135 52 640: 7%|▋ | 11/160 [00:28<08:39, 3.49s/it] 223/299 4.14G 0.01472 0.007571 0.0001135 52 640: 8%|▊ | 12/160 [00:28<06:08, 2.49s/it] 223/299 4.14G 0.01494 0.007565 0.000111 46 640: 8%|▊ | 12/160 [00:28<06:08, 2.49s/it] 223/299 4.14G 0.01494 0.007565 0.000111 46 640: 8%|▊ | 13/160 [00:28<04:24, 1.80s/it] 223/299 4.14G 0.01496 0.007777 0.0001074 80 640: 8%|▊ | 13/160 [00:28<04:24, 1.80s/it] 223/299 4.14G 0.01496 0.007777 0.0001074 80 640: 9%|▉ | 14/160 [00:28<03:13, 1.32s/it] 223/299 4.14G 0.01488 0.007774 0.0001042 58 640: 9%|▉ | 14/160 [00:29<03:13, 1.32s/it] 223/299 4.14G 0.01488 0.007774 0.0001042 58 640: 9%|▉ | 15/160 [00:29<02:25, 1.00s/it] 223/299 4.14G 0.01488 0.007706 0.0001018 59 640: 9%|▉ | 15/160 [00:29<02:25, 1.00s/it] 223/299 4.14G 0.01488 0.007706 0.0001018 59 640: 10%|█ | 16/160 [00:29<01:50, 1.31it/s] 223/299 4.14G 0.01489 0.007615 9.92e-05 48 640: 10%|█ | 16/160 [00:29<01:50, 1.31it/s] 223/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 819 0.669 0.65 0.65 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 224/299 4.14G 0.0154 0.00926 5.081e-05 71 640: 0%| | 0/160 [00:00<?, ?it/s] 224/299 4.14G 0.0154 0.00926 5.081e-05 71 640: 1%| | 1/160 [00:00<01:17, 2.06it/s] 224/299 4.14G 0.01414 0.008025 5.592e-05 54 640: 1%| | 1/160 [00:10<01:17, 2.06it/s] 224/299 4.14G 0.01414 0.008025 5.592e-05 54 640: 1%|▏ | 2/160 [00:10<16:08, 6.13s/it] 224/299 4.14G 0.0141 0.007079 5.719e-05 38 640: 1%|▏ | 2/160 [00:14<16:08, 6.13s/it] 224/299 4.14G 0.0141 0.007079 5.719e-05 38 640: 2%|▏ | 3/160 [00:14<12:54, 4.93s/it] 224/299 4.14G 0.01437 0.007092 5.834e-05 44 640: 2%|▏ | 3/160 [00:14<12:54, 4.93s/it] 224/299 4.14G 0.01437 0.007092 5.834e-05 44 640: 2%|▎ | 4/160 [00:14<07:59, 3.07s/it] 224/299 4.14G 0.01439 0.007505 6.022e-05 70 640: 2%|▎ | 4/160 [00:14<07:59, 3.07s/it] 224/299 4.14G 0.01439 0.007505 6.022e-05 70 640: 3%|▎ | 5/160 [00:14<05:16, 2.04s/it] 224/299 4.14G 0.01449 0.007436 6.177e-05 61 640: 3%|▎ | 5/160 [00:14<05:16, 2.04s/it] 224/299 4.14G 0.01449 0.007436 6.177e-05 61 640: 4%|▍ | 6/160 [00:14<03:38, 1.42s/it] 224/299 4.14G 0.01466 0.007369 6.088e-05 57 640: 4%|▍ | 6/160 [00:14<03:38, 1.42s/it] 224/299 4.14G 0.01466 0.007369 6.088e-05 57 640: 4%|▍ | 7/160 [00:14<02:39, 1.04s/it] 224/299 4.14G 0.01436 0.006982 6.068e-05 38 640: 4%|▍ | 7/160 [00:15<02:39, 1.04s/it] 224/299 4.14G 0.01436 0.006982 6.068e-05 38 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 224/299 4.14G 0.0144 0.007393 6.473e-05 75 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 224/299 4.14G 0.0144 0.007393 6.473e-05 75 640: 6%|▌ | 9/160 [00:15<01:32, 1.63it/s] 224/299 4.14G 0.01444 0.00726 6.584e-05 49 640: 6%|▌ | 9/160 [00:28<01:32, 1.63it/s] 224/299 4.14G 0.01444 0.00726 6.584e-05 49 640: 6%|▋ | 10/160 [00:28<11:01, 4.41s/it] 224/299 4.14G 0.01435 0.00724 6.434e-05 67 640: 6%|▋ | 10/160 [00:28<11:01, 4.41s/it] 224/299 4.14G 0.01435 0.00724 6.434e-05 67 640: 7%|▋ | 11/160 [00:28<07:47, 3.14s/it] 224/299 4.14G 0.01443 0.007456 6.387e-05 86 640: 7%|▋ | 11/160 [00:28<07:47, 3.14s/it] 224/299 4.14G 0.01443 0.007456 6.387e-05 86 640: 8%|▊ | 12/160 [00:28<05:33, 2.25s/it] 224/299 4.14G 0.01457 0.007528 6.435e-05 76 640: 8%|▊ | 12/160 [00:29<05:33, 2.25s/it] 224/299 4.14G 0.01457 0.007528 6.435e-05 76 640: 8%|▊ | 13/160 [00:29<04:00, 1.63s/it] 224/299 4.14G 0.01462 0.00766 7.141e-05 63 640: 8%|▊ | 13/160 [00:29<04:00, 1.63s/it] 224/299 4.14G 0.01462 0.00766 7.141e-05 63 640: 9%|▉ | 14/160 [00:29<02:56, 1.21s/it] 224/299 4.14G 0.01464 0.007702 7.128e-05 62 640: 9%|▉ | 14/160 [00:29<02:56, 1.21s/it] 224/299 4.14G 0.01464 0.007702 7.128e-05 62 640: 9%|▉ | 15/160 [00:29<02:13, 1.09it/s] 224/299 4.14G 0.0146 0.007719 6.988e-05 62 640: 9%|▉ | 15/160 [00:29<02:13, 1.09it/s] 224/299 4.14G 0.0146 0.007719 6.988e-05 62 640: 10%|█ | 16/160 [00:29<01:41, 1.42it/s] 224/299 4.14G 0.01464 0.007836 7.023e-05 70 640: 10%|█ | 16/160 [00:29<01:41, 1.42it/s] 224/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 819 0.727 0.61 0.648 0.401
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 225/299 4.14G 0.01391 0.007976 5.418e-05 67 640: 0%| | 0/160 [00:00<?, ?it/s] 225/299 4.14G 0.01391 0.007976 5.418e-05 67 640: 1%| | 1/160 [00:00<00:53, 2.98it/s] 225/299 4.14G 0.01285 0.007469 6.568e-05 63 640: 1%| | 1/160 [00:14<00:53, 2.98it/s] 225/299 4.14G 0.01285 0.007469 6.568e-05 63 640: 1%|▏ | 2/160 [00:14<21:50, 8.30s/it] 225/299 4.14G 0.01352 0.00717 0.0002398 63 640: 1%|▏ | 2/160 [00:14<21:50, 8.30s/it] 225/299 4.14G 0.01352 0.00717 0.0002398 63 640: 2%|▏ | 3/160 [00:14<12:06, 4.62s/it] 225/299 4.14G 0.01395 0.007507 0.000197 54 640: 2%|▏ | 3/160 [00:14<12:06, 4.62s/it] 225/299 4.14G 0.01395 0.007507 0.000197 54 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 225/299 4.14G 0.01378 0.007388 0.0001722 54 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 225/299 4.14G 0.01378 0.007388 0.0001722 54 640: 3%|▎ | 5/160 [00:14<04:57, 1.92s/it] 225/299 4.14G 0.01393 0.007357 0.0001846 56 640: 3%|▎ | 5/160 [00:15<04:57, 1.92s/it] 225/299 4.14G 0.01393 0.007357 0.0001846 56 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 225/299 4.14G 0.01399 0.007517 0.0001666 63 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 225/299 4.14G 0.01399 0.007517 0.0001666 63 640: 4%|▍ | 7/160 [00:15<02:30, 1.01it/s] 225/299 4.14G 0.01398 0.007293 0.0001535 52 640: 4%|▍ | 7/160 [00:15<02:30, 1.01it/s] 225/299 4.14G 0.01398 0.007293 0.0001535 52 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 225/299 4.14G 0.0141 0.007353 0.0001437 51 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 225/299 4.14G 0.0141 0.007353 0.0001437 51 640: 6%|▌ | 9/160 [00:15<01:26, 1.74it/s] 225/299 4.14G 0.01411 0.007434 0.0001352 72 640: 6%|▌ | 9/160 [00:27<01:26, 1.74it/s] 225/299 4.14G 0.01411 0.007434 0.0001352 72 640: 6%|▋ | 10/160 [00:27<10:22, 4.15s/it] 225/299 4.14G 0.01425 0.007626 0.0001286 66 640: 6%|▋ | 10/160 [00:28<10:22, 4.15s/it] 225/299 4.14G 0.01425 0.007626 0.0001286 66 640: 7%|▋ | 11/160 [00:28<07:22, 2.97s/it] 225/299 4.14G 0.01413 0.007798 0.0001241 82 640: 7%|▋ | 11/160 [00:28<07:22, 2.97s/it] 225/299 4.14G 0.01413 0.007798 0.0001241 82 640: 8%|▊ | 12/160 [00:28<05:15, 2.13s/it] 225/299 4.14G 0.01417 0.00773 0.0001187 52 640: 8%|▊ | 12/160 [00:28<05:15, 2.13s/it] 225/299 4.14G 0.01417 0.00773 0.0001187 52 640: 8%|▊ | 13/160 [00:28<03:48, 1.55s/it] 225/299 4.14G 0.01399 0.007523 0.0001138 46 640: 8%|▊ | 13/160 [00:28<03:48, 1.55s/it] 225/299 4.14G 0.01399 0.007523 0.0001138 46 640: 9%|▉ | 14/160 [00:28<02:47, 1.15s/it] 225/299 4.14G 0.01401 0.007538 0.0001103 62 640: 9%|▉ | 14/160 [00:29<02:47, 1.15s/it] 225/299 4.14G 0.01401 0.007538 0.0001103 62 640: 9%|▉ | 15/160 [00:29<02:07, 1.14it/s] 225/299 4.14G 0.014 0.007499 0.0001069 64 640: 9%|▉ | 15/160 [00:29<02:07, 1.14it/s] 225/299 4.14G 0.014 0.007499 0.0001069 64 640: 10%|█ | 16/160 [00:29<01:37, 1.48it/s] 225/299 4.14G 0.01395 0.007482 0.0001048 54 640: 10%|█ | 16/160 [00:29<01:37, 1.48it/s] 225/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.32it/s]
all 340 822 0.736 0.613 0.647 0.399
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 226/299 4.14G 0.01321 0.008172 6.579e-05 64 640: 0%| | 0/160 [00:00<?, ?it/s] 226/299 4.14G 0.01321 0.008172 6.579e-05 64 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 226/299 4.14G 0.01332 0.008236 6.01e-05 74 640: 1%| | 1/160 [00:14<00:50, 3.12it/s] 226/299 4.14G 0.01332 0.008236 6.01e-05 74 640: 1%|▏ | 2/160 [00:14<21:49, 8.29s/it] 226/299 4.14G 0.01359 0.007811 5.947e-05 68 640: 1%|▏ | 2/160 [00:14<21:49, 8.29s/it] 226/299 4.14G 0.01359 0.007811 5.947e-05 68 640: 2%|▏ | 3/160 [00:14<12:05, 4.62s/it] 226/299 4.14G 0.01371 0.00808 8.247e-05 70 640: 2%|▏ | 3/160 [00:14<12:05, 4.62s/it] 226/299 4.14G 0.01371 0.00808 8.247e-05 70 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 226/299 4.14G 0.01397 0.008277 0.0001577 64 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 226/299 4.14G 0.01397 0.008277 0.0001577 64 640: 3%|▎ | 5/160 [00:14<04:57, 1.92s/it] 226/299 4.14G 0.01392 0.008256 0.0001415 55 640: 3%|▎ | 5/160 [00:15<04:57, 1.92s/it] 226/299 4.14G 0.01392 0.008256 0.0001415 55 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 226/299 4.14G 0.01399 0.00819 0.0001342 62 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 226/299 4.14G 0.01399 0.00819 0.0001342 62 640: 4%|▍ | 7/160 [00:15<02:30, 1.02it/s] 226/299 4.14G 0.01388 0.00822 0.0001242 75 640: 4%|▍ | 7/160 [00:15<02:30, 1.02it/s] 226/299 4.14G 0.01388 0.00822 0.0001242 75 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 226/299 4.14G 0.01416 0.008395 0.0001178 78 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 226/299 4.14G 0.01416 0.008395 0.0001178 78 640: 6%|▌ | 9/160 [00:15<01:26, 1.74it/s] 226/299 4.14G 0.0142 0.008235 0.0001113 54 640: 6%|▌ | 9/160 [00:28<01:26, 1.74it/s] 226/299 4.14G 0.0142 0.008235 0.0001113 54 640: 6%|▋ | 10/160 [00:28<10:27, 4.18s/it] 226/299 4.14G 0.01412 0.008021 0.0001066 50 640: 6%|▋ | 10/160 [00:28<10:27, 4.18s/it] 226/299 4.14G 0.01412 0.008021 0.0001066 50 640: 7%|▋ | 11/160 [00:28<07:49, 3.15s/it] 226/299 4.14G 0.01422 0.007861 0.0001065 52 640: 7%|▋ | 11/160 [00:29<07:49, 3.15s/it] 226/299 4.14G 0.01422 0.007861 0.0001065 52 640: 8%|▊ | 12/160 [00:29<05:34, 2.26s/it] 226/299 4.14G 0.0141 0.00781 0.0001041 71 640: 8%|▊ | 12/160 [00:29<05:34, 2.26s/it] 226/299 4.14G 0.0141 0.00781 0.0001041 71 640: 8%|▊ | 13/160 [00:29<04:00, 1.64s/it] 226/299 4.14G 0.01416 0.007994 0.0001005 108 640: 8%|▊ | 13/160 [00:29<04:00, 1.64s/it] 226/299 4.14G 0.01416 0.007994 0.0001005 108 640: 9%|▉ | 14/160 [00:29<02:56, 1.21s/it] 226/299 4.14G 0.01421 0.007927 9.744e-05 53 640: 9%|▉ | 14/160 [00:29<02:56, 1.21s/it] 226/299 4.14G 0.01421 0.007927 9.744e-05 53 640: 9%|▉ | 15/160 [00:29<02:13, 1.09it/s] 226/299 4.14G 0.01416 0.007824 9.516e-05 62 640: 9%|▉ | 15/160 [00:29<02:13, 1.09it/s] 226/299 4.14G 0.01416 0.007824 9.516e-05 62 640: 10%|█ | 16/160 [00:29<01:41, 1.41it/s] 226/299 4.14G 0.01417 0.007808 9.371e-05 57 640: 10%|█ | 16/160 [00:30<01:41, 1.41it/s] 226/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 822 0.733 0.616 0.651 0.401
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 227/299 4.14G 0.01653 0.01008 5.887e-05 83 640: 0%| | 0/160 [00:00<?, ?it/s] 227/299 4.14G 0.01653 0.01008 5.887e-05 83 640: 1%| | 1/160 [00:00<00:48, 3.29it/s] 227/299 4.14G 0.01553 0.009595 5.794e-05 75 640: 1%| | 1/160 [00:14<00:48, 3.29it/s] 227/299 4.14G 0.01553 0.009595 5.794e-05 75 640: 1%|▏ | 2/160 [00:14<22:36, 8.59s/it] 227/299 4.14G 0.01565 0.009431 5.728e-05 65 640: 1%|▏ | 2/160 [00:16<22:36, 8.59s/it] 227/299 4.14G 0.01565 0.009431 5.728e-05 65 640: 2%|▏ | 3/160 [00:16<14:55, 5.70s/it] 227/299 4.14G 0.01481 0.009479 5.579e-05 83 640: 2%|▏ | 3/160 [00:17<14:55, 5.70s/it] 227/299 4.14G 0.01481 0.009479 5.579e-05 83 640: 2%|▎ | 4/160 [00:17<09:11, 3.54s/it] 227/299 4.14G 0.01479 0.00905 5.386e-05 60 640: 2%|▎ | 4/160 [00:17<09:11, 3.54s/it] 227/299 4.14G 0.01479 0.00905 5.386e-05 60 640: 3%|▎ | 5/160 [00:17<06:02, 2.34s/it] 227/299 4.14G 0.01461 0.008859 5.393e-05 51 640: 3%|▎ | 5/160 [00:17<06:02, 2.34s/it] 227/299 4.14G 0.01461 0.008859 5.393e-05 51 640: 4%|▍ | 6/160 [00:17<04:09, 1.62s/it] 227/299 4.14G 0.015 0.009205 5.789e-05 81 640: 4%|▍ | 6/160 [00:17<04:09, 1.62s/it] 227/299 4.14G 0.015 0.009205 5.789e-05 81 640: 4%|▍ | 7/160 [00:17<02:59, 1.17s/it] 227/299 4.14G 0.01479 0.008745 5.67e-05 50 640: 4%|▍ | 7/160 [00:18<02:59, 1.17s/it] 227/299 4.14G 0.01479 0.008745 5.67e-05 50 640: 5%|▌ | 8/160 [00:18<02:11, 1.15it/s] 227/299 4.14G 0.01462 0.008623 5.719e-05 78 640: 5%|▌ | 8/160 [00:18<02:11, 1.15it/s] 227/299 4.14G 0.01462 0.008623 5.719e-05 78 640: 6%|▌ | 9/160 [00:18<01:40, 1.51it/s] 227/299 4.14G 0.0147 0.008652 5.816e-05 86 640: 6%|▌ | 9/160 [00:30<01:40, 1.51it/s] 227/299 4.14G 0.0147 0.008652 5.816e-05 86 640: 6%|▋ | 10/160 [00:30<10:20, 4.14s/it] 227/299 4.14G 0.01472 0.008709 5.758e-05 75 640: 6%|▋ | 10/160 [00:31<10:20, 4.14s/it] 227/299 4.14G 0.01472 0.008709 5.758e-05 75 640: 7%|▋ | 11/160 [00:31<07:55, 3.19s/it] 227/299 4.14G 0.01479 0.008841 5.704e-05 62 640: 7%|▋ | 11/160 [00:31<07:55, 3.19s/it] 227/299 4.14G 0.01479 0.008841 5.704e-05 62 640: 8%|▊ | 12/160 [00:31<05:38, 2.29s/it] 227/299 4.14G 0.01469 0.00871 5.616e-05 60 640: 8%|▊ | 12/160 [00:31<05:38, 2.29s/it] 227/299 4.14G 0.01469 0.00871 5.616e-05 60 640: 8%|▊ | 13/160 [00:31<04:04, 1.66s/it] 227/299 4.14G 0.01469 0.008467 5.565e-05 53 640: 8%|▊ | 13/160 [00:31<04:04, 1.66s/it] 227/299 4.14G 0.01469 0.008467 5.565e-05 53 640: 9%|▉ | 14/160 [00:31<02:58, 1.22s/it] 227/299 4.14G 0.01476 0.008294 5.539e-05 47 640: 9%|▉ | 14/160 [00:32<02:58, 1.22s/it] 227/299 4.14G 0.01476 0.008294 5.539e-05 47 640: 9%|▉ | 15/160 [00:32<02:15, 1.07it/s] 227/299 4.14G 0.01473 0.008195 5.582e-05 60 640: 9%|▉ | 15/160 [00:32<02:15, 1.07it/s] 227/299 4.14G 0.01473 0.008195 5.582e-05 60 640: 10%|█ | 16/160 [00:32<01:43, 1.40it/s] 227/299 4.14G 0.0148 0.008159 5.538e-05 49 640: 10%|█ | 16/160 [00:32<01:43, 1.40it/s] 227/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 822 0.735 0.598 0.648 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 228/299 4.14G 0.01381 0.007571 5.294e-05 64 640: 0%| | 0/160 [00:00<?, ?it/s] 228/299 4.14G 0.01381 0.007571 5.294e-05 64 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 228/299 4.14G 0.01456 0.008218 0.0002992 83 640: 1%| | 1/160 [00:14<00:53, 2.95it/s] 228/299 4.14G 0.01456 0.008218 0.0002992 83 640: 1%|▏ | 2/160 [00:14<21:34, 8.19s/it] 228/299 4.14G 0.01395 0.008087 0.0002199 60 640: 1%|▏ | 2/160 [00:14<21:34, 8.19s/it] 228/299 4.14G 0.01395 0.008087 0.0002199 60 640: 2%|▏ | 3/160 [00:14<11:57, 4.57s/it] 228/299 4.14G 0.0136 0.007857 0.0001989 61 640: 2%|▏ | 3/160 [00:14<11:57, 4.57s/it] 228/299 4.14G 0.0136 0.007857 0.0001989 61 640: 2%|▎ | 4/160 [00:14<07:24, 2.85s/it] 228/299 4.14G 0.0141 0.007843 0.0001712 60 640: 2%|▎ | 4/160 [00:14<07:24, 2.85s/it] 228/299 4.14G 0.0141 0.007843 0.0001712 60 640: 3%|▎ | 5/160 [00:14<04:54, 1.90s/it] 228/299 4.14G 0.01445 0.008138 0.0001543 58 640: 3%|▎ | 5/160 [00:14<04:54, 1.90s/it] 228/299 4.14G 0.01445 0.008138 0.0001543 58 640: 4%|▍ | 6/160 [00:14<03:24, 1.33s/it] 228/299 4.14G 0.01436 0.008315 0.0001405 72 640: 4%|▍ | 6/160 [00:15<03:24, 1.33s/it] 228/299 4.14G 0.01436 0.008315 0.0001405 72 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 228/299 4.14G 0.01421 0.008343 0.0001486 75 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 228/299 4.14G 0.01421 0.008343 0.0001486 75 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 228/299 4.14G 0.01409 0.008349 0.0001376 61 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 228/299 4.14G 0.01409 0.008349 0.0001376 61 640: 6%|▌ | 9/160 [00:15<01:26, 1.75it/s] 228/299 4.14G 0.01425 0.008349 0.0001893 61 640: 6%|▌ | 9/160 [00:30<01:26, 1.75it/s] 228/299 4.14G 0.01425 0.008349 0.0001893 61 640: 6%|▋ | 10/160 [00:30<12:26, 4.98s/it] 228/299 4.14G 0.01426 0.008266 0.0001775 62 640: 6%|▋ | 10/160 [00:30<12:26, 4.98s/it] 228/299 4.14G 0.01426 0.008266 0.0001775 62 640: 7%|▋ | 11/160 [00:30<08:46, 3.53s/it] 228/299 4.14G 0.01445 0.008155 0.0001675 49 640: 7%|▋ | 11/160 [00:30<08:46, 3.53s/it] 228/299 4.14G 0.01445 0.008155 0.0001675 49 640: 8%|▊ | 12/160 [00:30<06:13, 2.52s/it] 228/299 4.14G 0.01436 0.008019 0.0001591 56 640: 8%|▊ | 12/160 [00:31<06:13, 2.52s/it] 228/299 4.14G 0.01436 0.008019 0.0001591 56 640: 8%|▊ | 13/160 [00:31<04:28, 1.82s/it] 228/299 4.14G 0.0142 0.00776 0.0001518 41 640: 8%|▊ | 13/160 [00:31<04:28, 1.82s/it] 228/299 4.14G 0.0142 0.00776 0.0001518 41 640: 9%|▉ | 14/160 [00:31<03:15, 1.34s/it] 228/299 4.14G 0.01432 0.007884 0.0001474 79 640: 9%|▉ | 14/160 [00:31<03:15, 1.34s/it] 228/299 4.14G 0.01432 0.007884 0.0001474 79 640: 9%|▉ | 15/160 [00:31<02:25, 1.01s/it] 228/299 4.14G 0.01428 0.007826 0.0001417 59 640: 9%|▉ | 15/160 [00:31<02:25, 1.01s/it] 228/299 4.14G 0.01428 0.007826 0.0001417 59 640: 10%|█ | 16/160 [00:31<01:50, 1.30it/s] 228/299 4.14G 0.01446 0.007943 0.0001364 66 640: 10%|█ | 16/160 [00:32<01:50, 1.30it/s] 228/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 820 0.703 0.622 0.65 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 229/299 4.14G 0.01385 0.007622 5.697e-05 52 640: 0%| | 0/160 [00:00<?, ?it/s] 229/299 4.14G 0.01385 0.007622 5.697e-05 52 640: 1%| | 1/160 [00:00<00:48, 3.27it/s] 229/299 4.14G 0.01414 0.00755 6.349e-05 66 640: 1%| | 1/160 [00:15<00:48, 3.27it/s] 229/299 4.14G 0.01414 0.00755 6.349e-05 66 640: 1%|▏ | 2/160 [00:15<23:58, 9.10s/it] 229/299 4.14G 0.01383 0.008196 6.275e-05 76 640: 1%|▏ | 2/160 [00:15<23:58, 9.10s/it] 229/299 4.14G 0.01383 0.008196 6.275e-05 76 640: 2%|▏ | 3/160 [00:15<13:14, 5.06s/it] 229/299 4.14G 0.01413 0.008225 6.54e-05 57 640: 2%|▏ | 3/160 [00:16<13:14, 5.06s/it] 229/299 4.14G 0.01413 0.008225 6.54e-05 57 640: 2%|▎ | 4/160 [00:16<08:11, 3.15s/it] 229/299 4.14G 0.01387 0.008031 6.311e-05 63 640: 2%|▎ | 4/160 [00:16<08:11, 3.15s/it] 229/299 4.14G 0.01387 0.008031 6.311e-05 63 640: 3%|▎ | 5/160 [00:16<05:23, 2.09s/it] 229/299 4.14G 0.01388 0.008236 6.359e-05 77 640: 3%|▎ | 5/160 [00:16<05:23, 2.09s/it] 229/299 4.14G 0.01388 0.008236 6.359e-05 77 640: 4%|▍ | 6/160 [00:16<03:43, 1.45s/it] 229/299 4.14G 0.01408 0.008521 0.000139 82 640: 4%|▍ | 6/160 [00:16<03:43, 1.45s/it] 229/299 4.14G 0.01408 0.008521 0.000139 82 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 229/299 4.14G 0.01443 0.008572 0.0001303 53 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 229/299 4.14G 0.01443 0.008572 0.0001303 53 640: 5%|▌ | 8/160 [00:16<02:00, 1.26it/s] 229/299 4.14G 0.01449 0.008383 0.0001372 62 640: 5%|▌ | 8/160 [00:17<02:00, 1.26it/s] 229/299 4.14G 0.01449 0.008383 0.0001372 62 640: 6%|▌ | 9/160 [00:17<01:32, 1.64it/s] 229/299 4.14G 0.01466 0.008279 0.0001292 62 640: 6%|▌ | 9/160 [00:28<01:32, 1.64it/s] 229/299 4.14G 0.01466 0.008279 0.0001292 62 640: 6%|▋ | 10/160 [00:28<09:57, 3.98s/it] 229/299 4.14G 0.01438 0.008045 0.0001235 52 640: 6%|▋ | 10/160 [00:28<09:57, 3.98s/it] 229/299 4.14G 0.01438 0.008045 0.0001235 52 640: 7%|▋ | 11/160 [00:28<07:03, 2.84s/it] 229/299 4.14G 0.01417 0.007921 0.0001177 62 640: 7%|▋ | 11/160 [00:29<07:03, 2.84s/it] 229/299 4.14G 0.01417 0.007921 0.0001177 62 640: 8%|▊ | 12/160 [00:29<05:02, 2.04s/it] 229/299 4.14G 0.01407 0.007904 0.0001129 61 640: 8%|▊ | 12/160 [00:29<05:02, 2.04s/it] 229/299 4.14G 0.01407 0.007904 0.0001129 61 640: 8%|▊ | 13/160 [00:29<03:38, 1.49s/it] 229/299 4.14G 0.01415 0.008105 0.0001084 81 640: 8%|▊ | 13/160 [00:29<03:38, 1.49s/it] 229/299 4.14G 0.01415 0.008105 0.0001084 81 640: 9%|▉ | 14/160 [00:29<02:41, 1.10s/it] 229/299 4.14G 0.0141 0.008168 0.0001166 76 640: 9%|▉ | 14/160 [00:29<02:41, 1.10s/it] 229/299 4.14G 0.0141 0.008168 0.0001166 76 640: 9%|▉ | 15/160 [00:29<02:02, 1.18it/s] 229/299 4.14G 0.01396 0.007961 0.0001127 42 640: 9%|▉ | 15/160 [00:30<02:02, 1.18it/s] 229/299 4.14G 0.01396 0.007961 0.0001127 42 640: 10%|█ | 16/160 [00:30<01:34, 1.52it/s] 229/299 4.14G 0.01393 0.007927 0.0001094 68 640: 10%|█ | 16/160 [00:30<01:34, 1.52it/s] 229/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 820 0.671 0.656 0.651 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 230/299 4.14G 0.01337 0.006249 0.0001059 56 640: 0%| | 0/160 [00:00<?, ?it/s] 230/299 4.14G 0.01337 0.006249 0.0001059 56 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 230/299 4.14G 0.01332 0.005686 7.926e-05 42 640: 1%| | 1/160 [00:13<00:52, 3.05it/s] 230/299 4.14G 0.01332 0.005686 7.926e-05 42 640: 1%|▏ | 2/160 [00:13<20:20, 7.72s/it] 230/299 4.14G 0.01316 0.006018 0.000202 68 640: 1%|▏ | 2/160 [00:13<20:20, 7.72s/it] 230/299 4.14G 0.01316 0.006018 0.000202 68 640: 2%|▏ | 3/160 [00:13<11:17, 4.31s/it] 230/299 4.14G 0.01353 0.006344 0.0001679 67 640: 2%|▏ | 3/160 [00:13<11:17, 4.31s/it] 230/299 4.14G 0.01353 0.006344 0.0001679 67 640: 2%|▎ | 4/160 [00:13<07:00, 2.70s/it] 230/299 4.14G 0.01367 0.006648 0.0001614 78 640: 2%|▎ | 4/160 [00:13<07:00, 2.70s/it] 230/299 4.14G 0.01367 0.006648 0.0001614 78 640: 3%|▎ | 5/160 [00:13<04:39, 1.80s/it] 230/299 4.14G 0.01401 0.006977 0.0001445 65 640: 3%|▎ | 5/160 [00:14<04:39, 1.80s/it] 230/299 4.14G 0.01401 0.006977 0.0001445 65 640: 4%|▍ | 6/160 [00:14<03:14, 1.26s/it] 230/299 4.14G 0.01402 0.006872 0.0001343 59 640: 4%|▍ | 6/160 [00:14<03:14, 1.26s/it] 230/299 4.14G 0.01402 0.006872 0.0001343 59 640: 4%|▍ | 7/160 [00:14<02:22, 1.07it/s] 230/299 4.14G 0.01383 0.006942 0.0001248 53 640: 4%|▍ | 7/160 [00:14<02:22, 1.07it/s] 230/299 4.14G 0.01383 0.006942 0.0001248 53 640: 5%|▌ | 8/160 [00:14<01:47, 1.42it/s] 230/299 4.14G 0.01378 0.006991 0.0001171 66 640: 5%|▌ | 8/160 [00:14<01:47, 1.42it/s] 230/299 4.14G 0.01378 0.006991 0.0001171 66 640: 6%|▌ | 9/160 [00:14<01:23, 1.81it/s] 230/299 4.14G 0.01374 0.007062 0.0001113 65 640: 6%|▌ | 9/160 [00:26<01:23, 1.81it/s] 230/299 4.14G 0.01374 0.007062 0.0001113 65 640: 6%|▋ | 10/160 [00:26<10:15, 4.10s/it] 230/299 4.14G 0.0139 0.007305 0.0001077 72 640: 6%|▋ | 10/160 [00:27<10:15, 4.10s/it] 230/299 4.14G 0.0139 0.007305 0.0001077 72 640: 7%|▋ | 11/160 [00:27<07:43, 3.11s/it] 230/299 4.14G 0.01381 0.007277 0.0001036 68 640: 7%|▋ | 11/160 [00:27<07:43, 3.11s/it] 230/299 4.14G 0.01381 0.007277 0.0001036 68 640: 8%|▊ | 12/160 [00:27<05:29, 2.23s/it] 230/299 4.14G 0.01367 0.007199 0.0001 51 640: 8%|▊ | 12/160 [00:28<05:29, 2.23s/it] 230/299 4.14G 0.01367 0.007199 0.0001 51 640: 8%|▊ | 13/160 [00:28<03:57, 1.62s/it] 230/299 4.14G 0.01358 0.007241 9.694e-05 63 640: 8%|▊ | 13/160 [00:28<03:57, 1.62s/it] 230/299 4.14G 0.01358 0.007241 9.694e-05 63 640: 9%|▉ | 14/160 [00:28<02:54, 1.20s/it] 230/299 4.14G 0.01378 0.007319 0.0001022 64 640: 9%|▉ | 14/160 [00:29<02:54, 1.20s/it] 230/299 4.14G 0.01378 0.007319 0.0001022 64 640: 9%|▉ | 15/160 [00:29<02:56, 1.22s/it] 230/299 4.14G 0.01365 0.007395 9.945e-05 74 640: 9%|▉ | 15/160 [00:29<02:56, 1.22s/it] 230/299 4.14G 0.01365 0.007395 9.945e-05 74 640: 10%|█ | 16/160 [00:29<02:11, 1.09it/s] 230/299 4.14G 0.01362 0.007534 9.711e-05 97 640: 10%|█ | 16/160 [00:30<02:11, 1.09it/s] 230/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 818 0.676 0.648 0.648 0.4
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 231/299 4.14G 0.01438 0.009593 0.0001972 86 640: 0%| | 0/160 [00:00<?, ?it/s] 231/299 4.14G 0.01438 0.009593 0.0001972 86 640: 1%| | 1/160 [00:00<00:54, 2.92it/s] 231/299 4.14G 0.01386 0.009917 0.0001305 70 640: 1%| | 1/160 [00:12<00:54, 2.92it/s] 231/299 4.14G 0.01386 0.009917 0.0001305 70 640: 1%|▏ | 2/160 [00:12<19:14, 7.31s/it] 231/299 4.14G 0.01368 0.008266 0.000107 42 640: 1%|▏ | 2/160 [00:12<19:14, 7.31s/it] 231/299 4.14G 0.01368 0.008266 0.000107 42 640: 2%|▏ | 3/160 [00:12<10:41, 4.09s/it] 231/299 4.14G 0.01374 0.008484 9.329e-05 66 640: 2%|▏ | 3/160 [00:12<10:41, 4.09s/it] 231/299 4.14G 0.01374 0.008484 9.329e-05 66 640: 2%|▎ | 4/160 [00:12<06:39, 2.56s/it] 231/299 4.14G 0.01345 0.008074 8.702e-05 61 640: 2%|▎ | 4/160 [00:13<06:39, 2.56s/it] 231/299 4.14G 0.01345 0.008074 8.702e-05 61 640: 3%|▎ | 5/160 [00:13<04:27, 1.73s/it] 231/299 4.14G 0.01357 0.008296 8.201e-05 65 640: 3%|▎ | 5/160 [00:13<04:27, 1.73s/it] 231/299 4.14G 0.01357 0.008296 8.201e-05 65 640: 4%|▍ | 6/160 [00:13<03:06, 1.21s/it] 231/299 4.14G 0.01375 0.008301 8.3e-05 74 640: 4%|▍ | 6/160 [00:14<03:06, 1.21s/it] 231/299 4.14G 0.01375 0.008301 8.3e-05 74 640: 4%|▍ | 7/160 [00:14<03:01, 1.19s/it] 231/299 4.14G 0.01379 0.008604 7.963e-05 79 640: 4%|▍ | 7/160 [00:14<03:01, 1.19s/it] 231/299 4.14G 0.01379 0.008604 7.963e-05 79 640: 5%|▌ | 8/160 [00:14<02:13, 1.14it/s] 231/299 4.14G 0.01397 0.008564 7.623e-05 73 640: 5%|▌ | 8/160 [00:15<02:13, 1.14it/s] 231/299 4.14G 0.01397 0.008564 7.623e-05 73 640: 6%|▌ | 9/160 [00:15<01:41, 1.49it/s] 231/299 4.14G 0.0138 0.008232 7.345e-05 44 640: 6%|▌ | 9/160 [00:26<01:41, 1.49it/s] 231/299 4.14G 0.0138 0.008232 7.345e-05 44 640: 6%|▋ | 10/160 [00:26<09:55, 3.97s/it] 231/299 4.14G 0.01356 0.007968 7.178e-05 52 640: 6%|▋ | 10/160 [00:26<09:55, 3.97s/it] 231/299 4.14G 0.01356 0.007968 7.178e-05 52 640: 7%|▋ | 11/160 [00:26<07:02, 2.83s/it] 231/299 4.14G 0.01356 0.007981 0.0001086 63 640: 7%|▋ | 11/160 [00:26<07:02, 2.83s/it] 231/299 4.14G 0.01356 0.007981 0.0001086 63 640: 8%|▊ | 12/160 [00:26<05:01, 2.04s/it] 231/299 4.14G 0.01364 0.007906 0.0001048 53 640: 8%|▊ | 12/160 [00:27<05:01, 2.04s/it] 231/299 4.14G 0.01364 0.007906 0.0001048 53 640: 8%|▊ | 13/160 [00:27<03:38, 1.48s/it] 231/299 4.14G 0.01358 0.008061 0.0001019 90 640: 8%|▊ | 13/160 [00:27<03:38, 1.48s/it] 231/299 4.14G 0.01358 0.008061 0.0001019 90 640: 9%|▉ | 14/160 [00:27<02:40, 1.10s/it] 231/299 4.14G 0.01345 0.007992 0.0001177 60 640: 9%|▉ | 14/160 [00:28<02:40, 1.10s/it] 231/299 4.14G 0.01345 0.007992 0.0001177 60 640: 9%|▉ | 15/160 [00:28<02:30, 1.04s/it] 231/299 4.14G 0.01353 0.008014 0.0001145 73 640: 9%|▉ | 15/160 [00:28<02:30, 1.04s/it] 231/299 4.14G 0.01353 0.008014 0.0001145 73 640: 10%|█ | 16/160 [00:28<01:53, 1.26it/s] 231/299 4.14G 0.01357 0.00796 0.0001104 65 640: 10%|█ | 16/160 [00:29<01:53, 1.26it/s] 231/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 820 0.693 0.627 0.643 0.396
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 232/299 4.14G 0.01285 0.006493 5.268e-05 49 640: 0%| | 0/160 [00:01<?, ?it/s] 232/299 4.14G 0.01285 0.006493 5.268e-05 49 640: 1%| | 1/160 [00:01<04:01, 1.52s/it] 232/299 4.14G 0.01323 0.008583 5.513e-05 96 640: 1%| | 1/160 [00:16<04:01, 1.52s/it] 232/299 4.14G 0.01323 0.008583 5.513e-05 96 640: 1%|▏ | 2/160 [00:16<24:50, 9.44s/it] 232/299 4.14G 0.01331 0.007918 5.746e-05 66 640: 1%|▏ | 2/160 [00:16<24:50, 9.44s/it] 232/299 4.14G 0.01331 0.007918 5.746e-05 66 640: 2%|▏ | 3/160 [00:16<13:43, 5.25s/it] 232/299 4.14G 0.01435 0.007988 5.721e-05 76 640: 2%|▏ | 3/160 [00:16<13:43, 5.25s/it] 232/299 4.14G 0.01435 0.007988 5.721e-05 76 640: 2%|▎ | 4/160 [00:16<08:28, 3.26s/it] 232/299 4.14G 0.01431 0.007863 5.576e-05 57 640: 2%|▎ | 4/160 [00:17<08:28, 3.26s/it] 232/299 4.14G 0.01431 0.007863 5.576e-05 57 640: 3%|▎ | 5/160 [00:17<05:35, 2.16s/it] 232/299 4.14G 0.01479 0.008356 5.612e-05 79 640: 3%|▎ | 5/160 [00:17<05:35, 2.16s/it] 232/299 4.14G 0.01479 0.008356 5.612e-05 79 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 232/299 4.14G 0.01505 0.008026 5.735e-05 42 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 232/299 4.14G 0.01505 0.008026 5.735e-05 42 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 232/299 4.14G 0.01507 0.008069 5.603e-05 60 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 232/299 4.14G 0.01507 0.008069 5.603e-05 60 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 232/299 4.14G 0.01472 0.007996 5.552e-05 64 640: 5%|▌ | 8/160 [00:22<02:03, 1.23it/s] 232/299 4.14G 0.01472 0.007996 5.552e-05 64 640: 6%|▌ | 9/160 [00:22<05:06, 2.03s/it] 232/299 4.14G 0.01458 0.007868 5.629e-05 51 640: 6%|▌ | 9/160 [00:35<05:06, 2.03s/it] 232/299 4.14G 0.01458 0.007868 5.629e-05 51 640: 6%|▋ | 10/160 [00:35<13:17, 5.32s/it] 232/299 4.14G 0.01441 0.00761 5.556e-05 40 640: 6%|▋ | 10/160 [00:35<13:17, 5.32s/it] 232/299 4.14G 0.01441 0.00761 5.556e-05 40 640: 7%|▋ | 11/160 [00:35<09:21, 3.77s/it] 232/299 4.14G 0.01434 0.007797 5.649e-05 93 640: 7%|▋ | 11/160 [00:35<09:21, 3.77s/it] 232/299 4.14G 0.01434 0.007797 5.649e-05 93 640: 8%|▊ | 12/160 [00:35<06:37, 2.69s/it] 232/299 4.14G 0.01438 0.007744 5.563e-05 55 640: 8%|▊ | 12/160 [00:35<06:37, 2.69s/it] 232/299 4.14G 0.01438 0.007744 5.563e-05 55 640: 8%|▊ | 13/160 [00:35<04:44, 1.94s/it] 232/299 4.14G 0.01431 0.007705 5.543e-05 58 640: 8%|▊ | 13/160 [00:36<04:44, 1.94s/it] 232/299 4.14G 0.01431 0.007705 5.543e-05 58 640: 9%|▉ | 14/160 [00:36<03:26, 1.42s/it] 232/299 4.14G 0.01429 0.007585 5.663e-05 49 640: 9%|▉ | 14/160 [00:36<03:26, 1.42s/it] 232/299 4.14G 0.01429 0.007585 5.663e-05 49 640: 9%|▉ | 15/160 [00:36<02:34, 1.07s/it] 232/299 4.14G 0.01424 0.007514 6.04e-05 51 640: 9%|▉ | 15/160 [00:36<02:34, 1.07s/it] 232/299 4.14G 0.01424 0.007514 6.04e-05 51 640: 10%|█ | 16/160 [00:36<01:56, 1.23it/s] 232/299 4.14G 0.01417 0.007464 7.548e-05 63 640: 10%|█ | 16/160 [00:36<01:56, 1.23it/s] 232/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s]
all 340 818 0.692 0.628 0.645 0.396
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 233/299 4.14G 0.01466 0.00817 5.018e-05 66 640: 0%| | 0/160 [00:00<?, ?it/s] 233/299 4.14G 0.01466 0.00817 5.018e-05 66 640: 1%| | 1/160 [00:00<00:49, 3.23it/s] 233/299 4.14G 0.01437 0.008196 5.418e-05 66 640: 1%| | 1/160 [00:08<00:49, 3.23it/s] 233/299 4.14G 0.01437 0.008196 5.418e-05 66 640: 1%|▏ | 2/160 [00:08<13:08, 4.99s/it] 233/299 4.14G 0.0138 0.007426 5.159e-05 47 640: 1%|▏ | 2/160 [00:08<13:08, 4.99s/it] 233/299 4.14G 0.0138 0.007426 5.159e-05 47 640: 2%|▏ | 3/160 [00:08<07:26, 2.84s/it] 233/299 4.14G 0.0138 0.006947 0.0001346 38 640: 2%|▏ | 3/160 [00:13<07:26, 2.84s/it] 233/299 4.14G 0.0138 0.006947 0.0001346 38 640: 2%|▎ | 4/160 [00:13<09:40, 3.72s/it] 233/299 4.14G 0.01339 0.006713 0.0001231 46 640: 2%|▎ | 4/160 [00:14<09:40, 3.72s/it] 233/299 4.14G 0.01339 0.006713 0.0001231 46 640: 3%|▎ | 5/160 [00:14<06:21, 2.46s/it] 233/299 4.14G 0.01331 0.006807 0.0001134 54 640: 3%|▎ | 5/160 [00:14<06:21, 2.46s/it] 233/299 4.14G 0.01331 0.006807 0.0001134 54 640: 4%|▍ | 6/160 [00:14<04:21, 1.70s/it] 233/299 4.14G 0.01322 0.00689 0.0001046 72 640: 4%|▍ | 6/160 [00:14<04:21, 1.70s/it] 233/299 4.14G 0.01322 0.00689 0.0001046 72 640: 4%|▍ | 7/160 [00:14<03:07, 1.23s/it] 233/299 4.14G 0.01337 0.007438 9.986e-05 87 640: 4%|▍ | 7/160 [00:14<03:07, 1.23s/it] 233/299 4.14G 0.01337 0.007438 9.986e-05 87 640: 5%|▌ | 8/160 [00:14<02:17, 1.11it/s] 233/299 4.14G 0.01341 0.007458 9.425e-05 62 640: 5%|▌ | 8/160 [00:15<02:17, 1.11it/s] 233/299 4.14G 0.01341 0.007458 9.425e-05 62 640: 6%|▌ | 9/160 [00:15<01:44, 1.45it/s] 233/299 4.14G 0.01338 0.007582 9.031e-05 88 640: 6%|▌ | 9/160 [00:24<01:44, 1.45it/s] 233/299 4.14G 0.01338 0.007582 9.031e-05 88 640: 6%|▋ | 10/160 [00:24<08:39, 3.46s/it] 233/299 4.14G 0.01337 0.007683 8.87e-05 75 640: 6%|▋ | 10/160 [00:24<08:39, 3.46s/it] 233/299 4.14G 0.01337 0.007683 8.87e-05 75 640: 7%|▋ | 11/160 [00:24<06:09, 2.48s/it] 233/299 4.14G 0.01346 0.007749 8.585e-05 56 640: 7%|▋ | 11/160 [00:27<06:09, 2.48s/it] 233/299 4.14G 0.01346 0.007749 8.585e-05 56 640: 8%|▊ | 12/160 [00:27<06:05, 2.47s/it] 233/299 4.14G 0.0134 0.007599 8.313e-05 51 640: 8%|▊ | 12/160 [00:27<06:05, 2.47s/it] 233/299 4.14G 0.0134 0.007599 8.313e-05 51 640: 8%|▊ | 13/160 [00:27<04:22, 1.79s/it] 233/299 4.14G 0.0134 0.007539 8.131e-05 56 640: 8%|▊ | 13/160 [00:27<04:22, 1.79s/it] 233/299 4.14G 0.0134 0.007539 8.131e-05 56 640: 9%|▉ | 14/160 [00:27<03:11, 1.31s/it] 233/299 4.14G 0.01345 0.007687 7.914e-05 70 640: 9%|▉ | 14/160 [00:28<03:11, 1.31s/it] 233/299 4.14G 0.01345 0.007687 7.914e-05 70 640: 9%|▉ | 15/160 [00:28<02:24, 1.01it/s] 233/299 4.14G 0.01344 0.007682 7.8e-05 71 640: 9%|▉ | 15/160 [00:28<02:24, 1.01it/s] 233/299 4.14G 0.01344 0.007682 7.8e-05 71 640: 10%|█ | 16/160 [00:28<01:50, 1.30it/s] 233/299 4.14G 0.01347 0.007706 7.669e-05 72 640: 10%|█ | 16/160 [00:28<01:50, 1.30it/s] 233/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 818 0.709 0.623 0.644 0.395
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 234/299 4.14G 0.0122 0.007465 5.001e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 234/299 4.14G 0.0122 0.007465 5.001e-05 55 640: 1%| | 1/160 [00:00<00:47, 3.36it/s] 234/299 4.14G 0.01349 0.008795 4.69e-05 89 640: 1%| | 1/160 [00:12<00:47, 3.36it/s] 234/299 4.14G 0.01349 0.008795 4.69e-05 89 640: 1%|▏ | 2/160 [00:12<18:48, 7.14s/it] 234/299 4.14G 0.01436 0.008325 4.807e-05 66 640: 1%|▏ | 2/160 [00:12<18:48, 7.14s/it] 234/299 4.14G 0.01436 0.008325 4.807e-05 66 640: 2%|▏ | 3/160 [00:12<10:27, 4.00s/it] 234/299 4.14G 0.01411 0.007833 4.914e-05 53 640: 2%|▏ | 3/160 [00:14<10:27, 4.00s/it] 234/299 4.14G 0.01411 0.007833 4.914e-05 53 640: 2%|▎ | 4/160 [00:14<08:09, 3.14s/it] 234/299 4.14G 0.01444 0.007645 6.744e-05 65 640: 2%|▎ | 4/160 [00:14<08:09, 3.14s/it] 234/299 4.14G 0.01444 0.007645 6.744e-05 65 640: 3%|▎ | 5/160 [00:14<05:22, 2.08s/it] 234/299 4.14G 0.01422 0.007858 6.492e-05 85 640: 3%|▎ | 5/160 [00:14<05:22, 2.08s/it] 234/299 4.14G 0.01422 0.007858 6.492e-05 85 640: 4%|▍ | 6/160 [00:14<03:42, 1.45s/it] 234/299 4.14G 0.01406 0.007839 6.2e-05 74 640: 4%|▍ | 6/160 [00:14<03:42, 1.45s/it] 234/299 4.14G 0.01406 0.007839 6.2e-05 74 640: 4%|▍ | 7/160 [00:14<02:41, 1.06s/it] 234/299 4.14G 0.01391 0.007857 5.928e-05 67 640: 4%|▍ | 7/160 [00:15<02:41, 1.06s/it] 234/299 4.14G 0.01391 0.007857 5.928e-05 67 640: 5%|▌ | 8/160 [00:15<02:00, 1.27it/s] 234/299 4.14G 0.01383 0.0078 5.766e-05 70 640: 5%|▌ | 8/160 [00:15<02:00, 1.27it/s] 234/299 4.14G 0.01383 0.0078 5.766e-05 70 640: 6%|▌ | 9/160 [00:15<01:32, 1.64it/s] 234/299 4.14G 0.01355 0.007806 5.628e-05 76 640: 6%|▌ | 9/160 [00:29<01:32, 1.64it/s] 234/299 4.14G 0.01355 0.007806 5.628e-05 76 640: 6%|▋ | 10/160 [00:29<11:46, 4.71s/it] 234/299 4.14G 0.01331 0.007604 5.562e-05 51 640: 6%|▋ | 10/160 [00:29<11:46, 4.71s/it] 234/299 4.14G 0.01331 0.007604 5.562e-05 51 640: 7%|▋ | 11/160 [00:29<08:18, 3.35s/it] 234/299 4.14G 0.0132 0.007471 5.495e-05 54 640: 7%|▋ | 11/160 [00:29<08:18, 3.35s/it] 234/299 4.14G 0.0132 0.007471 5.495e-05 54 640: 8%|▊ | 12/160 [00:29<05:54, 2.40s/it] 234/299 4.14G 0.01326 0.007458 5.422e-05 58 640: 8%|▊ | 12/160 [00:30<05:54, 2.40s/it] 234/299 4.14G 0.01326 0.007458 5.422e-05 58 640: 8%|▊ | 13/160 [00:30<04:14, 1.73s/it] 234/299 4.14G 0.01358 0.00767 5.407e-05 71 640: 8%|▊ | 13/160 [00:30<04:14, 1.73s/it] 234/299 4.14G 0.01358 0.00767 5.407e-05 71 640: 9%|▉ | 14/160 [00:30<03:07, 1.29s/it] 234/299 4.14G 0.01363 0.007782 5.458e-05 69 640: 9%|▉ | 14/160 [00:30<03:07, 1.29s/it] 234/299 4.14G 0.01363 0.007782 5.458e-05 69 640: 9%|▉ | 15/160 [00:30<02:21, 1.03it/s] 234/299 4.14G 0.01354 0.007693 5.381e-05 56 640: 9%|▉ | 15/160 [00:30<02:21, 1.03it/s] 234/299 4.14G 0.01354 0.007693 5.381e-05 56 640: 10%|█ | 16/160 [00:30<01:47, 1.34it/s] 234/299 4.14G 0.01347 0.007575 5.363e-05 38 640: 10%|█ | 16/160 [00:30<01:47, 1.34it/s] 234/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 818 0.699 0.641 0.646 0.398
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 235/299 4.14G 0.01332 0.006252 5.651e-05 61 640: 0%| | 0/160 [00:00<?, ?it/s] 235/299 4.14G 0.01332 0.006252 5.651e-05 61 640: 1%| | 1/160 [00:00<00:49, 3.23it/s] 235/299 4.14G 0.01435 0.007198 5.203e-05 71 640: 1%| | 1/160 [00:13<00:49, 3.23it/s] 235/299 4.14G 0.01435 0.007198 5.203e-05 71 640: 1%|▏ | 2/160 [00:13<20:58, 7.96s/it] 235/299 4.14G 0.01406 0.00749 5.37e-05 68 640: 1%|▏ | 2/160 [00:13<20:58, 7.96s/it] 235/299 4.14G 0.01406 0.00749 5.37e-05 68 640: 2%|▏ | 3/160 [00:13<11:37, 4.44s/it] 235/299 4.14G 0.01431 0.007957 5.44e-05 67 640: 2%|▏ | 3/160 [00:14<11:37, 4.44s/it] 235/299 4.14G 0.01431 0.007957 5.44e-05 67 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 235/299 4.14G 0.01419 0.007649 5.394e-05 54 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 235/299 4.14G 0.01419 0.007649 5.394e-05 54 640: 3%|▎ | 5/160 [00:14<04:46, 1.85s/it] 235/299 4.14G 0.0145 0.008126 0.0001612 67 640: 3%|▎ | 5/160 [00:14<04:46, 1.85s/it] 235/299 4.14G 0.0145 0.008126 0.0001612 67 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 235/299 4.14G 0.01429 0.007976 0.000145 66 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 235/299 4.14G 0.01429 0.007976 0.000145 66 640: 4%|▍ | 7/160 [00:14<02:26, 1.05it/s] 235/299 4.14G 0.01435 0.00808 0.0001356 65 640: 4%|▍ | 7/160 [00:15<02:26, 1.05it/s] 235/299 4.14G 0.01435 0.00808 0.0001356 65 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 235/299 4.14G 0.01436 0.007832 0.0001267 50 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 235/299 4.14G 0.01436 0.007832 0.0001267 50 640: 6%|▌ | 9/160 [00:15<01:24, 1.78it/s] 235/299 4.14G 0.01441 0.007985 0.0001256 64 640: 6%|▌ | 9/160 [00:27<01:24, 1.78it/s] 235/299 4.14G 0.01441 0.007985 0.0001256 64 640: 6%|▋ | 10/160 [00:27<10:20, 4.13s/it] 235/299 4.14G 0.0144 0.007916 0.0001186 60 640: 6%|▋ | 10/160 [00:27<10:20, 4.13s/it] 235/299 4.14G 0.0144 0.007916 0.0001186 60 640: 7%|▋ | 11/160 [00:27<07:18, 2.95s/it] 235/299 4.14G 0.01444 0.007882 0.0001139 63 640: 7%|▋ | 11/160 [00:27<07:18, 2.95s/it] 235/299 4.14G 0.01444 0.007882 0.0001139 63 640: 8%|▊ | 12/160 [00:27<05:13, 2.12s/it] 235/299 4.14G 0.01442 0.007767 0.0001086 49 640: 8%|▊ | 12/160 [00:28<05:13, 2.12s/it] 235/299 4.14G 0.01442 0.007767 0.0001086 49 640: 8%|▊ | 13/160 [00:28<03:46, 1.54s/it] 235/299 4.14G 0.0143 0.007798 0.000105 81 640: 8%|▊ | 13/160 [00:28<03:46, 1.54s/it] 235/299 4.14G 0.0143 0.007798 0.000105 81 640: 9%|▉ | 14/160 [00:28<02:46, 1.14s/it] 235/299 4.14G 0.01417 0.007687 0.0001009 56 640: 9%|▉ | 14/160 [00:28<02:46, 1.14s/it] 235/299 4.14G 0.01417 0.007687 0.0001009 56 640: 9%|▉ | 15/160 [00:28<02:06, 1.15it/s] 235/299 4.14G 0.01413 0.007654 9.793e-05 52 640: 9%|▉ | 15/160 [00:28<02:06, 1.15it/s] 235/299 4.14G 0.01413 0.007654 9.793e-05 52 640: 10%|█ | 16/160 [00:28<01:37, 1.48it/s] 235/299 4.14G 0.01411 0.007588 9.486e-05 48 640: 10%|█ | 16/160 [00:28<01:37, 1.48it/s] 235/299 4.14G 0.014
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 818 0.69 0.657 0.646 0.397
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 236/299 4.14G 0.01352 0.00773 5.763e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 236/299 4.14G 0.01352 0.00773 5.763e-05 62 640: 1%| | 1/160 [00:00<00:51, 3.06it/s] 236/299 4.14G 0.01378 0.007506 6.287e-05 52 640: 1%| | 1/160 [00:14<00:51, 3.06it/s] 236/299 4.14G 0.01378 0.007506 6.287e-05 52 640: 1%|▏ | 2/160 [00:14<21:50, 8.29s/it] 236/299 4.14G 0.01433 0.007515 6.134e-05 67 640: 1%|▏ | 2/160 [00:14<21:50, 8.29s/it] 236/299 4.14G 0.01433 0.007515 6.134e-05 67 640: 2%|▏ | 3/160 [00:14<12:05, 4.62s/it] 236/299 4.14G 0.01396 0.007783 6.071e-05 80 640: 2%|▏ | 3/160 [00:14<12:05, 4.62s/it] 236/299 4.14G 0.01396 0.007783 6.071e-05 80 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 236/299 4.14G 0.0134 0.007209 6.175e-05 45 640: 2%|▎ | 4/160 [00:14<07:29, 2.88s/it] 236/299 4.14G 0.0134 0.007209 6.175e-05 45 640: 3%|▎ | 5/160 [00:14<04:57, 1.92s/it] 236/299 4.14G 0.01364 0.007082 5.872e-05 49 640: 3%|▎ | 5/160 [00:15<04:57, 1.92s/it] 236/299 4.14G 0.01364 0.007082 5.872e-05 49 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 236/299 4.14G 0.01319 0.006754 5.707e-05 44 640: 4%|▍ | 6/160 [00:15<03:26, 1.34s/it] 236/299 4.14G 0.01319 0.006754 5.707e-05 44 640: 4%|▍ | 7/160 [00:15<02:30, 1.01it/s] 236/299 4.14G 0.01311 0.00674 5.7e-05 54 640: 4%|▍ | 7/160 [00:15<02:30, 1.01it/s] 236/299 4.14G 0.01311 0.00674 5.7e-05 54 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 236/299 4.14G 0.01333 0.007001 5.736e-05 60 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 236/299 4.14G 0.01333 0.007001 5.736e-05 60 640: 6%|▌ | 9/160 [00:15<01:27, 1.74it/s] 236/299 4.14G 0.01359 0.007099 5.791e-05 60 640: 6%|▌ | 9/160 [00:29<01:27, 1.74it/s] 236/299 4.14G 0.01359 0.007099 5.791e-05 60 640: 6%|▋ | 10/160 [00:29<11:37, 4.65s/it] 236/299 4.14G 0.01363 0.007188 5.741e-05 83 640: 6%|▋ | 10/160 [00:29<11:37, 4.65s/it] 236/299 4.14G 0.01363 0.007188 5.741e-05 83 640: 7%|▋ | 11/160 [00:29<08:12, 3.30s/it] 236/299 4.14G 0.01357 0.00721 5.739e-05 64 640: 7%|▋ | 11/160 [00:30<08:12, 3.30s/it] 236/299 4.14G 0.01357 0.00721 5.739e-05 64 640: 8%|▊ | 12/160 [00:30<05:49, 2.36s/it] 236/299 4.14G 0.01369 0.007119 5.732e-05 41 640: 8%|▊ | 12/160 [00:30<05:49, 2.36s/it] 236/299 4.14G 0.01369 0.007119 5.732e-05 41 640: 8%|▊ | 13/160 [00:30<04:11, 1.71s/it] 236/299 4.14G 0.01375 0.0071 5.922e-05 64 640: 8%|▊ | 13/160 [00:30<04:11, 1.71s/it] 236/299 4.14G 0.01375 0.0071 5.922e-05 64 640: 9%|▉ | 14/160 [00:30<03:03, 1.26s/it] 236/299 4.14G 0.01378 0.007114 5.876e-05 58 640: 9%|▉ | 14/160 [00:30<03:03, 1.26s/it] 236/299 4.14G 0.01378 0.007114 5.876e-05 58 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 236/299 4.14G 0.01372 0.007137 6.251e-05 59 640: 9%|▉ | 15/160 [00:30<02:17, 1.05it/s] 236/299 4.14G 0.01372 0.007137 6.251e-05 59 640: 10%|█ | 16/160 [00:30<01:44, 1.37it/s] 236/299 4.14G 0.01378 0.007212 6.196e-05 58 640: 10%|█ | 16/160 [00:31<01:44, 1.37it/s] 236/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 818 0.69 0.657 0.652 0.401
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 237/299 4.14G 0.01286 0.01051 0.0001297 91 640: 0%| | 0/160 [00:00<?, ?it/s] 237/299 4.14G 0.01286 0.01051 0.0001297 91 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 237/299 4.14G 0.01355 0.009624 0.0001367 80 640: 1%| | 1/160 [00:15<00:54, 2.91it/s] 237/299 4.14G 0.01355 0.009624 0.0001367 80 640: 1%|▏ | 2/160 [00:15<23:34, 8.96s/it] 237/299 4.14G 0.01391 0.009725 0.0001078 82 640: 1%|▏ | 2/160 [00:15<23:34, 8.96s/it] 237/299 4.14G 0.01391 0.009725 0.0001078 82 640: 2%|▏ | 3/160 [00:15<13:02, 4.98s/it] 237/299 4.14G 0.01361 0.009049 9.583e-05 70 640: 2%|▏ | 3/160 [00:15<13:02, 4.98s/it] 237/299 4.14G 0.01361 0.009049 9.583e-05 70 640: 2%|▎ | 4/160 [00:15<08:03, 3.10s/it] 237/299 4.14G 0.01386 0.008531 0.0001285 62 640: 2%|▎ | 4/160 [00:16<08:03, 3.10s/it] 237/299 4.14G 0.01386 0.008531 0.0001285 62 640: 3%|▎ | 5/160 [00:16<05:19, 2.06s/it] 237/299 4.14G 0.01363 0.008822 0.0001147 83 640: 3%|▎ | 5/160 [00:16<05:19, 2.06s/it] 237/299 4.14G 0.01363 0.008822 0.0001147 83 640: 4%|▍ | 6/160 [00:16<03:40, 1.43s/it] 237/299 4.14G 0.01367 0.008739 0.0001276 62 640: 4%|▍ | 6/160 [00:16<03:40, 1.43s/it] 237/299 4.14G 0.01367 0.008739 0.0001276 62 640: 4%|▍ | 7/160 [00:16<02:40, 1.05s/it] 237/299 4.14G 0.01357 0.00849 0.0001184 62 640: 4%|▍ | 7/160 [00:16<02:40, 1.05s/it] 237/299 4.14G 0.01357 0.00849 0.0001184 62 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 237/299 4.14G 0.01354 0.008471 0.0001133 76 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 237/299 4.14G 0.01354 0.008471 0.0001133 76 640: 6%|▌ | 9/160 [00:16<01:31, 1.65it/s] 237/299 4.14G 0.01355 0.008214 0.0001063 58 640: 6%|▌ | 9/160 [00:29<01:31, 1.65it/s] 237/299 4.14G 0.01355 0.008214 0.0001063 58 640: 6%|▋ | 10/160 [00:29<10:41, 4.28s/it] 237/299 4.14G 0.01373 0.008022 0.0001009 49 640: 6%|▋ | 10/160 [00:29<10:41, 4.28s/it] 237/299 4.14G 0.01373 0.008022 0.0001009 49 640: 7%|▋ | 11/160 [00:29<07:33, 3.05s/it] 237/299 4.14G 0.01372 0.008032 9.715e-05 61 640: 7%|▋ | 11/160 [00:29<07:33, 3.05s/it] 237/299 4.14G 0.01372 0.008032 9.715e-05 61 640: 8%|▊ | 12/160 [00:29<05:23, 2.18s/it] 237/299 4.14G 0.01367 0.007906 9.384e-05 54 640: 8%|▊ | 12/160 [00:30<05:23, 2.18s/it] 237/299 4.14G 0.01367 0.007906 9.384e-05 54 640: 8%|▊ | 13/160 [00:30<03:53, 1.59s/it] 237/299 4.14G 0.0135 0.007784 9.075e-05 64 640: 8%|▊ | 13/160 [00:30<03:53, 1.59s/it] 237/299 4.14G 0.0135 0.007784 9.075e-05 64 640: 9%|▉ | 14/160 [00:30<02:51, 1.17s/it] 237/299 4.14G 0.01347 0.007611 8.87e-05 52 640: 9%|▉ | 14/160 [00:30<02:51, 1.17s/it] 237/299 4.14G 0.01347 0.007611 8.87e-05 52 640: 9%|▉ | 15/160 [00:30<02:10, 1.12it/s] 237/299 4.14G 0.01356 0.007704 8.754e-05 72 640: 9%|▉ | 15/160 [00:30<02:10, 1.12it/s] 237/299 4.14G 0.01356 0.007704 8.754e-05 72 640: 10%|█ | 16/160 [00:30<01:39, 1.45it/s] 237/299 4.14G 0.01357 0.007667 8.611e-05 65 640: 10%|█ | 16/160 [00:30<01:39, 1.45it/s] 237/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.62it/s]
all 340 821 0.696 0.656 0.65 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 238/299 4.14G 0.01153 0.007068 4.201e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 238/299 4.14G 0.01153 0.007068 4.201e-05 62 640: 1%| | 1/160 [00:00<00:40, 3.92it/s] 238/299 4.14G 0.01182 0.007831 5.439e-05 71 640: 1%| | 1/160 [00:13<00:40, 3.92it/s] 238/299 4.14G 0.01182 0.007831 5.439e-05 71 640: 1%|▏ | 2/160 [00:13<20:02, 7.61s/it] 238/299 4.14G 0.01275 0.008169 5.425e-05 72 640: 1%|▏ | 2/160 [00:13<20:02, 7.61s/it] 238/299 4.14G 0.01275 0.008169 5.425e-05 72 640: 2%|▏ | 3/160 [00:13<11:07, 4.25s/it] 238/299 4.14G 0.01259 0.007639 4.993e-05 43 640: 2%|▏ | 3/160 [00:13<11:07, 4.25s/it] 238/299 4.14G 0.01259 0.007639 4.993e-05 43 640: 2%|▎ | 4/160 [00:13<06:57, 2.68s/it] 238/299 4.14G 0.01272 0.007902 4.916e-05 80 640: 2%|▎ | 4/160 [00:13<06:57, 2.68s/it] 238/299 4.14G 0.01272 0.007902 4.916e-05 80 640: 3%|▎ | 5/160 [00:13<04:37, 1.79s/it] 238/299 4.14G 0.01282 0.007552 5.284e-05 46 640: 3%|▎ | 5/160 [00:13<04:37, 1.79s/it] 238/299 4.14G 0.01282 0.007552 5.284e-05 46 640: 4%|▍ | 6/160 [00:13<03:13, 1.25s/it] 238/299 4.14G 0.01308 0.007281 5.197e-05 44 640: 4%|▍ | 6/160 [00:14<03:13, 1.25s/it] 238/299 4.14G 0.01308 0.007281 5.197e-05 44 640: 4%|▍ | 7/160 [00:14<02:21, 1.08it/s] 238/299 4.14G 0.01303 0.007259 5.253e-05 69 640: 4%|▍ | 7/160 [00:14<02:21, 1.08it/s] 238/299 4.14G 0.01303 0.007259 5.253e-05 69 640: 5%|▌ | 8/160 [00:14<01:46, 1.43it/s] 238/299 4.14G 0.01285 0.007117 5.15e-05 48 640: 5%|▌ | 8/160 [00:14<01:46, 1.43it/s] 238/299 4.14G 0.01285 0.007117 5.15e-05 48 640: 6%|▌ | 9/160 [00:14<01:22, 1.82it/s] 238/299 4.14G 0.01313 0.007134 5.121e-05 70 640: 6%|▌ | 9/160 [00:26<01:22, 1.82it/s] 238/299 4.14G 0.01313 0.007134 5.121e-05 70 640: 6%|▋ | 10/160 [00:26<10:02, 4.02s/it] 238/299 4.14G 0.01326 0.007264 5.063e-05 76 640: 6%|▋ | 10/160 [00:26<10:02, 4.02s/it] 238/299 4.14G 0.01326 0.007264 5.063e-05 76 640: 7%|▋ | 11/160 [00:26<07:06, 2.86s/it] 238/299 4.14G 0.01335 0.007261 5.087e-05 54 640: 7%|▋ | 11/160 [00:26<07:06, 2.86s/it] 238/299 4.14G 0.01335 0.007261 5.087e-05 54 640: 8%|▊ | 12/160 [00:26<05:04, 2.06s/it] 238/299 4.14G 0.01346 0.007487 5.184e-05 82 640: 8%|▊ | 12/160 [00:27<05:04, 2.06s/it] 238/299 4.14G 0.01346 0.007487 5.184e-05 82 640: 8%|▊ | 13/160 [00:27<03:40, 1.50s/it] 238/299 4.14G 0.01356 0.007418 5.125e-05 49 640: 8%|▊ | 13/160 [00:27<03:40, 1.50s/it] 238/299 4.14G 0.01356 0.007418 5.125e-05 49 640: 9%|▉ | 14/160 [00:27<02:42, 1.11s/it] 238/299 4.14G 0.01351 0.007489 5.093e-05 71 640: 9%|▉ | 14/160 [00:27<02:42, 1.11s/it] 238/299 4.14G 0.01351 0.007489 5.093e-05 71 640: 9%|▉ | 15/160 [00:27<02:03, 1.17it/s] 238/299 4.14G 0.0135 0.007628 5.334e-05 91 640: 9%|▉ | 15/160 [00:27<02:03, 1.17it/s] 238/299 4.14G 0.0135 0.007628 5.334e-05 91 640: 10%|█ | 16/160 [00:27<01:35, 1.51it/s] 238/299 4.14G 0.01352 0.007709 7.029e-05 75 640: 10%|█ | 16/160 [00:28<01:35, 1.51it/s] 238/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s]
all 340 821 0.693 0.65 0.653 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 239/299 4.14G 0.01406 0.008126 4.776e-05 74 640: 0%| | 0/160 [00:00<?, ?it/s] 239/299 4.14G 0.01406 0.008126 4.776e-05 74 640: 1%| | 1/160 [00:00<00:56, 2.80it/s] 239/299 4.14G 0.01366 0.007159 0.0001202 49 640: 1%| | 1/160 [00:14<00:56, 2.80it/s] 239/299 4.14G 0.01366 0.007159 0.0001202 49 640: 1%|▏ | 2/160 [00:14<23:04, 8.76s/it] 239/299 4.14G 0.01367 0.007763 9.778e-05 80 640: 1%|▏ | 2/160 [00:15<23:04, 8.76s/it] 239/299 4.14G 0.01367 0.007763 9.778e-05 80 640: 2%|▏ | 3/160 [00:15<12:45, 4.88s/it] 239/299 4.14G 0.01357 0.00775 8.873e-05 58 640: 2%|▏ | 3/160 [00:15<12:45, 4.88s/it] 239/299 4.14G 0.01357 0.00775 8.873e-05 58 640: 2%|▎ | 4/160 [00:15<07:53, 3.04s/it] 239/299 4.14G 0.01366 0.007385 7.989e-05 55 640: 2%|▎ | 4/160 [00:15<07:53, 3.04s/it] 239/299 4.14G 0.01366 0.007385 7.989e-05 55 640: 3%|▎ | 5/160 [00:15<05:13, 2.02s/it] 239/299 4.14G 0.01367 0.007453 7.568e-05 61 640: 3%|▎ | 5/160 [00:15<05:13, 2.02s/it] 239/299 4.14G 0.01367 0.007453 7.568e-05 61 640: 4%|▍ | 6/160 [00:15<03:36, 1.41s/it] 239/299 4.14G 0.01336 0.007128 7.072e-05 47 640: 4%|▍ | 6/160 [00:16<03:36, 1.41s/it] 239/299 4.14G 0.01336 0.007128 7.072e-05 47 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 239/299 4.14G 0.01341 0.007325 6.774e-05 71 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 239/299 4.14G 0.01341 0.007325 6.774e-05 71 640: 5%|▌ | 8/160 [00:16<01:57, 1.30it/s] 239/299 4.14G 0.01331 0.007263 6.565e-05 57 640: 5%|▌ | 8/160 [00:16<01:57, 1.30it/s] 239/299 4.14G 0.01331 0.007263 6.565e-05 57 640: 6%|▌ | 9/160 [00:16<01:32, 1.64it/s] 239/299 4.14G 0.01327 0.007171 6.475e-05 43 640: 6%|▌ | 9/160 [00:31<01:32, 1.64it/s] 239/299 4.14G 0.01327 0.007171 6.475e-05 43 640: 6%|▋ | 10/160 [00:31<12:18, 4.92s/it] 239/299 4.14G 0.01328 0.007059 6.326e-05 53 640: 6%|▋ | 10/160 [00:31<12:18, 4.92s/it] 239/299 4.14G 0.01328 0.007059 6.326e-05 53 640: 7%|▋ | 11/160 [00:31<08:40, 3.49s/it] 239/299 4.14G 0.01334 0.007013 6.174e-05 54 640: 7%|▋ | 11/160 [00:31<08:40, 3.49s/it] 239/299 4.14G 0.01334 0.007013 6.174e-05 54 640: 8%|▊ | 12/160 [00:31<06:09, 2.49s/it] 239/299 4.14G 0.01331 0.007035 7.011e-05 67 640: 8%|▊ | 12/160 [00:31<06:09, 2.49s/it] 239/299 4.14G 0.01331 0.007035 7.011e-05 67 640: 8%|▊ | 13/160 [00:31<04:25, 1.80s/it] 239/299 4.14G 0.01341 0.006922 6.928e-05 48 640: 8%|▊ | 13/160 [00:32<04:25, 1.80s/it] 239/299 4.14G 0.01341 0.006922 6.928e-05 48 640: 9%|▉ | 14/160 [00:32<03:13, 1.32s/it] 239/299 4.14G 0.01339 0.007075 6.786e-05 72 640: 9%|▉ | 14/160 [00:32<03:13, 1.32s/it] 239/299 4.14G 0.01339 0.007075 6.786e-05 72 640: 9%|▉ | 15/160 [00:32<02:25, 1.00s/it] 239/299 4.14G 0.01336 0.006948 6.676e-05 40 640: 9%|▉ | 15/160 [00:32<02:25, 1.00s/it] 239/299 4.14G 0.01336 0.006948 6.676e-05 40 640: 10%|█ | 16/160 [00:32<01:49, 1.31it/s] 239/299 4.14G 0.01338 0.006929 6.59e-05 51 640: 10%|█ | 16/160 [00:32<01:49, 1.31it/s] 239/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 821 0.691 0.647 0.652 0.406
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 240/299 4.14G 0.01393 0.009972 4.624e-05 66 640: 0%| | 0/160 [00:00<?, ?it/s] 240/299 4.14G 0.01393 0.009972 4.624e-05 66 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 240/299 4.14G 0.01397 0.008713 4.593e-05 63 640: 1%| | 1/160 [00:13<00:54, 2.91it/s] 240/299 4.14G 0.01397 0.008713 4.593e-05 63 640: 1%|▏ | 2/160 [00:13<21:27, 8.15s/it] 240/299 4.14G 0.014 0.007487 4.668e-05 46 640: 1%|▏ | 2/160 [00:14<21:27, 8.15s/it] 240/299 4.14G 0.014 0.007487 4.668e-05 46 640: 2%|▏ | 3/160 [00:14<11:53, 4.55s/it] 240/299 4.14G 0.01324 0.007103 4.788e-05 54 640: 2%|▏ | 3/160 [00:14<11:53, 4.55s/it] 240/299 4.14G 0.01324 0.007103 4.788e-05 54 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 240/299 4.14G 0.01353 0.007739 4.916e-05 74 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 240/299 4.14G 0.01353 0.007739 4.916e-05 74 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 240/299 4.14G 0.01368 0.007453 4.856e-05 55 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 240/299 4.14G 0.01368 0.007453 4.856e-05 55 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 240/299 4.14G 0.01353 0.00745 5.128e-05 70 640: 4%|▍ | 6/160 [00:15<03:23, 1.32s/it] 240/299 4.14G 0.01353 0.00745 5.128e-05 70 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 240/299 4.14G 0.01362 0.007314 5.104e-05 61 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 240/299 4.14G 0.01362 0.007314 5.104e-05 61 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 240/299 4.14G 0.01377 0.007635 5.153e-05 82 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 240/299 4.14G 0.01377 0.007635 5.153e-05 82 640: 6%|▌ | 9/160 [00:15<01:26, 1.75it/s] 240/299 4.14G 0.01371 0.00756 5.158e-05 57 640: 6%|▌ | 9/160 [00:26<01:26, 1.75it/s] 240/299 4.14G 0.01371 0.00756 5.158e-05 57 640: 6%|▋ | 10/160 [00:26<09:38, 3.86s/it] 240/299 4.14G 0.0138 0.007574 7.928e-05 76 640: 6%|▋ | 10/160 [00:27<09:38, 3.86s/it] 240/299 4.14G 0.0138 0.007574 7.928e-05 76 640: 7%|▋ | 11/160 [00:27<06:52, 2.77s/it] 240/299 4.14G 0.01389 0.0077 7.67e-05 73 640: 7%|▋ | 11/160 [00:27<06:52, 2.77s/it] 240/299 4.14G 0.01389 0.0077 7.67e-05 73 640: 8%|▊ | 12/160 [00:27<04:54, 1.99s/it] 240/299 4.14G 0.0139 0.007582 7.472e-05 52 640: 8%|▊ | 12/160 [00:27<04:54, 1.99s/it] 240/299 4.14G 0.0139 0.007582 7.472e-05 52 640: 8%|▊ | 13/160 [00:27<03:33, 1.45s/it] 240/299 4.14G 0.01385 0.007595 7.296e-05 82 640: 8%|▊ | 13/160 [00:27<03:33, 1.45s/it] 240/299 4.14G 0.01385 0.007595 7.296e-05 82 640: 9%|▉ | 14/160 [00:27<02:37, 1.08s/it] 240/299 4.14G 0.01385 0.007718 7.123e-05 84 640: 9%|▉ | 14/160 [00:27<02:37, 1.08s/it] 240/299 4.14G 0.01385 0.007718 7.123e-05 84 640: 9%|▉ | 15/160 [00:27<02:00, 1.20it/s] 240/299 4.14G 0.01389 0.00759 6.946e-05 46 640: 9%|▉ | 15/160 [00:28<02:00, 1.20it/s] 240/299 4.14G 0.01389 0.00759 6.946e-05 46 640: 10%|█ | 16/160 [00:28<01:33, 1.55it/s] 240/299 4.14G 0.01381 0.007497 6.829e-05 54 640: 10%|█ | 16/160 [00:28<01:33, 1.55it/s] 240/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 821 0.692 0.653 0.651 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 241/299 4.14G 0.01375 0.007352 4.871e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 241/299 4.14G 0.01375 0.007352 4.871e-05 59 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 241/299 4.14G 0.01246 0.007268 6.88e-05 66 640: 1%| | 1/160 [00:15<00:50, 3.18it/s] 241/299 4.14G 0.01246 0.007268 6.88e-05 66 640: 1%|▏ | 2/160 [00:15<23:18, 8.85s/it] 241/299 4.14G 0.01296 0.007352 6.383e-05 74 640: 1%|▏ | 2/160 [00:15<23:18, 8.85s/it] 241/299 4.14G 0.01296 0.007352 6.383e-05 74 640: 2%|▏ | 3/160 [00:15<12:53, 4.93s/it] 241/299 4.14G 0.01335 0.007403 5.927e-05 63 640: 2%|▏ | 3/160 [00:15<12:53, 4.93s/it] 241/299 4.14G 0.01335 0.007403 5.927e-05 63 640: 2%|▎ | 4/160 [00:15<07:58, 3.07s/it] 241/299 4.14G 0.01312 0.007535 5.766e-05 68 640: 2%|▎ | 4/160 [00:15<07:58, 3.07s/it] 241/299 4.14G 0.01312 0.007535 5.766e-05 68 640: 3%|▎ | 5/160 [00:15<05:15, 2.04s/it] 241/299 4.14G 0.01291 0.007359 6.003e-05 67 640: 3%|▎ | 5/160 [00:16<05:15, 2.04s/it] 241/299 4.14G 0.01291 0.007359 6.003e-05 67 640: 4%|▍ | 6/160 [00:16<03:38, 1.42s/it] 241/299 4.14G 0.01271 0.007363 5.882e-05 62 640: 4%|▍ | 6/160 [00:16<03:38, 1.42s/it] 241/299 4.14G 0.01271 0.007363 5.882e-05 62 640: 4%|▍ | 7/160 [00:16<02:38, 1.04s/it] 241/299 4.14G 0.01259 0.007552 5.872e-05 77 640: 4%|▍ | 7/160 [00:16<02:38, 1.04s/it] 241/299 4.14G 0.01259 0.007552 5.872e-05 77 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 241/299 4.14G 0.01258 0.007514 5.924e-05 51 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 241/299 4.14G 0.01258 0.007514 5.924e-05 51 640: 6%|▌ | 9/160 [00:16<01:31, 1.66it/s] 241/299 4.14G 0.01288 0.007789 7.247e-05 64 640: 6%|▌ | 9/160 [00:28<01:31, 1.66it/s] 241/299 4.14G 0.01288 0.007789 7.247e-05 64 640: 6%|▋ | 10/160 [00:28<10:27, 4.18s/it] 241/299 4.14G 0.01319 0.007772 7.06e-05 73 640: 6%|▋ | 10/160 [00:30<10:27, 4.18s/it] 241/299 4.14G 0.01319 0.007772 7.06e-05 73 640: 7%|▋ | 11/160 [00:30<08:45, 3.53s/it] 241/299 4.14G 0.01319 0.008047 7.009e-05 89 640: 7%|▋ | 11/160 [00:31<08:45, 3.53s/it] 241/299 4.14G 0.01319 0.008047 7.009e-05 89 640: 8%|▊ | 12/160 [00:31<06:12, 2.52s/it] 241/299 4.14G 0.01318 0.007961 6.919e-05 67 640: 8%|▊ | 12/160 [00:31<06:12, 2.52s/it] 241/299 4.14G 0.01318 0.007961 6.919e-05 67 640: 8%|▊ | 13/160 [00:31<04:27, 1.82s/it] 241/299 4.14G 0.01322 0.007918 6.761e-05 77 640: 8%|▊ | 13/160 [00:31<04:27, 1.82s/it] 241/299 4.14G 0.01322 0.007918 6.761e-05 77 640: 9%|▉ | 14/160 [00:31<03:14, 1.34s/it] 241/299 4.14G 0.01331 0.00818 6.606e-05 90 640: 9%|▉ | 14/160 [00:31<03:14, 1.34s/it] 241/299 4.14G 0.01331 0.00818 6.606e-05 90 640: 9%|▉ | 15/160 [00:31<02:25, 1.01s/it] 241/299 4.14G 0.01337 0.008142 6.465e-05 66 640: 9%|▉ | 15/160 [00:32<02:25, 1.01s/it] 241/299 4.14G 0.01337 0.008142 6.465e-05 66 640: 10%|█ | 16/160 [00:32<01:50, 1.30it/s] 241/299 4.14G 0.01335 0.008116 6.398e-05 63 640: 10%|█ | 16/160 [00:32<01:50, 1.30it/s] 241/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 821 0.706 0.632 0.649 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 242/299 4.14G 0.01373 0.01035 8.283e-05 102 640: 0%| | 0/160 [00:00<?, ?it/s] 242/299 4.14G 0.01373 0.01035 8.283e-05 102 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 242/299 4.14G 0.01388 0.008645 6.576e-05 63 640: 1%| | 1/160 [00:10<00:50, 3.13it/s] 242/299 4.14G 0.01388 0.008645 6.576e-05 63 640: 1%|▏ | 2/160 [00:10<15:27, 5.87s/it] 242/299 4.14G 0.01336 0.008335 7.484e-05 86 640: 1%|▏ | 2/160 [00:14<15:27, 5.87s/it] 242/299 4.14G 0.01336 0.008335 7.484e-05 86 640: 2%|▏ | 3/160 [00:14<13:36, 5.20s/it] 242/299 4.14G 0.01366 0.007909 6.72e-05 55 640: 2%|▏ | 3/160 [00:14<13:36, 5.20s/it] 242/299 4.14G 0.01366 0.007909 6.72e-05 55 640: 2%|▎ | 4/160 [00:14<08:24, 3.23s/it] 242/299 4.14G 0.01387 0.008038 6.186e-05 65 640: 2%|▎ | 4/160 [00:14<08:24, 3.23s/it] 242/299 4.14G 0.01387 0.008038 6.186e-05 65 640: 3%|▎ | 5/160 [00:14<05:32, 2.14s/it] 242/299 4.14G 0.01379 0.008339 6.195e-05 61 640: 3%|▎ | 5/160 [00:15<05:32, 2.14s/it] 242/299 4.14G 0.01379 0.008339 6.195e-05 61 640: 4%|▍ | 6/160 [00:15<03:49, 1.49s/it] 242/299 4.14G 0.01377 0.007971 5.884e-05 39 640: 4%|▍ | 6/160 [00:15<03:49, 1.49s/it] 242/299 4.14G 0.01377 0.007971 5.884e-05 39 640: 4%|▍ | 7/160 [00:15<02:46, 1.09s/it] 242/299 4.14G 0.01381 0.007907 5.692e-05 67 640: 4%|▍ | 7/160 [00:15<02:46, 1.09s/it] 242/299 4.14G 0.01381 0.007907 5.692e-05 67 640: 5%|▌ | 8/160 [00:15<02:02, 1.24it/s] 242/299 4.14G 0.01392 0.008155 5.658e-05 71 640: 5%|▌ | 8/160 [00:15<02:02, 1.24it/s] 242/299 4.14G 0.01392 0.008155 5.658e-05 71 640: 6%|▌ | 9/160 [00:15<01:34, 1.60it/s] 242/299 4.14G 0.01377 0.008087 5.591e-05 63 640: 6%|▌ | 9/160 [00:27<01:34, 1.60it/s] 242/299 4.14G 0.01377 0.008087 5.591e-05 63 640: 6%|▋ | 10/160 [00:27<09:54, 3.96s/it] 242/299 4.14G 0.01388 0.008235 5.494e-05 79 640: 6%|▋ | 10/160 [00:28<09:54, 3.96s/it] 242/299 4.14G 0.01388 0.008235 5.494e-05 79 640: 7%|▋ | 11/160 [00:28<07:38, 3.08s/it] 242/299 4.14G 0.01375 0.008022 5.382e-05 44 640: 7%|▋ | 11/160 [00:28<07:38, 3.08s/it] 242/299 4.14G 0.01375 0.008022 5.382e-05 44 640: 8%|▊ | 12/160 [00:28<05:26, 2.20s/it] 242/299 4.14G 0.01374 0.007906 5.278e-05 54 640: 8%|▊ | 12/160 [00:28<05:26, 2.20s/it] 242/299 4.14G 0.01374 0.007906 5.278e-05 54 640: 8%|▊ | 13/160 [00:28<03:55, 1.60s/it] 242/299 4.14G 0.01365 0.00785 5.265e-05 81 640: 8%|▊ | 13/160 [00:28<03:55, 1.60s/it] 242/299 4.14G 0.01365 0.00785 5.265e-05 81 640: 9%|▉ | 14/160 [00:28<02:52, 1.18s/it] 242/299 4.14G 0.01357 0.007844 5.232e-05 77 640: 9%|▉ | 14/160 [00:29<02:52, 1.18s/it] 242/299 4.14G 0.01357 0.007844 5.232e-05 77 640: 9%|▉ | 15/160 [00:29<02:10, 1.11it/s] 242/299 4.14G 0.01367 0.007797 5.197e-05 73 640: 9%|▉ | 15/160 [00:29<02:10, 1.11it/s] 242/299 4.14G 0.01367 0.007797 5.197e-05 73 640: 10%|█ | 16/160 [00:29<01:40, 1.44it/s] 242/299 4.14G 0.01356 0.007635 5.174e-05 43 640: 10%|█ | 16/160 [00:29<01:40, 1.44it/s] 242/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 821 0.705 0.644 0.65 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 243/299 4.14G 0.01572 0.006493 4.62e-05 41 640: 0%| | 0/160 [00:00<?, ?it/s] 243/299 4.14G 0.01572 0.006493 4.62e-05 41 640: 1%| | 1/160 [00:00<00:43, 3.65it/s] 243/299 4.14G 0.01491 0.006621 4.379e-05 53 640: 1%| | 1/160 [00:13<00:43, 3.65it/s] 243/299 4.14G 0.01491 0.006621 4.379e-05 53 640: 1%|▏ | 2/160 [00:13<20:15, 7.69s/it] 243/299 4.14G 0.01415 0.006641 4.548e-05 53 640: 1%|▏ | 2/160 [00:13<20:15, 7.69s/it] 243/299 4.14G 0.01415 0.006641 4.548e-05 53 640: 2%|▏ | 3/160 [00:13<11:50, 4.52s/it] 243/299 4.14G 0.01358 0.006557 4.516e-05 64 640: 2%|▏ | 3/160 [00:14<11:50, 4.52s/it] 243/299 4.14G 0.01358 0.006557 4.516e-05 64 640: 2%|▎ | 4/160 [00:14<07:20, 2.82s/it] 243/299 4.14G 0.01356 0.00679 4.566e-05 69 640: 2%|▎ | 4/160 [00:14<07:20, 2.82s/it] 243/299 4.14G 0.01356 0.00679 4.566e-05 69 640: 3%|▎ | 5/160 [00:14<04:51, 1.88s/it] 243/299 4.14G 0.0136 0.006912 4.451e-05 53 640: 3%|▎ | 5/160 [00:14<04:51, 1.88s/it] 243/299 4.14G 0.0136 0.006912 4.451e-05 53 640: 4%|▍ | 6/160 [00:14<03:22, 1.32s/it] 243/299 4.14G 0.01348 0.00721 4.543e-05 87 640: 4%|▍ | 6/160 [00:14<03:22, 1.32s/it] 243/299 4.14G 0.01348 0.00721 4.543e-05 87 640: 4%|▍ | 7/160 [00:14<02:28, 1.03it/s] 243/299 4.14G 0.01354 0.007177 4.646e-05 55 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 243/299 4.14G 0.01354 0.007177 4.646e-05 55 640: 5%|▌ | 8/160 [00:15<01:50, 1.37it/s] 243/299 4.14G 0.01326 0.006951 4.564e-05 52 640: 5%|▌ | 8/160 [00:15<01:50, 1.37it/s] 243/299 4.14G 0.01326 0.006951 4.564e-05 52 640: 6%|▌ | 9/160 [00:15<01:25, 1.76it/s] 243/299 4.14G 0.01324 0.007047 5.776e-05 55 640: 6%|▌ | 9/160 [00:26<01:25, 1.76it/s] 243/299 4.14G 0.01324 0.007047 5.776e-05 55 640: 6%|▋ | 10/160 [00:26<10:00, 4.00s/it] 243/299 4.14G 0.01328 0.007055 5.724e-05 61 640: 6%|▋ | 10/160 [00:27<10:00, 4.00s/it] 243/299 4.14G 0.01328 0.007055 5.724e-05 61 640: 7%|▋ | 11/160 [00:27<07:28, 3.01s/it] 243/299 4.14G 0.01313 0.006865 5.645e-05 39 640: 7%|▋ | 11/160 [00:27<07:28, 3.01s/it] 243/299 4.14G 0.01313 0.006865 5.645e-05 39 640: 8%|▊ | 12/160 [00:27<05:21, 2.17s/it] 243/299 4.14G 0.0132 0.006895 5.588e-05 73 640: 8%|▊ | 12/160 [00:28<05:21, 2.17s/it] 243/299 4.14G 0.0132 0.006895 5.588e-05 73 640: 8%|▊ | 13/160 [00:28<03:52, 1.58s/it] 243/299 4.14G 0.01319 0.006993 5.482e-05 66 640: 8%|▊ | 13/160 [00:28<03:52, 1.58s/it] 243/299 4.14G 0.01319 0.006993 5.482e-05 66 640: 9%|▉ | 14/160 [00:28<02:50, 1.17s/it] 243/299 4.14G 0.01322 0.00716 5.42e-05 76 640: 9%|▉ | 14/160 [00:28<02:50, 1.17s/it] 243/299 4.14G 0.01322 0.00716 5.42e-05 76 640: 9%|▉ | 15/160 [00:28<02:09, 1.12it/s] 243/299 4.14G 0.01322 0.00711 5.387e-05 61 640: 9%|▉ | 15/160 [00:28<02:09, 1.12it/s] 243/299 4.14G 0.01322 0.00711 5.387e-05 61 640: 10%|█ | 16/160 [00:28<01:38, 1.46it/s] 243/299 4.14G 0.01318 0.007138 6.172e-05 59 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 243/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 822 0.702 0.643 0.65 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 244/299 4.14G 0.01324 0.006276 4.206e-05 58 640: 0%| | 0/160 [00:00<?, ?it/s] 244/299 4.14G 0.01324 0.006276 4.206e-05 58 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 244/299 4.14G 0.01277 0.006539 5.724e-05 60 640: 1%| | 1/160 [00:09<00:52, 3.05it/s] 244/299 4.14G 0.01277 0.006539 5.724e-05 60 640: 1%|▏ | 2/160 [00:09<15:09, 5.76s/it] 244/299 4.14G 0.01335 0.006664 5.215e-05 59 640: 1%|▏ | 2/160 [00:13<15:09, 5.76s/it] 244/299 4.14G 0.01335 0.006664 5.215e-05 59 640: 2%|▏ | 3/160 [00:13<13:05, 5.00s/it] 244/299 4.14G 0.01328 0.007262 5.237e-05 78 640: 2%|▏ | 3/160 [00:15<13:05, 5.00s/it] 244/299 4.14G 0.01328 0.007262 5.237e-05 78 640: 2%|▎ | 4/160 [00:15<09:38, 3.71s/it] 244/299 4.14G 0.01364 0.007353 6.402e-05 68 640: 2%|▎ | 4/160 [00:15<09:38, 3.71s/it] 244/299 4.14G 0.01364 0.007353 6.402e-05 68 640: 3%|▎ | 5/160 [00:15<06:19, 2.45s/it] 244/299 4.14G 0.01396 0.007237 6.002e-05 58 640: 3%|▎ | 5/160 [00:16<06:19, 2.45s/it] 244/299 4.14G 0.01396 0.007237 6.002e-05 58 640: 4%|▍ | 6/160 [00:16<04:20, 1.69s/it] 244/299 4.14G 0.01378 0.007462 6.422e-05 69 640: 4%|▍ | 6/160 [00:16<04:20, 1.69s/it] 244/299 4.14G 0.01378 0.007462 6.422e-05 69 640: 4%|▍ | 7/160 [00:16<03:06, 1.22s/it] 244/299 4.14G 0.01368 0.007411 6.224e-05 57 640: 4%|▍ | 7/160 [00:16<03:06, 1.22s/it] 244/299 4.14G 0.01368 0.007411 6.224e-05 57 640: 5%|▌ | 8/160 [00:16<02:16, 1.11it/s] 244/299 4.14G 0.01381 0.007285 5.962e-05 52 640: 5%|▌ | 8/160 [00:16<02:16, 1.11it/s] 244/299 4.14G 0.01381 0.007285 5.962e-05 52 640: 6%|▌ | 9/160 [00:16<01:43, 1.46it/s] 244/299 4.14G 0.01379 0.007126 5.793e-05 52 640: 6%|▌ | 9/160 [00:27<01:43, 1.46it/s] 244/299 4.14G 0.01379 0.007126 5.793e-05 52 640: 6%|▋ | 10/160 [00:27<09:33, 3.82s/it] 244/299 4.14G 0.01388 0.00716 6.129e-05 80 640: 6%|▋ | 10/160 [00:30<09:33, 3.82s/it] 244/299 4.14G 0.01388 0.00716 6.129e-05 80 640: 7%|▋ | 11/160 [00:30<08:46, 3.53s/it] 244/299 4.14G 0.01393 0.007149 7.099e-05 71 640: 7%|▋ | 11/160 [00:30<08:46, 3.53s/it] 244/299 4.14G 0.01393 0.007149 7.099e-05 71 640: 8%|▊ | 12/160 [00:30<06:13, 2.52s/it] 244/299 4.14G 0.01373 0.007194 6.904e-05 76 640: 8%|▊ | 12/160 [00:30<06:13, 2.52s/it] 244/299 4.14G 0.01373 0.007194 6.904e-05 76 640: 8%|▊ | 13/160 [00:30<04:27, 1.82s/it] 244/299 4.14G 0.01376 0.007303 6.736e-05 71 640: 8%|▊ | 13/160 [00:31<04:27, 1.82s/it] 244/299 4.14G 0.01376 0.007303 6.736e-05 71 640: 9%|▉ | 14/160 [00:31<03:15, 1.34s/it] 244/299 4.14G 0.01382 0.007412 6.634e-05 66 640: 9%|▉ | 14/160 [00:31<03:15, 1.34s/it] 244/299 4.14G 0.01382 0.007412 6.634e-05 66 640: 9%|▉ | 15/160 [00:31<02:25, 1.01s/it] 244/299 4.14G 0.01378 0.007389 6.503e-05 65 640: 9%|▉ | 15/160 [00:31<02:25, 1.01s/it] 244/299 4.14G 0.01378 0.007389 6.503e-05 65 640: 10%|█ | 16/160 [00:31<01:50, 1.30it/s] 244/299 4.14G 0.0138 0.007371 6.381e-05 65 640: 10%|█ | 16/160 [00:31<01:50, 1.30it/s] 244/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 822 0.704 0.639 0.649 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 245/299 4.14G 0.01243 0.007284 4.341e-05 75 640: 0%| | 0/160 [00:00<?, ?it/s] 245/299 4.14G 0.01243 0.007284 4.341e-05 75 640: 1%| | 1/160 [00:00<00:50, 3.13it/s] 245/299 4.14G 0.01186 0.005795 7.213e-05 40 640: 1%| | 1/160 [00:12<00:50, 3.13it/s] 245/299 4.14G 0.01186 0.005795 7.213e-05 40 640: 1%|▏ | 2/160 [00:12<19:28, 7.40s/it] 245/299 4.14G 0.01187 0.005672 6.372e-05 55 640: 1%|▏ | 2/160 [00:15<19:28, 7.40s/it] 245/299 4.14G 0.01187 0.005672 6.372e-05 55 640: 2%|▏ | 3/160 [00:15<14:15, 5.45s/it] 245/299 4.14G 0.01208 0.005429 6.079e-05 43 640: 2%|▏ | 3/160 [00:16<14:15, 5.45s/it] 245/299 4.14G 0.01208 0.005429 6.079e-05 43 640: 2%|▎ | 4/160 [00:16<08:49, 3.40s/it] 245/299 4.14G 0.01249 0.005597 5.782e-05 45 640: 2%|▎ | 4/160 [00:16<08:49, 3.40s/it] 245/299 4.14G 0.01249 0.005597 5.782e-05 45 640: 3%|▎ | 5/160 [00:16<05:48, 2.25s/it] 245/299 4.14G 0.0128 0.006052 5.451e-05 66 640: 3%|▎ | 5/160 [00:16<05:48, 2.25s/it] 245/299 4.14G 0.0128 0.006052 5.451e-05 66 640: 4%|▍ | 6/160 [00:16<03:59, 1.56s/it] 245/299 4.14G 0.01265 0.006094 5.297e-05 53 640: 4%|▍ | 6/160 [00:16<03:59, 1.56s/it] 245/299 4.14G 0.01265 0.006094 5.297e-05 53 640: 4%|▍ | 7/160 [00:16<02:53, 1.13s/it] 245/299 4.14G 0.01251 0.006245 5.258e-05 56 640: 4%|▍ | 7/160 [00:16<02:53, 1.13s/it] 245/299 4.14G 0.01251 0.006245 5.258e-05 56 640: 5%|▌ | 8/160 [00:16<02:07, 1.19it/s] 245/299 4.14G 0.01279 0.006207 5.392e-05 61 640: 5%|▌ | 8/160 [00:17<02:07, 1.19it/s] 245/299 4.14G 0.01279 0.006207 5.392e-05 61 640: 6%|▌ | 9/160 [00:17<01:37, 1.55it/s] 245/299 4.14G 0.01292 0.006445 5.293e-05 68 640: 6%|▌ | 9/160 [00:27<01:37, 1.55it/s] 245/299 4.14G 0.01292 0.006445 5.293e-05 68 640: 6%|▋ | 10/160 [00:27<09:07, 3.65s/it] 245/299 4.14G 0.01288 0.006329 5.249e-05 51 640: 6%|▋ | 10/160 [00:31<09:07, 3.65s/it] 245/299 4.14G 0.01288 0.006329 5.249e-05 51 640: 7%|▋ | 11/160 [00:31<09:09, 3.69s/it] 245/299 4.14G 0.01289 0.006382 5.177e-05 68 640: 7%|▋ | 11/160 [00:31<09:09, 3.69s/it] 245/299 4.14G 0.01289 0.006382 5.177e-05 68 640: 8%|▊ | 12/160 [00:31<06:29, 2.63s/it] 245/299 4.14G 0.01293 0.006438 5.339e-05 59 640: 8%|▊ | 12/160 [00:31<06:29, 2.63s/it] 245/299 4.14G 0.01293 0.006438 5.339e-05 59 640: 8%|▊ | 13/160 [00:31<04:39, 1.90s/it] 245/299 4.14G 0.01294 0.006383 5.28e-05 51 640: 8%|▊ | 13/160 [00:31<04:39, 1.90s/it] 245/299 4.14G 0.01294 0.006383 5.28e-05 51 640: 9%|▉ | 14/160 [00:31<03:22, 1.39s/it] 245/299 4.14G 0.01296 0.006398 5.25e-05 66 640: 9%|▉ | 14/160 [00:32<03:22, 1.39s/it] 245/299 4.14G 0.01296 0.006398 5.25e-05 66 640: 9%|▉ | 15/160 [00:32<02:31, 1.04s/it] 245/299 4.14G 0.01284 0.006298 5.182e-05 38 640: 9%|▉ | 15/160 [00:32<02:31, 1.04s/it] 245/299 4.14G 0.01284 0.006298 5.182e-05 38 640: 10%|█ | 16/160 [00:32<01:54, 1.26it/s] 245/299 4.14G 0.0129 0.006277 5.121e-05 45 640: 10%|█ | 16/160 [00:32<01:54, 1.26it/s] 245/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 822 0.709 0.625 0.648 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 246/299 4.14G 0.01269 0.006524 0.0001264 56 640: 0%| | 0/160 [00:00<?, ?it/s] 246/299 4.14G 0.01269 0.006524 0.0001264 56 640: 1%| | 1/160 [00:00<00:47, 3.33it/s] 246/299 4.14G 0.01441 0.006707 0.0001142 49 640: 1%| | 1/160 [00:11<00:47, 3.33it/s] 246/299 4.14G 0.01441 0.006707 0.0001142 49 640: 1%|▏ | 2/160 [00:11<18:19, 6.96s/it] 246/299 4.14G 0.01423 0.006461 9.594e-05 54 640: 1%|▏ | 2/160 [00:14<18:19, 6.96s/it] 246/299 4.14G 0.01423 0.006461 9.594e-05 54 640: 2%|▏ | 3/160 [00:14<12:55, 4.94s/it] 246/299 4.14G 0.01395 0.006199 9.032e-05 47 640: 2%|▏ | 3/160 [00:14<12:55, 4.94s/it] 246/299 4.14G 0.01395 0.006199 9.032e-05 47 640: 2%|▎ | 4/160 [00:14<07:59, 3.08s/it] 246/299 4.14G 0.01361 0.006341 9.196e-05 55 640: 2%|▎ | 4/160 [00:14<07:59, 3.08s/it] 246/299 4.14G 0.01361 0.006341 9.196e-05 55 640: 3%|▎ | 5/160 [00:14<05:16, 2.04s/it] 246/299 4.14G 0.01327 0.006317 8.508e-05 66 640: 3%|▎ | 5/160 [00:15<05:16, 2.04s/it] 246/299 4.14G 0.01327 0.006317 8.508e-05 66 640: 4%|▍ | 6/160 [00:15<03:39, 1.42s/it] 246/299 4.14G 0.0132 0.00641 7.881e-05 70 640: 4%|▍ | 6/160 [00:15<03:39, 1.42s/it] 246/299 4.14G 0.0132 0.00641 7.881e-05 70 640: 4%|▍ | 7/160 [00:15<02:39, 1.04s/it] 246/299 4.14G 0.01314 0.006585 7.514e-05 64 640: 4%|▍ | 7/160 [00:15<02:39, 1.04s/it] 246/299 4.14G 0.01314 0.006585 7.514e-05 64 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 246/299 4.14G 0.013 0.006589 7.362e-05 67 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 246/299 4.14G 0.013 0.006589 7.362e-05 67 640: 6%|▌ | 9/160 [00:15<01:30, 1.66it/s] 246/299 4.14G 0.01304 0.006669 7.01e-05 64 640: 6%|▌ | 9/160 [00:25<01:30, 1.66it/s] 246/299 4.14G 0.01304 0.006669 7.01e-05 64 640: 6%|▋ | 10/160 [00:25<08:45, 3.50s/it] 246/299 4.14G 0.01317 0.006749 7.89e-05 58 640: 6%|▋ | 10/160 [00:28<08:45, 3.50s/it] 246/299 4.14G 0.01317 0.006749 7.89e-05 58 640: 7%|▋ | 11/160 [00:28<08:17, 3.34s/it] 246/299 4.14G 0.01315 0.006616 7.609e-05 58 640: 7%|▋ | 11/160 [00:28<08:17, 3.34s/it] 246/299 4.14G 0.01315 0.006616 7.609e-05 58 640: 8%|▊ | 12/160 [00:28<05:53, 2.39s/it] 246/299 4.14G 0.01305 0.006707 7.362e-05 71 640: 8%|▊ | 12/160 [00:29<05:53, 2.39s/it] 246/299 4.14G 0.01305 0.006707 7.362e-05 71 640: 8%|▊ | 13/160 [00:29<04:14, 1.73s/it] 246/299 4.14G 0.01316 0.006869 7.241e-05 77 640: 8%|▊ | 13/160 [00:29<04:14, 1.73s/it] 246/299 4.14G 0.01316 0.006869 7.241e-05 77 640: 9%|▉ | 14/160 [00:29<03:05, 1.27s/it] 246/299 4.14G 0.01333 0.007028 7.06e-05 78 640: 9%|▉ | 14/160 [00:29<03:05, 1.27s/it] 246/299 4.14G 0.01333 0.007028 7.06e-05 78 640: 9%|▉ | 15/160 [00:29<02:19, 1.04it/s] 246/299 4.14G 0.01326 0.007002 6.961e-05 66 640: 9%|▉ | 15/160 [00:29<02:19, 1.04it/s] 246/299 4.14G 0.01326 0.007002 6.961e-05 66 640: 10%|█ | 16/160 [00:29<01:46, 1.36it/s] 246/299 4.14G 0.01328 0.007199 6.91e-05 113 640: 10%|█ | 16/160 [00:30<01:46, 1.36it/s] 246/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 822 0.723 0.609 0.648 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 247/299 4.14G 0.012 0.00445 4.192e-05 37 640: 0%| | 0/160 [00:00<?, ?it/s] 247/299 4.14G 0.012 0.00445 4.192e-05 37 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 247/299 4.14G 0.01232 0.006835 3.948e-05 83 640: 1%| | 1/160 [00:07<00:41, 3.81it/s] 247/299 4.14G 0.01232 0.006835 3.948e-05 83 640: 1%|▏ | 2/160 [00:07<12:03, 4.58s/it] 247/299 4.14G 0.01259 0.007083 4.243e-05 75 640: 1%|▏ | 2/160 [00:13<12:03, 4.58s/it] 247/299 4.14G 0.01259 0.007083 4.243e-05 75 640: 2%|▏ | 3/160 [00:13<13:21, 5.10s/it] 247/299 4.14G 0.01309 0.007683 4.286e-05 77 640: 2%|▏ | 3/160 [00:13<13:21, 5.10s/it] 247/299 4.14G 0.01309 0.007683 4.286e-05 77 640: 2%|▎ | 4/160 [00:13<08:14, 3.17s/it] 247/299 4.14G 0.01272 0.007305 6.074e-05 61 640: 2%|▎ | 4/160 [00:14<08:14, 3.17s/it] 247/299 4.14G 0.01272 0.007305 6.074e-05 61 640: 3%|▎ | 5/160 [00:14<05:26, 2.11s/it] 247/299 4.14G 0.01265 0.007142 5.683e-05 58 640: 3%|▎ | 5/160 [00:14<05:26, 2.11s/it] 247/299 4.14G 0.01265 0.007142 5.683e-05 58 640: 4%|▍ | 6/160 [00:14<03:45, 1.46s/it] 247/299 4.14G 0.01303 0.007293 5.513e-05 75 640: 4%|▍ | 6/160 [00:14<03:45, 1.46s/it] 247/299 4.14G 0.01303 0.007293 5.513e-05 75 640: 4%|▍ | 7/160 [00:14<02:43, 1.07s/it] 247/299 4.14G 0.01303 0.007334 6.856e-05 63 640: 4%|▍ | 7/160 [00:14<02:43, 1.07s/it] 247/299 4.14G 0.01303 0.007334 6.856e-05 63 640: 5%|▌ | 8/160 [00:14<02:01, 1.25it/s] 247/299 4.14G 0.01305 0.007342 6.751e-05 66 640: 5%|▌ | 8/160 [00:14<02:01, 1.25it/s] 247/299 4.14G 0.01305 0.007342 6.751e-05 66 640: 6%|▌ | 9/160 [00:14<01:32, 1.62it/s] 247/299 4.14G 0.01315 0.007225 6.949e-05 55 640: 6%|▌ | 9/160 [00:27<01:32, 1.62it/s] 247/299 4.14G 0.01315 0.007225 6.949e-05 55 640: 6%|▋ | 10/160 [00:27<10:44, 4.30s/it] 247/299 4.14G 0.01302 0.007184 6.699e-05 61 640: 6%|▋ | 10/160 [00:27<10:44, 4.30s/it] 247/299 4.14G 0.01302 0.007184 6.699e-05 61 640: 7%|▋ | 11/160 [00:27<07:35, 3.06s/it] 247/299 4.14G 0.01327 0.007183 6.525e-05 60 640: 7%|▋ | 11/160 [00:27<07:35, 3.06s/it] 247/299 4.14G 0.01327 0.007183 6.525e-05 60 640: 8%|▊ | 12/160 [00:27<05:24, 2.19s/it] 247/299 4.14G 0.01335 0.007541 6.382e-05 87 640: 8%|▊ | 12/160 [00:28<05:24, 2.19s/it] 247/299 4.14G 0.01335 0.007541 6.382e-05 87 640: 8%|▊ | 13/160 [00:28<03:54, 1.59s/it] 247/299 4.14G 0.01339 0.007503 6.219e-05 57 640: 8%|▊ | 13/160 [00:28<03:54, 1.59s/it] 247/299 4.14G 0.01339 0.007503 6.219e-05 57 640: 9%|▉ | 14/160 [00:28<02:51, 1.18s/it] 247/299 4.14G 0.01361 0.007401 6.262e-05 52 640: 9%|▉ | 14/160 [00:28<02:51, 1.18s/it] 247/299 4.14G 0.01361 0.007401 6.262e-05 52 640: 9%|▉ | 15/160 [00:28<02:10, 1.11it/s] 247/299 4.14G 0.01374 0.007322 6.187e-05 52 640: 9%|▉ | 15/160 [00:28<02:10, 1.11it/s] 247/299 4.14G 0.01374 0.007322 6.187e-05 52 640: 10%|█ | 16/160 [00:28<01:39, 1.44it/s] 247/299 4.14G 0.01362 0.007239 6.085e-05 52 640: 10%|█ | 16/160 [00:29<01:39, 1.44it/s] 247/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 822 0.753 0.599 0.65 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 248/299 4.14G 0.01256 0.006115 4.245e-05 60 640: 0%| | 0/160 [00:00<?, ?it/s] 248/299 4.14G 0.01256 0.006115 4.245e-05 60 640: 1%| | 1/160 [00:00<00:43, 3.66it/s] 248/299 4.14G 0.01202 0.005874 4.226e-05 57 640: 1%| | 1/160 [00:15<00:43, 3.66it/s] 248/299 4.14G 0.01202 0.005874 4.226e-05 57 640: 1%|▏ | 2/160 [00:15<23:31, 8.93s/it] 248/299 4.14G 0.01203 0.00542 4.352e-05 48 640: 1%|▏ | 2/160 [00:15<23:31, 8.93s/it] 248/299 4.14G 0.01203 0.00542 4.352e-05 48 640: 2%|▏ | 3/160 [00:15<13:00, 4.97s/it] 248/299 4.14G 0.0125 0.006288 6.565e-05 95 640: 2%|▏ | 3/160 [00:15<13:00, 4.97s/it] 248/299 4.14G 0.0125 0.006288 6.565e-05 95 640: 2%|▎ | 4/160 [00:15<08:02, 3.09s/it] 248/299 4.14G 0.01254 0.006521 6.345e-05 53 640: 2%|▎ | 4/160 [00:15<08:02, 3.09s/it] 248/299 4.14G 0.01254 0.006521 6.345e-05 53 640: 3%|▎ | 5/160 [00:15<05:18, 2.06s/it] 248/299 4.14G 0.01237 0.006422 5.981e-05 65 640: 3%|▎ | 5/160 [00:16<05:18, 2.06s/it] 248/299 4.14G 0.01237 0.006422 5.981e-05 65 640: 4%|▍ | 6/160 [00:16<03:40, 1.43s/it] 248/299 4.14G 0.01243 0.007146 5.836e-05 111 640: 4%|▍ | 6/160 [00:16<03:40, 1.43s/it] 248/299 4.14G 0.01243 0.007146 5.836e-05 111 640: 4%|▍ | 7/160 [00:16<02:40, 1.05s/it] 248/299 4.14G 0.01266 0.007238 0.0001297 46 640: 4%|▍ | 7/160 [00:16<02:40, 1.05s/it] 248/299 4.14G 0.01266 0.007238 0.0001297 46 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 248/299 4.14G 0.01269 0.007293 0.000123 65 640: 5%|▌ | 8/160 [00:16<01:58, 1.28it/s] 248/299 4.14G 0.01269 0.007293 0.000123 65 640: 6%|▌ | 9/160 [00:16<01:31, 1.65it/s] 248/299 4.14G 0.01279 0.007509 0.0001162 77 640: 6%|▌ | 9/160 [00:32<01:31, 1.65it/s] 248/299 4.14G 0.01279 0.007509 0.0001162 77 640: 6%|▋ | 10/160 [00:32<12:46, 5.11s/it] 248/299 4.14G 0.0129 0.007457 0.0001094 69 640: 6%|▋ | 10/160 [00:32<12:46, 5.11s/it] 248/299 4.14G 0.0129 0.007457 0.0001094 69 640: 7%|▋ | 11/160 [00:32<08:59, 3.62s/it] 248/299 4.14G 0.01301 0.007307 0.0001124 58 640: 7%|▋ | 11/160 [00:32<08:59, 3.62s/it] 248/299 4.14G 0.01301 0.007307 0.0001124 58 640: 8%|▊ | 12/160 [00:32<06:22, 2.59s/it] 248/299 4.14G 0.01298 0.007349 0.000108 61 640: 8%|▊ | 12/160 [00:32<06:22, 2.59s/it] 248/299 4.14G 0.01298 0.007349 0.000108 61 640: 8%|▊ | 13/160 [00:32<04:34, 1.87s/it] 248/299 4.14G 0.01314 0.007473 0.0001035 68 640: 8%|▊ | 13/160 [00:32<04:34, 1.87s/it] 248/299 4.14G 0.01314 0.007473 0.0001035 68 640: 9%|▉ | 14/160 [00:32<03:19, 1.37s/it] 248/299 4.14G 0.01324 0.007544 9.965e-05 90 640: 9%|▉ | 14/160 [00:33<03:19, 1.37s/it] 248/299 4.14G 0.01324 0.007544 9.965e-05 90 640: 9%|▉ | 15/160 [00:33<02:29, 1.03s/it] 248/299 4.14G 0.01315 0.007547 9.619e-05 70 640: 9%|▉ | 15/160 [00:33<02:29, 1.03s/it] 248/299 4.14G 0.01315 0.007547 9.619e-05 70 640: 10%|█ | 16/160 [00:33<01:52, 1.28it/s] 248/299 4.14G 0.01312 0.00751 9.315e-05 77 640: 10%|█ | 16/160 [00:33<01:52, 1.28it/s] 248/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 821 0.703 0.632 0.652 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 249/299 4.14G 0.01424 0.008731 4.735e-05 78 640: 0%| | 0/160 [00:00<?, ?it/s] 249/299 4.14G 0.01424 0.008731 4.735e-05 78 640: 1%| | 1/160 [00:00<00:41, 3.81it/s] 249/299 4.14G 0.01417 0.008459 4.358e-05 64 640: 1%| | 1/160 [00:16<00:41, 3.81it/s] 249/299 4.14G 0.01417 0.008459 4.358e-05 64 640: 1%|▏ | 2/160 [00:16<24:52, 9.45s/it] 249/299 4.14G 0.01388 0.007659 4.408e-05 65 640: 1%|▏ | 2/160 [00:16<24:52, 9.45s/it] 249/299 4.14G 0.01388 0.007659 4.408e-05 65 640: 2%|▏ | 3/160 [00:16<13:44, 5.25s/it] 249/299 4.14G 0.01365 0.007631 4.277e-05 75 640: 2%|▏ | 3/160 [00:16<13:44, 5.25s/it] 249/299 4.14G 0.01365 0.007631 4.277e-05 75 640: 2%|▎ | 4/160 [00:16<08:28, 3.26s/it] 249/299 4.14G 0.01367 0.007661 4.243e-05 75 640: 2%|▎ | 4/160 [00:16<08:28, 3.26s/it] 249/299 4.14G 0.01367 0.007661 4.243e-05 75 640: 3%|▎ | 5/160 [00:16<05:35, 2.16s/it] 249/299 4.14G 0.01364 0.007526 4.655e-05 57 640: 3%|▎ | 5/160 [00:17<05:35, 2.16s/it] 249/299 4.14G 0.01364 0.007526 4.655e-05 57 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 249/299 4.14G 0.0135 0.007889 4.639e-05 76 640: 4%|▍ | 6/160 [00:17<03:51, 1.50s/it] 249/299 4.14G 0.0135 0.007889 4.639e-05 76 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 249/299 4.14G 0.01339 0.007675 4.549e-05 51 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 249/299 4.14G 0.01339 0.007675 4.549e-05 51 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 249/299 4.14G 0.01349 0.00753 4.812e-05 51 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 249/299 4.14G 0.01349 0.00753 4.812e-05 51 640: 6%|▌ | 9/160 [00:17<01:34, 1.60it/s] 249/299 4.14G 0.0134 0.007747 4.835e-05 71 640: 6%|▌ | 9/160 [00:29<01:34, 1.60it/s] 249/299 4.14G 0.0134 0.007747 4.835e-05 71 640: 6%|▋ | 10/160 [00:29<09:47, 3.92s/it] 249/299 4.14G 0.01345 0.007715 4.715e-05 65 640: 6%|▋ | 10/160 [00:29<09:47, 3.92s/it] 249/299 4.14G 0.01345 0.007715 4.715e-05 65 640: 7%|▋ | 11/160 [00:29<06:56, 2.80s/it] 249/299 4.14G 0.01341 0.007535 4.716e-05 53 640: 7%|▋ | 11/160 [00:29<06:56, 2.80s/it] 249/299 4.14G 0.01341 0.007535 4.716e-05 53 640: 8%|▊ | 12/160 [00:29<04:57, 2.01s/it] 249/299 4.14G 0.01333 0.007572 4.646e-05 70 640: 8%|▊ | 12/160 [00:29<04:57, 2.01s/it] 249/299 4.14G 0.01333 0.007572 4.646e-05 70 640: 8%|▊ | 13/160 [00:29<03:35, 1.47s/it] 249/299 4.14G 0.01326 0.007426 4.624e-05 44 640: 8%|▊ | 13/160 [00:29<03:35, 1.47s/it] 249/299 4.14G 0.01326 0.007426 4.624e-05 44 640: 9%|▉ | 14/160 [00:29<02:38, 1.09s/it] 249/299 4.14G 0.01326 0.00739 5.152e-05 73 640: 9%|▉ | 14/160 [00:30<02:38, 1.09s/it] 249/299 4.14G 0.01326 0.00739 5.152e-05 73 640: 9%|▉ | 15/160 [00:30<02:01, 1.20it/s] 249/299 4.14G 0.01333 0.007438 6.256e-05 85 640: 9%|▉ | 15/160 [00:30<02:01, 1.20it/s] 249/299 4.14G 0.01333 0.007438 6.256e-05 85 640: 10%|█ | 16/160 [00:30<01:33, 1.54it/s] 249/299 4.14G 0.01334 0.007352 6.37e-05 51 640: 10%|█ | 16/160 [00:30<01:33, 1.54it/s] 249/299 4.14G 0.013
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 821 0.703 0.639 0.652 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 250/299 4.14G 0.0125 0.005363 4.096e-05 45 640: 0%| | 0/160 [00:00<?, ?it/s] 250/299 4.14G 0.0125 0.005363 4.096e-05 45 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 250/299 4.14G 0.01276 0.006577 4.096e-05 65 640: 1%| | 1/160 [00:15<00:53, 2.95it/s] 250/299 4.14G 0.01276 0.006577 4.096e-05 65 640: 1%|▏ | 2/160 [00:15<24:28, 9.29s/it] 250/299 4.14G 0.01263 0.006509 4.041e-05 69 640: 1%|▏ | 2/160 [00:16<24:28, 9.29s/it] 250/299 4.14G 0.01263 0.006509 4.041e-05 69 640: 2%|▏ | 3/160 [00:16<13:31, 5.17s/it] 250/299 4.14G 0.01241 0.006676 4.197e-05 58 640: 2%|▏ | 3/160 [00:16<13:31, 5.17s/it] 250/299 4.14G 0.01241 0.006676 4.197e-05 58 640: 2%|▎ | 4/160 [00:16<08:20, 3.21s/it] 250/299 4.14G 0.01226 0.006676 4.103e-05 54 640: 2%|▎ | 4/160 [00:16<08:20, 3.21s/it] 250/299 4.14G 0.01226 0.006676 4.103e-05 54 640: 3%|▎ | 5/160 [00:16<05:30, 2.13s/it] 250/299 4.14G 0.01236 0.006716 4.209e-05 65 640: 3%|▎ | 5/160 [00:16<05:30, 2.13s/it] 250/299 4.14G 0.01236 0.006716 4.209e-05 65 640: 4%|▍ | 6/160 [00:16<03:47, 1.48s/it] 250/299 4.14G 0.01211 0.006616 4.218e-05 48 640: 4%|▍ | 6/160 [00:17<03:47, 1.48s/it] 250/299 4.14G 0.01211 0.006616 4.218e-05 48 640: 4%|▍ | 7/160 [00:17<02:44, 1.08s/it] 250/299 4.14G 0.01244 0.006793 4.184e-05 69 640: 4%|▍ | 7/160 [00:17<02:44, 1.08s/it] 250/299 4.14G 0.01244 0.006793 4.184e-05 69 640: 5%|▌ | 8/160 [00:17<02:02, 1.25it/s] 250/299 4.14G 0.01256 0.007059 7.73e-05 89 640: 5%|▌ | 8/160 [00:17<02:02, 1.25it/s] 250/299 4.14G 0.01256 0.007059 7.73e-05 89 640: 6%|▌ | 9/160 [00:17<01:33, 1.61it/s] 250/299 4.14G 0.01254 0.00704 7.528e-05 48 640: 6%|▌ | 9/160 [00:32<01:33, 1.61it/s] 250/299 4.14G 0.01254 0.00704 7.528e-05 48 640: 6%|▋ | 10/160 [00:32<12:36, 5.04s/it] 250/299 4.14G 0.01252 0.00702 7.223e-05 50 640: 6%|▋ | 10/160 [00:32<12:36, 5.04s/it] 250/299 4.14G 0.01252 0.00702 7.223e-05 50 640: 7%|▋ | 11/160 [00:32<08:52, 3.57s/it] 250/299 4.14G 0.01262 0.007057 7.025e-05 70 640: 7%|▋ | 11/160 [00:32<08:52, 3.57s/it] 250/299 4.14G 0.01262 0.007057 7.025e-05 70 640: 8%|▊ | 12/160 [00:32<06:17, 2.55s/it] 250/299 4.14G 0.01272 0.007056 6.785e-05 66 640: 8%|▊ | 12/160 [00:33<06:17, 2.55s/it] 250/299 4.14G 0.01272 0.007056 6.785e-05 66 640: 8%|▊ | 13/160 [00:33<04:30, 1.84s/it] 250/299 4.14G 0.01271 0.007064 6.64e-05 64 640: 8%|▊ | 13/160 [00:33<04:30, 1.84s/it] 250/299 4.14G 0.01271 0.007064 6.64e-05 64 640: 9%|▉ | 14/160 [00:33<03:16, 1.35s/it] 250/299 4.14G 0.01266 0.006783 6.47e-05 30 640: 9%|▉ | 14/160 [00:33<03:16, 1.35s/it] 250/299 4.14G 0.01266 0.006783 6.47e-05 30 640: 9%|▉ | 15/160 [00:33<02:27, 1.01s/it] 250/299 4.14G 0.01271 0.00683 6.349e-05 50 640: 9%|▉ | 15/160 [00:33<02:27, 1.01s/it] 250/299 4.14G 0.01271 0.00683 6.349e-05 50 640: 10%|█ | 16/160 [00:33<01:51, 1.29it/s] 250/299 4.14G 0.01276 0.006831 6.216e-05 63 640: 10%|█ | 16/160 [00:33<01:51, 1.29it/s] 250/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s]
all 340 821 0.686 0.653 0.648 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 251/299 4.14G 0.01162 0.005719 5.095e-05 47 640: 0%| | 0/160 [00:00<?, ?it/s] 251/299 4.14G 0.01162 0.005719 5.095e-05 47 640: 1%| | 1/160 [00:00<00:41, 3.87it/s] 251/299 4.14G 0.01255 0.005811 4.198e-05 63 640: 1%| | 1/160 [00:14<00:41, 3.87it/s] 251/299 4.14G 0.01255 0.005811 4.198e-05 63 640: 1%|▏ | 2/160 [00:14<22:45, 8.64s/it] 251/299 4.14G 0.01251 0.006433 3.914e-05 53 640: 1%|▏ | 2/160 [00:15<22:45, 8.64s/it] 251/299 4.14G 0.01251 0.006433 3.914e-05 53 640: 2%|▏ | 3/160 [00:15<12:35, 4.81s/it] 251/299 4.14G 0.01236 0.0061 3.804e-05 45 640: 2%|▏ | 3/160 [00:15<12:35, 4.81s/it] 251/299 4.14G 0.01236 0.0061 3.804e-05 45 640: 2%|▎ | 4/160 [00:15<07:47, 3.00s/it] 251/299 4.14G 0.01247 0.006181 3.943e-05 63 640: 2%|▎ | 4/160 [00:15<07:47, 3.00s/it] 251/299 4.14G 0.01247 0.006181 3.943e-05 63 640: 3%|▎ | 5/160 [00:15<05:09, 1.99s/it] 251/299 4.14G 0.0128 0.006248 4.624e-05 48 640: 3%|▎ | 5/160 [00:15<05:09, 1.99s/it] 251/299 4.14G 0.0128 0.006248 4.624e-05 48 640: 4%|▍ | 6/160 [00:15<03:33, 1.39s/it] 251/299 4.14G 0.01294 0.006519 4.491e-05 63 640: 4%|▍ | 6/160 [00:15<03:33, 1.39s/it] 251/299 4.14G 0.01294 0.006519 4.491e-05 63 640: 4%|▍ | 7/160 [00:15<02:35, 1.02s/it] 251/299 4.14G 0.01324 0.006709 4.547e-05 63 640: 4%|▍ | 7/160 [00:16<02:35, 1.02s/it] 251/299 4.14G 0.01324 0.006709 4.547e-05 63 640: 5%|▌ | 8/160 [00:16<01:55, 1.31it/s] 251/299 4.14G 0.01313 0.006695 4.501e-05 62 640: 5%|▌ | 8/160 [00:16<01:55, 1.31it/s] 251/299 4.14G 0.01313 0.006695 4.501e-05 62 640: 6%|▌ | 9/160 [00:16<01:29, 1.69it/s] 251/299 4.14G 0.01297 0.006841 4.406e-05 69 640: 6%|▌ | 9/160 [00:28<01:29, 1.69it/s] 251/299 4.14G 0.01297 0.006841 4.406e-05 69 640: 6%|▋ | 10/160 [00:28<10:09, 4.07s/it] 251/299 4.14G 0.01298 0.006905 4.638e-05 74 640: 6%|▋ | 10/160 [00:28<10:09, 4.07s/it] 251/299 4.14G 0.01298 0.006905 4.638e-05 74 640: 7%|▋ | 11/160 [00:28<07:11, 2.90s/it] 251/299 4.14G 0.01299 0.006844 4.602e-05 51 640: 7%|▋ | 11/160 [00:28<07:11, 2.90s/it] 251/299 4.14G 0.01299 0.006844 4.602e-05 51 640: 8%|▊ | 12/160 [00:28<05:08, 2.08s/it] 251/299 4.14G 0.013 0.006817 4.612e-05 50 640: 8%|▊ | 12/160 [00:28<05:08, 2.08s/it] 251/299 4.14G 0.013 0.006817 4.612e-05 50 640: 8%|▊ | 13/160 [00:28<03:42, 1.52s/it] 251/299 4.14G 0.01304 0.006912 4.539e-05 61 640: 8%|▊ | 13/160 [00:29<03:42, 1.52s/it] 251/299 4.14G 0.01304 0.006912 4.539e-05 61 640: 9%|▉ | 14/160 [00:29<02:44, 1.12s/it] 251/299 4.14G 0.01308 0.007026 4.503e-05 68 640: 9%|▉ | 14/160 [00:29<02:44, 1.12s/it] 251/299 4.14G 0.01308 0.007026 4.503e-05 68 640: 9%|▉ | 15/160 [00:29<02:04, 1.16it/s] 251/299 4.14G 0.01303 0.006942 5.465e-05 63 640: 9%|▉ | 15/160 [00:29<02:04, 1.16it/s] 251/299 4.14G 0.01303 0.006942 5.465e-05 63 640: 10%|█ | 16/160 [00:29<01:36, 1.50it/s] 251/299 4.14G 0.01293 0.006985 5.381e-05 71 640: 10%|█ | 16/160 [00:29<01:36, 1.50it/s] 251/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 821 0.69 0.644 0.65 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 252/299 4.14G 0.01178 0.004691 0.0002893 45 640: 0%| | 0/160 [00:00<?, ?it/s] 252/299 4.14G 0.01178 0.004691 0.0002893 45 640: 1%| | 1/160 [00:00<00:53, 3.00it/s] 252/299 4.14G 0.01279 0.005924 0.0001658 64 640: 1%| | 1/160 [00:13<00:53, 3.00it/s] 252/299 4.14G 0.01279 0.005924 0.0001658 64 640: 1%|▏ | 2/160 [00:13<20:57, 7.96s/it] 252/299 4.14G 0.01233 0.006421 0.0001235 69 640: 1%|▏ | 2/160 [00:13<20:57, 7.96s/it] 252/299 4.14G 0.01233 0.006421 0.0001235 69 640: 2%|▏ | 3/160 [00:13<11:37, 4.44s/it] 252/299 4.14G 0.01198 0.006212 0.000103 57 640: 2%|▏ | 3/160 [00:14<11:37, 4.44s/it] 252/299 4.14G 0.01198 0.006212 0.000103 57 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 252/299 4.14G 0.01209 0.006057 9.036e-05 50 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 252/299 4.14G 0.01209 0.006057 9.036e-05 50 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 252/299 4.14G 0.01229 0.006115 0.0001092 54 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 252/299 4.14G 0.01229 0.006115 0.0001092 54 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 252/299 4.14G 0.01234 0.006209 0.0001376 62 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 252/299 4.14G 0.01234 0.006209 0.0001376 62 640: 4%|▍ | 7/160 [00:14<02:26, 1.05it/s] 252/299 4.14G 0.01274 0.006661 0.0001274 71 640: 4%|▍ | 7/160 [00:15<02:26, 1.05it/s] 252/299 4.14G 0.01274 0.006661 0.0001274 71 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 252/299 4.14G 0.01293 0.00687 0.0001268 73 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 252/299 4.14G 0.01293 0.00687 0.0001268 73 640: 6%|▌ | 9/160 [00:15<01:24, 1.78it/s] 252/299 4.14G 0.01277 0.007062 0.0001182 78 640: 6%|▌ | 9/160 [00:27<01:24, 1.78it/s] 252/299 4.14G 0.01277 0.007062 0.0001182 78 640: 6%|▋ | 10/160 [00:27<10:12, 4.08s/it] 252/299 4.14G 0.01278 0.007133 0.0001115 51 640: 6%|▋ | 10/160 [00:27<10:12, 4.08s/it] 252/299 4.14G 0.01278 0.007133 0.0001115 51 640: 7%|▋ | 11/160 [00:27<07:13, 2.91s/it] 252/299 4.14G 0.01258 0.006974 0.0001051 60 640: 7%|▋ | 11/160 [00:27<07:13, 2.91s/it] 252/299 4.14G 0.01258 0.006974 0.0001051 60 640: 8%|▊ | 12/160 [00:27<05:09, 2.09s/it] 252/299 4.14G 0.01253 0.006953 0.0001003 69 640: 8%|▊ | 12/160 [00:27<05:09, 2.09s/it] 252/299 4.14G 0.01253 0.006953 0.0001003 69 640: 8%|▊ | 13/160 [00:27<03:43, 1.52s/it] 252/299 4.14G 0.01263 0.006884 9.541e-05 69 640: 8%|▊ | 13/160 [00:28<03:43, 1.52s/it] 252/299 4.14G 0.01263 0.006884 9.541e-05 69 640: 9%|▉ | 14/160 [00:28<02:44, 1.13s/it] 252/299 4.14G 0.0126 0.00684 9.184e-05 58 640: 9%|▉ | 14/160 [00:28<02:44, 1.13s/it] 252/299 4.14G 0.0126 0.00684 9.184e-05 58 640: 9%|▉ | 15/160 [00:28<02:05, 1.16it/s] 252/299 4.14G 0.01252 0.006738 8.837e-05 46 640: 9%|▉ | 15/160 [00:28<02:05, 1.16it/s] 252/299 4.14G 0.01252 0.006738 8.837e-05 46 640: 10%|█ | 16/160 [00:28<01:36, 1.49it/s] 252/299 4.14G 0.01269 0.006885 8.577e-05 75 640: 10%|█ | 16/160 [00:28<01:36, 1.49it/s] 252/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 821 0.684 0.644 0.652 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 253/299 4.14G 0.01409 0.009528 0.0001377 79 640: 0%| | 0/160 [00:00<?, ?it/s] 253/299 4.14G 0.01409 0.009528 0.0001377 79 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 253/299 4.14G 0.01337 0.008377 0.0001002 72 640: 1%| | 1/160 [00:12<00:50, 3.12it/s] 253/299 4.14G 0.01337 0.008377 0.0001002 72 640: 1%|▏ | 2/160 [00:12<19:23, 7.36s/it] 253/299 4.14G 0.01353 0.007956 8.023e-05 65 640: 1%|▏ | 2/160 [00:13<19:23, 7.36s/it] 253/299 4.14G 0.01353 0.007956 8.023e-05 65 640: 2%|▏ | 3/160 [00:13<11:51, 4.53s/it] 253/299 4.14G 0.01388 0.007713 6.879e-05 63 640: 2%|▏ | 3/160 [00:13<11:51, 4.53s/it] 253/299 4.14G 0.01388 0.007713 6.879e-05 63 640: 2%|▎ | 4/160 [00:13<07:20, 2.83s/it] 253/299 4.14G 0.01314 0.007306 6.16e-05 62 640: 2%|▎ | 4/160 [00:14<07:20, 2.83s/it] 253/299 4.14G 0.01314 0.007306 6.16e-05 62 640: 3%|▎ | 5/160 [00:14<04:52, 1.88s/it] 253/299 4.14G 0.01298 0.007104 0.0001044 69 640: 3%|▎ | 5/160 [00:14<04:52, 1.88s/it] 253/299 4.14G 0.01298 0.007104 0.0001044 69 640: 4%|▍ | 6/160 [00:14<03:22, 1.32s/it] 253/299 4.14G 0.01304 0.007094 9.946e-05 65 640: 4%|▍ | 6/160 [00:14<03:22, 1.32s/it] 253/299 4.14G 0.01304 0.007094 9.946e-05 65 640: 4%|▍ | 7/160 [00:14<02:28, 1.03it/s] 253/299 4.14G 0.01329 0.006997 9.23e-05 49 640: 4%|▍ | 7/160 [00:14<02:28, 1.03it/s] 253/299 4.14G 0.01329 0.006997 9.23e-05 49 640: 5%|▌ | 8/160 [00:14<01:51, 1.37it/s] 253/299 4.14G 0.01323 0.006996 8.608e-05 69 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 253/299 4.14G 0.01323 0.006996 8.608e-05 69 640: 6%|▌ | 9/160 [00:15<01:26, 1.75it/s] 253/299 4.14G 0.01322 0.00717 8.125e-05 75 640: 6%|▌ | 9/160 [00:26<01:26, 1.75it/s] 253/299 4.14G 0.01322 0.00717 8.125e-05 75 640: 6%|▋ | 10/160 [00:26<09:32, 3.81s/it] 253/299 4.14G 0.01318 0.007055 7.747e-05 53 640: 6%|▋ | 10/160 [00:29<09:32, 3.81s/it] 253/299 4.14G 0.01318 0.007055 7.747e-05 53 640: 7%|▋ | 11/160 [00:29<08:57, 3.60s/it] 253/299 4.14G 0.01309 0.007141 7.445e-05 84 640: 7%|▋ | 11/160 [00:29<08:57, 3.60s/it] 253/299 4.14G 0.01309 0.007141 7.445e-05 84 640: 8%|▊ | 12/160 [00:29<06:20, 2.57s/it] 253/299 4.14G 0.01307 0.007172 7.601e-05 61 640: 8%|▊ | 12/160 [00:29<06:20, 2.57s/it] 253/299 4.14G 0.01307 0.007172 7.601e-05 61 640: 8%|▊ | 13/160 [00:29<04:33, 1.86s/it] 253/299 4.14G 0.01312 0.007295 7.302e-05 78 640: 8%|▊ | 13/160 [00:29<04:33, 1.86s/it] 253/299 4.14G 0.01312 0.007295 7.302e-05 78 640: 9%|▉ | 14/160 [00:29<03:19, 1.36s/it] 253/299 4.14G 0.01308 0.007206 7.4e-05 58 640: 9%|▉ | 14/160 [00:30<03:19, 1.36s/it] 253/299 4.14G 0.01308 0.007206 7.4e-05 58 640: 9%|▉ | 15/160 [00:30<02:28, 1.03s/it] 253/299 4.14G 0.013 0.007212 7.498e-05 52 640: 9%|▉ | 15/160 [00:30<02:28, 1.03s/it] 253/299 4.14G 0.013 0.007212 7.498e-05 52 640: 10%|█ | 16/160 [00:30<01:52, 1.28it/s] 253/299 4.14G 0.01296 0.007431 7.288e-05 81 640: 10%|█ | 16/160 [00:30<01:52, 1.28it/s] 253/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 821 0.705 0.622 0.649 0.407
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 254/299 4.14G 0.01083 0.005731 3.222e-05 45 640: 0%| | 0/160 [00:00<?, ?it/s] 254/299 4.14G 0.01083 0.005731 3.222e-05 45 640: 1%| | 1/160 [00:00<00:41, 3.84it/s] 254/299 4.14G 0.01103 0.006589 3.298e-05 81 640: 1%| | 1/160 [00:12<00:41, 3.84it/s] 254/299 4.14G 0.01103 0.006589 3.298e-05 81 640: 1%|▏ | 2/160 [00:12<19:52, 7.55s/it] 254/299 4.14G 0.01144 0.00661 8.657e-05 61 640: 1%|▏ | 2/160 [00:13<19:52, 7.55s/it] 254/299 4.14G 0.01144 0.00661 8.657e-05 61 640: 2%|▏ | 3/160 [00:13<11:58, 4.58s/it] 254/299 4.14G 0.01169 0.006625 7.515e-05 54 640: 2%|▏ | 3/160 [00:14<11:58, 4.58s/it] 254/299 4.14G 0.01169 0.006625 7.515e-05 54 640: 2%|▎ | 4/160 [00:14<07:25, 2.86s/it] 254/299 4.14G 0.01247 0.006982 7.668e-05 68 640: 2%|▎ | 4/160 [00:14<07:25, 2.86s/it] 254/299 4.14G 0.01247 0.006982 7.668e-05 68 640: 3%|▎ | 5/160 [00:14<04:55, 1.90s/it] 254/299 4.14G 0.01239 0.006615 7.092e-05 39 640: 3%|▎ | 5/160 [00:14<04:55, 1.90s/it] 254/299 4.14G 0.01239 0.006615 7.092e-05 39 640: 4%|▍ | 6/160 [00:14<03:24, 1.33s/it] 254/299 4.14G 0.01247 0.006761 6.808e-05 55 640: 4%|▍ | 6/160 [00:14<03:24, 1.33s/it] 254/299 4.14G 0.01247 0.006761 6.808e-05 55 640: 4%|▍ | 7/160 [00:14<02:29, 1.02it/s] 254/299 4.14G 0.0126 0.006755 6.469e-05 66 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 254/299 4.14G 0.0126 0.006755 6.469e-05 66 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 254/299 4.14G 0.01258 0.006612 6.208e-05 53 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 254/299 4.14G 0.01258 0.006612 6.208e-05 53 640: 6%|▌ | 9/160 [00:15<01:26, 1.75it/s] 254/299 4.14G 0.01267 0.006838 6.07e-05 70 640: 6%|▌ | 9/160 [00:30<01:26, 1.75it/s] 254/299 4.14G 0.01267 0.006838 6.07e-05 70 640: 6%|▋ | 10/160 [00:30<12:23, 4.96s/it] 254/299 4.14G 0.01275 0.006684 6.831e-05 51 640: 6%|▋ | 10/160 [00:30<12:23, 4.96s/it] 254/299 4.14G 0.01275 0.006684 6.831e-05 51 640: 7%|▋ | 11/160 [00:30<08:43, 3.51s/it] 254/299 4.14G 0.01294 0.006728 6.596e-05 63 640: 7%|▋ | 11/160 [00:30<08:43, 3.51s/it] 254/299 4.14G 0.01294 0.006728 6.596e-05 63 640: 8%|▊ | 12/160 [00:30<06:11, 2.51s/it] 254/299 4.14G 0.01291 0.006673 6.38e-05 50 640: 8%|▊ | 12/160 [00:30<06:11, 2.51s/it] 254/299 4.14G 0.01291 0.006673 6.38e-05 50 640: 8%|▊ | 13/160 [00:30<04:26, 1.81s/it] 254/299 4.14G 0.01284 0.006669 6.17e-05 68 640: 8%|▊ | 13/160 [00:30<04:26, 1.81s/it] 254/299 4.14G 0.01284 0.006669 6.17e-05 68 640: 9%|▉ | 14/160 [00:30<03:13, 1.33s/it] 254/299 4.14G 0.01294 0.006798 6.025e-05 81 640: 9%|▉ | 14/160 [00:31<03:13, 1.33s/it] 254/299 4.14G 0.01294 0.006798 6.025e-05 81 640: 9%|▉ | 15/160 [00:31<02:24, 1.00it/s] 254/299 4.14G 0.01291 0.006862 5.958e-05 64 640: 9%|▉ | 15/160 [00:31<02:24, 1.00it/s] 254/299 4.14G 0.01291 0.006862 5.958e-05 64 640: 10%|█ | 16/160 [00:31<01:51, 1.29it/s] 254/299 4.14G 0.01293 0.006821 5.927e-05 58 640: 10%|█ | 16/160 [00:31<01:51, 1.29it/s] 254/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 821 0.714 0.62 0.649 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 255/299 4.14G 0.01296 0.006034 4.724e-05 41 640: 0%| | 0/160 [00:00<?, ?it/s] 255/299 4.14G 0.01296 0.006034 4.724e-05 41 640: 1%| | 1/160 [00:00<00:42, 3.71it/s] 255/299 4.14G 0.0116 0.005703 4.646e-05 53 640: 1%| | 1/160 [00:15<00:42, 3.71it/s] 255/299 4.14G 0.0116 0.005703 4.646e-05 53 640: 1%|▏ | 2/160 [00:15<24:18, 9.23s/it] 255/299 4.14G 0.01185 0.005734 4.394e-05 48 640: 1%|▏ | 2/160 [00:16<24:18, 9.23s/it] 255/299 4.14G 0.01185 0.005734 4.394e-05 48 640: 2%|▏ | 3/160 [00:16<13:25, 5.13s/it] 255/299 4.14G 0.01153 0.00625 4.219e-05 66 640: 2%|▏ | 3/160 [00:16<13:25, 5.13s/it] 255/299 4.14G 0.01153 0.00625 4.219e-05 66 640: 2%|▎ | 4/160 [00:16<08:17, 3.19s/it] 255/299 4.14G 0.01198 0.006649 4.128e-05 65 640: 2%|▎ | 4/160 [00:16<08:17, 3.19s/it] 255/299 4.14G 0.01198 0.006649 4.128e-05 65 640: 3%|▎ | 5/160 [00:16<05:28, 2.12s/it] 255/299 4.14G 0.01215 0.006618 4.1e-05 68 640: 3%|▎ | 5/160 [00:16<05:28, 2.12s/it] 255/299 4.14G 0.01215 0.006618 4.1e-05 68 640: 4%|▍ | 6/160 [00:16<03:46, 1.47s/it] 255/299 4.14G 0.01208 0.006455 4.202e-05 47 640: 4%|▍ | 6/160 [00:16<03:46, 1.47s/it] 255/299 4.14G 0.01208 0.006455 4.202e-05 47 640: 4%|▍ | 7/160 [00:16<02:44, 1.07s/it] 255/299 4.14G 0.01214 0.006661 4.208e-05 68 640: 4%|▍ | 7/160 [00:17<02:44, 1.07s/it] 255/299 4.14G 0.01214 0.006661 4.208e-05 68 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 255/299 4.14G 0.01211 0.006765 4.217e-05 66 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 255/299 4.14G 0.01211 0.006765 4.217e-05 66 640: 6%|▌ | 9/160 [00:17<01:33, 1.62it/s] 255/299 4.14G 0.01269 0.006867 4.16e-05 48 640: 6%|▌ | 9/160 [00:31<01:33, 1.62it/s] 255/299 4.14G 0.01269 0.006867 4.16e-05 48 640: 6%|▋ | 10/160 [00:31<11:59, 4.80s/it] 255/299 4.14G 0.01266 0.007011 4.485e-05 74 640: 6%|▋ | 10/160 [00:31<11:59, 4.80s/it] 255/299 4.14G 0.01266 0.007011 4.485e-05 74 640: 7%|▋ | 11/160 [00:31<08:27, 3.41s/it] 255/299 4.14G 0.01271 0.007147 4.423e-05 82 640: 7%|▋ | 11/160 [00:31<08:27, 3.41s/it] 255/299 4.14G 0.01271 0.007147 4.423e-05 82 640: 8%|▊ | 12/160 [00:31<06:00, 2.43s/it] 255/299 4.14G 0.0126 0.007208 4.407e-05 80 640: 8%|▊ | 12/160 [00:32<06:00, 2.43s/it] 255/299 4.14G 0.0126 0.007208 4.407e-05 80 640: 8%|▊ | 13/160 [00:32<04:18, 1.76s/it] 255/299 4.14G 0.01251 0.007177 4.379e-05 60 640: 8%|▊ | 13/160 [00:32<04:18, 1.76s/it] 255/299 4.14G 0.01251 0.007177 4.379e-05 60 640: 9%|▉ | 14/160 [00:32<03:10, 1.30s/it] 255/299 4.14G 0.01248 0.007206 4.356e-05 69 640: 9%|▉ | 14/160 [00:32<03:10, 1.30s/it] 255/299 4.14G 0.01248 0.007206 4.356e-05 69 640: 9%|▉ | 15/160 [00:32<02:22, 1.02it/s] 255/299 4.14G 0.01249 0.007204 4.357e-05 61 640: 9%|▉ | 15/160 [00:32<02:22, 1.02it/s] 255/299 4.14G 0.01249 0.007204 4.357e-05 61 640: 10%|█ | 16/160 [00:32<01:47, 1.34it/s] 255/299 4.14G 0.01239 0.007154 4.298e-05 77 640: 10%|█ | 16/160 [00:33<01:47, 1.34it/s] 255/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s]
all 340 821 0.708 0.62 0.644 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 256/299 4.14G 0.01348 0.006195 0.0002111 50 640: 0%| | 0/160 [00:00<?, ?it/s] 256/299 4.14G 0.01348 0.006195 0.0002111 50 640: 1%| | 1/160 [00:00<00:44, 3.55it/s] 256/299 4.14G 0.01238 0.005657 0.0001249 51 640: 1%| | 1/160 [00:14<00:44, 3.55it/s] 256/299 4.14G 0.01238 0.005657 0.0001249 51 640: 1%|▏ | 2/160 [00:14<23:00, 8.74s/it] 256/299 4.14G 0.01178 0.006002 9.4e-05 70 640: 1%|▏ | 2/160 [00:15<23:00, 8.74s/it] 256/299 4.14G 0.01178 0.006002 9.4e-05 70 640: 2%|▏ | 3/160 [00:15<12:43, 4.86s/it] 256/299 4.14G 0.01178 0.006773 7.934e-05 77 640: 2%|▏ | 3/160 [00:15<12:43, 4.86s/it] 256/299 4.14G 0.01178 0.006773 7.934e-05 77 640: 2%|▎ | 4/160 [00:15<07:52, 3.03s/it] 256/299 4.14G 0.01194 0.006658 7.02e-05 44 640: 2%|▎ | 4/160 [00:15<07:52, 3.03s/it] 256/299 4.14G 0.01194 0.006658 7.02e-05 44 640: 3%|▎ | 5/160 [00:15<05:12, 2.01s/it] 256/299 4.14G 0.01198 0.006786 6.351e-05 58 640: 3%|▎ | 5/160 [00:15<05:12, 2.01s/it] 256/299 4.14G 0.01198 0.006786 6.351e-05 58 640: 4%|▍ | 6/160 [00:15<03:36, 1.40s/it] 256/299 4.14G 0.01221 0.006886 6.057e-05 67 640: 4%|▍ | 6/160 [00:16<03:36, 1.40s/it] 256/299 4.14G 0.01221 0.006886 6.057e-05 67 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 256/299 4.14G 0.01218 0.006742 5.722e-05 54 640: 4%|▍ | 7/160 [00:16<02:37, 1.03s/it] 256/299 4.14G 0.01218 0.006742 5.722e-05 54 640: 5%|▌ | 8/160 [00:16<01:56, 1.30it/s] 256/299 4.14G 0.01223 0.006625 5.635e-05 57 640: 5%|▌ | 8/160 [00:16<01:56, 1.30it/s] 256/299 4.14G 0.01223 0.006625 5.635e-05 57 640: 6%|▌ | 9/160 [00:16<01:29, 1.68it/s] 256/299 4.14G 0.01236 0.006647 5.447e-05 59 640: 6%|▌ | 9/160 [00:30<01:29, 1.68it/s] 256/299 4.14G 0.01236 0.006647 5.447e-05 59 640: 6%|▋ | 10/160 [00:30<11:52, 4.75s/it] 256/299 4.14G 0.01224 0.006618 5.291e-05 66 640: 6%|▋ | 10/160 [00:30<11:52, 4.75s/it] 256/299 4.14G 0.01224 0.006618 5.291e-05 66 640: 7%|▋ | 11/160 [00:30<08:22, 3.37s/it] 256/299 4.14G 0.01215 0.006585 5.14e-05 69 640: 7%|▋ | 11/160 [00:31<08:22, 3.37s/it] 256/299 4.14G 0.01215 0.006585 5.14e-05 69 640: 8%|▊ | 12/160 [00:31<05:56, 2.41s/it] 256/299 4.14G 0.01226 0.006558 5.268e-05 64 640: 8%|▊ | 12/160 [00:31<05:56, 2.41s/it] 256/299 4.14G 0.01226 0.006558 5.268e-05 64 640: 8%|▊ | 13/160 [00:31<04:16, 1.74s/it] 256/299 4.14G 0.01225 0.006531 5.142e-05 54 640: 8%|▊ | 13/160 [00:31<04:16, 1.74s/it] 256/299 4.14G 0.01225 0.006531 5.142e-05 54 640: 9%|▉ | 14/160 [00:31<03:06, 1.28s/it] 256/299 4.14G 0.01245 0.006568 5.212e-05 72 640: 9%|▉ | 14/160 [00:31<03:06, 1.28s/it] 256/299 4.14G 0.01245 0.006568 5.212e-05 72 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 256/299 4.14G 0.01237 0.006531 5.094e-05 77 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 256/299 4.14G 0.01237 0.006531 5.094e-05 77 640: 10%|█ | 16/160 [00:31<01:46, 1.35it/s] 256/299 4.14G 0.01245 0.006632 5.026e-05 74 640: 10%|█ | 16/160 [00:32<01:46, 1.35it/s] 256/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s]
all 340 821 0.712 0.615 0.643 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 257/299 4.14G 0.01273 0.005389 3.691e-05 53 640: 0%| | 0/160 [00:00<?, ?it/s] 257/299 4.14G 0.01273 0.005389 3.691e-05 53 640: 1%| | 1/160 [00:00<00:57, 2.77it/s] 257/299 4.14G 0.01273 0.005433 4.25e-05 43 640: 1%| | 1/160 [00:15<00:57, 2.77it/s] 257/299 4.14G 0.01273 0.005433 4.25e-05 43 640: 1%|▏ | 2/160 [00:15<24:11, 9.19s/it] 257/299 4.14G 0.01298 0.005875 4.788e-05 62 640: 1%|▏ | 2/160 [00:15<24:11, 9.19s/it] 257/299 4.14G 0.01298 0.005875 4.788e-05 62 640: 2%|▏ | 3/160 [00:15<13:22, 5.11s/it] 257/299 4.14G 0.01321 0.006064 4.709e-05 57 640: 2%|▏ | 3/160 [00:16<13:22, 5.11s/it] 257/299 4.14G 0.01321 0.006064 4.709e-05 57 640: 2%|▎ | 4/160 [00:16<08:15, 3.18s/it] 257/299 4.14G 0.0133 0.006268 4.471e-05 64 640: 2%|▎ | 4/160 [00:16<08:15, 3.18s/it] 257/299 4.14G 0.0133 0.006268 4.471e-05 64 640: 3%|▎ | 5/160 [00:16<05:27, 2.11s/it] 257/299 4.14G 0.01314 0.006154 4.303e-05 54 640: 3%|▎ | 5/160 [00:16<05:27, 2.11s/it] 257/299 4.14G 0.01314 0.006154 4.303e-05 54 640: 4%|▍ | 6/160 [00:16<03:45, 1.47s/it] 257/299 4.14G 0.01301 0.006572 4.268e-05 79 640: 4%|▍ | 6/160 [00:16<03:45, 1.47s/it] 257/299 4.14G 0.01301 0.006572 4.268e-05 79 640: 4%|▍ | 7/160 [00:16<02:43, 1.07s/it] 257/299 4.14G 0.01304 0.006434 4.226e-05 46 640: 4%|▍ | 7/160 [00:17<02:43, 1.07s/it] 257/299 4.14G 0.01304 0.006434 4.226e-05 46 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 257/299 4.14G 0.01301 0.006745 4.645e-05 89 640: 5%|▌ | 8/160 [00:17<02:01, 1.25it/s] 257/299 4.14G 0.01301 0.006745 4.645e-05 89 640: 6%|▌ | 9/160 [00:17<01:32, 1.62it/s] 257/299 4.14G 0.0129 0.006769 4.65e-05 78 640: 6%|▌ | 9/160 [00:32<01:32, 1.62it/s] 257/299 4.14G 0.0129 0.006769 4.65e-05 78 640: 6%|▋ | 10/160 [00:32<12:30, 5.00s/it] 257/299 4.14G 0.01265 0.006665 4.556e-05 57 640: 6%|▋ | 10/160 [00:32<12:30, 5.00s/it] 257/299 4.14G 0.01265 0.006665 4.556e-05 57 640: 7%|▋ | 11/160 [00:32<08:48, 3.55s/it] 257/299 4.14G 0.01275 0.006886 4.5e-05 77 640: 7%|▋ | 11/160 [00:32<08:48, 3.55s/it] 257/299 4.14G 0.01275 0.006886 4.5e-05 77 640: 8%|▊ | 12/160 [00:32<06:14, 2.53s/it] 257/299 4.14G 0.01286 0.006803 4.883e-05 55 640: 8%|▊ | 12/160 [00:32<06:14, 2.53s/it] 257/299 4.14G 0.01286 0.006803 4.883e-05 55 640: 8%|▊ | 13/160 [00:32<04:28, 1.83s/it] 257/299 4.14G 0.0128 0.00681 9.002e-05 58 640: 8%|▊ | 13/160 [00:33<04:28, 1.83s/it] 257/299 4.14G 0.0128 0.00681 9.002e-05 58 640: 9%|▉ | 14/160 [00:33<03:15, 1.34s/it] 257/299 4.14G 0.01281 0.006751 8.942e-05 63 640: 9%|▉ | 14/160 [00:33<03:15, 1.34s/it] 257/299 4.14G 0.01281 0.006751 8.942e-05 63 640: 9%|▉ | 15/160 [00:33<02:26, 1.01s/it] 257/299 4.14G 0.01275 0.006735 8.637e-05 63 640: 9%|▉ | 15/160 [00:33<02:26, 1.01s/it] 257/299 4.14G 0.01275 0.006735 8.637e-05 63 640: 10%|█ | 16/160 [00:33<01:50, 1.30it/s] 257/299 4.14G 0.01268 0.006763 8.824e-05 63 640: 10%|█ | 16/160 [00:33<01:50, 1.30it/s] 257/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 821 0.721 0.613 0.643 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 258/299 4.14G 0.01197 0.00875 3.341e-05 79 640: 0%| | 0/160 [00:00<?, ?it/s] 258/299 4.14G 0.01197 0.00875 3.341e-05 79 640: 1%| | 1/160 [00:00<00:39, 3.99it/s] 258/299 4.14G 0.01283 0.00949 3.551e-05 73 640: 1%| | 1/160 [00:16<00:39, 3.99it/s] 258/299 4.14G 0.01283 0.00949 3.551e-05 73 640: 1%|▏ | 2/160 [00:16<24:50, 9.43s/it] 258/299 4.14G 0.01283 0.008675 3.5e-05 61 640: 1%|▏ | 2/160 [00:16<24:50, 9.43s/it] 258/299 4.14G 0.01283 0.008675 3.5e-05 61 640: 2%|▏ | 3/160 [00:16<13:43, 5.24s/it] 258/299 4.14G 0.01293 0.007927 3.653e-05 48 640: 2%|▏ | 3/160 [00:16<13:43, 5.24s/it] 258/299 4.14G 0.01293 0.007927 3.653e-05 48 640: 2%|▎ | 4/160 [00:16<08:28, 3.26s/it] 258/299 4.14G 0.01315 0.008062 4.143e-05 69 640: 2%|▎ | 4/160 [00:16<08:28, 3.26s/it] 258/299 4.14G 0.01315 0.008062 4.143e-05 69 640: 3%|▎ | 5/160 [00:16<05:34, 2.16s/it] 258/299 4.14G 0.01318 0.008081 4.002e-05 61 640: 3%|▎ | 5/160 [00:17<05:34, 2.16s/it] 258/299 4.14G 0.01318 0.008081 4.002e-05 61 640: 4%|▍ | 6/160 [00:17<03:50, 1.50s/it] 258/299 4.14G 0.01297 0.007902 3.939e-05 61 640: 4%|▍ | 6/160 [00:17<03:50, 1.50s/it] 258/299 4.14G 0.01297 0.007902 3.939e-05 61 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 258/299 4.14G 0.01268 0.007487 3.877e-05 44 640: 4%|▍ | 7/160 [00:17<02:47, 1.09s/it] 258/299 4.14G 0.01268 0.007487 3.877e-05 44 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 258/299 4.14G 0.01269 0.007617 3.799e-05 77 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 258/299 4.14G 0.01269 0.007617 3.799e-05 77 640: 6%|▌ | 9/160 [00:17<01:34, 1.60it/s] 258/299 4.14G 0.01278 0.007618 4.471e-05 76 640: 6%|▌ | 9/160 [00:31<01:34, 1.60it/s] 258/299 4.14G 0.01278 0.007618 4.471e-05 76 640: 6%|▋ | 10/160 [00:31<11:24, 4.56s/it] 258/299 4.14G 0.0129 0.00763 6.163e-05 82 640: 6%|▋ | 10/160 [00:31<11:24, 4.56s/it] 258/299 4.14G 0.0129 0.00763 6.163e-05 82 640: 7%|▋ | 11/160 [00:31<08:02, 3.24s/it] 258/299 4.14G 0.01286 0.00768 8.083e-05 77 640: 7%|▋ | 11/160 [00:31<08:02, 3.24s/it] 258/299 4.14G 0.01286 0.00768 8.083e-05 77 640: 8%|▊ | 12/160 [00:31<05:42, 2.32s/it] 258/299 4.14G 0.01271 0.007603 7.749e-05 58 640: 8%|▊ | 12/160 [00:31<05:42, 2.32s/it] 258/299 4.14G 0.01271 0.007603 7.749e-05 58 640: 8%|▊ | 13/160 [00:31<04:06, 1.68s/it] 258/299 4.14G 0.01273 0.007509 7.434e-05 61 640: 8%|▊ | 13/160 [00:31<04:06, 1.68s/it] 258/299 4.14G 0.01273 0.007509 7.434e-05 61 640: 9%|▉ | 14/160 [00:31<03:00, 1.24s/it] 258/299 4.14G 0.01292 0.007645 7.429e-05 82 640: 9%|▉ | 14/160 [00:32<03:00, 1.24s/it] 258/299 4.14G 0.01292 0.007645 7.429e-05 82 640: 9%|▉ | 15/160 [00:32<02:15, 1.07it/s] 258/299 4.14G 0.01305 0.007777 7.183e-05 88 640: 9%|▉ | 15/160 [00:32<02:15, 1.07it/s] 258/299 4.14G 0.01305 0.007777 7.183e-05 88 640: 10%|█ | 16/160 [00:32<01:43, 1.39it/s] 258/299 4.14G 0.01294 0.007683 6.96e-05 56 640: 10%|█ | 16/160 [00:32<01:43, 1.39it/s] 258/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s]
all 340 821 0.691 0.64 0.646 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 259/299 4.14G 0.01198 0.009106 6.112e-05 83 640: 0%| | 0/160 [00:00<?, ?it/s] 259/299 4.14G 0.01198 0.009106 6.112e-05 83 640: 1%| | 1/160 [00:00<00:50, 3.12it/s] 259/299 4.14G 0.01208 0.007513 4.531e-05 58 640: 1%| | 1/160 [00:14<00:50, 3.12it/s] 259/299 4.14G 0.01208 0.007513 4.531e-05 58 640: 1%|▏ | 2/160 [00:14<22:09, 8.41s/it] 259/299 4.14G 0.01204 0.007562 5.025e-05 65 640: 1%|▏ | 2/160 [00:14<22:09, 8.41s/it] 259/299 4.14G 0.01204 0.007562 5.025e-05 65 640: 2%|▏ | 3/160 [00:14<12:16, 4.69s/it] 259/299 4.14G 0.0123 0.007419 4.525e-05 69 640: 2%|▏ | 3/160 [00:14<12:16, 4.69s/it] 259/299 4.14G 0.0123 0.007419 4.525e-05 69 640: 2%|▎ | 4/160 [00:14<07:36, 2.92s/it] 259/299 4.14G 0.01227 0.006998 4.292e-05 56 640: 2%|▎ | 4/160 [00:15<07:36, 2.92s/it] 259/299 4.14G 0.01227 0.006998 4.292e-05 56 640: 3%|▎ | 5/160 [00:15<05:01, 1.95s/it] 259/299 4.14G 0.01218 0.006972 6.007e-05 70 640: 3%|▎ | 5/160 [00:15<05:01, 1.95s/it] 259/299 4.14G 0.01218 0.006972 6.007e-05 70 640: 4%|▍ | 6/160 [00:15<03:28, 1.36s/it] 259/299 4.14G 0.01243 0.006959 5.694e-05 72 640: 4%|▍ | 6/160 [00:15<03:28, 1.36s/it] 259/299 4.14G 0.01243 0.006959 5.694e-05 72 640: 4%|▍ | 7/160 [00:15<02:31, 1.01it/s] 259/299 4.14G 0.01262 0.007452 5.489e-05 80 640: 4%|▍ | 7/160 [00:15<02:31, 1.01it/s] 259/299 4.14G 0.01262 0.007452 5.489e-05 80 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 259/299 4.14G 0.0125 0.007204 5.2e-05 46 640: 5%|▌ | 8/160 [00:15<01:52, 1.35it/s] 259/299 4.14G 0.0125 0.007204 5.2e-05 46 640: 6%|▌ | 9/160 [00:15<01:27, 1.73it/s] 259/299 4.14G 0.01253 0.007235 5.027e-05 79 640: 6%|▌ | 9/160 [00:28<01:27, 1.73it/s] 259/299 4.14G 0.01253 0.007235 5.027e-05 79 640: 6%|▋ | 10/160 [00:28<10:33, 4.23s/it] 259/299 4.14G 0.01258 0.007252 4.933e-05 65 640: 6%|▋ | 10/160 [00:28<10:33, 4.23s/it] 259/299 4.14G 0.01258 0.007252 4.933e-05 65 640: 7%|▋ | 11/160 [00:28<07:28, 3.01s/it] 259/299 4.14G 0.01252 0.007419 4.793e-05 79 640: 7%|▋ | 11/160 [00:28<07:28, 3.01s/it] 259/299 4.14G 0.01252 0.007419 4.793e-05 79 640: 8%|▊ | 12/160 [00:28<05:19, 2.16s/it] 259/299 4.14G 0.01252 0.007405 4.766e-05 60 640: 8%|▊ | 12/160 [00:29<05:19, 2.16s/it] 259/299 4.14G 0.01252 0.007405 4.766e-05 60 640: 8%|▊ | 13/160 [00:29<03:51, 1.57s/it] 259/299 4.14G 0.01256 0.007453 4.667e-05 65 640: 8%|▊ | 13/160 [00:29<03:51, 1.57s/it] 259/299 4.14G 0.01256 0.007453 4.667e-05 65 640: 9%|▉ | 14/160 [00:29<02:49, 1.16s/it] 259/299 4.14G 0.01253 0.007326 4.609e-05 55 640: 9%|▉ | 14/160 [00:29<02:49, 1.16s/it] 259/299 4.14G 0.01253 0.007326 4.609e-05 55 640: 9%|▉ | 15/160 [00:29<02:08, 1.13it/s] 259/299 4.14G 0.0126 0.007164 4.53e-05 40 640: 9%|▉ | 15/160 [00:29<02:08, 1.13it/s] 259/299 4.14G 0.0126 0.007164 4.53e-05 40 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 259/299 4.14G 0.01257 0.007187 4.836e-05 56 640: 10%|█ | 16/160 [00:29<01:38, 1.46it/s] 259/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s]
all 340 822 0.69 0.651 0.644 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 260/299 4.14G 0.01276 0.006222 3.008e-05 54 640: 0%| | 0/160 [00:00<?, ?it/s] 260/299 4.14G 0.01276 0.006222 3.008e-05 54 640: 1%| | 1/160 [00:00<00:53, 3.00it/s] 260/299 4.14G 0.0123 0.006458 3.547e-05 69 640: 1%| | 1/160 [00:16<00:53, 3.00it/s] 260/299 4.14G 0.0123 0.006458 3.547e-05 69 640: 1%|▏ | 2/160 [00:16<25:05, 9.53s/it] 260/299 4.14G 0.0124 0.006205 3.507e-05 48 640: 1%|▏ | 2/160 [00:16<25:05, 9.53s/it] 260/299 4.14G 0.0124 0.006205 3.507e-05 48 640: 2%|▏ | 3/160 [00:16<13:50, 5.29s/it] 260/299 4.14G 0.01237 0.006158 3.469e-05 70 640: 2%|▏ | 3/160 [00:16<13:50, 5.29s/it] 260/299 4.14G 0.01237 0.006158 3.469e-05 70 640: 2%|▎ | 4/160 [00:16<08:34, 3.30s/it] 260/299 4.14G 0.0121 0.005909 3.353e-05 48 640: 2%|▎ | 4/160 [00:17<08:34, 3.30s/it] 260/299 4.14G 0.0121 0.005909 3.353e-05 48 640: 3%|▎ | 5/160 [00:17<05:38, 2.19s/it] 260/299 4.14G 0.0123 0.00665 3.52e-05 115 640: 3%|▎ | 5/160 [00:17<05:38, 2.19s/it] 260/299 4.14G 0.0123 0.00665 3.52e-05 115 640: 4%|▍ | 6/160 [00:17<03:53, 1.52s/it] 260/299 4.14G 0.01232 0.00655 0.0007048 48 640: 4%|▍ | 6/160 [00:17<03:53, 1.52s/it] 260/299 4.14G 0.01232 0.00655 0.0007048 48 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 260/299 4.14G 0.01216 0.00663 0.0006207 80 640: 4%|▍ | 7/160 [00:17<02:48, 1.10s/it] 260/299 4.14G 0.01216 0.00663 0.0006207 80 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 260/299 4.14G 0.01215 0.006662 0.0005569 61 640: 5%|▌ | 8/160 [00:17<02:04, 1.22it/s] 260/299 4.14G 0.01215 0.006662 0.0005569 61 640: 6%|▌ | 9/160 [00:17<01:35, 1.59it/s] 260/299 4.14G 0.01233 0.006885 0.0005047 77 640: 6%|▌ | 9/160 [00:30<01:35, 1.59it/s] 260/299 4.14G 0.01233 0.006885 0.0005047 77 640: 6%|▋ | 10/160 [00:30<10:36, 4.24s/it] 260/299 4.14G 0.01234 0.006776 0.0004616 54 640: 6%|▋ | 10/160 [00:30<10:36, 4.24s/it] 260/299 4.14G 0.01234 0.006776 0.0004616 54 640: 7%|▋ | 11/160 [00:30<07:30, 3.02s/it] 260/299 4.14G 0.01222 0.006744 0.0004259 58 640: 7%|▋ | 11/160 [00:30<07:30, 3.02s/it] 260/299 4.14G 0.01222 0.006744 0.0004259 58 640: 8%|▊ | 12/160 [00:30<05:20, 2.17s/it] 260/299 4.14G 0.01227 0.006891 0.0003956 75 640: 8%|▊ | 12/160 [00:30<05:20, 2.17s/it] 260/299 4.14G 0.01227 0.006891 0.0003956 75 640: 8%|▊ | 13/160 [00:30<03:51, 1.58s/it] 260/299 4.14G 0.01238 0.006977 0.0003712 74 640: 8%|▊ | 13/160 [00:31<03:51, 1.58s/it] 260/299 4.14G 0.01238 0.006977 0.0003712 74 640: 9%|▉ | 14/160 [00:31<02:50, 1.16s/it] 260/299 4.14G 0.01235 0.006976 0.0003503 52 640: 9%|▉ | 14/160 [00:31<02:50, 1.16s/it] 260/299 4.14G 0.01235 0.006976 0.0003503 52 640: 9%|▉ | 15/160 [00:31<02:09, 1.12it/s] 260/299 4.14G 0.01238 0.006897 0.000334 57 640: 9%|▉ | 15/160 [00:31<02:09, 1.12it/s] 260/299 4.14G 0.01238 0.006897 0.000334 57 640: 10%|█ | 16/160 [00:31<01:39, 1.45it/s] 260/299 4.14G 0.01233 0.006954 0.0003165 75 640: 10%|█ | 16/160 [00:31<01:39, 1.45it/s] 260/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.19it/s]
all 340 822 0.69 0.643 0.645 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 261/299 4.14G 0.01191 0.007651 3.064e-05 68 640: 0%| | 0/160 [00:00<?, ?it/s] 261/299 4.14G 0.01191 0.007651 3.064e-05 68 640: 1%| | 1/160 [00:00<00:56, 2.83it/s] 261/299 4.14G 0.01236 0.006564 3.345e-05 48 640: 1%| | 1/160 [00:14<00:56, 2.83it/s] 261/299 4.14G 0.01236 0.006564 3.345e-05 48 640: 1%|▏ | 2/160 [00:14<22:31, 8.55s/it] 261/299 4.14G 0.01263 0.0074 0.0001286 78 640: 1%|▏ | 2/160 [00:14<22:31, 8.55s/it] 261/299 4.14G 0.01263 0.0074 0.0001286 78 640: 2%|▏ | 3/160 [00:14<12:28, 4.76s/it] 261/299 4.14G 0.01238 0.00705 0.0001062 61 640: 2%|▏ | 3/160 [00:15<12:28, 4.76s/it] 261/299 4.14G 0.01238 0.00705 0.0001062 61 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 261/299 4.14G 0.01264 0.007302 9.391e-05 61 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 261/299 4.14G 0.01264 0.007302 9.391e-05 61 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 261/299 4.14G 0.01266 0.007509 8.771e-05 68 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 261/299 4.14G 0.01266 0.007509 8.771e-05 68 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 261/299 4.14G 0.01283 0.008041 9.951e-05 96 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 261/299 4.14G 0.01283 0.008041 9.951e-05 96 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 261/299 4.14G 0.0127 0.007795 9.205e-05 52 640: 4%|▍ | 7/160 [00:16<02:34, 1.01s/it] 261/299 4.14G 0.0127 0.007795 9.205e-05 52 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 261/299 4.14G 0.01279 0.007652 8.519e-05 56 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 261/299 4.14G 0.01279 0.007652 8.519e-05 56 640: 6%|▌ | 9/160 [00:16<01:28, 1.70it/s] 261/299 4.14G 0.01261 0.007399 8.013e-05 56 640: 6%|▌ | 9/160 [00:29<01:28, 1.70it/s] 261/299 4.14G 0.01261 0.007399 8.013e-05 56 640: 6%|▋ | 10/160 [00:29<11:28, 4.59s/it] 261/299 4.14G 0.01259 0.007415 7.626e-05 78 640: 6%|▋ | 10/160 [00:30<11:28, 4.59s/it] 261/299 4.14G 0.01259 0.007415 7.626e-05 78 640: 7%|▋ | 11/160 [00:30<08:06, 3.26s/it] 261/299 4.14G 0.01249 0.007463 7.265e-05 80 640: 7%|▋ | 11/160 [00:30<08:06, 3.26s/it] 261/299 4.14G 0.01249 0.007463 7.265e-05 80 640: 8%|▊ | 12/160 [00:30<05:45, 2.34s/it] 261/299 4.14G 0.01229 0.007284 7.303e-05 55 640: 8%|▊ | 12/160 [00:30<05:45, 2.34s/it] 261/299 4.14G 0.01229 0.007284 7.303e-05 55 640: 8%|▊ | 13/160 [00:30<04:09, 1.69s/it] 261/299 4.14G 0.01214 0.007256 7.028e-05 67 640: 8%|▊ | 13/160 [00:30<04:09, 1.69s/it] 261/299 4.14G 0.01214 0.007256 7.028e-05 67 640: 9%|▉ | 14/160 [00:30<03:02, 1.25s/it] 261/299 4.14G 0.01217 0.007309 6.778e-05 68 640: 9%|▉ | 14/160 [00:30<03:02, 1.25s/it] 261/299 4.14G 0.01217 0.007309 6.778e-05 68 640: 9%|▉ | 15/160 [00:30<02:17, 1.06it/s] 261/299 4.14G 0.01218 0.007364 6.552e-05 60 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 261/299 4.14G 0.01218 0.007364 6.552e-05 60 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 261/299 4.14G 0.01227 0.007408 6.881e-05 77 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 261/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.38it/s]
all 340 822 0.694 0.649 0.645 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 262/299 4.14G 0.01281 0.007553 5.423e-05 77 640: 0%| | 0/160 [00:00<?, ?it/s] 262/299 4.14G 0.01281 0.007553 5.423e-05 77 640: 1%| | 1/160 [00:00<01:21, 1.95it/s] 262/299 4.14G 0.01215 0.006534 8.271e-05 60 640: 1%| | 1/160 [00:14<01:21, 1.95it/s] 262/299 4.14G 0.01215 0.006534 8.271e-05 60 640: 1%|▏ | 2/160 [00:14<22:46, 8.65s/it] 262/299 4.14G 0.01204 0.006321 6.572e-05 47 640: 1%|▏ | 2/160 [00:15<22:46, 8.65s/it] 262/299 4.14G 0.01204 0.006321 6.572e-05 47 640: 2%|▏ | 3/160 [00:15<12:36, 4.82s/it] 262/299 4.14G 0.01245 0.007088 5.967e-05 81 640: 2%|▏ | 3/160 [00:15<12:36, 4.82s/it] 262/299 4.14G 0.01245 0.007088 5.967e-05 81 640: 2%|▎ | 4/160 [00:15<07:48, 3.00s/it] 262/299 4.14G 0.01204 0.006825 5.456e-05 63 640: 2%|▎ | 4/160 [00:15<07:48, 3.00s/it] 262/299 4.14G 0.01204 0.006825 5.456e-05 63 640: 3%|▎ | 5/160 [00:15<05:09, 2.00s/it] 262/299 4.14G 0.01182 0.006889 5.134e-05 73 640: 3%|▎ | 5/160 [00:15<05:09, 2.00s/it] 262/299 4.14G 0.01182 0.006889 5.134e-05 73 640: 4%|▍ | 6/160 [00:15<03:34, 1.39s/it] 262/299 4.14G 0.01173 0.00684 4.858e-05 75 640: 4%|▍ | 6/160 [00:16<03:34, 1.39s/it] 262/299 4.14G 0.01173 0.00684 4.858e-05 75 640: 4%|▍ | 7/160 [00:16<02:35, 1.02s/it] 262/299 4.14G 0.01203 0.006772 4.703e-05 57 640: 4%|▍ | 7/160 [00:16<02:35, 1.02s/it] 262/299 4.14G 0.01203 0.006772 4.703e-05 57 640: 5%|▌ | 8/160 [00:16<01:55, 1.31it/s] 262/299 4.14G 0.01197 0.00667 4.521e-05 51 640: 5%|▌ | 8/160 [00:16<01:55, 1.31it/s] 262/299 4.14G 0.01197 0.00667 4.521e-05 51 640: 6%|▌ | 9/160 [00:16<01:29, 1.69it/s] 262/299 4.14G 0.01177 0.006556 4.39e-05 55 640: 6%|▌ | 9/160 [00:29<01:29, 1.69it/s] 262/299 4.14G 0.01177 0.006556 4.39e-05 55 640: 6%|▋ | 10/160 [00:29<10:45, 4.30s/it] 262/299 4.14G 0.01185 0.006601 4.429e-05 58 640: 6%|▋ | 10/160 [00:29<10:45, 4.30s/it] 262/299 4.14G 0.01185 0.006601 4.429e-05 58 640: 7%|▋ | 11/160 [00:29<07:36, 3.06s/it] 262/299 4.14G 0.01173 0.00652 4.315e-05 51 640: 7%|▋ | 11/160 [00:29<07:36, 3.06s/it] 262/299 4.14G 0.01173 0.00652 4.315e-05 51 640: 8%|▊ | 12/160 [00:29<05:25, 2.20s/it] 262/299 4.14G 0.01158 0.006468 4.209e-05 64 640: 8%|▊ | 12/160 [00:29<05:25, 2.20s/it] 262/299 4.14G 0.01158 0.006468 4.209e-05 64 640: 8%|▊ | 13/160 [00:29<03:54, 1.60s/it] 262/299 4.14G 0.01162 0.006576 4.171e-05 65 640: 8%|▊ | 13/160 [00:29<03:54, 1.60s/it] 262/299 4.14G 0.01162 0.006576 4.171e-05 65 640: 9%|▉ | 14/160 [00:29<02:51, 1.18s/it] 262/299 4.14G 0.01162 0.006563 4.111e-05 63 640: 9%|▉ | 14/160 [00:30<02:51, 1.18s/it] 262/299 4.14G 0.01162 0.006563 4.111e-05 63 640: 9%|▉ | 15/160 [00:30<02:11, 1.10it/s] 262/299 4.14G 0.01178 0.006749 4.1e-05 72 640: 9%|▉ | 15/160 [00:30<02:11, 1.10it/s] 262/299 4.14G 0.01178 0.006749 4.1e-05 72 640: 10%|█ | 16/160 [00:30<01:40, 1.43it/s] 262/299 4.14G 0.01171 0.006675 4.031e-05 45 640: 10%|█ | 16/160 [00:30<01:40, 1.43it/s] 262/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.59it/s]
all 340 822 0.693 0.652 0.645 0.402
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 263/299 4.14G 0.01127 0.00504 3.637e-05 51 640: 0%| | 0/160 [00:00<?, ?it/s] 263/299 4.14G 0.01127 0.00504 3.637e-05 51 640: 1%| | 1/160 [00:00<00:52, 3.06it/s] 263/299 4.14G 0.01137 0.006187 3.906e-05 72 640: 1%| | 1/160 [00:14<00:52, 3.06it/s] 263/299 4.14G 0.01137 0.006187 3.906e-05 72 640: 1%|▏ | 2/160 [00:14<22:30, 8.55s/it] 263/299 4.14G 0.01137 0.006352 3.741e-05 69 640: 1%|▏ | 2/160 [00:14<22:30, 8.55s/it] 263/299 4.14G 0.01137 0.006352 3.741e-05 69 640: 2%|▏ | 3/160 [00:14<12:27, 4.76s/it] 263/299 4.14G 0.01112 0.005941 3.517e-05 45 640: 2%|▏ | 3/160 [00:15<12:27, 4.76s/it] 263/299 4.14G 0.01112 0.005941 3.517e-05 45 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 263/299 4.14G 0.01128 0.006248 3.42e-05 79 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 263/299 4.14G 0.01128 0.006248 3.42e-05 79 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 263/299 4.14G 0.01138 0.006198 3.48e-05 71 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 263/299 4.14G 0.01138 0.006198 3.48e-05 71 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 263/299 4.14G 0.01147 0.005954 3.434e-05 38 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 263/299 4.14G 0.01147 0.005954 3.434e-05 38 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 263/299 4.14G 0.01156 0.006204 3.436e-05 83 640: 4%|▍ | 7/160 [00:16<02:34, 1.01s/it] 263/299 4.14G 0.01156 0.006204 3.436e-05 83 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 263/299 4.14G 0.01162 0.006277 3.46e-05 58 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 263/299 4.14G 0.01162 0.006277 3.46e-05 58 640: 6%|▌ | 9/160 [00:16<01:28, 1.70it/s] 263/299 4.14G 0.01174 0.00647 3.43e-05 88 640: 6%|▌ | 9/160 [00:30<01:28, 1.70it/s] 263/299 4.14G 0.01174 0.00647 3.43e-05 88 640: 6%|▋ | 10/160 [00:30<11:55, 4.77s/it] 263/299 4.14G 0.01172 0.006455 3.589e-05 64 640: 6%|▋ | 10/160 [00:30<11:55, 4.77s/it] 263/299 4.14G 0.01172 0.006455 3.589e-05 64 640: 7%|▋ | 11/160 [00:30<08:23, 3.38s/it] 263/299 4.14G 0.01177 0.006354 3.519e-05 52 640: 7%|▋ | 11/160 [00:30<08:23, 3.38s/it] 263/299 4.14G 0.01177 0.006354 3.519e-05 52 640: 8%|▊ | 12/160 [00:30<05:57, 2.42s/it] 263/299 4.14G 0.01167 0.006206 3.502e-05 45 640: 8%|▊ | 12/160 [00:31<05:57, 2.42s/it] 263/299 4.14G 0.01167 0.006206 3.502e-05 45 640: 8%|▊ | 13/160 [00:31<04:17, 1.75s/it] 263/299 4.14G 0.01171 0.006208 3.5e-05 60 640: 8%|▊ | 13/160 [00:31<04:17, 1.75s/it] 263/299 4.14G 0.01171 0.006208 3.5e-05 60 640: 9%|▉ | 14/160 [00:31<03:07, 1.29s/it] 263/299 4.14G 0.01166 0.006412 3.562e-05 83 640: 9%|▉ | 14/160 [00:31<03:07, 1.29s/it] 263/299 4.14G 0.01166 0.006412 3.562e-05 83 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 263/299 4.14G 0.01168 0.006444 3.555e-05 56 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 263/299 4.14G 0.01168 0.006444 3.555e-05 56 640: 10%|█ | 16/160 [00:31<01:46, 1.35it/s] 263/299 4.14G 0.01184 0.006555 3.513e-05 50 640: 10%|█ | 16/160 [00:31<01:46, 1.35it/s] 263/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s]
all 340 821 0.694 0.648 0.646 0.404
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 264/299 4.14G 0.01095 0.00805 4.119e-05 84 640: 0%| | 0/160 [00:00<?, ?it/s] 264/299 4.14G 0.01095 0.00805 4.119e-05 84 640: 1%| | 1/160 [00:00<00:46, 3.42it/s] 264/299 4.14G 0.01187 0.007888 4.431e-05 68 640: 1%| | 1/160 [00:13<00:46, 3.42it/s] 264/299 4.14G 0.01187 0.007888 4.431e-05 68 640: 1%|▏ | 2/160 [00:13<21:27, 8.15s/it] 264/299 4.14G 0.01187 0.007037 4.079e-05 58 640: 1%|▏ | 2/160 [00:14<21:27, 8.15s/it] 264/299 4.14G 0.01187 0.007037 4.079e-05 58 640: 2%|▏ | 3/160 [00:14<11:53, 4.55s/it] 264/299 4.14G 0.01219 0.006644 3.897e-05 49 640: 2%|▏ | 3/160 [00:14<11:53, 4.55s/it] 264/299 4.14G 0.01219 0.006644 3.897e-05 49 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 264/299 4.14G 0.01222 0.006736 3.703e-05 54 640: 2%|▎ | 4/160 [00:14<07:22, 2.84s/it] 264/299 4.14G 0.01222 0.006736 3.703e-05 54 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 264/299 4.14G 0.01197 0.006796 3.642e-05 79 640: 3%|▎ | 5/160 [00:14<04:53, 1.89s/it] 264/299 4.14G 0.01197 0.006796 3.642e-05 79 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 264/299 4.14G 0.01184 0.006583 3.588e-05 57 640: 4%|▍ | 6/160 [00:15<03:23, 1.32s/it] 264/299 4.14G 0.01184 0.006583 3.588e-05 57 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 264/299 4.14G 0.01163 0.006379 3.576e-05 60 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 264/299 4.14G 0.01163 0.006379 3.576e-05 60 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 264/299 4.14G 0.0116 0.006364 3.503e-05 60 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 264/299 4.14G 0.0116 0.006364 3.503e-05 60 640: 6%|▌ | 9/160 [00:15<01:26, 1.75it/s] 264/299 4.14G 0.0116 0.006607 3.479e-05 74 640: 6%|▌ | 9/160 [00:27<01:26, 1.75it/s] 264/299 4.14G 0.0116 0.006607 3.479e-05 74 640: 6%|▋ | 10/160 [00:27<10:21, 4.14s/it] 264/299 4.14G 0.0116 0.006548 3.456e-05 49 640: 6%|▋ | 10/160 [00:27<10:21, 4.14s/it] 264/299 4.14G 0.0116 0.006548 3.456e-05 49 640: 7%|▋ | 11/160 [00:27<07:19, 2.95s/it] 264/299 4.14G 0.01173 0.006594 3.424e-05 66 640: 7%|▋ | 11/160 [00:28<07:19, 2.95s/it] 264/299 4.14G 0.01173 0.006594 3.424e-05 66 640: 8%|▊ | 12/160 [00:28<05:13, 2.12s/it] 264/299 4.14G 0.01175 0.006731 3.471e-05 82 640: 8%|▊ | 12/160 [00:28<05:13, 2.12s/it] 264/299 4.14G 0.01175 0.006731 3.471e-05 82 640: 8%|▊ | 13/160 [00:28<03:46, 1.54s/it] 264/299 4.14G 0.01171 0.006714 3.482e-05 70 640: 8%|▊ | 13/160 [00:28<03:46, 1.54s/it] 264/299 4.14G 0.01171 0.006714 3.482e-05 70 640: 9%|▉ | 14/160 [00:28<02:46, 1.14s/it] 264/299 4.14G 0.01168 0.006685 3.447e-05 66 640: 9%|▉ | 14/160 [00:28<02:46, 1.14s/it] 264/299 4.14G 0.01168 0.006685 3.447e-05 66 640: 9%|▉ | 15/160 [00:28<02:06, 1.14it/s] 264/299 4.14G 0.01162 0.006672 3.408e-05 63 640: 9%|▉ | 15/160 [00:29<02:06, 1.14it/s] 264/299 4.14G 0.01162 0.006672 3.408e-05 63 640: 10%|█ | 16/160 [00:29<01:37, 1.48it/s] 264/299 4.14G 0.01158 0.006513 3.537e-05 44 640: 10%|█ | 16/160 [00:29<01:37, 1.48it/s] 264/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 821 0.693 0.648 0.646 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 265/299 4.14G 0.01262 0.00672 3.479e-05 49 640: 0%| | 0/160 [00:00<?, ?it/s] 265/299 4.14G 0.01262 0.00672 3.479e-05 49 640: 1%| | 1/160 [00:00<00:48, 3.25it/s] 265/299 4.14G 0.01367 0.006566 3.836e-05 58 640: 1%| | 1/160 [00:13<00:48, 3.25it/s] 265/299 4.14G 0.01367 0.006566 3.836e-05 58 640: 1%|▏ | 2/160 [00:13<20:24, 7.75s/it] 265/299 4.14G 0.01299 0.006034 3.643e-05 52 640: 1%|▏ | 2/160 [00:13<20:24, 7.75s/it] 265/299 4.14G 0.01299 0.006034 3.643e-05 52 640: 2%|▏ | 3/160 [00:13<11:19, 4.33s/it] 265/299 4.14G 0.01298 0.005934 3.791e-05 48 640: 2%|▏ | 3/160 [00:13<11:19, 4.33s/it] 265/299 4.14G 0.01298 0.005934 3.791e-05 48 640: 2%|▎ | 4/160 [00:13<07:01, 2.70s/it] 265/299 4.14G 0.01287 0.006087 3.664e-05 68 640: 2%|▎ | 4/160 [00:13<07:01, 2.70s/it] 265/299 4.14G 0.01287 0.006087 3.664e-05 68 640: 3%|▎ | 5/160 [00:13<04:40, 1.81s/it] 265/299 4.14G 0.01266 0.006357 4.195e-05 66 640: 3%|▎ | 5/160 [00:14<04:40, 1.81s/it] 265/299 4.14G 0.01266 0.006357 4.195e-05 66 640: 4%|▍ | 6/160 [00:14<03:14, 1.27s/it] 265/299 4.14G 0.01253 0.006493 4.035e-05 80 640: 4%|▍ | 6/160 [00:14<03:14, 1.27s/it] 265/299 4.14G 0.01253 0.006493 4.035e-05 80 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 265/299 4.14G 0.01244 0.006674 4.283e-05 74 640: 4%|▍ | 7/160 [00:14<02:23, 1.07it/s] 265/299 4.14G 0.01244 0.006674 4.283e-05 74 640: 5%|▌ | 8/160 [00:14<01:48, 1.41it/s] 265/299 4.14G 0.01236 0.006603 4.239e-05 61 640: 5%|▌ | 8/160 [00:14<01:48, 1.41it/s] 265/299 4.14G 0.01236 0.006603 4.239e-05 61 640: 6%|▌ | 9/160 [00:14<01:23, 1.80it/s] 265/299 4.14G 0.01246 0.006579 0.0001168 61 640: 6%|▌ | 9/160 [00:27<01:23, 1.80it/s] 265/299 4.14G 0.01246 0.006579 0.0001168 61 640: 6%|▋ | 10/160 [00:27<10:25, 4.17s/it] 265/299 4.14G 0.01246 0.006528 0.0001095 51 640: 6%|▋ | 10/160 [00:27<10:25, 4.17s/it] 265/299 4.14G 0.01246 0.006528 0.0001095 51 640: 7%|▋ | 11/160 [00:27<07:22, 2.97s/it] 265/299 4.14G 0.01239 0.006408 0.000119 50 640: 7%|▋ | 11/160 [00:27<07:22, 2.97s/it] 265/299 4.14G 0.01239 0.006408 0.000119 50 640: 8%|▊ | 12/160 [00:27<05:15, 2.13s/it] 265/299 4.14G 0.0124 0.006515 0.0001132 69 640: 8%|▊ | 12/160 [00:27<05:15, 2.13s/it] 265/299 4.14G 0.0124 0.006515 0.0001132 69 640: 8%|▊ | 13/160 [00:27<03:48, 1.55s/it] 265/299 4.14G 0.0124 0.006801 0.0001074 88 640: 8%|▊ | 13/160 [00:28<03:48, 1.55s/it] 265/299 4.14G 0.0124 0.006801 0.0001074 88 640: 9%|▉ | 14/160 [00:28<02:47, 1.15s/it] 265/299 4.14G 0.01242 0.006929 0.0001026 63 640: 9%|▉ | 14/160 [00:28<02:47, 1.15s/it] 265/299 4.14G 0.01242 0.006929 0.0001026 63 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 265/299 4.14G 0.01241 0.006864 9.823e-05 45 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 265/299 4.14G 0.01241 0.006864 9.823e-05 45 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 265/299 4.14G 0.01236 0.006818 9.497e-05 46 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 265/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 821 0.697 0.647 0.646 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 266/299 4.14G 0.01154 0.006612 4.045e-05 58 640: 0%| | 0/160 [00:00<?, ?it/s] 266/299 4.14G 0.01154 0.006612 4.045e-05 58 640: 1%| | 1/160 [00:00<00:59, 2.65it/s] 266/299 4.14G 0.01137 0.00786 3.626e-05 74 640: 1%| | 1/160 [00:15<00:59, 2.65it/s] 266/299 4.14G 0.01137 0.00786 3.626e-05 74 640: 1%|▏ | 2/160 [00:15<24:07, 9.16s/it] 266/299 4.14G 0.01147 0.006976 3.529e-05 53 640: 1%|▏ | 2/160 [00:15<24:07, 9.16s/it] 266/299 4.14G 0.01147 0.006976 3.529e-05 53 640: 2%|▏ | 3/160 [00:15<13:19, 5.09s/it] 266/299 4.14G 0.0113 0.007214 3.47e-05 74 640: 2%|▏ | 3/160 [00:16<13:19, 5.09s/it] 266/299 4.14G 0.0113 0.007214 3.47e-05 74 640: 2%|▎ | 4/160 [00:16<08:14, 3.17s/it] 266/299 4.14G 0.01177 0.006935 3.549e-05 56 640: 2%|▎ | 4/160 [00:16<08:14, 3.17s/it] 266/299 4.14G 0.01177 0.006935 3.549e-05 56 640: 3%|▎ | 5/160 [00:16<05:26, 2.10s/it] 266/299 4.14G 0.01168 0.006819 3.509e-05 73 640: 3%|▎ | 5/160 [00:16<05:26, 2.10s/it] 266/299 4.14G 0.01168 0.006819 3.509e-05 73 640: 4%|▍ | 6/160 [00:16<03:45, 1.46s/it] 266/299 4.14G 0.01182 0.006805 0.0001214 57 640: 4%|▍ | 6/160 [00:16<03:45, 1.46s/it] 266/299 4.14G 0.01182 0.006805 0.0001214 57 640: 4%|▍ | 7/160 [00:16<02:43, 1.07s/it] 266/299 4.14G 0.01177 0.006658 0.0001101 65 640: 4%|▍ | 7/160 [00:17<02:43, 1.07s/it] 266/299 4.14G 0.01177 0.006658 0.0001101 65 640: 5%|▌ | 8/160 [00:17<02:00, 1.26it/s] 266/299 4.14G 0.01158 0.006323 0.0001631 43 640: 5%|▌ | 8/160 [00:17<02:00, 1.26it/s] 266/299 4.14G 0.01158 0.006323 0.0001631 43 640: 6%|▌ | 9/160 [00:17<01:32, 1.63it/s] 266/299 4.14G 0.01183 0.006292 0.0001498 48 640: 6%|▌ | 9/160 [00:28<01:32, 1.63it/s] 266/299 4.14G 0.01183 0.006292 0.0001498 48 640: 6%|▋ | 10/160 [00:28<09:46, 3.91s/it] 266/299 4.14G 0.01169 0.006332 0.0001399 54 640: 6%|▋ | 10/160 [00:28<09:46, 3.91s/it] 266/299 4.14G 0.01169 0.006332 0.0001399 54 640: 7%|▋ | 11/160 [00:28<06:55, 2.79s/it] 266/299 4.14G 0.01171 0.00632 0.0001311 60 640: 7%|▋ | 11/160 [00:29<06:55, 2.79s/it] 266/299 4.14G 0.01171 0.00632 0.0001311 60 640: 8%|▊ | 12/160 [00:29<04:57, 2.01s/it] 266/299 4.14G 0.01174 0.006193 0.000124 41 640: 8%|▊ | 12/160 [00:29<04:57, 2.01s/it] 266/299 4.14G 0.01174 0.006193 0.000124 41 640: 8%|▊ | 13/160 [00:29<03:35, 1.46s/it] 266/299 4.14G 0.01192 0.006277 0.0001177 65 640: 8%|▊ | 13/160 [00:29<03:35, 1.46s/it] 266/299 4.14G 0.01192 0.006277 0.0001177 65 640: 9%|▉ | 14/160 [00:29<02:38, 1.09s/it] 266/299 4.14G 0.01182 0.006268 0.0001117 57 640: 9%|▉ | 14/160 [00:29<02:38, 1.09s/it] 266/299 4.14G 0.01182 0.006268 0.0001117 57 640: 9%|▉ | 15/160 [00:29<02:01, 1.20it/s] 266/299 4.14G 0.01189 0.006318 0.0001121 57 640: 9%|▉ | 15/160 [00:29<02:01, 1.20it/s] 266/299 4.14G 0.01189 0.006318 0.0001121 57 640: 10%|█ | 16/160 [00:29<01:33, 1.54it/s] 266/299 4.14G 0.01182 0.006293 0.0001075 58 640: 10%|█ | 16/160 [00:30<01:33, 1.54it/s] 266/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s]
all 340 822 0.69 0.649 0.645 0.403
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 267/299 4.14G 0.01247 0.007842 5.669e-05 83 640: 0%| | 0/160 [00:00<?, ?it/s] 267/299 4.14G 0.01247 0.007842 5.669e-05 83 640: 1%| | 1/160 [00:00<00:48, 3.30it/s] 267/299 4.14G 0.01204 0.007429 4.365e-05 62 640: 1%| | 1/160 [00:14<00:48, 3.30it/s] 267/299 4.14G 0.01204 0.007429 4.365e-05 62 640: 1%|▏ | 2/160 [00:14<22:31, 8.56s/it] 267/299 4.14G 0.01166 0.0071 4.284e-05 70 640: 1%|▏ | 2/160 [00:14<22:31, 8.56s/it] 267/299 4.14G 0.01166 0.0071 4.284e-05 70 640: 2%|▏ | 3/160 [00:14<12:28, 4.77s/it] 267/299 4.14G 0.0124 0.007098 5.513e-05 78 640: 2%|▏ | 3/160 [00:15<12:28, 4.77s/it] 267/299 4.14G 0.0124 0.007098 5.513e-05 78 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 267/299 4.14G 0.01218 0.00691 5.038e-05 66 640: 2%|▎ | 4/160 [00:15<07:43, 2.97s/it] 267/299 4.14G 0.01218 0.00691 5.038e-05 66 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 267/299 4.14G 0.01197 0.006614 4.854e-05 56 640: 3%|▎ | 5/160 [00:15<05:06, 1.98s/it] 267/299 4.14G 0.01197 0.006614 4.854e-05 56 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 267/299 4.14G 0.01209 0.006983 4.66e-05 86 640: 4%|▍ | 6/160 [00:15<03:32, 1.38s/it] 267/299 4.14G 0.01209 0.006983 4.66e-05 86 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 267/299 4.14G 0.01203 0.006824 4.464e-05 56 640: 4%|▍ | 7/160 [00:16<02:34, 1.01s/it] 267/299 4.14G 0.01203 0.006824 4.464e-05 56 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 267/299 4.14G 0.01194 0.006782 4.251e-05 63 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 267/299 4.14G 0.01194 0.006782 4.251e-05 63 640: 6%|▌ | 9/160 [00:16<01:30, 1.66it/s] 267/299 4.14G 0.01199 0.006753 4.334e-05 56 640: 6%|▌ | 9/160 [00:27<01:30, 1.66it/s] 267/299 4.14G 0.01199 0.006753 4.334e-05 56 640: 6%|▋ | 10/160 [00:27<09:59, 4.00s/it] 267/299 4.14G 0.01188 0.006687 4.494e-05 62 640: 6%|▋ | 10/160 [00:28<09:59, 4.00s/it] 267/299 4.14G 0.01188 0.006687 4.494e-05 62 640: 7%|▋ | 11/160 [00:28<07:04, 2.85s/it] 267/299 4.14G 0.01169 0.006597 4.35e-05 63 640: 7%|▋ | 11/160 [00:28<07:04, 2.85s/it] 267/299 4.14G 0.01169 0.006597 4.35e-05 63 640: 8%|▊ | 12/160 [00:28<05:03, 2.05s/it] 267/299 4.14G 0.01172 0.006548 4.234e-05 58 640: 8%|▊ | 12/160 [00:28<05:03, 2.05s/it] 267/299 4.14G 0.01172 0.006548 4.234e-05 58 640: 8%|▊ | 13/160 [00:28<03:39, 1.49s/it] 267/299 4.14G 0.01173 0.006535 4.168e-05 62 640: 8%|▊ | 13/160 [00:28<03:39, 1.49s/it] 267/299 4.14G 0.01173 0.006535 4.168e-05 62 640: 9%|▉ | 14/160 [00:28<02:41, 1.11s/it] 267/299 4.14G 0.01174 0.006454 4.064e-05 56 640: 9%|▉ | 14/160 [00:29<02:41, 1.11s/it] 267/299 4.14G 0.01174 0.006454 4.064e-05 56 640: 9%|▉ | 15/160 [00:29<02:03, 1.18it/s] 267/299 4.14G 0.01181 0.006432 4.127e-05 61 640: 9%|▉ | 15/160 [00:29<02:03, 1.18it/s] 267/299 4.14G 0.01181 0.006432 4.127e-05 61 640: 10%|█ | 16/160 [00:29<01:34, 1.52it/s] 267/299 4.14G 0.01189 0.006453 4.063e-05 64 640: 10%|█ | 16/160 [00:29<01:34, 1.52it/s] 267/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 822 0.686 0.65 0.645 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 268/299 4.14G 0.009923 0.006947 3.887e-05 66 640: 0%| | 0/160 [00:00<?, ?it/s] 268/299 4.14G 0.009923 0.006947 3.887e-05 66 640: 1%| | 1/160 [00:00<00:51, 3.09it/s] 268/299 4.14G 0.011 0.006857 3.682e-05 56 640: 1%| | 1/160 [00:13<00:51, 3.09it/s] 268/299 4.14G 0.011 0.006857 3.682e-05 56 640: 1%|▏ | 2/160 [00:13<21:24, 8.13s/it] 268/299 4.14G 0.01066 0.006692 3.356e-05 76 640: 1%|▏ | 2/160 [00:14<21:24, 8.13s/it] 268/299 4.14G 0.01066 0.006692 3.356e-05 76 640: 2%|▏ | 3/160 [00:14<11:52, 4.54s/it] 268/299 4.14G 0.01087 0.006637 3.428e-05 54 640: 2%|▏ | 3/160 [00:14<11:52, 4.54s/it] 268/299 4.14G 0.01087 0.006637 3.428e-05 54 640: 2%|▎ | 4/160 [00:14<07:21, 2.83s/it] 268/299 4.14G 0.01145 0.006442 3.396e-05 52 640: 2%|▎ | 4/160 [00:14<07:21, 2.83s/it] 268/299 4.14G 0.01145 0.006442 3.396e-05 52 640: 3%|▎ | 5/160 [00:14<04:52, 1.89s/it] 268/299 4.14G 0.01143 0.00622 3.217e-05 50 640: 3%|▎ | 5/160 [00:14<04:52, 1.89s/it] 268/299 4.14G 0.01143 0.00622 3.217e-05 50 640: 4%|▍ | 6/160 [00:14<03:23, 1.32s/it] 268/299 4.14G 0.01156 0.006457 3.235e-05 94 640: 4%|▍ | 6/160 [00:15<03:23, 1.32s/it] 268/299 4.14G 0.01156 0.006457 3.235e-05 94 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 268/299 4.14G 0.01164 0.006649 3.171e-05 69 640: 4%|▍ | 7/160 [00:15<02:28, 1.03it/s] 268/299 4.14G 0.01164 0.006649 3.171e-05 69 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 268/299 4.14G 0.01173 0.006994 3.126e-05 98 640: 5%|▌ | 8/160 [00:15<01:51, 1.37it/s] 268/299 4.14G 0.01173 0.006994 3.126e-05 98 640: 6%|▌ | 9/160 [00:15<01:25, 1.76it/s] 268/299 4.14G 0.01192 0.006987 3.099e-05 50 640: 6%|▌ | 9/160 [00:31<01:25, 1.76it/s] 268/299 4.14G 0.01192 0.006987 3.099e-05 50 640: 6%|▋ | 10/160 [00:31<12:56, 5.18s/it] 268/299 4.14G 0.01207 0.006932 3.189e-05 47 640: 6%|▋ | 10/160 [00:31<12:56, 5.18s/it] 268/299 4.14G 0.01207 0.006932 3.189e-05 47 640: 7%|▋ | 11/160 [00:31<09:06, 3.67s/it] 268/299 4.14G 0.01208 0.007042 3.155e-05 82 640: 7%|▋ | 11/160 [00:31<09:06, 3.67s/it] 268/299 4.14G 0.01208 0.007042 3.155e-05 82 640: 8%|▊ | 12/160 [00:31<06:27, 2.62s/it] 268/299 4.14G 0.01228 0.007066 3.177e-05 78 640: 8%|▊ | 12/160 [00:31<06:27, 2.62s/it] 268/299 4.14G 0.01228 0.007066 3.177e-05 78 640: 8%|▊ | 13/160 [00:31<04:38, 1.89s/it] 268/299 4.14G 0.01229 0.007165 3.253e-05 89 640: 8%|▊ | 13/160 [00:31<04:38, 1.89s/it] 268/299 4.14G 0.01229 0.007165 3.253e-05 89 640: 9%|▉ | 14/160 [00:31<03:22, 1.38s/it] 268/299 4.14G 0.01211 0.007035 3.222e-05 55 640: 9%|▉ | 14/160 [00:32<03:22, 1.38s/it] 268/299 4.14G 0.01211 0.007035 3.222e-05 55 640: 9%|▉ | 15/160 [00:32<02:32, 1.05s/it] 268/299 4.14G 0.01216 0.007042 3.202e-05 56 640: 9%|▉ | 15/160 [00:32<02:32, 1.05s/it] 268/299 4.14G 0.01216 0.007042 3.202e-05 56 640: 10%|█ | 16/160 [00:32<01:54, 1.25it/s] 268/299 4.14G 0.0122 0.007002 4.196e-05 64 640: 10%|█ | 16/160 [00:32<01:54, 1.25it/s] 268/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.30it/s]
all 340 822 0.697 0.63 0.646 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 269/299 4.14G 0.01151 0.004762 2.332e-05 44 640: 0%| | 0/160 [00:00<?, ?it/s] 269/299 4.14G 0.01151 0.004762 2.332e-05 44 640: 1%| | 1/160 [00:00<00:48, 3.27it/s] 269/299 4.14G 0.01125 0.005134 9.643e-05 61 640: 1%| | 1/160 [00:15<00:48, 3.27it/s] 269/299 4.14G 0.01125 0.005134 9.643e-05 61 640: 1%|▏ | 2/160 [00:15<23:57, 9.10s/it] 269/299 4.14G 0.0111 0.005566 7.873e-05 67 640: 1%|▏ | 2/160 [00:15<23:57, 9.10s/it] 269/299 4.14G 0.0111 0.005566 7.873e-05 67 640: 2%|▏ | 3/160 [00:15<13:14, 5.06s/it] 269/299 4.14G 0.01123 0.005718 6.643e-05 70 640: 2%|▏ | 3/160 [00:16<13:14, 5.06s/it] 269/299 4.14G 0.01123 0.005718 6.643e-05 70 640: 2%|▎ | 4/160 [00:16<08:11, 3.15s/it] 269/299 4.14G 0.01165 0.006638 5.85e-05 93 640: 2%|▎ | 4/160 [00:16<08:11, 3.15s/it] 269/299 4.14G 0.01165 0.006638 5.85e-05 93 640: 3%|▎ | 5/160 [00:16<05:24, 2.09s/it] 269/299 4.14G 0.01202 0.006319 5.552e-05 37 640: 3%|▎ | 5/160 [00:16<05:24, 2.09s/it] 269/299 4.14G 0.01202 0.006319 5.552e-05 37 640: 4%|▍ | 6/160 [00:16<03:43, 1.45s/it] 269/299 4.14G 0.01197 0.006143 5.203e-05 55 640: 4%|▍ | 6/160 [00:16<03:43, 1.45s/it] 269/299 4.14G 0.01197 0.006143 5.203e-05 55 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 269/299 4.14G 0.01205 0.006599 4.91e-05 90 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 269/299 4.14G 0.01205 0.006599 4.91e-05 90 640: 5%|▌ | 8/160 [00:16<02:00, 1.26it/s] 269/299 4.14G 0.01225 0.006838 4.717e-05 71 640: 5%|▌ | 8/160 [00:17<02:00, 1.26it/s] 269/299 4.14G 0.01225 0.006838 4.717e-05 71 640: 6%|▌ | 9/160 [00:17<01:32, 1.64it/s] 269/299 4.14G 0.01202 0.006794 4.503e-05 73 640: 6%|▌ | 9/160 [00:32<01:32, 1.64it/s] 269/299 4.14G 0.01202 0.006794 4.503e-05 73 640: 6%|▋ | 10/160 [00:32<12:31, 5.01s/it] 269/299 4.14G 0.01199 0.006539 4.354e-05 44 640: 6%|▋ | 10/160 [00:32<12:31, 5.01s/it] 269/299 4.14G 0.01199 0.006539 4.354e-05 44 640: 7%|▋ | 11/160 [00:32<08:49, 3.55s/it] 269/299 4.14G 0.01196 0.006539 4.25e-05 43 640: 7%|▋ | 11/160 [00:32<08:49, 3.55s/it] 269/299 4.14G 0.01196 0.006539 4.25e-05 43 640: 8%|▊ | 12/160 [00:32<06:15, 2.54s/it] 269/299 4.14G 0.01192 0.006578 4.163e-05 66 640: 8%|▊ | 12/160 [00:32<06:15, 2.54s/it] 269/299 4.14G 0.01192 0.006578 4.163e-05 66 640: 8%|▊ | 13/160 [00:32<04:29, 1.83s/it] 269/299 4.14G 0.01224 0.006605 4.044e-05 66 640: 8%|▊ | 13/160 [00:32<04:29, 1.83s/it] 269/299 4.14G 0.01224 0.006605 4.044e-05 66 640: 9%|▉ | 14/160 [00:32<03:15, 1.34s/it] 269/299 4.14G 0.01211 0.006474 3.928e-05 38 640: 9%|▉ | 14/160 [00:33<03:15, 1.34s/it] 269/299 4.14G 0.01211 0.006474 3.928e-05 38 640: 9%|▉ | 15/160 [00:33<02:26, 1.01s/it] 269/299 4.14G 0.01213 0.006388 3.9e-05 47 640: 9%|▉ | 15/160 [00:33<02:26, 1.01s/it] 269/299 4.14G 0.01213 0.006388 3.9e-05 47 640: 10%|█ | 16/160 [00:33<01:51, 1.30it/s] 269/299 4.14G 0.01207 0.006314 3.841e-05 46 640: 10%|█ | 16/160 [00:33<01:51, 1.30it/s] 269/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 822 0.694 0.634 0.647 0.405
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 270/299 4.14G 0.01092 0.006277 3.241e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 270/299 4.14G 0.01092 0.006277 3.241e-05 59 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 270/299 4.14G 0.01141 0.006227 3.272e-05 56 640: 1%| | 1/160 [00:13<00:49, 3.19it/s] 270/299 4.14G 0.01141 0.006227 3.272e-05 56 640: 1%|▏ | 2/160 [00:13<21:00, 7.98s/it] 270/299 4.14G 0.01146 0.006278 3.296e-05 59 640: 1%|▏ | 2/160 [00:13<21:00, 7.98s/it] 270/299 4.14G 0.01146 0.006278 3.296e-05 59 640: 2%|▏ | 3/160 [00:13<11:38, 4.45s/it] 270/299 4.14G 0.0117 0.006626 3.202e-05 71 640: 2%|▏ | 3/160 [00:14<11:38, 4.45s/it] 270/299 4.14G 0.0117 0.006626 3.202e-05 71 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 270/299 4.14G 0.01205 0.006655 3.195e-05 65 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 270/299 4.14G 0.01205 0.006655 3.195e-05 65 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 270/299 4.14G 0.0117 0.006706 3.11e-05 77 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 270/299 4.14G 0.0117 0.006706 3.11e-05 77 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 270/299 4.14G 0.0118 0.006615 3.226e-05 55 640: 4%|▍ | 6/160 [00:14<03:20, 1.30s/it] 270/299 4.14G 0.0118 0.006615 3.226e-05 55 640: 4%|▍ | 7/160 [00:14<02:26, 1.04it/s] 270/299 4.14G 0.01183 0.006744 3.278e-05 59 640: 4%|▍ | 7/160 [00:15<02:26, 1.04it/s] 270/299 4.14G 0.01183 0.006744 3.278e-05 59 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 270/299 4.14G 0.01164 0.00674 3.382e-05 64 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 270/299 4.14G 0.01164 0.00674 3.382e-05 64 640: 6%|▌ | 9/160 [00:15<01:25, 1.77it/s] 270/299 4.14G 0.01164 0.006723 3.497e-05 55 640: 6%|▌ | 9/160 [00:29<01:25, 1.77it/s] 270/299 4.14G 0.01164 0.006723 3.497e-05 55 640: 6%|▋ | 10/160 [00:29<12:13, 4.89s/it] 270/299 4.14G 0.01179 0.006801 3.432e-05 64 640: 6%|▋ | 10/160 [00:30<12:13, 4.89s/it] 270/299 4.14G 0.01179 0.006801 3.432e-05 64 640: 7%|▋ | 11/160 [00:30<08:36, 3.47s/it] 270/299 4.14G 0.01175 0.006789 3.498e-05 65 640: 7%|▋ | 11/160 [00:30<08:36, 3.47s/it] 270/299 4.14G 0.01175 0.006789 3.498e-05 65 640: 8%|▊ | 12/160 [00:30<06:06, 2.48s/it] 270/299 4.14G 0.01175 0.006751 3.482e-05 53 640: 8%|▊ | 12/160 [00:30<06:06, 2.48s/it] 270/299 4.14G 0.01175 0.006751 3.482e-05 53 640: 8%|▊ | 13/160 [00:30<04:23, 1.79s/it] 270/299 4.14G 0.01179 0.006685 3.541e-05 53 640: 8%|▊ | 13/160 [00:30<04:23, 1.79s/it] 270/299 4.14G 0.01179 0.006685 3.541e-05 53 640: 9%|▉ | 14/160 [00:30<03:11, 1.31s/it] 270/299 4.14G 0.01182 0.006638 3.489e-05 68 640: 9%|▉ | 14/160 [00:30<03:11, 1.31s/it] 270/299 4.14G 0.01182 0.006638 3.489e-05 68 640: 9%|▉ | 15/160 [00:30<02:23, 1.01it/s] 270/299 4.14G 0.0119 0.006669 3.451e-05 79 640: 9%|▉ | 15/160 [00:31<02:23, 1.01it/s] 270/299 4.14G 0.0119 0.006669 3.451e-05 79 640: 10%|█ | 16/160 [00:31<01:49, 1.32it/s] 270/299 4.14G 0.01187 0.00669 3.383e-05 77 640: 10%|█ | 16/160 [00:31<01:49, 1.32it/s] 270/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 820 0.695 0.643 0.648 0.406
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 271/299 4.14G 0.01213 0.007596 2.874e-05 61 640: 0%| | 0/160 [00:00<?, ?it/s] 271/299 4.14G 0.01213 0.007596 2.874e-05 61 640: 1%| | 1/160 [00:00<00:39, 3.99it/s] 271/299 4.14G 0.01177 0.007779 3.276e-05 87 640: 1%| | 1/160 [00:14<00:39, 3.99it/s] 271/299 4.14G 0.01177 0.007779 3.276e-05 87 640: 1%|▏ | 2/160 [00:14<21:42, 8.24s/it] 271/299 4.14G 0.01136 0.007129 3.08e-05 65 640: 1%|▏ | 2/160 [00:14<21:42, 8.24s/it] 271/299 4.14G 0.01136 0.007129 3.08e-05 65 640: 2%|▏ | 3/160 [00:14<12:01, 4.59s/it] 271/299 4.14G 0.01136 0.006527 2.918e-05 38 640: 2%|▏ | 3/160 [00:14<12:01, 4.59s/it] 271/299 4.14G 0.01136 0.006527 2.918e-05 38 640: 2%|▎ | 4/160 [00:14<07:26, 2.87s/it] 271/299 4.14G 0.0115 0.006244 2.835e-05 54 640: 2%|▎ | 4/160 [00:14<07:26, 2.87s/it] 271/299 4.14G 0.0115 0.006244 2.835e-05 54 640: 3%|▎ | 5/160 [00:14<04:55, 1.91s/it] 271/299 4.14G 0.01142 0.006273 2.904e-05 59 640: 3%|▎ | 5/160 [00:14<04:55, 1.91s/it] 271/299 4.14G 0.01142 0.006273 2.904e-05 59 640: 4%|▍ | 6/160 [00:14<03:25, 1.33s/it] 271/299 4.14G 0.01139 0.00645 3.36e-05 75 640: 4%|▍ | 6/160 [00:15<03:25, 1.33s/it] 271/299 4.14G 0.01139 0.00645 3.36e-05 75 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 271/299 4.14G 0.01145 0.006572 3.261e-05 67 640: 4%|▍ | 7/160 [00:15<02:29, 1.02it/s] 271/299 4.14G 0.01145 0.006572 3.261e-05 67 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 271/299 4.14G 0.01151 0.006492 3.337e-05 47 640: 5%|▌ | 8/160 [00:15<01:51, 1.36it/s] 271/299 4.14G 0.01151 0.006492 3.337e-05 47 640: 6%|▌ | 9/160 [00:15<01:26, 1.74it/s] 271/299 4.14G 0.01159 0.006566 3.64e-05 59 640: 6%|▌ | 9/160 [00:28<01:26, 1.74it/s] 271/299 4.14G 0.01159 0.006566 3.64e-05 59 640: 6%|▋ | 10/160 [00:28<11:13, 4.49s/it] 271/299 4.14G 0.01161 0.00656 3.545e-05 71 640: 6%|▋ | 10/160 [00:29<11:13, 4.49s/it] 271/299 4.14G 0.01161 0.00656 3.545e-05 71 640: 7%|▋ | 11/160 [00:29<07:55, 3.19s/it] 271/299 4.14G 0.01151 0.006626 3.48e-05 90 640: 7%|▋ | 11/160 [00:29<07:55, 3.19s/it] 271/299 4.14G 0.01151 0.006626 3.48e-05 90 640: 8%|▊ | 12/160 [00:29<05:37, 2.28s/it] 271/299 4.14G 0.0114 0.00657 3.42e-05 53 640: 8%|▊ | 12/160 [00:29<05:37, 2.28s/it] 271/299 4.14G 0.0114 0.00657 3.42e-05 53 640: 8%|▊ | 13/160 [00:29<04:03, 1.66s/it] 271/299 4.14G 0.01148 0.006675 3.356e-05 92 640: 8%|▊ | 13/160 [00:29<04:03, 1.66s/it] 271/299 4.14G 0.01148 0.006675 3.356e-05 92 640: 9%|▉ | 14/160 [00:29<02:58, 1.22s/it] 271/299 4.14G 0.01145 0.00679 3.297e-05 60 640: 9%|▉ | 14/160 [00:30<02:58, 1.22s/it] 271/299 4.14G 0.01145 0.00679 3.297e-05 60 640: 9%|▉ | 15/160 [00:30<02:13, 1.08it/s] 271/299 4.14G 0.01148 0.006786 3.277e-05 76 640: 9%|▉ | 15/160 [00:30<02:13, 1.08it/s] 271/299 4.14G 0.01148 0.006786 3.277e-05 76 640: 10%|█ | 16/160 [00:30<01:42, 1.41it/s] 271/299 4.14G 0.01145 0.006672 3.33e-05 56 640: 10%|█ | 16/160 [00:30<01:42, 1.41it/s] 271/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 819 0.7 0.641 0.647 0.406
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 272/299 4.14G 0.01125 0.007535 3.066e-05 70 640: 0%| | 0/160 [00:00<?, ?it/s] 272/299 4.14G 0.01125 0.007535 3.066e-05 70 640: 1%| | 1/160 [00:00<00:44, 3.54it/s] 272/299 4.14G 0.0112 0.006974 2.49e-05 58 640: 1%| | 1/160 [00:13<00:44, 3.54it/s] 272/299 4.14G 0.0112 0.006974 2.49e-05 58 640: 1%|▏ | 2/160 [00:13<20:58, 7.97s/it] 272/299 4.14G 0.01119 0.006881 2.671e-05 67 640: 1%|▏ | 2/160 [00:13<20:58, 7.97s/it] 272/299 4.14G 0.01119 0.006881 2.671e-05 67 640: 2%|▏ | 3/160 [00:13<11:37, 4.45s/it] 272/299 4.14G 0.01114 0.006511 2.678e-05 52 640: 2%|▏ | 3/160 [00:14<11:37, 4.45s/it] 272/299 4.14G 0.01114 0.006511 2.678e-05 52 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 272/299 4.14G 0.01108 0.006658 2.673e-05 79 640: 2%|▎ | 4/160 [00:14<07:12, 2.77s/it] 272/299 4.14G 0.01108 0.006658 2.673e-05 79 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 272/299 4.14G 0.01147 0.006446 3.688e-05 48 640: 3%|▎ | 5/160 [00:14<04:47, 1.85s/it] 272/299 4.14G 0.01147 0.006446 3.688e-05 48 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 272/299 4.14G 0.01146 0.006394 3.87e-05 55 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 272/299 4.14G 0.01146 0.006394 3.87e-05 55 640: 4%|▍ | 7/160 [00:14<02:26, 1.05it/s] 272/299 4.14G 0.01156 0.006471 3.89e-05 74 640: 4%|▍ | 7/160 [00:14<02:26, 1.05it/s] 272/299 4.14G 0.01156 0.006471 3.89e-05 74 640: 5%|▌ | 8/160 [00:14<01:49, 1.39it/s] 272/299 4.14G 0.01154 0.006462 3.918e-05 58 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 272/299 4.14G 0.01154 0.006462 3.918e-05 58 640: 6%|▌ | 9/160 [00:15<01:24, 1.78it/s] 272/299 4.14G 0.01133 0.006182 3.793e-05 48 640: 6%|▌ | 9/160 [00:30<01:24, 1.78it/s] 272/299 4.14G 0.01133 0.006182 3.793e-05 48 640: 6%|▋ | 10/160 [00:30<12:23, 4.96s/it] 272/299 4.14G 0.01157 0.006308 6.156e-05 83 640: 6%|▋ | 10/160 [00:30<12:23, 4.96s/it] 272/299 4.14G 0.01157 0.006308 6.156e-05 83 640: 7%|▋ | 11/160 [00:30<08:43, 3.52s/it] 272/299 4.14G 0.01157 0.006322 5.841e-05 53 640: 7%|▋ | 11/160 [00:30<08:43, 3.52s/it] 272/299 4.14G 0.01157 0.006322 5.841e-05 53 640: 8%|▊ | 12/160 [00:30<06:11, 2.51s/it] 272/299 4.14G 0.01163 0.006426 5.638e-05 64 640: 8%|▊ | 12/160 [00:30<06:11, 2.51s/it] 272/299 4.14G 0.01163 0.006426 5.638e-05 64 640: 8%|▊ | 13/160 [00:30<04:26, 1.81s/it] 272/299 4.14G 0.0116 0.00653 5.427e-05 69 640: 8%|▊ | 13/160 [00:30<04:26, 1.81s/it] 272/299 4.14G 0.0116 0.00653 5.427e-05 69 640: 9%|▉ | 14/160 [00:30<03:14, 1.33s/it] 272/299 4.14G 0.01159 0.006541 5.233e-05 58 640: 9%|▉ | 14/160 [00:31<03:14, 1.33s/it] 272/299 4.14G 0.01159 0.006541 5.233e-05 58 640: 9%|▉ | 15/160 [00:31<02:25, 1.00s/it] 272/299 4.14G 0.01163 0.006579 5.076e-05 77 640: 9%|▉ | 15/160 [00:31<02:25, 1.00s/it] 272/299 4.14G 0.01163 0.006579 5.076e-05 77 640: 10%|█ | 16/160 [00:31<01:50, 1.31it/s] 272/299 4.14G 0.01172 0.00654 5.093e-05 50 640: 10%|█ | 16/160 [00:31<01:50, 1.31it/s] 272/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 819 0.703 0.643 0.648 0.408
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 273/299 4.14G 0.01414 0.006761 3.876e-05 79 640: 0%| | 0/160 [00:00<?, ?it/s] 273/299 4.14G 0.01414 0.006761 3.876e-05 79 640: 1%| | 1/160 [00:00<00:53, 3.00it/s] 273/299 4.14G 0.01261 0.006172 3.414e-05 54 640: 1%| | 1/160 [00:14<00:53, 3.00it/s] 273/299 4.14G 0.01261 0.006172 3.414e-05 54 640: 1%|▏ | 2/160 [00:14<22:26, 8.52s/it] 273/299 4.14G 0.01228 0.005907 3.197e-05 58 640: 1%|▏ | 2/160 [00:14<22:26, 8.52s/it] 273/299 4.14G 0.01228 0.005907 3.197e-05 58 640: 2%|▏ | 3/160 [00:14<12:25, 4.75s/it] 273/299 4.14G 0.01261 0.00583 0.0001625 43 640: 2%|▏ | 3/160 [00:15<12:25, 4.75s/it] 273/299 4.14G 0.01261 0.00583 0.0001625 43 640: 2%|▎ | 4/160 [00:15<07:41, 2.96s/it] 273/299 4.14G 0.01252 0.005922 0.0001412 61 640: 2%|▎ | 4/160 [00:15<07:41, 2.96s/it] 273/299 4.14G 0.01252 0.005922 0.0001412 61 640: 3%|▎ | 5/160 [00:15<05:05, 1.97s/it] 273/299 4.14G 0.01247 0.006287 0.0001226 75 640: 3%|▎ | 5/160 [00:15<05:05, 1.97s/it] 273/299 4.14G 0.01247 0.006287 0.0001226 75 640: 4%|▍ | 6/160 [00:15<03:31, 1.37s/it] 273/299 4.14G 0.01239 0.006322 0.0001097 56 640: 4%|▍ | 6/160 [00:15<03:31, 1.37s/it] 273/299 4.14G 0.01239 0.006322 0.0001097 56 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 273/299 4.14G 0.0124 0.006297 0.0001027 62 640: 4%|▍ | 7/160 [00:15<02:34, 1.01s/it] 273/299 4.14G 0.0124 0.006297 0.0001027 62 640: 5%|▌ | 8/160 [00:15<01:55, 1.32it/s] 273/299 4.14G 0.01213 0.006184 9.467e-05 55 640: 5%|▌ | 8/160 [00:16<01:55, 1.32it/s] 273/299 4.14G 0.01213 0.006184 9.467e-05 55 640: 6%|▌ | 9/160 [00:16<01:28, 1.70it/s] 273/299 4.14G 0.01202 0.006094 8.774e-05 43 640: 6%|▌ | 9/160 [00:28<01:28, 1.70it/s] 273/299 4.14G 0.01202 0.006094 8.774e-05 43 640: 6%|▋ | 10/160 [00:28<10:12, 4.08s/it] 273/299 4.14G 0.01192 0.006221 8.25e-05 74 640: 6%|▋ | 10/160 [00:28<10:12, 4.08s/it] 273/299 4.14G 0.01192 0.006221 8.25e-05 74 640: 7%|▋ | 11/160 [00:28<07:13, 2.91s/it] 273/299 4.14G 0.01203 0.006301 7.794e-05 73 640: 7%|▋ | 11/160 [00:28<07:13, 2.91s/it] 273/299 4.14G 0.01203 0.006301 7.794e-05 73 640: 8%|▊ | 12/160 [00:28<05:08, 2.09s/it] 273/299 4.14G 0.01203 0.006259 7.442e-05 55 640: 8%|▊ | 12/160 [00:28<05:08, 2.09s/it] 273/299 4.14G 0.01203 0.006259 7.442e-05 55 640: 8%|▊ | 13/160 [00:28<03:43, 1.52s/it] 273/299 4.14G 0.01204 0.006119 7.123e-05 44 640: 8%|▊ | 13/160 [00:28<03:43, 1.52s/it] 273/299 4.14G 0.01204 0.006119 7.123e-05 44 640: 9%|▉ | 14/160 [00:28<02:44, 1.12s/it] 273/299 4.14G 0.01206 0.006191 6.783e-05 66 640: 9%|▉ | 14/160 [00:29<02:44, 1.12s/it] 273/299 4.14G 0.01206 0.006191 6.783e-05 66 640: 9%|▉ | 15/160 [00:29<02:04, 1.17it/s] 273/299 4.14G 0.01204 0.006094 6.51e-05 39 640: 9%|▉ | 15/160 [00:29<02:04, 1.17it/s] 273/299 4.14G 0.01204 0.006094 6.51e-05 39 640: 10%|█ | 16/160 [00:29<01:35, 1.51it/s] 273/299 4.14G 0.01201 0.006098 6.284e-05 60 640: 10%|█ | 16/160 [00:29<01:35, 1.51it/s] 273/299 4.14G 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s]
all 340 817 0.701 0.634 0.647 0.408
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 274/299 4.14G 0.01056 0.00584 2.357e-05 72 640: 0%| | 0/160 [00:00<?, ?it/s] 274/299 4.14G 0.01056 0.00584 2.357e-05 72 640: 1%| | 1/160 [00:00<00:45, 3.48it/s] 274/299 4.14G 0.01165 0.006468 3.524e-05 68 640: 1%| | 1/160 [00:15<00:45, 3.48it/s] 274/299 4.14G 0.01165 0.006468 3.524e-05 68 640: 1%|▏ | 2/160 [00:15<23:50, 9.05s/it] 274/299 4.14G 0.01142 0.006634 3.093e-05 54 640: 1%|▏ | 2/160 [00:15<23:50, 9.05s/it] 274/299 4.14G 0.01142 0.006634 3.093e-05 54 640: 2%|▏ | 3/160 [00:15<13:10, 5.04s/it] 274/299 4.14G 0.01114 0.006494 2.996e-05 57 640: 2%|▏ | 3/160 [00:15<13:10, 5.04s/it] 274/299 4.14G 0.01114 0.006494 2.996e-05 57 640: 2%|▎ | 4/160 [00:15<08:08, 3.13s/it] 274/299 4.14G 0.01174 0.006773 2.957e-05 86 640: 2%|▎ | 4/160 [00:16<08:08, 3.13s/it] 274/299 4.14G 0.01174 0.006773 2.957e-05 86 640: 3%|▎ | 5/160 [00:16<05:22, 2.08s/it] 274/299 4.14G 0.01187 0.007038 2.92e-05 71 640: 3%|▎ | 5/160 [00:16<05:22, 2.08s/it] 274/299 4.14G 0.01187 0.007038 2.92e-05 71 640: 4%|▍ | 6/160 [00:16<03:42, 1.45s/it] 274/299 4.14G 0.01185 0.006511 5.371e-05 42 640: 4%|▍ | 6/160 [00:16<03:42, 1.45s/it] 274/299 4.14G 0.01185 0.006511 5.371e-05 42 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 274/299 4.14G 0.01183 0.006724 4.994e-05 80 640: 4%|▍ | 7/160 [00:16<02:42, 1.06s/it] 274/299 4.14G 0.01183 0.006724 4.994e-05 80 640: 5%|▌ | 8/160 [00:16<02:00, 1.27it/s] 274/299 4.14G 0.0117 0.006523 4.732e-05 45 640: 5%|▌ | 8/160 [00:17<02:00, 1.27it/s] 274/299 4.14G 0.0117 0.006523 4.732e-05 45 640: 6%|▌ | 9/160 [00:17<01:32, 1.63it/s] 274/299 4.14G 0.01171 0.006505 7.24e-05 68 640: 6%|▌ | 9/160 [00:28<01:32, 1.63it/s] 274/299 4.14G 0.01171 0.006505 7.24e-05 68 640: 6%|▋ | 10/160 [00:28<10:08, 4.06s/it] 274/299 4.14G 0.0117 0.006517 6.84e-05 61 640: 6%|▋ | 10/160 [00:29<10:08, 4.06s/it] 274/299 4.14G 0.0117 0.006517 6.84e-05 61 640: 7%|▋ | 11/160 [00:29<07:11, 2.89s/it] 274/299 4.14G 0.01171 0.006547 6.502e-05 74 640: 7%|▋ | 11/160 [00:29<07:11, 2.89s/it] 274/299 4.14G 0.01171 0.006547 6.502e-05 74 640: 8%|▊ | 12/160 [00:29<05:07, 2.08s/it] 274/299 4.14G 0.01164 0.006431 6.648e-05 49 640: 8%|▊ | 12/160 [00:29<05:07, 2.08s/it] 274/299 4.14G 0.01164 0.006431 6.648e-05 49 640: 8%|▊ | 13/160 [00:29<03:42, 1.51s/it] 274/299 4.14G 0.01181 0.006569 6.374e-05 75 640: 8%|▊ | 13/160 [00:29<03:42, 1.51s/it] 274/299 4.14G 0.01181 0.006569 6.374e-05 75 640: 9%|▉ | 14/160 [00:29<02:43, 1.12s/it] 274/299 4.14G 0.01181 0.00667 6.133e-05 77 640: 9%|▉ | 14/160 [00:30<02:43, 1.12s/it] 274/299 4.14G 0.01181 0.00667 6.133e-05 77 640: 9%|▉ | 15/160 [00:30<02:04, 1.16it/s] 274/299 4.14G 0.01178 0.006731 5.916e-05 75 640: 9%|▉ | 15/160 [00:30<02:04, 1.16it/s] 274/299 4.14G 0.01178 0.006731 5.916e-05 75 640: 10%|█ | 16/160 [00:30<01:37, 1.48it/s] 274/299 4.14G 0.0118 0.006794 5.714e-05 74 640: 10%|█ | 16/160 [00:30<01:37, 1.48it/s] 274/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 817 0.7 0.635 0.648 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 275/299 4.14G 0.01446 0.01122 2.873e-05 106 640: 0%| | 0/160 [00:00<?, ?it/s] 275/299 4.14G 0.01446 0.01122 2.873e-05 106 640: 1%| | 1/160 [00:00<00:47, 3.32it/s] 275/299 4.14G 0.01366 0.008003 3.778e-05 41 640: 1%| | 1/160 [00:14<00:47, 3.32it/s] 275/299 4.14G 0.01366 0.008003 3.778e-05 41 640: 1%|▏ | 2/160 [00:14<21:59, 8.35s/it] 275/299 4.14G 0.01319 0.008069 4.452e-05 89 640: 1%|▏ | 2/160 [00:14<21:59, 8.35s/it] 275/299 4.14G 0.01319 0.008069 4.452e-05 89 640: 2%|▏ | 3/160 [00:14<12:10, 4.65s/it] 275/299 4.14G 0.01259 0.007783 4.075e-05 69 640: 2%|▏ | 3/160 [00:14<12:10, 4.65s/it] 275/299 4.14G 0.01259 0.007783 4.075e-05 69 640: 2%|▎ | 4/160 [00:14<07:32, 2.90s/it] 275/299 4.14G 0.01252 0.007527 3.783e-05 64 640: 2%|▎ | 4/160 [00:14<07:32, 2.90s/it] 275/299 4.14G 0.01252 0.007527 3.783e-05 64 640: 3%|▎ | 5/160 [00:14<04:59, 1.93s/it] 275/299 4.14G 0.01223 0.007374 3.607e-05 69 640: 3%|▎ | 5/160 [00:15<04:59, 1.93s/it] 275/299 4.14G 0.01223 0.007374 3.607e-05 69 640: 4%|▍ | 6/160 [00:15<03:27, 1.35s/it] 275/299 4.14G 0.01189 0.007127 3.476e-05 62 640: 4%|▍ | 6/160 [00:15<03:27, 1.35s/it] 275/299 4.14G 0.01189 0.007127 3.476e-05 62 640: 4%|▍ | 7/160 [00:15<02:31, 1.01it/s] 275/299 4.14G 0.01185 0.007208 3.335e-05 80 640: 4%|▍ | 7/160 [00:15<02:31, 1.01it/s] 275/299 4.14G 0.01185 0.007208 3.335e-05 80 640: 5%|▌ | 8/160 [00:15<01:53, 1.34it/s] 275/299 4.14G 0.01164 0.007031 3.258e-05 60 640: 5%|▌ | 8/160 [00:15<01:53, 1.34it/s] 275/299 4.14G 0.01164 0.007031 3.258e-05 60 640: 6%|▌ | 9/160 [00:15<01:27, 1.73it/s] 275/299 4.14G 0.01158 0.006833 3.32e-05 57 640: 6%|▌ | 9/160 [00:27<01:27, 1.73it/s] 275/299 4.14G 0.01158 0.006833 3.32e-05 57 640: 6%|▋ | 10/160 [00:27<10:18, 4.12s/it] 275/299 4.14G 0.01171 0.006807 3.313e-05 59 640: 6%|▋ | 10/160 [00:28<10:18, 4.12s/it] 275/299 4.14G 0.01171 0.006807 3.313e-05 59 640: 7%|▋ | 11/160 [00:28<07:18, 2.94s/it] 275/299 4.14G 0.01159 0.006864 3.359e-05 84 640: 7%|▋ | 11/160 [00:28<07:18, 2.94s/it] 275/299 4.14G 0.01159 0.006864 3.359e-05 84 640: 8%|▊ | 12/160 [00:28<05:12, 2.11s/it] 275/299 4.14G 0.01155 0.006917 3.304e-05 84 640: 8%|▊ | 12/160 [00:28<05:12, 2.11s/it] 275/299 4.14G 0.01155 0.006917 3.304e-05 84 640: 8%|▊ | 13/160 [00:28<03:45, 1.54s/it] 275/299 4.14G 0.01163 0.006821 3.266e-05 48 640: 8%|▊ | 13/160 [00:28<03:45, 1.54s/it] 275/299 4.14G 0.01163 0.006821 3.266e-05 48 640: 9%|▉ | 14/160 [00:28<02:47, 1.15s/it] 275/299 4.14G 0.01163 0.006859 3.253e-05 74 640: 9%|▉ | 14/160 [00:29<02:47, 1.15s/it] 275/299 4.14G 0.01163 0.006859 3.253e-05 74 640: 9%|▉ | 15/160 [00:29<02:07, 1.14it/s] 275/299 4.14G 0.01166 0.006959 3.233e-05 86 640: 9%|▉ | 15/160 [00:29<02:07, 1.14it/s] 275/299 4.14G 0.01166 0.006959 3.233e-05 86 640: 10%|█ | 16/160 [00:29<01:37, 1.47it/s] 275/299 4.14G 0.01172 0.007033 3.212e-05 78 640: 10%|█ | 16/160 [00:29<01:37, 1.47it/s] 275/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 818 0.698 0.635 0.646 0.408
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 276/299 4.14G 0.01263 0.006455 0.0003353 50 640: 0%| | 0/160 [00:00<?, ?it/s] 276/299 4.14G 0.01263 0.006455 0.0003353 50 640: 1%| | 1/160 [00:00<00:52, 3.04it/s] 276/299 4.14G 0.01217 0.00704 0.000181 80 640: 1%| | 1/160 [00:15<00:52, 3.04it/s] 276/299 4.14G 0.01217 0.00704 0.000181 80 640: 1%|▏ | 2/160 [00:15<23:45, 9.02s/it] 276/299 4.14G 0.0118 0.006307 0.000133 49 640: 1%|▏ | 2/160 [00:15<23:45, 9.02s/it] 276/299 4.14G 0.0118 0.006307 0.000133 49 640: 2%|▏ | 3/160 [00:15<13:07, 5.02s/it] 276/299 4.14G 0.01163 0.006465 0.0001063 58 640: 2%|▏ | 3/160 [00:15<13:07, 5.02s/it] 276/299 4.14G 0.01163 0.006465 0.0001063 58 640: 2%|▎ | 4/160 [00:15<08:07, 3.12s/it] 276/299 4.14G 0.01173 0.006512 9.236e-05 64 640: 2%|▎ | 4/160 [00:16<08:07, 3.12s/it] 276/299 4.14G 0.01173 0.006512 9.236e-05 64 640: 3%|▎ | 5/160 [00:16<05:21, 2.07s/it] 276/299 4.14G 0.01179 0.006907 8.257e-05 90 640: 3%|▎ | 5/160 [00:16<05:21, 2.07s/it] 276/299 4.14G 0.01179 0.006907 8.257e-05 90 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 276/299 4.14G 0.01198 0.007147 7.457e-05 87 640: 4%|▍ | 6/160 [00:16<03:42, 1.44s/it] 276/299 4.14G 0.01198 0.007147 7.457e-05 87 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 276/299 4.14G 0.01208 0.007166 7.028e-05 74 640: 4%|▍ | 7/160 [00:16<02:41, 1.05s/it] 276/299 4.14G 0.01208 0.007166 7.028e-05 74 640: 5%|▌ | 8/160 [00:16<01:59, 1.27it/s] 276/299 4.14G 0.01181 0.007156 7.603e-05 69 640: 5%|▌ | 8/160 [00:17<01:59, 1.27it/s] 276/299 4.14G 0.01181 0.007156 7.603e-05 69 640: 6%|▌ | 9/160 [00:17<01:31, 1.64it/s] 276/299 4.14G 0.01185 0.007079 0.0001375 65 640: 6%|▌ | 9/160 [00:30<01:31, 1.64it/s] 276/299 4.14G 0.01185 0.007079 0.0001375 65 640: 6%|▋ | 10/160 [00:30<11:31, 4.61s/it] 276/299 4.14G 0.01171 0.007059 0.000127 66 640: 6%|▋ | 10/160 [00:30<11:31, 4.61s/it] 276/299 4.14G 0.01171 0.007059 0.000127 66 640: 7%|▋ | 11/160 [00:30<08:07, 3.27s/it] 276/299 4.14G 0.01157 0.007115 0.0001195 78 640: 7%|▋ | 11/160 [00:31<08:07, 3.27s/it] 276/299 4.14G 0.01157 0.007115 0.0001195 78 640: 8%|▊ | 12/160 [00:31<05:46, 2.34s/it] 276/299 4.14G 0.01165 0.007136 0.0001123 59 640: 8%|▊ | 12/160 [00:31<05:46, 2.34s/it] 276/299 4.14G 0.01165 0.007136 0.0001123 59 640: 8%|▊ | 13/160 [00:31<04:09, 1.70s/it] 276/299 4.14G 0.01155 0.007019 0.000106 41 640: 8%|▊ | 13/160 [00:31<04:09, 1.70s/it] 276/299 4.14G 0.01155 0.007019 0.000106 41 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 276/299 4.14G 0.01163 0.007064 0.0001014 69 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 276/299 4.14G 0.01163 0.007064 0.0001014 69 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 276/299 4.14G 0.01166 0.006984 0.0001198 59 640: 9%|▉ | 15/160 [00:31<02:17, 1.06it/s] 276/299 4.14G 0.01166 0.006984 0.0001198 59 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 276/299 4.14G 0.01161 0.007048 0.0001142 60 640: 10%|█ | 16/160 [00:32<01:44, 1.38it/s] 276/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s]
all 340 818 0.709 0.625 0.648 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 277/299 4.14G 0.01259 0.006142 2.462e-05 64 640: 0%| | 0/160 [00:00<?, ?it/s] 277/299 4.14G 0.01259 0.006142 2.462e-05 64 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 277/299 4.14G 0.01306 0.006749 2.437e-05 59 640: 1%| | 1/160 [00:12<00:52, 3.05it/s] 277/299 4.14G 0.01306 0.006749 2.437e-05 59 640: 1%|▏ | 2/160 [00:12<19:42, 7.48s/it] 277/299 4.14G 0.01224 0.006148 2.722e-05 58 640: 1%|▏ | 2/160 [00:13<19:42, 7.48s/it] 277/299 4.14G 0.01224 0.006148 2.722e-05 58 640: 2%|▏ | 3/160 [00:13<10:56, 4.18s/it] 277/299 4.14G 0.01182 0.006257 2.992e-05 63 640: 2%|▏ | 3/160 [00:13<10:56, 4.18s/it] 277/299 4.14G 0.01182 0.006257 2.992e-05 63 640: 2%|▎ | 4/160 [00:13<06:48, 2.62s/it] 277/299 4.14G 0.01148 0.006644 2.896e-05 81 640: 2%|▎ | 4/160 [00:13<06:48, 2.62s/it] 277/299 4.14G 0.01148 0.006644 2.896e-05 81 640: 3%|▎ | 5/160 [00:13<04:31, 1.75s/it] 277/299 4.14G 0.01151 0.00665 2.997e-05 80 640: 3%|▎ | 5/160 [00:13<04:31, 1.75s/it] 277/299 4.14G 0.01151 0.00665 2.997e-05 80 640: 4%|▍ | 6/160 [00:13<03:09, 1.23s/it] 277/299 4.14G 0.01152 0.00653 2.947e-05 55 640: 4%|▍ | 6/160 [00:13<03:09, 1.23s/it] 277/299 4.14G 0.01152 0.00653 2.947e-05 55 640: 4%|▍ | 7/160 [00:13<02:19, 1.10it/s] 277/299 4.14G 0.01178 0.006624 2.94e-05 84 640: 4%|▍ | 7/160 [00:14<02:19, 1.10it/s] 277/299 4.14G 0.01178 0.006624 2.94e-05 84 640: 5%|▌ | 8/160 [00:14<01:44, 1.45it/s] 277/299 4.14G 0.01183 0.006645 2.913e-05 66 640: 5%|▌ | 8/160 [00:14<01:44, 1.45it/s] 277/299 4.14G 0.01183 0.006645 2.913e-05 66 640: 6%|▌ | 9/160 [00:14<01:21, 1.85it/s] 277/299 4.14G 0.01169 0.006501 2.897e-05 52 640: 6%|▌ | 9/160 [00:26<01:21, 1.85it/s] 277/299 4.14G 0.01169 0.006501 2.897e-05 52 640: 6%|▋ | 10/160 [00:26<10:05, 4.04s/it] 277/299 4.14G 0.01147 0.006336 2.85e-05 51 640: 6%|▋ | 10/160 [00:26<10:05, 4.04s/it] 277/299 4.14G 0.01147 0.006336 2.85e-05 51 640: 7%|▋ | 11/160 [00:26<07:09, 2.88s/it] 277/299 4.14G 0.01155 0.006425 2.903e-05 65 640: 7%|▋ | 11/160 [00:26<07:09, 2.88s/it] 277/299 4.14G 0.01155 0.006425 2.903e-05 65 640: 8%|▊ | 12/160 [00:26<05:06, 2.07s/it] 277/299 4.14G 0.0117 0.006427 2.875e-05 64 640: 8%|▊ | 12/160 [00:26<05:06, 2.07s/it] 277/299 4.14G 0.0117 0.006427 2.875e-05 64 640: 8%|▊ | 13/160 [00:26<03:41, 1.51s/it] 277/299 4.14G 0.01164 0.006405 2.973e-05 64 640: 8%|▊ | 13/160 [00:27<03:41, 1.51s/it] 277/299 4.14G 0.01164 0.006405 2.973e-05 64 640: 9%|▉ | 14/160 [00:27<02:43, 1.12s/it] 277/299 4.14G 0.01155 0.006319 3.368e-05 57 640: 9%|▉ | 14/160 [00:27<02:43, 1.12s/it] 277/299 4.14G 0.01155 0.006319 3.368e-05 57 640: 9%|▉ | 15/160 [00:27<02:04, 1.17it/s] 277/299 4.14G 0.01146 0.006307 3.288e-05 54 640: 9%|▉ | 15/160 [00:27<02:04, 1.17it/s] 277/299 4.14G 0.01146 0.006307 3.288e-05 54 640: 10%|█ | 16/160 [00:27<01:35, 1.51it/s] 277/299 4.14G 0.01158 0.006369 3.537e-05 71 640: 10%|█ | 16/160 [00:27<01:35, 1.51it/s] 277/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s]
all 340 818 0.717 0.619 0.647 0.41
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 278/299 4.14G 0.01191 0.007749 2.827e-05 79 640: 0%| | 0/160 [00:00<?, ?it/s] 278/299 4.14G 0.01191 0.007749 2.827e-05 79 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 278/299 4.14G 0.01241 0.008196 3.683e-05 73 640: 1%| | 1/160 [00:11<00:53, 2.95it/s] 278/299 4.14G 0.01241 0.008196 3.683e-05 73 640: 1%|▏ | 2/160 [00:11<17:26, 6.62s/it] 278/299 4.14G 0.01229 0.007843 3.293e-05 77 640: 1%|▏ | 2/160 [00:11<17:26, 6.62s/it] 278/299 4.14G 0.01229 0.007843 3.293e-05 77 640: 2%|▏ | 3/160 [00:11<09:43, 3.72s/it] 278/299 4.14G 0.01173 0.007294 3.256e-05 60 640: 2%|▏ | 3/160 [00:11<09:43, 3.72s/it] 278/299 4.14G 0.01173 0.007294 3.256e-05 60 640: 2%|▎ | 4/160 [00:11<06:04, 2.33s/it] 278/299 4.14G 0.01144 0.007292 3.176e-05 75 640: 2%|▎ | 4/160 [00:12<06:04, 2.33s/it] 278/299 4.14G 0.01144 0.007292 3.176e-05 75 640: 3%|▎ | 5/160 [00:12<04:03, 1.57s/it] 278/299 4.14G 0.01163 0.007313 3.154e-05 55 640: 3%|▎ | 5/160 [00:12<04:03, 1.57s/it] 278/299 4.14G 0.01163 0.007313 3.154e-05 55 640: 4%|▍ | 6/160 [00:12<02:50, 1.11s/it] 278/299 4.14G 0.01168 0.007197 3.387e-05 67 640: 4%|▍ | 6/160 [00:12<02:50, 1.11s/it] 278/299 4.14G 0.01168 0.007197 3.387e-05 67 640: 4%|▍ | 7/160 [00:12<02:07, 1.20it/s] 278/299 4.14G 0.01169 0.006989 3.285e-05 45 640: 4%|▍ | 7/160 [00:12<02:07, 1.20it/s] 278/299 4.14G 0.01169 0.006989 3.285e-05 45 640: 5%|▌ | 8/160 [00:12<01:36, 1.57it/s] 278/299 4.14G 0.01171 0.0067 3.309e-05 43 640: 5%|▌ | 8/160 [00:12<01:36, 1.57it/s] 278/299 4.14G 0.01171 0.0067 3.309e-05 43 640: 6%|▌ | 9/160 [00:12<01:16, 1.98it/s] 278/299 4.14G 0.01178 0.006549 3.215e-05 52 640: 6%|▌ | 9/160 [00:24<01:16, 1.98it/s] 278/299 4.14G 0.01178 0.006549 3.215e-05 52 640: 6%|▋ | 10/160 [00:24<10:02, 4.02s/it] 278/299 4.14G 0.01171 0.006642 3.118e-05 77 640: 6%|▋ | 10/160 [00:25<10:02, 4.02s/it] 278/299 4.14G 0.01171 0.006642 3.118e-05 77 640: 7%|▋ | 11/160 [00:25<07:07, 2.87s/it] 278/299 4.14G 0.01163 0.00655 3.055e-05 62 640: 7%|▋ | 11/160 [00:25<07:07, 2.87s/it] 278/299 4.14G 0.01163 0.00655 3.055e-05 62 640: 8%|▊ | 12/160 [00:25<05:04, 2.06s/it] 278/299 4.14G 0.01151 0.006355 3.016e-05 46 640: 8%|▊ | 12/160 [00:25<05:04, 2.06s/it] 278/299 4.14G 0.01151 0.006355 3.016e-05 46 640: 8%|▊ | 13/160 [00:25<03:40, 1.50s/it] 278/299 4.14G 0.01135 0.006362 3.034e-05 75 640: 8%|▊ | 13/160 [00:25<03:40, 1.50s/it] 278/299 4.14G 0.01135 0.006362 3.034e-05 75 640: 9%|▉ | 14/160 [00:25<02:42, 1.11s/it] 278/299 4.14G 0.01142 0.006296 3.193e-05 52 640: 9%|▉ | 14/160 [00:26<02:42, 1.11s/it] 278/299 4.14G 0.01142 0.006296 3.193e-05 52 640: 9%|▉ | 15/160 [00:26<02:22, 1.02it/s] 278/299 4.14G 0.01144 0.006216 3.161e-05 59 640: 9%|▉ | 15/160 [00:26<02:22, 1.02it/s] 278/299 4.14G 0.01144 0.006216 3.161e-05 59 640: 10%|█ | 16/160 [00:26<01:48, 1.33it/s] 278/299 4.14G 0.01152 0.006191 6.291e-05 48 640: 10%|█ | 16/160 [00:26<01:48, 1.33it/s] 278/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 818 0.736 0.607 0.647 0.41
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 279/299 4.14G 0.01026 0.005428 2.25e-05 57 640: 0%| | 0/160 [00:00<?, ?it/s] 279/299 4.14G 0.01026 0.005428 2.25e-05 57 640: 1%| | 1/160 [00:00<00:54, 2.91it/s] 279/299 4.14G 0.0116 0.006785 2.281e-05 57 640: 1%| | 1/160 [00:09<00:54, 2.91it/s] 279/299 4.14G 0.0116 0.006785 2.281e-05 57 640: 1%|▏ | 2/160 [00:09<15:04, 5.72s/it] 279/299 4.14G 0.01107 0.006962 2.328e-05 80 640: 1%|▏ | 2/160 [00:11<15:04, 5.72s/it] 279/299 4.14G 0.01107 0.006962 2.328e-05 80 640: 2%|▏ | 3/160 [00:11<10:42, 4.09s/it] 279/299 4.14G 0.01098 0.006725 2.371e-05 58 640: 2%|▏ | 3/160 [00:12<10:42, 4.09s/it] 279/299 4.14G 0.01098 0.006725 2.371e-05 58 640: 2%|▎ | 4/160 [00:12<06:39, 2.56s/it] 279/299 4.14G 0.01116 0.006678 2.472e-05 59 640: 2%|▎ | 4/160 [00:12<06:39, 2.56s/it] 279/299 4.14G 0.01116 0.006678 2.472e-05 59 640: 3%|▎ | 5/160 [00:12<04:26, 1.72s/it] 279/299 4.14G 0.01122 0.006682 2.609e-05 56 640: 3%|▎ | 5/160 [00:12<04:26, 1.72s/it] 279/299 4.14G 0.01122 0.006682 2.609e-05 56 640: 4%|▍ | 6/160 [00:12<03:05, 1.21s/it] 279/299 4.14G 0.01149 0.006567 2.596e-05 45 640: 4%|▍ | 6/160 [00:13<03:05, 1.21s/it] 279/299 4.14G 0.01149 0.006567 2.596e-05 45 640: 4%|▍ | 7/160 [00:13<02:51, 1.12s/it] 279/299 4.14G 0.0116 0.006477 2.593e-05 57 640: 4%|▍ | 7/160 [00:13<02:51, 1.12s/it] 279/299 4.14G 0.0116 0.006477 2.593e-05 57 640: 5%|▌ | 8/160 [00:13<02:06, 1.20it/s] 279/299 4.14G 0.01162 0.006487 2.577e-05 76 640: 5%|▌ | 8/160 [00:14<02:06, 1.20it/s] 279/299 4.14G 0.01162 0.006487 2.577e-05 76 640: 6%|▌ | 9/160 [00:14<01:36, 1.56it/s] 279/299 4.14G 0.01158 0.00644 2.6e-05 63 640: 6%|▌ | 9/160 [00:23<01:36, 1.56it/s] 279/299 4.14G 0.01158 0.00644 2.6e-05 63 640: 6%|▋ | 10/160 [00:23<08:30, 3.41s/it] 279/299 4.14G 0.01166 0.006521 3.474e-05 57 640: 6%|▋ | 10/160 [00:25<08:30, 3.41s/it] 279/299 4.14G 0.01166 0.006521 3.474e-05 57 640: 7%|▋ | 11/160 [00:25<07:31, 3.03s/it] 279/299 4.14G 0.01168 0.006543 3.697e-05 82 640: 7%|▋ | 11/160 [00:26<07:31, 3.03s/it] 279/299 4.14G 0.01168 0.006543 3.697e-05 82 640: 8%|▊ | 12/160 [00:26<05:21, 2.18s/it] 279/299 4.14G 0.01165 0.006616 3.603e-05 63 640: 8%|▊ | 12/160 [00:26<05:21, 2.18s/it] 279/299 4.14G 0.01165 0.006616 3.603e-05 63 640: 8%|▊ | 13/160 [00:26<03:52, 1.58s/it] 279/299 4.14G 0.01156 0.0065 3.5e-05 52 640: 8%|▊ | 13/160 [00:26<03:52, 1.58s/it] 279/299 4.14G 0.01156 0.0065 3.5e-05 52 640: 9%|▉ | 14/160 [00:26<02:50, 1.17s/it] 279/299 4.14G 0.0116 0.006414 3.427e-05 63 640: 9%|▉ | 14/160 [00:27<02:50, 1.17s/it] 279/299 4.14G 0.0116 0.006414 3.427e-05 63 640: 9%|▉ | 15/160 [00:27<02:32, 1.06s/it] 279/299 4.14G 0.01165 0.006379 3.338e-05 65 640: 9%|▉ | 15/160 [00:27<02:32, 1.06s/it] 279/299 4.14G 0.01165 0.006379 3.338e-05 65 640: 10%|█ | 16/160 [00:27<01:55, 1.25it/s] 279/299 4.14G 0.01162 0.006388 3.285e-05 53 640: 10%|█ | 16/160 [00:27<01:55, 1.25it/s] 279/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.24it/s]
all 340 820 0.723 0.61 0.646 0.41
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 280/299 4.14G 0.01187 0.008506 3.058e-05 98 640: 0%| | 0/160 [00:00<?, ?it/s] 280/299 4.14G 0.01187 0.008506 3.058e-05 98 640: 1%| | 1/160 [00:00<00:46, 3.45it/s] 280/299 4.14G 0.01199 0.00765 9.749e-05 76 640: 1%| | 1/160 [00:11<00:46, 3.45it/s] 280/299 4.14G 0.01199 0.00765 9.749e-05 76 640: 1%|▏ | 2/160 [00:11<17:02, 6.47s/it] 280/299 4.14G 0.01133 0.007062 7.255e-05 58 640: 1%|▏ | 2/160 [00:14<17:02, 6.47s/it] 280/299 4.14G 0.01133 0.007062 7.255e-05 58 640: 2%|▏ | 3/160 [00:14<13:01, 4.98s/it] 280/299 4.14G 0.01127 0.007106 6.01e-05 66 640: 2%|▏ | 3/160 [00:14<13:01, 4.98s/it] 280/299 4.14G 0.01127 0.007106 6.01e-05 66 640: 2%|▎ | 4/160 [00:14<08:03, 3.10s/it] 280/299 4.14G 0.01117 0.006732 5.407e-05 50 640: 2%|▎ | 4/160 [00:14<08:03, 3.10s/it] 280/299 4.14G 0.01117 0.006732 5.407e-05 50 640: 3%|▎ | 5/160 [00:14<05:19, 2.06s/it] 280/299 4.14G 0.01117 0.006988 5.106e-05 101 640: 3%|▎ | 5/160 [00:14<05:19, 2.06s/it] 280/299 4.14G 0.01117 0.006988 5.106e-05 101 640: 4%|▍ | 6/160 [00:14<03:40, 1.43s/it] 280/299 4.14G 0.01126 0.006874 4.673e-05 53 640: 4%|▍ | 6/160 [00:15<03:40, 1.43s/it] 280/299 4.14G 0.01126 0.006874 4.673e-05 53 640: 4%|▍ | 7/160 [00:15<02:40, 1.05s/it] 280/299 4.14G 0.01143 0.006907 4.398e-05 69 640: 4%|▍ | 7/160 [00:15<02:40, 1.05s/it] 280/299 4.14G 0.01143 0.006907 4.398e-05 69 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 280/299 4.14G 0.0114 0.006911 4.345e-05 74 640: 5%|▌ | 8/160 [00:15<01:58, 1.28it/s] 280/299 4.14G 0.0114 0.006911 4.345e-05 74 640: 6%|▌ | 9/160 [00:15<01:31, 1.65it/s] 280/299 4.14G 0.01119 0.006969 4.152e-05 101 640: 6%|▌ | 9/160 [00:28<01:31, 1.65it/s] 280/299 4.14G 0.01119 0.006969 4.152e-05 101 640: 6%|▋ | 10/160 [00:28<11:05, 4.44s/it] 280/299 4.14G 0.01138 0.007039 9.465e-05 82 640: 6%|▋ | 10/160 [00:29<11:05, 4.44s/it] 280/299 4.14G 0.01138 0.007039 9.465e-05 82 640: 7%|▋ | 11/160 [00:29<08:15, 3.32s/it] 280/299 4.14G 0.0117 0.007104 8.866e-05 68 640: 7%|▋ | 11/160 [00:29<08:15, 3.32s/it] 280/299 4.14G 0.0117 0.007104 8.866e-05 68 640: 8%|▊ | 12/160 [00:29<05:52, 2.38s/it] 280/299 4.14G 0.01169 0.00708 8.384e-05 66 640: 8%|▊ | 12/160 [00:29<05:52, 2.38s/it] 280/299 4.14G 0.01169 0.00708 8.384e-05 66 640: 8%|▊ | 13/160 [00:29<04:13, 1.72s/it] 280/299 4.14G 0.0118 0.007107 7.946e-05 59 640: 8%|▊ | 13/160 [00:30<04:13, 1.72s/it] 280/299 4.14G 0.0118 0.007107 7.946e-05 59 640: 9%|▉ | 14/160 [00:30<03:05, 1.27s/it] 280/299 4.14G 0.01193 0.00698 7.613e-05 52 640: 9%|▉ | 14/160 [00:30<03:05, 1.27s/it] 280/299 4.14G 0.01193 0.00698 7.613e-05 52 640: 9%|▉ | 15/160 [00:30<02:19, 1.04it/s] 280/299 4.14G 0.01188 0.006974 7.306e-05 80 640: 9%|▉ | 15/160 [00:30<02:19, 1.04it/s] 280/299 4.14G 0.01188 0.006974 7.306e-05 80 640: 10%|█ | 16/160 [00:30<01:46, 1.36it/s] 280/299 4.14G 0.01186 0.006946 9.6e-05 70 640: 10%|█ | 16/160 [00:30<01:46, 1.36it/s] 280/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 820 0.716 0.62 0.645 0.41
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 281/299 4.14G 0.01334 0.007534 2.529e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 281/299 4.14G 0.01334 0.007534 2.529e-05 59 640: 1%| | 1/160 [00:00<00:49, 3.21it/s] 281/299 4.14G 0.01209 0.006647 5.131e-05 62 640: 1%| | 1/160 [00:15<00:49, 3.21it/s] 281/299 4.14G 0.01209 0.006647 5.131e-05 62 640: 1%|▏ | 2/160 [00:15<24:22, 9.25s/it] 281/299 4.14G 0.01172 0.006205 4.914e-05 50 640: 1%|▏ | 2/160 [00:16<24:22, 9.25s/it] 281/299 4.14G 0.01172 0.006205 4.914e-05 50 640: 2%|▏ | 3/160 [00:16<13:27, 5.15s/it] 281/299 4.14G 0.01156 0.006383 4.234e-05 72 640: 2%|▏ | 3/160 [00:16<13:27, 5.15s/it] 281/299 4.14G 0.01156 0.006383 4.234e-05 72 640: 2%|▎ | 4/160 [00:16<08:19, 3.20s/it] 281/299 4.14G 0.01187 0.006407 5.775e-05 63 640: 2%|▎ | 4/160 [00:16<08:19, 3.20s/it] 281/299 4.14G 0.01187 0.006407 5.775e-05 63 640: 3%|▎ | 5/160 [00:16<05:29, 2.12s/it] 281/299 4.14G 0.01188 0.006321 6.655e-05 46 640: 3%|▎ | 5/160 [00:16<05:29, 2.12s/it] 281/299 4.14G 0.01188 0.006321 6.655e-05 46 640: 4%|▍ | 6/160 [00:16<03:47, 1.48s/it] 281/299 4.14G 0.01178 0.006356 6.01e-05 62 640: 4%|▍ | 6/160 [00:16<03:47, 1.48s/it] 281/299 4.14G 0.01178 0.006356 6.01e-05 62 640: 4%|▍ | 7/160 [00:16<02:44, 1.08s/it] 281/299 4.14G 0.01171 0.006251 5.551e-05 53 640: 4%|▍ | 7/160 [00:17<02:44, 1.08s/it] 281/299 4.14G 0.01171 0.006251 5.551e-05 53 640: 5%|▌ | 8/160 [00:17<02:02, 1.25it/s] 281/299 4.14G 0.01159 0.006154 5.156e-05 62 640: 5%|▌ | 8/160 [00:17<02:02, 1.25it/s] 281/299 4.14G 0.01159 0.006154 5.156e-05 62 640: 6%|▌ | 9/160 [00:17<01:35, 1.58it/s] 281/299 4.14G 0.01149 0.006203 4.866e-05 64 640: 6%|▌ | 9/160 [00:30<01:35, 1.58it/s] 281/299 4.14G 0.01149 0.006203 4.866e-05 64 640: 6%|▋ | 10/160 [00:30<11:18, 4.52s/it] 281/299 4.14G 0.01134 0.006129 4.63e-05 66 640: 6%|▋ | 10/160 [00:30<11:18, 4.52s/it] 281/299 4.14G 0.01134 0.006129 4.63e-05 66 640: 7%|▋ | 11/160 [00:30<07:59, 3.22s/it] 281/299 4.14G 0.01156 0.006529 4.666e-05 102 640: 7%|▋ | 11/160 [00:31<07:59, 3.22s/it] 281/299 4.14G 0.01156 0.006529 4.666e-05 102 640: 8%|▊ | 12/160 [00:31<05:40, 2.30s/it] 281/299 4.14G 0.0115 0.00654 4.478e-05 59 640: 8%|▊ | 12/160 [00:31<05:40, 2.30s/it] 281/299 4.14G 0.0115 0.00654 4.478e-05 59 640: 8%|▊ | 13/160 [00:31<04:05, 1.67s/it] 281/299 4.14G 0.01154 0.006688 4.546e-05 83 640: 8%|▊ | 13/160 [00:31<04:05, 1.67s/it] 281/299 4.14G 0.01154 0.006688 4.546e-05 83 640: 9%|▉ | 14/160 [00:31<02:59, 1.23s/it] 281/299 4.14G 0.01158 0.006659 4.406e-05 59 640: 9%|▉ | 14/160 [00:31<02:59, 1.23s/it] 281/299 4.14G 0.01158 0.006659 4.406e-05 59 640: 9%|▉ | 15/160 [00:31<02:15, 1.07it/s] 281/299 4.14G 0.01162 0.006676 4.309e-05 76 640: 9%|▉ | 15/160 [00:32<02:15, 1.07it/s] 281/299 4.14G 0.01162 0.006676 4.309e-05 76 640: 10%|█ | 16/160 [00:32<01:43, 1.39it/s] 281/299 4.14G 0.01155 0.00661 4.182e-05 66 640: 10%|█ | 16/160 [00:32<01:43, 1.39it/s] 281/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.02it/s]
all 340 820 0.714 0.619 0.643 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 282/299 4.14G 0.01042 0.004308 2.56e-05 46 640: 0%| | 0/160 [00:00<?, ?it/s] 282/299 4.14G 0.01042 0.004308 2.56e-05 46 640: 1%| | 1/160 [00:00<00:52, 3.05it/s] 282/299 4.14G 0.01034 0.005545 2.677e-05 78 640: 1%| | 1/160 [00:14<00:52, 3.05it/s] 282/299 4.14G 0.01034 0.005545 2.677e-05 78 640: 1%|▏ | 2/160 [00:14<22:16, 8.46s/it] 282/299 4.14G 0.01013 0.005719 2.44e-05 58 640: 1%|▏ | 2/160 [00:15<22:16, 8.46s/it] 282/299 4.14G 0.01013 0.005719 2.44e-05 58 640: 2%|▏ | 3/160 [00:15<13:34, 5.19s/it] 282/299 4.14G 0.01031 0.005628 0.0003276 58 640: 2%|▏ | 3/160 [00:15<13:34, 5.19s/it] 282/299 4.14G 0.01031 0.005628 0.0003276 58 640: 2%|▎ | 4/160 [00:15<08:23, 3.23s/it] 282/299 4.14G 0.01013 0.005732 0.0002735 68 640: 2%|▎ | 4/160 [00:16<08:23, 3.23s/it] 282/299 4.14G 0.01013 0.005732 0.0002735 68 640: 3%|▎ | 5/160 [00:16<05:31, 2.14s/it] 282/299 4.14G 0.01035 0.005973 0.0002358 62 640: 3%|▎ | 5/160 [00:16<05:31, 2.14s/it] 282/299 4.14G 0.01035 0.005973 0.0002358 62 640: 4%|▍ | 6/160 [00:16<03:48, 1.49s/it] 282/299 4.14G 0.01036 0.005852 0.000206 61 640: 4%|▍ | 6/160 [00:16<03:48, 1.49s/it] 282/299 4.14G 0.01036 0.005852 0.000206 61 640: 4%|▍ | 7/160 [00:16<02:45, 1.08s/it] 282/299 4.14G 0.0103 0.005778 0.000183 57 640: 4%|▍ | 7/160 [00:16<02:45, 1.08s/it] 282/299 4.14G 0.0103 0.005778 0.000183 57 640: 5%|▌ | 8/160 [00:16<02:02, 1.24it/s] 282/299 4.14G 0.01041 0.005757 0.0001651 61 640: 5%|▌ | 8/160 [00:17<02:02, 1.24it/s] 282/299 4.14G 0.01041 0.005757 0.0001651 61 640: 6%|▌ | 9/160 [00:17<01:33, 1.61it/s] 282/299 4.14G 0.01057 0.005721 0.0001522 46 640: 6%|▌ | 9/160 [00:30<01:33, 1.61it/s] 282/299 4.14G 0.01057 0.005721 0.0001522 46 640: 6%|▋ | 10/160 [00:30<11:29, 4.59s/it] 282/299 4.14G 0.01053 0.005612 0.0001407 44 640: 6%|▋ | 10/160 [00:30<11:29, 4.59s/it] 282/299 4.14G 0.01053 0.005612 0.0001407 44 640: 7%|▋ | 11/160 [00:30<08:06, 3.27s/it] 282/299 4.14G 0.01066 0.005712 0.0001311 76 640: 7%|▋ | 11/160 [00:31<08:06, 3.27s/it] 282/299 4.14G 0.01066 0.005712 0.0001311 76 640: 8%|▊ | 12/160 [00:31<05:45, 2.34s/it] 282/299 4.14G 0.01077 0.005664 0.0001341 50 640: 8%|▊ | 12/160 [00:31<05:45, 2.34s/it] 282/299 4.14G 0.01077 0.005664 0.0001341 50 640: 8%|▊ | 13/160 [00:31<04:09, 1.69s/it] 282/299 4.14G 0.01077 0.005578 0.0001259 60 640: 8%|▊ | 13/160 [00:31<04:09, 1.69s/it] 282/299 4.14G 0.01077 0.005578 0.0001259 60 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 282/299 4.14G 0.01073 0.005555 0.0001193 60 640: 9%|▉ | 14/160 [00:31<03:02, 1.25s/it] 282/299 4.14G 0.01073 0.005555 0.0001193 60 640: 9%|▉ | 15/160 [00:31<02:18, 1.05it/s] 282/299 4.14G 0.01082 0.005542 0.0001132 57 640: 9%|▉ | 15/160 [00:31<02:18, 1.05it/s] 282/299 4.14G 0.01082 0.005542 0.0001132 57 640: 10%|█ | 16/160 [00:31<01:45, 1.37it/s] 282/299 4.14G 0.01082 0.005615 0.0001082 71 640: 10%|█ | 16/160 [00:32<01:45, 1.37it/s] 282/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 820 0.719 0.615 0.643 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 283/299 4.14G 0.01206 0.006823 2.761e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 283/299 4.14G 0.01206 0.006823 2.761e-05 62 640: 1%| | 1/160 [00:00<00:42, 3.70it/s] 283/299 4.14G 0.01153 0.0068 2.386e-05 74 640: 1%| | 1/160 [00:13<00:42, 3.70it/s] 283/299 4.14G 0.01153 0.0068 2.386e-05 74 640: 1%|▏ | 2/160 [00:13<20:48, 7.90s/it] 283/299 4.14G 0.01092 0.006235 2.302e-05 64 640: 1%|▏ | 2/160 [00:13<20:48, 7.90s/it] 283/299 4.14G 0.01092 0.006235 2.302e-05 64 640: 2%|▏ | 3/160 [00:13<11:32, 4.41s/it] 283/299 4.14G 0.01097 0.006281 2.503e-05 55 640: 2%|▏ | 3/160 [00:13<11:32, 4.41s/it] 283/299 4.14G 0.01097 0.006281 2.503e-05 55 640: 2%|▎ | 4/160 [00:13<07:09, 2.75s/it] 283/299 4.14G 0.01093 0.006406 2.42e-05 79 640: 2%|▎ | 4/160 [00:14<07:09, 2.75s/it] 283/299 4.14G 0.01093 0.006406 2.42e-05 79 640: 3%|▎ | 5/160 [00:14<04:44, 1.84s/it] 283/299 4.14G 0.01084 0.006085 2.377e-05 47 640: 3%|▎ | 5/160 [00:14<04:44, 1.84s/it] 283/299 4.14G 0.01084 0.006085 2.377e-05 47 640: 4%|▍ | 6/160 [00:14<03:18, 1.29s/it] 283/299 4.14G 0.01104 0.005957 2.469e-05 53 640: 4%|▍ | 6/160 [00:14<03:18, 1.29s/it] 283/299 4.14G 0.01104 0.005957 2.469e-05 53 640: 4%|▍ | 7/160 [00:14<02:25, 1.05it/s] 283/299 4.14G 0.01099 0.00585 2.661e-05 53 640: 4%|▍ | 7/160 [00:14<02:25, 1.05it/s] 283/299 4.14G 0.01099 0.00585 2.661e-05 53 640: 5%|▌ | 8/160 [00:14<01:48, 1.40it/s] 283/299 4.14G 0.01099 0.005741 2.674e-05 48 640: 5%|▌ | 8/160 [00:15<01:48, 1.40it/s] 283/299 4.14G 0.01099 0.005741 2.674e-05 48 640: 6%|▌ | 9/160 [00:15<01:24, 1.79it/s] 283/299 4.14G 0.01103 0.00573 2.639e-05 68 640: 6%|▌ | 9/160 [00:27<01:24, 1.79it/s] 283/299 4.14G 0.01103 0.00573 2.639e-05 68 640: 6%|▋ | 10/160 [00:27<10:27, 4.18s/it] 283/299 4.14G 0.01122 0.005812 2.615e-05 56 640: 6%|▋ | 10/160 [00:27<10:27, 4.18s/it] 283/299 4.14G 0.01122 0.005812 2.615e-05 56 640: 7%|▋ | 11/160 [00:27<07:24, 2.98s/it] 283/299 4.14G 0.01115 0.005903 2.576e-05 72 640: 7%|▋ | 11/160 [00:27<07:24, 2.98s/it] 283/299 4.14G 0.01115 0.005903 2.576e-05 72 640: 8%|▊ | 12/160 [00:27<05:16, 2.14s/it] 283/299 4.14G 0.01142 0.005996 2.546e-05 66 640: 8%|▊ | 12/160 [00:28<05:16, 2.14s/it] 283/299 4.14G 0.01142 0.005996 2.546e-05 66 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 283/299 4.14G 0.01146 0.006024 2.543e-05 66 640: 8%|▊ | 13/160 [00:28<03:48, 1.56s/it] 283/299 4.14G 0.01146 0.006024 2.543e-05 66 640: 9%|▉ | 14/160 [00:28<02:48, 1.15s/it] 283/299 4.14G 0.01141 0.005915 2.494e-05 42 640: 9%|▉ | 14/160 [00:28<02:48, 1.15s/it] 283/299 4.14G 0.01141 0.005915 2.494e-05 42 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 283/299 4.14G 0.01149 0.006074 2.467e-05 71 640: 9%|▉ | 15/160 [00:28<02:07, 1.14it/s] 283/299 4.14G 0.01149 0.006074 2.467e-05 71 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 283/299 4.14G 0.01156 0.006098 0.0002566 56 640: 10%|█ | 16/160 [00:28<01:37, 1.47it/s] 283/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 820 0.72 0.614 0.64 0.408
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 284/299 4.14G 0.01191 0.006642 2.345e-05 66 640: 0%| | 0/160 [00:00<?, ?it/s] 284/299 4.14G 0.01191 0.006642 2.345e-05 66 640: 1%| | 1/160 [00:00<00:50, 3.14it/s] 284/299 4.14G 0.01159 0.006078 2.397e-05 59 640: 1%| | 1/160 [00:13<00:50, 3.14it/s] 284/299 4.14G 0.01159 0.006078 2.397e-05 59 640: 1%|▏ | 2/160 [00:13<21:01, 7.98s/it] 284/299 4.14G 0.01156 0.005815 2.377e-05 44 640: 1%|▏ | 2/160 [00:13<21:01, 7.98s/it] 284/299 4.14G 0.01156 0.005815 2.377e-05 44 640: 2%|▏ | 3/160 [00:13<11:39, 4.45s/it] 284/299 4.14G 0.01121 0.005914 2.356e-05 60 640: 2%|▏ | 3/160 [00:14<11:39, 4.45s/it] 284/299 4.14G 0.01121 0.005914 2.356e-05 60 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 284/299 4.14G 0.01117 0.005565 2.317e-05 44 640: 2%|▎ | 4/160 [00:14<07:13, 2.78s/it] 284/299 4.14G 0.01117 0.005565 2.317e-05 44 640: 3%|▎ | 5/160 [00:14<04:47, 1.86s/it] 284/299 4.14G 0.0113 0.005699 2.392e-05 72 640: 3%|▎ | 5/160 [00:14<04:47, 1.86s/it] 284/299 4.14G 0.0113 0.005699 2.392e-05 72 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 284/299 4.14G 0.01103 0.005519 2.387e-05 57 640: 4%|▍ | 6/160 [00:14<03:19, 1.30s/it] 284/299 4.14G 0.01103 0.005519 2.387e-05 57 640: 4%|▍ | 7/160 [00:14<02:26, 1.05it/s] 284/299 4.14G 0.01138 0.0057 2.42e-05 73 640: 4%|▍ | 7/160 [00:15<02:26, 1.05it/s] 284/299 4.14G 0.01138 0.0057 2.42e-05 73 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 284/299 4.14G 0.01112 0.00558 2.361e-05 56 640: 5%|▌ | 8/160 [00:15<01:49, 1.39it/s] 284/299 4.14G 0.01112 0.00558 2.361e-05 56 640: 6%|▌ | 9/160 [00:15<01:24, 1.78it/s] 284/299 4.14G 0.01112 0.005724 2.357e-05 55 640: 6%|▌ | 9/160 [00:27<01:24, 1.78it/s] 284/299 4.14G 0.01112 0.005724 2.357e-05 55 640: 6%|▋ | 10/160 [00:27<10:22, 4.15s/it] 284/299 4.14G 0.01114 0.005974 2.355e-05 88 640: 6%|▋ | 10/160 [00:27<10:22, 4.15s/it] 284/299 4.14G 0.01114 0.005974 2.355e-05 88 640: 7%|▋ | 11/160 [00:27<07:20, 2.96s/it] 284/299 4.14G 0.01114 0.006173 2.366e-05 84 640: 7%|▋ | 11/160 [00:27<07:20, 2.96s/it] 284/299 4.14G 0.01114 0.006173 2.366e-05 84 640: 8%|▊ | 12/160 [00:27<05:14, 2.12s/it] 284/299 4.14G 0.01113 0.006239 3.14e-05 88 640: 8%|▊ | 12/160 [00:28<05:14, 2.12s/it] 284/299 4.14G 0.01113 0.006239 3.14e-05 88 640: 8%|▊ | 13/160 [00:28<03:47, 1.54s/it] 284/299 4.14G 0.0111 0.006252 3.075e-05 60 640: 8%|▊ | 13/160 [00:28<03:47, 1.54s/it] 284/299 4.14G 0.0111 0.006252 3.075e-05 60 640: 9%|▉ | 14/160 [00:28<03:12, 1.32s/it] 284/299 4.14G 0.01123 0.006306 3.068e-05 51 640: 9%|▉ | 14/160 [00:29<03:12, 1.32s/it] 284/299 4.14G 0.01123 0.006306 3.068e-05 51 640: 9%|▉ | 15/160 [00:29<02:24, 1.01it/s] 284/299 4.14G 0.01118 0.006293 4.406e-05 57 640: 9%|▉ | 15/160 [00:29<02:24, 1.01it/s] 284/299 4.14G 0.01118 0.006293 4.406e-05 57 640: 10%|█ | 16/160 [00:29<01:49, 1.32it/s] 284/299 4.14G 0.01113 0.00617 4.274e-05 54 640: 10%|█ | 16/160 [00:29<01:49, 1.32it/s] 284/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s]
all 340 820 0.716 0.612 0.642 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 285/299 4.14G 0.01117 0.007877 0.000304 70 640: 0%| | 0/160 [00:00<?, ?it/s] 285/299 4.14G 0.01117 0.007877 0.000304 70 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 285/299 4.14G 0.01136 0.00734 0.0001658 72 640: 1%| | 1/160 [00:09<00:50, 3.17it/s] 285/299 4.14G 0.01136 0.00734 0.0001658 72 640: 1%|▏ | 2/160 [00:09<14:22, 5.46s/it] 285/299 4.14G 0.01133 0.007157 0.0005253 67 640: 1%|▏ | 2/160 [00:09<14:22, 5.46s/it] 285/299 4.14G 0.01133 0.007157 0.0005253 67 640: 2%|▏ | 3/160 [00:09<08:04, 3.09s/it] 285/299 4.14G 0.01102 0.006735 0.0003999 54 640: 2%|▏ | 3/160 [00:09<08:04, 3.09s/it] 285/299 4.14G 0.01102 0.006735 0.0003999 54 640: 2%|▎ | 4/160 [00:09<05:04, 1.95s/it] 285/299 4.14G 0.01115 0.006896 0.0003277 72 640: 2%|▎ | 4/160 [00:10<05:04, 1.95s/it] 285/299 4.14G 0.01115 0.006896 0.0003277 72 640: 3%|▎ | 5/160 [00:10<03:25, 1.33s/it] 285/299 4.14G 0.01138 0.006537 0.0002773 55 640: 3%|▎ | 5/160 [00:16<03:25, 1.33s/it] 285/299 4.14G 0.01138 0.006537 0.0002773 55 640: 4%|▍ | 6/160 [00:16<07:45, 3.02s/it] 285/299 4.14G 0.01167 0.006814 0.0002415 63 640: 4%|▍ | 6/160 [00:16<07:45, 3.02s/it] 285/299 4.14G 0.01167 0.006814 0.0002415 63 640: 4%|▍ | 7/160 [00:16<05:24, 2.12s/it] 285/299 4.14G 0.01154 0.006711 0.0002136 66 640: 4%|▍ | 7/160 [00:16<05:24, 2.12s/it] 285/299 4.14G 0.01154 0.006711 0.0002136 66 640: 5%|▌ | 8/160 [00:16<03:49, 1.51s/it] 285/299 4.14G 0.01174 0.006804 0.0001925 71 640: 5%|▌ | 8/160 [00:17<03:49, 1.51s/it] 285/299 4.14G 0.01174 0.006804 0.0001925 71 640: 6%|▌ | 9/160 [00:17<02:47, 1.11s/it] 285/299 4.14G 0.01165 0.00654 0.0001752 46 640: 6%|▌ | 9/160 [00:23<02:47, 1.11s/it] 285/299 4.14G 0.01165 0.00654 0.0001752 46 640: 6%|▋ | 10/160 [00:23<06:39, 2.66s/it] 285/299 4.14G 0.01158 0.006417 0.000162 61 640: 6%|▋ | 10/160 [00:23<06:39, 2.66s/it] 285/299 4.14G 0.01158 0.006417 0.000162 61 640: 7%|▋ | 11/160 [00:23<04:47, 1.93s/it] 285/299 4.14G 0.01154 0.00636 0.0001506 60 640: 7%|▋ | 11/160 [00:23<04:47, 1.93s/it] 285/299 4.14G 0.01154 0.00636 0.0001506 60 640: 8%|▊ | 12/160 [00:23<03:28, 1.41s/it] 285/299 4.14G 0.01165 0.006496 0.0001408 64 640: 8%|▊ | 12/160 [00:23<03:28, 1.41s/it] 285/299 4.14G 0.01165 0.006496 0.0001408 64 640: 8%|▊ | 13/160 [00:23<02:33, 1.05s/it] 285/299 4.14G 0.01164 0.006593 0.0001327 94 640: 8%|▊ | 13/160 [00:31<02:33, 1.05s/it] 285/299 4.14G 0.01164 0.006593 0.0001327 94 640: 9%|▉ | 14/160 [00:31<07:35, 3.12s/it] 285/299 4.14G 0.01163 0.006636 0.0001309 57 640: 9%|▉ | 14/160 [00:32<07:35, 3.12s/it] 285/299 4.14G 0.01163 0.006636 0.0001309 57 640: 9%|▉ | 15/160 [00:32<05:27, 2.26s/it] 285/299 4.14G 0.01156 0.006542 0.0001241 60 640: 9%|▉ | 15/160 [00:32<05:27, 2.26s/it] 285/299 4.14G 0.01156 0.006542 0.0001241 60 640: 10%|█ | 16/160 [00:32<03:56, 1.64s/it] 285/299 4.14G 0.0116 0.006548 0.0001181 52 640: 10%|█ | 16/160 [00:32<03:56, 1.64s/it] 285/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 819 0.727 0.602 0.643 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 286/299 4.14G 0.01059 0.006821 2.368e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 286/299 4.14G 0.01059 0.006821 2.368e-05 62 640: 1%| | 1/160 [00:00<00:40, 3.94it/s] 286/299 4.14G 0.01089 0.007068 2.31e-05 61 640: 1%| | 1/160 [00:02<00:40, 3.94it/s] 286/299 4.14G 0.01089 0.007068 2.31e-05 61 640: 1%|▏ | 2/160 [00:02<04:02, 1.54s/it] 286/299 4.14G 0.01084 0.00667 2.372e-05 57 640: 1%|▏ | 2/160 [00:03<04:02, 1.54s/it] 286/299 4.14G 0.01084 0.00667 2.372e-05 57 640: 2%|▏ | 3/160 [00:03<02:34, 1.02it/s] 286/299 4.14G 0.01115 0.006578 2.367e-05 64 640: 2%|▏ | 3/160 [00:03<02:34, 1.02it/s] 286/299 4.14G 0.01115 0.006578 2.367e-05 64 640: 2%|▎ | 4/160 [00:03<01:48, 1.43it/s] 286/299 4.14G 0.01108 0.006239 2.407e-05 49 640: 2%|▎ | 4/160 [00:03<01:48, 1.43it/s] 286/299 4.14G 0.01108 0.006239 2.407e-05 49 640: 3%|▎ | 5/160 [00:03<01:25, 1.82it/s] 286/299 4.14G 0.0109 0.006464 2.372e-05 71 640: 3%|▎ | 5/160 [00:16<01:25, 1.82it/s] 286/299 4.14G 0.0109 0.006464 2.372e-05 71 640: 4%|▍ | 6/160 [00:16<11:54, 4.64s/it] 286/299 4.14G 0.01082 0.006368 2.337e-05 59 640: 4%|▍ | 6/160 [00:16<11:54, 4.64s/it] 286/299 4.14G 0.01082 0.006368 2.337e-05 59 640: 4%|▍ | 7/160 [00:16<08:10, 3.21s/it] 286/299 4.14G 0.01084 0.006668 2.981e-05 96 640: 4%|▍ | 7/160 [00:16<08:10, 3.21s/it] 286/299 4.14G 0.01084 0.006668 2.981e-05 96 640: 5%|▌ | 8/160 [00:16<05:42, 2.25s/it] 286/299 4.14G 0.01075 0.006639 4.525e-05 62 640: 5%|▌ | 8/160 [00:16<05:42, 2.25s/it] 286/299 4.14G 0.01075 0.006639 4.525e-05 62 640: 6%|▌ | 9/160 [00:16<04:04, 1.62s/it] 286/299 4.14G 0.01074 0.006674 4.277e-05 67 640: 6%|▌ | 9/160 [00:20<04:04, 1.62s/it] 286/299 4.14G 0.01074 0.006674 4.277e-05 67 640: 6%|▋ | 10/160 [00:20<05:14, 2.10s/it] 286/299 4.14G 0.01076 0.006763 4.084e-05 84 640: 6%|▋ | 10/160 [00:20<05:14, 2.10s/it] 286/299 4.14G 0.01076 0.006763 4.084e-05 84 640: 7%|▋ | 11/160 [00:20<03:48, 1.54s/it] 286/299 4.14G 0.01096 0.006706 9.425e-05 51 640: 7%|▋ | 11/160 [00:20<03:48, 1.54s/it] 286/299 4.14G 0.01096 0.006706 9.425e-05 51 640: 8%|▊ | 12/160 [00:20<02:47, 1.13s/it] 286/299 4.14G 0.01106 0.006613 8.938e-05 56 640: 8%|▊ | 12/160 [00:20<02:47, 1.13s/it] 286/299 4.14G 0.01106 0.006613 8.938e-05 56 640: 8%|▊ | 13/160 [00:20<02:05, 1.17it/s] 286/299 4.14G 0.01112 0.00661 8.439e-05 68 640: 8%|▊ | 13/160 [00:29<02:05, 1.17it/s] 286/299 4.14G 0.01112 0.00661 8.439e-05 68 640: 9%|▉ | 14/160 [00:29<08:12, 3.37s/it] 286/299 4.14G 0.01099 0.006518 8.028e-05 59 640: 9%|▉ | 14/160 [00:30<08:12, 3.37s/it] 286/299 4.14G 0.01099 0.006518 8.028e-05 59 640: 9%|▉ | 15/160 [00:30<05:52, 2.43s/it] 286/299 4.14G 0.01103 0.006474 7.666e-05 53 640: 9%|▉ | 15/160 [00:30<05:52, 2.43s/it] 286/299 4.14G 0.01103 0.006474 7.666e-05 53 640: 10%|█ | 16/160 [00:30<04:14, 1.76s/it] 286/299 4.14G 0.01098 0.006474 7.318e-05 78 640: 10%|█ | 16/160 [00:30<04:14, 1.76s/it] 286/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s]
all 340 819 0.739 0.594 0.644 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 287/299 4.14G 0.01078 0.007023 2.017e-05 53 640: 0%| | 0/160 [00:00<?, ?it/s] 287/299 4.14G 0.01078 0.007023 2.017e-05 53 640: 1%| | 1/160 [00:00<00:39, 4.03it/s] 287/299 4.14G 0.01043 0.006952 2.444e-05 62 640: 1%| | 1/160 [00:05<00:39, 4.03it/s] 287/299 4.14G 0.01043 0.006952 2.444e-05 62 640: 1%|▏ | 2/160 [00:05<08:08, 3.09s/it] 287/299 4.14G 0.0106 0.006281 2.378e-05 54 640: 1%|▏ | 2/160 [00:05<08:08, 3.09s/it] 287/299 4.14G 0.0106 0.006281 2.378e-05 54 640: 2%|▏ | 3/160 [00:05<04:53, 1.87s/it] 287/299 4.14G 0.01069 0.006304 2.311e-05 73 640: 2%|▏ | 3/160 [00:06<04:53, 1.87s/it] 287/299 4.14G 0.01069 0.006304 2.311e-05 73 640: 2%|▎ | 4/160 [00:06<03:13, 1.24s/it] 287/299 4.14G 0.01074 0.006362 2.335e-05 48 640: 2%|▎ | 4/160 [00:06<03:13, 1.24s/it] 287/299 4.14G 0.01074 0.006362 2.335e-05 48 640: 3%|▎ | 5/160 [00:06<02:20, 1.10it/s] 287/299 4.14G 0.01076 0.006501 2.305e-05 79 640: 3%|▎ | 5/160 [00:16<02:20, 1.10it/s] 287/299 4.14G 0.01076 0.006501 2.305e-05 79 640: 4%|▍ | 6/160 [00:16<10:24, 4.05s/it] 287/299 4.14G 0.01092 0.006505 2.271e-05 52 640: 4%|▍ | 6/160 [00:16<10:24, 4.05s/it] 287/299 4.14G 0.01092 0.006505 2.271e-05 52 640: 4%|▍ | 7/160 [00:16<07:10, 2.81s/it] 287/299 4.14G 0.01082 0.006257 2.257e-05 54 640: 4%|▍ | 7/160 [00:16<07:10, 2.81s/it] 287/299 4.14G 0.01082 0.006257 2.257e-05 54 640: 5%|▌ | 8/160 [00:16<05:01, 1.98s/it] 287/299 4.14G 0.01086 0.006317 3.852e-05 56 640: 5%|▌ | 8/160 [00:17<05:01, 1.98s/it] 287/299 4.14G 0.01086 0.006317 3.852e-05 56 640: 6%|▌ | 9/160 [00:17<03:36, 1.43s/it] 287/299 4.14G 0.01085 0.006317 3.649e-05 66 640: 6%|▌ | 9/160 [00:23<03:36, 1.43s/it] 287/299 4.14G 0.01085 0.006317 3.649e-05 66 640: 6%|▋ | 10/160 [00:23<07:21, 2.95s/it] 287/299 4.14G 0.01092 0.006261 3.515e-05 60 640: 6%|▋ | 10/160 [00:23<07:21, 2.95s/it] 287/299 4.14G 0.01092 0.006261 3.515e-05 60 640: 7%|▋ | 11/160 [00:23<05:16, 2.12s/it] 287/299 4.14G 0.01114 0.00641 3.575e-05 74 640: 7%|▋ | 11/160 [00:23<05:16, 2.12s/it] 287/299 4.14G 0.01114 0.00641 3.575e-05 74 640: 8%|▊ | 12/160 [00:23<03:48, 1.54s/it] 287/299 4.14G 0.01105 0.00633 3.455e-05 58 640: 8%|▊ | 12/160 [00:24<03:48, 1.54s/it] 287/299 4.14G 0.01105 0.00633 3.455e-05 58 640: 8%|▊ | 13/160 [00:24<02:47, 1.14s/it] 287/299 4.14G 0.01103 0.006248 3.372e-05 55 640: 8%|▊ | 13/160 [00:31<02:47, 1.14s/it] 287/299 4.14G 0.01103 0.006248 3.372e-05 55 640: 9%|▉ | 14/160 [00:31<07:03, 2.90s/it] 287/299 4.14G 0.01103 0.006211 3.297e-05 52 640: 9%|▉ | 14/160 [00:31<07:03, 2.90s/it] 287/299 4.14G 0.01103 0.006211 3.297e-05 52 640: 9%|▉ | 15/160 [00:31<05:04, 2.10s/it] 287/299 4.14G 0.01086 0.006065 3.212e-05 35 640: 9%|▉ | 15/160 [00:31<05:04, 2.10s/it] 287/299 4.14G 0.01086 0.006065 3.212e-05 35 640: 10%|█ | 16/160 [00:31<03:40, 1.53s/it] 287/299 4.14G 0.01096 0.00608 3.229e-05 73 640: 10%|█ | 16/160 [00:31<03:40, 1.53s/it] 287/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 819 0.74 0.594 0.646 0.409
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 288/299 4.14G 0.01005 0.007679 2.06e-05 75 640: 0%| | 0/160 [00:00<?, ?it/s] 288/299 4.14G 0.01005 0.007679 2.06e-05 75 640: 1%| | 1/160 [00:00<00:49, 3.23it/s] 288/299 4.14G 0.01002 0.007547 1.957e-05 81 640: 1%| | 1/160 [00:07<00:49, 3.23it/s] 288/299 4.14G 0.01002 0.007547 1.957e-05 81 640: 1%|▏ | 2/160 [00:07<11:56, 4.53s/it] 288/299 4.14G 0.0103 0.007039 2.103e-05 56 640: 1%|▏ | 2/160 [00:08<11:56, 4.53s/it] 288/299 4.14G 0.0103 0.007039 2.103e-05 56 640: 2%|▏ | 3/160 [00:08<06:47, 2.60s/it] 288/299 4.14G 0.0108 0.006962 2.113e-05 66 640: 2%|▏ | 3/160 [00:08<06:47, 2.60s/it] 288/299 4.14G 0.0108 0.006962 2.113e-05 66 640: 2%|▎ | 4/160 [00:08<04:20, 1.67s/it] 288/299 4.14G 0.01073 0.006516 2.047e-05 42 640: 2%|▎ | 4/160 [00:08<04:20, 1.67s/it] 288/299 4.14G 0.01073 0.006516 2.047e-05 42 640: 3%|▎ | 5/160 [00:08<02:59, 1.16s/it] 288/299 4.14G 0.0106 0.006513 2.438e-05 63 640: 3%|▎ | 5/160 [00:14<02:59, 1.16s/it] 288/299 4.14G 0.0106 0.006513 2.438e-05 63 640: 4%|▍ | 6/160 [00:14<07:21, 2.87s/it] 288/299 4.14G 0.01094 0.006495 2.391e-05 54 640: 4%|▍ | 6/160 [00:15<07:21, 2.87s/it] 288/299 4.14G 0.01094 0.006495 2.391e-05 54 640: 4%|▍ | 7/160 [00:15<05:07, 2.01s/it] 288/299 4.14G 0.01111 0.006735 2.345e-05 72 640: 4%|▍ | 7/160 [00:15<05:07, 2.01s/it] 288/299 4.14G 0.01111 0.006735 2.345e-05 72 640: 5%|▌ | 8/160 [00:15<03:41, 1.46s/it] 288/299 4.14G 0.01107 0.006854 2.857e-05 99 640: 5%|▌ | 8/160 [00:15<03:41, 1.46s/it] 288/299 4.14G 0.01107 0.006854 2.857e-05 99 640: 6%|▌ | 9/160 [00:15<02:41, 1.07s/it] 288/299 4.14G 0.01108 0.006857 2.767e-05 65 640: 6%|▌ | 9/160 [00:26<02:41, 1.07s/it] 288/299 4.14G 0.01108 0.006857 2.767e-05 65 640: 6%|▋ | 10/160 [00:26<10:00, 4.01s/it] 288/299 4.14G 0.01119 0.006766 3.005e-05 73 640: 6%|▋ | 10/160 [00:26<10:00, 4.01s/it] 288/299 4.14G 0.01119 0.006766 3.005e-05 73 640: 7%|▋ | 11/160 [00:26<07:05, 2.86s/it] 288/299 4.14G 0.01107 0.006884 2.941e-05 97 640: 7%|▋ | 11/160 [00:26<07:05, 2.86s/it] 288/299 4.14G 0.01107 0.006884 2.941e-05 97 640: 8%|▊ | 12/160 [00:26<05:03, 2.05s/it] 288/299 4.14G 0.0111 0.006804 2.875e-05 56 640: 8%|▊ | 12/160 [00:26<05:03, 2.05s/it] 288/299 4.14G 0.0111 0.006804 2.875e-05 56 640: 8%|▊ | 13/160 [00:26<03:40, 1.50s/it] 288/299 4.14G 0.01113 0.006806 2.881e-05 74 640: 8%|▊ | 13/160 [00:28<03:40, 1.50s/it] 288/299 4.14G 0.01113 0.006806 2.881e-05 74 640: 9%|▉ | 14/160 [00:28<03:51, 1.59s/it] 288/299 4.14G 0.01126 0.006827 2.887e-05 58 640: 9%|▉ | 14/160 [00:28<03:51, 1.59s/it] 288/299 4.14G 0.01126 0.006827 2.887e-05 58 640: 9%|▉ | 15/160 [00:28<02:51, 1.18s/it] 288/299 4.14G 0.01125 0.00664 3.032e-05 41 640: 9%|▉ | 15/160 [00:29<02:51, 1.18s/it] 288/299 4.14G 0.01125 0.00664 3.032e-05 41 640: 10%|█ | 16/160 [00:29<02:08, 1.12it/s] 288/299 4.14G 0.01119 0.006629 3.072e-05 63 640: 10%|█ | 16/160 [00:29<02:08, 1.12it/s] 288/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 819 0.738 0.594 0.646 0.411
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 289/299 4.14G 0.01293 0.008577 2.372e-05 85 640: 0%| | 0/160 [00:00<?, ?it/s] 289/299 4.14G 0.01293 0.008577 2.372e-05 85 640: 1%| | 1/160 [00:00<00:51, 3.06it/s] 289/299 4.14G 0.01186 0.007269 2.173e-05 51 640: 1%| | 1/160 [00:11<00:51, 3.06it/s] 289/299 4.14G 0.01186 0.007269 2.173e-05 51 640: 1%|▏ | 2/160 [00:11<17:12, 6.53s/it] 289/299 4.14G 0.01226 0.006933 2.322e-05 70 640: 1%|▏ | 2/160 [00:11<17:12, 6.53s/it] 289/299 4.14G 0.01226 0.006933 2.322e-05 70 640: 2%|▏ | 3/160 [00:11<09:36, 3.67s/it] 289/299 4.14G 0.0115 0.00629 2.363e-05 50 640: 2%|▏ | 3/160 [00:11<09:36, 3.67s/it] 289/299 4.14G 0.0115 0.00629 2.363e-05 50 640: 2%|▎ | 4/160 [00:11<05:59, 2.31s/it] 289/299 4.14G 0.01133 0.006375 2.885e-05 64 640: 2%|▎ | 4/160 [00:11<05:59, 2.31s/it] 289/299 4.14G 0.01133 0.006375 2.885e-05 64 640: 3%|▎ | 5/160 [00:11<04:00, 1.55s/it] 289/299 4.14G 0.01109 0.006434 2.979e-05 80 640: 3%|▎ | 5/160 [00:13<04:00, 1.55s/it] 289/299 4.14G 0.01109 0.006434 2.979e-05 80 640: 4%|▍ | 6/160 [00:13<03:47, 1.48s/it] 289/299 4.14G 0.0111 0.006657 2.96e-05 85 640: 4%|▍ | 6/160 [00:13<03:47, 1.48s/it] 289/299 4.14G 0.0111 0.006657 2.96e-05 85 640: 4%|▍ | 7/160 [00:13<02:44, 1.08s/it] 289/299 4.14G 0.01127 0.006697 3.087e-05 69 640: 4%|▍ | 7/160 [00:13<02:44, 1.08s/it] 289/299 4.14G 0.01127 0.006697 3.087e-05 69 640: 5%|▌ | 8/160 [00:13<02:02, 1.25it/s] 289/299 4.14G 0.01104 0.006501 3.025e-05 60 640: 5%|▌ | 8/160 [00:13<02:02, 1.25it/s] 289/299 4.14G 0.01104 0.006501 3.025e-05 60 640: 6%|▌ | 9/160 [00:13<01:33, 1.61it/s] 289/299 4.14G 0.0111 0.006565 2.936e-05 75 640: 6%|▌ | 9/160 [00:24<01:33, 1.61it/s] 289/299 4.14G 0.0111 0.006565 2.936e-05 75 640: 6%|▋ | 10/160 [00:24<09:31, 3.81s/it] 289/299 4.14G 0.01116 0.006407 2.845e-05 53 640: 6%|▋ | 10/160 [00:25<09:31, 3.81s/it] 289/299 4.14G 0.01116 0.006407 2.845e-05 53 640: 7%|▋ | 11/160 [00:25<07:11, 2.90s/it] 289/299 4.14G 0.01108 0.006266 2.939e-05 54 640: 7%|▋ | 11/160 [00:25<07:11, 2.90s/it] 289/299 4.14G 0.01108 0.006266 2.939e-05 54 640: 8%|▊ | 12/160 [00:25<05:08, 2.08s/it] 289/299 4.14G 0.01118 0.006124 2.878e-05 44 640: 8%|▊ | 12/160 [00:26<05:08, 2.08s/it] 289/299 4.14G 0.01118 0.006124 2.878e-05 44 640: 8%|▊ | 13/160 [00:26<03:42, 1.52s/it] 289/299 4.14G 0.01135 0.006105 2.885e-05 50 640: 8%|▊ | 13/160 [00:26<03:42, 1.52s/it] 289/299 4.14G 0.01135 0.006105 2.885e-05 50 640: 9%|▉ | 14/160 [00:26<03:08, 1.29s/it] 289/299 4.14G 0.01125 0.006008 2.807e-05 53 640: 9%|▉ | 14/160 [00:27<03:08, 1.29s/it] 289/299 4.14G 0.01125 0.006008 2.807e-05 53 640: 9%|▉ | 15/160 [00:27<02:22, 1.02it/s] 289/299 4.14G 0.0112 0.006061 6.84e-05 75 640: 9%|▉ | 15/160 [00:27<02:22, 1.02it/s] 289/299 4.14G 0.0112 0.006061 6.84e-05 75 640: 10%|█ | 16/160 [00:27<01:47, 1.33it/s] 289/299 4.14G 0.01132 0.006043 6.569e-05 63 640: 10%|█ | 16/160 [00:27<01:47, 1.33it/s] 289/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s]
all 340 819 0.735 0.602 0.648 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 290/299 4.14G 0.01114 0.005314 1.801e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 290/299 4.14G 0.01114 0.005314 1.801e-05 55 640: 1%| | 1/160 [00:00<00:50, 3.18it/s] 290/299 4.14G 0.01088 0.005457 1.978e-05 63 640: 1%| | 1/160 [00:11<00:50, 3.18it/s] 290/299 4.14G 0.01088 0.005457 1.978e-05 63 640: 1%|▏ | 2/160 [00:11<18:22, 6.98s/it] 290/299 4.14G 0.01049 0.005575 1.911e-05 74 640: 1%|▏ | 2/160 [00:12<18:22, 6.98s/it] 290/299 4.14G 0.01049 0.005575 1.911e-05 74 640: 2%|▏ | 3/160 [00:12<10:13, 3.91s/it] 290/299 4.14G 0.01082 0.005245 2.224e-05 41 640: 2%|▏ | 3/160 [00:12<10:13, 3.91s/it] 290/299 4.14G 0.01082 0.005245 2.224e-05 41 640: 2%|▎ | 4/160 [00:12<06:22, 2.45s/it] 290/299 4.14G 0.01067 0.005341 2.161e-05 64 640: 2%|▎ | 4/160 [00:12<06:22, 2.45s/it] 290/299 4.14G 0.01067 0.005341 2.161e-05 64 640: 3%|▎ | 5/160 [00:12<04:14, 1.64s/it] 290/299 4.14G 0.01106 0.005602 2.296e-05 65 640: 3%|▎ | 5/160 [00:12<04:14, 1.64s/it] 290/299 4.14G 0.01106 0.005602 2.296e-05 65 640: 4%|▍ | 6/160 [00:12<02:58, 1.16s/it] 290/299 4.14G 0.01108 0.005826 2.237e-05 69 640: 4%|▍ | 6/160 [00:13<02:58, 1.16s/it] 290/299 4.14G 0.01108 0.005826 2.237e-05 69 640: 4%|▍ | 7/160 [00:13<02:11, 1.16it/s] 290/299 4.14G 0.01087 0.005863 2.221e-05 72 640: 4%|▍ | 7/160 [00:13<02:11, 1.16it/s] 290/299 4.14G 0.01087 0.005863 2.221e-05 72 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 290/299 4.14G 0.01088 0.005796 2.19e-05 48 640: 5%|▌ | 8/160 [00:13<01:39, 1.52it/s] 290/299 4.14G 0.01088 0.005796 2.19e-05 48 640: 6%|▌ | 9/160 [00:13<01:18, 1.93it/s] 290/299 4.14G 0.01063 0.00571 2.329e-05 58 640: 6%|▌ | 9/160 [00:25<01:18, 1.93it/s] 290/299 4.14G 0.01063 0.00571 2.329e-05 58 640: 6%|▋ | 10/160 [00:25<10:02, 4.02s/it] 290/299 4.14G 0.01066 0.005599 2.268e-05 47 640: 6%|▋ | 10/160 [00:26<10:02, 4.02s/it] 290/299 4.14G 0.01066 0.005599 2.268e-05 47 640: 7%|▋ | 11/160 [00:26<07:40, 3.09s/it] 290/299 4.14G 0.01068 0.005683 2.236e-05 54 640: 7%|▋ | 11/160 [00:26<07:40, 3.09s/it] 290/299 4.14G 0.01068 0.005683 2.236e-05 54 640: 8%|▊ | 12/160 [00:26<05:28, 2.22s/it] 290/299 4.14G 0.01058 0.005664 2.189e-05 54 640: 8%|▊ | 12/160 [00:26<05:28, 2.22s/it] 290/299 4.14G 0.01058 0.005664 2.189e-05 54 640: 8%|▊ | 13/160 [00:26<03:58, 1.62s/it] 290/299 4.14G 0.0106 0.005753 2.284e-05 69 640: 8%|▊ | 13/160 [00:27<03:58, 1.62s/it] 290/299 4.14G 0.0106 0.005753 2.284e-05 69 640: 9%|▉ | 14/160 [00:27<02:54, 1.20s/it] 290/299 4.14G 0.01068 0.005669 2.252e-05 38 640: 9%|▉ | 14/160 [00:27<02:54, 1.20s/it] 290/299 4.14G 0.01068 0.005669 2.252e-05 38 640: 9%|▉ | 15/160 [00:27<02:12, 1.10it/s] 290/299 4.14G 0.01076 0.005704 2.241e-05 53 640: 9%|▉ | 15/160 [00:27<02:12, 1.10it/s] 290/299 4.14G 0.01076 0.005704 2.241e-05 53 640: 10%|█ | 16/160 [00:27<01:41, 1.42it/s] 290/299 4.14G 0.01069 0.005675 2.217e-05 55 640: 10%|█ | 16/160 [00:27<01:41, 1.42it/s] 290/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.31it/s]
all 340 819 0.734 0.607 0.647 0.411
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 291/299 4.14G 0.01022 0.005285 1.917e-05 53 640: 0%| | 0/160 [00:00<?, ?it/s] 291/299 4.14G 0.01022 0.005285 1.917e-05 53 640: 1%| | 1/160 [00:00<00:51, 3.08it/s] 291/299 4.14G 0.01073 0.006426 1.961e-05 87 640: 1%| | 1/160 [00:12<00:51, 3.08it/s] 291/299 4.14G 0.01073 0.006426 1.961e-05 87 640: 1%|▏ | 2/160 [00:12<19:39, 7.46s/it] 291/299 4.14G 0.01064 0.006855 1.925e-05 73 640: 1%|▏ | 2/160 [00:15<19:39, 7.46s/it] 291/299 4.14G 0.01064 0.006855 1.925e-05 73 640: 2%|▏ | 3/160 [00:15<13:25, 5.13s/it] 291/299 4.14G 0.01074 0.006521 1.952e-05 57 640: 2%|▏ | 3/160 [00:15<13:25, 5.13s/it] 291/299 4.14G 0.01074 0.006521 1.952e-05 57 640: 2%|▎ | 4/160 [00:15<08:17, 3.19s/it] 291/299 4.14G 0.01118 0.006497 1.914e-05 67 640: 2%|▎ | 4/160 [00:15<08:17, 3.19s/it] 291/299 4.14G 0.01118 0.006497 1.914e-05 67 640: 3%|▎ | 5/160 [00:15<05:28, 2.12s/it] 291/299 4.14G 0.01107 0.006181 1.925e-05 54 640: 3%|▎ | 5/160 [00:15<05:28, 2.12s/it] 291/299 4.14G 0.01107 0.006181 1.925e-05 54 640: 4%|▍ | 6/160 [00:15<03:46, 1.47s/it] 291/299 4.14G 0.01118 0.006127 2.002e-05 53 640: 4%|▍ | 6/160 [00:16<03:46, 1.47s/it] 291/299 4.14G 0.01118 0.006127 2.002e-05 53 640: 4%|▍ | 7/160 [00:16<02:44, 1.07s/it] 291/299 4.14G 0.01105 0.005952 2.026e-05 56 640: 4%|▍ | 7/160 [00:16<02:44, 1.07s/it] 291/299 4.14G 0.01105 0.005952 2.026e-05 56 640: 5%|▌ | 8/160 [00:16<02:01, 1.25it/s] 291/299 4.14G 0.01139 0.006091 2.065e-05 76 640: 5%|▌ | 8/160 [00:16<02:01, 1.25it/s] 291/299 4.14G 0.01139 0.006091 2.065e-05 76 640: 6%|▌ | 9/160 [00:16<01:33, 1.62it/s] 291/299 4.14G 0.01129 0.005988 2.06e-05 66 640: 6%|▌ | 9/160 [00:27<01:33, 1.62it/s] 291/299 4.14G 0.01129 0.005988 2.06e-05 66 640: 6%|▋ | 10/160 [00:27<09:45, 3.91s/it] 291/299 4.14G 0.01121 0.006034 2.159e-05 46 640: 6%|▋ | 10/160 [00:30<09:45, 3.91s/it] 291/299 4.14G 0.01121 0.006034 2.159e-05 46 640: 7%|▋ | 11/160 [00:30<08:37, 3.47s/it] 291/299 4.14G 0.01121 0.006076 2.36e-05 73 640: 7%|▋ | 11/160 [00:30<08:37, 3.47s/it] 291/299 4.14G 0.01121 0.006076 2.36e-05 73 640: 8%|▊ | 12/160 [00:30<06:07, 2.48s/it] 291/299 4.14G 0.0111 0.006029 2.427e-05 54 640: 8%|▊ | 12/160 [00:30<06:07, 2.48s/it] 291/299 4.14G 0.0111 0.006029 2.427e-05 54 640: 8%|▊ | 13/160 [00:30<04:23, 1.80s/it] 291/299 4.14G 0.01107 0.00601 2.372e-05 62 640: 8%|▊ | 13/160 [00:30<04:23, 1.80s/it] 291/299 4.14G 0.01107 0.00601 2.372e-05 62 640: 9%|▉ | 14/160 [00:30<03:12, 1.32s/it] 291/299 4.14G 0.01102 0.005904 2.342e-05 50 640: 9%|▉ | 14/160 [00:31<03:12, 1.32s/it] 291/299 4.14G 0.01102 0.005904 2.342e-05 50 640: 9%|▉ | 15/160 [00:31<02:26, 1.01s/it] 291/299 4.14G 0.01097 0.005805 2.291e-05 43 640: 9%|▉ | 15/160 [00:31<02:26, 1.01s/it] 291/299 4.14G 0.01097 0.005805 2.291e-05 43 640: 10%|█ | 16/160 [00:31<01:50, 1.30it/s] 291/299 4.14G 0.01087 0.00572 2.269e-05 42 640: 10%|█ | 16/160 [00:31<01:50, 1.30it/s] 291/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 819 0.735 0.605 0.647 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 292/299 4.14G 0.01151 0.00656 1.997e-05 72 640: 0%| | 0/160 [00:00<?, ?it/s] 292/299 4.14G 0.01151 0.00656 1.997e-05 72 640: 1%| | 1/160 [00:00<00:53, 2.95it/s] 292/299 4.14G 0.01139 0.00633 2.088e-05 57 640: 1%| | 1/160 [00:10<00:53, 2.95it/s] 292/299 4.14G 0.01139 0.00633 2.088e-05 57 640: 1%|▏ | 2/160 [00:10<15:55, 6.05s/it] 292/299 4.14G 0.01081 0.005977 2.061e-05 64 640: 1%|▏ | 2/160 [00:13<15:55, 6.05s/it] 292/299 4.14G 0.01081 0.005977 2.061e-05 64 640: 2%|▏ | 3/160 [00:13<12:43, 4.86s/it] 292/299 4.14G 0.01083 0.005982 2.025e-05 75 640: 2%|▏ | 3/160 [00:14<12:43, 4.86s/it] 292/299 4.14G 0.01083 0.005982 2.025e-05 75 640: 2%|▎ | 4/160 [00:14<07:52, 3.03s/it] 292/299 4.14G 0.01039 0.005623 1.986e-05 50 640: 2%|▎ | 4/160 [00:14<07:52, 3.03s/it] 292/299 4.14G 0.01039 0.005623 1.986e-05 50 640: 3%|▎ | 5/160 [00:14<05:12, 2.01s/it] 292/299 4.14G 0.01036 0.005713 1.978e-05 67 640: 3%|▎ | 5/160 [00:14<05:12, 2.01s/it] 292/299 4.14G 0.01036 0.005713 1.978e-05 67 640: 4%|▍ | 6/160 [00:14<03:36, 1.40s/it] 292/299 4.14G 0.01071 0.005845 2.113e-05 63 640: 4%|▍ | 6/160 [00:14<03:36, 1.40s/it] 292/299 4.14G 0.01071 0.005845 2.113e-05 63 640: 4%|▍ | 7/160 [00:14<02:37, 1.03s/it] 292/299 4.14G 0.01074 0.00612 2.169e-05 86 640: 4%|▍ | 7/160 [00:14<02:37, 1.03s/it] 292/299 4.14G 0.01074 0.00612 2.169e-05 86 640: 5%|▌ | 8/160 [00:14<01:56, 1.30it/s] 292/299 4.14G 0.01078 0.005991 2.142e-05 53 640: 5%|▌ | 8/160 [00:15<01:56, 1.30it/s] 292/299 4.14G 0.01078 0.005991 2.142e-05 53 640: 6%|▌ | 9/160 [00:15<01:30, 1.68it/s] 292/299 4.14G 0.01083 0.005948 2.197e-05 50 640: 6%|▌ | 9/160 [00:24<01:30, 1.68it/s] 292/299 4.14G 0.01083 0.005948 2.197e-05 50 640: 6%|▋ | 10/160 [00:24<08:34, 3.43s/it] 292/299 4.14G 0.01084 0.006097 2.168e-05 78 640: 6%|▋ | 10/160 [00:29<08:34, 3.43s/it] 292/299 4.14G 0.01084 0.006097 2.168e-05 78 640: 7%|▋ | 11/160 [00:29<09:07, 3.67s/it] 292/299 4.14G 0.01081 0.006048 2.152e-05 67 640: 7%|▋ | 11/160 [00:29<09:07, 3.67s/it] 292/299 4.14G 0.01081 0.006048 2.152e-05 67 640: 8%|▊ | 12/160 [00:29<06:27, 2.62s/it] 292/299 4.14G 0.0108 0.006195 2.17e-05 66 640: 8%|▊ | 12/160 [00:29<06:27, 2.62s/it] 292/299 4.14G 0.0108 0.006195 2.17e-05 66 640: 8%|▊ | 13/160 [00:29<04:37, 1.89s/it] 292/299 4.14G 0.01081 0.006122 2.343e-05 64 640: 8%|▊ | 13/160 [00:29<04:37, 1.89s/it] 292/299 4.14G 0.01081 0.006122 2.343e-05 64 640: 9%|▉ | 14/160 [00:29<03:21, 1.38s/it] 292/299 4.14G 0.01089 0.006084 2.349e-05 54 640: 9%|▉ | 14/160 [00:30<03:21, 1.38s/it] 292/299 4.14G 0.01089 0.006084 2.349e-05 54 640: 9%|▉ | 15/160 [00:30<02:30, 1.04s/it] 292/299 4.14G 0.01076 0.005988 2.352e-05 52 640: 9%|▉ | 15/160 [00:30<02:30, 1.04s/it] 292/299 4.14G 0.01076 0.005988 2.352e-05 52 640: 10%|█ | 16/160 [00:30<01:53, 1.26it/s] 292/299 4.14G 0.01078 0.005924 2.316e-05 55 640: 10%|█ | 16/160 [00:30<01:53, 1.26it/s] 292/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.42it/s]
all 340 819 0.733 0.603 0.646 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 293/299 4.14G 0.009506 0.004491 1.776e-05 45 640: 0%| | 0/160 [00:00<?, ?it/s] 293/299 4.14G 0.009506 0.004491 1.776e-05 45 640: 1%| | 1/160 [00:00<00:42, 3.70it/s] 293/299 4.14G 0.009657 0.006404 1.876e-05 67 640: 1%| | 1/160 [00:08<00:42, 3.70it/s] 293/299 4.14G 0.009657 0.006404 1.876e-05 67 640: 1%|▏ | 2/160 [00:08<12:23, 4.71s/it] 293/299 4.14G 0.01027 0.006775 2.214e-05 73 640: 1%|▏ | 2/160 [00:15<12:23, 4.71s/it] 293/299 4.14G 0.01027 0.006775 2.214e-05 73 640: 2%|▏ | 3/160 [00:15<15:12, 5.81s/it] 293/299 4.14G 0.01089 0.006599 2.565e-05 50 640: 2%|▏ | 3/160 [00:15<15:12, 5.81s/it] 293/299 4.14G 0.01089 0.006599 2.565e-05 50 640: 2%|▎ | 4/160 [00:15<09:21, 3.60s/it] 293/299 4.14G 0.01083 0.006792 2.502e-05 76 640: 2%|▎ | 4/160 [00:15<09:21, 3.60s/it] 293/299 4.14G 0.01083 0.006792 2.502e-05 76 640: 3%|▎ | 5/160 [00:15<06:08, 2.38s/it] 293/299 4.14G 0.01084 0.006647 2.399e-05 68 640: 3%|▎ | 5/160 [00:15<06:08, 2.38s/it] 293/299 4.14G 0.01084 0.006647 2.399e-05 68 640: 4%|▍ | 6/160 [00:15<04:13, 1.64s/it] 293/299 4.14G 0.01072 0.006709 2.323e-05 89 640: 4%|▍ | 6/160 [00:16<04:13, 1.64s/it] 293/299 4.14G 0.01072 0.006709 2.323e-05 89 640: 4%|▍ | 7/160 [00:16<03:01, 1.19s/it] 293/299 4.14G 0.01088 0.006992 2.296e-05 83 640: 4%|▍ | 7/160 [00:16<03:01, 1.19s/it] 293/299 4.14G 0.01088 0.006992 2.296e-05 83 640: 5%|▌ | 8/160 [00:16<02:13, 1.14it/s] 293/299 4.14G 0.01093 0.006825 2.271e-05 55 640: 5%|▌ | 8/160 [00:16<02:13, 1.14it/s] 293/299 4.14G 0.01093 0.006825 2.271e-05 55 640: 6%|▌ | 9/160 [00:16<01:41, 1.49it/s] 293/299 4.14G 0.01085 0.006624 2.256e-05 50 640: 6%|▌ | 9/160 [00:24<01:41, 1.49it/s] 293/299 4.14G 0.01085 0.006624 2.256e-05 50 640: 6%|▋ | 10/160 [00:24<06:57, 2.78s/it] 293/299 4.14G 0.01085 0.006618 2.236e-05 68 640: 6%|▋ | 10/160 [00:29<06:57, 2.78s/it] 293/299 4.14G 0.01085 0.006618 2.236e-05 68 640: 7%|▋ | 11/160 [00:29<09:19, 3.75s/it] 293/299 4.14G 0.01109 0.006682 2.227e-05 59 640: 7%|▋ | 11/160 [00:30<09:19, 3.75s/it] 293/299 4.14G 0.01109 0.006682 2.227e-05 59 640: 8%|▊ | 12/160 [00:30<06:36, 2.68s/it] 293/299 4.14G 0.01106 0.006547 2.203e-05 46 640: 8%|▊ | 12/160 [00:30<06:36, 2.68s/it] 293/299 4.14G 0.01106 0.006547 2.203e-05 46 640: 8%|▊ | 13/160 [00:30<04:43, 1.93s/it] 293/299 4.14G 0.01096 0.006506 2.445e-05 81 640: 8%|▊ | 13/160 [00:30<04:43, 1.93s/it] 293/299 4.14G 0.01096 0.006506 2.445e-05 81 640: 9%|▉ | 14/160 [00:30<03:26, 1.41s/it] 293/299 4.14G 0.01103 0.006481 2.402e-05 77 640: 9%|▉ | 14/160 [00:30<03:26, 1.41s/it] 293/299 4.14G 0.01103 0.006481 2.402e-05 77 640: 9%|▉ | 15/160 [00:30<02:34, 1.06s/it] 293/299 4.14G 0.01103 0.006559 2.375e-05 87 640: 9%|▉ | 15/160 [00:31<02:34, 1.06s/it] 293/299 4.14G 0.01103 0.006559 2.375e-05 87 640: 10%|█ | 16/160 [00:31<01:56, 1.24it/s] 293/299 4.14G 0.01098 0.006496 2.34e-05 62 640: 10%|█ | 16/160 [00:31<01:56, 1.24it/s] 293/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 819 0.729 0.609 0.647 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 294/299 4.14G 0.01014 0.003909 1.88e-05 31 640: 0%| | 0/160 [00:00<?, ?it/s] 294/299 4.14G 0.01014 0.003909 1.88e-05 31 640: 1%| | 1/160 [00:00<00:56, 2.82it/s] 294/299 4.14G 0.01029 0.005346 2.306e-05 63 640: 1%| | 1/160 [00:02<00:56, 2.82it/s] 294/299 4.14G 0.01029 0.005346 2.306e-05 63 640: 1%|▏ | 2/160 [00:02<03:09, 1.20s/it] 294/299 4.14G 0.01063 0.005355 3.863e-05 67 640: 1%|▏ | 2/160 [00:13<03:09, 1.20s/it] 294/299 4.14G 0.01063 0.005355 3.863e-05 67 640: 2%|▏ | 3/160 [00:13<15:38, 5.98s/it] 294/299 4.14G 0.01056 0.005973 3.416e-05 67 640: 2%|▏ | 3/160 [00:14<15:38, 5.98s/it] 294/299 4.14G 0.01056 0.005973 3.416e-05 67 640: 2%|▎ | 4/160 [00:14<09:37, 3.70s/it] 294/299 4.14G 0.01039 0.005705 3.154e-05 47 640: 2%|▎ | 4/160 [00:14<09:37, 3.70s/it] 294/299 4.14G 0.01039 0.005705 3.154e-05 47 640: 3%|▎ | 5/160 [00:14<06:19, 2.45s/it] 294/299 4.14G 0.01104 0.006076 0.000232 52 640: 3%|▎ | 5/160 [00:14<06:19, 2.45s/it] 294/299 4.14G 0.01104 0.006076 0.000232 52 640: 4%|▍ | 6/160 [00:14<04:19, 1.69s/it] 294/299 4.14G 0.01089 0.006028 0.0002045 60 640: 4%|▍ | 6/160 [00:14<04:19, 1.69s/it] 294/299 4.14G 0.01089 0.006028 0.0002045 60 640: 4%|▍ | 7/160 [00:14<03:06, 1.22s/it] 294/299 4.14G 0.01088 0.005975 0.0001823 61 640: 4%|▍ | 7/160 [00:14<03:06, 1.22s/it] 294/299 4.14G 0.01088 0.005975 0.0001823 61 640: 5%|▌ | 8/160 [00:14<02:16, 1.11it/s] 294/299 4.14G 0.0108 0.005988 0.000165 67 640: 5%|▌ | 8/160 [00:15<02:16, 1.11it/s] 294/299 4.14G 0.0108 0.005988 0.000165 67 640: 6%|▌ | 9/160 [00:15<01:43, 1.46it/s] 294/299 4.14G 0.01091 0.005929 0.0001508 57 640: 6%|▌ | 9/160 [00:17<01:43, 1.46it/s] 294/299 4.14G 0.01091 0.005929 0.0001508 57 640: 6%|▋ | 10/160 [00:17<03:20, 1.34s/it] 294/299 4.14G 0.011 0.005934 0.0001389 69 640: 6%|▋ | 10/160 [00:29<03:20, 1.34s/it] 294/299 4.14G 0.011 0.005934 0.0001389 69 640: 7%|▋ | 11/160 [00:29<10:46, 4.34s/it] 294/299 4.14G 0.01089 0.005842 0.000129 59 640: 7%|▋ | 11/160 [00:29<10:46, 4.34s/it] 294/299 4.14G 0.01089 0.005842 0.000129 59 640: 8%|▊ | 12/160 [00:29<07:36, 3.08s/it] 294/299 4.14G 0.0108 0.005729 0.0001238 52 640: 8%|▊ | 12/160 [00:29<07:36, 3.08s/it] 294/299 4.14G 0.0108 0.005729 0.0001238 52 640: 8%|▊ | 13/160 [00:29<05:25, 2.21s/it] 294/299 4.14G 0.0107 0.005738 0.0001162 58 640: 8%|▊ | 13/160 [00:29<05:25, 2.21s/it] 294/299 4.14G 0.0107 0.005738 0.0001162 58 640: 9%|▉ | 14/160 [00:29<03:55, 1.61s/it] 294/299 4.14G 0.01074 0.005737 0.0001163 66 640: 9%|▉ | 14/160 [00:29<03:55, 1.61s/it] 294/299 4.14G 0.01074 0.005737 0.0001163 66 640: 9%|▉ | 15/160 [00:29<02:53, 1.20s/it] 294/299 4.14G 0.01079 0.005642 0.000111 32 640: 9%|▉ | 15/160 [00:30<02:53, 1.20s/it] 294/299 4.14G 0.01079 0.005642 0.000111 32 640: 10%|█ | 16/160 [00:30<02:09, 1.11it/s] 294/299 4.14G 0.01071 0.005705 0.000106 79 640: 10%|█ | 16/160 [00:30<02:09, 1.11it/s] 294/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s]
all 340 818 0.729 0.61 0.647 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 295/299 4.14G 0.01011 0.006585 2.05e-05 68 640: 0%| | 0/160 [00:00<?, ?it/s] 295/299 4.14G 0.01011 0.006585 2.05e-05 68 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 295/299 4.14G 0.01091 0.008208 1.937e-05 96 640: 1%| | 1/160 [00:00<00:49, 3.19it/s] 295/299 4.14G 0.01091 0.008208 1.937e-05 96 640: 1%|▏ | 2/160 [00:00<00:50, 3.15it/s] 295/299 4.14G 0.01083 0.006869 1.939e-05 46 640: 1%|▏ | 2/160 [00:13<00:50, 3.15it/s] 295/299 4.14G 0.01083 0.006869 1.939e-05 46 640: 2%|▏ | 3/160 [00:13<16:17, 6.23s/it] 295/299 4.14G 0.01077 0.006498 1.929e-05 54 640: 2%|▏ | 3/160 [00:14<16:17, 6.23s/it] 295/299 4.14G 0.01077 0.006498 1.929e-05 54 640: 2%|▎ | 4/160 [00:14<10:01, 3.85s/it] 295/299 4.14G 0.01039 0.006392 3.413e-05 62 640: 2%|▎ | 4/160 [00:14<10:01, 3.85s/it] 295/299 4.14G 0.01039 0.006392 3.413e-05 62 640: 3%|▎ | 5/160 [00:14<06:34, 2.54s/it] 295/299 4.14G 0.01056 0.00643 3.146e-05 68 640: 3%|▎ | 5/160 [00:14<06:34, 2.54s/it] 295/299 4.14G 0.01056 0.00643 3.146e-05 68 640: 4%|▍ | 6/160 [00:14<04:29, 1.75s/it] 295/299 4.14G 0.01069 0.006705 2.933e-05 90 640: 4%|▍ | 6/160 [00:14<04:29, 1.75s/it] 295/299 4.14G 0.01069 0.006705 2.933e-05 90 640: 4%|▍ | 7/160 [00:14<03:13, 1.26s/it] 295/299 4.14G 0.01087 0.006543 2.815e-05 67 640: 4%|▍ | 7/160 [00:15<03:13, 1.26s/it] 295/299 4.14G 0.01087 0.006543 2.815e-05 67 640: 5%|▌ | 8/160 [00:15<02:21, 1.08it/s] 295/299 4.14G 0.01121 0.006485 2.771e-05 53 640: 5%|▌ | 8/160 [00:15<02:21, 1.08it/s] 295/299 4.14G 0.01121 0.006485 2.771e-05 53 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 295/299 4.14G 0.01116 0.006437 2.752e-05 81 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 295/299 4.14G 0.01116 0.006437 2.752e-05 81 640: 6%|▋ | 10/160 [00:15<01:47, 1.40it/s] 295/299 4.14G 0.01106 0.006426 2.638e-05 73 640: 6%|▋ | 10/160 [00:28<01:47, 1.40it/s] 295/299 4.14G 0.01106 0.006426 2.638e-05 73 640: 7%|▋ | 11/160 [00:28<11:04, 4.46s/it] 295/299 4.14G 0.01123 0.006433 2.966e-05 80 640: 7%|▋ | 11/160 [00:29<11:04, 4.46s/it] 295/299 4.14G 0.01123 0.006433 2.966e-05 80 640: 8%|▊ | 12/160 [00:29<07:48, 3.17s/it] 295/299 4.14G 0.0112 0.006418 2.883e-05 67 640: 8%|▊ | 12/160 [00:29<07:48, 3.17s/it] 295/299 4.14G 0.0112 0.006418 2.883e-05 67 640: 8%|▊ | 13/160 [00:29<05:33, 2.27s/it] 295/299 4.14G 0.01116 0.006257 2.812e-05 43 640: 8%|▊ | 13/160 [00:29<05:33, 2.27s/it] 295/299 4.14G 0.01116 0.006257 2.812e-05 43 640: 9%|▉ | 14/160 [00:29<04:00, 1.65s/it] 295/299 4.14G 0.01109 0.006179 2.754e-05 48 640: 9%|▉ | 14/160 [00:29<04:00, 1.65s/it] 295/299 4.14G 0.01109 0.006179 2.754e-05 48 640: 9%|▉ | 15/160 [00:29<02:57, 1.23s/it] 295/299 4.14G 0.0111 0.006118 2.708e-05 57 640: 9%|▉ | 15/160 [00:30<02:57, 1.23s/it] 295/299 4.14G 0.0111 0.006118 2.708e-05 57 640: 10%|█ | 16/160 [00:30<02:12, 1.09it/s] 295/299 4.14G 0.01108 0.006097 2.664e-05 65 640: 10%|█ | 16/160 [00:30<02:12, 1.09it/s] 295/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s]
all 340 819 0.727 0.61 0.647 0.413
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 296/299 4.14G 0.009736 0.005945 2.116e-05 58 640: 0%| | 0/160 [00:00<?, ?it/s] 296/299 4.14G 0.009736 0.005945 2.116e-05 58 640: 1%| | 1/160 [00:00<00:48, 3.28it/s] 296/299 4.14G 0.01184 0.00677 2.07e-05 79 640: 1%| | 1/160 [00:00<00:48, 3.28it/s] 296/299 4.14G 0.01184 0.00677 2.07e-05 79 640: 1%|▏ | 2/160 [00:00<00:46, 3.38it/s] 296/299 4.14G 0.01114 0.006342 2.123e-05 52 640: 1%|▏ | 2/160 [00:13<00:46, 3.38it/s] 296/299 4.14G 0.01114 0.006342 2.123e-05 52 640: 2%|▏ | 3/160 [00:13<16:15, 6.21s/it] 296/299 4.14G 0.01121 0.006119 2.123e-05 59 640: 2%|▏ | 3/160 [00:14<16:15, 6.21s/it] 296/299 4.14G 0.01121 0.006119 2.123e-05 59 640: 2%|▎ | 4/160 [00:14<09:59, 3.84s/it] 296/299 4.14G 0.01147 0.006238 3.497e-05 54 640: 2%|▎ | 4/160 [00:14<09:59, 3.84s/it] 296/299 4.14G 0.01147 0.006238 3.497e-05 54 640: 3%|▎ | 5/160 [00:14<06:32, 2.54s/it] 296/299 4.14G 0.01156 0.006187 3.241e-05 79 640: 3%|▎ | 5/160 [00:14<06:32, 2.54s/it] 296/299 4.14G 0.01156 0.006187 3.241e-05 79 640: 4%|▍ | 6/160 [00:14<04:28, 1.75s/it] 296/299 4.14G 0.0114 0.006195 3.1e-05 76 640: 4%|▍ | 6/160 [00:14<04:28, 1.75s/it] 296/299 4.14G 0.0114 0.006195 3.1e-05 76 640: 4%|▍ | 7/160 [00:14<03:12, 1.26s/it] 296/299 4.14G 0.01147 0.006368 2.966e-05 59 640: 4%|▍ | 7/160 [00:14<03:12, 1.26s/it] 296/299 4.14G 0.01147 0.006368 2.966e-05 59 640: 5%|▌ | 8/160 [00:14<02:20, 1.08it/s] 296/299 4.14G 0.0114 0.006286 2.889e-05 58 640: 5%|▌ | 8/160 [00:15<02:20, 1.08it/s] 296/299 4.14G 0.0114 0.006286 2.889e-05 58 640: 6%|▌ | 9/160 [00:15<01:46, 1.42it/s] 296/299 4.14G 0.01131 0.006234 2.785e-05 52 640: 6%|▌ | 9/160 [00:17<01:46, 1.42it/s] 296/299 4.14G 0.01131 0.006234 2.785e-05 52 640: 6%|▋ | 10/160 [00:17<02:58, 1.19s/it] 296/299 4.14G 0.01132 0.006131 2.673e-05 55 640: 6%|▋ | 10/160 [00:27<02:58, 1.19s/it] 296/299 4.14G 0.01132 0.006131 2.673e-05 55 640: 7%|▋ | 11/160 [00:27<09:57, 4.01s/it] 296/299 4.14G 0.01118 0.006049 2.578e-05 65 640: 7%|▋ | 11/160 [00:28<09:57, 4.01s/it] 296/299 4.14G 0.01118 0.006049 2.578e-05 65 640: 8%|▊ | 12/160 [00:28<07:02, 2.85s/it] 296/299 4.14G 0.0111 0.006007 2.528e-05 54 640: 8%|▊ | 12/160 [00:28<07:02, 2.85s/it] 296/299 4.14G 0.0111 0.006007 2.528e-05 54 640: 8%|▊ | 13/160 [00:28<05:02, 2.05s/it] 296/299 4.14G 0.01112 0.006092 2.474e-05 67 640: 8%|▊ | 13/160 [00:28<05:02, 2.05s/it] 296/299 4.14G 0.01112 0.006092 2.474e-05 67 640: 9%|▉ | 14/160 [00:28<03:38, 1.50s/it] 296/299 4.14G 0.01103 0.006071 2.413e-05 71 640: 9%|▉ | 14/160 [00:28<03:38, 1.50s/it] 296/299 4.14G 0.01103 0.006071 2.413e-05 71 640: 9%|▉ | 15/160 [00:28<02:42, 1.12s/it] 296/299 4.14G 0.01121 0.006151 2.382e-05 61 640: 9%|▉ | 15/160 [00:28<02:42, 1.12s/it] 296/299 4.14G 0.01121 0.006151 2.382e-05 61 640: 10%|█ | 16/160 [00:28<02:02, 1.18it/s] 296/299 4.14G 0.01118 0.006148 2.351e-05 72 640: 10%|█ | 16/160 [00:29<02:02, 1.18it/s] 296/299 4.14G 0.011
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.20it/s]
all 340 819 0.727 0.609 0.647 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 297/299 4.14G 0.01103 0.007969 3.31e-05 100 640: 0%| | 0/160 [00:00<?, ?it/s] 297/299 4.14G 0.01103 0.007969 3.31e-05 100 640: 1%| | 1/160 [00:00<00:50, 3.17it/s] 297/299 4.14G 0.01092 0.006311 5.238e-05 51 640: 1%| | 1/160 [00:02<00:50, 3.17it/s] 297/299 4.14G 0.01092 0.006311 5.238e-05 51 640: 1%|▏ | 2/160 [00:02<03:30, 1.33s/it] 297/299 4.14G 0.01098 0.005856 4.178e-05 52 640: 1%|▏ | 2/160 [00:15<03:30, 1.33s/it] 297/299 4.14G 0.01098 0.005856 4.178e-05 52 640: 2%|▏ | 3/160 [00:15<17:31, 6.70s/it] 297/299 4.14G 0.01061 0.005898 3.579e-05 65 640: 2%|▏ | 3/160 [00:15<17:31, 6.70s/it] 297/299 4.14G 0.01061 0.005898 3.579e-05 65 640: 2%|▎ | 4/160 [00:15<10:45, 4.14s/it] 297/299 4.14G 0.01043 0.005832 3.45e-05 50 640: 2%|▎ | 4/160 [00:15<10:45, 4.14s/it] 297/299 4.14G 0.01043 0.005832 3.45e-05 50 640: 3%|▎ | 5/160 [00:15<07:04, 2.74s/it] 297/299 4.14G 0.01039 0.005787 3.234e-05 57 640: 3%|▎ | 5/160 [00:16<07:04, 2.74s/it] 297/299 4.14G 0.01039 0.005787 3.234e-05 57 640: 4%|▍ | 6/160 [00:16<04:49, 1.88s/it] 297/299 4.14G 0.01048 0.006092 3.005e-05 57 640: 4%|▍ | 6/160 [00:16<04:49, 1.88s/it] 297/299 4.14G 0.01048 0.006092 3.005e-05 57 640: 4%|▍ | 7/160 [00:16<03:26, 1.35s/it] 297/299 4.14G 0.01046 0.006005 2.875e-05 59 640: 4%|▍ | 7/160 [00:16<03:26, 1.35s/it] 297/299 4.14G 0.01046 0.006005 2.875e-05 59 640: 5%|▌ | 8/160 [00:16<02:30, 1.01it/s] 297/299 4.14G 0.01046 0.00584 2.749e-05 53 640: 5%|▌ | 8/160 [00:16<02:30, 1.01it/s] 297/299 4.14G 0.01046 0.00584 2.749e-05 53 640: 6%|▌ | 9/160 [00:16<01:52, 1.34it/s] 297/299 4.14G 0.01047 0.005879 2.72e-05 67 640: 6%|▌ | 9/160 [00:18<01:52, 1.34it/s] 297/299 4.14G 0.01047 0.005879 2.72e-05 67 640: 6%|▋ | 10/160 [00:18<02:37, 1.05s/it] 297/299 4.14G 0.01067 0.006149 2.752e-05 74 640: 6%|▋ | 10/160 [00:31<02:37, 1.05s/it] 297/299 4.14G 0.01067 0.006149 2.752e-05 74 640: 7%|▋ | 11/160 [00:31<11:36, 4.67s/it] 297/299 4.14G 0.01069 0.006175 2.761e-05 61 640: 7%|▋ | 11/160 [00:31<11:36, 4.67s/it] 297/299 4.14G 0.01069 0.006175 2.761e-05 61 640: 8%|▊ | 12/160 [00:31<08:10, 3.32s/it] 297/299 4.14G 0.0107 0.005983 2.73e-05 38 640: 8%|▊ | 12/160 [00:31<08:10, 3.32s/it] 297/299 4.14G 0.0107 0.005983 2.73e-05 38 640: 8%|▊ | 13/160 [00:31<05:49, 2.38s/it] 297/299 4.14G 0.01064 0.005954 2.667e-05 54 640: 8%|▊ | 13/160 [00:32<05:49, 2.38s/it] 297/299 4.14G 0.01064 0.005954 2.667e-05 54 640: 9%|▉ | 14/160 [00:32<04:11, 1.72s/it] 297/299 4.14G 0.01062 0.005936 2.628e-05 70 640: 9%|▉ | 14/160 [00:32<04:11, 1.72s/it] 297/299 4.14G 0.01062 0.005936 2.628e-05 70 640: 9%|▉ | 15/160 [00:32<03:05, 1.28s/it] 297/299 4.14G 0.01058 0.005942 2.567e-05 55 640: 9%|▉ | 15/160 [00:32<03:05, 1.28s/it] 297/299 4.14G 0.01058 0.005942 2.567e-05 55 640: 10%|█ | 16/160 [00:32<02:17, 1.04it/s] 297/299 4.14G 0.01069 0.005973 2.518e-05 59 640: 10%|█ | 16/160 [00:32<02:17, 1.04it/s] 297/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 819 0.73 0.606 0.647 0.412
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 298/299 4.14G 0.009432 0.005946 1.771e-05 64 640: 0%| | 0/160 [00:00<?, ?it/s] 298/299 4.14G 0.009432 0.005946 1.771e-05 64 640: 1%| | 1/160 [00:00<00:49, 3.21it/s] 298/299 4.14G 0.009944 0.00719 1.822e-05 77 640: 1%| | 1/160 [00:00<00:49, 3.21it/s] 298/299 4.14G 0.009944 0.00719 1.822e-05 77 640: 1%|▏ | 2/160 [00:00<00:48, 3.27it/s] 298/299 4.14G 0.01038 0.007124 1.95e-05 89 640: 1%|▏ | 2/160 [00:13<00:48, 3.27it/s] 298/299 4.14G 0.01038 0.007124 1.95e-05 89 640: 2%|▏ | 3/160 [00:13<16:24, 6.27s/it] 298/299 4.14G 0.01052 0.006805 1.894e-05 73 640: 2%|▏ | 3/160 [00:14<16:24, 6.27s/it] 298/299 4.14G 0.01052 0.006805 1.894e-05 73 640: 2%|▎ | 4/160 [00:14<10:05, 3.88s/it] 298/299 4.14G 0.01016 0.00628 1.998e-05 43 640: 2%|▎ | 4/160 [00:14<10:05, 3.88s/it] 298/299 4.14G 0.01016 0.00628 1.998e-05 43 640: 3%|▎ | 5/160 [00:14<06:36, 2.56s/it] 298/299 4.14G 0.01007 0.006265 1.937e-05 57 640: 3%|▎ | 5/160 [00:14<06:36, 2.56s/it] 298/299 4.14G 0.01007 0.006265 1.937e-05 57 640: 4%|▍ | 6/160 [00:14<04:31, 1.76s/it] 298/299 4.14G 0.01001 0.006287 1.917e-05 75 640: 4%|▍ | 6/160 [00:14<04:31, 1.76s/it] 298/299 4.14G 0.01001 0.006287 1.917e-05 75 640: 4%|▍ | 7/160 [00:14<03:14, 1.27s/it] 298/299 4.14G 0.01037 0.006534 1.934e-05 61 640: 4%|▍ | 7/160 [00:15<03:14, 1.27s/it] 298/299 4.14G 0.01037 0.006534 1.934e-05 61 640: 5%|▌ | 8/160 [00:15<02:23, 1.06it/s] 298/299 4.14G 0.01025 0.006293 2.048e-05 57 640: 5%|▌ | 8/160 [00:15<02:23, 1.06it/s] 298/299 4.14G 0.01025 0.006293 2.048e-05 57 640: 6%|▌ | 9/160 [00:15<01:48, 1.39it/s] 298/299 4.14G 0.01028 0.006274 2.008e-05 73 640: 6%|▌ | 9/160 [00:17<01:48, 1.39it/s] 298/299 4.14G 0.01028 0.006274 2.008e-05 73 640: 6%|▋ | 10/160 [00:17<02:46, 1.11s/it] 298/299 4.14G 0.01024 0.006189 2.007e-05 54 640: 6%|▋ | 10/160 [00:28<02:46, 1.11s/it] 298/299 4.14G 0.01024 0.006189 2.007e-05 54 640: 7%|▋ | 11/160 [00:28<10:04, 4.06s/it] 298/299 4.14G 0.01028 0.006104 1.995e-05 50 640: 7%|▋ | 11/160 [00:28<10:04, 4.06s/it] 298/299 4.14G 0.01028 0.006104 1.995e-05 50 640: 8%|▊ | 12/160 [00:28<07:07, 2.89s/it] 298/299 4.14G 0.01044 0.006196 2.972e-05 74 640: 8%|▊ | 12/160 [00:28<07:07, 2.89s/it] 298/299 4.14G 0.01044 0.006196 2.972e-05 74 640: 8%|▊ | 13/160 [00:28<05:05, 2.08s/it] 298/299 4.14G 0.01057 0.006205 2.889e-05 70 640: 8%|▊ | 13/160 [00:28<05:05, 2.08s/it] 298/299 4.14G 0.01057 0.006205 2.889e-05 70 640: 9%|▉ | 14/160 [00:28<03:41, 1.52s/it] 298/299 4.14G 0.01062 0.006223 2.81e-05 80 640: 9%|▉ | 14/160 [00:28<03:41, 1.52s/it] 298/299 4.14G 0.01062 0.006223 2.81e-05 80 640: 9%|▉ | 15/160 [00:28<02:44, 1.14s/it] 298/299 4.14G 0.0106 0.006217 2.788e-05 73 640: 9%|▉ | 15/160 [00:29<02:44, 1.14s/it] 298/299 4.14G 0.0106 0.006217 2.788e-05 73 640: 10%|█ | 16/160 [00:29<02:03, 1.16it/s] 298/299 4.14G 0.01061 0.006257 2.806e-05 67 640: 10%|█ | 16/160 [00:29<02:03, 1.16it/s] 298/299 4.14G 0.010
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 819 0.725 0.609 0.646 0.411
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 299/299 4.14G 0.00949 0.005737 1.634e-05 77 640: 0%| | 0/160 [00:00<?, ?it/s] 299/299 4.14G 0.00949 0.005737 1.634e-05 77 640: 1%| | 1/160 [00:00<00:51, 3.11it/s] 299/299 4.14G 0.01025 0.006038 1.641e-05 59 640: 1%| | 1/160 [00:03<00:51, 3.11it/s] 299/299 4.14G 0.01025 0.006038 1.641e-05 59 640: 1%|▏ | 2/160 [00:03<04:39, 1.77s/it] 299/299 4.14G 0.01058 0.005969 1.627e-05 58 640: 1%|▏ | 2/160 [00:15<04:39, 1.77s/it] 299/299 4.14G 0.01058 0.005969 1.627e-05 58 640: 2%|▏ | 3/160 [00:15<17:22, 6.64s/it] 299/299 4.14G 0.01024 0.005792 1.592e-05 63 640: 2%|▏ | 3/160 [00:15<17:22, 6.64s/it] 299/299 4.14G 0.01024 0.005792 1.592e-05 63 640: 2%|▎ | 4/160 [00:15<10:40, 4.10s/it] 299/299 4.14G 0.0101 0.005632 1.594e-05 58 640: 2%|▎ | 4/160 [00:15<10:40, 4.10s/it] 299/299 4.14G 0.0101 0.005632 1.594e-05 58 640: 3%|▎ | 5/160 [00:15<06:58, 2.70s/it] 299/299 4.14G 0.01035 0.005774 1.644e-05 66 640: 3%|▎ | 5/160 [00:16<06:58, 2.70s/it] 299/299 4.14G 0.01035 0.005774 1.644e-05 66 640: 4%|▍ | 6/160 [00:16<04:48, 1.87s/it] 299/299 4.14G 0.01044 0.005619 1.725e-05 52 640: 4%|▍ | 6/160 [00:16<04:48, 1.87s/it] 299/299 4.14G 0.01044 0.005619 1.725e-05 52 640: 4%|▍ | 7/160 [00:16<03:25, 1.34s/it] 299/299 4.14G 0.01064 0.005683 1.738e-05 54 640: 4%|▍ | 7/160 [00:16<03:25, 1.34s/it] 299/299 4.14G 0.01064 0.005683 1.738e-05 54 640: 5%|▌ | 8/160 [00:16<02:29, 1.02it/s] 299/299 4.14G 0.01054 0.005764 1.76e-05 70 640: 5%|▌ | 8/160 [00:16<02:29, 1.02it/s] 299/299 4.14G 0.01054 0.005764 1.76e-05 70 640: 6%|▌ | 9/160 [00:16<01:52, 1.34it/s] 299/299 4.14G 0.0106 0.005964 1.755e-05 73 640: 6%|▌ | 9/160 [00:21<01:52, 1.34it/s] 299/299 4.14G 0.0106 0.005964 1.755e-05 73 640: 6%|▋ | 10/160 [00:21<04:33, 1.82s/it] 299/299 4.14G 0.0106 0.00592 1.747e-05 57 640: 6%|▋ | 10/160 [00:29<04:33, 1.82s/it] 299/299 4.14G 0.0106 0.00592 1.747e-05 57 640: 7%|▋ | 11/160 [00:29<09:06, 3.67s/it] 299/299 4.14G 0.01062 0.005886 2.578e-05 60 640: 7%|▋ | 11/160 [00:29<09:06, 3.67s/it] 299/299 4.14G 0.01062 0.005886 2.578e-05 60 640: 8%|▊ | 12/160 [00:29<06:27, 2.62s/it] 299/299 4.14G 0.01046 0.005779 2.492e-05 43 640: 8%|▊ | 12/160 [00:29<06:27, 2.62s/it] 299/299 4.14G 0.01046 0.005779 2.492e-05 43 640: 8%|▊ | 13/160 [00:29<04:37, 1.89s/it] 299/299 4.14G 0.01034 0.005685 2.427e-05 52 640: 8%|▊ | 13/160 [00:29<04:37, 1.89s/it] 299/299 4.14G 0.01034 0.005685 2.427e-05 52 640: 9%|▉ | 14/160 [00:29<03:22, 1.38s/it] 299/299 4.14G 0.01038 0.005695 2.375e-05 61 640: 9%|▉ | 14/160 [00:29<03:22, 1.38s/it] 299/299 4.14G 0.01038 0.005695 2.375e-05 61 640: 9%|▉ | 15/160 [00:29<02:31, 1.04s/it] 299/299 4.14G 0.01037 0.005729 2.366e-05 62 640: 9%|▉ | 15/160 [00:30<02:31, 1.04s/it] 299/299 4.14G 0.01037 0.005729 2.366e-05 62 640: 10%|█ | 16/160 [00:30<01:54, 1.26it/s] 299/299 4.14G 0.0104 0.005695 2.342e-05 51 640: 10%|█ | 16/160 [00:30<01:54, 1.26it/s] 299/299 4.14G 0.01
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s]
all 340 819 0.726 0.607 0.647 0.412
300 epochs completed in 22.870 hours.
Optimizer stripped from runs/train/exp5/weights/last.pt, 42.2MB
Optimizer stripped from runs/train/exp5/weights/best.pt, 42.2MB
Validating runs/train/exp5/weights/best.pt...
Fusing layers...
YOLOv5m summary: 290 layers, 20856975 parameters, 0 gradients, 47.9 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:01<00:04, 1.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:01<00:05, 1.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:02<00:04, 1.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:02<00:03, 1.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:07<00:09, 1.93s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:07<00:05, 1.39s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:08<00:03, 1.07s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:08<00:01, 1.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:08<00:00, 1.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:09<00:00, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:09<00:00, 1.21it/s]
all 340 819 0.727 0.61 0.647 0.413
ForestSpot 340 253 0.633 0.561 0.514 0.323
PestTree 340 566 0.822 0.659 0.781 0.502
Results saved to runs/train/exp5
usage: train.py [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP]
[--epochs EPOCHS] [--batch-size BATCH_SIZE]
[--img-size IMG_SIZE [IMG_SIZE ...]] [--rect]
[--resume [RESUME]] [--nosave] [--notest] [--noautoanchor]
[--evolve] [--bucket BUCKET] [--cache-images]
[--image-weights] [--device DEVICE] [--multi-scale]
[--single-cls] [--adam] [--sync-bn] [--local_rank LOCAL_RANK]
[--workers WORKERS] [--project PROJECT] [--entity ENTITY]
[--name NAME] [--exist-ok] [--quad] [--linear-lr]
[--label-smoothing LABEL_SMOOTHING] [--upload_dataset]
[--bbox_interval BBOX_INTERVAL] [--save_period SAVE_PERIOD]
[--artifact_alias ARTIFACT_ALIAS]
train.py: error: unrecognized arguments: --imgsz 640
YOLOv5 🚀 2022-8-3 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.3125MB)
Namespace(weights='./weights/yolov5m.pt', cfg='./models/yolov5m.yaml', data='./data/forest.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp38', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: skipping check (Docker image)
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 544, in <module>
train(hyp, opt, device, tb_writer)
File "/host/zjc/yolov5/train.py", line 72, in train
run_id = torch.load(weights).get('wandb_id') if weights.endswith('.pt') and os.path.isfile(weights) else None
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/serialization.py", line 594, in load
return _load(opened_zipfile, map_location, pickle_module, **pickle_load_args)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/serialization.py", line 853, in _load
result = unpickler.load()
AttributeError: Can't get attribute 'SPPF' on <module 'models.common' from '/host/zjc/yolov5/models/common.py'>
YOLOv5 🚀 2022-8-3 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.3125MB)
Namespace(weights='yolov5m.pt', cfg='./models/yolov5m.yaml', data='./data/forest.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp41', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: skipping check (Docker image)
wandb: Install Weights & Biases for YOLOv5 logging with 'pip install wandb' (recommended)
Downloading https://github.com/ultralytics/yolov5/releases/download/v6.1/yolov5m.pt to yolov5m.pt...
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Namespace(weights='weights/yolov5m.pt', cfg='./models/yolov5m.yaml', data='./data/forest.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp42', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Focus [3, 48, 3]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 1 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 1 629760 models.common.C3 [192, 192, 6]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 1 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 1 1476864 models.common.SPP [768, 768, [5, 9, 13]]
9 -1 1 4134912 models.common.C3 [768, 768, 2, False]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
Model Summary: 391 layers, 21060447 parameters, 21060447 gradients, 50.6 GFLOPS
Transferred 498/506 items from weights/yolov5m.pt
Scaled weight_decay = 0.0005
Optimizer groups: 86 .bias, 86 conv.weight, 83 other
github: skipping check (Docker image)
wandb: Install Weights & Biases for YOLOv5 logging with 'pip install wandb' (recommended)
Scanning images: 0%| | 0/890 [00:00<?, ?it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 48 found, 0 missing, 0 empty, 0 corrupted: 5%|▌ | 48/890 [00:00<00:01, 479.35it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 96 found, 0 missing, 0 empty, 0 corrupted: 11%|█ | 96/890 [00:00<00:01, 397.17it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 139 found, 0 missing, 0 empty, 0 corrupted: 16%|█▌ | 139/890 [00:00<00:01, 406.34it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 187 found, 0 missing, 0 empty, 0 corrupted: 21%|██ | 187/890 [00:00<00:01, 432.17it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 231 found, 0 missing, 0 empty, 0 corrupted: 26%|██▌ | 231/890 [00:00<00:01, 423.86it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 274 found, 0 missing, 0 empty, 0 corrupted: 31%|███ | 274/890 [00:00<00:01, 401.04it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 324 found, 0 missing, 0 empty, 0 corrupted: 36%|███▋ | 324/890 [00:00<00:01, 426.82it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 368 found, 0 missing, 0 empty, 0 corrupted: 41%|████▏ | 368/890 [00:00<00:01, 408.53it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 410 found, 0 missing, 0 empty, 0 corrupted: 46%|████▌ | 410/890 [00:00<00:01, 405.60it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 451 found, 0 missing, 0 empty, 0 corrupted: 51%|█████ | 451/890 [00:01<00:01, 406.37it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 501 found, 0 missing, 0 empty, 0 corrupted: 56%|█████▋ | 501/890 [00:01<00:00, 432.94it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 545 found, 0 missing, 0 empty, 0 corrupted: 61%|██████ | 545/890 [00:01<00:00, 426.83it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 594 found, 0 missing, 0 empty, 0 corrupted: 67%|██████▋ | 594/890 [00:01<00:00, 437.35it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 638 found, 0 missing, 0 empty, 0 corrupted: 72%|███████▏ | 638/890 [00:01<00:00, 404.70it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 690 found, 0 missing, 0 empty, 0 corrupted: 78%|███████▊ | 690/890 [00:01<00:00, 434.87it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 741 found, 0 missing, 0 empty, 0 corrupted: 83%|████████▎ | 741/890 [00:01<00:00, 455.54it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 792 found, 0 missing, 0 empty, 0 corrupted: 89%|████████▉ | 792/890 [00:01<00:00, 469.82it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 842 found, 0 missing, 0 empty, 0 corrupted: 95%|█████████▍| 842/890 [00:01<00:00, 476.80it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 890 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 890/890 [00:02<00:00, 432.47it/s] train: Scanning 'VOCdevkit/labels/train' images and labels... 890 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 890/890 [00:02<00:00, 428.97it/s]
train: New cache created: VOCdevkit/labels/train.cache
Scanning images: 0%| | 0/98 [00:00<?, ?it/s] val: Scanning 'VOCdevkit/labels/val' images and labels... 25 found, 0 missing, 0 empty, 0 corrupted: 26%|██▌ | 25/98 [00:00<00:00, 246.22it/s] val: Scanning 'VOCdevkit/labels/val' images and labels... 52 found, 0 missing, 0 empty, 0 corrupted: 53%|█████▎ | 52/98 [00:00<00:00, 258.69it/s] val: Scanning 'VOCdevkit/labels/val' images and labels... 78 found, 0 missing, 0 empty, 0 corrupted: 80%|███████▉ | 78/98 [00:00<00:00, 256.79it/s] val: Scanning 'VOCdevkit/labels/val' images and labels... 98 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 98/98 [00:00<00:00, 247.72it/s]
val: New cache created: VOCdevkit/labels/val.cache
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp42
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 3.68, Best Possible Recall (BPR) = 0.9924
0%| | 0/56 [00:00<?, ?it/s] 0/299 5.51G 0.121 0.04803 0.02719 0.1963 221 640: 0%| | 0/56 [00:49<?, ?it/s] 0/299 5.51G 0.121 0.04803 0.02719 0.1963 221 640: 2%|▏ | 1/56 [00:49<45:41, 49.84s/it] 0/299 5.64G 0.1198 0.04515 0.02755 0.1925 180 640: 2%|▏ | 1/56 [00:50<45:41, 49.84s/it] 0/299 5.64G 0.1198 0.04515 0.02755 0.1925 180 640: 4%|▎ | 2/56 [00:50<18:37, 20.70s/it] 0/299 5.64G 0.1203 0.04315 0.02767 0.1912 197 640: 4%|▎ | 2/56 [00:51<18:37, 20.70s/it] 0/299 5.64G 0.1203 0.04315 0.02767 0.1912 197 640: 5%|▌ | 3/56 [00:51<10:17, 11.64s/it] 0/299 5.64G 0.1209 0.04043 0.02773 0.189 113 640: 5%|▌ | 3/56 [00:51<10:17, 11.64s/it] 0/299 5.64G 0.1209 0.04043 0.02773 0.189 113 640: 7%|▋ | 4/56 [00:51<06:12, 7.16s/it] 0/299 5.64G 0.1205 0.0408 0.02777 0.1891 178 640: 7%|▋ | 4/56 [00:51<06:12, 7.16s/it] 0/299 5.64G 0.1205 0.0408 0.02777 0.1891 178 640: 9%|▉ | 5/56 [00:51<03:58, 4.68s/it] 0/299 5.64G 0.1202 0.04016 0.0278 0.1882 122 640: 9%|▉ | 5/56 [00:51<03:58, 4.68s/it] 0/299 5.64G 0.1202 0.04016 0.0278 0.1882 122 640: 11%|█ | 6/56 [00:51<02:38, 3.18s/it] 0/299 5.64G 0.1202 0.04013 0.0278 0.1881 142 640: 11%|█ | 6/56 [00:52<02:38, 3.18s/it] 0/299 5.64G 0.1202 0.04013 0.0278 0.1881 142 640: 12%|█▎ | 7/56 [00:52<01:49, 2.23s/it] 0/299 5.64G 0.1201 0.03983 0.02783 0.1878 161 640: 12%|█▎ | 7/56 [00:52<01:49, 2.23s/it] 0/299 5.64G 0.1201 0.03983 0.02783 0.1878 161 640: 14%|█▍ | 8/56 [00:52<01:17, 1.61s/it] 0/299 5.64G 0.1201 0.03981 0.02787 0.1878 216 640: 14%|█▍ | 8/56 [01:26<01:17, 1.61s/it] 0/299 5.64G 0.1201 0.03981 0.02787 0.1878 216 640: 16%|█▌ | 9/56 [01:26<09:11, 11.74s/it] 0/299 5.64G 0.1201 0.03921 0.02784 0.1872 103 640: 16%|█▌ | 9/56 [01:26<09:11, 11.74s/it] 0/299 5.64G 0.1201 0.03921 0.02784 0.1872 103 640: 18%|█▊ | 10/56 [01:26<06:17, 8.20s/it] 0/299 5.64G 0.1199 0.03962 0.02779 0.1873 160 640: 18%|█▊ | 10/56 [01:29<06:17, 8.20s/it] 0/299 5.64G 0.1199 0.03962 0.02779 0.1873 160 640: 20%|█▉ | 11/56 [01:29<04:50, 6.46s/it] 0/299 5.64G 0.1199 0.03988 0.02778 0.1876 172 640: 20%|█▉ | 11/56 [01:29<04:50, 6.46s/it] 0/299 5.64G 0.1199 0.03988 0.02778 0.1876 172 640: 21%|██▏ | 12/56 [01:29<03:21, 4.57s/it] 0/299 5.64G 0.1197 0.03963 0.02778 0.1871 131 640: 21%|██▏ | 12/56 [01:29<03:21, 4.57s/it] 0/299 5.64G 0.1197 0.03963 0.02778 0.1871 131 640: 23%|██▎ | 13/56 [01:29<02:20, 3.27s/it] 0/299 5.64G 0.1195 0.03952 0.02771 0.1867 130 640: 23%|██▎ | 13/56 [01:30<02:20, 3.27s/it] 0/299 5.64G 0.1195 0.03952 0.02771 0.1867 130 640: 25%|██▌ | 14/56 [01:30<01:39, 2.36s/it] 0/299 5.64G 0.1194 0.03961 0.02768 0.1867 166 640: 25%|██▌ | 14/56 [01:31<01:39, 2.36s/it] 0/299 5.64G 0.1194 0.03961 0.02768 0.1867 166 640: 27%|██▋ | 15/56 [01:31<01:25, 2.10s/it] 0/299 5.64G 0.1193 0.0392 0.02768 0.1861 99
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:01<00:03, 1.29s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:01<00:01, 1.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:01<00:00, 2.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:02<00:00, 1.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:02<00:00, 1.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.00855 0.0198 0.00135 0.000253
0%| | 0/56 [00:00<?, ?it/s] 1/299 5.57G 0.112 0.04372 0.02262 0.1784 201 640: 0%| | 0/56 [00:23<?, ?it/s] 1/299 5.57G 0.112 0.04372 0.02262 0.1784 201 640: 2%|▏ | 1/56 [00:23<21:52, 23.86s/it] 1/299 5.57G 0.1139 0.04093 0.02265 0.1775 272 640: 2%|▏ | 1/56 [00:24<21:52, 23.86s/it] 1/299 5.57G 0.1139 0.04093 0.02265 0.1775 272 640: 4%|▎ | 2/56 [00:24<08:59, 9.98s/it] 1/299 5.57G 0.1134 0.04043 0.02274 0.1766 192 640: 4%|▎ | 2/56 [00:31<08:59, 9.98s/it] 1/299 5.57G 0.1134 0.04043 0.02274 0.1766 192 640: 5%|▌ | 3/56 [00:31<07:56, 8.99s/it] 1/299 5.57G 0.1129 0.0395 0.02284 0.1752 150 640: 5%|▌ | 3/56 [00:32<07:56, 8.99s/it] 1/299 5.57G 0.1129 0.0395 0.02284 0.1752 150 640: 7%|▋ | 4/56 [00:32<04:48, 5.55s/it] 1/299 5.57G 0.1126 0.03826 0.02297 0.1738 155 640: 7%|▋ | 4/56 [00:32<04:48, 5.55s/it] 1/299 5.57G 0.1126 0.03826 0.02297 0.1738 155 640: 9%|▉ | 5/56 [00:32<03:05, 3.65s/it] 1/299 5.57G 0.1128 0.03793 0.02299 0.1737 164 640: 9%|▉ | 5/56 [00:35<03:05, 3.65s/it] 1/299 5.57G 0.1128 0.03793 0.02299 0.1737 164 640: 11%|█ | 6/56 [00:35<02:58, 3.57s/it] 1/299 5.57G 0.1129 0.03902 0.02295 0.1749 214 640: 11%|█ | 6/56 [00:36<02:58, 3.57s/it] 1/299 5.57G 0.1129 0.03902 0.02295 0.1749 214 640: 12%|█▎ | 7/56 [00:36<02:02, 2.49s/it] 1/299 5.57G 0.1123 0.03852 0.02309 0.1739 105 640: 12%|█▎ | 7/56 [00:36<02:02, 2.49s/it] 1/299 5.57G 0.1123 0.03852 0.02309 0.1739 105 640: 14%|█▍ | 8/56 [00:36<01:25, 1.78s/it] 1/299 5.57G 0.1123 0.03814 0.02309 0.1736 164 640: 14%|█▍ | 8/56 [00:59<01:25, 1.78s/it] 1/299 5.57G 0.1123 0.03814 0.02309 0.1736 164 640: 16%|█▌ | 9/56 [00:59<06:32, 8.34s/it] 1/299 5.57G 0.1122 0.03875 0.02306 0.174 220 640: 16%|█▌ | 9/56 [00:59<06:32, 8.34s/it] 1/299 5.57G 0.1122 0.03875 0.02306 0.174 220 640: 18%|█▊ | 10/56 [00:59<04:29, 5.85s/it] 1/299 5.57G 0.1119 0.03898 0.02305 0.1739 127 640: 18%|█▊ | 10/56 [01:06<04:29, 5.85s/it] 1/299 5.57G 0.1119 0.03898 0.02305 0.1739 127 640: 20%|█▉ | 11/56 [01:06<04:42, 6.27s/it] 1/299 5.57G 0.1118 0.0389 0.02302 0.1737 157 640: 20%|█▉ | 11/56 [01:06<04:42, 6.27s/it] 1/299 5.57G 0.1118 0.0389 0.02302 0.1737 157 640: 21%|██▏ | 12/56 [01:06<03:15, 4.45s/it] 1/299 5.57G 0.1115 0.03872 0.023 0.1732 111 640: 21%|██▏ | 12/56 [01:07<03:15, 4.45s/it] 1/299 5.57G 0.1115 0.03872 0.023 0.1732 111 640: 23%|██▎ | 13/56 [01:07<02:16, 3.18s/it] 1/299 5.57G 0.1113 0.03851 0.02293 0.1727 134 640: 23%|██▎ | 13/56 [01:10<02:16, 3.18s/it] 1/299 5.57G 0.1113 0.03851 0.02293 0.1727 134 640: 25%|██▌ | 14/56 [01:10<02:14, 3.20s/it] 1/299 5.57G 0.1113 0.03853 0.0229 0.1727 145 640: 25%|██▌ | 14/56 [01:10<02:14, 3.20s/it] 1/299 5.57G 0.1113 0.03853 0.0229 0.1727 145 640: 27%|██▋ | 15/56 [01:10<01:35, 2.32s/it] 1/299 5.57G 0.111 0.03853 0.02284 0.1724 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.0285 0.0367 0.00625 0.0011
0%| | 0/56 [00:00<?, ?it/s] 2/299 6.87G 0.1087 0.05335 0.01845 0.1805 222 640: 0%| | 0/56 [00:20<?, ?it/s] 2/299 6.87G 0.1087 0.05335 0.01845 0.1805 222 640: 2%|▏ | 1/56 [00:20<18:52, 20.59s/it] 2/299 6.87G 0.1053 0.04826 0.01872 0.1723 185 640: 2%|▏ | 1/56 [00:20<18:52, 20.59s/it] 2/299 6.87G 0.1053 0.04826 0.01872 0.1723 185 640: 4%|▎ | 2/56 [00:20<07:46, 8.64s/it] 2/299 6.87G 0.1029 0.04335 0.01883 0.1651 103 640: 4%|▎ | 2/56 [00:37<07:46, 8.64s/it] 2/299 6.87G 0.1029 0.04335 0.01883 0.1651 103 640: 5%|▌ | 3/56 [00:37<10:52, 12.32s/it] 2/299 6.87G 0.1037 0.04284 0.01895 0.1655 164 640: 5%|▌ | 3/56 [00:37<10:52, 12.32s/it] 2/299 6.87G 0.1037 0.04284 0.01895 0.1655 164 640: 7%|▋ | 4/56 [00:37<06:32, 7.56s/it] 2/299 6.87G 0.103 0.043 0.01903 0.165 163 640: 7%|▋ | 4/56 [00:38<06:32, 7.56s/it] 2/299 6.87G 0.103 0.043 0.01903 0.165 163 640: 9%|▉ | 5/56 [00:38<04:11, 4.92s/it] 2/299 6.87G 0.1027 0.04166 0.01898 0.1633 141 640: 9%|▉ | 5/56 [00:42<04:11, 4.92s/it] 2/299 6.87G 0.1027 0.04166 0.01898 0.1633 141 640: 11%|█ | 6/56 [00:42<04:05, 4.90s/it] 2/299 6.87G 0.1021 0.0414 0.01892 0.1624 136 640: 11%|█ | 6/56 [00:43<04:05, 4.90s/it] 2/299 6.87G 0.1021 0.0414 0.01892 0.1624 136 640: 12%|█▎ | 7/56 [00:43<02:45, 3.38s/it] 2/299 6.87G 0.1019 0.04114 0.0189 0.1619 136 640: 12%|█▎ | 7/56 [00:43<02:45, 3.38s/it] 2/299 6.87G 0.1019 0.04114 0.0189 0.1619 136 640: 14%|█▍ | 8/56 [00:43<01:54, 2.39s/it] 2/299 6.87G 0.1018 0.04185 0.01891 0.1626 174 640: 14%|█▍ | 8/56 [00:54<01:54, 2.39s/it] 2/299 6.87G 0.1018 0.04185 0.01891 0.1626 174 640: 16%|█▌ | 9/56 [00:54<04:06, 5.24s/it] 2/299 6.87G 0.1015 0.04217 0.01867 0.1623 195 640: 16%|█▌ | 9/56 [00:55<04:06, 5.24s/it] 2/299 6.87G 0.1015 0.04217 0.01867 0.1623 195 640: 18%|█▊ | 10/56 [00:55<02:54, 3.78s/it] 2/299 6.87G 0.1016 0.04356 0.01863 0.1638 197 640: 18%|█▊ | 10/56 [01:11<02:54, 3.78s/it] 2/299 6.87G 0.1016 0.04356 0.01863 0.1638 197 640: 20%|█▉ | 11/56 [01:11<05:41, 7.59s/it] 2/299 6.87G 0.1016 0.04375 0.01856 0.1639 211 640: 20%|█▉ | 11/56 [01:11<05:41, 7.59s/it] 2/299 6.87G 0.1016 0.04375 0.01856 0.1639 211 640: 21%|██▏ | 12/56 [01:11<03:56, 5.37s/it] 2/299 6.87G 0.1014 0.04364 0.01849 0.1635 144 640: 21%|██▏ | 12/56 [01:12<03:56, 5.37s/it] 2/299 6.87G 0.1014 0.04364 0.01849 0.1635 144 640: 23%|██▎ | 13/56 [01:12<02:44, 3.82s/it] 2/299 6.87G 0.1017 0.04325 0.01856 0.1635 142 640: 23%|██▎ | 13/56 [01:17<02:44, 3.82s/it] 2/299 6.87G 0.1017 0.04325 0.01856 0.1635 142 640: 25%|██▌ | 14/56 [01:17<02:56, 4.21s/it] 2/299 6.87G 0.1017 0.04296 0.01866 0.1633 130 640: 25%|██▌ | 14/56 [01:17<02:56, 4.21s/it] 2/299 6.87G 0.1017 0.04296 0.01866 0.1633 130 640: 27%|██▋ | 15/56 [01:17<02:03, 3.02s/it] 2/299 6.87G 0.1015 0.04324 0.01864 0.1634 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.0989 0.0339 0.0112
0%| | 0/56 [00:00<?, ?it/s] 3/299 6.87G 0.09404 0.05144 0.01424 0.1597 159 640: 0%| | 0/56 [00:10<?, ?it/s] 3/299 6.87G 0.09404 0.05144 0.01424 0.1597 159 640: 2%|▏ | 1/56 [00:10<09:43, 10.62s/it] 3/299 6.87G 0.09373 0.04729 0.01445 0.1555 152 640: 2%|▏ | 1/56 [00:13<09:43, 10.62s/it] 3/299 6.87G 0.09373 0.04729 0.01445 0.1555 152 640: 4%|▎ | 2/56 [00:13<05:20, 5.94s/it] 3/299 6.87G 0.09529 0.04677 0.0144 0.1565 228 640: 4%|▎ | 2/56 [00:34<05:20, 5.94s/it] 3/299 6.87G 0.09529 0.04677 0.0144 0.1565 228 640: 5%|▌ | 3/56 [00:34<11:31, 13.04s/it] 3/299 6.87G 0.09433 0.04389 0.0145 0.1527 150 640: 5%|▌ | 3/56 [00:34<11:31, 13.04s/it] 3/299 6.87G 0.09433 0.04389 0.0145 0.1527 150 640: 7%|▋ | 4/56 [00:34<06:55, 7.98s/it] 3/299 6.87G 0.09375 0.04219 0.01469 0.1506 144 640: 7%|▋ | 4/56 [00:35<06:55, 7.98s/it] 3/299 6.87G 0.09375 0.04219 0.01469 0.1506 144 640: 9%|▉ | 5/56 [00:35<04:25, 5.20s/it] 3/299 6.87G 0.09295 0.04209 0.01467 0.1497 119 640: 9%|▉ | 5/56 [00:35<04:25, 5.20s/it] 3/299 6.87G 0.09295 0.04209 0.01467 0.1497 119 640: 11%|█ | 6/56 [00:35<02:55, 3.51s/it] 3/299 6.87G 0.0923 0.04224 0.01448 0.149 141 640: 11%|█ | 6/56 [00:35<02:55, 3.51s/it] 3/299 6.87G 0.0923 0.04224 0.01448 0.149 141 640: 12%|█▎ | 7/56 [00:35<02:00, 2.45s/it] 3/299 6.87G 0.09173 0.04321 0.01468 0.1496 137 640: 12%|█▎ | 7/56 [00:35<02:00, 2.45s/it] 3/299 6.87G 0.09173 0.04321 0.01468 0.1496 137 640: 14%|█▍ | 8/56 [00:35<01:23, 1.74s/it] 3/299 6.87G 0.0913 0.04475 0.01452 0.1506 217 640: 14%|█▍ | 8/56 [00:50<01:23, 1.74s/it] 3/299 6.87G 0.0913 0.04475 0.01452 0.1506 217 640: 16%|█▌ | 9/56 [00:50<04:23, 5.61s/it] 3/299 6.87G 0.0915 0.04526 0.01449 0.1512 213 640: 16%|█▌ | 9/56 [00:50<04:23, 5.61s/it] 3/299 6.87G 0.0915 0.04526 0.01449 0.1512 213 640: 18%|█▊ | 10/56 [00:50<03:01, 3.95s/it] 3/299 6.87G 0.09119 0.04647 0.01453 0.1522 198 640: 18%|█▊ | 10/56 [01:08<03:01, 3.95s/it] 3/299 6.87G 0.09119 0.04647 0.01453 0.1522 198 640: 20%|█▉ | 11/56 [01:08<06:17, 8.39s/it] 3/299 6.87G 0.09075 0.04697 0.0146 0.1523 143 640: 20%|█▉ | 11/56 [01:09<06:17, 8.39s/it] 3/299 6.87G 0.09075 0.04697 0.0146 0.1523 143 640: 21%|██▏ | 12/56 [01:09<04:19, 5.90s/it] 3/299 6.87G 0.0903 0.04735 0.01462 0.1523 134 640: 21%|██▏ | 12/56 [01:09<04:19, 5.90s/it] 3/299 6.87G 0.0903 0.04735 0.01462 0.1523 134 640: 23%|██▎ | 13/56 [01:09<03:00, 4.20s/it] 3/299 6.87G 0.08978 0.04749 0.01457 0.1518 174 640: 23%|██▎ | 13/56 [01:09<03:00, 4.20s/it] 3/299 6.87G 0.08978 0.04749 0.01457 0.1518 174 640: 25%|██▌ | 14/56 [01:09<02:07, 3.03s/it] 3/299 6.87G 0.08947 0.0474 0.01448 0.1513 140 640: 25%|██▌ | 14/56 [01:09<02:07, 3.03s/it] 3/299 6.87G 0.08947 0.0474 0.01448 0.1513 140 640: 27%|██▋ | 15/56 [01:09<01:29, 2.19s/it] 3/299 6.87G 0.08917 0.04827 0.01448 0.1519 133
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 3.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 4.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.234 0.276 0.131 0.04
0%| | 0/56 [00:00<?, ?it/s] 4/299 6.87G 0.08366 0.04943 0.01211 0.1452 147 640: 0%| | 0/56 [00:16<?, ?it/s] 4/299 6.87G 0.08366 0.04943 0.01211 0.1452 147 640: 2%|▏ | 1/56 [00:16<15:04, 16.45s/it] 4/299 6.87G 0.07962 0.05053 0.0109 0.141 195 640: 2%|▏ | 1/56 [00:16<15:04, 16.45s/it] 4/299 6.87G 0.07962 0.05053 0.0109 0.141 195 640: 4%|▎ | 2/56 [00:16<06:13, 6.91s/it] 4/299 6.87G 0.07706 0.0499 0.01043 0.1374 180 640: 4%|▎ | 2/56 [00:45<06:13, 6.91s/it] 4/299 6.87G 0.07706 0.0499 0.01043 0.1374 180 640: 5%|▌ | 3/56 [00:45<14:57, 16.94s/it] 4/299 6.87G 0.07742 0.04801 0.01076 0.1362 140 640: 5%|▌ | 3/56 [00:45<14:57, 16.94s/it] 4/299 6.87G 0.07742 0.04801 0.01076 0.1362 140 640: 7%|▋ | 4/56 [00:45<08:57, 10.34s/it] 4/299 6.87G 0.07687 0.04533 0.01064 0.1328 128 640: 7%|▋ | 4/56 [00:46<08:57, 10.34s/it] 4/299 6.87G 0.07687 0.04533 0.01064 0.1328 128 640: 9%|▉ | 5/56 [00:46<05:42, 6.73s/it] 4/299 6.87G 0.07612 0.0429 0.01092 0.1299 96 640: 9%|▉ | 5/56 [00:46<05:42, 6.73s/it] 4/299 6.87G 0.07612 0.0429 0.01092 0.1299 96 640: 11%|█ | 6/56 [00:46<03:45, 4.52s/it] 4/299 6.87G 0.07563 0.04223 0.01064 0.1285 159 640: 11%|█ | 6/56 [00:46<03:45, 4.52s/it] 4/299 6.87G 0.07563 0.04223 0.01064 0.1285 159 640: 12%|█▎ | 7/56 [00:46<02:33, 3.13s/it] 4/299 6.87G 0.07504 0.04316 0.01081 0.129 154 640: 12%|█▎ | 7/56 [00:46<02:33, 3.13s/it] 4/299 6.87G 0.07504 0.04316 0.01081 0.129 154 640: 14%|█▍ | 8/56 [00:46<01:45, 2.20s/it] 4/299 6.87G 0.07488 0.04328 0.01072 0.1289 227 640: 14%|█▍ | 8/56 [00:59<01:45, 2.20s/it] 4/299 6.87G 0.07488 0.04328 0.01072 0.1289 227 640: 16%|█▌ | 9/56 [00:59<04:17, 5.47s/it] 4/299 6.87G 0.07498 0.04358 0.01067 0.1292 168 640: 16%|█▌ | 9/56 [00:59<04:17, 5.47s/it] 4/299 6.87G 0.07498 0.04358 0.01067 0.1292 168 640: 18%|█▊ | 10/56 [00:59<02:57, 3.85s/it] 4/299 6.87G 0.07506 0.04431 0.01071 0.1301 166 640: 18%|█▊ | 10/56 [01:19<02:57, 3.85s/it] 4/299 6.87G 0.07506 0.04431 0.01071 0.1301 166 640: 20%|█▉ | 11/56 [01:19<06:38, 8.86s/it] 4/299 6.87G 0.07473 0.0451 0.01068 0.1305 148 640: 20%|█▉ | 11/56 [01:20<06:38, 8.86s/it] 4/299 6.87G 0.07473 0.0451 0.01068 0.1305 148 640: 21%|██▏ | 12/56 [01:20<04:34, 6.23s/it] 4/299 6.87G 0.07441 0.0456 0.01066 0.1307 157 640: 21%|██▏ | 12/56 [01:20<04:34, 6.23s/it] 4/299 6.87G 0.07441 0.0456 0.01066 0.1307 157 640: 23%|██▎ | 13/56 [01:20<03:10, 4.42s/it] 4/299 6.87G 0.0739 0.04583 0.01051 0.1302 147 640: 23%|██▎ | 13/56 [01:20<03:10, 4.42s/it] 4/299 6.87G 0.0739 0.04583 0.01051 0.1302 147 640: 25%|██▌ | 14/56 [01:20<02:12, 3.16s/it] 4/299 6.87G 0.07369 0.04605 0.01048 0.1302 139 640: 25%|██▌ | 14/56 [01:20<02:12, 3.16s/it] 4/299 6.87G 0.07369 0.04605 0.01048 0.1302 139 640: 27%|██▋ | 15/56 [01:20<01:33, 2.29s/it] 4/299 6.87G 0.07347 0.04578 0.01056 0.1298 102
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.96it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.306 0.267 0.182 0.0505
0%| | 0/56 [00:00<?, ?it/s] 5/299 6.87G 0.08048 0.05525 0.007827 0.1436 184 640: 0%| | 0/56 [00:13<?, ?it/s] 5/299 6.87G 0.08048 0.05525 0.007827 0.1436 184 640: 2%|▏ | 1/56 [00:13<12:30, 13.64s/it] 5/299 6.87G 0.07116 0.0464 0.008212 0.1258 127 640: 2%|▏ | 1/56 [00:13<12:30, 13.64s/it] 5/299 6.87G 0.07116 0.0464 0.008212 0.1258 127 640: 4%|▎ | 2/56 [00:13<05:10, 5.75s/it] 5/299 6.87G 0.06921 0.0445 0.00783 0.1215 157 640: 4%|▎ | 2/56 [00:36<05:10, 5.75s/it] 5/299 6.87G 0.06921 0.0445 0.00783 0.1215 157 640: 5%|▌ | 3/56 [00:36<11:52, 13.45s/it] 5/299 6.87G 0.07145 0.04418 0.007713 0.1233 157 640: 5%|▌ | 3/56 [00:36<11:52, 13.45s/it] 5/299 6.87G 0.07145 0.04418 0.007713 0.1233 157 640: 7%|▋ | 4/56 [00:36<07:07, 8.23s/it] 5/299 6.87G 0.07274 0.04395 0.008115 0.1248 191 640: 7%|▋ | 4/56 [00:36<07:07, 8.23s/it] 5/299 6.87G 0.07274 0.04395 0.008115 0.1248 191 640: 9%|▉ | 5/56 [00:36<04:33, 5.36s/it] 5/299 6.87G 0.07238 0.04306 0.008343 0.1238 146 640: 9%|▉ | 5/56 [00:37<04:33, 5.36s/it] 5/299 6.87G 0.07238 0.04306 0.008343 0.1238 146 640: 11%|█ | 6/56 [00:37<03:00, 3.61s/it] 5/299 6.87G 0.07201 0.04312 0.008408 0.1235 171 640: 11%|█ | 6/56 [00:37<03:00, 3.61s/it] 5/299 6.87G 0.07201 0.04312 0.008408 0.1235 171 640: 12%|█▎ | 7/56 [00:37<02:03, 2.52s/it] 5/299 6.87G 0.0717 0.04343 0.008937 0.1241 157 640: 12%|█▎ | 7/56 [00:37<02:03, 2.52s/it] 5/299 6.87G 0.0717 0.04343 0.008937 0.1241 157 640: 14%|█▍ | 8/56 [00:37<01:25, 1.79s/it] 5/299 6.87G 0.07179 0.044 0.008908 0.1247 211 640: 14%|█▍ | 8/56 [00:51<01:25, 1.79s/it] 5/299 6.87G 0.07179 0.044 0.008908 0.1247 211 640: 16%|█▌ | 9/56 [00:51<04:17, 5.47s/it] 5/299 6.87G 0.07162 0.04474 0.008764 0.1251 204 640: 16%|█▌ | 9/56 [00:51<04:17, 5.47s/it] 5/299 6.87G 0.07162 0.04474 0.008764 0.1251 204 640: 18%|█▊ | 10/56 [00:51<02:57, 3.85s/it] 5/299 6.87G 0.07159 0.04578 0.008814 0.1262 177 640: 18%|█▊ | 10/56 [01:11<02:57, 3.85s/it] 5/299 6.87G 0.07159 0.04578 0.008814 0.1262 177 640: 20%|█▉ | 11/56 [01:11<06:30, 8.67s/it] 5/299 6.87G 0.07161 0.04573 0.008724 0.1261 133 640: 20%|█▉ | 11/56 [01:11<06:30, 8.67s/it] 5/299 6.87G 0.07161 0.04573 0.008724 0.1261 133 640: 21%|██▏ | 12/56 [01:11<04:28, 6.10s/it] 5/299 6.87G 0.07165 0.04543 0.008633 0.1257 128 640: 21%|██▏ | 12/56 [01:11<04:28, 6.10s/it] 5/299 6.87G 0.07165 0.04543 0.008633 0.1257 128 640: 23%|██▎ | 13/56 [01:11<03:06, 4.33s/it] 5/299 6.87G 0.07117 0.04518 0.008593 0.1249 129 640: 23%|██▎ | 13/56 [01:11<03:06, 4.33s/it] 5/299 6.87G 0.07117 0.04518 0.008593 0.1249 129 640: 25%|██▌ | 14/56 [01:11<02:09, 3.09s/it] 5/299 6.87G 0.07095 0.04484 0.008531 0.1243 145 640: 25%|██▌ | 14/56 [01:12<02:09, 3.09s/it] 5/299 6.87G 0.07095 0.04484 0.008531 0.1243 145 640: 27%|██▋ | 15/56 [01:12<01:31, 2.24s/it] 5/299 6.87G 0.07115 0.04462 0.008504 0.1243 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.302 0.396 0.264 0.0988
0%| | 0/56 [00:00<?, ?it/s] 6/299 6.87G 0.06762 0.05682 0.004281 0.1287 194 640: 0%| | 0/56 [00:13<?, ?it/s] 6/299 6.87G 0.06762 0.05682 0.004281 0.1287 194 640: 2%|▏ | 1/56 [00:13<12:46, 13.94s/it] 6/299 6.87G 0.06393 0.04819 0.004777 0.1169 142 640: 2%|▏ | 1/56 [00:14<12:46, 13.94s/it] 6/299 6.87G 0.06393 0.04819 0.004777 0.1169 142 640: 4%|▎ | 2/56 [00:14<05:17, 5.87s/it] 6/299 6.87G 0.06452 0.04839 0.004965 0.1179 203 640: 4%|▎ | 2/56 [00:38<05:17, 5.87s/it] 6/299 6.87G 0.06452 0.04839 0.004965 0.1179 203 640: 5%|▌ | 3/56 [00:38<12:26, 14.08s/it] 6/299 6.87G 0.0653 0.04524 0.00489 0.1154 124 640: 5%|▌ | 3/56 [00:38<12:26, 14.08s/it] 6/299 6.87G 0.0653 0.04524 0.00489 0.1154 124 640: 7%|▋ | 4/56 [00:38<07:27, 8.61s/it] 6/299 6.87G 0.06631 0.04503 0.005354 0.1167 163 640: 7%|▋ | 4/56 [00:38<07:27, 8.61s/it] 6/299 6.87G 0.06631 0.04503 0.005354 0.1167 163 640: 9%|▉ | 5/56 [00:38<04:45, 5.60s/it] 6/299 6.87G 0.06687 0.04265 0.006139 0.1157 109 640: 9%|▉ | 5/56 [00:38<04:45, 5.60s/it] 6/299 6.87G 0.06687 0.04265 0.006139 0.1157 109 640: 11%|█ | 6/56 [00:38<03:08, 3.78s/it] 6/299 6.87G 0.06678 0.04261 0.00595 0.1153 183 640: 11%|█ | 6/56 [00:38<03:08, 3.78s/it] 6/299 6.87G 0.06678 0.04261 0.00595 0.1153 183 640: 12%|█▎ | 7/56 [00:38<02:08, 2.63s/it] 6/299 6.87G 0.06809 0.04375 0.006217 0.1181 195 640: 12%|█▎ | 7/56 [00:39<02:08, 2.63s/it] 6/299 6.87G 0.06809 0.04375 0.006217 0.1181 195 640: 14%|█▍ | 8/56 [00:39<01:29, 1.86s/it] 6/299 6.87G 0.06907 0.04283 0.006312 0.1182 170 640: 14%|█▍ | 8/56 [00:51<01:29, 1.86s/it] 6/299 6.87G 0.06907 0.04283 0.006312 0.1182 170 640: 16%|█▌ | 9/56 [00:51<03:58, 5.08s/it] 6/299 6.87G 0.06818 0.04362 0.006469 0.1183 203 640: 16%|█▌ | 9/56 [00:51<03:58, 5.08s/it] 6/299 6.87G 0.06818 0.04362 0.006469 0.1183 203 640: 18%|█▊ | 10/56 [00:51<02:44, 3.58s/it] 6/299 6.87G 0.06766 0.04379 0.006316 0.1178 147 640: 18%|█▊ | 10/56 [01:12<02:44, 3.58s/it] 6/299 6.87G 0.06766 0.04379 0.006316 0.1178 147 640: 20%|█▉ | 11/56 [01:12<06:42, 8.94s/it] 6/299 6.87G 0.0675 0.04417 0.006394 0.1181 165 640: 20%|█▉ | 11/56 [01:23<06:42, 8.94s/it] 6/299 6.87G 0.0675 0.04417 0.006394 0.1181 165 640: 21%|██▏ | 12/56 [01:23<07:02, 9.61s/it] 6/299 6.87G 0.06768 0.04376 0.006467 0.1179 102 640: 21%|██▏ | 12/56 [01:24<07:02, 9.61s/it] 6/299 6.87G 0.06768 0.04376 0.006467 0.1179 102 640: 23%|██▎ | 13/56 [01:24<04:51, 6.78s/it] 6/299 6.87G 0.06763 0.04373 0.006403 0.1178 178 640: 23%|██▎ | 13/56 [01:25<04:51, 6.78s/it] 6/299 6.87G 0.06763 0.04373 0.006403 0.1178 178 640: 25%|██▌ | 14/56 [01:25<03:37, 5.18s/it] 6/299 6.87G 0.06721 0.04314 0.006259 0.1166 118 640: 25%|██▌ | 14/56 [01:25<03:37, 5.18s/it] 6/299 6.87G 0.06721 0.04314 0.006259 0.1166 118 640: 27%|██▋ | 15/56 [01:25<02:31, 3.70s/it] 6/299 6.87G 0.06775 0.04264 0.00619 0.1166 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.326 0.349 0.242 0.0688
0%| | 0/56 [00:00<?, ?it/s] 7/299 6.87G 0.07009 0.04415 0.004276 0.1185 152 640: 0%| | 0/56 [00:00<?, ?it/s] 7/299 6.87G 0.07009 0.04415 0.004276 0.1185 152 640: 2%|▏ | 1/56 [00:00<00:15, 3.52it/s] 7/299 6.87G 0.06425 0.04357 0.004415 0.1122 203 640: 2%|▏ | 1/56 [00:18<00:15, 3.52it/s] 7/299 6.87G 0.06425 0.04357 0.004415 0.1122 203 640: 4%|▎ | 2/56 [00:18<09:34, 10.65s/it] 7/299 6.87G 0.06401 0.0439 0.005006 0.1129 166 640: 4%|▎ | 2/56 [00:18<09:34, 10.65s/it] 7/299 6.87G 0.06401 0.0439 0.005006 0.1129 166 640: 5%|▌ | 3/56 [00:18<05:13, 5.91s/it] 7/299 6.87G 0.06528 0.04193 0.005756 0.113 127 640: 5%|▌ | 3/56 [00:44<05:13, 5.91s/it] 7/299 6.87G 0.06528 0.04193 0.005756 0.113 127 640: 7%|▋ | 4/56 [00:44<12:03, 13.91s/it] 7/299 6.87G 0.06583 0.04096 0.006717 0.1135 128 640: 7%|▋ | 4/56 [00:44<12:03, 13.91s/it] 7/299 6.87G 0.06583 0.04096 0.006717 0.1135 128 640: 9%|▉ | 5/56 [00:44<07:38, 8.99s/it] 7/299 6.87G 0.06544 0.0406 0.006688 0.1127 146 640: 9%|▉ | 5/56 [00:45<07:38, 8.99s/it] 7/299 6.87G 0.06544 0.0406 0.006688 0.1127 146 640: 11%|█ | 6/56 [00:45<05:00, 6.01s/it] 7/299 6.87G 0.06476 0.04052 0.006416 0.1117 135 640: 11%|█ | 6/56 [00:45<05:00, 6.01s/it] 7/299 6.87G 0.06476 0.04052 0.006416 0.1117 135 640: 12%|█▎ | 7/56 [00:45<03:22, 4.13s/it] 7/299 6.87G 0.06401 0.04133 0.006284 0.1116 166 640: 12%|█▎ | 7/56 [00:45<03:22, 4.13s/it] 7/299 6.87G 0.06401 0.04133 0.006284 0.1116 166 640: 14%|█▍ | 8/56 [00:45<02:18, 2.89s/it] 7/299 6.87G 0.06315 0.0405 0.006096 0.1098 124 640: 14%|█▍ | 8/56 [00:45<02:18, 2.89s/it] 7/299 6.87G 0.06315 0.0405 0.006096 0.1098 124 640: 16%|█▌ | 9/56 [00:45<01:37, 2.07s/it] 7/299 6.87G 0.06325 0.0404 0.005924 0.1096 173 640: 16%|█▌ | 9/56 [01:04<01:37, 2.07s/it] 7/299 6.87G 0.06325 0.0404 0.005924 0.1096 173 640: 18%|█▊ | 10/56 [01:04<05:27, 7.11s/it] 7/299 6.87G 0.06335 0.04129 0.005777 0.1104 181 640: 18%|█▊ | 10/56 [01:04<05:27, 7.11s/it] 7/299 6.87G 0.06335 0.04129 0.005777 0.1104 181 640: 20%|█▉ | 11/56 [01:04<03:45, 5.02s/it] 7/299 6.87G 0.06314 0.04154 0.005829 0.1105 205 640: 20%|█▉ | 11/56 [01:19<03:45, 5.02s/it] 7/299 6.87G 0.06314 0.04154 0.005829 0.1105 205 640: 21%|██▏ | 12/56 [01:19<05:58, 8.15s/it] 7/299 6.87G 0.06303 0.04177 0.005851 0.1106 149 640: 21%|██▏ | 12/56 [01:20<05:58, 8.15s/it] 7/299 6.87G 0.06303 0.04177 0.005851 0.1106 149 640: 23%|██▎ | 13/56 [01:20<04:07, 5.76s/it] 7/299 6.87G 0.06318 0.04175 0.005961 0.1109 148 640: 23%|██▎ | 13/56 [01:20<04:07, 5.76s/it] 7/299 6.87G 0.06318 0.04175 0.005961 0.1109 148 640: 25%|██▌ | 14/56 [01:20<02:51, 4.09s/it] 7/299 6.87G 0.06331 0.04167 0.005895 0.1109 130 640: 25%|██▌ | 14/56 [01:20<02:51, 4.09s/it] 7/299 6.87G 0.06331 0.04167 0.005895 0.1109 130 640: 27%|██▋ | 15/56 [01:20<02:00, 2.93s/it] 7/299 6.87G 0.06314 0.04115 0.006023 0.1103 103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.393 0.448 0.369 0.133
0%| | 0/56 [00:00<?, ?it/s] 8/299 6.87G 0.0673 0.05488 0.003066 0.1252 205 640: 0%| | 0/56 [00:00<?, ?it/s] 8/299 6.87G 0.0673 0.05488 0.003066 0.1252 205 640: 2%|▏ | 1/56 [00:00<00:16, 3.26it/s] 8/299 6.87G 0.06105 0.04914 0.003836 0.114 173 640: 2%|▏ | 1/56 [00:33<00:16, 3.26it/s] 8/299 6.87G 0.06105 0.04914 0.003836 0.114 173 640: 4%|▎ | 2/56 [00:33<17:46, 19.75s/it] 8/299 6.87G 0.05884 0.04757 0.004467 0.1109 163 640: 4%|▎ | 2/56 [00:33<17:46, 19.75s/it] 8/299 6.87G 0.05884 0.04757 0.004467 0.1109 163 640: 5%|▌ | 3/56 [00:33<09:35, 10.85s/it] 8/299 6.87G 0.05987 0.04613 0.004214 0.1102 199 640: 5%|▌ | 3/56 [00:36<09:35, 10.85s/it] 8/299 6.87G 0.05987 0.04613 0.004214 0.1102 199 640: 7%|▋ | 4/56 [00:36<06:33, 7.57s/it] 8/299 6.87G 0.05955 0.04472 0.004246 0.1085 197 640: 7%|▋ | 4/56 [00:36<06:33, 7.57s/it] 8/299 6.87G 0.05955 0.04472 0.004246 0.1085 197 640: 9%|▉ | 5/56 [00:36<04:11, 4.94s/it] 8/299 6.87G 0.05945 0.04345 0.004496 0.1074 133 640: 9%|▉ | 5/56 [00:36<04:11, 4.94s/it] 8/299 6.87G 0.05945 0.04345 0.004496 0.1074 133 640: 11%|█ | 6/56 [00:36<02:46, 3.33s/it] 8/299 6.87G 0.05925 0.04258 0.00486 0.1067 151 640: 11%|█ | 6/56 [00:37<02:46, 3.33s/it] 8/299 6.87G 0.05925 0.04258 0.00486 0.1067 151 640: 12%|█▎ | 7/56 [00:37<01:54, 2.33s/it] 8/299 6.87G 0.05966 0.04229 0.0048 0.1068 142 640: 12%|█▎ | 7/56 [00:37<01:54, 2.33s/it] 8/299 6.87G 0.05966 0.04229 0.0048 0.1068 142 640: 14%|█▍ | 8/56 [00:37<01:19, 1.66s/it] 8/299 6.87G 0.05984 0.04244 0.004666 0.1069 169 640: 14%|█▍ | 8/56 [00:37<01:19, 1.66s/it] 8/299 6.87G 0.05984 0.04244 0.004666 0.1069 169 640: 16%|█▌ | 9/56 [00:37<00:57, 1.23s/it] 8/299 6.87G 0.05974 0.0428 0.004464 0.107 200 640: 16%|█▌ | 9/56 [01:08<00:57, 1.23s/it] 8/299 6.87G 0.05974 0.0428 0.004464 0.107 200 640: 18%|█▊ | 10/56 [01:08<07:56, 10.36s/it] 8/299 6.87G 0.05991 0.04214 0.00445 0.1065 113 640: 18%|█▊ | 10/56 [01:08<07:56, 10.36s/it] 8/299 6.87G 0.05991 0.04214 0.00445 0.1065 113 640: 20%|█▉ | 11/56 [01:08<05:27, 7.27s/it] 8/299 6.87G 0.05958 0.04187 0.004445 0.1059 121 640: 20%|█▉ | 11/56 [01:10<05:27, 7.27s/it] 8/299 6.87G 0.05958 0.04187 0.004445 0.1059 121 640: 21%|██▏ | 12/56 [01:10<04:09, 5.68s/it] 8/299 6.87G 0.05969 0.04206 0.004488 0.1062 124 640: 21%|██▏ | 12/56 [01:11<04:09, 5.68s/it] 8/299 6.87G 0.05969 0.04206 0.004488 0.1062 124 640: 23%|██▎ | 13/56 [01:11<02:53, 4.04s/it] 8/299 6.87G 0.05955 0.04226 0.004468 0.1063 169 640: 23%|██▎ | 13/56 [01:11<02:53, 4.04s/it] 8/299 6.87G 0.05955 0.04226 0.004468 0.1063 169 640: 25%|██▌ | 14/56 [01:11<02:01, 2.88s/it] 8/299 6.87G 0.05896 0.04154 0.004424 0.1049 105 640: 25%|██▌ | 14/56 [01:11<02:01, 2.88s/it] 8/299 6.87G 0.05896 0.04154 0.004424 0.1049 105 640: 27%|██▋ | 15/56 [01:11<01:25, 2.09s/it] 8/299 6.87G 0.05877 0.0415 0.004491 0.1048 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.475 0.462 0.452 0.187
0%| | 0/56 [00:00<?, ?it/s] 9/299 6.87G 0.06372 0.04338 0.003594 0.1107 143 640: 0%| | 0/56 [00:00<?, ?it/s] 9/299 6.87G 0.06372 0.04338 0.003594 0.1107 143 640: 2%|▏ | 1/56 [00:00<00:17, 3.14it/s] 9/299 6.87G 0.05891 0.04196 0.003578 0.1044 150 640: 2%|▏ | 1/56 [00:32<00:17, 3.14it/s] 9/299 6.87G 0.05891 0.04196 0.003578 0.1044 150 640: 4%|▎ | 2/56 [00:32<17:15, 19.18s/it] 9/299 6.87G 0.05804 0.04205 0.003523 0.1036 165 640: 4%|▎ | 2/56 [00:32<17:15, 19.18s/it] 9/299 6.87G 0.05804 0.04205 0.003523 0.1036 165 640: 5%|▌ | 3/56 [00:32<09:17, 10.53s/it] 9/299 6.87G 0.05787 0.04116 0.003636 0.1027 122 640: 5%|▌ | 3/56 [00:36<09:17, 10.53s/it] 9/299 6.87G 0.05787 0.04116 0.003636 0.1027 122 640: 7%|▋ | 4/56 [00:36<06:34, 7.59s/it] 9/299 6.87G 0.06006 0.04167 0.003568 0.1053 200 640: 7%|▋ | 4/56 [00:36<06:34, 7.59s/it] 9/299 6.87G 0.06006 0.04167 0.003568 0.1053 200 640: 9%|▉ | 5/56 [00:36<04:11, 4.93s/it] 9/299 6.87G 0.06087 0.04056 0.003446 0.1049 134 640: 9%|▉ | 5/56 [00:36<04:11, 4.93s/it] 9/299 6.87G 0.06087 0.04056 0.003446 0.1049 134 640: 11%|█ | 6/56 [00:36<02:46, 3.33s/it] 9/299 6.87G 0.06115 0.04055 0.003398 0.1051 181 640: 11%|█ | 6/56 [00:36<02:46, 3.33s/it] 9/299 6.87G 0.06115 0.04055 0.003398 0.1051 181 640: 12%|█▎ | 7/56 [00:36<01:54, 2.33s/it] 9/299 6.87G 0.06241 0.04032 0.003616 0.1064 139 640: 12%|█▎ | 7/56 [00:36<01:54, 2.33s/it] 9/299 6.87G 0.06241 0.04032 0.003616 0.1064 139 640: 14%|█▍ | 8/56 [00:36<01:19, 1.66s/it] 9/299 6.87G 0.06353 0.04031 0.003628 0.1075 199 640: 14%|█▍ | 8/56 [00:37<01:19, 1.66s/it] 9/299 6.87G 0.06353 0.04031 0.003628 0.1075 199 640: 16%|█▌ | 9/56 [00:37<00:57, 1.21s/it] 9/299 6.87G 0.06458 0.04107 0.003626 0.1093 244 640: 16%|█▌ | 9/56 [01:07<00:57, 1.21s/it] 9/299 6.87G 0.06458 0.04107 0.003626 0.1093 244 640: 18%|█▊ | 10/56 [01:07<07:51, 10.25s/it] 9/299 6.87G 0.0644 0.04202 0.003622 0.11 216 640: 18%|█▊ | 10/56 [01:07<07:51, 10.25s/it] 9/299 6.87G 0.0644 0.04202 0.003622 0.11 216 640: 20%|█▉ | 11/56 [01:07<05:23, 7.20s/it] 9/299 6.87G 0.0636 0.04251 0.003802 0.1099 131 640: 20%|█▉ | 11/56 [01:12<05:23, 7.20s/it] 9/299 6.87G 0.0636 0.04251 0.003802 0.1099 131 640: 21%|██▏ | 12/56 [01:12<04:35, 6.27s/it] 9/299 6.87G 0.06324 0.04254 0.003869 0.1096 143 640: 21%|██▏ | 12/56 [01:12<04:35, 6.27s/it] 9/299 6.87G 0.06324 0.04254 0.003869 0.1096 143 640: 23%|██▎ | 13/56 [01:12<03:12, 4.47s/it] 9/299 6.87G 0.06296 0.04261 0.003945 0.1095 165 640: 23%|██▎ | 13/56 [01:12<03:12, 4.47s/it] 9/299 6.87G 0.06296 0.04261 0.003945 0.1095 165 640: 25%|██▌ | 14/56 [01:12<02:14, 3.20s/it] 9/299 6.87G 0.06276 0.04243 0.003883 0.1091 182 640: 25%|██▌ | 14/56 [01:12<02:14, 3.20s/it] 9/299 6.87G 0.06276 0.04243 0.003883 0.1091 182 640: 27%|██▋ | 15/56 [01:12<01:35, 2.32s/it] 9/299 6.87G 0.06249 0.04258 0.00386 0.1089 164
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.37 0.497 0.384 0.132
0%| | 0/56 [00:00<?, ?it/s] 10/299 6.87G 0.07176 0.04385 0.00356 0.1192 178 640: 0%| | 0/56 [00:00<?, ?it/s] 10/299 6.87G 0.07176 0.04385 0.00356 0.1192 178 640: 2%|▏ | 1/56 [00:00<00:12, 4.26it/s] 10/299 6.87G 0.06982 0.04072 0.003572 0.1141 156 640: 2%|▏ | 1/56 [00:24<00:12, 4.26it/s] 10/299 6.87G 0.06982 0.04072 0.003572 0.1141 156 640: 4%|▎ | 2/56 [00:24<13:09, 14.63s/it] 10/299 6.87G 0.06447 0.04085 0.003797 0.1091 147 640: 4%|▎ | 2/56 [00:25<13:09, 14.63s/it] 10/299 6.87G 0.06447 0.04085 0.003797 0.1091 147 640: 5%|▌ | 3/56 [00:25<07:06, 8.05s/it] 10/299 6.87G 0.06191 0.04062 0.003724 0.1063 135 640: 5%|▌ | 3/56 [00:43<07:06, 8.05s/it] 10/299 6.87G 0.06191 0.04062 0.003724 0.1063 135 640: 7%|▋ | 4/56 [00:43<10:33, 12.18s/it] 10/299 6.87G 0.06158 0.04109 0.00391 0.1066 165 640: 7%|▋ | 4/56 [00:43<10:33, 12.18s/it] 10/299 6.87G 0.06158 0.04109 0.00391 0.1066 165 640: 9%|▉ | 5/56 [00:43<06:41, 7.88s/it] 10/299 6.87G 0.0619 0.04102 0.004028 0.1069 163 640: 9%|▉ | 5/56 [00:44<06:41, 7.88s/it] 10/299 6.87G 0.0619 0.04102 0.004028 0.1069 163 640: 11%|█ | 6/56 [00:44<04:23, 5.28s/it] 10/299 6.87G 0.06241 0.04089 0.003944 0.1072 158 640: 11%|█ | 6/56 [00:44<04:23, 5.28s/it] 10/299 6.87G 0.06241 0.04089 0.003944 0.1072 158 640: 12%|█▎ | 7/56 [00:44<02:57, 3.63s/it] 10/299 6.87G 0.06177 0.0398 0.003911 0.1055 96 640: 12%|█▎ | 7/56 [00:44<02:57, 3.63s/it] 10/299 6.87G 0.06177 0.0398 0.003911 0.1055 96 640: 14%|█▍ | 8/56 [00:44<02:02, 2.55s/it] 10/299 6.87G 0.06194 0.04084 0.00396 0.1067 231 640: 14%|█▍ | 8/56 [00:44<02:02, 2.55s/it] 10/299 6.87G 0.06194 0.04084 0.00396 0.1067 231 640: 16%|█▌ | 9/56 [00:44<01:25, 1.82s/it] 10/299 6.87G 0.06207 0.04095 0.003942 0.107 166 640: 16%|█▌ | 9/56 [00:59<01:25, 1.82s/it] 10/299 6.87G 0.06207 0.04095 0.003942 0.107 166 640: 18%|█▊ | 10/56 [00:59<04:30, 5.87s/it] 10/299 6.87G 0.06141 0.04055 0.00393 0.1059 108 640: 18%|█▊ | 10/56 [01:00<04:30, 5.87s/it] 10/299 6.87G 0.06141 0.04055 0.00393 0.1059 108 640: 20%|█▉ | 11/56 [01:00<03:07, 4.16s/it] 10/299 6.87G 0.06116 0.04055 0.003939 0.1056 140 640: 20%|█▉ | 11/56 [01:17<03:07, 4.16s/it] 10/299 6.87G 0.06116 0.04055 0.003939 0.1056 140 640: 21%|██▏ | 12/56 [01:17<06:02, 8.23s/it] 10/299 6.87G 0.06084 0.04082 0.00406 0.1057 146 640: 21%|██▏ | 12/56 [01:17<06:02, 8.23s/it] 10/299 6.87G 0.06084 0.04082 0.00406 0.1057 146 640: 23%|██▎ | 13/56 [01:17<04:09, 5.81s/it] 10/299 6.87G 0.06069 0.04065 0.003987 0.1053 144 640: 23%|██▎ | 13/56 [01:18<04:09, 5.81s/it] 10/299 6.87G 0.06069 0.04065 0.003987 0.1053 144 640: 25%|██▌ | 14/56 [01:18<02:53, 4.13s/it] 10/299 6.87G 0.06034 0.04053 0.003924 0.1048 138 640: 25%|██▌ | 14/56 [01:18<02:53, 4.13s/it] 10/299 6.87G 0.06034 0.04053 0.003924 0.1048 138 640: 27%|██▋ | 15/56 [01:18<02:01, 2.95s/it] 10/299 6.87G 0.05997 0.04022 0.00396 0.1042 93
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.431 0.508 0.414 0.176
0%| | 0/56 [00:00<?, ?it/s] 11/299 6.87G 0.05661 0.04435 0.002596 0.1036 147 640: 0%| | 0/56 [00:00<?, ?it/s] 11/299 6.87G 0.05661 0.04435 0.002596 0.1036 147 640: 2%|▏ | 1/56 [00:00<00:12, 4.26it/s] 11/299 6.87G 0.05492 0.04113 0.002969 0.09902 130 640: 2%|▏ | 1/56 [00:24<00:12, 4.26it/s] 11/299 6.87G 0.05492 0.04113 0.002969 0.09902 130 640: 4%|▎ | 2/56 [00:24<12:46, 14.19s/it] 11/299 6.87G 0.05526 0.04299 0.002954 0.1012 171 640: 4%|▎ | 2/56 [00:24<12:46, 14.19s/it] 11/299 6.87G 0.05526 0.04299 0.002954 0.1012 171 640: 5%|▌ | 3/56 [00:24<06:55, 7.83s/it] 11/299 6.87G 0.05555 0.04337 0.002911 0.1018 239 640: 5%|▌ | 3/56 [00:35<06:55, 7.83s/it] 11/299 6.87G 0.05555 0.04337 0.002911 0.1018 239 640: 7%|▋ | 4/56 [00:35<07:44, 8.93s/it] 11/299 6.87G 0.05522 0.04293 0.002935 0.1011 162 640: 7%|▋ | 4/56 [00:35<07:44, 8.93s/it] 11/299 6.87G 0.05522 0.04293 0.002935 0.1011 162 640: 9%|▉ | 5/56 [00:35<04:55, 5.79s/it] 11/299 6.87G 0.05496 0.04156 0.003134 0.09966 117 640: 9%|▉ | 5/56 [00:35<04:55, 5.79s/it] 11/299 6.87G 0.05496 0.04156 0.003134 0.09966 117 640: 11%|█ | 6/56 [00:35<03:15, 3.91s/it] 11/299 6.87G 0.05454 0.04113 0.003341 0.09901 172 640: 11%|█ | 6/56 [00:35<03:15, 3.91s/it] 11/299 6.87G 0.05454 0.04113 0.003341 0.09901 172 640: 12%|█▎ | 7/56 [00:35<02:12, 2.70s/it] 11/299 6.87G 0.05459 0.04059 0.003292 0.09847 135 640: 12%|█▎ | 7/56 [00:36<02:12, 2.70s/it] 11/299 6.87G 0.05459 0.04059 0.003292 0.09847 135 640: 14%|█▍ | 8/56 [00:36<01:31, 1.92s/it] 11/299 6.87G 0.0548 0.04004 0.003289 0.09814 161 640: 14%|█▍ | 8/56 [00:36<01:31, 1.92s/it] 11/299 6.87G 0.0548 0.04004 0.003289 0.09814 161 640: 16%|█▌ | 9/56 [00:36<01:05, 1.40s/it] 11/299 6.87G 0.05572 0.04056 0.003591 0.09987 223 640: 16%|█▌ | 9/56 [00:59<01:05, 1.40s/it] 11/299 6.87G 0.05572 0.04056 0.003591 0.09987 223 640: 18%|█▊ | 10/56 [00:59<06:11, 8.07s/it] 11/299 6.87G 0.05591 0.04106 0.003526 0.1005 163 640: 18%|█▊ | 10/56 [00:59<06:11, 8.07s/it] 11/299 6.87G 0.05591 0.04106 0.003526 0.1005 163 640: 20%|█▉ | 11/56 [00:59<04:15, 5.67s/it] 11/299 6.87G 0.05636 0.04111 0.003467 0.1009 197 640: 20%|█▉ | 11/56 [01:09<04:15, 5.67s/it] 11/299 6.87G 0.05636 0.04111 0.003467 0.1009 197 640: 21%|██▏ | 12/56 [01:09<05:08, 7.00s/it] 11/299 6.87G 0.05622 0.04103 0.003598 0.1008 146 640: 21%|██▏ | 12/56 [01:09<05:08, 7.00s/it] 11/299 6.87G 0.05622 0.04103 0.003598 0.1008 146 640: 23%|██▎ | 13/56 [01:09<03:32, 4.95s/it] 11/299 6.87G 0.05606 0.04123 0.003688 0.101 167 640: 23%|██▎ | 13/56 [01:10<03:32, 4.95s/it] 11/299 6.87G 0.05606 0.04123 0.003688 0.101 167 640: 25%|██▌ | 14/56 [01:10<02:27, 3.52s/it] 11/299 6.87G 0.05593 0.04096 0.003624 0.1005 111 640: 25%|██▌ | 14/56 [01:10<02:27, 3.52s/it] 11/299 6.87G 0.05593 0.04096 0.003624 0.1005 111 640: 27%|██▋ | 15/56 [01:10<01:44, 2.54s/it] 11/299 6.87G 0.05588 0.04082 0.003788 0.1005 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.509 0.465 0.468 0.193
0%| | 0/56 [00:00<?, ?it/s] 12/299 6.87G 0.06163 0.04296 0.003364 0.1079 178 640: 0%| | 0/56 [00:00<?, ?it/s] 12/299 6.87G 0.06163 0.04296 0.003364 0.1079 178 640: 2%|▏ | 1/56 [00:00<00:16, 3.39it/s] 12/299 6.87G 0.05979 0.04103 0.003375 0.1042 195 640: 2%|▏ | 1/56 [00:22<00:16, 3.39it/s] 12/299 6.87G 0.05979 0.04103 0.003375 0.1042 195 640: 4%|▎ | 2/56 [00:22<11:43, 13.03s/it] 12/299 6.87G 0.0579 0.03979 0.003386 0.1011 180 640: 4%|▎ | 2/56 [00:22<11:43, 13.03s/it] 12/299 6.87G 0.0579 0.03979 0.003386 0.1011 180 640: 5%|▌ | 3/56 [00:22<06:20, 7.19s/it] 12/299 6.87G 0.05752 0.03922 0.003234 0.09997 170 640: 5%|▌ | 3/56 [00:34<06:20, 7.19s/it] 12/299 6.87G 0.05752 0.03922 0.003234 0.09997 170 640: 7%|▋ | 4/56 [00:34<07:53, 9.11s/it] 12/299 6.87G 0.05682 0.04018 0.003163 0.1002 190 640: 7%|▋ | 4/56 [00:34<07:53, 9.11s/it] 12/299 6.87G 0.05682 0.04018 0.003163 0.1002 190 640: 9%|▉ | 5/56 [00:34<05:01, 5.91s/it] 12/299 6.87G 0.05739 0.03939 0.003187 0.09997 109 640: 9%|▉ | 5/56 [00:34<05:01, 5.91s/it] 12/299 6.87G 0.05739 0.03939 0.003187 0.09997 109 640: 11%|█ | 6/56 [00:34<03:18, 3.97s/it] 12/299 6.87G 0.05718 0.03999 0.003426 0.1006 203 640: 11%|█ | 6/56 [00:35<03:18, 3.97s/it] 12/299 6.87G 0.05718 0.03999 0.003426 0.1006 203 640: 12%|█▎ | 7/56 [00:35<02:15, 2.76s/it] 12/299 6.87G 0.05651 0.04009 0.003545 0.1001 164 640: 12%|█▎ | 7/56 [00:35<02:15, 2.76s/it] 12/299 6.87G 0.05651 0.04009 0.003545 0.1001 164 640: 14%|█▍ | 8/56 [00:35<01:33, 1.96s/it] 12/299 6.87G 0.05603 0.0406 0.003445 0.1001 182 640: 14%|█▍ | 8/56 [00:35<01:33, 1.96s/it] 12/299 6.87G 0.05603 0.0406 0.003445 0.1001 182 640: 16%|█▌ | 9/56 [00:35<01:06, 1.42s/it] 12/299 6.87G 0.0562 0.04048 0.003404 0.1001 181 640: 16%|█▌ | 9/56 [01:00<01:06, 1.42s/it] 12/299 6.87G 0.0562 0.04048 0.003404 0.1001 181 640: 18%|█▊ | 10/56 [01:00<06:36, 8.63s/it] 12/299 6.87G 0.05622 0.04034 0.00343 0.09999 128 640: 18%|█▊ | 10/56 [01:00<06:36, 8.63s/it] 12/299 6.87G 0.05622 0.04034 0.00343 0.09999 128 640: 20%|█▉ | 11/56 [01:00<04:32, 6.06s/it] 12/299 6.87G 0.056 0.03991 0.003333 0.09925 144 640: 20%|█▉ | 11/56 [01:08<04:32, 6.06s/it] 12/299 6.87G 0.056 0.03991 0.003333 0.09925 144 640: 21%|██▏ | 12/56 [01:08<04:55, 6.71s/it] 12/299 6.87G 0.05607 0.0397 0.00332 0.09909 148 640: 21%|██▏ | 12/56 [01:09<04:55, 6.71s/it] 12/299 6.87G 0.05607 0.0397 0.00332 0.09909 148 640: 23%|██▎ | 13/56 [01:09<03:24, 4.76s/it] 12/299 6.87G 0.05593 0.03941 0.0033 0.09864 108 640: 23%|██▎ | 13/56 [01:09<03:24, 4.76s/it] 12/299 6.87G 0.05593 0.03941 0.0033 0.09864 108 640: 25%|██▌ | 14/56 [01:09<02:22, 3.39s/it] 12/299 6.87G 0.05591 0.03897 0.003309 0.09819 119 640: 25%|██▌ | 14/56 [01:09<02:22, 3.39s/it] 12/299 6.87G 0.05591 0.03897 0.003309 0.09819 119 640: 27%|██▋ | 15/56 [01:09<01:39, 2.44s/it] 12/299 6.87G 0.05591 0.03841 0.003234 0.09756 115
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.436 0.449 0.19
0%| | 0/56 [00:00<?, ?it/s] 13/299 6.87G 0.06064 0.04536 0.002309 0.1083 159 640: 0%| | 0/56 [00:00<?, ?it/s] 13/299 6.87G 0.06064 0.04536 0.002309 0.1083 159 640: 2%|▏ | 1/56 [00:00<00:12, 4.28it/s] 13/299 6.87G 0.05634 0.03937 0.00276 0.09847 168 640: 2%|▏ | 1/56 [00:25<00:12, 4.28it/s] 13/299 6.87G 0.05634 0.03937 0.00276 0.09847 168 640: 4%|▎ | 2/56 [00:25<13:35, 15.10s/it] 13/299 6.87G 0.05273 0.03761 0.002693 0.09303 128 640: 4%|▎ | 2/56 [00:25<13:35, 15.10s/it] 13/299 6.87G 0.05273 0.03761 0.002693 0.09303 128 640: 5%|▌ | 3/56 [00:25<07:20, 8.31s/it] 13/299 6.87G 0.05321 0.0381 0.002764 0.09408 158 640: 5%|▌ | 3/56 [00:38<07:20, 8.31s/it] 13/299 6.87G 0.05321 0.0381 0.002764 0.09408 158 640: 7%|▋ | 4/56 [00:38<08:49, 10.17s/it] 13/299 6.87G 0.05247 0.03877 0.003133 0.09437 172 640: 7%|▋ | 4/56 [00:39<08:49, 10.17s/it] 13/299 6.87G 0.05247 0.03877 0.003133 0.09437 172 640: 9%|▉ | 5/56 [00:39<05:36, 6.60s/it] 13/299 6.87G 0.05289 0.04032 0.003038 0.09625 184 640: 9%|▉ | 5/56 [00:39<05:36, 6.60s/it] 13/299 6.87G 0.05289 0.04032 0.003038 0.09625 184 640: 11%|█ | 6/56 [00:39<03:41, 4.43s/it] 13/299 6.87G 0.05311 0.0402 0.002977 0.09628 190 640: 11%|█ | 6/56 [00:39<03:41, 4.43s/it] 13/299 6.87G 0.05311 0.0402 0.002977 0.09628 190 640: 12%|█▎ | 7/56 [00:39<02:29, 3.06s/it] 13/299 6.87G 0.05301 0.04063 0.003068 0.09671 170 640: 12%|█▎ | 7/56 [00:39<02:29, 3.06s/it] 13/299 6.87G 0.05301 0.04063 0.003068 0.09671 170 640: 14%|█▍ | 8/56 [00:39<01:44, 2.17s/it] 13/299 6.87G 0.05292 0.04016 0.003089 0.09617 145 640: 14%|█▍ | 8/56 [00:40<01:44, 2.17s/it] 13/299 6.87G 0.05292 0.04016 0.003089 0.09617 145 640: 16%|█▌ | 9/56 [00:40<01:13, 1.56s/it] 13/299 6.87G 0.05333 0.04041 0.003003 0.09675 190 640: 16%|█▌ | 9/56 [01:01<01:13, 1.56s/it] 13/299 6.87G 0.05333 0.04041 0.003003 0.09675 190 640: 18%|█▊ | 10/56 [01:01<05:54, 7.71s/it] 13/299 6.87G 0.05352 0.0412 0.002996 0.09772 195 640: 18%|█▊ | 10/56 [01:01<05:54, 7.71s/it] 13/299 6.87G 0.05352 0.0412 0.002996 0.09772 195 640: 20%|█▉ | 11/56 [01:01<04:04, 5.43s/it] 13/299 6.87G 0.05367 0.04207 0.003132 0.09888 182 640: 20%|█▉ | 11/56 [01:13<04:04, 5.43s/it] 13/299 6.87G 0.05367 0.04207 0.003132 0.09888 182 640: 21%|██▏ | 12/56 [01:13<05:20, 7.29s/it] 13/299 6.87G 0.05387 0.04344 0.003365 0.1007 203 640: 21%|██▏ | 12/56 [01:13<05:20, 7.29s/it] 13/299 6.87G 0.05387 0.04344 0.003365 0.1007 203 640: 23%|██▎ | 13/56 [01:13<03:41, 5.15s/it] 13/299 6.87G 0.05376 0.04324 0.003272 0.1003 127 640: 23%|██▎ | 13/56 [01:13<03:41, 5.15s/it] 13/299 6.87G 0.05376 0.04324 0.003272 0.1003 127 640: 25%|██▌ | 14/56 [01:13<02:34, 3.68s/it] 13/299 6.87G 0.05405 0.04278 0.003194 0.1 138 640: 25%|██▌ | 14/56 [01:14<02:34, 3.68s/it] 13/299 6.87G 0.05405 0.04278 0.003194 0.1 138 640: 27%|██▋ | 15/56 [01:14<01:48, 2.64s/it] 13/299 6.87G 0.05436 0.04237 0.003169 0.0999 113
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.576 0.474 0.503 0.216
0%| | 0/56 [00:00<?, ?it/s] 14/299 6.87G 0.06155 0.04454 0.002509 0.1086 194 640: 0%| | 0/56 [00:00<?, ?it/s] 14/299 6.87G 0.06155 0.04454 0.002509 0.1086 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.58it/s] 14/299 6.87G 0.05547 0.04103 0.002698 0.0992 146 640: 2%|▏ | 1/56 [00:27<00:15, 3.58it/s] 14/299 6.87G 0.05547 0.04103 0.002698 0.0992 146 640: 4%|▎ | 2/56 [00:27<14:31, 16.13s/it] 14/299 6.87G 0.05234 0.03846 0.002936 0.09373 130 640: 4%|▎ | 2/56 [00:27<14:31, 16.13s/it] 14/299 6.87G 0.05234 0.03846 0.002936 0.09373 130 640: 5%|▌ | 3/56 [00:27<07:51, 8.89s/it] 14/299 6.87G 0.05243 0.03711 0.002728 0.09227 157 640: 5%|▌ | 3/56 [00:33<07:51, 8.89s/it] 14/299 6.87G 0.05243 0.03711 0.002728 0.09227 157 640: 7%|▋ | 4/56 [00:33<06:40, 7.69s/it] 14/299 6.87G 0.05246 0.03746 0.002655 0.09258 139 640: 7%|▋ | 4/56 [00:33<06:40, 7.69s/it] 14/299 6.87G 0.05246 0.03746 0.002655 0.09258 139 640: 9%|▉ | 5/56 [00:33<04:15, 5.00s/it] 14/299 6.87G 0.05171 0.03586 0.002664 0.09023 103 640: 9%|▉ | 5/56 [00:34<04:15, 5.00s/it] 14/299 6.87G 0.05171 0.03586 0.002664 0.09023 103 640: 11%|█ | 6/56 [00:34<02:49, 3.39s/it] 14/299 6.87G 0.05167 0.03592 0.002615 0.09021 156 640: 11%|█ | 6/56 [00:34<02:49, 3.39s/it] 14/299 6.87G 0.05167 0.03592 0.002615 0.09021 156 640: 12%|█▎ | 7/56 [00:34<01:55, 2.36s/it] 14/299 6.87G 0.05204 0.03751 0.002708 0.09225 208 640: 12%|█▎ | 7/56 [00:34<01:55, 2.36s/it] 14/299 6.87G 0.05204 0.03751 0.002708 0.09225 208 640: 14%|█▍ | 8/56 [00:34<01:20, 1.68s/it] 14/299 6.87G 0.05207 0.03827 0.002749 0.09309 199 640: 14%|█▍ | 8/56 [00:34<01:20, 1.68s/it] 14/299 6.87G 0.05207 0.03827 0.002749 0.09309 199 640: 16%|█▌ | 9/56 [00:34<00:58, 1.24s/it] 14/299 6.87G 0.05128 0.03755 0.002825 0.09165 146 640: 16%|█▌ | 9/56 [01:02<00:58, 1.24s/it] 14/299 6.87G 0.05128 0.03755 0.002825 0.09165 146 640: 18%|█▊ | 10/56 [01:02<07:12, 9.40s/it] 14/299 6.87G 0.05159 0.03772 0.00283 0.09215 138 640: 18%|█▊ | 10/56 [01:02<07:12, 9.40s/it] 14/299 6.87G 0.05159 0.03772 0.00283 0.09215 138 640: 20%|█▉ | 11/56 [01:02<04:56, 6.60s/it] 14/299 6.87G 0.05153 0.03792 0.002903 0.09235 140 640: 20%|█▉ | 11/56 [01:08<04:56, 6.60s/it] 14/299 6.87G 0.05153 0.03792 0.002903 0.09235 140 640: 21%|██▏ | 12/56 [01:08<04:33, 6.21s/it] 14/299 6.87G 0.05153 0.03789 0.002999 0.09242 156 640: 21%|██▏ | 12/56 [01:08<04:33, 6.21s/it] 14/299 6.87G 0.05153 0.03789 0.002999 0.09242 156 640: 23%|██▎ | 13/56 [01:08<03:09, 4.40s/it] 14/299 6.87G 0.05149 0.03806 0.00294 0.09249 152 640: 23%|██▎ | 13/56 [01:08<03:09, 4.40s/it] 14/299 6.87G 0.05149 0.03806 0.00294 0.09249 152 640: 25%|██▌ | 14/56 [01:08<02:11, 3.14s/it] 14/299 6.87G 0.05174 0.03802 0.002912 0.09267 176 640: 25%|██▌ | 14/56 [01:08<02:11, 3.14s/it] 14/299 6.87G 0.05174 0.03802 0.002912 0.09267 176 640: 27%|██▋ | 15/56 [01:08<01:33, 2.27s/it] 14/299 6.87G 0.05165 0.03779 0.002879 0.09231 118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.303 0.463 0.307 0.0961
0%| | 0/56 [00:00<?, ?it/s] 15/299 6.87G 0.07232 0.05426 0.002095 0.1287 199 640: 0%| | 0/56 [00:00<?, ?it/s] 15/299 6.87G 0.07232 0.05426 0.002095 0.1287 199 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 15/299 6.87G 0.07025 0.0437 0.00255 0.1165 153 640: 2%|▏ | 1/56 [00:36<00:15, 3.63it/s] 15/299 6.87G 0.07025 0.0437 0.00255 0.1165 153 640: 4%|▎ | 2/56 [00:36<19:25, 21.58s/it] 15/299 6.87G 0.06972 0.04259 0.002662 0.115 198 640: 4%|▎ | 2/56 [00:37<19:25, 21.58s/it] 15/299 6.87G 0.06972 0.04259 0.002662 0.115 198 640: 5%|▌ | 3/56 [00:37<10:27, 11.83s/it] 15/299 6.87G 0.06983 0.04345 0.002838 0.1161 175 640: 5%|▌ | 3/56 [00:45<10:27, 11.83s/it] 15/299 6.87G 0.06983 0.04345 0.002838 0.1161 175 640: 7%|▋ | 4/56 [00:45<09:06, 10.50s/it] 15/299 6.87G 0.06991 0.04288 0.002898 0.1157 151 640: 7%|▋ | 4/56 [00:45<09:06, 10.50s/it] 15/299 6.87G 0.06991 0.04288 0.002898 0.1157 151 640: 9%|▉ | 5/56 [00:45<05:47, 6.81s/it] 15/299 6.87G 0.06753 0.0417 0.002989 0.1122 168 640: 9%|▉ | 5/56 [00:45<05:47, 6.81s/it] 15/299 6.87G 0.06753 0.0417 0.002989 0.1122 168 640: 11%|█ | 6/56 [00:45<03:48, 4.57s/it] 15/299 6.87G 0.06573 0.04032 0.002965 0.109 132 640: 11%|█ | 6/56 [00:46<03:48, 4.57s/it] 15/299 6.87G 0.06573 0.04032 0.002965 0.109 132 640: 12%|█▎ | 7/56 [00:46<02:34, 3.15s/it] 15/299 6.87G 0.06439 0.04003 0.002986 0.1074 163 640: 12%|█▎ | 7/56 [00:46<02:34, 3.15s/it] 15/299 6.87G 0.06439 0.04003 0.002986 0.1074 163 640: 14%|█▍ | 8/56 [00:46<01:46, 2.22s/it] 15/299 6.87G 0.06347 0.03988 0.002983 0.1063 163 640: 14%|█▍ | 8/56 [00:46<01:46, 2.22s/it] 15/299 6.87G 0.06347 0.03988 0.002983 0.1063 163 640: 16%|█▌ | 9/56 [00:46<01:15, 1.61s/it] 15/299 6.87G 0.06282 0.03947 0.003126 0.1054 167 640: 16%|█▌ | 9/56 [01:19<01:15, 1.61s/it] 15/299 6.87G 0.06282 0.03947 0.003126 0.1054 167 640: 18%|█▊ | 10/56 [01:19<08:44, 11.39s/it] 15/299 6.87G 0.06217 0.03964 0.003045 0.1049 122 640: 18%|█▊ | 10/56 [01:20<08:44, 11.39s/it] 15/299 6.87G 0.06217 0.03964 0.003045 0.1049 122 640: 20%|█▉ | 11/56 [01:20<05:58, 7.98s/it] 15/299 6.87G 0.06118 0.03992 0.003037 0.1041 181 640: 20%|█▉ | 11/56 [01:25<05:58, 7.98s/it] 15/299 6.87G 0.06118 0.03992 0.003037 0.1041 181 640: 21%|██▏ | 12/56 [01:25<05:09, 7.03s/it] 15/299 6.87G 0.06041 0.04008 0.003173 0.1037 151 640: 21%|██▏ | 12/56 [01:25<05:09, 7.03s/it] 15/299 6.87G 0.06041 0.04008 0.003173 0.1037 151 640: 23%|██▎ | 13/56 [01:25<03:34, 4.98s/it] 15/299 6.87G 0.05948 0.04004 0.003163 0.1027 167 640: 23%|██▎ | 13/56 [01:25<03:34, 4.98s/it] 15/299 6.87G 0.05948 0.04004 0.003163 0.1027 167 640: 25%|██▌ | 14/56 [01:25<02:28, 3.54s/it] 15/299 6.87G 0.05899 0.03965 0.003126 0.1018 140 640: 25%|██▌ | 14/56 [01:25<02:28, 3.54s/it] 15/299 6.87G 0.05899 0.03965 0.003126 0.1018 140 640: 27%|██▋ | 15/56 [01:25<01:44, 2.54s/it] 15/299 6.87G 0.05818 0.03921 0.003088 0.1005 96
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.477 0.482 0.432 0.183
0%| | 0/56 [00:00<?, ?it/s] 16/299 6.87G 0.06308 0.04499 0.002418 0.1105 178 640: 0%| | 0/56 [00:00<?, ?it/s] 16/299 6.87G 0.06308 0.04499 0.002418 0.1105 178 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 16/299 6.87G 0.05909 0.04249 0.002693 0.1043 146 640: 2%|▏ | 1/56 [00:31<00:15, 3.66it/s] 16/299 6.87G 0.05909 0.04249 0.002693 0.1043 146 640: 4%|▎ | 2/56 [00:31<16:29, 18.33s/it] 16/299 6.87G 0.05857 0.04171 0.002401 0.1027 193 640: 4%|▎ | 2/56 [00:31<16:29, 18.33s/it] 16/299 6.87G 0.05857 0.04171 0.002401 0.1027 193 640: 5%|▌ | 3/56 [00:31<08:53, 10.06s/it] 16/299 6.87G 0.05706 0.03888 0.002575 0.09852 143 640: 5%|▌ | 3/56 [00:37<08:53, 10.06s/it] 16/299 6.87G 0.05706 0.03888 0.002575 0.09852 143 640: 7%|▋ | 4/56 [00:37<07:28, 8.62s/it] 16/299 6.87G 0.05682 0.03882 0.002491 0.09813 166 640: 7%|▋ | 4/56 [00:38<07:28, 8.62s/it] 16/299 6.87G 0.05682 0.03882 0.002491 0.09813 166 640: 9%|▉ | 5/56 [00:38<04:45, 5.61s/it] 16/299 6.87G 0.05645 0.03762 0.00304 0.09711 132 640: 9%|▉ | 5/56 [00:38<04:45, 5.61s/it] 16/299 6.87G 0.05645 0.03762 0.00304 0.09711 132 640: 11%|█ | 6/56 [00:38<03:08, 3.78s/it] 16/299 6.87G 0.0561 0.03681 0.002891 0.09581 142 640: 11%|█ | 6/56 [00:38<03:08, 3.78s/it] 16/299 6.87G 0.0561 0.03681 0.002891 0.09581 142 640: 12%|█▎ | 7/56 [00:38<02:08, 2.61s/it] 16/299 6.87G 0.0564 0.03727 0.002803 0.09647 146 640: 12%|█▎ | 7/56 [00:38<02:08, 2.61s/it] 16/299 6.87G 0.0564 0.03727 0.002803 0.09647 146 640: 14%|█▍ | 8/56 [00:38<01:29, 1.85s/it] 16/299 6.87G 0.05629 0.03729 0.002756 0.09633 179 640: 14%|█▍ | 8/56 [00:39<01:29, 1.85s/it] 16/299 6.87G 0.05629 0.03729 0.002756 0.09633 179 640: 16%|█▌ | 9/56 [00:39<01:03, 1.36s/it] 16/299 6.87G 0.05615 0.03708 0.002674 0.0959 137 640: 16%|█▌ | 9/56 [01:05<01:03, 1.36s/it] 16/299 6.87G 0.05615 0.03708 0.002674 0.0959 137 640: 18%|█▊ | 10/56 [01:05<07:02, 9.19s/it] 16/299 6.87G 0.05642 0.03751 0.002653 0.09659 136 640: 18%|█▊ | 10/56 [01:06<07:02, 9.19s/it] 16/299 6.87G 0.05642 0.03751 0.002653 0.09659 136 640: 20%|█▉ | 11/56 [01:06<04:49, 6.44s/it] 16/299 6.87G 0.05654 0.03741 0.002633 0.09658 141 640: 20%|█▉ | 11/56 [01:12<04:49, 6.44s/it] 16/299 6.87G 0.05654 0.03741 0.002633 0.09658 141 640: 21%|██▏ | 12/56 [01:12<04:39, 6.35s/it] 16/299 6.87G 0.05633 0.03767 0.002608 0.09661 145 640: 21%|██▏ | 12/56 [01:12<04:39, 6.35s/it] 16/299 6.87G 0.05633 0.03767 0.002608 0.09661 145 640: 23%|██▎ | 13/56 [01:12<03:13, 4.51s/it] 16/299 6.87G 0.05613 0.03812 0.002595 0.09684 158 640: 23%|██▎ | 13/56 [01:12<03:13, 4.51s/it] 16/299 6.87G 0.05613 0.03812 0.002595 0.09684 158 640: 25%|██▌ | 14/56 [01:12<02:14, 3.21s/it] 16/299 6.87G 0.05566 0.03836 0.002624 0.09664 155 640: 25%|██▌ | 14/56 [01:12<02:14, 3.21s/it] 16/299 6.87G 0.05566 0.03836 0.002624 0.09664 155 640: 27%|██▋ | 15/56 [01:12<01:34, 2.31s/it] 16/299 6.87G 0.05558 0.03858 0.002599 0.09675 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.459 0.547 0.439 0.181
0%| | 0/56 [00:00<?, ?it/s] 17/299 6.87G 0.05266 0.03582 0.001661 0.09014 113 640: 0%| | 0/56 [00:00<?, ?it/s] 17/299 6.87G 0.05266 0.03582 0.001661 0.09014 113 640: 2%|▏ | 1/56 [00:00<00:15, 3.50it/s] 17/299 6.87G 0.05076 0.03558 0.002011 0.08836 137 640: 2%|▏ | 1/56 [00:14<00:15, 3.50it/s] 17/299 6.87G 0.05076 0.03558 0.002011 0.08836 137 640: 4%|▎ | 2/56 [00:14<07:45, 8.62s/it] 17/299 6.87G 0.05207 0.0365 0.002327 0.09089 170 640: 4%|▎ | 2/56 [00:14<07:45, 8.62s/it] 17/299 6.87G 0.05207 0.0365 0.002327 0.09089 170 640: 5%|▌ | 3/56 [00:14<04:13, 4.79s/it] 17/299 6.87G 0.05171 0.03518 0.003392 0.09028 135 640: 5%|▌ | 3/56 [00:43<04:13, 4.79s/it] 17/299 6.87G 0.05171 0.03518 0.003392 0.09028 135 640: 7%|▋ | 4/56 [00:43<12:23, 14.29s/it] 17/299 6.87G 0.05115 0.03398 0.003213 0.08835 128 640: 7%|▋ | 4/56 [00:44<12:23, 14.29s/it] 17/299 6.87G 0.05115 0.03398 0.003213 0.08835 128 640: 9%|▉ | 5/56 [00:44<07:50, 9.23s/it] 17/299 6.87G 0.05096 0.03341 0.002982 0.08736 119 640: 9%|▉ | 5/56 [00:44<07:50, 9.23s/it] 17/299 6.87G 0.05096 0.03341 0.002982 0.08736 119 640: 11%|█ | 6/56 [00:44<05:08, 6.17s/it] 17/299 6.87G 0.05083 0.03377 0.002914 0.08751 201 640: 11%|█ | 6/56 [00:44<05:08, 6.17s/it] 17/299 6.87G 0.05083 0.03377 0.002914 0.08751 201 640: 12%|█▎ | 7/56 [00:44<03:27, 4.23s/it] 17/299 6.87G 0.05071 0.03399 0.002894 0.08759 143 640: 12%|█▎ | 7/56 [00:44<03:27, 4.23s/it] 17/299 6.87G 0.05071 0.03399 0.002894 0.08759 143 640: 14%|█▍ | 8/56 [00:44<02:21, 2.95s/it] 17/299 6.87G 0.05123 0.03461 0.002948 0.08879 177 640: 14%|█▍ | 8/56 [00:45<02:21, 2.95s/it] 17/299 6.87G 0.05123 0.03461 0.002948 0.08879 177 640: 16%|█▌ | 9/56 [00:45<01:39, 2.11s/it] 17/299 6.87G 0.05175 0.03731 0.003066 0.09213 242 640: 16%|█▌ | 9/56 [00:55<01:39, 2.11s/it] 17/299 6.87G 0.05175 0.03731 0.003066 0.09213 242 640: 18%|█▊ | 10/56 [00:55<03:36, 4.71s/it] 17/299 6.87G 0.05178 0.03706 0.003016 0.09186 128 640: 18%|█▊ | 10/56 [00:55<03:36, 4.71s/it] 17/299 6.87G 0.05178 0.03706 0.003016 0.09186 128 640: 20%|█▉ | 11/56 [00:55<02:30, 3.34s/it] 17/299 6.87G 0.05222 0.03796 0.003086 0.09327 163 640: 20%|█▉ | 11/56 [01:18<02:30, 3.34s/it] 17/299 6.87G 0.05222 0.03796 0.003086 0.09327 163 640: 21%|██▏ | 12/56 [01:18<06:45, 9.21s/it] 17/299 6.87G 0.05225 0.03789 0.00321 0.09335 137 640: 21%|██▏ | 12/56 [01:18<06:45, 9.21s/it] 17/299 6.87G 0.05225 0.03789 0.00321 0.09335 137 640: 23%|██▎ | 13/56 [01:18<04:39, 6.50s/it] 17/299 6.87G 0.0525 0.03889 0.003142 0.09453 170 640: 23%|██▎ | 13/56 [01:18<04:39, 6.50s/it] 17/299 6.87G 0.0525 0.03889 0.003142 0.09453 170 640: 25%|██▌ | 14/56 [01:18<03:13, 4.60s/it] 17/299 6.87G 0.05243 0.03941 0.003092 0.09493 146 640: 25%|██▌ | 14/56 [01:19<03:13, 4.60s/it] 17/299 6.87G 0.05243 0.03941 0.003092 0.09493 146 640: 27%|██▋ | 15/56 [01:19<02:14, 3.28s/it] 17/299 6.87G 0.0521 0.03944 0.003039 0.09458 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.403 0.469 0.378 0.164
0%| | 0/56 [00:00<?, ?it/s] 18/299 6.87G 0.0569 0.04689 0.002295 0.1061 138 640: 0%| | 0/56 [00:00<?, ?it/s] 18/299 6.87G 0.0569 0.04689 0.002295 0.1061 138 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 18/299 6.87G 0.05347 0.04057 0.002639 0.09669 126 640: 2%|▏ | 1/56 [00:22<00:15, 3.62it/s] 18/299 6.87G 0.05347 0.04057 0.002639 0.09669 126 640: 4%|▎ | 2/56 [00:22<11:40, 12.98s/it] 18/299 6.87G 0.05351 0.04342 0.002577 0.09951 168 640: 4%|▎ | 2/56 [00:22<11:40, 12.98s/it] 18/299 6.87G 0.05351 0.04342 0.002577 0.09951 168 640: 5%|▌ | 3/56 [00:22<06:19, 7.16s/it] 18/299 6.87G 0.05135 0.0419 0.00247 0.09571 171 640: 5%|▌ | 3/56 [00:22<06:19, 7.16s/it] 18/299 6.87G 0.05135 0.0419 0.00247 0.09571 171 640: 7%|▋ | 4/56 [00:22<03:49, 4.42s/it] 18/299 6.87G 0.05105 0.04173 0.002406 0.09519 153 640: 7%|▋ | 4/56 [00:22<03:49, 4.42s/it] 18/299 6.87G 0.05105 0.04173 0.002406 0.09519 153 640: 9%|▉ | 5/56 [00:22<02:29, 2.92s/it] 18/299 6.87G 0.05054 0.04022 0.002646 0.09341 111 640: 9%|▉ | 5/56 [00:33<02:29, 2.92s/it] 18/299 6.87G 0.05054 0.04022 0.002646 0.09341 111 640: 11%|█ | 6/56 [00:33<04:43, 5.67s/it] 18/299 6.87G 0.04896 0.03962 0.002849 0.09142 150 640: 11%|█ | 6/56 [00:34<04:43, 5.67s/it] 18/299 6.87G 0.04896 0.03962 0.002849 0.09142 150 640: 12%|█▎ | 7/56 [00:34<03:10, 3.89s/it] 18/299 6.87G 0.04853 0.04058 0.002714 0.09183 185 640: 12%|█▎ | 7/56 [00:34<03:10, 3.89s/it] 18/299 6.87G 0.04853 0.04058 0.002714 0.09183 185 640: 14%|█▍ | 8/56 [00:34<02:10, 2.72s/it] 18/299 6.87G 0.04905 0.04095 0.002808 0.09281 164 640: 14%|█▍ | 8/56 [00:34<02:10, 2.72s/it] 18/299 6.87G 0.04905 0.04095 0.002808 0.09281 164 640: 16%|█▌ | 9/56 [00:34<01:31, 1.96s/it] 18/299 6.87G 0.04878 0.0405 0.00285 0.09213 178 640: 16%|█▌ | 9/56 [01:00<01:31, 1.96s/it] 18/299 6.87G 0.04878 0.0405 0.00285 0.09213 178 640: 18%|█▊ | 10/56 [01:00<07:03, 9.20s/it] 18/299 6.87G 0.04886 0.0401 0.003049 0.09201 119 640: 18%|█▊ | 10/56 [01:00<07:03, 9.20s/it] 18/299 6.87G 0.04886 0.0401 0.003049 0.09201 119 640: 20%|█▉ | 11/56 [01:00<04:50, 6.45s/it] 18/299 6.87G 0.0488 0.03969 0.003114 0.09161 119 640: 20%|█▉ | 11/56 [01:00<04:50, 6.45s/it] 18/299 6.87G 0.0488 0.03969 0.003114 0.09161 119 640: 21%|██▏ | 12/56 [01:00<03:20, 4.56s/it] 18/299 6.87G 0.04863 0.03994 0.003116 0.09169 167 640: 21%|██▏ | 12/56 [01:00<03:20, 4.56s/it] 18/299 6.87G 0.04863 0.03994 0.003116 0.09169 167 640: 23%|██▎ | 13/56 [01:00<02:20, 3.26s/it] 18/299 6.87G 0.04865 0.03977 0.003111 0.09153 155 640: 23%|██▎ | 13/56 [01:08<02:20, 3.26s/it] 18/299 6.87G 0.04865 0.03977 0.003111 0.09153 155 640: 25%|██▌ | 14/56 [01:08<03:12, 4.57s/it] 18/299 6.87G 0.04861 0.03945 0.003043 0.0911 171 640: 25%|██▌ | 14/56 [01:08<03:12, 4.57s/it] 18/299 6.87G 0.04861 0.03945 0.003043 0.0911 171 640: 27%|██▋ | 15/56 [01:08<02:13, 3.26s/it] 18/299 6.87G 0.04876 0.03896 0.003085 0.0908 93
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.474 0.498 0.466 0.207
0%| | 0/56 [00:00<?, ?it/s] 19/299 6.87G 0.06276 0.04298 0.00199 0.1077 150 640: 0%| | 0/56 [00:00<?, ?it/s] 19/299 6.87G 0.06276 0.04298 0.00199 0.1077 150 640: 2%|▏ | 1/56 [00:00<00:14, 3.78it/s] 19/299 6.87G 0.05888 0.03873 0.00191 0.09952 120 640: 2%|▏ | 1/56 [00:37<00:14, 3.78it/s] 19/299 6.87G 0.05888 0.03873 0.00191 0.09952 120 640: 4%|▎ | 2/56 [00:37<19:50, 22.05s/it] 19/299 6.87G 0.0564 0.03818 0.002093 0.09668 165 640: 4%|▎ | 2/56 [00:37<19:50, 22.05s/it] 19/299 6.87G 0.0564 0.03818 0.002093 0.09668 165 640: 5%|▌ | 3/56 [00:37<10:40, 12.09s/it] 19/299 6.87G 0.05563 0.0373 0.002228 0.09515 140 640: 5%|▌ | 3/56 [00:38<10:40, 12.09s/it] 19/299 6.87G 0.05563 0.0373 0.002228 0.09515 140 640: 7%|▋ | 4/56 [00:38<06:25, 7.40s/it] 19/299 6.87G 0.05522 0.03795 0.002439 0.0956 136 640: 7%|▋ | 4/56 [00:38<06:25, 7.40s/it] 19/299 6.87G 0.05522 0.03795 0.002439 0.0956 136 640: 9%|▉ | 5/56 [00:38<04:06, 4.83s/it] 19/299 6.87G 0.05534 0.03771 0.002392 0.09544 146 640: 9%|▉ | 5/56 [00:38<04:06, 4.83s/it] 19/299 6.87G 0.05534 0.03771 0.002392 0.09544 146 640: 11%|█ | 6/56 [00:38<02:43, 3.26s/it] 19/299 6.87G 0.05481 0.03735 0.002424 0.09458 153 640: 11%|█ | 6/56 [00:38<02:43, 3.26s/it] 19/299 6.87G 0.05481 0.03735 0.002424 0.09458 153 640: 12%|█▎ | 7/56 [00:38<01:51, 2.27s/it] 19/299 6.87G 0.05419 0.03727 0.002382 0.09384 140 640: 12%|█▎ | 7/56 [00:38<01:51, 2.27s/it] 19/299 6.87G 0.05419 0.03727 0.002382 0.09384 140 640: 14%|█▍ | 8/56 [00:38<01:17, 1.62s/it] 19/299 6.87G 0.054 0.03725 0.002341 0.09359 161 640: 14%|█▍ | 8/56 [00:44<01:17, 1.62s/it] 19/299 6.87G 0.054 0.03725 0.002341 0.09359 161 640: 16%|█▌ | 9/56 [00:44<02:07, 2.71s/it] 19/299 6.87G 0.05365 0.03742 0.002397 0.09346 152 640: 16%|█▌ | 9/56 [01:11<02:07, 2.71s/it] 19/299 6.87G 0.05365 0.03742 0.002397 0.09346 152 640: 18%|█▊ | 10/56 [01:11<08:01, 10.47s/it] 19/299 6.87G 0.05275 0.0373 0.002319 0.09237 129 640: 18%|█▊ | 10/56 [01:12<08:01, 10.47s/it] 19/299 6.87G 0.05275 0.0373 0.002319 0.09237 129 640: 20%|█▉ | 11/56 [01:12<05:30, 7.33s/it] 19/299 6.87G 0.05261 0.03733 0.00228 0.09222 165 640: 20%|█▉ | 11/56 [01:12<05:30, 7.33s/it] 19/299 6.87G 0.05261 0.03733 0.00228 0.09222 165 640: 21%|██▏ | 12/56 [01:12<03:47, 5.17s/it] 19/299 6.87G 0.05223 0.03742 0.002279 0.09193 162 640: 21%|██▏ | 12/56 [01:12<03:47, 5.17s/it] 19/299 6.87G 0.05223 0.03742 0.002279 0.09193 162 640: 23%|██▎ | 13/56 [01:12<02:38, 3.69s/it] 19/299 6.87G 0.05196 0.03718 0.002235 0.09137 115 640: 23%|██▎ | 13/56 [01:12<02:38, 3.69s/it] 19/299 6.87G 0.05196 0.03718 0.002235 0.09137 115 640: 25%|██▌ | 14/56 [01:12<01:50, 2.64s/it] 19/299 6.87G 0.05213 0.03709 0.002288 0.0915 151 640: 25%|██▌ | 14/56 [01:13<01:50, 2.64s/it] 19/299 6.87G 0.05213 0.03709 0.002288 0.0915 151 640: 27%|██▋ | 15/56 [01:13<01:18, 1.91s/it] 19/299 6.87G 0.05225 0.03698 0.002332 0.09156 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.514 0.492 0.214
0%| | 0/56 [00:00<?, ?it/s] 20/299 6.87G 0.05355 0.04215 0.002274 0.09797 164 640: 0%| | 0/56 [00:00<?, ?it/s] 20/299 6.87G 0.05355 0.04215 0.002274 0.09797 164 640: 2%|▏ | 1/56 [00:00<00:17, 3.22it/s] 20/299 6.87G 0.05139 0.04153 0.00209 0.09501 143 640: 2%|▏ | 1/56 [00:33<00:17, 3.22it/s] 20/299 6.87G 0.05139 0.04153 0.00209 0.09501 143 640: 4%|▎ | 2/56 [00:33<17:28, 19.41s/it] 20/299 6.87G 0.05143 0.04424 0.001875 0.09755 225 640: 4%|▎ | 2/56 [00:33<17:28, 19.41s/it] 20/299 6.87G 0.05143 0.04424 0.001875 0.09755 225 640: 5%|▌ | 3/56 [00:33<09:24, 10.65s/it] 20/299 6.87G 0.05073 0.04156 0.002 0.0943 136 640: 5%|▌ | 3/56 [00:33<09:24, 10.65s/it] 20/299 6.87G 0.05073 0.04156 0.002 0.0943 136 640: 7%|▋ | 4/56 [00:33<05:39, 6.54s/it] 20/299 6.87G 0.04975 0.04032 0.002 0.09207 143 640: 7%|▋ | 4/56 [00:33<05:39, 6.54s/it] 20/299 6.87G 0.04975 0.04032 0.002 0.09207 143 640: 9%|▉ | 5/56 [00:33<03:38, 4.28s/it] 20/299 6.87G 0.04918 0.03896 0.002338 0.09048 109 640: 9%|▉ | 5/56 [00:34<03:38, 4.28s/it] 20/299 6.87G 0.04918 0.03896 0.002338 0.09048 109 640: 11%|█ | 6/56 [00:34<02:24, 2.90s/it] 20/299 6.87G 0.04979 0.03846 0.002378 0.09063 179 640: 11%|█ | 6/56 [00:34<02:24, 2.90s/it] 20/299 6.87G 0.04979 0.03846 0.002378 0.09063 179 640: 12%|█▎ | 7/56 [00:34<01:39, 2.03s/it] 20/299 6.87G 0.04999 0.03885 0.002389 0.09123 148 640: 12%|█▎ | 7/56 [00:34<01:39, 2.03s/it] 20/299 6.87G 0.04999 0.03885 0.002389 0.09123 148 640: 14%|█▍ | 8/56 [00:34<01:09, 1.46s/it] 20/299 6.87G 0.04969 0.03859 0.0023 0.09057 146 640: 14%|█▍ | 8/56 [00:35<01:09, 1.46s/it] 20/299 6.87G 0.04969 0.03859 0.0023 0.09057 146 640: 16%|█▌ | 9/56 [00:35<00:57, 1.22s/it] 20/299 6.87G 0.04926 0.03889 0.00227 0.09042 201 640: 16%|█▌ | 9/56 [01:07<00:57, 1.22s/it] 20/299 6.87G 0.04926 0.03889 0.00227 0.09042 201 640: 18%|█▊ | 10/56 [01:07<08:24, 10.96s/it] 20/299 6.87G 0.04908 0.03905 0.002226 0.09036 157 640: 18%|█▊ | 10/56 [01:08<08:24, 10.96s/it] 20/299 6.87G 0.04908 0.03905 0.002226 0.09036 157 640: 20%|█▉ | 11/56 [01:08<05:45, 7.68s/it] 20/299 6.87G 0.04898 0.0393 0.002183 0.09047 154 640: 20%|█▉ | 11/56 [01:08<05:45, 7.68s/it] 20/299 6.87G 0.04898 0.0393 0.002183 0.09047 154 640: 21%|██▏ | 12/56 [01:08<03:58, 5.41s/it] 20/299 6.87G 0.04895 0.03883 0.002317 0.0901 116 640: 21%|██▏ | 12/56 [01:08<03:58, 5.41s/it] 20/299 6.87G 0.04895 0.03883 0.002317 0.0901 116 640: 23%|██▎ | 13/56 [01:08<02:46, 3.87s/it] 20/299 6.87G 0.04867 0.03869 0.002265 0.08963 143 640: 23%|██▎ | 13/56 [01:08<02:46, 3.87s/it] 20/299 6.87G 0.04867 0.03869 0.002265 0.08963 143 640: 25%|██▌ | 14/56 [01:08<01:56, 2.77s/it] 20/299 6.87G 0.04842 0.03857 0.002225 0.08922 149 640: 25%|██▌ | 14/56 [01:09<01:56, 2.77s/it] 20/299 6.87G 0.04842 0.03857 0.002225 0.08922 149 640: 27%|██▋ | 15/56 [01:09<01:22, 2.00s/it] 20/299 6.87G 0.04827 0.03784 0.002195 0.08831 97
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.497 0.552 0.512 0.225
0%| | 0/56 [00:00<?, ?it/s] 21/299 6.87G 0.05521 0.04346 0.001633 0.1003 142 640: 0%| | 0/56 [00:00<?, ?it/s] 21/299 6.87G 0.05521 0.04346 0.001633 0.1003 142 640: 2%|▏ | 1/56 [00:00<00:16, 3.28it/s] 21/299 6.87G 0.05036 0.03985 0.002301 0.09251 164 640: 2%|▏ | 1/56 [00:30<00:16, 3.28it/s] 21/299 6.87G 0.05036 0.03985 0.002301 0.09251 164 640: 4%|▎ | 2/56 [00:30<15:53, 17.66s/it] 21/299 6.87G 0.04981 0.03848 0.002251 0.09054 125 640: 4%|▎ | 2/56 [00:30<15:53, 17.66s/it] 21/299 6.87G 0.04981 0.03848 0.002251 0.09054 125 640: 5%|▌ | 3/56 [00:30<08:34, 9.70s/it] 21/299 6.87G 0.05035 0.03738 0.002079 0.0898 195 640: 5%|▌ | 3/56 [00:31<08:34, 9.70s/it] 21/299 6.87G 0.05035 0.03738 0.002079 0.0898 195 640: 7%|▋ | 4/56 [00:31<05:19, 6.15s/it] 21/299 6.87G 0.05052 0.03864 0.002078 0.09124 191 640: 7%|▋ | 4/56 [00:31<05:19, 6.15s/it] 21/299 6.87G 0.05052 0.03864 0.002078 0.09124 191 640: 9%|▉ | 5/56 [00:31<03:25, 4.03s/it] 21/299 6.87G 0.04963 0.03794 0.001968 0.08953 144 640: 9%|▉ | 5/56 [00:31<03:25, 4.03s/it] 21/299 6.87G 0.04963 0.03794 0.001968 0.08953 144 640: 11%|█ | 6/56 [00:31<02:16, 2.74s/it] 21/299 6.87G 0.0487 0.0382 0.002037 0.08893 203 640: 11%|█ | 6/56 [00:31<02:16, 2.74s/it] 21/299 6.87G 0.0487 0.0382 0.002037 0.08893 203 640: 12%|█▎ | 7/56 [00:31<01:33, 1.92s/it] 21/299 6.87G 0.04861 0.03858 0.002026 0.08922 158 640: 12%|█▎ | 7/56 [00:31<01:33, 1.92s/it] 21/299 6.87G 0.04861 0.03858 0.002026 0.08922 158 640: 14%|█▍ | 8/56 [00:31<01:06, 1.38s/it] 21/299 6.87G 0.04804 0.03831 0.001962 0.08832 168 640: 14%|█▍ | 8/56 [00:41<01:06, 1.38s/it] 21/299 6.87G 0.04804 0.03831 0.001962 0.08832 168 640: 16%|█▌ | 9/56 [00:41<03:06, 3.96s/it] 21/299 6.87G 0.0482 0.03909 0.00206 0.08936 240 640: 16%|█▌ | 9/56 [01:05<03:06, 3.96s/it] 21/299 6.87G 0.0482 0.03909 0.00206 0.08936 240 640: 18%|█▊ | 10/56 [01:05<07:39, 9.99s/it] 21/299 6.87G 0.04794 0.03847 0.002054 0.08846 128 640: 18%|█▊ | 10/56 [01:05<07:39, 9.99s/it] 21/299 6.87G 0.04794 0.03847 0.002054 0.08846 128 640: 20%|█▉ | 11/56 [01:05<05:15, 7.00s/it] 21/299 6.87G 0.048 0.03882 0.002098 0.08892 160 640: 20%|█▉ | 11/56 [01:05<05:15, 7.00s/it] 21/299 6.87G 0.048 0.03882 0.002098 0.08892 160 640: 21%|██▏ | 12/56 [01:05<03:37, 4.94s/it] 21/299 6.87G 0.04763 0.03845 0.00211 0.08819 136 640: 21%|██▏ | 12/56 [01:05<03:37, 4.94s/it] 21/299 6.87G 0.04763 0.03845 0.00211 0.08819 136 640: 23%|██▎ | 13/56 [01:05<02:31, 3.52s/it] 21/299 6.87G 0.04789 0.03828 0.002105 0.08828 135 640: 23%|██▎ | 13/56 [01:06<02:31, 3.52s/it] 21/299 6.87G 0.04789 0.03828 0.002105 0.08828 135 640: 25%|██▌ | 14/56 [01:06<01:46, 2.53s/it] 21/299 6.87G 0.04776 0.03789 0.002057 0.0877 140 640: 25%|██▌ | 14/56 [01:06<01:46, 2.53s/it] 21/299 6.87G 0.04776 0.03789 0.002057 0.0877 140 640: 27%|██▋ | 15/56 [01:06<01:15, 1.84s/it] 21/299 6.87G 0.04765 0.0376 0.002099 0.08735 130
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.507 0.509 0.47 0.21
0%| | 0/56 [00:00<?, ?it/s] 22/299 6.87G 0.05048 0.0483 0.001705 0.1005 225 640: 0%| | 0/56 [00:00<?, ?it/s] 22/299 6.87G 0.05048 0.0483 0.001705 0.1005 225 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 22/299 6.87G 0.04876 0.04029 0.001513 0.09056 134 640: 2%|▏ | 1/56 [00:42<00:15, 3.60it/s] 22/299 6.87G 0.04876 0.04029 0.001513 0.09056 134 640: 4%|▎ | 2/56 [00:42<22:37, 25.13s/it] 22/299 6.87G 0.04824 0.03809 0.002163 0.08849 139 640: 4%|▎ | 2/56 [00:43<22:37, 25.13s/it] 22/299 6.87G 0.04824 0.03809 0.002163 0.08849 139 640: 5%|▌ | 3/56 [00:43<12:09, 13.76s/it] 22/299 6.87G 0.0474 0.03779 0.001996 0.08718 155 640: 5%|▌ | 3/56 [00:43<12:09, 13.76s/it] 22/299 6.87G 0.0474 0.03779 0.001996 0.08718 155 640: 7%|▋ | 4/56 [00:43<07:17, 8.42s/it] 22/299 6.87G 0.04756 0.03823 0.001956 0.08775 199 640: 7%|▋ | 4/56 [00:43<07:17, 8.42s/it] 22/299 6.87G 0.04756 0.03823 0.001956 0.08775 199 640: 9%|▉ | 5/56 [00:43<04:39, 5.47s/it] 22/299 6.87G 0.04759 0.03664 0.001882 0.08611 120 640: 9%|▉ | 5/56 [00:43<04:39, 5.47s/it] 22/299 6.87G 0.04759 0.03664 0.001882 0.08611 120 640: 11%|█ | 6/56 [00:43<03:04, 3.69s/it] 22/299 6.87G 0.04699 0.0362 0.001915 0.08511 183 640: 11%|█ | 6/56 [00:43<03:04, 3.69s/it] 22/299 6.87G 0.04699 0.0362 0.001915 0.08511 183 640: 12%|█▎ | 7/56 [00:43<02:05, 2.56s/it] 22/299 6.87G 0.0466 0.03662 0.002037 0.08525 170 640: 12%|█▎ | 7/56 [00:44<02:05, 2.56s/it] 22/299 6.87G 0.0466 0.03662 0.002037 0.08525 170 640: 14%|█▍ | 8/56 [00:44<01:27, 1.81s/it] 22/299 6.87G 0.04633 0.03619 0.002013 0.08454 137 640: 14%|█▍ | 8/56 [00:44<01:27, 1.81s/it] 22/299 6.87G 0.04633 0.03619 0.002013 0.08454 137 640: 16%|█▌ | 9/56 [00:44<01:02, 1.32s/it] 22/299 6.87G 0.04618 0.03593 0.002012 0.08412 188 640: 16%|█▌ | 9/56 [01:18<01:02, 1.32s/it] 22/299 6.87G 0.04618 0.03593 0.002012 0.08412 188 640: 18%|█▊ | 10/56 [01:18<08:46, 11.44s/it] 22/299 6.87G 0.04566 0.03599 0.001943 0.0836 169 640: 18%|█▊ | 10/56 [01:18<08:46, 11.44s/it] 22/299 6.87G 0.04566 0.03599 0.001943 0.0836 169 640: 20%|█▉ | 11/56 [01:18<06:00, 8.01s/it] 22/299 6.87G 0.04592 0.03615 0.002124 0.0842 123 640: 20%|█▉ | 11/56 [01:18<06:00, 8.01s/it] 22/299 6.87G 0.04592 0.03615 0.002124 0.0842 123 640: 21%|██▏ | 12/56 [01:18<04:08, 5.64s/it] 22/299 6.87G 0.04622 0.03638 0.002128 0.08473 137 640: 21%|██▏ | 12/56 [01:19<04:08, 5.64s/it] 22/299 6.87G 0.04622 0.03638 0.002128 0.08473 137 640: 23%|██▎ | 13/56 [01:19<02:52, 4.02s/it] 22/299 6.87G 0.04574 0.03663 0.002137 0.0845 191 640: 23%|██▎ | 13/56 [01:19<02:52, 4.02s/it] 22/299 6.87G 0.04574 0.03663 0.002137 0.0845 191 640: 25%|██▌ | 14/56 [01:19<02:00, 2.87s/it] 22/299 6.87G 0.04569 0.03653 0.002172 0.08439 141 640: 25%|██▌ | 14/56 [01:19<02:00, 2.87s/it] 22/299 6.87G 0.04569 0.03653 0.002172 0.08439 141 640: 27%|██▋ | 15/56 [01:19<01:25, 2.07s/it] 22/299 6.87G 0.04554 0.03709 0.002102 0.08474 157
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.475 0.538 0.481 0.213
0%| | 0/56 [00:00<?, ?it/s] 23/299 6.87G 0.04494 0.04948 0.001409 0.09582 180 640: 0%| | 0/56 [00:00<?, ?it/s] 23/299 6.87G 0.04494 0.04948 0.001409 0.09582 180 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 23/299 6.87G 0.04652 0.04464 0.00153 0.09268 180 640: 2%|▏ | 1/56 [00:15<00:15, 3.62it/s] 23/299 6.87G 0.04652 0.04464 0.00153 0.09268 180 640: 4%|▎ | 2/56 [00:15<08:09, 9.06s/it] 23/299 6.87G 0.04612 0.04109 0.001662 0.08887 158 640: 4%|▎ | 2/56 [00:15<08:09, 9.06s/it] 23/299 6.87G 0.04612 0.04109 0.001662 0.08887 158 640: 5%|▌ | 3/56 [00:15<04:26, 5.03s/it] 23/299 6.87G 0.04699 0.0388 0.001592 0.08737 157 640: 5%|▌ | 3/56 [00:32<04:26, 5.03s/it] 23/299 6.87G 0.04699 0.0388 0.001592 0.08737 157 640: 7%|▋ | 4/56 [00:32<08:15, 9.52s/it] 23/299 6.87G 0.04631 0.03735 0.001771 0.08542 122 640: 7%|▋ | 4/56 [00:32<08:15, 9.52s/it] 23/299 6.87G 0.04631 0.03735 0.001771 0.08542 122 640: 9%|▉ | 5/56 [00:32<05:15, 6.18s/it] 23/299 6.87G 0.04528 0.03674 0.001678 0.0837 146 640: 9%|▉ | 5/56 [00:32<05:15, 6.18s/it] 23/299 6.87G 0.04528 0.03674 0.001678 0.0837 146 640: 11%|█ | 6/56 [00:32<03:27, 4.16s/it] 23/299 6.87G 0.04516 0.03621 0.001613 0.08298 107 640: 11%|█ | 6/56 [00:32<03:27, 4.16s/it] 23/299 6.87G 0.04516 0.03621 0.001613 0.08298 107 640: 12%|█▎ | 7/56 [00:32<02:20, 2.87s/it] 23/299 6.87G 0.04505 0.03555 0.001594 0.08219 103 640: 12%|█▎ | 7/56 [00:33<02:20, 2.87s/it] 23/299 6.87G 0.04505 0.03555 0.001594 0.08219 103 640: 14%|█▍ | 8/56 [00:33<01:37, 2.03s/it] 23/299 6.87G 0.04524 0.03542 0.001631 0.08229 162 640: 14%|█▍ | 8/56 [00:33<01:37, 2.03s/it] 23/299 6.87G 0.04524 0.03542 0.001631 0.08229 162 640: 16%|█▌ | 9/56 [00:33<01:09, 1.48s/it] 23/299 6.87G 0.04601 0.0366 0.001617 0.08422 181 640: 16%|█▌ | 9/56 [00:55<01:09, 1.48s/it] 23/299 6.87G 0.04601 0.0366 0.001617 0.08422 181 640: 18%|█▊ | 10/56 [00:55<06:01, 7.86s/it] 23/299 6.87G 0.0464 0.03722 0.001601 0.08522 169 640: 18%|█▊ | 10/56 [00:55<06:01, 7.86s/it] 23/299 6.87G 0.0464 0.03722 0.001601 0.08522 169 640: 20%|█▉ | 11/56 [00:55<04:08, 5.52s/it] 23/299 6.87G 0.04637 0.03714 0.00161 0.08512 167 640: 20%|█▉ | 11/56 [01:06<04:08, 5.52s/it] 23/299 6.87G 0.04637 0.03714 0.00161 0.08512 167 640: 21%|██▏ | 12/56 [01:06<05:11, 7.08s/it] 23/299 6.87G 0.04652 0.0375 0.001676 0.0857 165 640: 21%|██▏ | 12/56 [01:06<05:11, 7.08s/it] 23/299 6.87G 0.04652 0.0375 0.001676 0.0857 165 640: 23%|██▎ | 13/56 [01:06<03:35, 5.02s/it] 23/299 6.87G 0.04703 0.03747 0.001686 0.08618 138 640: 23%|██▎ | 13/56 [01:06<03:35, 5.02s/it] 23/299 6.87G 0.04703 0.03747 0.001686 0.08618 138 640: 25%|██▌ | 14/56 [01:06<02:29, 3.57s/it] 23/299 6.87G 0.04691 0.0374 0.001661 0.08597 199 640: 25%|██▌ | 14/56 [01:07<02:29, 3.57s/it] 23/299 6.87G 0.04691 0.0374 0.001661 0.08597 199 640: 27%|██▋ | 15/56 [01:07<01:45, 2.56s/it] 23/299 6.87G 0.04697 0.03719 0.00165 0.08581 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.467 0.451 0.433 0.188
0%| | 0/56 [00:00<?, ?it/s] 24/299 6.87G 0.05184 0.04634 0.0008993 0.09908 182 640: 0%| | 0/56 [00:00<?, ?it/s] 24/299 6.87G 0.05184 0.04634 0.0008993 0.09908 182 640: 2%|▏ | 1/56 [00:00<00:16, 3.29it/s] 24/299 6.87G 0.04881 0.04005 0.001462 0.09032 118 640: 2%|▏ | 1/56 [00:20<00:16, 3.29it/s] 24/299 6.87G 0.04881 0.04005 0.001462 0.09032 118 640: 4%|▎ | 2/56 [00:20<11:02, 12.27s/it] 24/299 6.87G 0.04786 0.04047 0.001687 0.09002 228 640: 4%|▎ | 2/56 [00:21<11:02, 12.27s/it] 24/299 6.87G 0.04786 0.04047 0.001687 0.09002 228 640: 5%|▌ | 3/56 [00:21<05:58, 6.77s/it] 24/299 6.87G 0.04664 0.0395 0.001501 0.08765 147 640: 5%|▌ | 3/56 [00:46<05:58, 6.77s/it] 24/299 6.87G 0.04664 0.0395 0.001501 0.08765 147 640: 7%|▋ | 4/56 [00:46<12:10, 14.04s/it] 24/299 6.87G 0.04651 0.03824 0.001559 0.08631 160 640: 7%|▋ | 4/56 [00:46<12:10, 14.04s/it] 24/299 6.87G 0.04651 0.03824 0.001559 0.08631 160 640: 9%|▉ | 5/56 [00:46<07:42, 9.08s/it] 24/299 6.87G 0.04542 0.03727 0.001628 0.08432 129 640: 9%|▉ | 5/56 [00:46<07:42, 9.08s/it] 24/299 6.87G 0.04542 0.03727 0.001628 0.08432 129 640: 11%|█ | 6/56 [00:46<05:03, 6.07s/it] 24/299 6.87G 0.04586 0.03674 0.001726 0.08433 139 640: 11%|█ | 6/56 [00:47<05:03, 6.07s/it] 24/299 6.87G 0.04586 0.03674 0.001726 0.08433 139 640: 12%|█▎ | 7/56 [00:47<03:23, 4.16s/it] 24/299 6.87G 0.04566 0.03802 0.001881 0.08557 178 640: 12%|█▎ | 7/56 [00:47<03:23, 4.16s/it] 24/299 6.87G 0.04566 0.03802 0.001881 0.08557 178 640: 14%|█▍ | 8/56 [00:47<02:19, 2.91s/it] 24/299 6.87G 0.04556 0.03842 0.001932 0.08591 209 640: 14%|█▍ | 8/56 [00:47<02:19, 2.91s/it] 24/299 6.87G 0.04556 0.03842 0.001932 0.08591 209 640: 16%|█▌ | 9/56 [00:47<01:37, 2.08s/it] 24/299 6.87G 0.04568 0.03842 0.001888 0.08599 209 640: 16%|█▌ | 9/56 [01:00<01:37, 2.08s/it] 24/299 6.87G 0.04568 0.03842 0.001888 0.08599 209 640: 18%|█▊ | 10/56 [01:00<04:03, 5.30s/it] 24/299 6.87G 0.04532 0.03784 0.001852 0.08501 118 640: 18%|█▊ | 10/56 [01:00<04:03, 5.30s/it] 24/299 6.87G 0.04532 0.03784 0.001852 0.08501 118 640: 20%|█▉ | 11/56 [01:00<02:48, 3.75s/it] 24/299 6.87G 0.04494 0.03745 0.001815 0.08421 115 640: 20%|█▉ | 11/56 [01:22<02:48, 3.75s/it] 24/299 6.87G 0.04494 0.03745 0.001815 0.08421 115 640: 21%|██▏ | 12/56 [01:22<06:55, 9.45s/it] 24/299 6.87G 0.04513 0.03722 0.001853 0.0842 148 640: 21%|██▏ | 12/56 [01:23<06:55, 9.45s/it] 24/299 6.87G 0.04513 0.03722 0.001853 0.0842 148 640: 23%|██▎ | 13/56 [01:23<04:46, 6.67s/it] 24/299 6.87G 0.04539 0.03721 0.001895 0.0845 141 640: 23%|██▎ | 13/56 [01:23<04:46, 6.67s/it] 24/299 6.87G 0.04539 0.03721 0.001895 0.0845 141 640: 25%|██▌ | 14/56 [01:23<03:18, 4.72s/it] 24/299 6.87G 0.04534 0.03748 0.00186 0.08468 150 640: 25%|██▌ | 14/56 [01:23<03:18, 4.72s/it] 24/299 6.87G 0.04534 0.03748 0.00186 0.08468 150 640: 27%|██▋ | 15/56 [01:23<02:18, 3.37s/it] 24/299 6.87G 0.04524 0.03779 0.001936 0.08497 125
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.499 0.492 0.459 0.197
0%| | 0/56 [00:00<?, ?it/s] 25/299 6.87G 0.0456 0.03506 0.000714 0.08137 152 640: 0%| | 0/56 [00:00<?, ?it/s] 25/299 6.87G 0.0456 0.03506 0.000714 0.08137 152 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 25/299 6.87G 0.04278 0.03176 0.001244 0.07578 122 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 25/299 6.87G 0.04278 0.03176 0.001244 0.07578 122 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 25/299 6.87G 0.04155 0.03147 0.001204 0.07423 141 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 25/299 6.87G 0.04155 0.03147 0.001204 0.07423 141 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 25/299 6.87G 0.04242 0.03262 0.001482 0.07653 155 640: 5%|▌ | 3/56 [00:39<00:12, 4.20it/s] 25/299 6.87G 0.04242 0.03262 0.001482 0.07653 155 640: 7%|▋ | 4/56 [00:39<13:21, 15.42s/it] 25/299 6.87G 0.04268 0.03291 0.00166 0.07724 168 640: 7%|▋ | 4/56 [00:39<13:21, 15.42s/it] 25/299 6.87G 0.04268 0.03291 0.00166 0.07724 168 640: 9%|▉ | 5/56 [00:39<08:27, 9.95s/it] 25/299 6.87G 0.04294 0.03179 0.001574 0.07631 107 640: 9%|▉ | 5/56 [00:39<08:27, 9.95s/it] 25/299 6.87G 0.04294 0.03179 0.001574 0.07631 107 640: 11%|█ | 6/56 [00:39<05:32, 6.64s/it] 25/299 6.87G 0.04385 0.03183 0.001713 0.07739 137 640: 11%|█ | 6/56 [00:40<05:32, 6.64s/it] 25/299 6.87G 0.04385 0.03183 0.001713 0.07739 137 640: 12%|█▎ | 7/56 [00:40<03:42, 4.54s/it] 25/299 6.87G 0.04396 0.03291 0.001847 0.07871 169 640: 12%|█▎ | 7/56 [00:40<03:42, 4.54s/it] 25/299 6.87G 0.04396 0.03291 0.001847 0.07871 169 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 25/299 6.87G 0.04407 0.03321 0.001855 0.07913 178 640: 14%|█▍ | 8/56 [00:40<02:32, 3.17s/it] 25/299 6.87G 0.04407 0.03321 0.001855 0.07913 178 640: 16%|█▌ | 9/56 [00:40<01:46, 2.26s/it] 25/299 6.87G 0.0444 0.03315 0.00196 0.07951 148 640: 16%|█▌ | 9/56 [00:40<01:46, 2.26s/it] 25/299 6.87G 0.0444 0.03315 0.00196 0.07951 148 640: 18%|█▊ | 10/56 [00:40<01:14, 1.63s/it] 25/299 6.87G 0.04426 0.03327 0.001894 0.07943 142 640: 18%|█▊ | 10/56 [00:41<01:14, 1.63s/it] 25/299 6.87G 0.04426 0.03327 0.001894 0.07943 142 640: 20%|█▉ | 11/56 [00:41<00:54, 1.20s/it] 25/299 6.87G 0.04435 0.03405 0.001879 0.08029 160 640: 20%|█▉ | 11/56 [01:18<00:54, 1.20s/it] 25/299 6.87G 0.04435 0.03405 0.001879 0.08029 160 640: 21%|██▏ | 12/56 [01:18<08:55, 12.17s/it] 25/299 6.87G 0.04435 0.03402 0.001846 0.08022 139 640: 21%|██▏ | 12/56 [01:18<08:55, 12.17s/it] 25/299 6.87G 0.04435 0.03402 0.001846 0.08022 139 640: 23%|██▎ | 13/56 [01:18<06:08, 8.56s/it] 25/299 6.87G 0.0443 0.03428 0.001847 0.08043 193 640: 23%|██▎ | 13/56 [01:18<06:08, 8.56s/it] 25/299 6.87G 0.0443 0.03428 0.001847 0.08043 193 640: 25%|██▌ | 14/56 [01:18<04:13, 6.04s/it] 25/299 6.87G 0.04425 0.03451 0.001804 0.08056 137 640: 25%|██▌ | 14/56 [01:19<04:13, 6.04s/it] 25/299 6.87G 0.04425 0.03451 0.001804 0.08056 137 640: 27%|██▋ | 15/56 [01:19<02:55, 4.29s/it] 25/299 6.87G 0.04401 0.03439 0.001741 0.08014 141
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.596 0.479 0.486 0.222
0%| | 0/56 [00:00<?, ?it/s] 26/299 6.87G 0.05373 0.05318 0.0008374 0.1077 216 640: 0%| | 0/56 [00:00<?, ?it/s] 26/299 6.87G 0.05373 0.05318 0.0008374 0.1077 216 640: 2%|▏ | 1/56 [00:00<00:16, 3.42it/s] 26/299 6.87G 0.04974 0.04511 0.001844 0.09669 180 640: 2%|▏ | 1/56 [00:00<00:16, 3.42it/s] 26/299 6.87G 0.04974 0.04511 0.001844 0.09669 180 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 26/299 6.87G 0.04831 0.04175 0.001809 0.09187 184 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 26/299 6.87G 0.04831 0.04175 0.001809 0.09187 184 640: 5%|▌ | 3/56 [00:00<00:13, 4.06it/s] 26/299 6.87G 0.04801 0.04143 0.001635 0.09107 192 640: 5%|▌ | 3/56 [00:44<00:13, 4.06it/s] 26/299 6.87G 0.04801 0.04143 0.001635 0.09107 192 640: 7%|▋ | 4/56 [00:44<15:07, 17.45s/it] 26/299 6.87G 0.04748 0.04068 0.001751 0.08992 193 640: 7%|▋ | 4/56 [00:44<15:07, 17.45s/it] 26/299 6.87G 0.04748 0.04068 0.001751 0.08992 193 640: 9%|▉ | 5/56 [00:44<09:33, 11.25s/it] 26/299 6.87G 0.04716 0.03845 0.001654 0.08726 111 640: 9%|▉ | 5/56 [00:45<09:33, 11.25s/it] 26/299 6.87G 0.04716 0.03845 0.001654 0.08726 111 640: 11%|█ | 6/56 [00:45<06:15, 7.50s/it] 26/299 6.87G 0.04715 0.03802 0.001817 0.08699 145 640: 11%|█ | 6/56 [00:45<06:15, 7.50s/it] 26/299 6.87G 0.04715 0.03802 0.001817 0.08699 145 640: 12%|█▎ | 7/56 [00:45<04:11, 5.12s/it] 26/299 6.87G 0.04672 0.03783 0.001958 0.08651 164 640: 12%|█▎ | 7/56 [00:45<04:11, 5.12s/it] 26/299 6.87G 0.04672 0.03783 0.001958 0.08651 164 640: 14%|█▍ | 8/56 [00:45<02:51, 3.57s/it] 26/299 6.87G 0.04616 0.03695 0.001926 0.08504 152 640: 14%|█▍ | 8/56 [00:45<02:51, 3.57s/it] 26/299 6.87G 0.04616 0.03695 0.001926 0.08504 152 640: 16%|█▌ | 9/56 [00:45<01:58, 2.53s/it] 26/299 6.87G 0.04632 0.03726 0.001912 0.08549 218 640: 16%|█▌ | 9/56 [00:46<01:58, 2.53s/it] 26/299 6.87G 0.04632 0.03726 0.001912 0.08549 218 640: 18%|█▊ | 10/56 [00:46<01:23, 1.82s/it] 26/299 6.87G 0.04618 0.03792 0.0019 0.08601 150 640: 18%|█▊ | 10/56 [00:46<01:23, 1.82s/it] 26/299 6.87G 0.04618 0.03792 0.0019 0.08601 150 640: 20%|█▉ | 11/56 [00:46<00:59, 1.33s/it] 26/299 6.87G 0.04583 0.03714 0.001874 0.08484 106 640: 20%|█▉ | 11/56 [01:25<00:59, 1.33s/it] 26/299 6.87G 0.04583 0.03714 0.001874 0.08484 106 640: 21%|██▏ | 12/56 [01:25<09:26, 12.87s/it] 26/299 6.87G 0.04572 0.03687 0.001822 0.08441 170 640: 21%|██▏ | 12/56 [01:25<09:26, 12.87s/it] 26/299 6.87G 0.04572 0.03687 0.001822 0.08441 170 640: 23%|██▎ | 13/56 [01:25<06:29, 9.05s/it] 26/299 6.87G 0.0455 0.03712 0.001796 0.08442 184 640: 23%|██▎ | 13/56 [01:25<06:29, 9.05s/it] 26/299 6.87G 0.0455 0.03712 0.001796 0.08442 184 640: 25%|██▌ | 14/56 [01:25<04:28, 6.38s/it] 26/299 6.87G 0.04537 0.0369 0.001768 0.08403 167 640: 25%|██▌ | 14/56 [01:26<04:28, 6.38s/it] 26/299 6.87G 0.04537 0.0369 0.001768 0.08403 167 640: 27%|██▋ | 15/56 [01:26<03:05, 4.53s/it] 26/299 6.87G 0.04518 0.03651 0.001703 0.08339 89
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.604 0.455 0.479 0.202
0%| | 0/56 [00:00<?, ?it/s] 27/299 6.87G 0.04807 0.05627 0.001669 0.106 258 640: 0%| | 0/56 [00:00<?, ?it/s] 27/299 6.87G 0.04807 0.05627 0.001669 0.106 258 640: 2%|▏ | 1/56 [00:00<00:16, 3.29it/s] 27/299 6.87G 0.04613 0.04594 0.00141 0.09348 161 640: 2%|▏ | 1/56 [00:00<00:16, 3.29it/s] 27/299 6.87G 0.04613 0.04594 0.00141 0.09348 161 640: 4%|▎ | 2/56 [00:00<00:14, 3.85it/s] 27/299 6.87G 0.04592 0.04286 0.001557 0.09033 129 640: 4%|▎ | 2/56 [00:00<00:14, 3.85it/s] 27/299 6.87G 0.04592 0.04286 0.001557 0.09033 129 640: 5%|▌ | 3/56 [00:00<00:12, 4.08it/s] 27/299 6.87G 0.04631 0.04174 0.0014 0.08944 156 640: 5%|▌ | 3/56 [00:32<00:12, 4.08it/s] 27/299 6.87G 0.04631 0.04174 0.0014 0.08944 156 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 27/299 6.87G 0.04578 0.03978 0.001372 0.08693 144 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 27/299 6.87G 0.04578 0.03978 0.001372 0.08693 144 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 27/299 6.87G 0.04522 0.03765 0.001338 0.0842 112 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 27/299 6.87G 0.04522 0.03765 0.001338 0.0842 112 640: 11%|█ | 6/56 [00:32<04:34, 5.48s/it] 27/299 6.87G 0.04575 0.03772 0.00129 0.08476 166 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 27/299 6.87G 0.04575 0.03772 0.00129 0.08476 166 640: 12%|█▎ | 7/56 [00:33<03:04, 3.77s/it] 27/299 6.87G 0.04546 0.0377 0.001287 0.08444 176 640: 12%|█▎ | 7/56 [00:33<03:04, 3.77s/it] 27/299 6.87G 0.04546 0.0377 0.001287 0.08444 176 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 27/299 6.87G 0.04567 0.0372 0.001304 0.08417 173 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 27/299 6.87G 0.04567 0.0372 0.001304 0.08417 173 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 27/299 6.87G 0.04525 0.03763 0.001329 0.08421 232 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 27/299 6.87G 0.04525 0.03763 0.001329 0.08421 232 640: 18%|█▊ | 10/56 [00:33<01:03, 1.38s/it] 27/299 6.87G 0.0449 0.03673 0.001389 0.08302 102 640: 18%|█▊ | 10/56 [00:34<01:03, 1.38s/it] 27/299 6.87G 0.0449 0.03673 0.001389 0.08302 102 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 27/299 6.87G 0.0447 0.0366 0.001429 0.08272 135 640: 20%|█▉ | 11/56 [01:06<00:46, 1.03s/it] 27/299 6.87G 0.0447 0.0366 0.001429 0.08272 135 640: 21%|██▏ | 12/56 [01:06<07:46, 10.60s/it] 27/299 6.87G 0.04478 0.0364 0.00145 0.08264 164 640: 21%|██▏ | 12/56 [01:06<07:46, 10.60s/it] 27/299 6.87G 0.04478 0.0364 0.00145 0.08264 164 640: 23%|██▎ | 13/56 [01:06<05:21, 7.47s/it] 27/299 6.87G 0.04471 0.03675 0.001408 0.08287 173 640: 23%|██▎ | 13/56 [01:07<05:21, 7.47s/it] 27/299 6.87G 0.04471 0.03675 0.001408 0.08287 173 640: 25%|██▌ | 14/56 [01:07<03:41, 5.28s/it] 27/299 6.87G 0.04434 0.03667 0.001448 0.08246 123 640: 25%|██▌ | 14/56 [01:07<03:41, 5.28s/it] 27/299 6.87G 0.04434 0.03667 0.001448 0.08246 123 640: 27%|██▋ | 15/56 [01:07<02:34, 3.76s/it] 27/299 6.87G 0.0441 0.03747 0.001453 0.08303 181
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.634 0.482 0.522 0.236
0%| | 0/56 [00:00<?, ?it/s] 28/299 6.87G 0.06076 0.03988 0.0009035 0.1015 179 640: 0%| | 0/56 [00:00<?, ?it/s] 28/299 6.87G 0.06076 0.03988 0.0009035 0.1015 179 640: 2%|▏ | 1/56 [00:00<00:16, 3.26it/s] 28/299 6.87G 0.05879 0.04042 0.001309 0.1005 205 640: 2%|▏ | 1/56 [00:00<00:16, 3.26it/s] 28/299 6.87G 0.05879 0.04042 0.001309 0.1005 205 640: 4%|▎ | 2/56 [00:00<00:14, 3.84it/s] 28/299 6.87G 0.05618 0.03983 0.001487 0.0975 177 640: 4%|▎ | 2/56 [00:00<00:14, 3.84it/s] 28/299 6.87G 0.05618 0.03983 0.001487 0.0975 177 640: 5%|▌ | 3/56 [00:00<00:13, 4.06it/s] 28/299 6.87G 0.05373 0.03958 0.001449 0.09476 157 640: 5%|▌ | 3/56 [00:39<00:13, 4.06it/s] 28/299 6.87G 0.05373 0.03958 0.001449 0.09476 157 640: 7%|▋ | 4/56 [00:39<13:28, 15.54s/it] 28/299 6.87G 0.05307 0.03702 0.001518 0.09161 144 640: 7%|▋ | 4/56 [00:40<13:28, 15.54s/it] 28/299 6.87G 0.05307 0.03702 0.001518 0.09161 144 640: 9%|▉ | 5/56 [00:40<08:31, 10.03s/it] 28/299 6.87G 0.05123 0.03595 0.001441 0.08862 138 640: 9%|▉ | 5/56 [00:40<08:31, 10.03s/it] 28/299 6.87G 0.05123 0.03595 0.001441 0.08862 138 640: 11%|█ | 6/56 [00:40<05:34, 6.70s/it] 28/299 6.87G 0.05021 0.03567 0.001528 0.08741 159 640: 11%|█ | 6/56 [00:40<05:34, 6.70s/it] 28/299 6.87G 0.05021 0.03567 0.001528 0.08741 159 640: 12%|█▎ | 7/56 [00:40<03:44, 4.58s/it] 28/299 6.87G 0.04908 0.03559 0.001477 0.08614 147 640: 12%|█▎ | 7/56 [00:40<03:44, 4.58s/it] 28/299 6.87G 0.04908 0.03559 0.001477 0.08614 147 640: 14%|█▍ | 8/56 [00:40<02:33, 3.19s/it] 28/299 6.87G 0.04839 0.03596 0.001499 0.08585 228 640: 14%|█▍ | 8/56 [00:40<02:33, 3.19s/it] 28/299 6.87G 0.04839 0.03596 0.001499 0.08585 228 640: 16%|█▌ | 9/56 [00:40<01:47, 2.28s/it] 28/299 6.87G 0.04749 0.03638 0.001487 0.08536 217 640: 16%|█▌ | 9/56 [00:41<01:47, 2.28s/it] 28/299 6.87G 0.04749 0.03638 0.001487 0.08536 217 640: 18%|█▊ | 10/56 [00:41<01:15, 1.65s/it] 28/299 6.87G 0.04704 0.03653 0.001495 0.08506 150 640: 18%|█▊ | 10/56 [00:41<01:15, 1.65s/it] 28/299 6.87G 0.04704 0.03653 0.001495 0.08506 150 640: 20%|█▉ | 11/56 [00:41<00:54, 1.21s/it] 28/299 6.87G 0.04677 0.03663 0.001502 0.0849 141 640: 20%|█▉ | 11/56 [01:13<00:54, 1.21s/it] 28/299 6.87G 0.04677 0.03663 0.001502 0.0849 141 640: 21%|██▏ | 12/56 [01:13<07:51, 10.72s/it] 28/299 6.87G 0.04652 0.03663 0.001455 0.08461 114 640: 21%|██▏ | 12/56 [01:14<07:51, 10.72s/it] 28/299 6.87G 0.04652 0.03663 0.001455 0.08461 114 640: 23%|██▎ | 13/56 [01:14<05:24, 7.55s/it] 28/299 6.87G 0.04596 0.03652 0.00144 0.08392 145 640: 23%|██▎ | 13/56 [01:14<05:24, 7.55s/it] 28/299 6.87G 0.04596 0.03652 0.00144 0.08392 145 640: 25%|██▌ | 14/56 [01:14<03:44, 5.34s/it] 28/299 6.87G 0.04562 0.03613 0.001415 0.08317 102 640: 25%|██▌ | 14/56 [01:14<03:44, 5.34s/it] 28/299 6.87G 0.04562 0.03613 0.001415 0.08317 102 640: 27%|██▋ | 15/56 [01:14<02:35, 3.80s/it] 28/299 6.87G 0.04518 0.03588 0.001424 0.08248 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.555 0.547 0.527 0.244
0%| | 0/56 [00:00<?, ?it/s] 29/299 6.87G 0.04616 0.04007 0.001003 0.08724 173 640: 0%| | 0/56 [00:00<?, ?it/s] 29/299 6.87G 0.04616 0.04007 0.001003 0.08724 173 640: 2%|▏ | 1/56 [00:00<00:16, 3.34it/s] 29/299 6.87G 0.04411 0.03513 0.001014 0.08025 118 640: 2%|▏ | 1/56 [00:00<00:16, 3.34it/s] 29/299 6.87G 0.04411 0.03513 0.001014 0.08025 118 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 29/299 6.87G 0.0449 0.03598 0.001263 0.08214 142 640: 4%|▎ | 2/56 [00:00<00:13, 3.88it/s] 29/299 6.87G 0.0449 0.03598 0.001263 0.08214 142 640: 5%|▌ | 3/56 [00:00<00:12, 4.10it/s] 29/299 6.87G 0.04492 0.03498 0.002034 0.08193 137 640: 5%|▌ | 3/56 [00:41<00:12, 4.10it/s] 29/299 6.87G 0.04492 0.03498 0.002034 0.08193 137 640: 7%|▋ | 4/56 [00:41<13:58, 16.12s/it] 29/299 6.87G 0.04341 0.03547 0.002171 0.08105 165 640: 7%|▋ | 4/56 [00:41<13:58, 16.12s/it] 29/299 6.87G 0.04341 0.03547 0.002171 0.08105 165 640: 9%|▉ | 5/56 [00:41<08:50, 10.40s/it] 29/299 6.87G 0.04322 0.03618 0.002102 0.0815 129 640: 9%|▉ | 5/56 [00:41<08:50, 10.40s/it] 29/299 6.87G 0.04322 0.03618 0.002102 0.0815 129 640: 11%|█ | 6/56 [00:41<05:46, 6.94s/it] 29/299 6.87G 0.04289 0.03586 0.001967 0.08071 170 640: 11%|█ | 6/56 [00:41<05:46, 6.94s/it] 29/299 6.87G 0.04289 0.03586 0.001967 0.08071 170 640: 12%|█▎ | 7/56 [00:41<03:52, 4.74s/it] 29/299 6.87G 0.04229 0.03556 0.001914 0.07976 113 640: 12%|█▎ | 7/56 [00:42<03:52, 4.74s/it] 29/299 6.87G 0.04229 0.03556 0.001914 0.07976 113 640: 14%|█▍ | 8/56 [00:42<02:38, 3.31s/it] 29/299 6.87G 0.04226 0.03568 0.001872 0.07981 197 640: 14%|█▍ | 8/56 [00:42<02:38, 3.31s/it] 29/299 6.87G 0.04226 0.03568 0.001872 0.07981 197 640: 16%|█▌ | 9/56 [00:42<01:50, 2.36s/it] 29/299 6.87G 0.04243 0.03593 0.001765 0.08012 186 640: 16%|█▌ | 9/56 [00:42<01:50, 2.36s/it] 29/299 6.87G 0.04243 0.03593 0.001765 0.08012 186 640: 18%|█▊ | 10/56 [00:42<01:18, 1.70s/it] 29/299 6.87G 0.04203 0.03616 0.001726 0.07992 176 640: 18%|█▊ | 10/56 [00:42<01:18, 1.70s/it] 29/299 6.87G 0.04203 0.03616 0.001726 0.07992 176 640: 20%|█▉ | 11/56 [00:42<00:56, 1.25s/it] 29/299 6.87G 0.04154 0.03623 0.001655 0.07943 172 640: 20%|█▉ | 11/56 [01:15<00:56, 1.25s/it] 29/299 6.87G 0.04154 0.03623 0.001655 0.07943 172 640: 21%|██▏ | 12/56 [01:15<07:53, 10.75s/it] 29/299 6.87G 0.04135 0.03655 0.001771 0.07966 180 640: 21%|██▏ | 12/56 [01:15<07:53, 10.75s/it] 29/299 6.87G 0.04135 0.03655 0.001771 0.07966 180 640: 23%|██▎ | 13/56 [01:15<05:25, 7.58s/it] 29/299 6.87G 0.04134 0.03655 0.001728 0.07962 191 640: 23%|██▎ | 13/56 [01:15<05:25, 7.58s/it] 29/299 6.87G 0.04134 0.03655 0.001728 0.07962 191 640: 25%|██▌ | 14/56 [01:15<03:45, 5.36s/it] 29/299 6.87G 0.04149 0.03627 0.001685 0.07945 170 640: 25%|██▌ | 14/56 [01:16<03:45, 5.36s/it] 29/299 6.87G 0.04149 0.03627 0.001685 0.07945 170 640: 27%|██▋ | 15/56 [01:16<02:36, 3.81s/it] 29/299 6.87G 0.04138 0.03605 0.001754 0.07918 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.574 0.509 0.514 0.229
0%| | 0/56 [00:00<?, ?it/s] 30/299 6.87G 0.04931 0.05183 0.001394 0.1025 224 640: 0%| | 0/56 [00:00<?, ?it/s] 30/299 6.87G 0.04931 0.05183 0.001394 0.1025 224 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 30/299 6.87G 0.04768 0.04125 0.001073 0.09 128 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 30/299 6.87G 0.04768 0.04125 0.001073 0.09 128 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 30/299 6.87G 0.04663 0.03988 0.001248 0.08775 214 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 30/299 6.87G 0.04663 0.03988 0.001248 0.08775 214 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 30/299 6.87G 0.04526 0.03809 0.001194 0.08454 160 640: 5%|▌ | 3/56 [00:47<00:12, 4.16it/s] 30/299 6.87G 0.04526 0.03809 0.001194 0.08454 160 640: 7%|▋ | 4/56 [00:47<16:00, 18.48s/it] 30/299 6.87G 0.04554 0.03728 0.001305 0.08413 151 640: 7%|▋ | 4/56 [00:47<16:00, 18.48s/it] 30/299 6.87G 0.04554 0.03728 0.001305 0.08413 151 640: 9%|▉ | 5/56 [00:47<10:07, 11.91s/it] 30/299 6.87G 0.04553 0.03592 0.00131 0.08276 131 640: 9%|▉ | 5/56 [00:47<10:07, 11.91s/it] 30/299 6.87G 0.04553 0.03592 0.00131 0.08276 131 640: 11%|█ | 6/56 [00:47<06:36, 7.94s/it] 30/299 6.87G 0.04528 0.03593 0.00132 0.08253 135 640: 11%|█ | 6/56 [00:47<06:36, 7.94s/it] 30/299 6.87G 0.04528 0.03593 0.00132 0.08253 135 640: 12%|█▎ | 7/56 [00:47<04:25, 5.42s/it] 30/299 6.87G 0.04454 0.03567 0.001361 0.08157 156 640: 12%|█▎ | 7/56 [00:48<04:25, 5.42s/it] 30/299 6.87G 0.04454 0.03567 0.001361 0.08157 156 640: 14%|█▍ | 8/56 [00:48<03:00, 3.77s/it] 30/299 6.87G 0.04415 0.03502 0.001377 0.08055 146 640: 14%|█▍ | 8/56 [00:48<03:00, 3.77s/it] 30/299 6.87G 0.04415 0.03502 0.001377 0.08055 146 640: 16%|█▌ | 9/56 [00:48<02:05, 2.67s/it] 30/299 6.87G 0.04378 0.03458 0.001331 0.07968 167 640: 16%|█▌ | 9/56 [00:48<02:05, 2.67s/it] 30/299 6.87G 0.04378 0.03458 0.001331 0.07968 167 640: 18%|█▊ | 10/56 [00:48<01:28, 1.92s/it] 30/299 6.87G 0.04336 0.03504 0.001304 0.0797 169 640: 18%|█▊ | 10/56 [00:48<01:28, 1.92s/it] 30/299 6.87G 0.04336 0.03504 0.001304 0.0797 169 640: 20%|█▉ | 11/56 [00:48<01:03, 1.40s/it] 30/299 6.87G 0.04294 0.03467 0.001501 0.07911 127 640: 20%|█▉ | 11/56 [01:31<01:03, 1.40s/it] 30/299 6.87G 0.04294 0.03467 0.001501 0.07911 127 640: 21%|██▏ | 12/56 [01:31<10:16, 14.02s/it] 30/299 6.87G 0.04296 0.0346 0.001494 0.07905 149 640: 21%|██▏ | 12/56 [01:31<10:16, 14.02s/it] 30/299 6.87G 0.04296 0.0346 0.001494 0.07905 149 640: 23%|██▎ | 13/56 [01:31<07:03, 9.85s/it] 30/299 6.87G 0.04294 0.03443 0.001493 0.07886 124 640: 23%|██▎ | 13/56 [01:32<07:03, 9.85s/it] 30/299 6.87G 0.04294 0.03443 0.001493 0.07886 124 640: 25%|██▌ | 14/56 [01:32<04:51, 6.94s/it] 30/299 6.87G 0.0429 0.03407 0.001497 0.07847 115 640: 25%|██▌ | 14/56 [01:32<04:51, 6.94s/it] 30/299 6.87G 0.0429 0.03407 0.001497 0.07847 115 640: 27%|██▋ | 15/56 [01:32<03:21, 4.92s/it] 30/299 6.87G 0.04274 0.03407 0.001468 0.07828 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.564 0.46 0.473 0.221
0%| | 0/56 [00:00<?, ?it/s] 31/299 6.87G 0.04489 0.04323 0.0008302 0.08895 208 640: 0%| | 0/56 [00:00<?, ?it/s] 31/299 6.87G 0.04489 0.04323 0.0008302 0.08895 208 640: 2%|▏ | 1/56 [00:00<00:16, 3.28it/s] 31/299 6.87G 0.04336 0.04135 0.001113 0.08582 202 640: 2%|▏ | 1/56 [00:00<00:16, 3.28it/s] 31/299 6.87G 0.04336 0.04135 0.001113 0.08582 202 640: 4%|▎ | 2/56 [00:00<00:14, 3.84it/s] 31/299 6.87G 0.04314 0.0394 0.00114 0.08367 175 640: 4%|▎ | 2/56 [00:00<00:14, 3.84it/s] 31/299 6.87G 0.04314 0.0394 0.00114 0.08367 175 640: 5%|▌ | 3/56 [00:00<00:13, 4.07it/s] 31/299 6.87G 0.04244 0.03753 0.001095 0.08106 128 640: 5%|▌ | 3/56 [00:32<00:13, 4.07it/s] 31/299 6.87G 0.04244 0.03753 0.001095 0.08106 128 640: 7%|▋ | 4/56 [00:32<11:00, 12.70s/it] 31/299 6.87G 0.04257 0.03664 0.001084 0.08029 169 640: 7%|▋ | 4/56 [00:32<11:00, 12.70s/it] 31/299 6.87G 0.04257 0.03664 0.001084 0.08029 169 640: 9%|▉ | 5/56 [00:32<06:59, 8.22s/it] 31/299 6.87G 0.04271 0.03623 0.00113 0.08007 148 640: 9%|▉ | 5/56 [00:33<06:59, 8.22s/it] 31/299 6.87G 0.04271 0.03623 0.00113 0.08007 148 640: 11%|█ | 6/56 [00:33<04:34, 5.50s/it] 31/299 6.87G 0.04306 0.03543 0.001105 0.0796 119 640: 11%|█ | 6/56 [00:33<04:34, 5.50s/it] 31/299 6.87G 0.04306 0.03543 0.001105 0.0796 119 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 31/299 6.87G 0.04267 0.03534 0.001304 0.07932 162 640: 12%|█▎ | 7/56 [00:33<03:05, 3.78s/it] 31/299 6.87G 0.04267 0.03534 0.001304 0.07932 162 640: 14%|█▍ | 8/56 [00:33<02:07, 2.65s/it] 31/299 6.87G 0.04248 0.03457 0.001287 0.07833 154 640: 14%|█▍ | 8/56 [00:33<02:07, 2.65s/it] 31/299 6.87G 0.04248 0.03457 0.001287 0.07833 154 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 31/299 6.87G 0.0424 0.03436 0.001406 0.07817 138 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 31/299 6.87G 0.0424 0.03436 0.001406 0.07817 138 640: 18%|█▊ | 10/56 [00:33<01:03, 1.39s/it] 31/299 6.87G 0.04217 0.034 0.001336 0.07751 149 640: 18%|█▊ | 10/56 [00:34<01:03, 1.39s/it] 31/299 6.87G 0.04217 0.034 0.001336 0.07751 149 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 31/299 6.87G 0.04229 0.03369 0.001306 0.07729 118 640: 20%|█▉ | 11/56 [01:06<00:46, 1.03s/it] 31/299 6.87G 0.04229 0.03369 0.001306 0.07729 118 640: 21%|██▏ | 12/56 [01:06<07:43, 10.53s/it] 31/299 6.87G 0.04198 0.03355 0.001263 0.07679 118 640: 21%|██▏ | 12/56 [01:06<07:43, 10.53s/it] 31/299 6.87G 0.04198 0.03355 0.001263 0.07679 118 640: 23%|██▎ | 13/56 [01:06<05:19, 7.42s/it] 31/299 6.87G 0.04203 0.03407 0.001428 0.07753 185 640: 23%|██▎ | 13/56 [01:06<05:19, 7.42s/it] 31/299 6.87G 0.04203 0.03407 0.001428 0.07753 185 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 31/299 6.87G 0.0421 0.0343 0.00149 0.07789 165 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 31/299 6.87G 0.0421 0.0343 0.00149 0.07789 165 640: 27%|██▋ | 15/56 [01:07<02:33, 3.74s/it] 31/299 6.87G 0.04221 0.03419 0.001456 0.07786 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.543 0.53 0.513 0.244
0%| | 0/56 [00:00<?, ?it/s] 32/299 6.87G 0.04794 0.04016 0.0008723 0.08897 200 640: 0%| | 0/56 [00:00<?, ?it/s] 32/299 6.87G 0.04794 0.04016 0.0008723 0.08897 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 32/299 6.87G 0.04598 0.03302 0.0008366 0.07984 118 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 32/299 6.87G 0.04598 0.03302 0.0008366 0.07984 118 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 32/299 6.87G 0.04655 0.03299 0.001291 0.08083 167 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 32/299 6.87G 0.04655 0.03299 0.001291 0.08083 167 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 32/299 6.87G 0.04544 0.0322 0.001268 0.07891 158 640: 5%|▌ | 3/56 [00:49<00:12, 4.16it/s] 32/299 6.87G 0.04544 0.0322 0.001268 0.07891 158 640: 7%|▋ | 4/56 [00:49<16:42, 19.27s/it] 32/299 6.87G 0.04522 0.0314 0.00136 0.07799 140 640: 7%|▋ | 4/56 [00:49<16:42, 19.27s/it] 32/299 6.87G 0.04522 0.0314 0.00136 0.07799 140 640: 9%|▉ | 5/56 [00:49<10:33, 12.42s/it] 32/299 6.87G 0.04462 0.03063 0.001381 0.07663 123 640: 9%|▉ | 5/56 [00:49<10:33, 12.42s/it] 32/299 6.87G 0.04462 0.03063 0.001381 0.07663 123 640: 11%|█ | 6/56 [00:49<06:53, 8.27s/it] 32/299 6.87G 0.04376 0.02981 0.001588 0.07516 113 640: 11%|█ | 6/56 [00:49<06:53, 8.27s/it] 32/299 6.87G 0.04376 0.02981 0.001588 0.07516 113 640: 12%|█▎ | 7/56 [00:49<04:36, 5.64s/it] 32/299 6.87G 0.04348 0.03074 0.001595 0.07582 186 640: 12%|█▎ | 7/56 [00:50<04:36, 5.64s/it] 32/299 6.87G 0.04348 0.03074 0.001595 0.07582 186 640: 14%|█▍ | 8/56 [00:50<03:08, 3.92s/it] 32/299 6.87G 0.04374 0.03151 0.001554 0.0768 221 640: 14%|█▍ | 8/56 [00:50<03:08, 3.92s/it] 32/299 6.87G 0.04374 0.03151 0.001554 0.0768 221 640: 16%|█▌ | 9/56 [00:50<02:10, 2.78s/it] 32/299 6.87G 0.04341 0.0318 0.001482 0.07669 176 640: 16%|█▌ | 9/56 [00:50<02:10, 2.78s/it] 32/299 6.87G 0.04341 0.0318 0.001482 0.07669 176 640: 18%|█▊ | 10/56 [00:50<01:31, 1.99s/it] 32/299 6.87G 0.04347 0.03228 0.001448 0.0772 128 640: 18%|█▊ | 10/56 [00:50<01:31, 1.99s/it] 32/299 6.87G 0.04347 0.03228 0.001448 0.0772 128 640: 20%|█▉ | 11/56 [00:50<01:05, 1.45s/it] 32/299 6.87G 0.04287 0.03206 0.001472 0.07641 106 640: 20%|█▉ | 11/56 [01:23<01:05, 1.45s/it] 32/299 6.87G 0.04287 0.03206 0.001472 0.07641 106 640: 21%|██▏ | 12/56 [01:23<08:04, 11.01s/it] 32/299 6.87G 0.04245 0.03259 0.001504 0.07654 158 640: 21%|██▏ | 12/56 [01:24<08:04, 11.01s/it] 32/299 6.87G 0.04245 0.03259 0.001504 0.07654 158 640: 23%|██▎ | 13/56 [01:24<05:33, 7.76s/it] 32/299 6.87G 0.0422 0.03301 0.001461 0.07668 152 640: 23%|██▎ | 13/56 [01:36<05:33, 7.76s/it] 32/299 6.87G 0.0422 0.03301 0.001461 0.07668 152 640: 25%|██▌ | 14/56 [01:36<06:27, 9.23s/it] 32/299 6.87G 0.04202 0.03333 0.001457 0.07681 165 640: 25%|██▌ | 14/56 [01:36<06:27, 9.23s/it] 32/299 6.87G 0.04202 0.03333 0.001457 0.07681 165 640: 27%|██▋ | 15/56 [01:36<04:27, 6.52s/it] 32/299 6.87G 0.0417 0.03339 0.001411 0.07651 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.614 0.51 0.523 0.247
0%| | 0/56 [00:00<?, ?it/s] 33/299 6.87G 0.04323 0.0371 0.001292 0.08162 185 640: 0%| | 0/56 [00:00<?, ?it/s] 33/299 6.87G 0.04323 0.0371 0.001292 0.08162 185 640: 2%|▏ | 1/56 [00:00<00:16, 3.36it/s] 33/299 6.87G 0.04412 0.03772 0.001382 0.08322 165 640: 2%|▏ | 1/56 [00:00<00:16, 3.36it/s] 33/299 6.87G 0.04412 0.03772 0.001382 0.08322 165 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 33/299 6.87G 0.04448 0.03512 0.001878 0.08148 111 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 33/299 6.87G 0.04448 0.03512 0.001878 0.08148 111 640: 5%|▌ | 3/56 [00:00<00:12, 4.08it/s] 33/299 6.87G 0.04304 0.03464 0.001674 0.07935 166 640: 5%|▌ | 3/56 [00:50<00:12, 4.08it/s] 33/299 6.87G 0.04304 0.03464 0.001674 0.07935 166 640: 7%|▋ | 4/56 [00:50<17:07, 19.76s/it] 33/299 6.87G 0.04336 0.0344 0.001654 0.07942 182 640: 7%|▋ | 4/56 [00:50<17:07, 19.76s/it] 33/299 6.87G 0.04336 0.0344 0.001654 0.07942 182 640: 9%|▉ | 5/56 [00:50<10:48, 12.72s/it] 33/299 6.87G 0.04244 0.03326 0.001572 0.07727 110 640: 9%|▉ | 5/56 [00:50<10:48, 12.72s/it] 33/299 6.87G 0.04244 0.03326 0.001572 0.07727 110 640: 11%|█ | 6/56 [00:50<07:03, 8.47s/it] 33/299 6.87G 0.04254 0.03393 0.001546 0.07801 197 640: 11%|█ | 6/56 [00:51<07:03, 8.47s/it] 33/299 6.87G 0.04254 0.03393 0.001546 0.07801 197 640: 12%|█▎ | 7/56 [00:51<04:43, 5.78s/it] 33/299 6.87G 0.0423 0.03434 0.001541 0.07818 150 640: 12%|█▎ | 7/56 [00:51<04:43, 5.78s/it] 33/299 6.87G 0.0423 0.03434 0.001541 0.07818 150 640: 14%|█▍ | 8/56 [00:51<03:12, 4.01s/it] 33/299 6.87G 0.04246 0.03566 0.001774 0.07989 246 640: 14%|█▍ | 8/56 [00:51<03:12, 4.01s/it] 33/299 6.87G 0.04246 0.03566 0.001774 0.07989 246 640: 16%|█▌ | 9/56 [00:51<02:13, 2.84s/it] 33/299 6.87G 0.04214 0.03547 0.001687 0.07929 173 640: 16%|█▌ | 9/56 [00:51<02:13, 2.84s/it] 33/299 6.87G 0.04214 0.03547 0.001687 0.07929 173 640: 18%|█▊ | 10/56 [00:51<01:33, 2.03s/it] 33/299 6.87G 0.04205 0.03553 0.001662 0.07925 135 640: 18%|█▊ | 10/56 [00:52<01:33, 2.03s/it] 33/299 6.87G 0.04205 0.03553 0.001662 0.07925 135 640: 20%|█▉ | 11/56 [00:52<01:06, 1.48s/it] 33/299 6.87G 0.04164 0.0353 0.001642 0.07859 158 640: 20%|█▉ | 11/56 [01:27<01:06, 1.48s/it] 33/299 6.87G 0.04164 0.0353 0.001642 0.07859 158 640: 21%|██▏ | 12/56 [01:27<08:35, 11.71s/it] 33/299 6.87G 0.04129 0.03461 0.00166 0.07756 93 640: 21%|██▏ | 12/56 [01:27<08:35, 11.71s/it] 33/299 6.87G 0.04129 0.03461 0.00166 0.07756 93 640: 23%|██▎ | 13/56 [01:27<05:54, 8.25s/it] 33/299 6.87G 0.04137 0.03469 0.001618 0.07768 148 640: 23%|██▎ | 13/56 [01:27<05:54, 8.25s/it] 33/299 6.87G 0.04137 0.03469 0.001618 0.07768 148 640: 25%|██▌ | 14/56 [01:27<04:04, 5.82s/it] 33/299 6.87G 0.0412 0.03512 0.00161 0.07793 200 640: 25%|██▌ | 14/56 [01:27<04:04, 5.82s/it] 33/299 6.87G 0.0412 0.03512 0.00161 0.07793 200 640: 27%|██▋ | 15/56 [01:27<02:49, 4.14s/it] 33/299 6.87G 0.04077 0.03461 0.001566 0.07694 113
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.561 0.498 0.507 0.238
0%| | 0/56 [00:00<?, ?it/s] 34/299 6.87G 0.04247 0.04175 0.001669 0.08589 167 640: 0%| | 0/56 [00:00<?, ?it/s] 34/299 6.87G 0.04247 0.04175 0.001669 0.08589 167 640: 2%|▏ | 1/56 [00:00<00:16, 3.41it/s] 34/299 6.87G 0.04201 0.0376 0.001338 0.08095 173 640: 2%|▏ | 1/56 [00:00<00:16, 3.41it/s] 34/299 6.87G 0.04201 0.0376 0.001338 0.08095 173 640: 4%|▎ | 2/56 [00:00<00:20, 2.66it/s] 34/299 6.87G 0.04107 0.03823 0.001388 0.08069 189 640: 4%|▎ | 2/56 [00:20<00:20, 2.66it/s] 34/299 6.87G 0.04107 0.03823 0.001388 0.08069 189 640: 5%|▌ | 3/56 [00:20<08:19, 9.42s/it] 34/299 6.87G 0.04145 0.0389 0.001241 0.08159 163 640: 5%|▌ | 3/56 [00:26<08:19, 9.42s/it] 34/299 6.87G 0.04145 0.0389 0.001241 0.08159 163 640: 7%|▋ | 4/56 [00:26<06:45, 7.79s/it] 34/299 6.87G 0.04115 0.03823 0.001202 0.08058 140 640: 7%|▋ | 4/56 [00:51<06:45, 7.79s/it] 34/299 6.87G 0.04115 0.03823 0.001202 0.08058 140 640: 9%|▉ | 5/56 [00:51<12:03, 14.19s/it] 34/299 6.87G 0.04116 0.03677 0.001135 0.07907 123 640: 9%|▉ | 5/56 [00:51<12:03, 14.19s/it] 34/299 6.87G 0.04116 0.03677 0.001135 0.07907 123 640: 11%|█ | 6/56 [00:51<07:52, 9.44s/it] 34/299 6.87G 0.04062 0.03569 0.001211 0.07752 127 640: 11%|█ | 6/56 [00:52<07:52, 9.44s/it] 34/299 6.87G 0.04062 0.03569 0.001211 0.07752 127 640: 12%|█▎ | 7/56 [00:52<05:15, 6.43s/it] 34/299 6.87G 0.04062 0.03586 0.001197 0.07768 148 640: 12%|█▎ | 7/56 [00:52<05:15, 6.43s/it] 34/299 6.87G 0.04062 0.03586 0.001197 0.07768 148 640: 14%|█▍ | 8/56 [00:52<03:33, 4.46s/it] 34/299 6.87G 0.04043 0.0353 0.001243 0.07697 162 640: 14%|█▍ | 8/56 [00:52<03:33, 4.46s/it] 34/299 6.87G 0.04043 0.0353 0.001243 0.07697 162 640: 16%|█▌ | 9/56 [00:52<02:27, 3.15s/it] 34/299 6.87G 0.04047 0.03511 0.001217 0.0768 165 640: 16%|█▌ | 9/56 [00:52<02:27, 3.15s/it] 34/299 6.87G 0.04047 0.03511 0.001217 0.0768 165 640: 18%|█▊ | 10/56 [00:52<01:43, 2.24s/it] 34/299 6.87G 0.04039 0.03514 0.001188 0.07671 154 640: 18%|█▊ | 10/56 [01:08<01:43, 2.24s/it] 34/299 6.87G 0.04039 0.03514 0.001188 0.07671 154 640: 20%|█▉ | 11/56 [01:08<04:51, 6.47s/it] 34/299 6.87G 0.04045 0.03497 0.001223 0.07664 146 640: 20%|█▉ | 11/56 [01:10<04:51, 6.47s/it] 34/299 6.87G 0.04045 0.03497 0.001223 0.07664 146 640: 21%|██▏ | 12/56 [01:10<03:42, 5.05s/it] 34/299 6.87G 0.04036 0.03481 0.001359 0.07653 139 640: 21%|██▏ | 12/56 [01:29<03:42, 5.05s/it] 34/299 6.87G 0.04036 0.03481 0.001359 0.07653 139 640: 23%|██▎ | 13/56 [01:29<06:40, 9.32s/it] 34/299 6.87G 0.04037 0.03463 0.001344 0.07634 152 640: 23%|██▎ | 13/56 [01:30<06:40, 9.32s/it] 34/299 6.87G 0.04037 0.03463 0.001344 0.07634 152 640: 25%|██▌ | 14/56 [01:30<04:36, 6.57s/it] 34/299 6.87G 0.04043 0.03484 0.001332 0.0766 177 640: 25%|██▌ | 14/56 [01:30<04:36, 6.57s/it] 34/299 6.87G 0.04043 0.03484 0.001332 0.0766 177 640: 27%|██▋ | 15/56 [01:30<03:11, 4.66s/it] 34/299 6.87G 0.04039 0.03463 0.001357 0.07638 126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.505 0.516 0.479 0.221
0%| | 0/56 [00:00<?, ?it/s] 35/299 6.87G 0.04332 0.04512 0.0006222 0.08907 223 640: 0%| | 0/56 [00:00<?, ?it/s] 35/299 6.87G 0.04332 0.04512 0.0006222 0.08907 223 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 35/299 6.87G 0.0417 0.03745 0.0009684 0.08012 129 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 35/299 6.87G 0.0417 0.03745 0.0009684 0.08012 129 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 35/299 6.87G 0.04108 0.03777 0.001256 0.0801 179 640: 4%|▎ | 2/56 [00:26<00:13, 4.02it/s] 35/299 6.87G 0.04108 0.03777 0.001256 0.0801 179 640: 5%|▌ | 3/56 [00:26<10:37, 12.02s/it] 35/299 6.87G 0.0413 0.03749 0.001156 0.07995 204 640: 5%|▌ | 3/56 [00:26<10:37, 12.02s/it] 35/299 6.87G 0.0413 0.03749 0.001156 0.07995 204 640: 7%|▋ | 4/56 [00:26<06:23, 7.37s/it] 35/299 6.87G 0.04068 0.0368 0.001103 0.07858 187 640: 7%|▋ | 4/56 [00:27<06:23, 7.37s/it] 35/299 6.87G 0.04068 0.0368 0.001103 0.07858 187 640: 9%|▉ | 5/56 [00:27<04:05, 4.81s/it] 35/299 6.87G 0.04015 0.03564 0.001069 0.07685 132 640: 9%|▉ | 5/56 [00:44<04:05, 4.81s/it] 35/299 6.87G 0.04015 0.03564 0.001069 0.07685 132 640: 11%|█ | 6/56 [00:44<07:37, 9.16s/it] 35/299 6.87G 0.03963 0.03511 0.001043 0.07578 145 640: 11%|█ | 6/56 [00:44<07:37, 9.16s/it] 35/299 6.87G 0.03963 0.03511 0.001043 0.07578 145 640: 12%|█▎ | 7/56 [00:44<05:05, 6.24s/it] 35/299 6.87G 0.03933 0.03482 0.001122 0.07527 129 640: 12%|█▎ | 7/56 [00:45<05:05, 6.24s/it] 35/299 6.87G 0.03933 0.03482 0.001122 0.07527 129 640: 14%|█▍ | 8/56 [00:45<03:27, 4.32s/it] 35/299 6.87G 0.03921 0.03453 0.001473 0.07522 190 640: 14%|█▍ | 8/56 [00:45<03:27, 4.32s/it] 35/299 6.87G 0.03921 0.03453 0.001473 0.07522 190 640: 16%|█▌ | 9/56 [00:45<02:23, 3.05s/it] 35/299 6.87G 0.03946 0.03398 0.00141 0.07485 173 640: 16%|█▌ | 9/56 [00:45<02:23, 3.05s/it] 35/299 6.87G 0.03946 0.03398 0.00141 0.07485 173 640: 18%|█▊ | 10/56 [00:45<01:40, 2.18s/it] 35/299 6.87G 0.03907 0.03397 0.001404 0.07444 125 640: 18%|█▊ | 10/56 [01:00<01:40, 2.18s/it] 35/299 6.87G 0.03907 0.03397 0.001404 0.07444 125 640: 20%|█▉ | 11/56 [01:00<04:32, 6.05s/it] 35/299 6.87G 0.03866 0.03364 0.001364 0.07367 115 640: 20%|█▉ | 11/56 [01:00<04:32, 6.05s/it] 35/299 6.87G 0.03866 0.03364 0.001364 0.07367 115 640: 21%|██▏ | 12/56 [01:00<03:08, 4.28s/it] 35/299 6.87G 0.0386 0.03397 0.001403 0.07397 193 640: 21%|██▏ | 12/56 [01:00<03:08, 4.28s/it] 35/299 6.87G 0.0386 0.03397 0.001403 0.07397 193 640: 23%|██▎ | 13/56 [01:00<02:11, 3.06s/it] 35/299 6.87G 0.03868 0.03371 0.001402 0.07379 144 640: 23%|██▎ | 13/56 [01:18<02:11, 3.06s/it] 35/299 6.87G 0.03868 0.03371 0.001402 0.07379 144 640: 25%|██▌ | 14/56 [01:18<05:19, 7.60s/it] 35/299 6.87G 0.0387 0.03363 0.001355 0.07369 116 640: 25%|██▌ | 14/56 [01:19<05:19, 7.60s/it] 35/299 6.87G 0.0387 0.03363 0.001355 0.07369 116 640: 27%|██▋ | 15/56 [01:19<03:40, 5.38s/it] 35/299 6.87G 0.03887 0.03329 0.001362 0.07352 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.545 0.583 0.544 0.255
0%| | 0/56 [00:00<?, ?it/s] 36/299 6.87G 0.04378 0.04411 0.001016 0.08891 219 640: 0%| | 0/56 [00:00<?, ?it/s] 36/299 6.87G 0.04378 0.04411 0.001016 0.08891 219 640: 2%|▏ | 1/56 [00:00<00:16, 3.26it/s] 36/299 6.87G 0.04009 0.03786 0.00141 0.07937 137 640: 2%|▏ | 1/56 [00:00<00:16, 3.26it/s] 36/299 6.87G 0.04009 0.03786 0.00141 0.07937 137 640: 4%|▎ | 2/56 [00:00<00:14, 3.83it/s] 36/299 6.87G 0.04028 0.03685 0.001996 0.07912 200 640: 4%|▎ | 2/56 [00:06<00:14, 3.83it/s] 36/299 6.87G 0.04028 0.03685 0.001996 0.07912 200 640: 5%|▌ | 3/56 [00:06<02:26, 2.76s/it] 36/299 6.87G 0.04081 0.03586 0.001902 0.07857 187 640: 5%|▌ | 3/56 [00:15<02:26, 2.76s/it] 36/299 6.87G 0.04081 0.03586 0.001902 0.07857 187 640: 7%|▋ | 4/56 [00:15<04:30, 5.21s/it] 36/299 6.87G 0.04014 0.03517 0.00171 0.07702 168 640: 7%|▋ | 4/56 [00:36<04:30, 5.21s/it] 36/299 6.87G 0.04014 0.03517 0.00171 0.07702 168 640: 9%|▉ | 5/56 [00:36<09:19, 10.97s/it] 36/299 6.87G 0.03941 0.03327 0.001743 0.07443 89 640: 9%|▉ | 5/56 [00:36<09:19, 10.97s/it] 36/299 6.87G 0.03941 0.03327 0.001743 0.07443 89 640: 11%|█ | 6/56 [00:36<06:05, 7.32s/it] 36/299 6.87G 0.03979 0.03375 0.00162 0.07516 148 640: 11%|█ | 6/56 [00:42<06:05, 7.32s/it] 36/299 6.87G 0.03979 0.03375 0.00162 0.07516 148 640: 12%|█▎ | 7/56 [00:42<05:35, 6.85s/it] 36/299 6.87G 0.03945 0.03365 0.001694 0.0748 130 640: 12%|█▎ | 7/56 [00:42<05:35, 6.85s/it] 36/299 6.87G 0.03945 0.03365 0.001694 0.0748 130 640: 14%|█▍ | 8/56 [00:42<03:47, 4.74s/it] 36/299 6.87G 0.03944 0.0334 0.001672 0.07451 166 640: 14%|█▍ | 8/56 [00:43<03:47, 4.74s/it] 36/299 6.87G 0.03944 0.0334 0.001672 0.07451 166 640: 16%|█▌ | 9/56 [00:43<02:37, 3.34s/it] 36/299 6.87G 0.03942 0.03376 0.001622 0.0748 206 640: 16%|█▌ | 9/56 [00:43<02:37, 3.34s/it] 36/299 6.87G 0.03942 0.03376 0.001622 0.0748 206 640: 18%|█▊ | 10/56 [00:43<01:49, 2.38s/it] 36/299 6.87G 0.03937 0.03382 0.001562 0.07475 151 640: 18%|█▊ | 10/56 [00:48<01:49, 2.38s/it] 36/299 6.87G 0.03937 0.03382 0.001562 0.07475 151 640: 20%|█▉ | 11/56 [00:48<02:26, 3.25s/it] 36/299 6.87G 0.03908 0.0338 0.001543 0.07443 152 640: 20%|█▉ | 11/56 [00:54<02:26, 3.25s/it] 36/299 6.87G 0.03908 0.0338 0.001543 0.07443 152 640: 21%|██▏ | 12/56 [00:54<02:54, 3.96s/it] 36/299 6.87G 0.03888 0.03365 0.001498 0.07403 154 640: 21%|██▏ | 12/56 [01:19<02:54, 3.96s/it] 36/299 6.87G 0.03888 0.03365 0.001498 0.07403 154 640: 23%|██▎ | 13/56 [01:19<07:25, 10.37s/it] 36/299 6.87G 0.03903 0.03377 0.001461 0.07426 161 640: 23%|██▎ | 13/56 [01:19<07:25, 10.37s/it] 36/299 6.87G 0.03903 0.03377 0.001461 0.07426 161 640: 25%|██▌ | 14/56 [01:19<05:06, 7.31s/it] 36/299 6.87G 0.03891 0.03372 0.001413 0.07404 169 640: 25%|██▌ | 14/56 [01:19<05:06, 7.31s/it] 36/299 6.87G 0.03891 0.03372 0.001413 0.07404 169 640: 27%|██▋ | 15/56 [01:19<03:32, 5.17s/it] 36/299 6.87G 0.0388 0.03364 0.001382 0.07382 149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.476 0.601 0.51 0.244
0%| | 0/56 [00:00<?, ?it/s] 37/299 6.87G 0.04165 0.04471 0.0007143 0.08707 223 640: 0%| | 0/56 [00:00<?, ?it/s] 37/299 6.87G 0.04165 0.04471 0.0007143 0.08707 223 640: 2%|▏ | 1/56 [00:00<00:15, 3.53it/s] 37/299 6.87G 0.04137 0.04124 0.000816 0.08343 220 640: 2%|▏ | 1/56 [00:00<00:15, 3.53it/s] 37/299 6.87G 0.04137 0.04124 0.000816 0.08343 220 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 37/299 6.87G 0.04165 0.03886 0.00134 0.08186 177 640: 4%|▎ | 2/56 [00:00<00:13, 3.96it/s] 37/299 6.87G 0.04165 0.03886 0.00134 0.08186 177 640: 5%|▌ | 3/56 [00:00<00:12, 4.14it/s] 37/299 6.87G 0.0408 0.03669 0.001288 0.07879 146 640: 5%|▌ | 3/56 [00:04<00:12, 4.14it/s] 37/299 6.87G 0.0408 0.03669 0.001288 0.07879 146 640: 7%|▋ | 4/56 [00:04<01:20, 1.54s/it] 37/299 6.87G 0.04055 0.03614 0.001298 0.07799 181 640: 7%|▋ | 4/56 [00:42<01:20, 1.54s/it] 37/299 6.87G 0.04055 0.03614 0.001298 0.07799 181 640: 9%|▉ | 5/56 [00:42<12:34, 14.80s/it] 37/299 6.87G 0.03987 0.0343 0.001263 0.07543 141 640: 9%|▉ | 5/56 [00:42<12:34, 14.80s/it] 37/299 6.87G 0.03987 0.0343 0.001263 0.07543 141 640: 11%|█ | 6/56 [00:42<08:12, 9.84s/it] 37/299 6.87G 0.03917 0.03342 0.001196 0.07379 171 640: 11%|█ | 6/56 [00:43<08:12, 9.84s/it] 37/299 6.87G 0.03917 0.03342 0.001196 0.07379 171 640: 12%|█▎ | 7/56 [00:43<05:28, 6.70s/it] 37/299 6.87G 0.0387 0.03266 0.001167 0.07253 116 640: 12%|█▎ | 7/56 [00:43<05:28, 6.70s/it] 37/299 6.87G 0.0387 0.03266 0.001167 0.07253 116 640: 14%|█▍ | 8/56 [00:43<03:42, 4.64s/it] 37/299 6.87G 0.03868 0.03302 0.001131 0.07283 193 640: 14%|█▍ | 8/56 [00:43<03:42, 4.64s/it] 37/299 6.87G 0.03868 0.03302 0.001131 0.07283 193 640: 16%|█▌ | 9/56 [00:43<02:33, 3.27s/it] 37/299 6.87G 0.0387 0.03321 0.001126 0.07304 241 640: 16%|█▌ | 9/56 [00:43<02:33, 3.27s/it] 37/299 6.87G 0.0387 0.03321 0.001126 0.07304 241 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 37/299 6.87G 0.03853 0.03338 0.001076 0.07299 186 640: 18%|█▊ | 10/56 [00:43<01:47, 2.33s/it] 37/299 6.87G 0.03853 0.03338 0.001076 0.07299 186 640: 20%|█▉ | 11/56 [00:43<01:15, 1.69s/it] 37/299 6.87G 0.03849 0.03318 0.001154 0.07283 159 640: 20%|█▉ | 11/56 [00:44<01:15, 1.69s/it] 37/299 6.87G 0.03849 0.03318 0.001154 0.07283 159 640: 21%|██▏ | 12/56 [00:44<00:54, 1.24s/it] 37/299 6.87G 0.03876 0.03383 0.001244 0.07383 179 640: 21%|██▏ | 12/56 [01:16<00:54, 1.24s/it] 37/299 6.87G 0.03876 0.03383 0.001244 0.07383 179 640: 23%|██▎ | 13/56 [01:16<07:40, 10.71s/it] 37/299 6.87G 0.03899 0.0342 0.001248 0.07444 200 640: 23%|██▎ | 13/56 [01:16<07:40, 10.71s/it] 37/299 6.87G 0.03899 0.0342 0.001248 0.07444 200 640: 25%|██▌ | 14/56 [01:16<05:16, 7.54s/it] 37/299 6.87G 0.03908 0.03408 0.001268 0.07442 152 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 37/299 6.87G 0.03908 0.03408 0.001268 0.07442 152 640: 27%|██▋ | 15/56 [01:17<03:38, 5.34s/it] 37/299 6.87G 0.03908 0.03391 0.001266 0.07426 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.473 0.549 0.487 0.222
0%| | 0/56 [00:00<?, ?it/s] 38/299 6.87G 0.04067 0.04791 0.0004419 0.08902 235 640: 0%| | 0/56 [00:00<?, ?it/s] 38/299 6.87G 0.04067 0.04791 0.0004419 0.08902 235 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 38/299 6.87G 0.04025 0.04294 0.0005388 0.08373 154 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 38/299 6.87G 0.04025 0.04294 0.0005388 0.08373 154 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 38/299 6.87G 0.0411 0.03913 0.0007279 0.08096 145 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 38/299 6.87G 0.0411 0.03913 0.0007279 0.08096 145 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 38/299 6.87G 0.04054 0.03769 0.0006884 0.07892 153 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 38/299 6.87G 0.04054 0.03769 0.0006884 0.07892 153 640: 7%|▋ | 4/56 [00:00<00:12, 4.27it/s] 38/299 6.87G 0.04093 0.03609 0.0007159 0.07774 158 640: 7%|▋ | 4/56 [00:42<00:12, 4.27it/s] 38/299 6.87G 0.04093 0.03609 0.0007159 0.07774 158 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 38/299 6.87G 0.0405 0.03547 0.0008241 0.07679 126 640: 9%|▉ | 5/56 [00:42<12:54, 15.19s/it] 38/299 6.87G 0.0405 0.03547 0.0008241 0.07679 126 640: 11%|█ | 6/56 [00:42<08:25, 10.10s/it] 38/299 6.87G 0.03971 0.03445 0.001024 0.07518 136 640: 11%|█ | 6/56 [00:43<08:25, 10.10s/it] 38/299 6.87G 0.03971 0.03445 0.001024 0.07518 136 640: 12%|█▎ | 7/56 [00:43<05:36, 6.87s/it] 38/299 6.87G 0.03931 0.03487 0.001026 0.07521 186 640: 12%|█▎ | 7/56 [00:43<05:36, 6.87s/it] 38/299 6.87G 0.03931 0.03487 0.001026 0.07521 186 640: 14%|█▍ | 8/56 [00:43<03:48, 4.76s/it] 38/299 6.87G 0.0387 0.03502 0.001031 0.07475 208 640: 14%|█▍ | 8/56 [00:43<03:48, 4.76s/it] 38/299 6.87G 0.0387 0.03502 0.001031 0.07475 208 640: 16%|█▌ | 9/56 [00:43<02:37, 3.35s/it] 38/299 6.87G 0.03834 0.0351 0.001073 0.07451 213 640: 16%|█▌ | 9/56 [00:43<02:37, 3.35s/it] 38/299 6.87G 0.03834 0.0351 0.001073 0.07451 213 640: 18%|█▊ | 10/56 [00:43<01:49, 2.39s/it] 38/299 6.87G 0.03825 0.03483 0.001128 0.07421 143 640: 18%|█▊ | 10/56 [00:44<01:49, 2.39s/it] 38/299 6.87G 0.03825 0.03483 0.001128 0.07421 143 640: 20%|█▉ | 11/56 [00:44<01:17, 1.73s/it] 38/299 6.87G 0.0382 0.03477 0.00112 0.07409 129 640: 20%|█▉ | 11/56 [00:44<01:17, 1.73s/it] 38/299 6.87G 0.0382 0.03477 0.00112 0.07409 129 640: 21%|██▏ | 12/56 [00:44<00:55, 1.27s/it] 38/299 6.87G 0.03796 0.03482 0.00122 0.074 135 640: 21%|██▏ | 12/56 [01:16<00:55, 1.27s/it] 38/299 6.87G 0.03796 0.03482 0.00122 0.074 135 640: 23%|██▎ | 13/56 [01:16<07:35, 10.60s/it] 38/299 6.87G 0.0378 0.03459 0.001183 0.07357 151 640: 23%|██▎ | 13/56 [01:16<07:35, 10.60s/it] 38/299 6.87G 0.0378 0.03459 0.001183 0.07357 151 640: 25%|██▌ | 14/56 [01:16<05:13, 7.46s/it] 38/299 6.87G 0.03788 0.03463 0.001171 0.07367 151 640: 25%|██▌ | 14/56 [01:16<05:13, 7.46s/it] 38/299 6.87G 0.03788 0.03463 0.001171 0.07367 151 640: 27%|██▋ | 15/56 [01:16<03:36, 5.28s/it] 38/299 6.87G 0.03789 0.03431 0.001194 0.0734 109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.495 0.472 0.223
0%| | 0/56 [00:00<?, ?it/s] 39/299 6.87G 0.04562 0.04227 0.00114 0.08903 217 640: 0%| | 0/56 [00:00<?, ?it/s] 39/299 6.87G 0.04562 0.04227 0.00114 0.08903 217 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 39/299 6.87G 0.04318 0.03724 0.0009806 0.0814 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 39/299 6.87G 0.04318 0.03724 0.0009806 0.0814 175 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 39/299 6.87G 0.04193 0.03701 0.0009414 0.07989 187 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 39/299 6.87G 0.04193 0.03701 0.0009414 0.07989 187 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 39/299 6.87G 0.04157 0.03455 0.001009 0.07713 116 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 39/299 6.87G 0.04157 0.03455 0.001009 0.07713 116 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 39/299 6.87G 0.04146 0.03392 0.0009484 0.07633 155 640: 7%|▋ | 4/56 [00:41<00:12, 4.26it/s] 39/299 6.87G 0.04146 0.03392 0.0009484 0.07633 155 640: 9%|▉ | 5/56 [00:41<12:24, 14.60s/it] 39/299 6.87G 0.04138 0.0337 0.001024 0.07611 147 640: 9%|▉ | 5/56 [00:41<12:24, 14.60s/it] 39/299 6.87G 0.04138 0.0337 0.001024 0.07611 147 640: 11%|█ | 6/56 [00:41<08:05, 9.71s/it] 39/299 6.87G 0.04087 0.03358 0.001056 0.07551 160 640: 11%|█ | 6/56 [00:41<08:05, 9.71s/it] 39/299 6.87G 0.04087 0.03358 0.001056 0.07551 160 640: 12%|█▎ | 7/56 [00:41<05:23, 6.61s/it] 39/299 6.87G 0.04033 0.033 0.001015 0.07434 132 640: 12%|█▎ | 7/56 [00:41<05:23, 6.61s/it] 39/299 6.87G 0.04033 0.033 0.001015 0.07434 132 640: 14%|█▍ | 8/56 [00:41<03:39, 4.58s/it] 39/299 6.87G 0.04027 0.03294 0.0009951 0.07421 228 640: 14%|█▍ | 8/56 [00:41<03:39, 4.58s/it] 39/299 6.87G 0.04027 0.03294 0.0009951 0.07421 228 640: 16%|█▌ | 9/56 [00:41<02:31, 3.23s/it] 39/299 6.87G 0.04015 0.03269 0.0009638 0.0738 160 640: 16%|█▌ | 9/56 [00:42<02:31, 3.23s/it] 39/299 6.87G 0.04015 0.03269 0.0009638 0.0738 160 640: 18%|█▊ | 10/56 [00:42<01:45, 2.30s/it] 39/299 6.87G 0.03996 0.03322 0.0009213 0.0741 141 640: 18%|█▊ | 10/56 [00:42<01:45, 2.30s/it] 39/299 6.87G 0.03996 0.03322 0.0009213 0.0741 141 640: 20%|█▉ | 11/56 [00:42<01:15, 1.67s/it] 39/299 6.87G 0.03977 0.03328 0.0008953 0.07394 172 640: 20%|█▉ | 11/56 [00:42<01:15, 1.67s/it] 39/299 6.87G 0.03977 0.03328 0.0008953 0.07394 172 640: 21%|██▏ | 12/56 [00:42<00:54, 1.23s/it] 39/299 6.87G 0.03976 0.03315 0.0009491 0.07385 134 640: 21%|██▏ | 12/56 [01:15<00:54, 1.23s/it] 39/299 6.87G 0.03976 0.03315 0.0009491 0.07385 134 640: 23%|██▎ | 13/56 [01:15<07:39, 10.68s/it] 39/299 6.87G 0.0395 0.0331 0.001038 0.07363 147 640: 23%|██▎ | 13/56 [01:15<07:39, 10.68s/it] 39/299 6.87G 0.0395 0.0331 0.001038 0.07363 147 640: 25%|██▌ | 14/56 [01:15<05:16, 7.52s/it] 39/299 6.87G 0.03931 0.03265 0.00101 0.07297 115 640: 25%|██▌ | 14/56 [01:15<05:16, 7.52s/it] 39/299 6.87G 0.03931 0.03265 0.00101 0.07297 115 640: 27%|██▋ | 15/56 [01:15<03:38, 5.33s/it] 39/299 6.87G 0.03916 0.03265 0.0009901 0.0728 125
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.592 0.505 0.508 0.238
0%| | 0/56 [00:00<?, ?it/s] 40/299 6.87G 0.04712 0.04298 0.0005677 0.09066 205 640: 0%| | 0/56 [00:00<?, ?it/s] 40/299 6.87G 0.04712 0.04298 0.0005677 0.09066 205 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 40/299 6.87G 0.04534 0.03867 0.0007241 0.08473 174 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 40/299 6.87G 0.04534 0.03867 0.0007241 0.08473 174 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 40/299 6.87G 0.04465 0.0374 0.001094 0.08314 166 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 40/299 6.87G 0.04465 0.0374 0.001094 0.08314 166 640: 5%|▌ | 3/56 [00:00<00:12, 4.15it/s] 40/299 6.87G 0.04394 0.03593 0.001089 0.08096 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.15it/s] 40/299 6.87G 0.04394 0.03593 0.001089 0.08096 152 640: 7%|▋ | 4/56 [00:00<00:12, 4.24it/s] 40/299 6.87G 0.04376 0.03443 0.0009916 0.07918 126 640: 7%|▋ | 4/56 [00:33<00:12, 4.24it/s] 40/299 6.87G 0.04376 0.03443 0.0009916 0.07918 126 640: 9%|▉ | 5/56 [00:33<10:01, 11.80s/it] 40/299 6.87G 0.04299 0.03346 0.0009887 0.07743 126 640: 9%|▉ | 5/56 [00:33<10:01, 11.80s/it] 40/299 6.87G 0.04299 0.03346 0.0009887 0.07743 126 640: 11%|█ | 6/56 [00:33<06:33, 7.86s/it] 40/299 6.87G 0.04251 0.03357 0.0009349 0.07702 176 640: 11%|█ | 6/56 [00:33<06:33, 7.86s/it] 40/299 6.87G 0.04251 0.03357 0.0009349 0.07702 176 640: 12%|█▎ | 7/56 [00:33<04:22, 5.37s/it] 40/299 6.87G 0.04222 0.03258 0.0009822 0.07579 124 640: 12%|█▎ | 7/56 [00:33<04:22, 5.37s/it] 40/299 6.87G 0.04222 0.03258 0.0009822 0.07579 124 640: 14%|█▍ | 8/56 [00:33<02:59, 3.73s/it] 40/299 6.87G 0.04211 0.03247 0.0009872 0.07557 186 640: 14%|█▍ | 8/56 [00:34<02:59, 3.73s/it] 40/299 6.87G 0.04211 0.03247 0.0009872 0.07557 186 640: 16%|█▌ | 9/56 [00:34<02:04, 2.65s/it] 40/299 6.87G 0.04168 0.03246 0.0009573 0.0751 206 640: 16%|█▌ | 9/56 [00:34<02:04, 2.65s/it] 40/299 6.87G 0.04168 0.03246 0.0009573 0.0751 206 640: 18%|█▊ | 10/56 [00:34<01:27, 1.90s/it] 40/299 6.87G 0.04139 0.03246 0.0009214 0.07478 172 640: 18%|█▊ | 10/56 [00:34<01:27, 1.90s/it] 40/299 6.87G 0.04139 0.03246 0.0009214 0.07478 172 640: 20%|█▉ | 11/56 [00:34<01:02, 1.39s/it] 40/299 6.87G 0.04103 0.03247 0.000885 0.07438 128 640: 20%|█▉ | 11/56 [00:34<01:02, 1.39s/it] 40/299 6.87G 0.04103 0.03247 0.000885 0.07438 128 640: 21%|██▏ | 12/56 [00:34<00:45, 1.04s/it] 40/299 6.87G 0.04069 0.03201 0.0009076 0.07361 112 640: 21%|██▏ | 12/56 [01:07<00:45, 1.04s/it] 40/299 6.87G 0.04069 0.03201 0.0009076 0.07361 112 640: 23%|██▎ | 13/56 [01:07<07:37, 10.64s/it] 40/299 6.87G 0.04021 0.03187 0.0009204 0.073 152 640: 23%|██▎ | 13/56 [01:07<07:37, 10.64s/it] 40/299 6.87G 0.04021 0.03187 0.0009204 0.073 152 640: 25%|██▌ | 14/56 [01:07<05:14, 7.49s/it] 40/299 6.87G 0.03993 0.03182 0.0008994 0.07264 135 640: 25%|██▌ | 14/56 [01:08<05:14, 7.49s/it] 40/299 6.87G 0.03993 0.03182 0.0008994 0.07264 135 640: 27%|██▋ | 15/56 [01:08<03:37, 5.30s/it] 40/299 6.87G 0.03987 0.03179 0.000907 0.07257 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.539 0.54 0.522 0.244
0%| | 0/56 [00:00<?, ?it/s] 41/299 6.87G 0.04066 0.04261 0.000698 0.08397 199 640: 0%| | 0/56 [00:00<?, ?it/s] 41/299 6.87G 0.04066 0.04261 0.000698 0.08397 199 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 41/299 6.87G 0.03996 0.03959 0.0006169 0.08018 213 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 41/299 6.87G 0.03996 0.03959 0.0006169 0.08018 213 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 41/299 6.87G 0.03897 0.03551 0.000943 0.07542 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 41/299 6.87G 0.03897 0.03551 0.000943 0.07542 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 41/299 6.87G 0.03929 0.03565 0.0009053 0.07585 198 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 41/299 6.87G 0.03929 0.03565 0.0009053 0.07585 198 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 41/299 6.87G 0.03914 0.03554 0.001115 0.07579 198 640: 7%|▋ | 4/56 [00:42<00:12, 4.26it/s] 41/299 6.87G 0.03914 0.03554 0.001115 0.07579 198 640: 9%|▉ | 5/56 [00:42<12:59, 15.28s/it] 41/299 6.87G 0.03936 0.03443 0.001227 0.07501 142 640: 9%|▉ | 5/56 [00:43<12:59, 15.28s/it] 41/299 6.87G 0.03936 0.03443 0.001227 0.07501 142 640: 11%|█ | 6/56 [00:43<08:28, 10.16s/it] 41/299 6.87G 0.03909 0.03456 0.001191 0.07484 201 640: 11%|█ | 6/56 [00:43<08:28, 10.16s/it] 41/299 6.87G 0.03909 0.03456 0.001191 0.07484 201 640: 12%|█▎ | 7/56 [00:43<05:38, 6.91s/it] 41/299 6.87G 0.03908 0.03397 0.001243 0.0743 137 640: 12%|█▎ | 7/56 [00:43<05:38, 6.91s/it] 41/299 6.87G 0.03908 0.03397 0.001243 0.0743 137 640: 14%|█▍ | 8/56 [00:43<03:49, 4.78s/it] 41/299 6.87G 0.03912 0.03367 0.001271 0.07405 154 640: 14%|█▍ | 8/56 [00:43<03:49, 4.78s/it] 41/299 6.87G 0.03912 0.03367 0.001271 0.07405 154 640: 16%|█▌ | 9/56 [00:43<02:38, 3.37s/it] 41/299 6.87G 0.03903 0.03317 0.001257 0.07346 158 640: 16%|█▌ | 9/56 [00:44<02:38, 3.37s/it] 41/299 6.87G 0.03903 0.03317 0.001257 0.07346 158 640: 18%|█▊ | 10/56 [00:44<01:50, 2.40s/it] 41/299 6.87G 0.03885 0.03331 0.00127 0.07343 182 640: 18%|█▊ | 10/56 [00:44<01:50, 2.40s/it] 41/299 6.87G 0.03885 0.03331 0.00127 0.07343 182 640: 20%|█▉ | 11/56 [00:44<01:17, 1.73s/it] 41/299 6.87G 0.03864 0.0332 0.001292 0.07313 165 640: 20%|█▉ | 11/56 [00:44<01:17, 1.73s/it] 41/299 6.87G 0.03864 0.0332 0.001292 0.07313 165 640: 21%|██▏ | 12/56 [00:44<00:55, 1.27s/it] 41/299 6.87G 0.03871 0.03291 0.001259 0.07288 128 640: 21%|██▏ | 12/56 [01:16<00:55, 1.27s/it] 41/299 6.87G 0.03871 0.03291 0.001259 0.07288 128 640: 23%|██▎ | 13/56 [01:16<07:39, 10.69s/it] 41/299 6.87G 0.03823 0.03257 0.001214 0.07201 124 640: 23%|██▎ | 13/56 [01:17<07:39, 10.69s/it] 41/299 6.87G 0.03823 0.03257 0.001214 0.07201 124 640: 25%|██▌ | 14/56 [01:17<05:16, 7.53s/it] 41/299 6.87G 0.03804 0.03257 0.001174 0.07179 165 640: 25%|██▌ | 14/56 [01:17<05:16, 7.53s/it] 41/299 6.87G 0.03804 0.03257 0.001174 0.07179 165 640: 27%|██▋ | 15/56 [01:17<03:38, 5.33s/it] 41/299 6.87G 0.03775 0.03248 0.001184 0.07141 160
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.647 0.451 0.51 0.252
0%| | 0/56 [00:00<?, ?it/s] 42/299 6.87G 0.04161 0.0332 0.0006363 0.07544 146 640: 0%| | 0/56 [00:00<?, ?it/s] 42/299 6.87G 0.04161 0.0332 0.0006363 0.07544 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 42/299 6.87G 0.04138 0.03179 0.0007171 0.07389 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 42/299 6.87G 0.04138 0.03179 0.0007171 0.07389 165 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 42/299 6.87G 0.04045 0.03083 0.0009052 0.07219 168 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 42/299 6.87G 0.04045 0.03083 0.0009052 0.07219 168 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 42/299 6.87G 0.04072 0.03064 0.0009627 0.07232 191 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 42/299 6.87G 0.04072 0.03064 0.0009627 0.07232 191 640: 7%|▋ | 4/56 [00:00<00:12, 4.27it/s] 42/299 6.87G 0.04114 0.03214 0.0009938 0.07428 226 640: 7%|▋ | 4/56 [00:34<00:12, 4.27it/s] 42/299 6.87G 0.04114 0.03214 0.0009938 0.07428 226 640: 9%|▉ | 5/56 [00:34<10:16, 12.08s/it] 42/299 6.87G 0.04038 0.03091 0.001146 0.07244 110 640: 9%|▉ | 5/56 [00:34<10:16, 12.08s/it] 42/299 6.87G 0.04038 0.03091 0.001146 0.07244 110 640: 11%|█ | 6/56 [00:34<06:42, 8.05s/it] 42/299 6.87G 0.03976 0.03093 0.001241 0.07193 138 640: 11%|█ | 6/56 [00:34<06:42, 8.05s/it] 42/299 6.87G 0.03976 0.03093 0.001241 0.07193 138 640: 12%|█▎ | 7/56 [00:34<04:29, 5.49s/it] 42/299 6.87G 0.03969 0.03203 0.001235 0.07296 178 640: 12%|█▎ | 7/56 [00:34<04:29, 5.49s/it] 42/299 6.87G 0.03969 0.03203 0.001235 0.07296 178 640: 14%|█▍ | 8/56 [00:34<03:03, 3.82s/it] 42/299 6.87G 0.03967 0.03217 0.001228 0.07307 166 640: 14%|█▍ | 8/56 [00:34<03:03, 3.82s/it] 42/299 6.87G 0.03967 0.03217 0.001228 0.07307 166 640: 16%|█▌ | 9/56 [00:34<02:07, 2.71s/it] 42/299 6.87G 0.03913 0.03181 0.001193 0.07214 133 640: 16%|█▌ | 9/56 [00:35<02:07, 2.71s/it] 42/299 6.87G 0.03913 0.03181 0.001193 0.07214 133 640: 18%|█▊ | 10/56 [00:35<01:29, 1.94s/it] 42/299 6.87G 0.0386 0.03212 0.001155 0.07188 168 640: 18%|█▊ | 10/56 [00:35<01:29, 1.94s/it] 42/299 6.87G 0.0386 0.03212 0.001155 0.07188 168 640: 20%|█▉ | 11/56 [00:35<01:03, 1.42s/it] 42/299 6.87G 0.03849 0.03227 0.001139 0.07189 164 640: 20%|█▉ | 11/56 [00:35<01:03, 1.42s/it] 42/299 6.87G 0.03849 0.03227 0.001139 0.07189 164 640: 21%|██▏ | 12/56 [00:35<00:46, 1.06s/it] 42/299 6.87G 0.03818 0.03208 0.001343 0.07161 143 640: 21%|██▏ | 12/56 [01:12<00:46, 1.06s/it] 42/299 6.87G 0.03818 0.03208 0.001343 0.07161 143 640: 23%|██▎ | 13/56 [01:12<08:29, 11.86s/it] 42/299 6.87G 0.03815 0.03181 0.001309 0.07127 122 640: 23%|██▎ | 13/56 [01:12<08:29, 11.86s/it] 42/299 6.87G 0.03815 0.03181 0.001309 0.07127 122 640: 25%|██▌ | 14/56 [01:12<05:50, 8.35s/it] 42/299 6.87G 0.03782 0.03175 0.001269 0.07084 152 640: 25%|██▌ | 14/56 [01:12<05:50, 8.35s/it] 42/299 6.87G 0.03782 0.03175 0.001269 0.07084 152 640: 27%|██▋ | 15/56 [01:12<04:01, 5.90s/it] 42/299 6.87G 0.03778 0.03129 0.001248 0.07031 116
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.631 0.466 0.508 0.251
0%| | 0/56 [00:00<?, ?it/s] 43/299 6.87G 0.04166 0.03472 0.0006668 0.07704 196 640: 0%| | 0/56 [00:26<?, ?it/s] 43/299 6.87G 0.04166 0.03472 0.0006668 0.07704 196 640: 2%|▏ | 1/56 [00:26<24:16, 26.49s/it] 43/299 6.87G 0.03995 0.03128 0.0008304 0.07207 159 640: 2%|▏ | 1/56 [00:26<24:16, 26.49s/it] 43/299 6.87G 0.03995 0.03128 0.0008304 0.07207 159 640: 4%|▎ | 2/56 [00:26<09:56, 11.04s/it] 43/299 6.87G 0.03991 0.03105 0.00088 0.07184 137 640: 4%|▎ | 2/56 [00:27<09:56, 11.04s/it] 43/299 6.87G 0.03991 0.03105 0.00088 0.07184 137 640: 5%|▌ | 3/56 [00:27<05:41, 6.44s/it] 43/299 6.87G 0.03909 0.03342 0.00108 0.07359 195 640: 5%|▌ | 3/56 [00:27<05:41, 6.44s/it] 43/299 6.87G 0.03909 0.03342 0.00108 0.07359 195 640: 7%|▋ | 4/56 [00:27<03:27, 3.99s/it] 43/299 6.87G 0.03811 0.03271 0.001095 0.07192 157 640: 7%|▋ | 4/56 [00:34<03:27, 3.99s/it] 43/299 6.87G 0.03811 0.03271 0.001095 0.07192 157 640: 9%|▉ | 5/56 [00:34<04:11, 4.93s/it] 43/299 6.87G 0.03736 0.03153 0.001001 0.06989 110 640: 9%|▉ | 5/56 [00:34<04:11, 4.93s/it] 43/299 6.87G 0.03736 0.03153 0.001001 0.06989 110 640: 11%|█ | 6/56 [00:34<02:46, 3.33s/it] 43/299 6.87G 0.03765 0.03133 0.001024 0.07 179 640: 11%|█ | 6/56 [00:34<02:46, 3.33s/it] 43/299 6.87G 0.03765 0.03133 0.001024 0.07 179 640: 12%|█▎ | 7/56 [00:34<01:53, 2.32s/it] 43/299 6.87G 0.03759 0.03237 0.001057 0.07102 226 640: 12%|█▎ | 7/56 [00:45<01:53, 2.32s/it] 43/299 6.87G 0.03759 0.03237 0.001057 0.07102 226 640: 14%|█▍ | 8/56 [00:45<03:58, 4.97s/it] 43/299 6.87G 0.03752 0.0319 0.001044 0.07046 153 640: 14%|█▍ | 8/56 [01:04<03:58, 4.97s/it] 43/299 6.87G 0.03752 0.0319 0.001044 0.07046 153 640: 16%|█▌ | 9/56 [01:04<07:16, 9.29s/it] 43/299 6.87G 0.03722 0.03219 0.001128 0.07054 208 640: 16%|█▌ | 9/56 [01:04<07:16, 9.29s/it] 43/299 6.87G 0.03722 0.03219 0.001128 0.07054 208 640: 18%|█▊ | 10/56 [01:04<04:58, 6.49s/it] 43/299 6.87G 0.03734 0.0315 0.001084 0.06992 109 640: 18%|█▊ | 10/56 [01:04<04:58, 6.49s/it] 43/299 6.87G 0.03734 0.0315 0.001084 0.06992 109 640: 20%|█▉ | 11/56 [01:04<03:25, 4.57s/it] 43/299 6.87G 0.03694 0.0317 0.001072 0.06972 148 640: 20%|█▉ | 11/56 [01:05<03:25, 4.57s/it] 43/299 6.87G 0.03694 0.0317 0.001072 0.06972 148 640: 21%|██▏ | 12/56 [01:05<02:23, 3.25s/it] 43/299 6.87G 0.03655 0.03114 0.001027 0.06872 129 640: 21%|██▏ | 12/56 [01:11<02:23, 3.25s/it] 43/299 6.87G 0.03655 0.03114 0.001027 0.06872 129 640: 23%|██▎ | 13/56 [01:11<03:05, 4.32s/it] 43/299 6.87G 0.03647 0.03105 0.001004 0.06853 184 640: 23%|██▎ | 13/56 [01:12<03:05, 4.32s/it] 43/299 6.87G 0.03647 0.03105 0.001004 0.06853 184 640: 25%|██▌ | 14/56 [01:12<02:09, 3.09s/it] 43/299 6.87G 0.0363 0.03075 0.0009717 0.06802 137 640: 25%|██▌ | 14/56 [01:12<02:09, 3.09s/it] 43/299 6.87G 0.0363 0.03075 0.0009717 0.06802 137 640: 27%|██▋ | 15/56 [01:12<01:31, 2.22s/it] 43/299 6.87G 0.03612 0.03059 0.0009447 0.06765 103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.672 0.445 0.506 0.242
0%| | 0/56 [00:00<?, ?it/s] 44/299 6.87G 0.03997 0.0381 0.0005318 0.0786 174 640: 0%| | 0/56 [00:40<?, ?it/s] 44/299 6.87G 0.03997 0.0381 0.0005318 0.0786 174 640: 2%|▏ | 1/56 [00:40<36:43, 40.06s/it] 44/299 6.87G 0.0397 0.038 0.0005916 0.0783 173 640: 2%|▏ | 1/56 [00:40<36:43, 40.06s/it] 44/299 6.87G 0.0397 0.038 0.0005916 0.0783 173 640: 4%|▎ | 2/56 [00:40<14:57, 16.63s/it] 44/299 6.87G 0.03943 0.03747 0.00103 0.07793 147 640: 4%|▎ | 2/56 [00:40<14:57, 16.63s/it] 44/299 6.87G 0.03943 0.03747 0.00103 0.07793 147 640: 5%|▌ | 3/56 [00:40<08:04, 9.14s/it] 44/299 6.87G 0.03906 0.03686 0.001151 0.07707 207 640: 5%|▌ | 3/56 [00:40<08:04, 9.14s/it] 44/299 6.87G 0.03906 0.03686 0.001151 0.07707 207 640: 7%|▋ | 4/56 [00:40<04:52, 5.62s/it] 44/299 6.87G 0.03894 0.03573 0.001093 0.07576 211 640: 7%|▋ | 4/56 [00:41<04:52, 5.62s/it] 44/299 6.87G 0.03894 0.03573 0.001093 0.07576 211 640: 9%|▉ | 5/56 [00:41<03:09, 3.71s/it] 44/299 6.87G 0.03875 0.03485 0.00117 0.07477 161 640: 9%|▉ | 5/56 [00:41<03:09, 3.71s/it] 44/299 6.87G 0.03875 0.03485 0.00117 0.07477 161 640: 11%|█ | 6/56 [00:41<02:06, 2.53s/it] 44/299 6.87G 0.03847 0.03444 0.001128 0.07404 165 640: 11%|█ | 6/56 [00:41<02:06, 2.53s/it] 44/299 6.87G 0.03847 0.03444 0.001128 0.07404 165 640: 12%|█▎ | 7/56 [00:41<01:27, 1.78s/it] 44/299 6.87G 0.03825 0.03394 0.001046 0.07324 152 640: 12%|█▎ | 7/56 [00:41<01:27, 1.78s/it] 44/299 6.87G 0.03825 0.03394 0.001046 0.07324 152 640: 14%|█▍ | 8/56 [00:41<01:01, 1.28s/it] 44/299 6.87G 0.0383 0.03404 0.001003 0.07334 216 640: 14%|█▍ | 8/56 [01:15<01:01, 1.28s/it] 44/299 6.87G 0.0383 0.03404 0.001003 0.07334 216 640: 16%|█▌ | 9/56 [01:15<08:51, 11.30s/it] 44/299 6.87G 0.03808 0.034 0.001079 0.07316 190 640: 16%|█▌ | 9/56 [01:15<08:51, 11.30s/it] 44/299 6.87G 0.03808 0.034 0.001079 0.07316 190 640: 18%|█▊ | 10/56 [01:15<06:02, 7.88s/it] 44/299 6.87G 0.03779 0.03382 0.001053 0.07266 171 640: 18%|█▊ | 10/56 [01:15<06:02, 7.88s/it] 44/299 6.87G 0.03779 0.03382 0.001053 0.07266 171 640: 20%|█▉ | 11/56 [01:15<04:09, 5.54s/it] 44/299 6.87G 0.03753 0.03391 0.00106 0.0725 159 640: 20%|█▉ | 11/56 [01:15<04:09, 5.54s/it] 44/299 6.87G 0.03753 0.03391 0.00106 0.0725 159 640: 21%|██▏ | 12/56 [01:15<02:52, 3.92s/it] 44/299 6.87G 0.03738 0.0335 0.00114 0.07203 122 640: 21%|██▏ | 12/56 [01:16<02:52, 3.92s/it] 44/299 6.87G 0.03738 0.0335 0.00114 0.07203 122 640: 23%|██▎ | 13/56 [01:16<02:01, 2.82s/it] 44/299 6.87G 0.03728 0.03319 0.001126 0.0716 123 640: 23%|██▎ | 13/56 [01:16<02:01, 2.82s/it] 44/299 6.87G 0.03728 0.03319 0.001126 0.0716 123 640: 25%|██▌ | 14/56 [01:16<01:25, 2.03s/it] 44/299 6.87G 0.03708 0.03313 0.001093 0.0713 158 640: 25%|██▌ | 14/56 [01:16<01:25, 2.03s/it] 44/299 6.87G 0.03708 0.03313 0.001093 0.0713 158 640: 27%|██▋ | 15/56 [01:16<01:01, 1.49s/it] 44/299 6.87G 0.03705 0.03245 0.001076 0.07057 100
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.532 0.499 0.243
0%| | 0/56 [00:00<?, ?it/s] 45/299 6.87G 0.04046 0.03184 0.0005582 0.07286 168 640: 0%| | 0/56 [00:43<?, ?it/s] 45/299 6.87G 0.04046 0.03184 0.0005582 0.07286 168 640: 2%|▏ | 1/56 [00:43<39:45, 43.37s/it] 45/299 6.87G 0.0386 0.03301 0.0009575 0.07257 208 640: 2%|▏ | 1/56 [00:43<39:45, 43.37s/it] 45/299 6.87G 0.0386 0.03301 0.0009575 0.07257 208 640: 4%|▎ | 2/56 [00:43<16:11, 17.99s/it] 45/299 6.87G 0.03745 0.03388 0.0008696 0.0722 167 640: 4%|▎ | 2/56 [00:43<16:11, 17.99s/it] 45/299 6.87G 0.03745 0.03388 0.0008696 0.0722 167 640: 5%|▌ | 3/56 [00:43<08:43, 9.88s/it] 45/299 6.87G 0.03775 0.03283 0.0007532 0.07133 128 640: 5%|▌ | 3/56 [00:44<08:43, 9.88s/it] 45/299 6.87G 0.03775 0.03283 0.0007532 0.07133 128 640: 7%|▋ | 4/56 [00:44<05:15, 6.07s/it] 45/299 6.87G 0.03715 0.0315 0.0007587 0.06941 160 640: 7%|▋ | 4/56 [00:44<05:15, 6.07s/it] 45/299 6.87G 0.03715 0.0315 0.0007587 0.06941 160 640: 9%|▉ | 5/56 [00:44<03:22, 3.98s/it] 45/299 6.87G 0.03699 0.03041 0.0007619 0.06815 121 640: 9%|▉ | 5/56 [00:44<03:22, 3.98s/it] 45/299 6.87G 0.03699 0.03041 0.0007619 0.06815 121 640: 11%|█ | 6/56 [00:44<02:15, 2.70s/it] 45/299 6.87G 0.03725 0.03025 0.0007241 0.06822 176 640: 11%|█ | 6/56 [00:44<02:15, 2.70s/it] 45/299 6.87G 0.03725 0.03025 0.0007241 0.06822 176 640: 12%|█▎ | 7/56 [00:44<01:32, 1.89s/it] 45/299 6.87G 0.03735 0.03105 0.0007302 0.06913 170 640: 12%|█▎ | 7/56 [00:44<01:32, 1.89s/it] 45/299 6.87G 0.03735 0.03105 0.0007302 0.06913 170 640: 14%|█▍ | 8/56 [00:44<01:05, 1.36s/it] 45/299 6.87G 0.03724 0.03072 0.0007031 0.06866 141 640: 14%|█▍ | 8/56 [01:18<01:05, 1.36s/it] 45/299 6.87G 0.03724 0.03072 0.0007031 0.06866 141 640: 16%|█▌ | 9/56 [01:18<08:54, 11.38s/it] 45/299 6.87G 0.03701 0.03135 0.0007572 0.06912 229 640: 16%|█▌ | 9/56 [01:18<08:54, 11.38s/it] 45/299 6.87G 0.03701 0.03135 0.0007572 0.06912 229 640: 18%|█▊ | 10/56 [01:18<06:04, 7.93s/it] 45/299 6.87G 0.0368 0.03159 0.000775 0.06917 168 640: 18%|█▊ | 10/56 [01:18<06:04, 7.93s/it] 45/299 6.87G 0.0368 0.03159 0.000775 0.06917 168 640: 20%|█▉ | 11/56 [01:18<04:10, 5.58s/it] 45/299 6.87G 0.03645 0.03142 0.0008192 0.0687 159 640: 20%|█▉ | 11/56 [01:19<04:10, 5.58s/it] 45/299 6.87G 0.03645 0.03142 0.0008192 0.0687 159 640: 21%|██▏ | 12/56 [01:19<02:53, 3.95s/it] 45/299 6.87G 0.03624 0.03149 0.0008238 0.06855 147 640: 21%|██▏ | 12/56 [01:19<02:53, 3.95s/it] 45/299 6.87G 0.03624 0.03149 0.0008238 0.06855 147 640: 23%|██▎ | 13/56 [01:19<02:01, 2.83s/it] 45/299 6.87G 0.03612 0.03137 0.0008023 0.06829 130 640: 23%|██▎ | 13/56 [01:19<02:01, 2.83s/it] 45/299 6.87G 0.03612 0.03137 0.0008023 0.06829 130 640: 25%|██▌ | 14/56 [01:19<01:25, 2.05s/it] 45/299 6.87G 0.03601 0.03113 0.0008504 0.06798 141 640: 25%|██▌ | 14/56 [01:19<01:25, 2.05s/it] 45/299 6.87G 0.03601 0.03113 0.0008504 0.06798 141 640: 27%|██▋ | 15/56 [01:19<01:01, 1.50s/it] 45/299 6.87G 0.03583 0.03085 0.0008289 0.06751 115
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.583 0.509 0.516 0.255
0%| | 0/56 [00:00<?, ?it/s] 46/299 6.87G 0.04043 0.04328 0.0007338 0.08444 217 640: 0%| | 0/56 [00:34<?, ?it/s] 46/299 6.87G 0.04043 0.04328 0.0007338 0.08444 217 640: 2%|▏ | 1/56 [00:34<32:00, 34.93s/it] 46/299 6.87G 0.03973 0.03769 0.0006144 0.07804 135 640: 2%|▏ | 1/56 [00:35<32:00, 34.93s/it] 46/299 6.87G 0.03973 0.03769 0.0006144 0.07804 135 640: 4%|▎ | 2/56 [00:35<13:03, 14.52s/it] 46/299 6.87G 0.03833 0.03471 0.0006458 0.07368 156 640: 4%|▎ | 2/56 [00:35<13:03, 14.52s/it] 46/299 6.87G 0.03833 0.03471 0.0006458 0.07368 156 640: 5%|▌ | 3/56 [00:35<07:03, 7.99s/it] 46/299 6.87G 0.03714 0.03289 0.0006839 0.07072 135 640: 5%|▌ | 3/56 [00:35<07:03, 7.99s/it] 46/299 6.87G 0.03714 0.03289 0.0006839 0.07072 135 640: 7%|▋ | 4/56 [00:35<04:16, 4.93s/it] 46/299 6.87G 0.03665 0.03109 0.0007212 0.06846 128 640: 7%|▋ | 4/56 [00:35<04:16, 4.93s/it] 46/299 6.87G 0.03665 0.03109 0.0007212 0.06846 128 640: 9%|▉ | 5/56 [00:35<02:45, 3.25s/it] 46/299 6.87G 0.03665 0.03068 0.0007752 0.0681 150 640: 9%|▉ | 5/56 [00:36<02:45, 3.25s/it] 46/299 6.87G 0.03665 0.03068 0.0007752 0.0681 150 640: 11%|█ | 6/56 [00:36<01:51, 2.22s/it] 46/299 6.87G 0.03623 0.02975 0.0007843 0.06676 107 640: 11%|█ | 6/56 [00:36<01:51, 2.22s/it] 46/299 6.87G 0.03623 0.02975 0.0007843 0.06676 107 640: 12%|█▎ | 7/56 [00:36<01:16, 1.57s/it] 46/299 6.87G 0.03598 0.03045 0.0008039 0.06723 190 640: 12%|█▎ | 7/56 [00:36<01:16, 1.57s/it] 46/299 6.87G 0.03598 0.03045 0.0008039 0.06723 190 640: 14%|█▍ | 8/56 [00:36<00:54, 1.14s/it] 46/299 6.87G 0.03587 0.03021 0.0008265 0.06691 142 640: 14%|█▍ | 8/56 [01:09<00:54, 1.14s/it] 46/299 6.87G 0.03587 0.03021 0.0008265 0.06691 142 640: 16%|█▌ | 9/56 [01:09<08:48, 11.23s/it] 46/299 6.87G 0.03551 0.03076 0.0009227 0.06719 195 640: 16%|█▌ | 9/56 [01:10<08:48, 11.23s/it] 46/299 6.87G 0.03551 0.03076 0.0009227 0.06719 195 640: 18%|█▊ | 10/56 [01:10<06:00, 7.84s/it] 46/299 6.87G 0.03534 0.03102 0.0009019 0.06726 184 640: 18%|█▊ | 10/56 [01:10<06:00, 7.84s/it] 46/299 6.87G 0.03534 0.03102 0.0009019 0.06726 184 640: 20%|█▉ | 11/56 [01:10<04:07, 5.51s/it] 46/299 6.87G 0.03559 0.03084 0.0009001 0.06733 126 640: 20%|█▉ | 11/56 [01:10<04:07, 5.51s/it] 46/299 6.87G 0.03559 0.03084 0.0009001 0.06733 126 640: 21%|██▏ | 12/56 [01:10<02:51, 3.90s/it] 46/299 6.87G 0.03553 0.03057 0.0009051 0.067 134 640: 21%|██▏ | 12/56 [01:10<02:51, 3.90s/it] 46/299 6.87G 0.03553 0.03057 0.0009051 0.067 134 640: 23%|██▎ | 13/56 [01:10<02:00, 2.80s/it] 46/299 6.87G 0.03529 0.03024 0.0008778 0.0664 135 640: 23%|██▎ | 13/56 [01:11<02:00, 2.80s/it] 46/299 6.87G 0.03529 0.03024 0.0008778 0.0664 135 640: 25%|██▌ | 14/56 [01:11<01:24, 2.02s/it] 46/299 6.87G 0.03526 0.03002 0.0008533 0.06614 125 640: 25%|██▌ | 14/56 [01:11<01:24, 2.02s/it] 46/299 6.87G 0.03526 0.03002 0.0008533 0.06614 125 640: 27%|██▋ | 15/56 [01:11<01:00, 1.48s/it] 46/299 6.87G 0.03505 0.03025 0.0008871 0.06619 141
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.553 0.582 0.543 0.264
0%| | 0/56 [00:00<?, ?it/s] 47/299 6.87G 0.03813 0.03395 0.000473 0.07255 182 640: 0%| | 0/56 [00:37<?, ?it/s] 47/299 6.87G 0.03813 0.03395 0.000473 0.07255 182 640: 2%|▏ | 1/56 [00:37<34:46, 37.93s/it] 47/299 6.87G 0.03649 0.02991 0.0005622 0.06696 138 640: 2%|▏ | 1/56 [00:38<34:46, 37.93s/it] 47/299 6.87G 0.03649 0.02991 0.0005622 0.06696 138 640: 4%|▎ | 2/56 [00:38<14:10, 15.75s/it] 47/299 6.87G 0.03603 0.03015 0.0006038 0.06678 172 640: 4%|▎ | 2/56 [00:38<14:10, 15.75s/it] 47/299 6.87G 0.03603 0.03015 0.0006038 0.06678 172 640: 5%|▌ | 3/56 [00:38<07:39, 8.66s/it] 47/299 6.87G 0.03563 0.02985 0.0006256 0.06611 159 640: 5%|▌ | 3/56 [00:38<07:39, 8.66s/it] 47/299 6.87G 0.03563 0.02985 0.0006256 0.06611 159 640: 7%|▋ | 4/56 [00:38<04:37, 5.33s/it] 47/299 6.87G 0.03548 0.02901 0.0009421 0.06544 147 640: 7%|▋ | 4/56 [00:38<04:37, 5.33s/it] 47/299 6.87G 0.03548 0.02901 0.0009421 0.06544 147 640: 9%|▉ | 5/56 [00:38<02:58, 3.50s/it] 47/299 6.87G 0.03554 0.02987 0.0009628 0.06637 143 640: 9%|▉ | 5/56 [00:39<02:58, 3.50s/it] 47/299 6.87G 0.03554 0.02987 0.0009628 0.06637 143 640: 11%|█ | 6/56 [00:39<01:59, 2.39s/it] 47/299 6.87G 0.03585 0.02945 0.0009071 0.06621 127 640: 11%|█ | 6/56 [00:39<01:59, 2.39s/it] 47/299 6.87G 0.03585 0.02945 0.0009071 0.06621 127 640: 12%|█▎ | 7/56 [00:39<01:22, 1.68s/it] 47/299 6.87G 0.03521 0.02954 0.0009962 0.06574 138 640: 12%|█▎ | 7/56 [00:39<01:22, 1.68s/it] 47/299 6.87G 0.03521 0.02954 0.0009962 0.06574 138 640: 14%|█▍ | 8/56 [00:39<00:58, 1.22s/it] 47/299 6.87G 0.03584 0.02916 0.0009866 0.06598 166 640: 14%|█▍ | 8/56 [01:13<00:58, 1.22s/it] 47/299 6.87G 0.03584 0.02916 0.0009866 0.06598 166 640: 16%|█▌ | 9/56 [01:13<08:51, 11.32s/it] 47/299 6.87G 0.0359 0.03002 0.0009697 0.06688 229 640: 16%|█▌ | 9/56 [01:13<08:51, 11.32s/it] 47/299 6.87G 0.0359 0.03002 0.0009697 0.06688 229 640: 18%|█▊ | 10/56 [01:13<06:03, 7.89s/it] 47/299 6.87G 0.03561 0.02968 0.0009355 0.06623 155 640: 18%|█▊ | 10/56 [01:13<06:03, 7.89s/it] 47/299 6.87G 0.03561 0.02968 0.0009355 0.06623 155 640: 20%|█▉ | 11/56 [01:13<04:09, 5.55s/it] 47/299 6.87G 0.03553 0.02992 0.0009729 0.06643 145 640: 20%|█▉ | 11/56 [01:13<04:09, 5.55s/it] 47/299 6.87G 0.03553 0.02992 0.0009729 0.06643 145 640: 21%|██▏ | 12/56 [01:13<02:52, 3.93s/it] 47/299 6.87G 0.03508 0.03018 0.0009475 0.0662 174 640: 21%|██▏ | 12/56 [01:13<02:52, 3.93s/it] 47/299 6.87G 0.03508 0.03018 0.0009475 0.0662 174 640: 23%|██▎ | 13/56 [01:13<02:01, 2.82s/it] 47/299 6.87G 0.03483 0.03032 0.0009395 0.06609 181 640: 23%|██▎ | 13/56 [01:14<02:01, 2.82s/it] 47/299 6.87G 0.03483 0.03032 0.0009395 0.06609 181 640: 25%|██▌ | 14/56 [01:14<01:25, 2.03s/it] 47/299 6.87G 0.03483 0.03022 0.0009126 0.06596 130 640: 25%|██▌ | 14/56 [01:14<01:25, 2.03s/it] 47/299 6.87G 0.03483 0.03022 0.0009126 0.06596 130 640: 27%|██▋ | 15/56 [01:14<01:01, 1.49s/it] 47/299 6.87G 0.03486 0.03002 0.0008823 0.06576 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.537 0.483 0.462 0.222
0%| | 0/56 [00:00<?, ?it/s] 48/299 6.87G 0.03822 0.03739 0.0009285 0.07654 175 640: 0%| | 0/56 [00:33<?, ?it/s] 48/299 6.87G 0.03822 0.03739 0.0009285 0.07654 175 640: 2%|▏ | 1/56 [00:33<30:34, 33.36s/it] 48/299 6.87G 0.039 0.03697 0.0008378 0.0768 195 640: 2%|▏ | 1/56 [00:33<30:34, 33.36s/it] 48/299 6.87G 0.039 0.03697 0.0008378 0.0768 195 640: 4%|▎ | 2/56 [00:33<12:28, 13.87s/it] 48/299 6.87G 0.03905 0.03475 0.0007774 0.07458 167 640: 4%|▎ | 2/56 [00:33<12:28, 13.87s/it] 48/299 6.87G 0.03905 0.03475 0.0007774 0.07458 167 640: 5%|▌ | 3/56 [00:33<06:44, 7.64s/it] 48/299 6.87G 0.03889 0.03316 0.0007049 0.07276 165 640: 5%|▌ | 3/56 [00:34<06:44, 7.64s/it] 48/299 6.87G 0.03889 0.03316 0.0007049 0.07276 165 640: 7%|▋ | 4/56 [00:34<04:05, 4.71s/it] 48/299 6.87G 0.03788 0.03139 0.000713 0.06998 162 640: 7%|▋ | 4/56 [00:34<04:05, 4.71s/it] 48/299 6.87G 0.03788 0.03139 0.000713 0.06998 162 640: 9%|▉ | 5/56 [00:34<02:47, 3.28s/it] 48/299 6.87G 0.03771 0.02987 0.0007303 0.06831 103 640: 9%|▉ | 5/56 [00:35<02:47, 3.28s/it] 48/299 6.87G 0.03771 0.02987 0.0007303 0.06831 103 640: 11%|█ | 6/56 [00:35<01:56, 2.33s/it] 48/299 6.87G 0.03743 0.02912 0.0007231 0.06728 139 640: 11%|█ | 6/56 [00:35<01:56, 2.33s/it] 48/299 6.87G 0.03743 0.02912 0.0007231 0.06728 139 640: 12%|█▎ | 7/56 [00:35<01:20, 1.64s/it] 48/299 6.87G 0.03748 0.02962 0.0009652 0.06806 176 640: 12%|█▎ | 7/56 [00:35<01:20, 1.64s/it] 48/299 6.87G 0.03748 0.02962 0.0009652 0.06806 176 640: 14%|█▍ | 8/56 [00:35<00:57, 1.19s/it] 48/299 6.87G 0.03751 0.02977 0.0009283 0.06821 143 640: 14%|█▍ | 8/56 [01:15<00:57, 1.19s/it] 48/299 6.87G 0.03751 0.02977 0.0009283 0.06821 143 640: 16%|█▌ | 9/56 [01:15<10:22, 13.25s/it] 48/299 6.87G 0.03785 0.02969 0.0009655 0.0685 167 640: 16%|█▌ | 9/56 [01:15<10:22, 13.25s/it] 48/299 6.87G 0.03785 0.02969 0.0009655 0.0685 167 640: 18%|█▊ | 10/56 [01:15<07:04, 9.23s/it] 48/299 6.87G 0.03761 0.02974 0.0009765 0.06833 160 640: 18%|█▊ | 10/56 [01:15<07:04, 9.23s/it] 48/299 6.87G 0.03761 0.02974 0.0009765 0.06833 160 640: 20%|█▉ | 11/56 [01:15<04:51, 6.48s/it] 48/299 6.87G 0.03756 0.03051 0.001073 0.06915 201 640: 20%|█▉ | 11/56 [01:16<04:51, 6.48s/it] 48/299 6.87G 0.03756 0.03051 0.001073 0.06915 201 640: 21%|██▏ | 12/56 [01:16<03:21, 4.57s/it] 48/299 6.87G 0.03764 0.03052 0.001135 0.06929 147 640: 21%|██▏ | 12/56 [01:16<03:21, 4.57s/it] 48/299 6.87G 0.03764 0.03052 0.001135 0.06929 147 640: 23%|██▎ | 13/56 [01:16<02:20, 3.27s/it] 48/299 6.87G 0.03773 0.0308 0.001094 0.06963 165 640: 23%|██▎ | 13/56 [01:16<02:20, 3.27s/it] 48/299 6.87G 0.03773 0.0308 0.001094 0.06963 165 640: 25%|██▌ | 14/56 [01:16<01:38, 2.35s/it] 48/299 6.87G 0.03787 0.03099 0.001069 0.06993 148 640: 25%|██▌ | 14/56 [01:16<01:38, 2.35s/it] 48/299 6.87G 0.03787 0.03099 0.001069 0.06993 148 640: 27%|██▋ | 15/56 [01:16<01:10, 1.71s/it] 48/299 6.87G 0.03776 0.03067 0.001036 0.06948 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.489 0.524 0.472 0.229
0%| | 0/56 [00:00<?, ?it/s] 49/299 6.87G 0.0382 0.03863 0.0004563 0.07729 195 640: 0%| | 0/56 [00:43<?, ?it/s] 49/299 6.87G 0.0382 0.03863 0.0004563 0.07729 195 640: 2%|▏ | 1/56 [00:43<39:35, 43.19s/it] 49/299 6.87G 0.03652 0.0333 0.0006293 0.07045 177 640: 2%|▏ | 1/56 [00:43<39:35, 43.19s/it] 49/299 6.87G 0.03652 0.0333 0.0006293 0.07045 177 640: 4%|▎ | 2/56 [00:43<16:07, 17.91s/it] 49/299 6.87G 0.03684 0.03233 0.0007219 0.0699 192 640: 4%|▎ | 2/56 [00:43<16:07, 17.91s/it] 49/299 6.87G 0.03684 0.03233 0.0007219 0.0699 192 640: 5%|▌ | 3/56 [00:43<08:41, 9.84s/it] 49/299 6.87G 0.0371 0.03255 0.00073 0.07039 189 640: 5%|▌ | 3/56 [00:43<08:41, 9.84s/it] 49/299 6.87G 0.0371 0.03255 0.00073 0.07039 189 640: 7%|▋ | 4/56 [00:43<05:14, 6.04s/it] 49/299 6.87G 0.03666 0.03193 0.0007639 0.06935 174 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 49/299 6.87G 0.03666 0.03193 0.0007639 0.06935 174 640: 9%|▉ | 5/56 [00:44<03:21, 3.95s/it] 49/299 6.87G 0.0371 0.03129 0.0007644 0.06916 169 640: 9%|▉ | 5/56 [00:44<03:21, 3.95s/it] 49/299 6.87G 0.0371 0.03129 0.0007644 0.06916 169 640: 11%|█ | 6/56 [00:44<02:14, 2.69s/it] 49/299 6.87G 0.03706 0.03169 0.0007953 0.06955 198 640: 11%|█ | 6/56 [00:44<02:14, 2.69s/it] 49/299 6.87G 0.03706 0.03169 0.0007953 0.06955 198 640: 12%|█▎ | 7/56 [00:44<01:32, 1.88s/it] 49/299 6.87G 0.03665 0.03098 0.0008007 0.06844 160 640: 12%|█▎ | 7/56 [00:44<01:32, 1.88s/it] 49/299 6.87G 0.03665 0.03098 0.0008007 0.06844 160 640: 14%|█▍ | 8/56 [00:44<01:05, 1.35s/it] 49/299 6.87G 0.0366 0.03084 0.0008566 0.06829 193 640: 14%|█▍ | 8/56 [01:17<01:05, 1.35s/it] 49/299 6.87G 0.0366 0.03084 0.0008566 0.06829 193 640: 16%|█▌ | 9/56 [01:17<08:45, 11.19s/it] 49/299 6.87G 0.03663 0.03061 0.0008675 0.06811 166 640: 16%|█▌ | 9/56 [01:17<08:45, 11.19s/it] 49/299 6.87G 0.03663 0.03061 0.0008675 0.06811 166 640: 18%|█▊ | 10/56 [01:17<05:59, 7.81s/it] 49/299 6.87G 0.03658 0.03068 0.0008619 0.06813 141 640: 18%|█▊ | 10/56 [01:18<05:59, 7.81s/it] 49/299 6.87G 0.03658 0.03068 0.0008619 0.06813 141 640: 20%|█▉ | 11/56 [01:18<04:06, 5.49s/it] 49/299 6.87G 0.03655 0.03091 0.0008758 0.06833 169 640: 20%|█▉ | 11/56 [01:18<04:06, 5.49s/it] 49/299 6.87G 0.03655 0.03091 0.0008758 0.06833 169 640: 21%|██▏ | 12/56 [01:18<02:51, 3.89s/it] 49/299 6.87G 0.0365 0.03099 0.0008567 0.06834 151 640: 21%|██▏ | 12/56 [01:18<02:51, 3.89s/it] 49/299 6.87G 0.0365 0.03099 0.0008567 0.06834 151 640: 23%|██▎ | 13/56 [01:18<01:59, 2.79s/it] 49/299 6.87G 0.03624 0.0307 0.0008357 0.06778 152 640: 23%|██▎ | 13/56 [01:18<01:59, 2.79s/it] 49/299 6.87G 0.03624 0.0307 0.0008357 0.06778 152 640: 25%|██▌ | 14/56 [01:18<01:24, 2.02s/it] 49/299 6.87G 0.03618 0.03063 0.0008233 0.06763 143 640: 25%|██▌ | 14/56 [01:19<01:24, 2.02s/it] 49/299 6.87G 0.03618 0.03063 0.0008233 0.06763 143 640: 27%|██▋ | 15/56 [01:19<01:00, 1.48s/it] 49/299 6.87G 0.03615 0.03033 0.0008322 0.06731 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.502 0.528 0.453 0.213
0%| | 0/56 [00:00<?, ?it/s] 50/299 6.87G 0.03807 0.03037 0.0008537 0.0693 128 640: 0%| | 0/56 [00:41<?, ?it/s] 50/299 6.87G 0.03807 0.03037 0.0008537 0.0693 128 640: 2%|▏ | 1/56 [00:41<37:48, 41.24s/it] 50/299 6.87G 0.03782 0.02922 0.000834 0.06788 130 640: 2%|▏ | 1/56 [00:41<37:48, 41.24s/it] 50/299 6.87G 0.03782 0.02922 0.000834 0.06788 130 640: 4%|▎ | 2/56 [00:41<15:24, 17.11s/it] 50/299 6.87G 0.03749 0.02814 0.0007842 0.06641 130 640: 4%|▎ | 2/56 [00:41<15:24, 17.11s/it] 50/299 6.87G 0.03749 0.02814 0.0007842 0.06641 130 640: 5%|▌ | 3/56 [00:41<08:18, 9.40s/it] 50/299 6.87G 0.03779 0.02999 0.0008352 0.06862 176 640: 5%|▌ | 3/56 [00:41<08:18, 9.40s/it] 50/299 6.87G 0.03779 0.02999 0.0008352 0.06862 176 640: 7%|▋ | 4/56 [00:41<05:00, 5.78s/it] 50/299 6.87G 0.03747 0.03031 0.0008069 0.06858 165 640: 7%|▋ | 4/56 [00:42<05:00, 5.78s/it] 50/299 6.87G 0.03747 0.03031 0.0008069 0.06858 165 640: 9%|▉ | 5/56 [00:42<03:13, 3.79s/it] 50/299 6.87G 0.0365 0.03075 0.0008531 0.0681 183 640: 9%|▉ | 5/56 [00:42<03:13, 3.79s/it] 50/299 6.87G 0.0365 0.03075 0.0008531 0.0681 183 640: 11%|█ | 6/56 [00:42<02:08, 2.58s/it] 50/299 6.87G 0.03645 0.03043 0.0009766 0.06786 169 640: 11%|█ | 6/56 [00:42<02:08, 2.58s/it] 50/299 6.87G 0.03645 0.03043 0.0009766 0.06786 169 640: 12%|█▎ | 7/56 [00:42<01:28, 1.81s/it] 50/299 6.87G 0.03617 0.03052 0.0009306 0.06762 178 640: 12%|█▎ | 7/56 [00:42<01:28, 1.81s/it] 50/299 6.87G 0.03617 0.03052 0.0009306 0.06762 178 640: 14%|█▍ | 8/56 [00:42<01:02, 1.31s/it] 50/299 6.87G 0.03565 0.03037 0.0009133 0.06694 157 640: 14%|█▍ | 8/56 [01:15<01:02, 1.31s/it] 50/299 6.87G 0.03565 0.03037 0.0009133 0.06694 157 640: 16%|█▌ | 9/56 [01:15<08:43, 11.14s/it] 50/299 6.87G 0.0355 0.03043 0.0009991 0.06693 173 640: 16%|█▌ | 9/56 [01:15<08:43, 11.14s/it] 50/299 6.87G 0.0355 0.03043 0.0009991 0.06693 173 640: 18%|█▊ | 10/56 [01:15<05:57, 7.77s/it] 50/299 6.87G 0.03518 0.03052 0.0009896 0.06668 184 640: 18%|█▊ | 10/56 [01:16<05:57, 7.77s/it] 50/299 6.87G 0.03518 0.03052 0.0009896 0.06668 184 640: 20%|█▉ | 11/56 [01:16<04:05, 5.46s/it] 50/299 6.87G 0.03479 0.03078 0.0009739 0.06654 195 640: 20%|█▉ | 11/56 [01:16<04:05, 5.46s/it] 50/299 6.87G 0.03479 0.03078 0.0009739 0.06654 195 640: 21%|██▏ | 12/56 [01:16<02:50, 3.87s/it] 50/299 6.87G 0.03475 0.03085 0.001042 0.06664 178 640: 21%|██▏ | 12/56 [01:16<02:50, 3.87s/it] 50/299 6.87G 0.03475 0.03085 0.001042 0.06664 178 640: 23%|██▎ | 13/56 [01:16<01:59, 2.78s/it] 50/299 6.87G 0.03487 0.03149 0.001041 0.06739 204 640: 23%|██▎ | 13/56 [01:16<01:59, 2.78s/it] 50/299 6.87G 0.03487 0.03149 0.001041 0.06739 204 640: 25%|██▌ | 14/56 [01:16<01:24, 2.01s/it] 50/299 6.87G 0.03466 0.03129 0.001013 0.06697 120 640: 25%|██▌ | 14/56 [01:17<01:24, 2.01s/it] 50/299 6.87G 0.03466 0.03129 0.001013 0.06697 120 640: 27%|██▋ | 15/56 [01:17<01:00, 1.47s/it] 50/299 6.87G 0.03449 0.03076 0.0009893 0.06624 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.58 0.533 0.504 0.246
0%| | 0/56 [00:00<?, ?it/s] 51/299 6.87G 0.03446 0.03842 0.0009234 0.07381 227 640: 0%| | 0/56 [00:31<?, ?it/s] 51/299 6.87G 0.03446 0.03842 0.0009234 0.07381 227 640: 2%|▏ | 1/56 [00:31<28:43, 31.33s/it] 51/299 6.87G 0.0364 0.03394 0.0007583 0.0711 167 640: 2%|▏ | 1/56 [00:31<28:43, 31.33s/it] 51/299 6.87G 0.0364 0.03394 0.0007583 0.0711 167 640: 4%|▎ | 2/56 [00:31<11:43, 13.04s/it] 51/299 6.87G 0.0368 0.03168 0.0007414 0.06923 134 640: 4%|▎ | 2/56 [00:32<11:43, 13.04s/it] 51/299 6.87G 0.0368 0.03168 0.0007414 0.06923 134 640: 5%|▌ | 3/56 [00:32<06:47, 7.68s/it] 51/299 6.87G 0.03639 0.03292 0.0009414 0.07025 201 640: 5%|▌ | 3/56 [00:33<06:47, 7.68s/it] 51/299 6.87G 0.03639 0.03292 0.0009414 0.07025 201 640: 7%|▋ | 4/56 [00:33<04:06, 4.74s/it] 51/299 6.87G 0.03583 0.03119 0.0008908 0.06791 133 640: 7%|▋ | 4/56 [00:33<04:06, 4.74s/it] 51/299 6.87G 0.03583 0.03119 0.0008908 0.06791 133 640: 9%|▉ | 5/56 [00:33<02:39, 3.13s/it] 51/299 6.87G 0.0358 0.03039 0.0008278 0.06702 102 640: 9%|▉ | 5/56 [00:33<02:39, 3.13s/it] 51/299 6.87G 0.0358 0.03039 0.0008278 0.06702 102 640: 11%|█ | 6/56 [00:33<01:47, 2.14s/it] 51/299 6.87G 0.03541 0.02966 0.0007862 0.06585 156 640: 11%|█ | 6/56 [00:33<01:47, 2.14s/it] 51/299 6.87G 0.03541 0.02966 0.0007862 0.06585 156 640: 12%|█▎ | 7/56 [00:33<01:14, 1.52s/it] 51/299 6.87G 0.03539 0.03099 0.0008213 0.0672 239 640: 12%|█▎ | 7/56 [00:34<01:14, 1.52s/it] 51/299 6.87G 0.03539 0.03099 0.0008213 0.0672 239 640: 14%|█▍ | 8/56 [00:34<00:53, 1.11s/it] 51/299 6.87G 0.03543 0.03075 0.00082 0.06701 168 640: 14%|█▍ | 8/56 [01:05<00:53, 1.11s/it] 51/299 6.87G 0.03543 0.03075 0.00082 0.06701 168 640: 16%|█▌ | 9/56 [01:05<08:21, 10.67s/it] 51/299 6.87G 0.03536 0.03123 0.0008734 0.06747 234 640: 16%|█▌ | 9/56 [01:05<08:21, 10.67s/it] 51/299 6.87G 0.03536 0.03123 0.0008734 0.06747 234 640: 18%|█▊ | 10/56 [01:06<05:42, 7.45s/it] 51/299 6.87G 0.03473 0.03103 0.0008409 0.0666 145 640: 18%|█▊ | 10/56 [01:07<05:42, 7.45s/it] 51/299 6.87G 0.03473 0.03103 0.0008409 0.0666 145 640: 20%|█▉ | 11/56 [01:07<04:15, 5.67s/it] 51/299 6.87G 0.03454 0.03055 0.0008417 0.06594 130 640: 20%|█▉ | 11/56 [01:07<04:15, 5.67s/it] 51/299 6.87G 0.03454 0.03055 0.0008417 0.06594 130 640: 21%|██▏ | 12/56 [01:07<02:56, 4.01s/it] 51/299 6.87G 0.03437 0.0305 0.0008585 0.06573 162 640: 21%|██▏ | 12/56 [01:08<02:56, 4.01s/it] 51/299 6.87G 0.03437 0.0305 0.0008585 0.06573 162 640: 23%|██▎ | 13/56 [01:08<02:03, 2.88s/it] 51/299 6.87G 0.03414 0.03038 0.0008658 0.06539 146 640: 23%|██▎ | 13/56 [01:08<02:03, 2.88s/it] 51/299 6.87G 0.03414 0.03038 0.0008658 0.06539 146 640: 25%|██▌ | 14/56 [01:08<01:27, 2.08s/it] 51/299 6.87G 0.03371 0.02999 0.0008387 0.06454 125 640: 25%|██▌ | 14/56 [01:08<01:27, 2.08s/it] 51/299 6.87G 0.03371 0.02999 0.0008387 0.06454 125 640: 27%|██▋ | 15/56 [01:08<01:02, 1.52s/it] 51/299 6.87G 0.03356 0.02985 0.0008181 0.06423 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.549 0.481 0.471 0.236
0%| | 0/56 [00:00<?, ?it/s] 52/299 6.87G 0.03937 0.03412 0.0005349 0.07402 172 640: 0%| | 0/56 [00:39<?, ?it/s] 52/299 6.87G 0.03937 0.03412 0.0005349 0.07402 172 640: 2%|▏ | 1/56 [00:39<36:37, 39.96s/it] 52/299 6.87G 0.03798 0.03452 0.0007313 0.07323 193 640: 2%|▏ | 1/56 [00:40<36:37, 39.96s/it] 52/299 6.87G 0.03798 0.03452 0.0007313 0.07323 193 640: 4%|▎ | 2/56 [00:40<14:55, 16.59s/it] 52/299 6.87G 0.03893 0.03328 0.0007605 0.07297 162 640: 4%|▎ | 2/56 [00:40<14:55, 16.59s/it] 52/299 6.87G 0.03893 0.03328 0.0007605 0.07297 162 640: 5%|▌ | 3/56 [00:40<08:03, 9.11s/it] 52/299 6.87G 0.03809 0.03278 0.0007045 0.07158 147 640: 5%|▌ | 3/56 [00:40<08:03, 9.11s/it] 52/299 6.87G 0.03809 0.03278 0.0007045 0.07158 147 640: 7%|▋ | 4/56 [00:40<04:51, 5.61s/it] 52/299 6.87G 0.0374 0.03078 0.0006719 0.06885 122 640: 7%|▋ | 4/56 [00:40<04:51, 5.61s/it] 52/299 6.87G 0.0374 0.03078 0.0006719 0.06885 122 640: 9%|▉ | 5/56 [00:40<03:07, 3.68s/it] 52/299 6.87G 0.03692 0.02981 0.0006721 0.0674 100 640: 9%|▉ | 5/56 [00:41<03:07, 3.68s/it] 52/299 6.87G 0.03692 0.02981 0.0006721 0.0674 100 640: 11%|█ | 6/56 [00:41<02:05, 2.50s/it] 52/299 6.87G 0.03639 0.02931 0.0006454 0.06634 140 640: 11%|█ | 6/56 [00:41<02:05, 2.50s/it] 52/299 6.87G 0.03639 0.02931 0.0006454 0.06634 140 640: 12%|█▎ | 7/56 [00:41<01:26, 1.76s/it] 52/299 6.87G 0.03594 0.02864 0.000638 0.06521 124 640: 12%|█▎ | 7/56 [00:41<01:26, 1.76s/it] 52/299 6.87G 0.03594 0.02864 0.000638 0.06521 124 640: 14%|█▍ | 8/56 [00:41<01:00, 1.27s/it] 52/299 6.87G 0.03582 0.0287 0.0006516 0.06517 149 640: 14%|█▍ | 8/56 [01:14<01:00, 1.27s/it] 52/299 6.87G 0.03582 0.0287 0.0006516 0.06517 149 640: 16%|█▌ | 9/56 [01:14<08:41, 11.10s/it] 52/299 6.87G 0.03563 0.02969 0.000685 0.06601 217 640: 16%|█▌ | 9/56 [01:14<08:41, 11.10s/it] 52/299 6.87G 0.03563 0.02969 0.000685 0.06601 217 640: 18%|█▊ | 10/56 [01:14<05:56, 7.74s/it] 52/299 6.87G 0.03537 0.02967 0.0007146 0.06575 160 640: 18%|█▊ | 10/56 [01:14<05:56, 7.74s/it] 52/299 6.87G 0.03537 0.02967 0.0007146 0.06575 160 640: 20%|█▉ | 11/56 [01:14<04:04, 5.44s/it] 52/299 6.87G 0.03524 0.03021 0.0007398 0.06619 214 640: 20%|█▉ | 11/56 [01:14<04:04, 5.44s/it] 52/299 6.87G 0.03524 0.03021 0.0007398 0.06619 214 640: 21%|██▏ | 12/56 [01:14<02:49, 3.86s/it] 52/299 6.87G 0.03505 0.03042 0.0007273 0.0662 184 640: 21%|██▏ | 12/56 [01:15<02:49, 3.86s/it] 52/299 6.87G 0.03505 0.03042 0.0007273 0.0662 184 640: 23%|██▎ | 13/56 [01:15<01:59, 2.77s/it] 52/299 6.87G 0.03494 0.03052 0.0008934 0.06635 160 640: 23%|██▎ | 13/56 [01:15<01:59, 2.77s/it] 52/299 6.87G 0.03494 0.03052 0.0008934 0.06635 160 640: 25%|██▌ | 14/56 [01:15<01:24, 2.00s/it] 52/299 6.87G 0.0347 0.03037 0.0009224 0.06599 172 640: 25%|██▌ | 14/56 [01:15<01:24, 2.00s/it] 52/299 6.87G 0.0347 0.03037 0.0009224 0.06599 172 640: 27%|██▋ | 15/56 [01:15<01:00, 1.47s/it] 52/299 6.87G 0.0346 0.0302 0.0009063 0.06571 106
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.594 0.537 0.521 0.261
0%| | 0/56 [00:00<?, ?it/s] 53/299 6.87G 0.03675 0.03231 0.0003838 0.06944 112 640: 0%| | 0/56 [00:31<?, ?it/s] 53/299 6.87G 0.03675 0.03231 0.0003838 0.06944 112 640: 2%|▏ | 1/56 [00:31<29:02, 31.68s/it] 53/299 6.87G 0.03552 0.03082 0.0003984 0.06673 150 640: 2%|▏ | 1/56 [00:31<29:02, 31.68s/it] 53/299 6.87G 0.03552 0.03082 0.0003984 0.06673 150 640: 4%|▎ | 2/56 [00:31<11:51, 13.18s/it] 53/299 6.87G 0.03575 0.03117 0.0004344 0.06736 184 640: 4%|▎ | 2/56 [00:32<11:51, 13.18s/it] 53/299 6.87G 0.03575 0.03117 0.0004344 0.06736 184 640: 5%|▌ | 3/56 [00:32<06:24, 7.26s/it] 53/299 6.87G 0.03587 0.02963 0.001409 0.06691 161 640: 5%|▌ | 3/56 [00:32<06:24, 7.26s/it] 53/299 6.87G 0.03587 0.02963 0.001409 0.06691 161 640: 7%|▋ | 4/56 [00:32<03:53, 4.49s/it] 53/299 6.87G 0.03505 0.029 0.001257 0.06531 163 640: 7%|▋ | 4/56 [00:32<03:53, 4.49s/it] 53/299 6.87G 0.03505 0.029 0.001257 0.06531 163 640: 9%|▉ | 5/56 [00:32<02:31, 2.97s/it] 53/299 6.87G 0.03472 0.02827 0.001173 0.06416 104 640: 9%|▉ | 5/56 [00:32<02:31, 2.97s/it] 53/299 6.87G 0.03472 0.02827 0.001173 0.06416 104 640: 11%|█ | 6/56 [00:32<01:41, 2.04s/it] 53/299 6.87G 0.03421 0.02744 0.001059 0.0627 141 640: 11%|█ | 6/56 [00:33<01:41, 2.04s/it] 53/299 6.87G 0.03421 0.02744 0.001059 0.0627 141 640: 12%|█▎ | 7/56 [00:33<01:10, 1.44s/it] 53/299 6.87G 0.03393 0.02752 0.001184 0.06263 159 640: 12%|█▎ | 7/56 [00:33<01:10, 1.44s/it] 53/299 6.87G 0.03393 0.02752 0.001184 0.06263 159 640: 14%|█▍ | 8/56 [00:33<00:50, 1.06s/it] 53/299 6.87G 0.03411 0.02752 0.001138 0.06277 161 640: 14%|█▍ | 8/56 [01:09<00:50, 1.06s/it] 53/299 6.87G 0.03411 0.02752 0.001138 0.06277 161 640: 16%|█▌ | 9/56 [01:09<09:26, 12.06s/it] 53/299 6.87G 0.03434 0.02726 0.001171 0.06278 138 640: 16%|█▌ | 9/56 [01:09<09:26, 12.06s/it] 53/299 6.87G 0.03434 0.02726 0.001171 0.06278 138 640: 18%|█▊ | 10/56 [01:09<06:26, 8.40s/it] 53/299 6.87G 0.03424 0.02769 0.001102 0.06303 157 640: 18%|█▊ | 10/56 [01:10<06:26, 8.40s/it] 53/299 6.87G 0.03424 0.02769 0.001102 0.06303 157 640: 20%|█▉ | 11/56 [01:10<04:25, 5.90s/it] 53/299 6.87G 0.03423 0.02799 0.001056 0.06327 172 640: 20%|█▉ | 11/56 [01:10<04:25, 5.90s/it] 53/299 6.87G 0.03423 0.02799 0.001056 0.06327 172 640: 21%|██▏ | 12/56 [01:10<03:03, 4.17s/it] 53/299 6.87G 0.03431 0.02804 0.001038 0.06339 184 640: 21%|██▏ | 12/56 [01:10<03:03, 4.17s/it] 53/299 6.87G 0.03431 0.02804 0.001038 0.06339 184 640: 23%|██▎ | 13/56 [01:10<02:08, 2.99s/it] 53/299 6.87G 0.03409 0.02796 0.00101 0.06306 156 640: 23%|██▎ | 13/56 [01:10<02:08, 2.99s/it] 53/299 6.87G 0.03409 0.02796 0.00101 0.06306 156 640: 25%|██▌ | 14/56 [01:10<01:30, 2.16s/it] 53/299 6.87G 0.03388 0.02801 0.0009907 0.06288 160 640: 25%|██▌ | 14/56 [01:10<01:30, 2.16s/it] 53/299 6.87G 0.03388 0.02801 0.0009907 0.06288 160 640: 27%|██▋ | 15/56 [01:10<01:04, 1.58s/it] 53/299 6.87G 0.03379 0.02846 0.0009849 0.06323 173
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.543 0.502 0.236
0%| | 0/56 [00:00<?, ?it/s] 54/299 6.87G 0.03839 0.02939 0.0004962 0.06827 182 640: 0%| | 0/56 [00:31<?, ?it/s] 54/299 6.87G 0.03839 0.02939 0.0004962 0.06827 182 640: 2%|▏ | 1/56 [00:31<28:27, 31.04s/it] 54/299 6.87G 0.03575 0.02813 0.000648 0.06453 150 640: 2%|▏ | 1/56 [00:31<28:27, 31.04s/it] 54/299 6.87G 0.03575 0.02813 0.000648 0.06453 150 640: 4%|▎ | 2/56 [00:31<11:37, 12.92s/it] 54/299 6.87G 0.037 0.02835 0.0006666 0.06602 135 640: 4%|▎ | 2/56 [00:31<11:37, 12.92s/it] 54/299 6.87G 0.037 0.02835 0.0006666 0.06602 135 640: 5%|▌ | 3/56 [00:31<06:17, 7.12s/it] 54/299 6.87G 0.03762 0.02839 0.0006157 0.06663 132 640: 5%|▌ | 3/56 [00:31<06:17, 7.12s/it] 54/299 6.87G 0.03762 0.02839 0.0006157 0.06663 132 640: 7%|▋ | 4/56 [00:31<03:48, 4.40s/it] 54/299 6.87G 0.03734 0.03026 0.0006949 0.06829 203 640: 7%|▋ | 4/56 [00:31<03:48, 4.40s/it] 54/299 6.87G 0.03734 0.03026 0.0006949 0.06829 203 640: 9%|▉ | 5/56 [00:31<02:28, 2.91s/it] 54/299 6.87G 0.03684 0.02908 0.0007084 0.06663 109 640: 9%|▉ | 5/56 [00:32<02:28, 2.91s/it] 54/299 6.87G 0.03684 0.02908 0.0007084 0.06663 109 640: 11%|█ | 6/56 [00:32<01:39, 2.00s/it] 54/299 6.87G 0.03655 0.02935 0.0008568 0.06676 148 640: 11%|█ | 6/56 [00:33<01:39, 2.00s/it] 54/299 6.87G 0.03655 0.02935 0.0008568 0.06676 148 640: 12%|█▎ | 7/56 [00:33<01:23, 1.71s/it] 54/299 6.87G 0.03594 0.02964 0.000892 0.06647 149 640: 12%|█▎ | 7/56 [00:33<01:23, 1.71s/it] 54/299 6.87G 0.03594 0.02964 0.000892 0.06647 149 640: 14%|█▍ | 8/56 [00:33<00:59, 1.24s/it] 54/299 6.87G 0.03561 0.02985 0.0008905 0.06635 192 640: 14%|█▍ | 8/56 [01:16<00:59, 1.24s/it] 54/299 6.87G 0.03561 0.02985 0.0008905 0.06635 192 640: 16%|█▌ | 9/56 [01:16<11:05, 14.17s/it] 54/299 6.87G 0.0351 0.03014 0.0008503 0.06609 198 640: 16%|█▌ | 9/56 [01:16<11:05, 14.17s/it] 54/299 6.87G 0.0351 0.03014 0.0008503 0.06609 198 640: 18%|█▊ | 10/56 [01:16<07:33, 9.87s/it] 54/299 6.87G 0.03466 0.0297 0.0008563 0.06521 162 640: 18%|█▊ | 10/56 [01:16<07:33, 9.87s/it] 54/299 6.87G 0.03466 0.0297 0.0008563 0.06521 162 640: 20%|█▉ | 11/56 [01:16<05:11, 6.92s/it] 54/299 6.87G 0.03457 0.02982 0.000833 0.06522 130 640: 20%|█▉ | 11/56 [01:16<05:11, 6.92s/it] 54/299 6.87G 0.03457 0.02982 0.000833 0.06522 130 640: 21%|██▏ | 12/56 [01:16<03:34, 4.88s/it] 54/299 6.87G 0.03458 0.02963 0.000853 0.06506 157 640: 21%|██▏ | 12/56 [01:17<03:34, 4.88s/it] 54/299 6.87G 0.03458 0.02963 0.000853 0.06506 157 640: 23%|██▎ | 13/56 [01:17<02:29, 3.48s/it] 54/299 6.87G 0.03449 0.02961 0.0008871 0.06498 169 640: 23%|██▎ | 13/56 [01:17<02:29, 3.48s/it] 54/299 6.87G 0.03449 0.02961 0.0008871 0.06498 169 640: 25%|██▌ | 14/56 [01:17<01:44, 2.50s/it] 54/299 6.87G 0.03449 0.0293 0.0009464 0.06474 156 640: 25%|██▌ | 14/56 [01:17<01:44, 2.50s/it] 54/299 6.87G 0.03449 0.0293 0.0009464 0.06474 156 640: 27%|██▋ | 15/56 [01:17<01:14, 1.82s/it] 54/299 6.87G 0.03425 0.0291 0.0009231 0.06427 141
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.567 0.497 0.481 0.229
0%| | 0/56 [00:00<?, ?it/s] 55/299 6.87G 0.03926 0.0386 0.0006 0.07845 208 640: 0%| | 0/56 [00:29<?, ?it/s] 55/299 6.87G 0.03926 0.0386 0.0006 0.07845 208 640: 2%|▏ | 1/56 [00:29<26:38, 29.05s/it] 55/299 6.87G 0.03679 0.0326 0.0005701 0.06996 185 640: 2%|▏ | 1/56 [00:29<26:38, 29.05s/it] 55/299 6.87G 0.03679 0.0326 0.0005701 0.06996 185 640: 4%|▎ | 2/56 [00:29<10:53, 12.10s/it] 55/299 6.87G 0.03711 0.03062 0.000574 0.06831 194 640: 4%|▎ | 2/56 [00:29<10:53, 12.10s/it] 55/299 6.87G 0.03711 0.03062 0.000574 0.06831 194 640: 5%|▌ | 3/56 [00:29<05:53, 6.68s/it] 55/299 6.87G 0.03601 0.02962 0.0005457 0.06617 160 640: 5%|▌ | 3/56 [00:29<05:53, 6.68s/it] 55/299 6.87G 0.03601 0.02962 0.0005457 0.06617 160 640: 7%|▋ | 4/56 [00:29<03:34, 4.13s/it] 55/299 6.87G 0.03529 0.02887 0.0006353 0.06479 135 640: 7%|▋ | 4/56 [00:30<03:34, 4.13s/it] 55/299 6.87G 0.03529 0.02887 0.0006353 0.06479 135 640: 9%|▉ | 5/56 [00:30<02:19, 2.74s/it] 55/299 6.87G 0.03489 0.02806 0.0006759 0.06363 157 640: 9%|▉ | 5/56 [00:30<02:19, 2.74s/it] 55/299 6.87G 0.03489 0.02806 0.0006759 0.06363 157 640: 11%|█ | 6/56 [00:30<01:34, 1.88s/it] 55/299 6.87G 0.03504 0.02807 0.0006641 0.06377 172 640: 11%|█ | 6/56 [00:34<01:34, 1.88s/it] 55/299 6.87G 0.03504 0.02807 0.0006641 0.06377 172 640: 12%|█▎ | 7/56 [00:34<02:04, 2.53s/it] 55/299 6.87G 0.03455 0.02833 0.0007118 0.06359 187 640: 12%|█▎ | 7/56 [00:34<02:04, 2.53s/it] 55/299 6.87G 0.03455 0.02833 0.0007118 0.06359 187 640: 14%|█▍ | 8/56 [00:34<01:26, 1.80s/it] 55/299 6.87G 0.03502 0.02864 0.0007051 0.06437 194 640: 14%|█▍ | 8/56 [01:09<01:26, 1.80s/it] 55/299 6.87G 0.03502 0.02864 0.0007051 0.06437 194 640: 16%|█▌ | 9/56 [01:09<09:31, 12.16s/it] 55/299 6.87G 0.03478 0.02826 0.0006946 0.06373 149 640: 16%|█▌ | 9/56 [01:09<09:31, 12.16s/it] 55/299 6.87G 0.03478 0.02826 0.0006946 0.06373 149 640: 18%|█▊ | 10/56 [01:09<06:29, 8.48s/it] 55/299 6.87G 0.03457 0.02879 0.0007108 0.06407 188 640: 18%|█▊ | 10/56 [01:09<06:29, 8.48s/it] 55/299 6.87G 0.03457 0.02879 0.0007108 0.06407 188 640: 20%|█▉ | 11/56 [01:09<04:27, 5.95s/it] 55/299 6.87G 0.03468 0.02864 0.0007311 0.06406 135 640: 20%|█▉ | 11/56 [01:09<04:27, 5.95s/it] 55/299 6.87G 0.03468 0.02864 0.0007311 0.06406 135 640: 21%|██▏ | 12/56 [01:09<03:05, 4.21s/it] 55/299 6.87G 0.03466 0.02906 0.0007071 0.06443 175 640: 21%|██▏ | 12/56 [01:10<03:05, 4.21s/it] 55/299 6.87G 0.03466 0.02906 0.0007071 0.06443 175 640: 23%|██▎ | 13/56 [01:10<02:09, 3.01s/it] 55/299 6.87G 0.03451 0.02888 0.0006945 0.06408 117 640: 23%|██▎ | 13/56 [01:10<02:09, 3.01s/it] 55/299 6.87G 0.03451 0.02888 0.0006945 0.06408 117 640: 25%|██▌ | 14/56 [01:10<01:31, 2.17s/it] 55/299 6.87G 0.03426 0.02863 0.0006871 0.06358 132 640: 25%|██▌ | 14/56 [01:10<01:31, 2.17s/it] 55/299 6.87G 0.03426 0.02863 0.0006871 0.06358 132 640: 27%|██▋ | 15/56 [01:10<01:04, 1.58s/it] 55/299 6.87G 0.03412 0.02846 0.0006751 0.06326 118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.514 0.505 0.48 0.231
0%| | 0/56 [00:00<?, ?it/s] 56/299 6.87G 0.04182 0.03883 0.0005699 0.08122 202 640: 0%| | 0/56 [00:42<?, ?it/s] 56/299 6.87G 0.04182 0.03883 0.0005699 0.08122 202 640: 2%|▏ | 1/56 [00:42<38:52, 42.41s/it] 56/299 6.87G 0.04055 0.03222 0.0007899 0.07356 150 640: 2%|▏ | 1/56 [00:42<38:52, 42.41s/it] 56/299 6.87G 0.04055 0.03222 0.0007899 0.07356 150 640: 4%|▎ | 2/56 [00:42<15:50, 17.59s/it] 56/299 6.87G 0.03877 0.03101 0.0008013 0.07059 183 640: 4%|▎ | 2/56 [00:42<15:50, 17.59s/it] 56/299 6.87G 0.03877 0.03101 0.0008013 0.07059 183 640: 5%|▌ | 3/56 [00:42<08:32, 9.66s/it] 56/299 6.87G 0.039 0.02802 0.0007787 0.06779 104 640: 5%|▌ | 3/56 [00:43<08:32, 9.66s/it] 56/299 6.87G 0.039 0.02802 0.0007787 0.06779 104 640: 7%|▋ | 4/56 [00:43<05:08, 5.93s/it] 56/299 6.87G 0.03834 0.02808 0.0008988 0.06732 155 640: 7%|▋ | 4/56 [00:43<05:08, 5.93s/it] 56/299 6.87G 0.03834 0.02808 0.0008988 0.06732 155 640: 9%|▉ | 5/56 [00:43<03:18, 3.89s/it] 56/299 6.87G 0.03773 0.02819 0.0008409 0.06676 161 640: 9%|▉ | 5/56 [00:43<03:18, 3.89s/it] 56/299 6.87G 0.03773 0.02819 0.0008409 0.06676 161 640: 11%|█ | 6/56 [00:43<02:12, 2.64s/it] 56/299 6.87G 0.03677 0.02787 0.0007795 0.06541 128 640: 11%|█ | 6/56 [00:43<02:12, 2.64s/it] 56/299 6.87G 0.03677 0.02787 0.0007795 0.06541 128 640: 12%|█▎ | 7/56 [00:43<01:30, 1.85s/it] 56/299 6.87G 0.03647 0.02778 0.0007597 0.06501 128 640: 12%|█▎ | 7/56 [00:44<01:30, 1.85s/it] 56/299 6.87G 0.03647 0.02778 0.0007597 0.06501 128 640: 14%|█▍ | 8/56 [00:44<01:03, 1.33s/it] 56/299 6.87G 0.03613 0.02776 0.0008145 0.0647 180 640: 14%|█▍ | 8/56 [01:16<01:03, 1.33s/it] 56/299 6.87G 0.03613 0.02776 0.0008145 0.0647 180 640: 16%|█▌ | 9/56 [01:16<08:47, 11.22s/it] 56/299 6.87G 0.03599 0.02834 0.0008244 0.06515 224 640: 16%|█▌ | 9/56 [01:17<08:47, 11.22s/it] 56/299 6.87G 0.03599 0.02834 0.0008244 0.06515 224 640: 18%|█▊ | 10/56 [01:17<05:59, 7.82s/it] 56/299 6.87G 0.03567 0.02881 0.0007925 0.06527 155 640: 18%|█▊ | 10/56 [01:17<05:59, 7.82s/it] 56/299 6.87G 0.03567 0.02881 0.0007925 0.06527 155 640: 20%|█▉ | 11/56 [01:17<04:07, 5.50s/it] 56/299 6.87G 0.03558 0.02831 0.0008254 0.06471 127 640: 20%|█▉ | 11/56 [01:17<04:07, 5.50s/it] 56/299 6.87G 0.03558 0.02831 0.0008254 0.06471 127 640: 21%|██▏ | 12/56 [01:17<02:51, 3.89s/it] 56/299 6.87G 0.03535 0.02816 0.0008202 0.06433 131 640: 21%|██▏ | 12/56 [01:17<02:51, 3.89s/it] 56/299 6.87G 0.03535 0.02816 0.0008202 0.06433 131 640: 23%|██▎ | 13/56 [01:17<02:00, 2.79s/it] 56/299 6.87G 0.03549 0.02815 0.0008069 0.06444 136 640: 23%|██▎ | 13/56 [01:18<02:00, 2.79s/it] 56/299 6.87G 0.03549 0.02815 0.0008069 0.06444 136 640: 25%|██▌ | 14/56 [01:18<01:24, 2.02s/it] 56/299 6.87G 0.03531 0.02809 0.0007802 0.06418 151 640: 25%|██▌ | 14/56 [01:18<01:24, 2.02s/it] 56/299 6.87G 0.03531 0.02809 0.0007802 0.06418 151 640: 27%|██▋ | 15/56 [01:18<01:00, 1.48s/it] 56/299 6.87G 0.03507 0.02782 0.0007594 0.06365 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.573 0.528 0.504 0.253
0%| | 0/56 [00:00<?, ?it/s] 57/299 6.87G 0.03901 0.03141 0.0003952 0.07081 183 640: 0%| | 0/56 [00:38<?, ?it/s] 57/299 6.87G 0.03901 0.03141 0.0003952 0.07081 183 640: 2%|▏ | 1/56 [00:38<35:29, 38.72s/it] 57/299 6.87G 0.03842 0.0307 0.0004127 0.06953 179 640: 2%|▏ | 1/56 [00:38<35:29, 38.72s/it] 57/299 6.87G 0.03842 0.0307 0.0004127 0.06953 179 640: 4%|▎ | 2/56 [00:38<14:27, 16.07s/it] 57/299 6.87G 0.03802 0.03019 0.0004708 0.06868 200 640: 4%|▎ | 2/56 [00:39<14:27, 16.07s/it] 57/299 6.87G 0.03802 0.03019 0.0004708 0.06868 200 640: 5%|▌ | 3/56 [00:39<07:48, 8.84s/it] 57/299 6.87G 0.03642 0.02912 0.0008976 0.06644 146 640: 5%|▌ | 3/56 [00:39<07:48, 8.84s/it] 57/299 6.87G 0.03642 0.02912 0.0008976 0.06644 146 640: 7%|▋ | 4/56 [00:39<04:42, 5.44s/it] 57/299 6.87G 0.03561 0.02732 0.0008318 0.06376 101 640: 7%|▋ | 4/56 [00:39<04:42, 5.44s/it] 57/299 6.87G 0.03561 0.02732 0.0008318 0.06376 101 640: 9%|▉ | 5/56 [00:39<03:01, 3.57s/it] 57/299 6.87G 0.03573 0.02665 0.0009052 0.06329 173 640: 9%|▉ | 5/56 [00:39<03:01, 3.57s/it] 57/299 6.87G 0.03573 0.02665 0.0009052 0.06329 173 640: 11%|█ | 6/56 [00:39<02:01, 2.43s/it] 57/299 6.87G 0.03619 0.02699 0.0008423 0.06402 160 640: 11%|█ | 6/56 [00:40<02:01, 2.43s/it] 57/299 6.87G 0.03619 0.02699 0.0008423 0.06402 160 640: 12%|█▎ | 7/56 [00:40<01:23, 1.71s/it] 57/299 6.87G 0.03612 0.02746 0.000831 0.06441 154 640: 12%|█▎ | 7/56 [00:40<01:23, 1.71s/it] 57/299 6.87G 0.03612 0.02746 0.000831 0.06441 154 640: 14%|█▍ | 8/56 [00:40<00:59, 1.24s/it] 57/299 6.87G 0.03626 0.02807 0.0008125 0.06515 202 640: 14%|█▍ | 8/56 [01:13<00:59, 1.24s/it] 57/299 6.87G 0.03626 0.02807 0.0008125 0.06515 202 640: 16%|█▌ | 9/56 [01:13<08:41, 11.10s/it] 57/299 6.87G 0.03615 0.02885 0.0008126 0.06582 203 640: 16%|█▌ | 9/56 [01:13<08:41, 11.10s/it] 57/299 6.87G 0.03615 0.02885 0.0008126 0.06582 203 640: 18%|█▊ | 10/56 [01:13<05:56, 7.74s/it] 57/299 6.87G 0.03575 0.029 0.0007877 0.06554 176 640: 18%|█▊ | 10/56 [01:13<05:56, 7.74s/it] 57/299 6.87G 0.03575 0.029 0.0007877 0.06554 176 640: 20%|█▉ | 11/56 [01:13<04:04, 5.44s/it] 57/299 6.87G 0.03553 0.02877 0.0007713 0.06507 117 640: 20%|█▉ | 11/56 [01:13<04:04, 5.44s/it] 57/299 6.87G 0.03553 0.02877 0.0007713 0.06507 117 640: 21%|██▏ | 12/56 [01:13<02:49, 3.86s/it] 57/299 6.87G 0.03555 0.02839 0.0007392 0.06468 117 640: 21%|██▏ | 12/56 [01:14<02:49, 3.86s/it] 57/299 6.87G 0.03555 0.02839 0.0007392 0.06468 117 640: 23%|██▎ | 13/56 [01:14<01:58, 2.77s/it] 57/299 6.87G 0.0353 0.02834 0.0007441 0.06439 142 640: 23%|██▎ | 13/56 [01:14<01:58, 2.77s/it] 57/299 6.87G 0.0353 0.02834 0.0007441 0.06439 142 640: 25%|██▌ | 14/56 [01:14<01:23, 2.00s/it] 57/299 6.87G 0.03508 0.02874 0.0007561 0.06457 239 640: 25%|██▌ | 14/56 [01:14<01:23, 2.00s/it] 57/299 6.87G 0.03508 0.02874 0.0007561 0.06457 239 640: 27%|██▋ | 15/56 [01:14<01:00, 1.46s/it] 57/299 6.87G 0.0348 0.02908 0.0007432 0.06462 184
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.591 0.481 0.494 0.247
0%| | 0/56 [00:00<?, ?it/s] 58/299 6.87G 0.03461 0.03402 0.0005903 0.06921 176 640: 0%| | 0/56 [00:34<?, ?it/s] 58/299 6.87G 0.03461 0.03402 0.0005903 0.06921 176 640: 2%|▏ | 1/56 [00:34<31:19, 34.18s/it] 58/299 6.87G 0.03471 0.03289 0.0007916 0.06839 170 640: 2%|▏ | 1/56 [00:34<31:19, 34.18s/it] 58/299 6.87G 0.03471 0.03289 0.0007916 0.06839 170 640: 4%|▎ | 2/56 [00:34<12:47, 14.20s/it] 58/299 6.87G 0.03377 0.03398 0.0007202 0.06847 172 640: 4%|▎ | 2/56 [00:34<12:47, 14.20s/it] 58/299 6.87G 0.03377 0.03398 0.0007202 0.06847 172 640: 5%|▌ | 3/56 [00:34<06:54, 7.82s/it] 58/299 6.87G 0.03395 0.03242 0.0007315 0.0671 156 640: 5%|▌ | 3/56 [00:34<06:54, 7.82s/it] 58/299 6.87G 0.03395 0.03242 0.0007315 0.0671 156 640: 7%|▋ | 4/56 [00:34<04:10, 4.82s/it] 58/299 6.87G 0.03376 0.03116 0.0007019 0.06562 134 640: 7%|▋ | 4/56 [00:35<04:10, 4.82s/it] 58/299 6.87G 0.03376 0.03116 0.0007019 0.06562 134 640: 9%|▉ | 5/56 [00:35<02:41, 3.17s/it] 58/299 6.87G 0.03371 0.03076 0.0007188 0.06518 203 640: 9%|▉ | 5/56 [00:35<02:41, 3.17s/it] 58/299 6.87G 0.03371 0.03076 0.0007188 0.06518 203 640: 11%|█ | 6/56 [00:35<01:48, 2.17s/it] 58/299 6.87G 0.03357 0.03035 0.000783 0.06471 157 640: 11%|█ | 6/56 [00:38<01:48, 2.17s/it] 58/299 6.87G 0.03357 0.03035 0.000783 0.06471 157 640: 12%|█▎ | 7/56 [00:38<02:05, 2.57s/it] 58/299 6.87G 0.03276 0.03003 0.0007965 0.06359 135 640: 12%|█▎ | 7/56 [00:38<02:05, 2.57s/it] 58/299 6.87G 0.03276 0.03003 0.0007965 0.06359 135 640: 14%|█▍ | 8/56 [00:38<01:27, 1.82s/it] 58/299 6.87G 0.03266 0.02978 0.0007861 0.06323 181 640: 14%|█▍ | 8/56 [01:08<01:27, 1.82s/it] 58/299 6.87G 0.03266 0.02978 0.0007861 0.06323 181 640: 16%|█▌ | 9/56 [01:08<08:13, 10.50s/it] 58/299 6.87G 0.03272 0.02938 0.0007451 0.06285 137 640: 16%|█▌ | 9/56 [01:08<08:13, 10.50s/it] 58/299 6.87G 0.03272 0.02938 0.0007451 0.06285 137 640: 18%|█▊ | 10/56 [01:08<05:37, 7.33s/it] 58/299 6.87G 0.0329 0.02966 0.0007215 0.06328 174 640: 18%|█▊ | 10/56 [01:08<05:37, 7.33s/it] 58/299 6.87G 0.0329 0.02966 0.0007215 0.06328 174 640: 20%|█▉ | 11/56 [01:08<03:51, 5.15s/it] 58/299 6.87G 0.03292 0.02953 0.0007276 0.06318 157 640: 20%|█▉ | 11/56 [01:09<03:51, 5.15s/it] 58/299 6.87G 0.03292 0.02953 0.0007276 0.06318 157 640: 21%|██▏ | 12/56 [01:09<02:40, 3.66s/it] 58/299 6.87G 0.03271 0.02929 0.0008246 0.06282 146 640: 21%|██▏ | 12/56 [01:09<02:40, 3.66s/it] 58/299 6.87G 0.03271 0.02929 0.0008246 0.06282 146 640: 23%|██▎ | 13/56 [01:09<01:52, 2.63s/it] 58/299 6.87G 0.03298 0.02923 0.0008164 0.06303 170 640: 23%|██▎ | 13/56 [01:09<01:52, 2.63s/it] 58/299 6.87G 0.03298 0.02923 0.0008164 0.06303 170 640: 25%|██▌ | 14/56 [01:09<01:19, 1.90s/it] 58/299 6.87G 0.03294 0.02909 0.0007997 0.06283 135 640: 25%|██▌ | 14/56 [01:12<01:19, 1.90s/it] 58/299 6.87G 0.03294 0.02909 0.0007997 0.06283 135 640: 27%|██▋ | 15/56 [01:12<01:32, 2.25s/it] 58/299 6.87G 0.03288 0.02889 0.000781 0.06254 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.563 0.518 0.482 0.23
0%| | 0/56 [00:00<?, ?it/s] 59/299 6.87G 0.0369 0.03639 0.0005371 0.07383 221 640: 0%| | 0/56 [00:32<?, ?it/s] 59/299 6.87G 0.0369 0.03639 0.0005371 0.07383 221 640: 2%|▏ | 1/56 [00:32<29:56, 32.66s/it] 59/299 6.87G 0.03687 0.03254 0.0005374 0.06995 188 640: 2%|▏ | 1/56 [00:32<29:56, 32.66s/it] 59/299 6.87G 0.03687 0.03254 0.0005374 0.06995 188 640: 4%|▎ | 2/56 [00:32<12:13, 13.58s/it] 59/299 6.87G 0.03691 0.02971 0.0006033 0.06722 130 640: 4%|▎ | 2/56 [00:33<12:13, 13.58s/it] 59/299 6.87G 0.03691 0.02971 0.0006033 0.06722 130 640: 5%|▌ | 3/56 [00:33<06:36, 7.48s/it] 59/299 6.87G 0.03636 0.02888 0.0006185 0.06586 155 640: 5%|▌ | 3/56 [00:33<06:36, 7.48s/it] 59/299 6.87G 0.03636 0.02888 0.0006185 0.06586 155 640: 7%|▋ | 4/56 [00:33<04:00, 4.62s/it] 59/299 6.87G 0.03632 0.02898 0.0006027 0.0659 157 640: 7%|▋ | 4/56 [00:33<04:00, 4.62s/it] 59/299 6.87G 0.03632 0.02898 0.0006027 0.0659 157 640: 9%|▉ | 5/56 [00:33<02:35, 3.04s/it] 59/299 6.87G 0.03578 0.02923 0.000642 0.06566 180 640: 9%|▉ | 5/56 [00:33<02:35, 3.04s/it] 59/299 6.87G 0.03578 0.02923 0.000642 0.06566 180 640: 11%|█ | 6/56 [00:33<01:44, 2.09s/it] 59/299 6.87G 0.03511 0.02947 0.000627 0.0652 174 640: 11%|█ | 6/56 [00:38<01:44, 2.09s/it] 59/299 6.87G 0.03511 0.02947 0.000627 0.0652 174 640: 12%|█▎ | 7/56 [00:38<02:29, 3.06s/it] 59/299 6.87G 0.03468 0.02936 0.0006995 0.06474 179 640: 12%|█▎ | 7/56 [00:39<02:29, 3.06s/it] 59/299 6.87G 0.03468 0.02936 0.0006995 0.06474 179 640: 14%|█▍ | 8/56 [00:39<01:43, 2.16s/it] 59/299 6.87G 0.03477 0.02914 0.0007 0.06461 165 640: 14%|█▍ | 8/56 [01:06<01:43, 2.16s/it] 59/299 6.87G 0.03477 0.02914 0.0007 0.06461 165 640: 16%|█▌ | 9/56 [01:06<07:59, 10.20s/it] 59/299 6.87G 0.03465 0.0289 0.000707 0.06426 153 640: 16%|█▌ | 9/56 [01:07<07:59, 10.20s/it] 59/299 6.87G 0.03465 0.0289 0.000707 0.06426 153 640: 18%|█▊ | 10/56 [01:07<05:27, 7.12s/it] 59/299 6.87G 0.03448 0.02919 0.0006834 0.06435 167 640: 18%|█▊ | 10/56 [01:07<05:27, 7.12s/it] 59/299 6.87G 0.03448 0.02919 0.0006834 0.06435 167 640: 20%|█▉ | 11/56 [01:07<03:45, 5.01s/it] 59/299 6.87G 0.03423 0.02921 0.0007634 0.06421 137 640: 20%|█▉ | 11/56 [01:07<03:45, 5.01s/it] 59/299 6.87G 0.03423 0.02921 0.0007634 0.06421 137 640: 21%|██▏ | 12/56 [01:07<02:36, 3.55s/it] 59/299 6.87G 0.03378 0.02894 0.0008009 0.06352 131 640: 21%|██▏ | 12/56 [01:07<02:36, 3.55s/it] 59/299 6.87G 0.03378 0.02894 0.0008009 0.06352 131 640: 23%|██▎ | 13/56 [01:07<01:49, 2.56s/it] 59/299 6.87G 0.03379 0.0291 0.0008137 0.0637 127 640: 23%|██▎ | 13/56 [01:08<01:49, 2.56s/it] 59/299 6.87G 0.03379 0.0291 0.0008137 0.0637 127 640: 25%|██▌ | 14/56 [01:08<01:17, 1.85s/it] 59/299 6.87G 0.03368 0.02884 0.0007911 0.06331 119 640: 25%|██▌ | 14/56 [01:13<01:17, 1.85s/it] 59/299 6.87G 0.03368 0.02884 0.0007911 0.06331 119 640: 27%|██▋ | 15/56 [01:13<01:53, 2.77s/it] 59/299 6.87G 0.03362 0.02901 0.0008351 0.06347 174
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.506 0.553 0.497 0.25
0%| | 0/56 [00:00<?, ?it/s] 60/299 6.87G 0.03507 0.03862 0.0003666 0.07406 166 640: 0%| | 0/56 [00:30<?, ?it/s] 60/299 6.87G 0.03507 0.03862 0.0003666 0.07406 166 640: 2%|▏ | 1/56 [00:30<27:37, 30.14s/it] 60/299 6.87G 0.03362 0.03435 0.0004336 0.0684 165 640: 2%|▏ | 1/56 [00:30<27:37, 30.14s/it] 60/299 6.87G 0.03362 0.03435 0.0004336 0.0684 165 640: 4%|▎ | 2/56 [00:30<11:17, 12.54s/it] 60/299 6.87G 0.03299 0.03171 0.0004479 0.06515 150 640: 4%|▎ | 2/56 [00:30<11:17, 12.54s/it] 60/299 6.87G 0.03299 0.03171 0.0004479 0.06515 150 640: 5%|▌ | 3/56 [00:30<06:06, 6.92s/it] 60/299 6.87G 0.03292 0.03047 0.0004529 0.06385 127 640: 5%|▌ | 3/56 [00:30<06:06, 6.92s/it] 60/299 6.87G 0.03292 0.03047 0.0004529 0.06385 127 640: 7%|▋ | 4/56 [00:30<03:42, 4.28s/it] 60/299 6.87G 0.0327 0.02924 0.0005651 0.0625 156 640: 7%|▋ | 4/56 [00:31<03:42, 4.28s/it] 60/299 6.87G 0.0327 0.02924 0.0005651 0.0625 156 640: 9%|▉ | 5/56 [00:31<02:24, 2.83s/it] 60/299 6.87G 0.03291 0.02802 0.0005851 0.06151 127 640: 9%|▉ | 5/56 [00:31<02:24, 2.83s/it] 60/299 6.87G 0.03291 0.02802 0.0005851 0.06151 127 640: 11%|█ | 6/56 [00:31<01:37, 1.94s/it] 60/299 6.87G 0.03251 0.02753 0.0005936 0.06063 157 640: 11%|█ | 6/56 [00:42<01:37, 1.94s/it] 60/299 6.87G 0.03251 0.02753 0.0005936 0.06063 157 640: 12%|█▎ | 7/56 [00:42<03:56, 4.82s/it] 60/299 6.87G 0.03214 0.02841 0.000589 0.06114 196 640: 12%|█▎ | 7/56 [00:42<03:56, 4.82s/it] 60/299 6.87G 0.03214 0.02841 0.000589 0.06114 196 640: 14%|█▍ | 8/56 [00:42<02:41, 3.36s/it] 60/299 6.87G 0.03223 0.02849 0.0005948 0.06131 170 640: 14%|█▍ | 8/56 [01:04<02:41, 3.36s/it] 60/299 6.87G 0.03223 0.02849 0.0005948 0.06131 170 640: 16%|█▌ | 9/56 [01:04<07:12, 9.19s/it] 60/299 6.87G 0.03214 0.02905 0.000717 0.06191 226 640: 16%|█▌ | 9/56 [01:04<07:12, 9.19s/it] 60/299 6.87G 0.03214 0.02905 0.000717 0.06191 226 640: 18%|█▊ | 10/56 [01:04<04:55, 6.43s/it] 60/299 6.87G 0.03213 0.02955 0.000696 0.06237 201 640: 18%|█▊ | 10/56 [01:04<04:55, 6.43s/it] 60/299 6.87G 0.03213 0.02955 0.000696 0.06237 201 640: 20%|█▉ | 11/56 [01:04<03:23, 4.53s/it] 60/299 6.87G 0.03242 0.03057 0.0007416 0.06373 174 640: 20%|█▉ | 11/56 [01:04<03:23, 4.53s/it] 60/299 6.87G 0.03242 0.03057 0.0007416 0.06373 174 640: 21%|██▏ | 12/56 [01:04<02:21, 3.22s/it] 60/299 6.87G 0.03268 0.03034 0.0007457 0.06376 167 640: 21%|██▏ | 12/56 [01:05<02:21, 3.22s/it] 60/299 6.87G 0.03268 0.03034 0.0007457 0.06376 167 640: 23%|██▎ | 13/56 [01:05<01:39, 2.32s/it] 60/299 6.87G 0.03261 0.03018 0.0009195 0.06371 133 640: 23%|██▎ | 13/56 [01:05<01:39, 2.32s/it] 60/299 6.87G 0.03261 0.03018 0.0009195 0.06371 133 640: 25%|██▌ | 14/56 [01:05<01:10, 1.69s/it] 60/299 6.87G 0.03255 0.02993 0.0009539 0.06343 91 640: 25%|██▌ | 14/56 [01:16<01:10, 1.69s/it] 60/299 6.87G 0.03255 0.02993 0.0009539 0.06343 91 640: 27%|██▋ | 15/56 [01:16<03:02, 4.45s/it] 60/299 6.87G 0.03233 0.02995 0.0009359 0.06322 146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.461 0.562 0.47 0.224
0%| | 0/56 [00:00<?, ?it/s] 61/299 6.87G 0.03836 0.04767 0.0003971 0.08643 221 640: 0%| | 0/56 [00:29<?, ?it/s] 61/299 6.87G 0.03836 0.04767 0.0003971 0.08643 221 640: 2%|▏ | 1/56 [00:29<27:15, 29.73s/it] 61/299 6.87G 0.03677 0.03944 0.0004464 0.07665 220 640: 2%|▏ | 1/56 [00:29<27:15, 29.73s/it] 61/299 6.87G 0.03677 0.03944 0.0004464 0.07665 220 640: 4%|▎ | 2/56 [00:29<11:08, 12.37s/it] 61/299 6.87G 0.0366 0.0369 0.000714 0.07421 168 640: 4%|▎ | 2/56 [00:30<11:08, 12.37s/it] 61/299 6.87G 0.0366 0.0369 0.000714 0.07421 168 640: 5%|▌ | 3/56 [00:30<06:01, 6.83s/it] 61/299 6.87G 0.03613 0.03338 0.0008447 0.07035 106 640: 5%|▌ | 3/56 [00:30<06:01, 6.83s/it] 61/299 6.87G 0.03613 0.03338 0.0008447 0.07035 106 640: 7%|▋ | 4/56 [00:30<03:39, 4.22s/it] 61/299 6.87G 0.03538 0.03205 0.0008303 0.06826 180 640: 7%|▋ | 4/56 [00:30<03:39, 4.22s/it] 61/299 6.87G 0.03538 0.03205 0.0008303 0.06826 180 640: 9%|▉ | 5/56 [00:30<02:22, 2.80s/it] 61/299 6.87G 0.03517 0.03043 0.0008651 0.06646 110 640: 9%|▉ | 5/56 [00:30<02:22, 2.80s/it] 61/299 6.87G 0.03517 0.03043 0.0008651 0.06646 110 640: 11%|█ | 6/56 [00:30<01:36, 1.92s/it] 61/299 6.87G 0.03471 0.02955 0.0008104 0.06507 167 640: 11%|█ | 6/56 [00:33<01:36, 1.92s/it] 61/299 6.87G 0.03471 0.02955 0.0008104 0.06507 167 640: 12%|█▎ | 7/56 [00:33<01:46, 2.17s/it] 61/299 6.87G 0.03472 0.02963 0.000797 0.06515 176 640: 12%|█▎ | 7/56 [00:33<01:46, 2.17s/it] 61/299 6.87G 0.03472 0.02963 0.000797 0.06515 176 640: 14%|█▍ | 8/56 [00:33<01:14, 1.55s/it] 61/299 6.87G 0.03422 0.02929 0.0007719 0.06428 173 640: 14%|█▍ | 8/56 [01:04<01:14, 1.55s/it] 61/299 6.87G 0.03422 0.02929 0.0007719 0.06428 173 640: 16%|█▌ | 9/56 [01:04<08:13, 10.51s/it] 61/299 6.87G 0.03378 0.02917 0.0008013 0.06376 195 640: 16%|█▌ | 9/56 [01:04<08:13, 10.51s/it] 61/299 6.87G 0.03378 0.02917 0.0008013 0.06376 195 640: 18%|█▊ | 10/56 [01:04<05:37, 7.34s/it] 61/299 6.87G 0.03365 0.02903 0.0007671 0.06345 117 640: 18%|█▊ | 10/56 [01:04<05:37, 7.34s/it] 61/299 6.87G 0.03365 0.02903 0.0007671 0.06345 117 640: 20%|█▉ | 11/56 [01:04<03:52, 5.16s/it] 61/299 6.87G 0.03327 0.02895 0.0007675 0.06299 160 640: 20%|█▉ | 11/56 [01:04<03:52, 5.16s/it] 61/299 6.87G 0.03327 0.02895 0.0007675 0.06299 160 640: 21%|██▏ | 12/56 [01:04<02:41, 3.66s/it] 61/299 6.87G 0.03342 0.02878 0.0007408 0.06294 108 640: 21%|██▏ | 12/56 [01:04<02:41, 3.66s/it] 61/299 6.87G 0.03342 0.02878 0.0007408 0.06294 108 640: 23%|██▎ | 13/56 [01:04<01:52, 2.63s/it] 61/299 6.87G 0.03345 0.0289 0.0007588 0.06312 172 640: 23%|██▎ | 13/56 [01:05<01:52, 2.63s/it] 61/299 6.87G 0.03345 0.0289 0.0007588 0.06312 172 640: 25%|██▌ | 14/56 [01:05<01:19, 1.90s/it] 61/299 6.87G 0.0334 0.02913 0.0007418 0.06327 179 640: 25%|██▌ | 14/56 [01:08<01:19, 1.90s/it] 61/299 6.87G 0.0334 0.02913 0.0007418 0.06327 179 640: 27%|██▋ | 15/56 [01:08<01:32, 2.25s/it] 61/299 6.87G 0.03324 0.02876 0.000721 0.06272 104
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.481 0.451 0.227
0%| | 0/56 [00:00<?, ?it/s] 62/299 6.87G 0.03464 0.02645 0.0006726 0.06176 175 640: 0%| | 0/56 [00:33<?, ?it/s] 62/299 6.87G 0.03464 0.02645 0.0006726 0.06176 175 640: 2%|▏ | 1/56 [00:33<30:24, 33.17s/it] 62/299 6.87G 0.03381 0.02325 0.0006689 0.05773 96 640: 2%|▏ | 1/56 [00:33<30:24, 33.17s/it] 62/299 6.87G 0.03381 0.02325 0.0006689 0.05773 96 640: 4%|▎ | 2/56 [00:33<12:24, 13.79s/it] 62/299 6.87G 0.03472 0.02422 0.0007171 0.05967 171 640: 4%|▎ | 2/56 [00:33<12:24, 13.79s/it] 62/299 6.87G 0.03472 0.02422 0.0007171 0.05967 171 640: 5%|▌ | 3/56 [00:33<06:42, 7.60s/it] 62/299 6.87G 0.03424 0.02411 0.0007461 0.0591 130 640: 5%|▌ | 3/56 [00:33<06:42, 7.60s/it] 62/299 6.87G 0.03424 0.02411 0.0007461 0.0591 130 640: 7%|▋ | 4/56 [00:33<04:03, 4.69s/it] 62/299 6.87G 0.03377 0.02337 0.0007214 0.05786 117 640: 7%|▋ | 4/56 [00:34<04:03, 4.69s/it] 62/299 6.87G 0.03377 0.02337 0.0007214 0.05786 117 640: 9%|▉ | 5/56 [00:34<02:38, 3.11s/it] 62/299 6.87G 0.03366 0.02363 0.0007187 0.058 165 640: 9%|▉ | 5/56 [00:34<02:38, 3.11s/it] 62/299 6.87G 0.03366 0.02363 0.0007187 0.058 165 640: 11%|█ | 6/56 [00:34<01:46, 2.13s/it] 62/299 6.87G 0.03377 0.02374 0.0007121 0.05823 168 640: 11%|█ | 6/56 [00:41<01:46, 2.13s/it] 62/299 6.87G 0.03377 0.02374 0.0007121 0.05823 168 640: 12%|█▎ | 7/56 [00:41<02:56, 3.60s/it] 62/299 6.87G 0.0338 0.02448 0.0006968 0.05897 161 640: 12%|█▎ | 7/56 [00:41<02:56, 3.60s/it] 62/299 6.87G 0.0338 0.02448 0.0006968 0.05897 161 640: 14%|█▍ | 8/56 [00:41<02:01, 2.53s/it] 62/299 6.87G 0.03421 0.025 0.0006674 0.05988 177 640: 14%|█▍ | 8/56 [01:07<02:01, 2.53s/it] 62/299 6.87G 0.03421 0.025 0.0006674 0.05988 177 640: 16%|█▌ | 9/56 [01:07<07:48, 9.98s/it] 62/299 6.87G 0.03404 0.02528 0.0006701 0.05999 193 640: 16%|█▌ | 9/56 [01:07<07:48, 9.98s/it] 62/299 6.87G 0.03404 0.02528 0.0006701 0.05999 193 640: 18%|█▊ | 10/56 [01:07<05:20, 6.97s/it] 62/299 6.87G 0.03378 0.02582 0.0006722 0.06027 180 640: 18%|█▊ | 10/56 [01:08<05:20, 6.97s/it] 62/299 6.87G 0.03378 0.02582 0.0006722 0.06027 180 640: 20%|█▉ | 11/56 [01:08<03:40, 4.90s/it] 62/299 6.87G 0.03392 0.02653 0.0006739 0.06113 164 640: 20%|█▉ | 11/56 [01:08<03:40, 4.90s/it] 62/299 6.87G 0.03392 0.02653 0.0006739 0.06113 164 640: 21%|██▏ | 12/56 [01:08<02:33, 3.48s/it] 62/299 6.87G 0.03391 0.02627 0.000735 0.06091 137 640: 21%|██▏ | 12/56 [01:08<02:33, 3.48s/it] 62/299 6.87G 0.03391 0.02627 0.000735 0.06091 137 640: 23%|██▎ | 13/56 [01:08<01:47, 2.51s/it] 62/299 6.87G 0.03394 0.02653 0.0007177 0.06119 181 640: 23%|██▎ | 13/56 [01:08<01:47, 2.51s/it] 62/299 6.87G 0.03394 0.02653 0.0007177 0.06119 181 640: 25%|██▌ | 14/56 [01:08<01:16, 1.82s/it] 62/299 6.87G 0.03375 0.02663 0.0006961 0.06108 156 640: 25%|██▌ | 14/56 [01:15<01:16, 1.82s/it] 62/299 6.87G 0.03375 0.02663 0.0006961 0.06108 156 640: 27%|██▋ | 15/56 [01:15<02:10, 3.17s/it] 62/299 6.87G 0.03362 0.0268 0.0006749 0.0611 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.54 0.518 0.464 0.224
0%| | 0/56 [00:00<?, ?it/s] 63/299 6.87G 0.03548 0.026 0.0007015 0.06219 182 640: 0%| | 0/56 [00:37<?, ?it/s] 63/299 6.87G 0.03548 0.026 0.0007015 0.06219 182 640: 2%|▏ | 1/56 [00:37<33:57, 37.04s/it] 63/299 6.87G 0.03503 0.0259 0.0008341 0.06176 163 640: 2%|▏ | 1/56 [00:37<33:57, 37.04s/it] 63/299 6.87G 0.03503 0.0259 0.0008341 0.06176 163 640: 4%|▎ | 2/56 [00:37<13:50, 15.39s/it] 63/299 6.87G 0.034 0.02696 0.0006987 0.06166 168 640: 4%|▎ | 2/56 [00:37<13:50, 15.39s/it] 63/299 6.87G 0.034 0.02696 0.0006987 0.06166 168 640: 5%|▌ | 3/56 [00:37<07:28, 8.46s/it] 63/299 6.87G 0.03384 0.02662 0.0006454 0.06111 137 640: 5%|▌ | 3/56 [00:37<07:28, 8.46s/it] 63/299 6.87G 0.03384 0.02662 0.0006454 0.06111 137 640: 7%|▋ | 4/56 [00:37<04:30, 5.21s/it] 63/299 6.87G 0.03316 0.02614 0.0006872 0.05999 169 640: 7%|▋ | 4/56 [00:37<04:30, 5.21s/it] 63/299 6.87G 0.03316 0.02614 0.0006872 0.05999 169 640: 9%|▉ | 5/56 [00:37<02:54, 3.42s/it] 63/299 6.87G 0.0324 0.02588 0.0006714 0.05896 122 640: 9%|▉ | 5/56 [00:38<02:54, 3.42s/it] 63/299 6.87G 0.0324 0.02588 0.0006714 0.05896 122 640: 11%|█ | 6/56 [00:38<01:56, 2.33s/it] 63/299 6.87G 0.03227 0.0271 0.0007106 0.06008 195 640: 11%|█ | 6/56 [00:38<01:56, 2.33s/it] 63/299 6.87G 0.03227 0.0271 0.0007106 0.06008 195 640: 12%|█▎ | 7/56 [00:38<01:20, 1.65s/it] 63/299 6.87G 0.03207 0.02727 0.0007582 0.0601 181 640: 12%|█▎ | 7/56 [00:38<01:20, 1.65s/it] 63/299 6.87G 0.03207 0.02727 0.0007582 0.0601 181 640: 14%|█▍ | 8/56 [00:38<00:57, 1.19s/it] 63/299 6.87G 0.03201 0.02719 0.0007363 0.05993 220 640: 14%|█▍ | 8/56 [01:11<00:57, 1.19s/it] 63/299 6.87G 0.03201 0.02719 0.0007363 0.05993 220 640: 16%|█▌ | 9/56 [01:11<08:37, 11.01s/it] 63/299 6.87G 0.03191 0.02713 0.0007345 0.05978 181 640: 16%|█▌ | 9/56 [01:11<08:37, 11.01s/it] 63/299 6.87G 0.03191 0.02713 0.0007345 0.05978 181 640: 18%|█▊ | 10/56 [01:11<05:53, 7.68s/it] 63/299 6.87G 0.03171 0.02732 0.0007046 0.05973 160 640: 18%|█▊ | 10/56 [01:11<05:53, 7.68s/it] 63/299 6.87G 0.03171 0.02732 0.0007046 0.05973 160 640: 20%|█▉ | 11/56 [01:11<04:02, 5.40s/it] 63/299 6.87G 0.0317 0.02752 0.0007866 0.06 154 640: 20%|█▉ | 11/56 [01:11<04:02, 5.40s/it] 63/299 6.87G 0.0317 0.02752 0.0007866 0.06 154 640: 21%|██▏ | 12/56 [01:11<02:48, 3.82s/it] 63/299 6.87G 0.03157 0.02759 0.000781 0.05995 140 640: 21%|██▏ | 12/56 [01:12<02:48, 3.82s/it] 63/299 6.87G 0.03157 0.02759 0.000781 0.05995 140 640: 23%|██▎ | 13/56 [01:12<01:58, 2.75s/it] 63/299 6.87G 0.03162 0.02748 0.0007726 0.05987 167 640: 23%|██▎ | 13/56 [01:12<01:58, 2.75s/it] 63/299 6.87G 0.03162 0.02748 0.0007726 0.05987 167 640: 25%|██▌ | 14/56 [01:12<01:23, 1.99s/it] 63/299 6.87G 0.03162 0.02723 0.0007835 0.05963 150 640: 25%|██▌ | 14/56 [01:12<01:23, 1.99s/it] 63/299 6.87G 0.03162 0.02723 0.0007835 0.05963 150 640: 27%|██▋ | 15/56 [01:12<00:59, 1.45s/it] 63/299 6.87G 0.03159 0.02699 0.0007601 0.05934 124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.593 0.549 0.526 0.256
0%| | 0/56 [00:00<?, ?it/s] 64/299 6.87G 0.03369 0.02843 0.0003627 0.06248 157 640: 0%| | 0/56 [00:38<?, ?it/s] 64/299 6.87G 0.03369 0.02843 0.0003627 0.06248 157 640: 2%|▏ | 1/56 [00:38<35:14, 38.44s/it] 64/299 6.87G 0.03523 0.02686 0.0005949 0.06269 151 640: 2%|▏ | 1/56 [00:38<35:14, 38.44s/it] 64/299 6.87G 0.03523 0.02686 0.0005949 0.06269 151 640: 4%|▎ | 2/56 [00:38<14:21, 15.96s/it] 64/299 6.87G 0.03444 0.02681 0.0005601 0.06181 182 640: 4%|▎ | 2/56 [00:38<14:21, 15.96s/it] 64/299 6.87G 0.03444 0.02681 0.0005601 0.06181 182 640: 5%|▌ | 3/56 [00:38<07:44, 8.77s/it] 64/299 6.87G 0.03442 0.02731 0.0005257 0.06225 158 640: 5%|▌ | 3/56 [00:39<07:44, 8.77s/it] 64/299 6.87G 0.03442 0.02731 0.0005257 0.06225 158 640: 7%|▋ | 4/56 [00:39<04:40, 5.40s/it] 64/299 6.87G 0.03403 0.02707 0.0007194 0.06182 146 640: 7%|▋ | 4/56 [00:39<04:40, 5.40s/it] 64/299 6.87G 0.03403 0.02707 0.0007194 0.06182 146 640: 9%|▉ | 5/56 [00:39<03:00, 3.54s/it] 64/299 6.87G 0.03377 0.02654 0.0008472 0.06116 134 640: 9%|▉ | 5/56 [00:39<03:00, 3.54s/it] 64/299 6.87G 0.03377 0.02654 0.0008472 0.06116 134 640: 11%|█ | 6/56 [00:39<02:00, 2.41s/it] 64/299 6.87G 0.03376 0.02755 0.0007954 0.06211 156 640: 11%|█ | 6/56 [00:39<02:00, 2.41s/it] 64/299 6.87G 0.03376 0.02755 0.0007954 0.06211 156 640: 12%|█▎ | 7/56 [00:39<01:23, 1.70s/it] 64/299 6.87G 0.03323 0.02757 0.0007795 0.06159 166 640: 12%|█▎ | 7/56 [00:40<01:23, 1.70s/it] 64/299 6.87G 0.03323 0.02757 0.0007795 0.06159 166 640: 14%|█▍ | 8/56 [00:40<00:58, 1.23s/it] 64/299 6.87G 0.03306 0.02749 0.0007712 0.06133 153 640: 14%|█▍ | 8/56 [01:12<00:58, 1.23s/it] 64/299 6.87G 0.03306 0.02749 0.0007712 0.06133 153 640: 16%|█▌ | 9/56 [01:12<08:39, 11.05s/it] 64/299 6.87G 0.03297 0.02771 0.0008149 0.0615 194 640: 16%|█▌ | 9/56 [01:12<08:39, 11.05s/it] 64/299 6.87G 0.03297 0.02771 0.0008149 0.0615 194 640: 18%|█▊ | 10/56 [01:12<05:54, 7.71s/it] 64/299 6.87G 0.03315 0.02812 0.0007958 0.06206 169 640: 18%|█▊ | 10/56 [01:13<05:54, 7.71s/it] 64/299 6.87G 0.03315 0.02812 0.0007958 0.06206 169 640: 20%|█▉ | 11/56 [01:13<04:03, 5.42s/it] 64/299 6.87G 0.03291 0.02826 0.0008173 0.062 157 640: 20%|█▉ | 11/56 [01:13<04:03, 5.42s/it] 64/299 6.87G 0.03291 0.02826 0.0008173 0.062 157 640: 21%|██▏ | 12/56 [01:13<02:48, 3.84s/it] 64/299 6.87G 0.03278 0.02833 0.0008422 0.06196 157 640: 21%|██▏ | 12/56 [01:13<02:48, 3.84s/it] 64/299 6.87G 0.03278 0.02833 0.0008422 0.06196 157 640: 23%|██▎ | 13/56 [01:13<01:58, 2.76s/it] 64/299 6.87G 0.03285 0.02847 0.0008213 0.06214 173 640: 23%|██▎ | 13/56 [01:13<01:58, 2.76s/it] 64/299 6.87G 0.03285 0.02847 0.0008213 0.06214 173 640: 25%|██▌ | 14/56 [01:13<01:23, 1.99s/it] 64/299 6.87G 0.03265 0.02831 0.000801 0.06176 172 640: 25%|██▌ | 14/56 [01:14<01:23, 1.99s/it] 64/299 6.87G 0.03265 0.02831 0.000801 0.06176 172 640: 27%|██▋ | 15/56 [01:14<00:59, 1.46s/it] 64/299 6.87G 0.0325 0.02834 0.0007737 0.06161 158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.629 0.488 0.508 0.245
0%| | 0/56 [00:00<?, ?it/s] 65/299 6.87G 0.03397 0.03115 0.0003181 0.06544 147 640: 0%| | 0/56 [00:31<?, ?it/s] 65/299 6.87G 0.03397 0.03115 0.0003181 0.06544 147 640: 2%|▏ | 1/56 [00:31<28:52, 31.50s/it] 65/299 6.87G 0.03346 0.03104 0.000411 0.06491 173 640: 2%|▏ | 1/56 [00:31<28:52, 31.50s/it] 65/299 6.87G 0.03346 0.03104 0.000411 0.06491 173 640: 4%|▎ | 2/56 [00:31<11:47, 13.10s/it] 65/299 6.87G 0.0329 0.02917 0.000454 0.06252 162 640: 4%|▎ | 2/56 [00:31<11:47, 13.10s/it] 65/299 6.87G 0.0329 0.02917 0.000454 0.06252 162 640: 5%|▌ | 3/56 [00:31<06:22, 7.22s/it] 65/299 6.87G 0.03389 0.02974 0.0004504 0.06408 191 640: 5%|▌ | 3/56 [00:32<06:22, 7.22s/it] 65/299 6.87G 0.03389 0.02974 0.0004504 0.06408 191 640: 7%|▋ | 4/56 [00:32<03:52, 4.46s/it] 65/299 6.87G 0.03371 0.0286 0.0004975 0.06281 136 640: 7%|▋ | 4/56 [00:32<03:52, 4.46s/it] 65/299 6.87G 0.03371 0.0286 0.0004975 0.06281 136 640: 9%|▉ | 5/56 [00:32<02:30, 2.95s/it] 65/299 6.87G 0.03398 0.02805 0.0005223 0.06255 130 640: 9%|▉ | 5/56 [00:32<02:30, 2.95s/it] 65/299 6.87G 0.03398 0.02805 0.0005223 0.06255 130 640: 11%|█ | 6/56 [00:32<01:41, 2.02s/it] 65/299 6.87G 0.03357 0.02787 0.0005482 0.06199 171 640: 11%|█ | 6/56 [00:32<01:41, 2.02s/it] 65/299 6.87G 0.03357 0.02787 0.0005482 0.06199 171 640: 12%|█▎ | 7/56 [00:32<01:10, 1.44s/it] 65/299 6.87G 0.03343 0.02744 0.0005891 0.06146 120 640: 12%|█▎ | 7/56 [00:33<01:10, 1.44s/it] 65/299 6.87G 0.03343 0.02744 0.0005891 0.06146 120 640: 14%|█▍ | 8/56 [00:33<00:50, 1.05s/it] 65/299 6.87G 0.03328 0.02693 0.0006022 0.06081 114 640: 14%|█▍ | 8/56 [01:05<00:50, 1.05s/it] 65/299 6.87G 0.03328 0.02693 0.0006022 0.06081 114 640: 16%|█▌ | 9/56 [01:05<08:31, 10.88s/it] 65/299 6.87G 0.03299 0.02691 0.000629 0.06052 171 640: 16%|█▌ | 9/56 [01:05<08:31, 10.88s/it] 65/299 6.87G 0.03299 0.02691 0.000629 0.06052 171 640: 18%|█▊ | 10/56 [01:05<05:49, 7.59s/it] 65/299 6.87G 0.03258 0.02668 0.0006141 0.05988 124 640: 18%|█▊ | 10/56 [01:06<05:49, 7.59s/it] 65/299 6.87G 0.03258 0.02668 0.0006141 0.05988 124 640: 20%|█▉ | 11/56 [01:06<04:00, 5.34s/it] 65/299 6.87G 0.03239 0.02716 0.0006397 0.06019 178 640: 20%|█▉ | 11/56 [01:06<04:00, 5.34s/it] 65/299 6.87G 0.03239 0.02716 0.0006397 0.06019 178 640: 21%|██▏ | 12/56 [01:06<02:46, 3.78s/it] 65/299 6.87G 0.03204 0.02698 0.0006186 0.05964 143 640: 21%|██▏ | 12/56 [01:06<02:46, 3.78s/it] 65/299 6.87G 0.03204 0.02698 0.0006186 0.05964 143 640: 23%|██▎ | 13/56 [01:06<01:56, 2.72s/it] 65/299 6.87G 0.03211 0.02727 0.0006754 0.06005 175 640: 23%|██▎ | 13/56 [01:06<01:56, 2.72s/it] 65/299 6.87G 0.03211 0.02727 0.0006754 0.06005 175 640: 25%|██▌ | 14/56 [01:06<01:22, 1.97s/it] 65/299 6.87G 0.03192 0.02702 0.0006606 0.0596 129 640: 25%|██▌ | 14/56 [01:07<01:22, 1.97s/it] 65/299 6.87G 0.03192 0.02702 0.0006606 0.0596 129 640: 27%|██▋ | 15/56 [01:07<00:59, 1.44s/it] 65/299 6.87G 0.03208 0.02672 0.0006454 0.05944 104
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.626 0.497 0.507 0.243
0%| | 0/56 [00:00<?, ?it/s] 66/299 6.87G 0.0345 0.03049 0.0003879 0.06538 209 640: 0%| | 0/56 [00:42<?, ?it/s] 66/299 6.87G 0.0345 0.03049 0.0003879 0.06538 209 640: 2%|▏ | 1/56 [00:42<39:08, 42.70s/it] 66/299 6.87G 0.03368 0.02902 0.0004409 0.06314 178 640: 2%|▏ | 1/56 [00:42<39:08, 42.70s/it] 66/299 6.87G 0.03368 0.02902 0.0004409 0.06314 178 640: 4%|▎ | 2/56 [00:42<15:56, 17.71s/it] 66/299 6.87G 0.03372 0.0283 0.0005165 0.06253 162 640: 4%|▎ | 2/56 [00:43<15:56, 17.71s/it] 66/299 6.87G 0.03372 0.0283 0.0005165 0.06253 162 640: 5%|▌ | 3/56 [00:43<08:35, 9.73s/it] 66/299 6.87G 0.03388 0.02853 0.0005012 0.0629 173 640: 5%|▌ | 3/56 [00:43<08:35, 9.73s/it] 66/299 6.87G 0.03388 0.02853 0.0005012 0.0629 173 640: 7%|▋ | 4/56 [00:43<05:10, 5.98s/it] 66/299 6.87G 0.03334 0.02666 0.0004847 0.06049 122 640: 7%|▋ | 4/56 [00:43<05:10, 5.98s/it] 66/299 6.87G 0.03334 0.02666 0.0004847 0.06049 122 640: 9%|▉ | 5/56 [00:43<03:19, 3.91s/it] 66/299 6.87G 0.03255 0.02631 0.0005495 0.05941 140 640: 9%|▉ | 5/56 [00:43<03:19, 3.91s/it] 66/299 6.87G 0.03255 0.02631 0.0005495 0.05941 140 640: 11%|█ | 6/56 [00:43<02:12, 2.66s/it] 66/299 6.87G 0.03236 0.02653 0.0005503 0.05944 155 640: 11%|█ | 6/56 [00:44<02:12, 2.66s/it] 66/299 6.87G 0.03236 0.02653 0.0005503 0.05944 155 640: 12%|█▎ | 7/56 [00:44<01:31, 1.86s/it] 66/299 6.87G 0.03222 0.02677 0.0005732 0.05956 151 640: 12%|█▎ | 7/56 [00:44<01:31, 1.86s/it] 66/299 6.87G 0.03222 0.02677 0.0005732 0.05956 151 640: 14%|█▍ | 8/56 [00:44<01:04, 1.34s/it] 66/299 6.87G 0.03172 0.02604 0.0005521 0.05831 101 640: 14%|█▍ | 8/56 [01:16<01:04, 1.34s/it] 66/299 6.87G 0.03172 0.02604 0.0005521 0.05831 101 640: 16%|█▌ | 9/56 [01:16<08:42, 11.12s/it] 66/299 6.87G 0.03156 0.02672 0.0006395 0.05892 228 640: 16%|█▌ | 9/56 [01:17<08:42, 11.12s/it] 66/299 6.87G 0.03156 0.02672 0.0006395 0.05892 228 640: 18%|█▊ | 10/56 [01:17<05:56, 7.76s/it] 66/299 6.87G 0.03152 0.02701 0.0006259 0.05916 166 640: 18%|█▊ | 10/56 [01:17<05:56, 7.76s/it] 66/299 6.87G 0.03152 0.02701 0.0006259 0.05916 166 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 66/299 6.87G 0.03136 0.02713 0.000622 0.05912 162 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 66/299 6.87G 0.03136 0.02713 0.000622 0.05912 162 640: 21%|██▏ | 12/56 [01:17<02:50, 3.86s/it] 66/299 6.87G 0.03109 0.02699 0.0006083 0.05869 133 640: 21%|██▏ | 12/56 [01:17<02:50, 3.86s/it] 66/299 6.87G 0.03109 0.02699 0.0006083 0.05869 133 640: 23%|██▎ | 13/56 [01:17<01:59, 2.77s/it] 66/299 6.87G 0.03096 0.02661 0.0007008 0.05828 144 640: 23%|██▎ | 13/56 [01:18<01:59, 2.77s/it] 66/299 6.87G 0.03096 0.02661 0.0007008 0.05828 144 640: 25%|██▌ | 14/56 [01:18<01:24, 2.01s/it] 66/299 6.87G 0.03099 0.02653 0.0007019 0.05823 141 640: 25%|██▌ | 14/56 [01:18<01:24, 2.01s/it] 66/299 6.87G 0.03099 0.02653 0.0007019 0.05823 141 640: 27%|██▋ | 15/56 [01:18<01:00, 1.47s/it] 66/299 6.87G 0.03087 0.02614 0.0007775 0.05779 99
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.681 0.447 0.483 0.238
0%| | 0/56 [00:00<?, ?it/s] 67/299 6.87G 0.03209 0.03079 0.0003385 0.06322 139 640: 0%| | 0/56 [00:31<?, ?it/s] 67/299 6.87G 0.03209 0.03079 0.0003385 0.06322 139 640: 2%|▏ | 1/56 [00:31<28:42, 31.32s/it] 67/299 6.87G 0.03144 0.02869 0.0003902 0.06052 172 640: 2%|▏ | 1/56 [00:31<28:42, 31.32s/it] 67/299 6.87G 0.03144 0.02869 0.0003902 0.06052 172 640: 4%|▎ | 2/56 [00:31<11:43, 13.03s/it] 67/299 6.87G 0.03203 0.02806 0.0004259 0.06051 181 640: 4%|▎ | 2/56 [00:31<11:43, 13.03s/it] 67/299 6.87G 0.03203 0.02806 0.0004259 0.06051 181 640: 5%|▌ | 3/56 [00:31<06:20, 7.18s/it] 67/299 6.87G 0.03169 0.02801 0.0004208 0.06012 156 640: 5%|▌ | 3/56 [00:32<06:20, 7.18s/it] 67/299 6.87G 0.03169 0.02801 0.0004208 0.06012 156 640: 7%|▋ | 4/56 [00:32<03:50, 4.44s/it] 67/299 6.87G 0.03154 0.02917 0.0006423 0.06135 198 640: 7%|▋ | 4/56 [00:32<03:50, 4.44s/it] 67/299 6.87G 0.03154 0.02917 0.0006423 0.06135 198 640: 9%|▉ | 5/56 [00:32<02:29, 2.93s/it] 67/299 6.87G 0.03175 0.02789 0.000616 0.06025 109 640: 9%|▉ | 5/56 [00:32<02:29, 2.93s/it] 67/299 6.87G 0.03175 0.02789 0.000616 0.06025 109 640: 11%|█ | 6/56 [00:32<01:40, 2.01s/it] 67/299 6.87G 0.03187 0.02852 0.0006079 0.06099 190 640: 11%|█ | 6/56 [00:32<01:40, 2.01s/it] 67/299 6.87G 0.03187 0.02852 0.0006079 0.06099 190 640: 12%|█▎ | 7/56 [00:32<01:10, 1.43s/it] 67/299 6.87G 0.03165 0.02771 0.0006732 0.06003 135 640: 12%|█▎ | 7/56 [00:32<01:10, 1.43s/it] 67/299 6.87G 0.03165 0.02771 0.0006732 0.06003 135 640: 14%|█▍ | 8/56 [00:32<00:50, 1.05s/it] 67/299 6.87G 0.03178 0.0276 0.0006351 0.06002 139 640: 14%|█▍ | 8/56 [01:06<00:50, 1.05s/it] 67/299 6.87G 0.03178 0.0276 0.0006351 0.06002 139 640: 16%|█▌ | 9/56 [01:06<08:42, 11.12s/it] 67/299 6.87G 0.03155 0.02749 0.0006369 0.05968 164 640: 16%|█▌ | 9/56 [01:06<08:42, 11.12s/it] 67/299 6.87G 0.03155 0.02749 0.0006369 0.05968 164 640: 18%|█▊ | 10/56 [01:06<05:56, 7.75s/it] 67/299 6.87G 0.03148 0.02733 0.0006144 0.05943 147 640: 18%|█▊ | 10/56 [01:06<05:56, 7.75s/it] 67/299 6.87G 0.03148 0.02733 0.0006144 0.05943 147 640: 20%|█▉ | 11/56 [01:06<04:05, 5.45s/it] 67/299 6.87G 0.03142 0.02758 0.0006378 0.05963 158 640: 20%|█▉ | 11/56 [01:06<04:05, 5.45s/it] 67/299 6.87G 0.03142 0.02758 0.0006378 0.05963 158 640: 21%|██▏ | 12/56 [01:06<02:49, 3.86s/it] 67/299 6.87G 0.0314 0.02787 0.0006493 0.05992 191 640: 21%|██▏ | 12/56 [01:07<02:49, 3.86s/it] 67/299 6.87G 0.0314 0.02787 0.0006493 0.05992 191 640: 23%|██▎ | 13/56 [01:07<01:59, 2.77s/it] 67/299 6.87G 0.03124 0.02772 0.0006497 0.0596 143 640: 23%|██▎ | 13/56 [01:07<01:59, 2.77s/it] 67/299 6.87G 0.03124 0.02772 0.0006497 0.0596 143 640: 25%|██▌ | 14/56 [01:07<01:24, 2.00s/it] 67/299 6.87G 0.03116 0.02767 0.0006333 0.05946 168 640: 25%|██▌ | 14/56 [01:07<01:24, 2.00s/it] 67/299 6.87G 0.03116 0.02767 0.0006333 0.05946 168 640: 27%|██▋ | 15/56 [01:07<01:00, 1.47s/it] 67/299 6.87G 0.03107 0.02723 0.0006214 0.05892 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.597 0.493 0.507 0.247
0%| | 0/56 [00:00<?, ?it/s] 68/299 6.87G 0.04289 0.03097 0.000303 0.07416 213 640: 0%| | 0/56 [00:41<?, ?it/s] 68/299 6.87G 0.04289 0.03097 0.000303 0.07416 213 640: 2%|▏ | 1/56 [00:41<37:42, 41.14s/it] 68/299 6.87G 0.03921 0.02747 0.0005502 0.06723 169 640: 2%|▏ | 1/56 [00:41<37:42, 41.14s/it] 68/299 6.87G 0.03921 0.02747 0.0005502 0.06723 169 640: 4%|▎ | 2/56 [00:41<15:21, 17.07s/it] 68/299 6.87G 0.03832 0.02614 0.0006012 0.06507 148 640: 4%|▎ | 2/56 [00:41<15:21, 17.07s/it] 68/299 6.87G 0.03832 0.02614 0.0006012 0.06507 148 640: 5%|▌ | 3/56 [00:41<08:17, 9.38s/it] 68/299 6.87G 0.03751 0.02589 0.000537 0.06394 154 640: 5%|▌ | 3/56 [00:41<08:17, 9.38s/it] 68/299 6.87G 0.03751 0.02589 0.000537 0.06394 154 640: 7%|▋ | 4/56 [00:41<04:59, 5.77s/it] 68/299 6.87G 0.03725 0.02654 0.0005533 0.06434 225 640: 7%|▋ | 4/56 [00:42<04:59, 5.77s/it] 68/299 6.87G 0.03725 0.02654 0.0005533 0.06434 225 640: 9%|▉ | 5/56 [00:42<03:12, 3.78s/it] 68/299 6.87G 0.0366 0.0265 0.0005771 0.06368 127 640: 9%|▉ | 5/56 [00:42<03:12, 3.78s/it] 68/299 6.87G 0.0366 0.0265 0.0005771 0.06368 127 640: 11%|█ | 6/56 [00:42<02:08, 2.57s/it] 68/299 6.87G 0.03601 0.02618 0.000657 0.06286 144 640: 11%|█ | 6/56 [00:42<02:08, 2.57s/it] 68/299 6.87G 0.03601 0.02618 0.000657 0.06286 144 640: 12%|█▎ | 7/56 [00:42<01:28, 1.81s/it] 68/299 6.87G 0.03538 0.02577 0.0006537 0.06181 140 640: 12%|█▎ | 7/56 [00:42<01:28, 1.81s/it] 68/299 6.87G 0.03538 0.02577 0.0006537 0.06181 140 640: 14%|█▍ | 8/56 [00:42<01:02, 1.30s/it] 68/299 6.87G 0.03507 0.02598 0.0006514 0.0617 206 640: 14%|█▍ | 8/56 [01:16<01:02, 1.30s/it] 68/299 6.87G 0.03507 0.02598 0.0006514 0.0617 206 640: 16%|█▌ | 9/56 [01:16<09:02, 11.54s/it] 68/299 6.87G 0.03439 0.02616 0.0006339 0.06118 158 640: 16%|█▌ | 9/56 [01:17<09:02, 11.54s/it] 68/299 6.87G 0.03439 0.02616 0.0006339 0.06118 158 640: 18%|█▊ | 10/56 [01:17<06:10, 8.05s/it] 68/299 6.87G 0.03385 0.02611 0.0006096 0.06057 136 640: 18%|█▊ | 10/56 [01:17<06:10, 8.05s/it] 68/299 6.87G 0.03385 0.02611 0.0006096 0.06057 136 640: 20%|█▉ | 11/56 [01:17<04:14, 5.65s/it] 68/299 6.87G 0.03343 0.02649 0.0006074 0.06052 166 640: 20%|█▉ | 11/56 [01:17<04:14, 5.65s/it] 68/299 6.87G 0.03343 0.02649 0.0006074 0.06052 166 640: 21%|██▏ | 12/56 [01:17<02:56, 4.00s/it] 68/299 6.87G 0.03316 0.02643 0.0005915 0.06018 144 640: 21%|██▏ | 12/56 [01:17<02:56, 4.00s/it] 68/299 6.87G 0.03316 0.02643 0.0005915 0.06018 144 640: 23%|██▎ | 13/56 [01:17<02:03, 2.87s/it] 68/299 6.87G 0.03298 0.02632 0.0005887 0.05989 131 640: 23%|██▎ | 13/56 [01:17<02:03, 2.87s/it] 68/299 6.87G 0.03298 0.02632 0.0005887 0.05989 131 640: 25%|██▌ | 14/56 [01:17<01:27, 2.07s/it] 68/299 6.87G 0.03297 0.02629 0.0005799 0.05984 149 640: 25%|██▌ | 14/56 [01:18<01:27, 2.07s/it] 68/299 6.87G 0.03297 0.02629 0.0005799 0.05984 149 640: 27%|██▋ | 15/56 [01:18<01:02, 1.52s/it] 68/299 6.87G 0.03275 0.02595 0.0005668 0.05926 94
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.501 0.439 0.412 0.202
0%| | 0/56 [00:00<?, ?it/s] 69/299 6.87G 0.0336 0.0325 0.0004062 0.06651 226 640: 0%| | 0/56 [00:41<?, ?it/s] 69/299 6.87G 0.0336 0.0325 0.0004062 0.06651 226 640: 2%|▏ | 1/56 [00:41<38:29, 41.99s/it] 69/299 6.87G 0.03272 0.03021 0.0004901 0.06342 154 640: 2%|▏ | 1/56 [00:42<38:29, 41.99s/it] 69/299 6.87G 0.03272 0.03021 0.0004901 0.06342 154 640: 4%|▎ | 2/56 [00:42<15:40, 17.42s/it] 69/299 6.87G 0.03133 0.02979 0.0005127 0.06164 199 640: 4%|▎ | 2/56 [00:42<15:40, 17.42s/it] 69/299 6.87G 0.03133 0.02979 0.0005127 0.06164 199 640: 5%|▌ | 3/56 [00:42<08:27, 9.57s/it] 69/299 6.87G 0.03074 0.03086 0.0006637 0.06227 196 640: 5%|▌ | 3/56 [00:42<08:27, 9.57s/it] 69/299 6.87G 0.03074 0.03086 0.0006637 0.06227 196 640: 7%|▋ | 4/56 [00:42<05:05, 5.88s/it] 69/299 6.87G 0.03092 0.03122 0.0007898 0.06293 217 640: 7%|▋ | 4/56 [00:42<05:05, 5.88s/it] 69/299 6.87G 0.03092 0.03122 0.0007898 0.06293 217 640: 9%|▉ | 5/56 [00:42<03:16, 3.85s/it] 69/299 6.87G 0.0303 0.02969 0.0009615 0.06096 115 640: 9%|▉ | 5/56 [00:43<03:16, 3.85s/it] 69/299 6.87G 0.0303 0.02969 0.0009615 0.06096 115 640: 11%|█ | 6/56 [00:43<02:10, 2.62s/it] 69/299 6.87G 0.03014 0.02974 0.0009698 0.06085 195 640: 11%|█ | 6/56 [00:43<02:10, 2.62s/it] 69/299 6.87G 0.03014 0.02974 0.0009698 0.06085 195 640: 12%|█▎ | 7/56 [00:43<01:29, 1.84s/it] 69/299 6.87G 0.0299 0.02927 0.0009293 0.0601 134 640: 12%|█▎ | 7/56 [00:43<01:29, 1.84s/it] 69/299 6.87G 0.0299 0.02927 0.0009293 0.0601 134 640: 14%|█▍ | 8/56 [00:43<01:03, 1.32s/it] 69/299 6.87G 0.02988 0.0292 0.0008766 0.05996 180 640: 14%|█▍ | 8/56 [01:16<01:03, 1.32s/it] 69/299 6.87G 0.02988 0.0292 0.0008766 0.05996 180 640: 16%|█▌ | 9/56 [01:16<08:45, 11.17s/it] 69/299 6.87G 0.03008 0.02921 0.0008509 0.06014 186 640: 16%|█▌ | 9/56 [01:16<08:45, 11.17s/it] 69/299 6.87G 0.03008 0.02921 0.0008509 0.06014 186 640: 18%|█▊ | 10/56 [01:16<05:58, 7.79s/it] 69/299 6.87G 0.03008 0.02881 0.0008257 0.05971 153 640: 18%|█▊ | 10/56 [01:16<05:58, 7.79s/it] 69/299 6.87G 0.03008 0.02881 0.0008257 0.05971 153 640: 20%|█▉ | 11/56 [01:16<04:06, 5.48s/it] 69/299 6.87G 0.03023 0.02864 0.000828 0.0597 137 640: 20%|█▉ | 11/56 [01:17<04:06, 5.48s/it] 69/299 6.87G 0.03023 0.02864 0.000828 0.0597 137 640: 21%|██▏ | 12/56 [01:17<02:50, 3.88s/it] 69/299 6.87G 0.03047 0.02835 0.0007914 0.0596 132 640: 21%|██▏ | 12/56 [01:17<02:50, 3.88s/it] 69/299 6.87G 0.03047 0.02835 0.0007914 0.0596 132 640: 23%|██▎ | 13/56 [01:17<01:59, 2.78s/it] 69/299 6.87G 0.0304 0.02818 0.0007638 0.05935 147 640: 23%|██▎ | 13/56 [01:17<01:59, 2.78s/it] 69/299 6.87G 0.0304 0.02818 0.0007638 0.05935 147 640: 25%|██▌ | 14/56 [01:17<01:24, 2.01s/it] 69/299 6.87G 0.03048 0.02808 0.0007528 0.05932 167 640: 25%|██▌ | 14/56 [01:17<01:24, 2.01s/it] 69/299 6.87G 0.03048 0.02808 0.0007528 0.05932 167 640: 27%|██▋ | 15/56 [01:17<01:00, 1.47s/it] 69/299 6.87G 0.03054 0.02799 0.0007407 0.05927 151
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.609 0.498 0.498 0.251
0%| | 0/56 [00:00<?, ?it/s] 70/299 6.87G 0.03093 0.02744 0.0004365 0.05881 149 640: 0%| | 0/56 [00:31<?, ?it/s] 70/299 6.87G 0.03093 0.02744 0.0004365 0.05881 149 640: 2%|▏ | 1/56 [00:31<29:11, 31.84s/it] 70/299 6.87G 0.03041 0.02588 0.0005354 0.05682 181 640: 2%|▏ | 1/56 [00:32<29:11, 31.84s/it] 70/299 6.87G 0.03041 0.02588 0.0005354 0.05682 181 640: 4%|▎ | 2/56 [00:32<11:55, 13.25s/it] 70/299 6.87G 0.03143 0.02537 0.0007571 0.05756 180 640: 4%|▎ | 2/56 [00:32<11:55, 13.25s/it] 70/299 6.87G 0.03143 0.02537 0.0007571 0.05756 180 640: 5%|▌ | 3/56 [00:32<06:27, 7.30s/it] 70/299 6.87G 0.03214 0.02532 0.0007319 0.05818 162 640: 5%|▌ | 3/56 [00:32<06:27, 7.30s/it] 70/299 6.87G 0.03214 0.02532 0.0007319 0.05818 162 640: 7%|▋ | 4/56 [00:32<03:54, 4.51s/it] 70/299 6.87G 0.03201 0.02539 0.0007731 0.05817 169 640: 7%|▋ | 4/56 [00:32<03:54, 4.51s/it] 70/299 6.87G 0.03201 0.02539 0.0007731 0.05817 169 640: 9%|▉ | 5/56 [00:32<02:31, 2.98s/it] 70/299 6.87G 0.032 0.02524 0.0008303 0.05807 132 640: 9%|▉ | 5/56 [00:33<02:31, 2.98s/it] 70/299 6.87G 0.032 0.02524 0.0008303 0.05807 132 640: 11%|█ | 6/56 [00:33<01:41, 2.04s/it] 70/299 6.87G 0.03201 0.02474 0.0007739 0.05753 134 640: 11%|█ | 6/56 [00:33<01:41, 2.04s/it] 70/299 6.87G 0.03201 0.02474 0.0007739 0.05753 134 640: 12%|█▎ | 7/56 [00:33<01:10, 1.45s/it] 70/299 6.87G 0.0319 0.02512 0.0007522 0.05778 145 640: 12%|█▎ | 7/56 [00:33<01:10, 1.45s/it] 70/299 6.87G 0.0319 0.02512 0.0007522 0.05778 145 640: 14%|█▍ | 8/56 [00:33<00:50, 1.06s/it] 70/299 6.87G 0.03169 0.02512 0.0007252 0.05753 146 640: 14%|█▍ | 8/56 [01:06<00:50, 1.06s/it] 70/299 6.87G 0.03169 0.02512 0.0007252 0.05753 146 640: 16%|█▌ | 9/56 [01:06<08:40, 11.08s/it] 70/299 6.87G 0.03166 0.02599 0.0007224 0.05837 232 640: 16%|█▌ | 9/56 [01:06<08:40, 11.08s/it] 70/299 6.87G 0.03166 0.02599 0.0007224 0.05837 232 640: 18%|█▊ | 10/56 [01:06<05:55, 7.73s/it] 70/299 6.87G 0.03135 0.02566 0.000699 0.05771 136 640: 18%|█▊ | 10/56 [01:07<05:55, 7.73s/it] 70/299 6.87G 0.03135 0.02566 0.000699 0.05771 136 640: 20%|█▉ | 11/56 [01:07<04:04, 5.43s/it] 70/299 6.87G 0.03133 0.02537 0.0007286 0.05744 107 640: 20%|█▉ | 11/56 [01:07<04:04, 5.43s/it] 70/299 6.87G 0.03133 0.02537 0.0007286 0.05744 107 640: 21%|██▏ | 12/56 [01:07<02:49, 3.85s/it] 70/299 6.87G 0.03137 0.02624 0.0007143 0.05833 196 640: 21%|██▏ | 12/56 [01:07<02:49, 3.85s/it] 70/299 6.87G 0.03137 0.02624 0.0007143 0.05833 196 640: 23%|██▎ | 13/56 [01:07<01:58, 2.76s/it] 70/299 6.87G 0.03134 0.02603 0.0006878 0.05805 133 640: 23%|██▎ | 13/56 [01:07<01:58, 2.76s/it] 70/299 6.87G 0.03134 0.02603 0.0006878 0.05805 133 640: 25%|██▌ | 14/56 [01:07<01:23, 2.00s/it] 70/299 6.87G 0.03137 0.02621 0.0006955 0.05828 205 640: 25%|██▌ | 14/56 [01:07<01:23, 2.00s/it] 70/299 6.87G 0.03137 0.02621 0.0006955 0.05828 205 640: 27%|██▋ | 15/56 [01:07<01:00, 1.46s/it] 70/299 6.87G 0.03135 0.02617 0.0006779 0.05819 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.621 0.506 0.511 0.254
0%| | 0/56 [00:00<?, ?it/s] 71/299 6.87G 0.03283 0.03205 0.0005806 0.06546 183 640: 0%| | 0/56 [00:31<?, ?it/s] 71/299 6.87G 0.03283 0.03205 0.0005806 0.06546 183 640: 2%|▏ | 1/56 [00:31<28:48, 31.43s/it] 71/299 6.87G 0.03228 0.03134 0.000567 0.06419 196 640: 2%|▏ | 1/56 [00:31<28:48, 31.43s/it] 71/299 6.87G 0.03228 0.03134 0.000567 0.06419 196 640: 4%|▎ | 2/56 [00:31<11:45, 13.07s/it] 71/299 6.87G 0.0325 0.02917 0.0005443 0.06221 169 640: 4%|▎ | 2/56 [00:31<11:45, 13.07s/it] 71/299 6.87G 0.0325 0.02917 0.0005443 0.06221 169 640: 5%|▌ | 3/56 [00:31<06:22, 7.21s/it] 71/299 6.87G 0.03257 0.02889 0.0005084 0.06196 137 640: 5%|▌ | 3/56 [00:32<06:22, 7.21s/it] 71/299 6.87G 0.03257 0.02889 0.0005084 0.06196 137 640: 7%|▋ | 4/56 [00:32<03:51, 4.45s/it] 71/299 6.87G 0.0326 0.02781 0.0004916 0.0609 156 640: 7%|▋ | 4/56 [00:32<03:51, 4.45s/it] 71/299 6.87G 0.0326 0.02781 0.0004916 0.0609 156 640: 9%|▉ | 5/56 [00:32<02:30, 2.94s/it] 71/299 6.87G 0.03263 0.02671 0.0005325 0.05987 158 640: 9%|▉ | 5/56 [00:32<02:30, 2.94s/it] 71/299 6.87G 0.03263 0.02671 0.0005325 0.05987 158 640: 11%|█ | 6/56 [00:32<01:41, 2.02s/it] 71/299 6.87G 0.03198 0.02653 0.0005581 0.05907 184 640: 11%|█ | 6/56 [00:32<01:41, 2.02s/it] 71/299 6.87G 0.03198 0.02653 0.0005581 0.05907 184 640: 12%|█▎ | 7/56 [00:32<01:10, 1.44s/it] 71/299 6.87G 0.03143 0.02592 0.0005311 0.05788 111 640: 12%|█▎ | 7/56 [00:33<01:10, 1.44s/it] 71/299 6.87G 0.03143 0.02592 0.0005311 0.05788 111 640: 14%|█▍ | 8/56 [00:33<00:50, 1.05s/it] 71/299 6.87G 0.0313 0.02628 0.0005274 0.0581 207 640: 14%|█▍ | 8/56 [01:05<00:50, 1.05s/it] 71/299 6.87G 0.0313 0.02628 0.0005274 0.0581 207 640: 16%|█▌ | 9/56 [01:05<08:32, 10.90s/it] 71/299 6.87G 0.03115 0.02657 0.0005372 0.05826 213 640: 16%|█▌ | 9/56 [01:05<08:32, 10.90s/it] 71/299 6.87G 0.03115 0.02657 0.0005372 0.05826 213 640: 18%|█▊ | 10/56 [01:05<05:49, 7.61s/it] 71/299 6.87G 0.03112 0.02627 0.0005331 0.05793 124 640: 18%|█▊ | 10/56 [01:06<05:49, 7.61s/it] 71/299 6.87G 0.03112 0.02627 0.0005331 0.05793 124 640: 20%|█▉ | 11/56 [01:06<04:00, 5.35s/it] 71/299 6.87G 0.03075 0.0259 0.0005764 0.05723 125 640: 20%|█▉ | 11/56 [01:06<04:00, 5.35s/it] 71/299 6.87G 0.03075 0.0259 0.0005764 0.05723 125 640: 21%|██▏ | 12/56 [01:06<02:46, 3.79s/it] 71/299 6.87G 0.03078 0.02581 0.0005594 0.05715 147 640: 21%|██▏ | 12/56 [01:06<02:46, 3.79s/it] 71/299 6.87G 0.03078 0.02581 0.0005594 0.05715 147 640: 23%|██▎ | 13/56 [01:06<01:57, 2.72s/it] 71/299 6.87G 0.03064 0.02555 0.0005495 0.05674 123 640: 23%|██▎ | 13/56 [01:06<01:57, 2.72s/it] 71/299 6.87G 0.03064 0.02555 0.0005495 0.05674 123 640: 25%|██▌ | 14/56 [01:06<01:22, 1.97s/it] 71/299 6.87G 0.03063 0.02561 0.0005585 0.0568 181 640: 25%|██▌ | 14/56 [01:07<01:22, 1.97s/it] 71/299 6.87G 0.03063 0.02561 0.0005585 0.0568 181 640: 27%|██▋ | 15/56 [01:07<00:59, 1.44s/it] 71/299 6.87G 0.03052 0.02562 0.0005421 0.05668 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.573 0.504 0.475 0.235
0%| | 0/56 [00:00<?, ?it/s] 72/299 6.87G 0.03538 0.02634 0.0002739 0.062 140 640: 0%| | 0/56 [00:43<?, ?it/s] 72/299 6.87G 0.03538 0.02634 0.0002739 0.062 140 640: 2%|▏ | 1/56 [00:43<39:26, 43.03s/it] 72/299 6.87G 0.03418 0.02772 0.0006934 0.06259 170 640: 2%|▏ | 1/56 [00:43<39:26, 43.03s/it] 72/299 6.87G 0.03418 0.02772 0.0006934 0.06259 170 640: 4%|▎ | 2/56 [00:43<16:03, 17.85s/it] 72/299 6.87G 0.0333 0.02753 0.0006094 0.06144 168 640: 4%|▎ | 2/56 [00:43<16:03, 17.85s/it] 72/299 6.87G 0.0333 0.02753 0.0006094 0.06144 168 640: 5%|▌ | 3/56 [00:43<08:39, 9.80s/it] 72/299 6.87G 0.03386 0.02592 0.0006189 0.0604 145 640: 5%|▌ | 3/56 [00:43<08:39, 9.80s/it] 72/299 6.87G 0.03386 0.02592 0.0006189 0.0604 145 640: 7%|▋ | 4/56 [00:43<05:12, 6.02s/it] 72/299 6.87G 0.03366 0.02583 0.0006663 0.06015 145 640: 7%|▋ | 4/56 [00:43<05:12, 6.02s/it] 72/299 6.87G 0.03366 0.02583 0.0006663 0.06015 145 640: 9%|▉ | 5/56 [00:43<03:20, 3.94s/it] 72/299 6.87G 0.03346 0.02468 0.0007173 0.05886 99 640: 9%|▉ | 5/56 [00:44<03:20, 3.94s/it] 72/299 6.87G 0.03346 0.02468 0.0007173 0.05886 99 640: 11%|█ | 6/56 [00:44<02:13, 2.68s/it] 72/299 6.87G 0.03335 0.02498 0.0007047 0.05903 181 640: 11%|█ | 6/56 [00:44<02:13, 2.68s/it] 72/299 6.87G 0.03335 0.02498 0.0007047 0.05903 181 640: 12%|█▎ | 7/56 [00:44<01:31, 1.87s/it] 72/299 6.87G 0.03349 0.02535 0.0007157 0.05956 145 640: 12%|█▎ | 7/56 [00:44<01:31, 1.87s/it] 72/299 6.87G 0.03349 0.02535 0.0007157 0.05956 145 640: 14%|█▍ | 8/56 [00:44<01:04, 1.35s/it] 72/299 6.87G 0.03356 0.02599 0.0006835 0.06023 206 640: 14%|█▍ | 8/56 [01:17<01:04, 1.35s/it] 72/299 6.87G 0.03356 0.02599 0.0006835 0.06023 206 640: 16%|█▌ | 9/56 [01:17<08:41, 11.11s/it] 72/299 6.87G 0.0333 0.02618 0.0006786 0.06016 177 640: 16%|█▌ | 9/56 [01:17<08:41, 11.11s/it] 72/299 6.87G 0.0333 0.02618 0.0006786 0.06016 177 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 72/299 6.87G 0.03284 0.02587 0.0006753 0.05938 151 640: 18%|█▊ | 10/56 [01:17<05:56, 7.75s/it] 72/299 6.87G 0.03284 0.02587 0.0006753 0.05938 151 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 72/299 6.87G 0.03243 0.02568 0.0006861 0.0588 151 640: 20%|█▉ | 11/56 [01:17<04:05, 5.45s/it] 72/299 6.87G 0.03243 0.02568 0.0006861 0.0588 151 640: 21%|██▏ | 12/56 [01:17<02:49, 3.86s/it] 72/299 6.87G 0.0321 0.02552 0.0006606 0.05829 128 640: 21%|██▏ | 12/56 [01:18<02:49, 3.86s/it] 72/299 6.87G 0.0321 0.02552 0.0006606 0.05829 128 640: 23%|██▎ | 13/56 [01:18<01:59, 2.77s/it] 72/299 6.87G 0.03191 0.02575 0.0006424 0.05831 149 640: 23%|██▎ | 13/56 [01:18<01:59, 2.77s/it] 72/299 6.87G 0.03191 0.02575 0.0006424 0.05831 149 640: 25%|██▌ | 14/56 [01:18<01:24, 2.00s/it] 72/299 6.87G 0.03157 0.02565 0.0006474 0.05786 151 640: 25%|██▌ | 14/56 [01:18<01:24, 2.00s/it] 72/299 6.87G 0.03157 0.02565 0.0006474 0.05786 151 640: 27%|██▋ | 15/56 [01:18<01:00, 1.47s/it] 72/299 6.87G 0.03127 0.02549 0.000634 0.0574 121
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.59 0.444 0.427 0.206
0%| | 0/56 [00:00<?, ?it/s] 73/299 6.87G 0.03532 0.0307 0.001348 0.06737 183 640: 0%| | 0/56 [00:31<?, ?it/s] 73/299 6.87G 0.03532 0.0307 0.001348 0.06737 183 640: 2%|▏ | 1/56 [00:31<29:19, 31.98s/it] 73/299 6.87G 0.03608 0.0284 0.00135 0.06583 191 640: 2%|▏ | 1/56 [00:32<29:19, 31.98s/it] 73/299 6.87G 0.03608 0.0284 0.00135 0.06583 191 640: 4%|▎ | 2/56 [00:32<11:58, 13.30s/it] 73/299 6.87G 0.03626 0.02735 0.001055 0.06467 146 640: 4%|▎ | 2/56 [00:32<11:58, 13.30s/it] 73/299 6.87G 0.03626 0.02735 0.001055 0.06467 146 640: 5%|▌ | 3/56 [00:32<06:28, 7.33s/it] 73/299 6.87G 0.03622 0.02724 0.0008948 0.06435 176 640: 5%|▌ | 3/56 [00:32<06:28, 7.33s/it] 73/299 6.87G 0.03622 0.02724 0.0008948 0.06435 176 640: 7%|▋ | 4/56 [00:32<03:55, 4.53s/it] 73/299 6.87G 0.03623 0.02769 0.0007945 0.06472 195 640: 7%|▋ | 4/56 [00:36<03:55, 4.53s/it] 73/299 6.87G 0.03623 0.02769 0.0007945 0.06472 195 640: 9%|▉ | 5/56 [00:36<03:30, 4.13s/it] 73/299 6.87G 0.03519 0.02776 0.0007319 0.06368 165 640: 9%|▉ | 5/56 [00:36<03:30, 4.13s/it] 73/299 6.87G 0.03519 0.02776 0.0007319 0.06368 165 640: 11%|█ | 6/56 [00:36<02:19, 2.80s/it] 73/299 6.87G 0.03503 0.02736 0.0007191 0.06311 117 640: 11%|█ | 6/56 [00:36<02:19, 2.80s/it] 73/299 6.87G 0.03503 0.02736 0.0007191 0.06311 117 640: 12%|█▎ | 7/56 [00:36<01:35, 1.96s/it] 73/299 6.87G 0.0344 0.02675 0.0007109 0.06186 132 640: 12%|█▎ | 7/56 [00:36<01:35, 1.96s/it] 73/299 6.87G 0.0344 0.02675 0.0007109 0.06186 132 640: 14%|█▍ | 8/56 [00:36<01:07, 1.41s/it] 73/299 6.87G 0.0339 0.02648 0.0006969 0.06108 163 640: 14%|█▍ | 8/56 [01:06<01:07, 1.41s/it] 73/299 6.87G 0.0339 0.02648 0.0006969 0.06108 163 640: 16%|█▌ | 9/56 [01:06<08:08, 10.39s/it] 73/299 6.87G 0.03365 0.02663 0.0007347 0.06101 162 640: 16%|█▌ | 9/56 [01:07<08:08, 10.39s/it] 73/299 6.87G 0.03365 0.02663 0.0007347 0.06101 162 640: 18%|█▊ | 10/56 [01:07<05:33, 7.25s/it] 73/299 6.87G 0.03315 0.02652 0.0007003 0.06037 122 640: 18%|█▊ | 10/56 [01:07<05:33, 7.25s/it] 73/299 6.87G 0.03315 0.02652 0.0007003 0.06037 122 640: 20%|█▉ | 11/56 [01:07<03:49, 5.10s/it] 73/299 6.87G 0.03288 0.02687 0.0006868 0.06044 147 640: 20%|█▉ | 11/56 [01:07<03:49, 5.10s/it] 73/299 6.87G 0.03288 0.02687 0.0006868 0.06044 147 640: 21%|██▏ | 12/56 [01:07<02:39, 3.62s/it] 73/299 6.87G 0.03269 0.02735 0.0007318 0.06078 210 640: 21%|██▏ | 12/56 [01:10<02:39, 3.62s/it] 73/299 6.87G 0.03269 0.02735 0.0007318 0.06078 210 640: 23%|██▎ | 13/56 [01:10<02:22, 3.31s/it] 73/299 6.87G 0.03246 0.02735 0.0007654 0.06057 184 640: 23%|██▎ | 13/56 [01:10<02:22, 3.31s/it] 73/299 6.87G 0.03246 0.02735 0.0007654 0.06057 184 640: 25%|██▌ | 14/56 [01:10<01:39, 2.38s/it] 73/299 6.87G 0.03221 0.02708 0.0009389 0.06023 146 640: 25%|██▌ | 14/56 [01:10<01:39, 2.38s/it] 73/299 6.87G 0.03221 0.02708 0.0009389 0.06023 146 640: 27%|██▋ | 15/56 [01:10<01:10, 1.73s/it] 73/299 6.87G 0.03192 0.02686 0.0009081 0.05969 99
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.544 0.398 0.382 0.193
0%| | 0/56 [00:00<?, ?it/s] 74/299 6.87G 0.03884 0.02789 0.0003504 0.06708 177 640: 0%| | 0/56 [00:37<?, ?it/s] 74/299 6.87G 0.03884 0.02789 0.0003504 0.06708 177 640: 2%|▏ | 1/56 [00:37<34:08, 37.25s/it] 74/299 6.87G 0.03519 0.02508 0.0007344 0.06101 125 640: 2%|▏ | 1/56 [00:37<34:08, 37.25s/it] 74/299 6.87G 0.03519 0.02508 0.0007344 0.06101 125 640: 4%|▎ | 2/56 [00:37<13:55, 15.47s/it] 74/299 6.87G 0.03407 0.02524 0.000675 0.05998 162 640: 4%|▎ | 2/56 [00:37<13:55, 15.47s/it] 74/299 6.87G 0.03407 0.02524 0.000675 0.05998 162 640: 5%|▌ | 3/56 [00:37<07:30, 8.51s/it] 74/299 6.87G 0.03441 0.02611 0.0006319 0.06115 189 640: 5%|▌ | 3/56 [00:37<07:30, 8.51s/it] 74/299 6.87G 0.03441 0.02611 0.0006319 0.06115 189 640: 7%|▋ | 4/56 [00:37<04:32, 5.24s/it] 74/299 6.87G 0.03398 0.02594 0.0006444 0.06056 195 640: 7%|▋ | 4/56 [00:38<04:32, 5.24s/it] 74/299 6.87G 0.03398 0.02594 0.0006444 0.06056 195 640: 9%|▉ | 5/56 [00:38<02:55, 3.44s/it] 74/299 6.87G 0.0331 0.02605 0.0005964 0.05975 175 640: 9%|▉ | 5/56 [00:38<02:55, 3.44s/it] 74/299 6.87G 0.0331 0.02605 0.0005964 0.05975 175 640: 11%|█ | 6/56 [00:38<01:57, 2.35s/it] 74/299 6.87G 0.03254 0.02632 0.0006548 0.05951 179 640: 11%|█ | 6/56 [00:38<01:57, 2.35s/it] 74/299 6.87G 0.03254 0.02632 0.0006548 0.05951 179 640: 12%|█▎ | 7/56 [00:38<01:20, 1.65s/it] 74/299 6.87G 0.03227 0.02714 0.0006352 0.06004 176 640: 12%|█▎ | 7/56 [00:38<01:20, 1.65s/it] 74/299 6.87G 0.03227 0.02714 0.0006352 0.06004 176 640: 14%|█▍ | 8/56 [00:38<00:57, 1.20s/it] 74/299 6.87G 0.03247 0.02725 0.0006202 0.06034 142 640: 14%|█▍ | 8/56 [01:11<00:57, 1.20s/it] 74/299 6.87G 0.03247 0.02725 0.0006202 0.06034 142 640: 16%|█▌ | 9/56 [01:11<08:37, 11.02s/it] 74/299 6.87G 0.03212 0.02713 0.0006855 0.05994 173 640: 16%|█▌ | 9/56 [01:11<08:37, 11.02s/it] 74/299 6.87G 0.03212 0.02713 0.0006855 0.05994 173 640: 18%|█▊ | 10/56 [01:11<05:53, 7.69s/it] 74/299 6.87G 0.03195 0.02682 0.000657 0.05942 140 640: 18%|█▊ | 10/56 [01:11<05:53, 7.69s/it] 74/299 6.87G 0.03195 0.02682 0.000657 0.05942 140 640: 20%|█▉ | 11/56 [01:11<04:03, 5.41s/it] 74/299 6.87G 0.03154 0.02664 0.0007145 0.0589 137 640: 20%|█▉ | 11/56 [01:12<04:03, 5.41s/it] 74/299 6.87G 0.03154 0.02664 0.0007145 0.0589 137 640: 21%|██▏ | 12/56 [01:12<02:48, 3.83s/it] 74/299 6.87G 0.03127 0.02677 0.0006869 0.05873 160 640: 21%|██▏ | 12/56 [01:12<02:48, 3.83s/it] 74/299 6.87G 0.03127 0.02677 0.0006869 0.05873 160 640: 23%|██▎ | 13/56 [01:12<01:58, 2.75s/it] 74/299 6.87G 0.03121 0.02654 0.0006788 0.05843 169 640: 23%|██▎ | 13/56 [01:12<01:58, 2.75s/it] 74/299 6.87G 0.03121 0.02654 0.0006788 0.05843 169 640: 25%|██▌ | 14/56 [01:12<01:23, 1.99s/it] 74/299 6.87G 0.03111 0.02645 0.0006659 0.05822 179 640: 25%|██▌ | 14/56 [01:12<01:23, 1.99s/it] 74/299 6.87G 0.03111 0.02645 0.0006659 0.05822 179 640: 27%|██▋ | 15/56 [01:12<00:59, 1.46s/it] 74/299 6.87G 0.03095 0.02608 0.0006468 0.05768 122
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.597 0.45 0.462 0.231
0%| | 0/56 [00:00<?, ?it/s] 75/299 6.87G 0.03304 0.03909 0.0004824 0.07261 230 640: 0%| | 0/56 [00:41<?, ?it/s] 75/299 6.87G 0.03304 0.03909 0.0004824 0.07261 230 640: 2%|▏ | 1/56 [00:41<38:24, 41.90s/it] 75/299 6.87G 0.03252 0.02989 0.0006019 0.06301 127 640: 2%|▏ | 1/56 [00:42<38:24, 41.90s/it] 75/299 6.87G 0.03252 0.02989 0.0006019 0.06301 127 640: 4%|▎ | 2/56 [00:42<15:38, 17.38s/it] 75/299 6.87G 0.03221 0.02684 0.0007256 0.05978 105 640: 4%|▎ | 2/56 [00:42<15:38, 17.38s/it] 75/299 6.87G 0.03221 0.02684 0.0007256 0.05978 105 640: 5%|▌ | 3/56 [00:42<08:26, 9.55s/it] 75/299 6.87G 0.03265 0.02524 0.0006128 0.0585 123 640: 5%|▌ | 3/56 [00:42<08:26, 9.55s/it] 75/299 6.87G 0.03265 0.02524 0.0006128 0.0585 123 640: 7%|▋ | 4/56 [00:42<05:05, 5.87s/it] 75/299 6.87G 0.03264 0.0254 0.0006535 0.05869 182 640: 7%|▋ | 4/56 [00:42<05:05, 5.87s/it] 75/299 6.87G 0.03264 0.0254 0.0006535 0.05869 182 640: 9%|▉ | 5/56 [00:42<03:16, 3.84s/it] 75/299 6.87G 0.03226 0.0247 0.0007032 0.05767 133 640: 9%|▉ | 5/56 [00:43<03:16, 3.84s/it] 75/299 6.87G 0.03226 0.0247 0.0007032 0.05767 133 640: 11%|█ | 6/56 [00:43<02:10, 2.61s/it] 75/299 6.87G 0.0321 0.02529 0.0006575 0.05805 184 640: 11%|█ | 6/56 [00:43<02:10, 2.61s/it] 75/299 6.87G 0.0321 0.02529 0.0006575 0.05805 184 640: 12%|█▎ | 7/56 [00:43<01:29, 1.83s/it] 75/299 6.87G 0.03192 0.02527 0.0008348 0.05802 140 640: 12%|█▎ | 7/56 [00:43<01:29, 1.83s/it] 75/299 6.87G 0.03192 0.02527 0.0008348 0.05802 140 640: 14%|█▍ | 8/56 [00:43<01:03, 1.32s/it] 75/299 6.87G 0.03196 0.02537 0.0007927 0.05813 162 640: 14%|█▍ | 8/56 [01:16<01:03, 1.32s/it] 75/299 6.87G 0.03196 0.02537 0.0007927 0.05813 162 640: 16%|█▌ | 9/56 [01:16<08:45, 11.19s/it] 75/299 6.87G 0.03213 0.02579 0.0007753 0.05869 214 640: 16%|█▌ | 9/56 [01:16<08:45, 11.19s/it] 75/299 6.87G 0.03213 0.02579 0.0007753 0.05869 214 640: 18%|█▊ | 10/56 [01:16<05:59, 7.80s/it] 75/299 6.87G 0.03237 0.02604 0.0007428 0.05915 178 640: 18%|█▊ | 10/56 [01:16<05:59, 7.80s/it] 75/299 6.87G 0.03237 0.02604 0.0007428 0.05915 178 640: 20%|█▉ | 11/56 [01:16<04:06, 5.49s/it] 75/299 6.87G 0.03224 0.02648 0.0007119 0.05943 177 640: 20%|█▉ | 11/56 [01:17<04:06, 5.49s/it] 75/299 6.87G 0.03224 0.02648 0.0007119 0.05943 177 640: 21%|██▏ | 12/56 [01:17<02:50, 3.89s/it] 75/299 6.87G 0.0325 0.02672 0.0007468 0.05997 175 640: 21%|██▏ | 12/56 [01:17<02:50, 3.89s/it] 75/299 6.87G 0.0325 0.02672 0.0007468 0.05997 175 640: 23%|██▎ | 13/56 [01:17<01:59, 2.79s/it] 75/299 6.87G 0.03229 0.02646 0.0007372 0.05948 111 640: 23%|██▎ | 13/56 [01:17<01:59, 2.79s/it] 75/299 6.87G 0.03229 0.02646 0.0007372 0.05948 111 640: 25%|██▌ | 14/56 [01:17<01:24, 2.02s/it] 75/299 6.87G 0.03259 0.02651 0.0007335 0.05983 136 640: 25%|██▌ | 14/56 [01:17<01:24, 2.02s/it] 75/299 6.87G 0.03259 0.02651 0.0007335 0.05983 136 640: 27%|██▋ | 15/56 [01:17<01:00, 1.48s/it] 75/299 6.87G 0.03245 0.02647 0.0007149 0.05964 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.581 0.502 0.473 0.231
0%| | 0/56 [00:00<?, ?it/s] 76/299 6.87G 0.03482 0.02861 0.0003232 0.06376 145 640: 0%| | 0/56 [00:37<?, ?it/s] 76/299 6.87G 0.03482 0.02861 0.0003232 0.06376 145 640: 2%|▏ | 1/56 [00:37<34:34, 37.73s/it] 76/299 6.87G 0.03443 0.02842 0.0005381 0.06339 172 640: 2%|▏ | 1/56 [00:37<34:34, 37.73s/it] 76/299 6.87G 0.03443 0.02842 0.0005381 0.06339 172 640: 4%|▎ | 2/56 [00:37<14:05, 15.67s/it] 76/299 6.87G 0.03464 0.02691 0.0006647 0.06222 194 640: 4%|▎ | 2/56 [00:38<14:05, 15.67s/it] 76/299 6.87G 0.03464 0.02691 0.0006647 0.06222 194 640: 5%|▌ | 3/56 [00:38<07:36, 8.61s/it] 76/299 6.87G 0.03461 0.02514 0.0005824 0.06033 115 640: 5%|▌ | 3/56 [00:38<07:36, 8.61s/it] 76/299 6.87G 0.03461 0.02514 0.0005824 0.06033 115 640: 7%|▋ | 4/56 [00:38<04:35, 5.30s/it] 76/299 6.87G 0.0343 0.0268 0.0006459 0.06174 189 640: 7%|▋ | 4/56 [00:38<04:35, 5.30s/it] 76/299 6.87G 0.0343 0.0268 0.0006459 0.06174 189 640: 9%|▉ | 5/56 [00:38<02:57, 3.48s/it] 76/299 6.87G 0.03402 0.02679 0.0006248 0.06144 182 640: 9%|▉ | 5/56 [00:38<02:57, 3.48s/it] 76/299 6.87G 0.03402 0.02679 0.0006248 0.06144 182 640: 11%|█ | 6/56 [00:38<01:58, 2.38s/it] 76/299 6.87G 0.03371 0.02711 0.0006011 0.06142 215 640: 11%|█ | 6/56 [00:39<01:58, 2.38s/it] 76/299 6.87G 0.03371 0.02711 0.0006011 0.06142 215 640: 12%|█▎ | 7/56 [00:39<01:21, 1.67s/it] 76/299 6.87G 0.03341 0.02749 0.00062 0.06152 180 640: 12%|█▎ | 7/56 [00:39<01:21, 1.67s/it] 76/299 6.87G 0.03341 0.02749 0.00062 0.06152 180 640: 14%|█▍ | 8/56 [00:39<00:58, 1.21s/it] 76/299 6.87G 0.03312 0.02693 0.0005934 0.06064 146 640: 14%|█▍ | 8/56 [01:12<00:58, 1.21s/it] 76/299 6.87G 0.03312 0.02693 0.0005934 0.06064 146 640: 16%|█▌ | 9/56 [01:12<08:44, 11.17s/it] 76/299 6.87G 0.03317 0.02714 0.0006191 0.06093 206 640: 16%|█▌ | 9/56 [01:12<08:44, 11.17s/it] 76/299 6.87G 0.03317 0.02714 0.0006191 0.06093 206 640: 18%|█▊ | 10/56 [01:12<05:58, 7.79s/it] 76/299 6.87G 0.03288 0.02683 0.0006019 0.06031 123 640: 18%|█▊ | 10/56 [01:12<05:58, 7.79s/it] 76/299 6.87G 0.03288 0.02683 0.0006019 0.06031 123 640: 20%|█▉ | 11/56 [01:12<04:06, 5.48s/it] 76/299 6.87G 0.0327 0.02742 0.0006254 0.06074 240 640: 20%|█▉ | 11/56 [01:13<04:06, 5.48s/it] 76/299 6.87G 0.0327 0.02742 0.0006254 0.06074 240 640: 21%|██▏ | 12/56 [01:13<02:50, 3.88s/it] 76/299 6.87G 0.0328 0.02719 0.0005999 0.06059 114 640: 21%|██▏ | 12/56 [01:13<02:50, 3.88s/it] 76/299 6.87G 0.0328 0.02719 0.0005999 0.06059 114 640: 23%|██▎ | 13/56 [01:13<01:59, 2.78s/it] 76/299 6.87G 0.03268 0.02718 0.0005935 0.06046 164 640: 23%|██▎ | 13/56 [01:13<01:59, 2.78s/it] 76/299 6.87G 0.03268 0.02718 0.0005935 0.06046 164 640: 25%|██▌ | 14/56 [01:13<01:24, 2.01s/it] 76/299 6.87G 0.03252 0.02722 0.0005831 0.06033 158 640: 25%|██▌ | 14/56 [01:13<01:24, 2.01s/it] 76/299 6.87G 0.03252 0.02722 0.0005831 0.06033 158 640: 27%|██▋ | 15/56 [01:13<01:00, 1.47s/it] 76/299 6.87G 0.03243 0.02707 0.0005712 0.06007 151
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.572 0.473 0.466 0.238
0%| | 0/56 [00:00<?, ?it/s] 77/299 6.87G 0.03113 0.0261 0.0003653 0.05759 147 640: 0%| | 0/56 [00:39<?, ?it/s] 77/299 6.87G 0.03113 0.0261 0.0003653 0.05759 147 640: 2%|▏ | 1/56 [00:39<36:38, 39.97s/it] 77/299 6.87G 0.03196 0.02515 0.0007188 0.05782 154 640: 2%|▏ | 1/56 [00:40<36:38, 39.97s/it] 77/299 6.87G 0.03196 0.02515 0.0007188 0.05782 154 640: 4%|▎ | 2/56 [00:40<14:56, 16.59s/it] 77/299 6.87G 0.03178 0.02657 0.0007462 0.05909 166 640: 4%|▎ | 2/56 [00:40<14:56, 16.59s/it] 77/299 6.87G 0.03178 0.02657 0.0007462 0.05909 166 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 77/299 6.87G 0.03196 0.02519 0.0006996 0.05785 149 640: 5%|▌ | 3/56 [00:40<08:03, 9.12s/it] 77/299 6.87G 0.03196 0.02519 0.0006996 0.05785 149 640: 7%|▋ | 4/56 [00:40<04:51, 5.61s/it] 77/299 6.87G 0.03212 0.0249 0.0007056 0.05773 148 640: 7%|▋ | 4/56 [00:40<04:51, 5.61s/it] 77/299 6.87G 0.03212 0.0249 0.0007056 0.05773 148 640: 9%|▉ | 5/56 [00:40<03:07, 3.69s/it] 77/299 6.87G 0.03184 0.02387 0.0008625 0.05657 132 640: 9%|▉ | 5/56 [00:41<03:07, 3.69s/it] 77/299 6.87G 0.03184 0.02387 0.0008625 0.05657 132 640: 11%|█ | 6/56 [00:41<02:05, 2.51s/it] 77/299 6.87G 0.0321 0.02421 0.0008341 0.05714 150 640: 11%|█ | 6/56 [00:41<02:05, 2.51s/it] 77/299 6.87G 0.0321 0.02421 0.0008341 0.05714 150 640: 12%|█▎ | 7/56 [00:41<01:26, 1.76s/it] 77/299 6.87G 0.03209 0.02406 0.0008063 0.05696 136 640: 12%|█▎ | 7/56 [00:41<01:26, 1.76s/it] 77/299 6.87G 0.03209 0.02406 0.0008063 0.05696 136 640: 14%|█▍ | 8/56 [00:41<01:01, 1.27s/it] 77/299 6.87G 0.0322 0.0243 0.0007905 0.05729 159 640: 14%|█▍ | 8/56 [01:17<01:01, 1.27s/it] 77/299 6.87G 0.0322 0.0243 0.0007905 0.05729 159 640: 16%|█▌ | 9/56 [01:17<09:30, 12.14s/it] 77/299 6.87G 0.03195 0.02498 0.0007654 0.05769 209 640: 16%|█▌ | 9/56 [01:17<09:30, 12.14s/it] 77/299 6.87G 0.03195 0.02498 0.0007654 0.05769 209 640: 18%|█▊ | 10/56 [01:17<06:29, 8.46s/it] 77/299 6.87G 0.0318 0.02559 0.000769 0.05816 221 640: 18%|█▊ | 10/56 [01:18<06:29, 8.46s/it] 77/299 6.87G 0.0318 0.02559 0.000769 0.05816 221 640: 20%|█▉ | 11/56 [01:18<04:27, 5.94s/it] 77/299 6.87G 0.03151 0.02567 0.0007589 0.05794 184 640: 20%|█▉ | 11/56 [01:18<04:27, 5.94s/it] 77/299 6.87G 0.03151 0.02567 0.0007589 0.05794 184 640: 21%|██▏ | 12/56 [01:18<03:05, 4.21s/it] 77/299 6.87G 0.03115 0.02568 0.000737 0.05757 140 640: 21%|██▏ | 12/56 [01:18<03:05, 4.21s/it] 77/299 6.87G 0.03115 0.02568 0.000737 0.05757 140 640: 23%|██▎ | 13/56 [01:18<02:09, 3.01s/it] 77/299 6.87G 0.03119 0.02578 0.0007141 0.05769 164 640: 23%|██▎ | 13/56 [01:18<02:09, 3.01s/it] 77/299 6.87G 0.03119 0.02578 0.0007141 0.05769 164 640: 25%|██▌ | 14/56 [01:18<01:31, 2.17s/it] 77/299 6.87G 0.03134 0.02545 0.0006989 0.05749 89 640: 25%|██▌ | 14/56 [01:19<01:31, 2.17s/it] 77/299 6.87G 0.03134 0.02545 0.0006989 0.05749 89 640: 27%|██▋ | 15/56 [01:19<01:05, 1.59s/it] 77/299 6.87G 0.03121 0.0256 0.0006831 0.0575 158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.554 0.508 0.475 0.234
0%| | 0/56 [00:00<?, ?it/s] 78/299 6.87G 0.03013 0.03225 0.000261 0.06264 204 640: 0%| | 0/56 [00:45<?, ?it/s] 78/299 6.87G 0.03013 0.03225 0.000261 0.06264 204 640: 2%|▏ | 1/56 [00:45<41:24, 45.18s/it] 78/299 6.87G 0.033 0.03132 0.0002983 0.06461 180 640: 2%|▏ | 1/56 [00:45<41:24, 45.18s/it] 78/299 6.87G 0.033 0.03132 0.0002983 0.06461 180 640: 4%|▎ | 2/56 [00:45<16:51, 18.73s/it] 78/299 6.87G 0.03146 0.02882 0.0003171 0.0606 173 640: 4%|▎ | 2/56 [00:45<16:51, 18.73s/it] 78/299 6.87G 0.03146 0.02882 0.0003171 0.0606 173 640: 5%|▌ | 3/56 [00:45<09:04, 10.28s/it] 78/299 6.87G 0.03106 0.02813 0.0003608 0.05955 150 640: 5%|▌ | 3/56 [00:45<09:04, 10.28s/it] 78/299 6.87G 0.03106 0.02813 0.0003608 0.05955 150 640: 7%|▋ | 4/56 [00:45<05:28, 6.31s/it] 78/299 6.87G 0.03077 0.02809 0.000381 0.05924 167 640: 7%|▋ | 4/56 [00:46<05:28, 6.31s/it] 78/299 6.87G 0.03077 0.02809 0.000381 0.05924 167 640: 9%|▉ | 5/56 [00:46<03:30, 4.13s/it] 78/299 6.87G 0.03089 0.02803 0.0003756 0.05929 166 640: 9%|▉ | 5/56 [00:46<03:30, 4.13s/it] 78/299 6.87G 0.03089 0.02803 0.0003756 0.05929 166 640: 11%|█ | 6/56 [00:46<02:19, 2.80s/it] 78/299 6.87G 0.03043 0.02707 0.0003785 0.05788 138 640: 11%|█ | 6/56 [00:46<02:19, 2.80s/it] 78/299 6.87G 0.03043 0.02707 0.0003785 0.05788 138 640: 12%|█▎ | 7/56 [00:46<01:35, 1.96s/it] 78/299 6.87G 0.03048 0.02682 0.0004358 0.05774 140 640: 12%|█▎ | 7/56 [00:46<01:35, 1.96s/it] 78/299 6.87G 0.03048 0.02682 0.0004358 0.05774 140 640: 14%|█▍ | 8/56 [00:46<01:07, 1.41s/it] 78/299 6.87G 0.03023 0.02666 0.0004311 0.05733 174 640: 14%|█▍ | 8/56 [01:23<01:07, 1.41s/it] 78/299 6.87G 0.03023 0.02666 0.0004311 0.05733 174 640: 16%|█▌ | 9/56 [01:23<09:39, 12.34s/it] 78/299 6.87G 0.03035 0.02639 0.0004222 0.05717 162 640: 16%|█▌ | 9/56 [01:23<09:39, 12.34s/it] 78/299 6.87G 0.03035 0.02639 0.0004222 0.05717 162 640: 18%|█▊ | 10/56 [01:23<06:35, 8.60s/it] 78/299 6.87G 0.03036 0.026 0.0004125 0.05677 105 640: 18%|█▊ | 10/56 [01:23<06:35, 8.60s/it] 78/299 6.87G 0.03036 0.026 0.0004125 0.05677 105 640: 20%|█▉ | 11/56 [01:23<04:31, 6.04s/it] 78/299 6.87G 0.03034 0.0259 0.0004223 0.05667 152 640: 20%|█▉ | 11/56 [01:23<04:31, 6.04s/it] 78/299 6.87G 0.03034 0.0259 0.0004223 0.05667 152 640: 21%|██▏ | 12/56 [01:23<03:07, 4.27s/it] 78/299 6.87G 0.03028 0.0258 0.0004243 0.0565 161 640: 21%|██▏ | 12/56 [01:24<03:07, 4.27s/it] 78/299 6.87G 0.03028 0.0258 0.0004243 0.0565 161 640: 23%|██▎ | 13/56 [01:24<02:11, 3.06s/it] 78/299 6.87G 0.03005 0.02592 0.0004902 0.05646 150 640: 23%|██▎ | 13/56 [01:24<02:11, 3.06s/it] 78/299 6.87G 0.03005 0.02592 0.0004902 0.05646 150 640: 25%|██▌ | 14/56 [01:24<01:32, 2.20s/it] 78/299 6.87G 0.03015 0.02585 0.0004779 0.05649 128 640: 25%|██▌ | 14/56 [01:24<01:32, 2.20s/it] 78/299 6.87G 0.03015 0.02585 0.0004779 0.05649 128 640: 27%|██▋ | 15/56 [01:24<01:05, 1.61s/it] 78/299 6.87G 0.03016 0.02592 0.0004682 0.05655 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.56 0.528 0.499 0.243
0%| | 0/56 [00:00<?, ?it/s] 79/299 6.87G 0.03231 0.03133 0.0002847 0.06393 197 640: 0%| | 0/56 [00:43<?, ?it/s] 79/299 6.87G 0.03231 0.03133 0.0002847 0.06393 197 640: 2%|▏ | 1/56 [00:43<39:33, 43.16s/it] 79/299 6.87G 0.03257 0.02738 0.0005641 0.06051 151 640: 2%|▏ | 1/56 [00:43<39:33, 43.16s/it] 79/299 6.87G 0.03257 0.02738 0.0005641 0.06051 151 640: 4%|▎ | 2/56 [00:43<16:06, 17.90s/it] 79/299 6.87G 0.03192 0.02582 0.0004882 0.05823 129 640: 4%|▎ | 2/56 [00:43<16:06, 17.90s/it] 79/299 6.87G 0.03192 0.02582 0.0004882 0.05823 129 640: 5%|▌ | 3/56 [00:43<08:41, 9.83s/it] 79/299 6.87G 0.03205 0.02404 0.0007864 0.05687 121 640: 5%|▌ | 3/56 [00:43<08:41, 9.83s/it] 79/299 6.87G 0.03205 0.02404 0.0007864 0.05687 121 640: 7%|▋ | 4/56 [00:43<05:14, 6.04s/it] 79/299 6.87G 0.03201 0.02414 0.0006998 0.05686 201 640: 7%|▋ | 4/56 [00:44<05:14, 6.04s/it] 79/299 6.87G 0.03201 0.02414 0.0006998 0.05686 201 640: 9%|▉ | 5/56 [00:44<03:21, 3.96s/it] 79/299 6.87G 0.03184 0.02403 0.0006678 0.05653 143 640: 9%|▉ | 5/56 [00:44<03:21, 3.96s/it] 79/299 6.87G 0.03184 0.02403 0.0006678 0.05653 143 640: 11%|█ | 6/56 [00:44<02:14, 2.69s/it] 79/299 6.87G 0.0316 0.02375 0.0006613 0.05601 125 640: 11%|█ | 6/56 [00:44<02:14, 2.69s/it] 79/299 6.87G 0.0316 0.02375 0.0006613 0.05601 125 640: 12%|█▎ | 7/56 [00:44<01:32, 1.89s/it] 79/299 6.87G 0.03173 0.02395 0.0006533 0.05633 152 640: 12%|█▎ | 7/56 [00:44<01:32, 1.89s/it] 79/299 6.87G 0.03173 0.02395 0.0006533 0.05633 152 640: 14%|█▍ | 8/56 [00:44<01:05, 1.36s/it] 79/299 6.87G 0.03162 0.02367 0.0006337 0.05593 159 640: 14%|█▍ | 8/56 [01:19<01:05, 1.36s/it] 79/299 6.87G 0.03162 0.02367 0.0006337 0.05593 159 640: 16%|█▌ | 9/56 [01:19<09:10, 11.72s/it] 79/299 6.87G 0.03129 0.0241 0.0006088 0.056 223 640: 16%|█▌ | 9/56 [01:19<09:10, 11.72s/it] 79/299 6.87G 0.03129 0.0241 0.0006088 0.056 223 640: 18%|█▊ | 10/56 [01:19<06:15, 8.17s/it] 79/299 6.87G 0.03126 0.02444 0.0005827 0.05628 152 640: 18%|█▊ | 10/56 [01:19<06:15, 8.17s/it] 79/299 6.87G 0.03126 0.02444 0.0005827 0.05628 152 640: 20%|█▉ | 11/56 [01:19<04:18, 5.74s/it] 79/299 6.87G 0.031 0.02431 0.0006169 0.05592 104 640: 20%|█▉ | 11/56 [01:19<04:18, 5.74s/it] 79/299 6.87G 0.031 0.02431 0.0006169 0.05592 104 640: 21%|██▏ | 12/56 [01:19<02:58, 4.06s/it] 79/299 6.87G 0.03068 0.02405 0.0006714 0.05541 94 640: 21%|██▏ | 12/56 [01:20<02:58, 4.06s/it] 79/299 6.87G 0.03068 0.02405 0.0006714 0.05541 94 640: 23%|██▎ | 13/56 [01:20<02:05, 2.91s/it] 79/299 6.87G 0.03053 0.02389 0.0006489 0.05507 139 640: 23%|██▎ | 13/56 [01:20<02:05, 2.91s/it] 79/299 6.87G 0.03053 0.02389 0.0006489 0.05507 139 640: 25%|██▌ | 14/56 [01:20<01:28, 2.10s/it] 79/299 6.87G 0.03058 0.0243 0.0006574 0.05554 168 640: 25%|██▌ | 14/56 [01:20<01:28, 2.10s/it] 79/299 6.87G 0.03058 0.0243 0.0006574 0.05554 168 640: 27%|██▋ | 15/56 [01:20<01:03, 1.54s/it] 79/299 6.87G 0.03053 0.02425 0.0006418 0.05542 162
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.588 0.526 0.508 0.244
0%| | 0/56 [00:00<?, ?it/s] 80/299 6.87G 0.03122 0.03134 0.0003456 0.0629 203 640: 0%| | 0/56 [00:42<?, ?it/s] 80/299 6.87G 0.03122 0.03134 0.0003456 0.0629 203 640: 2%|▏ | 1/56 [00:42<38:44, 42.26s/it] 80/299 6.87G 0.03152 0.02969 0.0005175 0.06172 162 640: 2%|▏ | 1/56 [00:42<38:44, 42.26s/it] 80/299 6.87G 0.03152 0.02969 0.0005175 0.06172 162 640: 4%|▎ | 2/56 [00:42<15:46, 17.53s/it] 80/299 6.87G 0.03152 0.0288 0.0004881 0.06081 195 640: 4%|▎ | 2/56 [00:42<15:46, 17.53s/it] 80/299 6.87G 0.03152 0.0288 0.0004881 0.06081 195 640: 5%|▌ | 3/56 [00:42<08:30, 9.63s/it] 80/299 6.87G 0.03083 0.02798 0.0005331 0.05934 157 640: 5%|▌ | 3/56 [00:42<08:30, 9.63s/it] 80/299 6.87G 0.03083 0.02798 0.0005331 0.05934 157 640: 7%|▋ | 4/56 [00:42<05:07, 5.92s/it] 80/299 6.87G 0.03046 0.02786 0.0005262 0.05884 189 640: 7%|▋ | 4/56 [00:43<05:07, 5.92s/it] 80/299 6.87G 0.03046 0.02786 0.0005262 0.05884 189 640: 9%|▉ | 5/56 [00:43<03:17, 3.88s/it] 80/299 6.87G 0.03047 0.02763 0.0005877 0.05868 139 640: 9%|▉ | 5/56 [00:43<03:17, 3.88s/it] 80/299 6.87G 0.03047 0.02763 0.0005877 0.05868 139 640: 11%|█ | 6/56 [00:43<02:11, 2.63s/it] 80/299 6.87G 0.03088 0.02702 0.0006042 0.0585 120 640: 11%|█ | 6/56 [00:43<02:11, 2.63s/it] 80/299 6.87G 0.03088 0.02702 0.0006042 0.0585 120 640: 12%|█▎ | 7/56 [00:43<01:30, 1.85s/it] 80/299 6.87G 0.03061 0.02609 0.0006537 0.05735 104 640: 12%|█▎ | 7/56 [00:43<01:30, 1.85s/it] 80/299 6.87G 0.03061 0.02609 0.0006537 0.05735 104 640: 14%|█▍ | 8/56 [00:43<01:03, 1.33s/it] 80/299 6.87G 0.03045 0.02595 0.000624 0.05702 152 640: 14%|█▍ | 8/56 [01:16<01:03, 1.33s/it] 80/299 6.87G 0.03045 0.02595 0.000624 0.05702 152 640: 16%|█▌ | 9/56 [01:16<08:41, 11.09s/it] 80/299 6.87G 0.03041 0.02639 0.0006701 0.05747 208 640: 16%|█▌ | 9/56 [01:16<08:41, 11.09s/it] 80/299 6.87G 0.03041 0.02639 0.0006701 0.05747 208 640: 18%|█▊ | 10/56 [01:16<05:55, 7.74s/it] 80/299 6.87G 0.03042 0.02683 0.0006742 0.05793 185 640: 18%|█▊ | 10/56 [01:16<05:55, 7.74s/it] 80/299 6.87G 0.03042 0.02683 0.0006742 0.05793 185 640: 20%|█▉ | 11/56 [01:16<04:04, 5.44s/it] 80/299 6.87G 0.03048 0.0271 0.0006557 0.05823 166 640: 20%|█▉ | 11/56 [01:17<04:04, 5.44s/it] 80/299 6.87G 0.03048 0.0271 0.0006557 0.05823 166 640: 21%|██▏ | 12/56 [01:17<02:49, 3.85s/it] 80/299 6.87G 0.03016 0.02665 0.0006436 0.05745 125 640: 21%|██▏ | 12/56 [01:17<02:49, 3.85s/it] 80/299 6.87G 0.03016 0.02665 0.0006436 0.05745 125 640: 23%|██▎ | 13/56 [01:17<01:59, 2.77s/it] 80/299 6.87G 0.03048 0.02714 0.0006305 0.05825 190 640: 23%|██▎ | 13/56 [01:17<01:59, 2.77s/it] 80/299 6.87G 0.03048 0.02714 0.0006305 0.05825 190 640: 25%|██▌ | 14/56 [01:17<01:24, 2.00s/it] 80/299 6.87G 0.03059 0.02686 0.0006193 0.05807 150 640: 25%|██▌ | 14/56 [01:17<01:24, 2.00s/it] 80/299 6.87G 0.03059 0.02686 0.0006193 0.05807 150 640: 27%|██▋ | 15/56 [01:17<01:00, 1.47s/it] 80/299 6.87G 0.03043 0.02661 0.0005975 0.05763 118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.568 0.498 0.48 0.232
0%| | 0/56 [00:00<?, ?it/s] 81/299 6.87G 0.03104 0.03292 0.000867 0.06483 216 640: 0%| | 0/56 [00:32<?, ?it/s] 81/299 6.87G 0.03104 0.03292 0.000867 0.06483 216 640: 2%|▏ | 1/56 [00:32<29:30, 32.19s/it] 81/299 6.87G 0.03029 0.02834 0.0007349 0.05936 151 640: 2%|▏ | 1/56 [00:32<29:30, 32.19s/it] 81/299 6.87G 0.03029 0.02834 0.0007349 0.05936 151 640: 4%|▎ | 2/56 [00:32<12:02, 13.39s/it] 81/299 6.87G 0.03078 0.02824 0.0007915 0.05982 202 640: 4%|▎ | 2/56 [00:32<12:02, 13.39s/it] 81/299 6.87G 0.03078 0.02824 0.0007915 0.05982 202 640: 5%|▌ | 3/56 [00:32<06:31, 7.38s/it] 81/299 6.87G 0.03034 0.02686 0.0007427 0.05795 121 640: 5%|▌ | 3/56 [00:32<06:31, 7.38s/it] 81/299 6.87G 0.03034 0.02686 0.0007427 0.05795 121 640: 7%|▋ | 4/56 [00:32<03:56, 4.56s/it] 81/299 6.87G 0.02987 0.02774 0.0008059 0.05842 200 640: 7%|▋ | 4/56 [00:33<03:56, 4.56s/it] 81/299 6.87G 0.02987 0.02774 0.0008059 0.05842 200 640: 9%|▉ | 5/56 [00:33<02:33, 3.01s/it] 81/299 6.87G 0.03001 0.02711 0.0007417 0.05785 153 640: 9%|▉ | 5/56 [00:33<02:33, 3.01s/it] 81/299 6.87G 0.03001 0.02711 0.0007417 0.05785 153 640: 11%|█ | 6/56 [00:33<01:43, 2.07s/it] 81/299 6.87G 0.0296 0.02635 0.0006817 0.05662 168 640: 11%|█ | 6/56 [00:33<01:43, 2.07s/it] 81/299 6.87G 0.0296 0.02635 0.0006817 0.05662 168 640: 12%|█▎ | 7/56 [00:33<01:11, 1.47s/it] 81/299 6.87G 0.0295 0.02555 0.0006448 0.05569 102 640: 12%|█▎ | 7/56 [00:33<01:11, 1.47s/it] 81/299 6.87G 0.0295 0.02555 0.0006448 0.05569 102 640: 14%|█▍ | 8/56 [00:33<00:51, 1.07s/it] 81/299 6.87G 0.02951 0.02529 0.00062 0.05542 165 640: 14%|█▍ | 8/56 [01:06<00:51, 1.07s/it] 81/299 6.87G 0.02951 0.02529 0.00062 0.05542 165 640: 16%|█▌ | 9/56 [01:06<08:37, 11.02s/it] 81/299 6.87G 0.02939 0.02533 0.0005995 0.05532 185 640: 16%|█▌ | 9/56 [01:06<08:37, 11.02s/it] 81/299 6.87G 0.02939 0.02533 0.0005995 0.05532 185 640: 18%|█▊ | 10/56 [01:06<05:53, 7.69s/it] 81/299 6.87G 0.02924 0.02542 0.0006061 0.05526 146 640: 18%|█▊ | 10/56 [01:07<05:53, 7.69s/it] 81/299 6.87G 0.02924 0.02542 0.0006061 0.05526 146 640: 20%|█▉ | 11/56 [01:07<04:03, 5.40s/it] 81/299 6.87G 0.02901 0.02553 0.0005934 0.05513 170 640: 20%|█▉ | 11/56 [01:07<04:03, 5.40s/it] 81/299 6.87G 0.02901 0.02553 0.0005934 0.05513 170 640: 21%|██▏ | 12/56 [01:07<02:48, 3.83s/it] 81/299 6.87G 0.02906 0.02582 0.0005722 0.05545 181 640: 21%|██▏ | 12/56 [01:07<02:48, 3.83s/it] 81/299 6.87G 0.02906 0.02582 0.0005722 0.05545 181 640: 23%|██▎ | 13/56 [01:07<01:58, 2.75s/it] 81/299 6.87G 0.02897 0.02547 0.0005538 0.055 126 640: 23%|██▎ | 13/56 [01:07<01:58, 2.75s/it] 81/299 6.87G 0.02897 0.02547 0.0005538 0.055 126 640: 25%|██▌ | 14/56 [01:07<01:23, 1.99s/it] 81/299 6.87G 0.0288 0.02553 0.0005388 0.05487 169 640: 25%|██▌ | 14/56 [01:08<01:23, 1.99s/it] 81/299 6.87G 0.0288 0.02553 0.0005388 0.05487 169 640: 27%|██▋ | 15/56 [01:08<00:59, 1.46s/it] 81/299 6.87G 0.02868 0.02523 0.0005266 0.05443 103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.609 0.472 0.473 0.227
0%| | 0/56 [00:00<?, ?it/s] 82/299 6.87G 0.03171 0.03934 0.0004334 0.07149 233 640: 0%| | 0/56 [00:39<?, ?it/s] 82/299 6.87G 0.03171 0.03934 0.0004334 0.07149 233 640: 2%|▏ | 1/56 [00:39<36:28, 39.79s/it] 82/299 6.87G 0.03046 0.03306 0.0004269 0.06395 186 640: 2%|▏ | 1/56 [00:40<36:28, 39.79s/it] 82/299 6.87G 0.03046 0.03306 0.0004269 0.06395 186 640: 4%|▎ | 2/56 [00:40<14:51, 16.52s/it] 82/299 6.87G 0.03125 0.0305 0.0004006 0.06215 190 640: 4%|▎ | 2/56 [00:40<14:51, 16.52s/it] 82/299 6.87G 0.03125 0.0305 0.0004006 0.06215 190 640: 5%|▌ | 3/56 [00:40<08:01, 9.08s/it] 82/299 6.87G 0.03125 0.0294 0.0005826 0.06123 161 640: 5%|▌ | 3/56 [00:40<08:01, 9.08s/it] 82/299 6.87G 0.03125 0.0294 0.0005826 0.06123 161 640: 7%|▋ | 4/56 [00:40<04:50, 5.58s/it] 82/299 6.87G 0.03088 0.02835 0.0005751 0.05981 154 640: 7%|▋ | 4/56 [00:40<04:50, 5.58s/it] 82/299 6.87G 0.03088 0.02835 0.0005751 0.05981 154 640: 9%|▉ | 5/56 [00:40<03:06, 3.66s/it] 82/299 6.87G 0.03093 0.02663 0.0005286 0.05809 113 640: 9%|▉ | 5/56 [00:40<03:06, 3.66s/it] 82/299 6.87G 0.03093 0.02663 0.0005286 0.05809 113 640: 11%|█ | 6/56 [00:40<02:04, 2.49s/it] 82/299 6.87G 0.03065 0.0267 0.000489 0.05785 200 640: 11%|█ | 6/56 [00:41<02:04, 2.49s/it] 82/299 6.87G 0.03065 0.0267 0.000489 0.05785 200 640: 12%|█▎ | 7/56 [00:41<01:25, 1.75s/it] 82/299 6.87G 0.03024 0.0264 0.0004868 0.05713 149 640: 12%|█▎ | 7/56 [00:41<01:25, 1.75s/it] 82/299 6.87G 0.03024 0.0264 0.0004868 0.05713 149 640: 14%|█▍ | 8/56 [00:41<01:00, 1.27s/it] 82/299 6.87G 0.03042 0.02615 0.0004632 0.05703 132 640: 14%|█▍ | 8/56 [01:14<01:00, 1.27s/it] 82/299 6.87G 0.03042 0.02615 0.0004632 0.05703 132 640: 16%|█▌ | 9/56 [01:14<08:43, 11.14s/it] 82/299 6.87G 0.03056 0.02634 0.0004752 0.05738 219 640: 16%|█▌ | 9/56 [01:14<08:43, 11.14s/it] 82/299 6.87G 0.03056 0.02634 0.0004752 0.05738 219 640: 18%|█▊ | 10/56 [01:14<05:57, 7.77s/it] 82/299 6.87G 0.03055 0.02639 0.0004636 0.0574 180 640: 18%|█▊ | 10/56 [01:14<05:57, 7.77s/it] 82/299 6.87G 0.03055 0.02639 0.0004636 0.0574 180 640: 20%|█▉ | 11/56 [01:14<04:05, 5.46s/it] 82/299 6.87G 0.03055 0.02655 0.0004659 0.05757 187 640: 20%|█▉ | 11/56 [01:14<04:05, 5.46s/it] 82/299 6.87G 0.03055 0.02655 0.0004659 0.05757 187 640: 21%|██▏ | 12/56 [01:14<02:50, 3.87s/it] 82/299 6.87G 0.03053 0.02629 0.0004709 0.05729 134 640: 21%|██▏ | 12/56 [01:15<02:50, 3.87s/it] 82/299 6.87G 0.03053 0.02629 0.0004709 0.05729 134 640: 23%|██▎ | 13/56 [01:15<01:59, 2.78s/it] 82/299 6.87G 0.03051 0.02617 0.0004667 0.05714 145 640: 23%|██▎ | 13/56 [01:15<01:59, 2.78s/it] 82/299 6.87G 0.03051 0.02617 0.0004667 0.05714 145 640: 25%|██▌ | 14/56 [01:15<01:24, 2.01s/it] 82/299 6.87G 0.03054 0.02609 0.0004698 0.0571 120 640: 25%|██▌ | 14/56 [01:15<01:24, 2.01s/it] 82/299 6.87G 0.03054 0.02609 0.0004698 0.0571 120 640: 27%|██▋ | 15/56 [01:15<01:00, 1.47s/it] 82/299 6.87G 0.03033 0.02574 0.0004774 0.05656 105
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.595 0.483 0.495 0.244
0%| | 0/56 [00:00<?, ?it/s] 83/299 6.87G 0.03131 0.02709 0.0007077 0.05911 198 640: 0%| | 0/56 [00:38<?, ?it/s] 83/299 6.87G 0.03131 0.02709 0.0007077 0.05911 198 640: 2%|▏ | 1/56 [00:38<35:38, 38.89s/it] 83/299 6.87G 0.03055 0.02836 0.0006152 0.05952 183 640: 2%|▏ | 1/56 [00:39<35:38, 38.89s/it] 83/299 6.87G 0.03055 0.02836 0.0006152 0.05952 183 640: 4%|▎ | 2/56 [00:39<14:31, 16.14s/it] 83/299 6.87G 0.03057 0.02755 0.00062 0.05874 173 640: 4%|▎ | 2/56 [00:39<14:31, 16.14s/it] 83/299 6.87G 0.03057 0.02755 0.00062 0.05874 173 640: 5%|▌ | 3/56 [00:39<07:50, 8.88s/it] 83/299 6.87G 0.03155 0.0264 0.0005538 0.05851 144 640: 5%|▌ | 3/56 [00:39<07:50, 8.88s/it] 83/299 6.87G 0.03155 0.0264 0.0005538 0.05851 144 640: 7%|▋ | 4/56 [00:39<04:43, 5.46s/it] 83/299 6.87G 0.03153 0.02615 0.0005805 0.05827 186 640: 7%|▋ | 4/56 [00:39<04:43, 5.46s/it] 83/299 6.87G 0.03153 0.02615 0.0005805 0.05827 186 640: 9%|▉ | 5/56 [00:39<03:02, 3.59s/it] 83/299 6.87G 0.03132 0.02539 0.0006352 0.05734 141 640: 9%|▉ | 5/56 [00:40<03:02, 3.59s/it] 83/299 6.87G 0.03132 0.02539 0.0006352 0.05734 141 640: 11%|█ | 6/56 [00:40<02:02, 2.44s/it] 83/299 6.87G 0.03124 0.02504 0.0006092 0.05688 141 640: 11%|█ | 6/56 [00:40<02:02, 2.44s/it] 83/299 6.87G 0.03124 0.02504 0.0006092 0.05688 141 640: 12%|█▎ | 7/56 [00:40<01:24, 1.72s/it] 83/299 6.87G 0.03099 0.02486 0.0006463 0.0565 156 640: 12%|█▎ | 7/56 [00:40<01:24, 1.72s/it] 83/299 6.87G 0.03099 0.02486 0.0006463 0.0565 156 640: 14%|█▍ | 8/56 [00:40<00:59, 1.24s/it] 83/299 6.87G 0.03118 0.02459 0.0006162 0.05638 131 640: 14%|█▍ | 8/56 [01:13<00:59, 1.24s/it] 83/299 6.87G 0.03118 0.02459 0.0006162 0.05638 131 640: 16%|█▌ | 9/56 [01:13<08:48, 11.25s/it] 83/299 6.87G 0.03113 0.02507 0.0006059 0.0568 185 640: 16%|█▌ | 9/56 [01:13<08:48, 11.25s/it] 83/299 6.87G 0.03113 0.02507 0.0006059 0.0568 185 640: 18%|█▊ | 10/56 [01:13<06:01, 7.85s/it] 83/299 6.87G 0.0311 0.02499 0.0005863 0.05667 155 640: 18%|█▊ | 10/56 [01:14<06:01, 7.85s/it] 83/299 6.87G 0.0311 0.02499 0.0005863 0.05667 155 640: 20%|█▉ | 11/56 [01:14<04:08, 5.52s/it] 83/299 6.87G 0.03112 0.02535 0.0005857 0.05706 183 640: 20%|█▉ | 11/56 [01:14<04:08, 5.52s/it] 83/299 6.87G 0.03112 0.02535 0.0005857 0.05706 183 640: 21%|██▏ | 12/56 [01:14<02:51, 3.91s/it] 83/299 6.87G 0.03095 0.02537 0.0006083 0.05693 174 640: 21%|██▏ | 12/56 [01:14<02:51, 3.91s/it] 83/299 6.87G 0.03095 0.02537 0.0006083 0.05693 174 640: 23%|██▎ | 13/56 [01:14<02:00, 2.81s/it] 83/299 6.87G 0.031 0.02533 0.0006002 0.05694 179 640: 23%|██▎ | 13/56 [01:14<02:00, 2.81s/it] 83/299 6.87G 0.031 0.02533 0.0006002 0.05694 179 640: 25%|██▌ | 14/56 [01:14<01:25, 2.03s/it] 83/299 6.87G 0.03084 0.02539 0.0005807 0.0568 145 640: 25%|██▌ | 14/56 [01:15<01:25, 2.03s/it] 83/299 6.87G 0.03084 0.02539 0.0005807 0.0568 145 640: 27%|██▋ | 15/56 [01:15<01:00, 1.49s/it] 83/299 6.87G 0.03059 0.02513 0.0005632 0.05629 147
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.57 0.53 0.494 0.244
0%| | 0/56 [00:00<?, ?it/s] 84/299 6.87G 0.03384 0.0281 0.0003416 0.06228 174 640: 0%| | 0/56 [00:35<?, ?it/s] 84/299 6.87G 0.03384 0.0281 0.0003416 0.06228 174 640: 2%|▏ | 1/56 [00:35<32:15, 35.20s/it] 84/299 6.87G 0.03249 0.02536 0.0003669 0.05822 140 640: 2%|▏ | 1/56 [00:35<32:15, 35.20s/it] 84/299 6.87G 0.03249 0.02536 0.0003669 0.05822 140 640: 4%|▎ | 2/56 [00:35<13:09, 14.63s/it] 84/299 6.87G 0.03255 0.02587 0.0005024 0.05892 151 640: 4%|▎ | 2/56 [00:35<13:09, 14.63s/it] 84/299 6.87G 0.03255 0.02587 0.0005024 0.05892 151 640: 5%|▌ | 3/56 [00:35<07:06, 8.05s/it] 84/299 6.87G 0.03213 0.02669 0.0004712 0.0593 190 640: 5%|▌ | 3/56 [00:35<07:06, 8.05s/it] 84/299 6.87G 0.03213 0.02669 0.0004712 0.0593 190 640: 7%|▋ | 4/56 [00:35<04:18, 4.96s/it] 84/299 6.87G 0.03197 0.02535 0.0007063 0.05802 140 640: 7%|▋ | 4/56 [00:37<04:18, 4.96s/it] 84/299 6.87G 0.03197 0.02535 0.0007063 0.05802 140 640: 9%|▉ | 5/56 [00:37<03:10, 3.73s/it] 84/299 6.87G 0.0312 0.02412 0.0008284 0.05615 127 640: 9%|▉ | 5/56 [00:37<03:10, 3.73s/it] 84/299 6.87G 0.0312 0.02412 0.0008284 0.05615 127 640: 11%|█ | 6/56 [00:37<02:06, 2.54s/it] 84/299 6.87G 0.0306 0.02369 0.0008317 0.05512 127 640: 11%|█ | 6/56 [00:37<02:06, 2.54s/it] 84/299 6.87G 0.0306 0.02369 0.0008317 0.05512 127 640: 12%|█▎ | 7/56 [00:37<01:27, 1.78s/it] 84/299 6.87G 0.03022 0.02374 0.0007978 0.05475 151 640: 12%|█▎ | 7/56 [00:38<01:27, 1.78s/it] 84/299 6.87G 0.03022 0.02374 0.0007978 0.05475 151 640: 14%|█▍ | 8/56 [00:38<01:01, 1.29s/it] 84/299 6.87G 0.03007 0.0245 0.0007744 0.05535 216 640: 14%|█▍ | 8/56 [01:09<01:01, 1.29s/it] 84/299 6.87G 0.03007 0.0245 0.0007744 0.05535 216 640: 16%|█▌ | 9/56 [01:09<08:28, 10.82s/it] 84/299 6.87G 0.02986 0.02528 0.0007508 0.05589 231 640: 16%|█▌ | 9/56 [01:10<08:28, 10.82s/it] 84/299 6.87G 0.02986 0.02528 0.0007508 0.05589 231 640: 18%|█▊ | 10/56 [01:10<05:47, 7.55s/it] 84/299 6.87G 0.02957 0.02518 0.0007416 0.05549 154 640: 18%|█▊ | 10/56 [01:10<05:47, 7.55s/it] 84/299 6.87G 0.02957 0.02518 0.0007416 0.05549 154 640: 20%|█▉ | 11/56 [01:10<03:58, 5.31s/it] 84/299 6.87G 0.02956 0.02495 0.0007323 0.05525 142 640: 20%|█▉ | 11/56 [01:10<03:58, 5.31s/it] 84/299 6.87G 0.02956 0.02495 0.0007323 0.05525 142 640: 21%|██▏ | 12/56 [01:10<02:45, 3.76s/it] 84/299 6.87G 0.02957 0.02492 0.0007301 0.05522 138 640: 21%|██▏ | 12/56 [01:11<02:45, 3.76s/it] 84/299 6.87G 0.02957 0.02492 0.0007301 0.05522 138 640: 23%|██▎ | 13/56 [01:11<02:02, 2.84s/it] 84/299 6.87G 0.02934 0.0248 0.0007164 0.05486 154 640: 23%|██▎ | 13/56 [01:11<02:02, 2.84s/it] 84/299 6.87G 0.02934 0.0248 0.0007164 0.05486 154 640: 25%|██▌ | 14/56 [01:11<01:26, 2.05s/it] 84/299 6.87G 0.02912 0.02443 0.0007002 0.05425 140 640: 25%|██▌ | 14/56 [01:11<01:26, 2.05s/it] 84/299 6.87G 0.02912 0.02443 0.0007002 0.05425 140 640: 27%|██▋ | 15/56 [01:11<01:01, 1.50s/it] 84/299 6.87G 0.02906 0.02458 0.0006784 0.05432 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.628 0.497 0.492 0.241
0%| | 0/56 [00:00<?, ?it/s] 85/299 6.87G 0.03129 0.02878 0.0004279 0.0605 173 640: 0%| | 0/56 [00:41<?, ?it/s] 85/299 6.87G 0.03129 0.02878 0.0004279 0.0605 173 640: 2%|▏ | 1/56 [00:41<38:13, 41.70s/it] 85/299 6.87G 0.03025 0.02629 0.0004102 0.05695 153 640: 2%|▏ | 1/56 [00:41<38:13, 41.70s/it] 85/299 6.87G 0.03025 0.02629 0.0004102 0.05695 153 640: 4%|▎ | 2/56 [00:41<15:34, 17.30s/it] 85/299 6.87G 0.02958 0.02659 0.0004211 0.05659 199 640: 4%|▎ | 2/56 [00:42<15:34, 17.30s/it] 85/299 6.87G 0.02958 0.02659 0.0004211 0.05659 199 640: 5%|▌ | 3/56 [00:42<08:23, 9.50s/it] 85/299 6.87G 0.03047 0.02755 0.0005109 0.05853 213 640: 5%|▌ | 3/56 [00:42<08:23, 9.50s/it] 85/299 6.87G 0.03047 0.02755 0.0005109 0.05853 213 640: 7%|▋ | 4/56 [00:42<05:03, 5.84s/it] 85/299 6.87G 0.03038 0.02656 0.0004982 0.05743 172 640: 7%|▋ | 4/56 [00:42<05:03, 5.84s/it] 85/299 6.87G 0.03038 0.02656 0.0004982 0.05743 172 640: 9%|▉ | 5/56 [00:42<03:15, 3.83s/it] 85/299 6.87G 0.02978 0.02572 0.0004855 0.05599 133 640: 9%|▉ | 5/56 [00:42<03:15, 3.83s/it] 85/299 6.87G 0.02978 0.02572 0.0004855 0.05599 133 640: 11%|█ | 6/56 [00:42<02:10, 2.61s/it] 85/299 6.87G 0.02931 0.02555 0.0004713 0.05533 178 640: 11%|█ | 6/56 [00:43<02:10, 2.61s/it] 85/299 6.87G 0.02931 0.02555 0.0004713 0.05533 178 640: 12%|█▎ | 7/56 [00:43<01:29, 1.83s/it] 85/299 6.87G 0.02914 0.02535 0.0005197 0.05501 146 640: 12%|█▎ | 7/56 [00:43<01:29, 1.83s/it] 85/299 6.87G 0.02914 0.02535 0.0005197 0.05501 146 640: 14%|█▍ | 8/56 [00:43<01:03, 1.32s/it] 85/299 6.87G 0.02909 0.02527 0.0004948 0.05485 181 640: 14%|█▍ | 8/56 [01:16<01:03, 1.32s/it] 85/299 6.87G 0.02909 0.02527 0.0004948 0.05485 181 640: 16%|█▌ | 9/56 [01:16<08:44, 11.16s/it] 85/299 6.87G 0.02887 0.02561 0.0005068 0.05499 209 640: 16%|█▌ | 9/56 [01:16<08:44, 11.16s/it] 85/299 6.87G 0.02887 0.02561 0.0005068 0.05499 209 640: 18%|█▊ | 10/56 [01:16<05:58, 7.78s/it] 85/299 6.87G 0.02871 0.02561 0.0004963 0.05481 148 640: 18%|█▊ | 10/56 [01:16<05:58, 7.78s/it] 85/299 6.87G 0.02871 0.02561 0.0004963 0.05481 148 640: 20%|█▉ | 11/56 [01:16<04:06, 5.47s/it] 85/299 6.87G 0.02857 0.02607 0.000504 0.05513 196 640: 20%|█▉ | 11/56 [01:16<04:06, 5.47s/it] 85/299 6.87G 0.02857 0.02607 0.000504 0.05513 196 640: 21%|██▏ | 12/56 [01:16<02:50, 3.88s/it] 85/299 6.87G 0.02852 0.02633 0.0004875 0.05533 183 640: 21%|██▏ | 12/56 [01:17<02:50, 3.88s/it] 85/299 6.87G 0.02852 0.02633 0.0004875 0.05533 183 640: 23%|██▎ | 13/56 [01:17<01:59, 2.78s/it] 85/299 6.87G 0.02844 0.02598 0.0004918 0.05492 114 640: 23%|██▎ | 13/56 [01:17<01:59, 2.78s/it] 85/299 6.87G 0.02844 0.02598 0.0004918 0.05492 114 640: 25%|██▌ | 14/56 [01:17<01:24, 2.01s/it] 85/299 6.87G 0.02827 0.02566 0.0004786 0.05441 126 640: 25%|██▌ | 14/56 [01:17<01:24, 2.01s/it] 85/299 6.87G 0.02827 0.02566 0.0004786 0.05441 126 640: 27%|██▋ | 15/56 [01:17<01:00, 1.47s/it] 85/299 6.87G 0.02814 0.02532 0.00047 0.05393 104
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.568 0.493 0.459 0.218
0%| | 0/56 [00:00<?, ?it/s] 86/299 6.87G 0.03533 0.03152 0.0006854 0.06753 240 640: 0%| | 0/56 [00:38<?, ?it/s] 86/299 6.87G 0.03533 0.03152 0.0006854 0.06753 240 640: 2%|▏ | 1/56 [00:38<34:57, 38.13s/it] 86/299 6.87G 0.03363 0.02767 0.0005178 0.06181 155 640: 2%|▏ | 1/56 [00:38<34:57, 38.13s/it] 86/299 6.87G 0.03363 0.02767 0.0005178 0.06181 155 640: 4%|▎ | 2/56 [00:38<14:14, 15.83s/it] 86/299 6.87G 0.03364 0.02711 0.0005637 0.06131 168 640: 4%|▎ | 2/56 [00:38<14:14, 15.83s/it] 86/299 6.87G 0.03364 0.02711 0.0005637 0.06131 168 640: 5%|▌ | 3/56 [00:38<07:41, 8.71s/it] 86/299 6.87G 0.03436 0.02828 0.0004976 0.06314 218 640: 5%|▌ | 3/56 [00:38<07:41, 8.71s/it] 86/299 6.87G 0.03436 0.02828 0.0004976 0.06314 218 640: 7%|▋ | 4/56 [00:38<04:38, 5.36s/it] 86/299 6.87G 0.03389 0.02677 0.000502 0.06117 154 640: 7%|▋ | 4/56 [00:39<04:38, 5.36s/it] 86/299 6.87G 0.03389 0.02677 0.000502 0.06117 154 640: 9%|▉ | 5/56 [00:39<02:59, 3.52s/it] 86/299 6.87G 0.03309 0.02584 0.0004729 0.0594 137 640: 9%|▉ | 5/56 [00:39<02:59, 3.52s/it] 86/299 6.87G 0.03309 0.02584 0.0004729 0.0594 137 640: 11%|█ | 6/56 [00:39<02:00, 2.40s/it] 86/299 6.87G 0.03299 0.02503 0.0004495 0.05847 118 640: 11%|█ | 6/56 [00:39<02:00, 2.40s/it] 86/299 6.87G 0.03299 0.02503 0.0004495 0.05847 118 640: 12%|█▎ | 7/56 [00:39<01:22, 1.69s/it] 86/299 6.87G 0.03269 0.02487 0.0004725 0.05803 194 640: 12%|█▎ | 7/56 [00:39<01:22, 1.69s/it] 86/299 6.87G 0.03269 0.02487 0.0004725 0.05803 194 640: 14%|█▍ | 8/56 [00:39<00:58, 1.23s/it] 86/299 6.87G 0.03222 0.02479 0.0004638 0.05747 147 640: 14%|█▍ | 8/56 [01:12<00:58, 1.23s/it] 86/299 6.87G 0.03222 0.02479 0.0004638 0.05747 147 640: 16%|█▌ | 9/56 [01:12<08:38, 11.04s/it] 86/299 6.87G 0.03183 0.02557 0.0004604 0.05786 225 640: 16%|█▌ | 9/56 [01:12<08:38, 11.04s/it] 86/299 6.87G 0.03183 0.02557 0.0004604 0.05786 225 640: 18%|█▊ | 10/56 [01:12<05:54, 7.70s/it] 86/299 6.87G 0.03133 0.02547 0.0004523 0.05726 140 640: 18%|█▊ | 10/56 [01:12<05:54, 7.70s/it] 86/299 6.87G 0.03133 0.02547 0.0004523 0.05726 140 640: 20%|█▉ | 11/56 [01:12<04:03, 5.41s/it] 86/299 6.87G 0.03101 0.02519 0.0004385 0.05664 142 640: 20%|█▉ | 11/56 [01:13<04:03, 5.41s/it] 86/299 6.87G 0.03101 0.02519 0.0004385 0.05664 142 640: 21%|██▏ | 12/56 [01:13<02:48, 3.84s/it] 86/299 6.87G 0.03083 0.025 0.0004498 0.05628 139 640: 21%|██▏ | 12/56 [01:13<02:48, 3.84s/it] 86/299 6.87G 0.03083 0.025 0.0004498 0.05628 139 640: 23%|██▎ | 13/56 [01:13<01:58, 2.76s/it] 86/299 6.87G 0.03089 0.02481 0.0004435 0.05614 137 640: 23%|██▎ | 13/56 [01:13<01:58, 2.76s/it] 86/299 6.87G 0.03089 0.02481 0.0004435 0.05614 137 640: 25%|██▌ | 14/56 [01:13<01:23, 1.99s/it] 86/299 6.87G 0.0308 0.02447 0.0004362 0.05571 159 640: 25%|██▌ | 14/56 [01:13<01:23, 1.99s/it] 86/299 6.87G 0.0308 0.02447 0.0004362 0.05571 159 640: 27%|██▋ | 15/56 [01:13<00:59, 1.46s/it] 86/299 6.87G 0.03046 0.02416 0.0004341 0.05506 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.11it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.562 0.497 0.46 0.227
0%| | 0/56 [00:00<?, ?it/s] 87/299 6.87G 0.03255 0.02928 0.0005514 0.06238 188 640: 0%| | 0/56 [00:35<?, ?it/s] 87/299 6.87G 0.03255 0.02928 0.0005514 0.06238 188 640: 2%|▏ | 1/56 [00:35<32:25, 35.37s/it] 87/299 6.87G 0.03256 0.02497 0.0005006 0.05804 150 640: 2%|▏ | 1/56 [00:35<32:25, 35.37s/it] 87/299 6.87G 0.03256 0.02497 0.0005006 0.05804 150 640: 4%|▎ | 2/56 [00:35<13:13, 14.70s/it] 87/299 6.87G 0.0328 0.02416 0.000549 0.05751 136 640: 4%|▎ | 2/56 [00:35<13:13, 14.70s/it] 87/299 6.87G 0.0328 0.02416 0.000549 0.05751 136 640: 5%|▌ | 3/56 [00:35<07:08, 8.09s/it] 87/299 6.87G 0.03238 0.02434 0.0004975 0.05722 166 640: 5%|▌ | 3/56 [00:36<07:08, 8.09s/it] 87/299 6.87G 0.03238 0.02434 0.0004975 0.05722 166 640: 7%|▋ | 4/56 [00:36<04:19, 4.99s/it] 87/299 6.87G 0.03167 0.0243 0.0004909 0.05646 166 640: 7%|▋ | 4/56 [00:39<04:19, 4.99s/it] 87/299 6.87G 0.03167 0.0243 0.0004909 0.05646 166 640: 9%|▉ | 5/56 [00:39<03:43, 4.38s/it] 87/299 6.87G 0.0312 0.02426 0.0004815 0.05594 146 640: 9%|▉ | 5/56 [00:39<03:43, 4.38s/it] 87/299 6.87G 0.0312 0.02426 0.0004815 0.05594 146 640: 11%|█ | 6/56 [00:39<02:28, 2.97s/it] 87/299 6.87G 0.03093 0.02386 0.0004634 0.05525 155 640: 11%|█ | 6/56 [00:39<02:28, 2.97s/it] 87/299 6.87G 0.03093 0.02386 0.0004634 0.05525 155 640: 12%|█▎ | 7/56 [00:39<01:41, 2.07s/it] 87/299 6.87G 0.0304 0.02415 0.0005035 0.05505 159 640: 12%|█▎ | 7/56 [00:40<01:41, 2.07s/it] 87/299 6.87G 0.0304 0.02415 0.0005035 0.05505 159 640: 14%|█▍ | 8/56 [00:40<01:11, 1.49s/it] 87/299 6.87G 0.0302 0.02391 0.0004793 0.05459 134 640: 14%|█▍ | 8/56 [01:10<01:11, 1.49s/it] 87/299 6.87G 0.0302 0.02391 0.0004793 0.05459 134 640: 16%|█▌ | 9/56 [01:10<08:11, 10.45s/it] 87/299 6.87G 0.02993 0.02394 0.0004962 0.05436 202 640: 16%|█▌ | 9/56 [01:10<08:11, 10.45s/it] 87/299 6.87G 0.02993 0.02394 0.0004962 0.05436 202 640: 18%|█▊ | 10/56 [01:10<05:35, 7.29s/it] 87/299 6.87G 0.02973 0.02452 0.0005045 0.05475 171 640: 18%|█▊ | 10/56 [01:10<05:35, 7.29s/it] 87/299 6.87G 0.02973 0.02452 0.0005045 0.05475 171 640: 20%|█▉ | 11/56 [01:10<03:50, 5.13s/it] 87/299 6.87G 0.02967 0.02446 0.0004885 0.05461 158 640: 20%|█▉ | 11/56 [01:10<03:50, 5.13s/it] 87/299 6.87G 0.02967 0.02446 0.0004885 0.05461 158 640: 21%|██▏ | 12/56 [01:10<02:40, 3.64s/it] 87/299 6.87G 0.0293 0.02437 0.0004699 0.05415 151 640: 21%|██▏ | 12/56 [01:14<02:40, 3.64s/it] 87/299 6.87G 0.0293 0.02437 0.0004699 0.05415 151 640: 23%|██▎ | 13/56 [01:14<02:31, 3.52s/it] 87/299 6.87G 0.02943 0.0244 0.0004683 0.05429 148 640: 23%|██▎ | 13/56 [01:14<02:31, 3.52s/it] 87/299 6.87G 0.02943 0.0244 0.0004683 0.05429 148 640: 25%|██▌ | 14/56 [01:14<01:45, 2.52s/it] 87/299 6.87G 0.02929 0.02439 0.0004589 0.05413 142 640: 25%|██▌ | 14/56 [01:14<01:45, 2.52s/it] 87/299 6.87G 0.02929 0.02439 0.0004589 0.05413 142 640: 27%|██▋ | 15/56 [01:14<01:15, 1.83s/it] 87/299 6.87G 0.02907 0.02448 0.0004584 0.05402 143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.506 0.479 0.441 0.214
0%| | 0/56 [00:00<?, ?it/s] 88/299 6.87G 0.03105 0.0277 0.0002622 0.05902 170 640: 0%| | 0/56 [00:32<?, ?it/s] 88/299 6.87G 0.03105 0.0277 0.0002622 0.05902 170 640: 2%|▏ | 1/56 [00:32<30:13, 32.97s/it] 88/299 6.87G 0.03129 0.02861 0.0003736 0.06028 233 640: 2%|▏ | 1/56 [00:33<30:13, 32.97s/it] 88/299 6.87G 0.03129 0.02861 0.0003736 0.06028 233 640: 4%|▎ | 2/56 [00:33<12:20, 13.71s/it] 88/299 6.87G 0.03212 0.02823 0.0004049 0.06076 185 640: 4%|▎ | 2/56 [00:33<12:20, 13.71s/it] 88/299 6.87G 0.03212 0.02823 0.0004049 0.06076 185 640: 5%|▌ | 3/56 [00:33<06:40, 7.55s/it] 88/299 6.87G 0.03155 0.02611 0.0005477 0.05821 161 640: 5%|▌ | 3/56 [00:33<06:40, 7.55s/it] 88/299 6.87G 0.03155 0.02611 0.0005477 0.05821 161 640: 7%|▋ | 4/56 [00:33<04:02, 4.66s/it] 88/299 6.87G 0.03121 0.02701 0.0005237 0.05874 167 640: 7%|▋ | 4/56 [00:36<04:02, 4.66s/it] 88/299 6.87G 0.03121 0.02701 0.0005237 0.05874 167 640: 9%|▉ | 5/56 [00:36<03:18, 3.89s/it] 88/299 6.87G 0.03078 0.02574 0.0004925 0.05701 147 640: 9%|▉ | 5/56 [00:36<03:18, 3.89s/it] 88/299 6.87G 0.03078 0.02574 0.0004925 0.05701 147 640: 11%|█ | 6/56 [00:36<02:12, 2.64s/it] 88/299 6.87G 0.03033 0.02531 0.0005154 0.05616 167 640: 11%|█ | 6/56 [00:36<02:12, 2.64s/it] 88/299 6.87G 0.03033 0.02531 0.0005154 0.05616 167 640: 12%|█▎ | 7/56 [00:36<01:30, 1.85s/it] 88/299 6.87G 0.03029 0.02507 0.0005029 0.05586 133 640: 12%|█▎ | 7/56 [00:36<01:30, 1.85s/it] 88/299 6.87G 0.03029 0.02507 0.0005029 0.05586 133 640: 14%|█▍ | 8/56 [00:36<01:04, 1.34s/it] 88/299 6.87G 0.03019 0.02584 0.0005042 0.05653 206 640: 14%|█▍ | 8/56 [01:08<01:04, 1.34s/it] 88/299 6.87G 0.03019 0.02584 0.0005042 0.05653 206 640: 16%|█▌ | 9/56 [01:08<08:25, 10.75s/it] 88/299 6.87G 0.03022 0.02589 0.000483 0.0566 185 640: 16%|█▌ | 9/56 [01:08<08:25, 10.75s/it] 88/299 6.87G 0.03022 0.02589 0.000483 0.0566 185 640: 18%|█▊ | 10/56 [01:08<05:44, 7.50s/it] 88/299 6.87G 0.03023 0.02616 0.0005493 0.05694 157 640: 18%|█▊ | 10/56 [01:08<05:44, 7.50s/it] 88/299 6.87G 0.03023 0.02616 0.0005493 0.05694 157 640: 20%|█▉ | 11/56 [01:08<03:57, 5.27s/it] 88/299 6.87G 0.03028 0.02598 0.0005349 0.05679 139 640: 20%|█▉ | 11/56 [01:08<03:57, 5.27s/it] 88/299 6.87G 0.03028 0.02598 0.0005349 0.05679 139 640: 21%|██▏ | 12/56 [01:08<02:44, 3.74s/it] 88/299 6.87G 0.03028 0.0263 0.0005165 0.0571 189 640: 21%|██▏ | 12/56 [01:11<02:44, 3.74s/it] 88/299 6.87G 0.03028 0.0263 0.0005165 0.0571 189 640: 23%|██▎ | 13/56 [01:11<02:26, 3.40s/it] 88/299 6.87G 0.02997 0.02615 0.0005051 0.05663 160 640: 23%|██▎ | 13/56 [01:11<02:26, 3.40s/it] 88/299 6.87G 0.02997 0.02615 0.0005051 0.05663 160 640: 25%|██▌ | 14/56 [01:11<01:42, 2.44s/it] 88/299 6.87G 0.03002 0.02602 0.0005636 0.05661 121 640: 25%|██▌ | 14/56 [01:12<01:42, 2.44s/it] 88/299 6.87G 0.03002 0.02602 0.0005636 0.05661 121 640: 27%|██▋ | 15/56 [01:12<01:12, 1.77s/it] 88/299 6.87G 0.03014 0.0262 0.000549 0.05689 168
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.96it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.604 0.514 0.491 0.243
0%| | 0/56 [00:00<?, ?it/s] 89/299 6.87G 0.02939 0.02822 0.000301 0.05791 146 640: 0%| | 0/56 [00:29<?, ?it/s] 89/299 6.87G 0.02939 0.02822 0.000301 0.05791 146 640: 2%|▏ | 1/56 [00:29<27:24, 29.90s/it] 89/299 6.87G 0.02924 0.02503 0.0003335 0.05461 159 640: 2%|▏ | 1/56 [00:30<27:24, 29.90s/it] 89/299 6.87G 0.02924 0.02503 0.0003335 0.05461 159 640: 4%|▎ | 2/56 [00:30<11:12, 12.45s/it] 89/299 6.87G 0.0291 0.02464 0.0003348 0.05407 184 640: 4%|▎ | 2/56 [00:30<11:12, 12.45s/it] 89/299 6.87G 0.0291 0.02464 0.0003348 0.05407 184 640: 5%|▌ | 3/56 [00:30<06:03, 6.87s/it] 89/299 6.87G 0.0292 0.02352 0.0003843 0.05311 125 640: 5%|▌ | 3/56 [00:30<06:03, 6.87s/it] 89/299 6.87G 0.0292 0.02352 0.0003843 0.05311 125 640: 7%|▋ | 4/56 [00:30<03:40, 4.25s/it] 89/299 6.87G 0.02907 0.02269 0.0004023 0.05217 168 640: 7%|▋ | 4/56 [00:40<03:40, 4.25s/it] 89/299 6.87G 0.02907 0.02269 0.0004023 0.05217 168 640: 9%|▉ | 5/56 [00:40<05:17, 6.23s/it] 89/299 6.87G 0.02888 0.02197 0.0004048 0.05125 119 640: 9%|▉ | 5/56 [00:40<05:17, 6.23s/it] 89/299 6.87G 0.02888 0.02197 0.0004048 0.05125 119 640: 11%|█ | 6/56 [00:40<03:29, 4.19s/it] 89/299 6.87G 0.02863 0.02256 0.0003919 0.05158 174 640: 11%|█ | 6/56 [00:40<03:29, 4.19s/it] 89/299 6.87G 0.02863 0.02256 0.0003919 0.05158 174 640: 12%|█▎ | 7/56 [00:40<02:21, 2.89s/it] 89/299 6.87G 0.02811 0.02259 0.0003942 0.0511 154 640: 12%|█▎ | 7/56 [00:40<02:21, 2.89s/it] 89/299 6.87G 0.02811 0.02259 0.0003942 0.0511 154 640: 14%|█▍ | 8/56 [00:40<01:38, 2.04s/it] 89/299 6.87G 0.0281 0.02332 0.0004576 0.05188 228 640: 14%|█▍ | 8/56 [01:04<01:38, 2.04s/it] 89/299 6.87G 0.0281 0.02332 0.0004576 0.05188 228 640: 16%|█▌ | 9/56 [01:04<06:53, 8.80s/it] 89/299 6.87G 0.02809 0.02392 0.0004493 0.05246 220 640: 16%|█▌ | 9/56 [01:04<06:53, 8.80s/it] 89/299 6.87G 0.02809 0.02392 0.0004493 0.05246 220 640: 18%|█▊ | 10/56 [01:04<04:43, 6.15s/it] 89/299 6.87G 0.02802 0.02403 0.0004452 0.0525 147 640: 18%|█▊ | 10/56 [01:05<04:43, 6.15s/it] 89/299 6.87G 0.02802 0.02403 0.0004452 0.0525 147 640: 20%|█▉ | 11/56 [01:05<03:15, 4.34s/it] 89/299 6.87G 0.02814 0.02405 0.0004381 0.05263 144 640: 20%|█▉ | 11/56 [01:05<03:15, 4.34s/it] 89/299 6.87G 0.02814 0.02405 0.0004381 0.05263 144 640: 21%|██▏ | 12/56 [01:05<02:15, 3.09s/it] 89/299 6.87G 0.02803 0.02391 0.0004657 0.0524 155 640: 21%|██▏ | 12/56 [01:14<02:15, 3.09s/it] 89/299 6.87G 0.02803 0.02391 0.0004657 0.0524 155 640: 23%|██▎ | 13/56 [01:14<03:28, 4.86s/it] 89/299 6.87G 0.02801 0.02435 0.0004512 0.05281 184 640: 23%|██▎ | 13/56 [01:14<03:28, 4.86s/it] 89/299 6.87G 0.02801 0.02435 0.0004512 0.05281 184 640: 25%|██▌ | 14/56 [01:14<02:25, 3.46s/it] 89/299 6.87G 0.02802 0.02423 0.0004512 0.0527 149 640: 25%|██▌ | 14/56 [01:14<02:25, 3.46s/it] 89/299 6.87G 0.02802 0.02423 0.0004512 0.0527 149 640: 27%|██▋ | 15/56 [01:14<01:41, 2.49s/it] 89/299 6.87G 0.02799 0.02393 0.0004632 0.05239 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.531 0.465 0.448 0.215
0%| | 0/56 [00:00<?, ?it/s] 90/299 6.87G 0.03025 0.03484 0.0002296 0.06532 209 640: 0%| | 0/56 [00:34<?, ?it/s] 90/299 6.87G 0.03025 0.03484 0.0002296 0.06532 209 640: 2%|▏ | 1/56 [00:34<31:15, 34.11s/it] 90/299 6.87G 0.03107 0.03142 0.0004148 0.0629 197 640: 2%|▏ | 1/56 [00:34<31:15, 34.11s/it] 90/299 6.87G 0.03107 0.03142 0.0004148 0.0629 197 640: 4%|▎ | 2/56 [00:34<12:45, 14.18s/it] 90/299 6.87G 0.03008 0.02735 0.0003936 0.05783 147 640: 4%|▎ | 2/56 [00:34<12:45, 14.18s/it] 90/299 6.87G 0.03008 0.02735 0.0003936 0.05783 147 640: 5%|▌ | 3/56 [00:34<06:53, 7.81s/it] 90/299 6.87G 0.02994 0.02708 0.0004143 0.05743 167 640: 5%|▌ | 3/56 [00:34<06:53, 7.81s/it] 90/299 6.87G 0.02994 0.02708 0.0004143 0.05743 167 640: 7%|▋ | 4/56 [00:34<04:10, 4.82s/it] 90/299 6.87G 0.02933 0.02585 0.0004058 0.05559 165 640: 7%|▋ | 4/56 [00:35<04:10, 4.82s/it] 90/299 6.87G 0.02933 0.02585 0.0004058 0.05559 165 640: 9%|▉ | 5/56 [00:35<02:41, 3.17s/it] 90/299 6.87G 0.02918 0.02524 0.0004378 0.05486 157 640: 9%|▉ | 5/56 [00:35<02:41, 3.17s/it] 90/299 6.87G 0.02918 0.02524 0.0004378 0.05486 157 640: 11%|█ | 6/56 [00:35<01:48, 2.17s/it] 90/299 6.87G 0.02886 0.02498 0.000415 0.05426 178 640: 11%|█ | 6/56 [00:40<01:48, 2.17s/it] 90/299 6.87G 0.02886 0.02498 0.000415 0.05426 178 640: 12%|█▎ | 7/56 [00:40<02:30, 3.06s/it] 90/299 6.87G 0.02896 0.02541 0.0004258 0.05479 159 640: 12%|█▎ | 7/56 [00:40<02:30, 3.06s/it] 90/299 6.87G 0.02896 0.02541 0.0004258 0.05479 159 640: 14%|█▍ | 8/56 [00:40<01:43, 2.16s/it] 90/299 6.87G 0.02901 0.02553 0.0004171 0.05496 195 640: 14%|█▍ | 8/56 [01:08<01:43, 2.16s/it] 90/299 6.87G 0.02901 0.02553 0.0004171 0.05496 195 640: 16%|█▌ | 9/56 [01:08<08:02, 10.26s/it] 90/299 6.87G 0.02909 0.02577 0.0004198 0.05529 204 640: 16%|█▌ | 9/56 [01:08<08:02, 10.26s/it] 90/299 6.87G 0.02909 0.02577 0.0004198 0.05529 204 640: 18%|█▊ | 10/56 [01:08<05:29, 7.16s/it] 90/299 6.87G 0.02881 0.02536 0.0004495 0.05462 150 640: 18%|█▊ | 10/56 [01:08<05:29, 7.16s/it] 90/299 6.87G 0.02881 0.02536 0.0004495 0.05462 150 640: 20%|█▉ | 11/56 [01:08<03:46, 5.04s/it] 90/299 6.87G 0.02875 0.02504 0.0004378 0.05422 130 640: 20%|█▉ | 11/56 [01:09<03:46, 5.04s/it] 90/299 6.87G 0.02875 0.02504 0.0004378 0.05422 130 640: 21%|██▏ | 12/56 [01:09<02:37, 3.58s/it] 90/299 6.87G 0.02843 0.02463 0.0004205 0.05348 115 640: 21%|██▏ | 12/56 [01:09<02:37, 3.58s/it] 90/299 6.87G 0.02843 0.02463 0.0004205 0.05348 115 640: 23%|██▎ | 13/56 [01:09<01:50, 2.57s/it] 90/299 6.87G 0.02832 0.02451 0.0004209 0.05325 154 640: 23%|██▎ | 13/56 [01:09<01:50, 2.57s/it] 90/299 6.87G 0.02832 0.02451 0.0004209 0.05325 154 640: 25%|██▌ | 14/56 [01:09<01:18, 1.87s/it] 90/299 6.87G 0.02823 0.02419 0.0004163 0.05284 126 640: 25%|██▌ | 14/56 [01:14<01:18, 1.87s/it] 90/299 6.87G 0.02823 0.02419 0.0004163 0.05284 126 640: 27%|██▋ | 15/56 [01:14<01:51, 2.73s/it] 90/299 6.87G 0.02815 0.02382 0.0004072 0.05238 99
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.516 0.454 0.23
0%| | 0/56 [00:00<?, ?it/s] 91/299 6.87G 0.0344 0.02792 0.0003891 0.06271 206 640: 0%| | 0/56 [00:30<?, ?it/s] 91/299 6.87G 0.0344 0.02792 0.0003891 0.06271 206 640: 2%|▏ | 1/56 [00:30<28:24, 30.99s/it] 91/299 6.87G 0.03088 0.02598 0.0003889 0.05725 181 640: 2%|▏ | 1/56 [00:31<28:24, 30.99s/it] 91/299 6.87G 0.03088 0.02598 0.0003889 0.05725 181 640: 4%|▎ | 2/56 [00:31<11:36, 12.90s/it] 91/299 6.87G 0.03121 0.02631 0.0004092 0.05792 190 640: 4%|▎ | 2/56 [00:31<11:36, 12.90s/it] 91/299 6.87G 0.03121 0.02631 0.0004092 0.05792 190 640: 5%|▌ | 3/56 [00:31<06:16, 7.11s/it] 91/299 6.87G 0.03047 0.02405 0.0003901 0.05491 113 640: 5%|▌ | 3/56 [00:31<06:16, 7.11s/it] 91/299 6.87G 0.03047 0.02405 0.0003901 0.05491 113 640: 7%|▋ | 4/56 [00:31<03:48, 4.39s/it] 91/299 6.87G 0.03041 0.02398 0.0003823 0.05478 179 640: 7%|▋ | 4/56 [00:31<03:48, 4.39s/it] 91/299 6.87G 0.03041 0.02398 0.0003823 0.05478 179 640: 9%|▉ | 5/56 [00:31<02:28, 2.91s/it] 91/299 6.87G 0.02994 0.02342 0.0003921 0.05376 142 640: 9%|▉ | 5/56 [00:32<02:28, 2.91s/it] 91/299 6.87G 0.02994 0.02342 0.0003921 0.05376 142 640: 11%|█ | 6/56 [00:32<01:39, 2.00s/it] 91/299 6.87G 0.03003 0.02362 0.0004003 0.05405 187 640: 11%|█ | 6/56 [00:41<01:39, 2.00s/it] 91/299 6.87G 0.03003 0.02362 0.0004003 0.05405 187 640: 12%|█▎ | 7/56 [00:41<03:42, 4.55s/it] 91/299 6.87G 0.02993 0.02433 0.0004332 0.05469 176 640: 12%|█▎ | 7/56 [00:42<03:42, 4.55s/it] 91/299 6.87G 0.02993 0.02433 0.0004332 0.05469 176 640: 14%|█▍ | 8/56 [00:42<02:32, 3.17s/it] 91/299 6.87G 0.02966 0.02384 0.0004305 0.05393 148 640: 14%|█▍ | 8/56 [01:05<02:32, 3.17s/it] 91/299 6.87G 0.02966 0.02384 0.0004305 0.05393 148 640: 16%|█▌ | 9/56 [01:05<07:18, 9.34s/it] 91/299 6.87G 0.02952 0.02375 0.0004363 0.05371 164 640: 16%|█▌ | 9/56 [01:05<07:18, 9.34s/it] 91/299 6.87G 0.02952 0.02375 0.0004363 0.05371 164 640: 18%|█▊ | 10/56 [01:05<05:00, 6.52s/it] 91/299 6.87G 0.02954 0.02379 0.0004268 0.05376 163 640: 18%|█▊ | 10/56 [01:05<05:00, 6.52s/it] 91/299 6.87G 0.02954 0.02379 0.0004268 0.05376 163 640: 20%|█▉ | 11/56 [01:05<03:26, 4.60s/it] 91/299 6.87G 0.02947 0.02449 0.0004191 0.05437 175 640: 20%|█▉ | 11/56 [01:05<03:26, 4.60s/it] 91/299 6.87G 0.02947 0.02449 0.0004191 0.05437 175 640: 21%|██▏ | 12/56 [01:05<02:23, 3.27s/it] 91/299 6.87G 0.02955 0.02459 0.0004726 0.05461 156 640: 21%|██▏ | 12/56 [01:06<02:23, 3.27s/it] 91/299 6.87G 0.02955 0.02459 0.0004726 0.05461 156 640: 23%|██▎ | 13/56 [01:06<01:41, 2.36s/it] 91/299 6.87G 0.02945 0.02483 0.0004677 0.05476 181 640: 23%|██▎ | 13/56 [01:06<01:41, 2.36s/it] 91/299 6.87G 0.02945 0.02483 0.0004677 0.05476 181 640: 25%|██▌ | 14/56 [01:06<01:12, 1.72s/it] 91/299 6.87G 0.02944 0.02499 0.0004609 0.05489 177 640: 25%|██▌ | 14/56 [01:16<01:12, 1.72s/it] 91/299 6.87G 0.02944 0.02499 0.0004609 0.05489 177 640: 27%|██▋ | 15/56 [01:16<02:51, 4.19s/it] 91/299 6.87G 0.02914 0.02468 0.0004705 0.05429 116
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.506 0.545 0.472 0.236
0%| | 0/56 [00:00<?, ?it/s] 92/299 6.87G 0.03259 0.02804 0.0004055 0.06103 222 640: 0%| | 0/56 [00:32<?, ?it/s] 92/299 6.87G 0.03259 0.02804 0.0004055 0.06103 222 640: 2%|▏ | 1/56 [00:32<29:22, 32.04s/it] 92/299 6.87G 0.03105 0.02589 0.0004531 0.05739 170 640: 2%|▏ | 1/56 [00:32<29:22, 32.04s/it] 92/299 6.87G 0.03105 0.02589 0.0004531 0.05739 170 640: 4%|▎ | 2/56 [00:32<11:59, 13.33s/it] 92/299 6.87G 0.03031 0.02533 0.0004539 0.0561 169 640: 4%|▎ | 2/56 [00:32<11:59, 13.33s/it] 92/299 6.87G 0.03031 0.02533 0.0004539 0.0561 169 640: 5%|▌ | 3/56 [00:32<06:29, 7.34s/it] 92/299 6.87G 0.02999 0.02504 0.0005082 0.05554 154 640: 5%|▌ | 3/56 [00:32<06:29, 7.34s/it] 92/299 6.87G 0.02999 0.02504 0.0005082 0.05554 154 640: 7%|▋ | 4/56 [00:32<03:55, 4.54s/it] 92/299 6.87G 0.02941 0.02396 0.0005188 0.0539 137 640: 7%|▋ | 4/56 [00:32<03:55, 4.54s/it] 92/299 6.87G 0.02941 0.02396 0.0005188 0.0539 137 640: 9%|▉ | 5/56 [00:32<02:32, 3.00s/it] 92/299 6.87G 0.02914 0.02307 0.0006159 0.05282 137 640: 9%|▉ | 5/56 [00:33<02:32, 3.00s/it] 92/299 6.87G 0.02914 0.02307 0.0006159 0.05282 137 640: 11%|█ | 6/56 [00:33<01:42, 2.06s/it] 92/299 6.87G 0.02881 0.02291 0.0005677 0.05229 172 640: 11%|█ | 6/56 [00:35<01:42, 2.06s/it] 92/299 6.87G 0.02881 0.02291 0.0005677 0.05229 172 640: 12%|█▎ | 7/56 [00:35<01:47, 2.20s/it] 92/299 6.87G 0.02861 0.023 0.0006185 0.05222 159 640: 12%|█▎ | 7/56 [00:35<01:47, 2.20s/it] 92/299 6.87G 0.02861 0.023 0.0006185 0.05222 159 640: 14%|█▍ | 8/56 [00:35<01:15, 1.57s/it] 92/299 6.87G 0.0287 0.0236 0.0005913 0.0529 246 640: 14%|█▍ | 8/56 [01:06<01:15, 1.57s/it] 92/299 6.87G 0.0287 0.0236 0.0005913 0.0529 246 640: 16%|█▌ | 9/56 [01:06<08:24, 10.74s/it] 92/299 6.87G 0.02849 0.02365 0.0005747 0.05271 170 640: 16%|█▌ | 9/56 [01:07<08:24, 10.74s/it] 92/299 6.87G 0.02849 0.02365 0.0005747 0.05271 170 640: 18%|█▊ | 10/56 [01:07<05:44, 7.49s/it] 92/299 6.87G 0.0284 0.02397 0.000604 0.05297 171 640: 18%|█▊ | 10/56 [01:07<05:44, 7.49s/it] 92/299 6.87G 0.0284 0.02397 0.000604 0.05297 171 640: 20%|█▉ | 11/56 [01:07<03:57, 5.27s/it] 92/299 6.87G 0.02844 0.02432 0.0005986 0.05336 191 640: 20%|█▉ | 11/56 [01:07<03:57, 5.27s/it] 92/299 6.87G 0.02844 0.02432 0.0005986 0.05336 191 640: 21%|██▏ | 12/56 [01:07<02:44, 3.73s/it] 92/299 6.87G 0.02815 0.02414 0.0005857 0.05288 116 640: 21%|██▏ | 12/56 [01:07<02:44, 3.73s/it] 92/299 6.87G 0.02815 0.02414 0.0005857 0.05288 116 640: 23%|██▎ | 13/56 [01:07<01:55, 2.68s/it] 92/299 6.87G 0.02813 0.02388 0.0005782 0.05259 148 640: 23%|██▎ | 13/56 [01:08<01:55, 2.68s/it] 92/299 6.87G 0.02813 0.02388 0.0005782 0.05259 148 640: 25%|██▌ | 14/56 [01:08<01:21, 1.94s/it] 92/299 6.87G 0.02806 0.02394 0.000563 0.05256 143 640: 25%|██▌ | 14/56 [01:10<01:21, 1.94s/it] 92/299 6.87G 0.02806 0.02394 0.000563 0.05256 143 640: 27%|██▋ | 15/56 [01:10<01:24, 2.07s/it] 92/299 6.87G 0.02792 0.02375 0.0006164 0.05229 116
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.549 0.496 0.455 0.227
0%| | 0/56 [00:00<?, ?it/s] 93/299 6.87G 0.03153 0.03016 0.0003013 0.06199 189 640: 0%| | 0/56 [00:31<?, ?it/s] 93/299 6.87G 0.03153 0.03016 0.0003013 0.06199 189 640: 2%|▏ | 1/56 [00:31<29:10, 31.82s/it] 93/299 6.87G 0.03001 0.02866 0.0003339 0.05901 183 640: 2%|▏ | 1/56 [00:32<29:10, 31.82s/it] 93/299 6.87G 0.03001 0.02866 0.0003339 0.05901 183 640: 4%|▎ | 2/56 [00:32<11:54, 13.24s/it] 93/299 6.87G 0.03012 0.02795 0.0003252 0.0584 192 640: 4%|▎ | 2/56 [00:32<11:54, 13.24s/it] 93/299 6.87G 0.03012 0.02795 0.0003252 0.0584 192 640: 5%|▌ | 3/56 [00:32<06:26, 7.30s/it] 93/299 6.87G 0.03046 0.02732 0.0003725 0.05815 191 640: 5%|▌ | 3/56 [00:32<06:26, 7.30s/it] 93/299 6.87G 0.03046 0.02732 0.0003725 0.05815 191 640: 7%|▋ | 4/56 [00:32<03:54, 4.51s/it] 93/299 6.87G 0.02999 0.02617 0.0003943 0.05656 134 640: 7%|▋ | 4/56 [00:35<03:54, 4.51s/it] 93/299 6.87G 0.02999 0.02617 0.0003943 0.05656 134 640: 9%|▉ | 5/56 [00:35<03:24, 4.01s/it] 93/299 6.87G 0.02974 0.02535 0.0004067 0.05549 125 640: 9%|▉ | 5/56 [00:35<03:24, 4.01s/it] 93/299 6.87G 0.02974 0.02535 0.0004067 0.05549 125 640: 11%|█ | 6/56 [00:35<02:16, 2.72s/it] 93/299 6.87G 0.02944 0.02436 0.0003902 0.05419 100 640: 11%|█ | 6/56 [00:36<02:16, 2.72s/it] 93/299 6.87G 0.02944 0.02436 0.0003902 0.05419 100 640: 12%|█▎ | 7/56 [00:36<01:33, 1.91s/it] 93/299 6.87G 0.02919 0.02396 0.0004133 0.05356 131 640: 12%|█▎ | 7/56 [00:36<01:33, 1.91s/it] 93/299 6.87G 0.02919 0.02396 0.0004133 0.05356 131 640: 14%|█▍ | 8/56 [00:36<01:05, 1.37s/it] 93/299 6.87G 0.02928 0.02416 0.0004314 0.05387 188 640: 14%|█▍ | 8/56 [01:09<01:05, 1.37s/it] 93/299 6.87G 0.02928 0.02416 0.0004314 0.05387 188 640: 16%|█▌ | 9/56 [01:09<08:58, 11.45s/it] 93/299 6.87G 0.02907 0.02413 0.0004268 0.05363 140 640: 16%|█▌ | 9/56 [01:10<08:58, 11.45s/it] 93/299 6.87G 0.02907 0.02413 0.0004268 0.05363 140 640: 18%|█▊ | 10/56 [01:10<06:07, 7.99s/it] 93/299 6.87G 0.02875 0.02388 0.0004135 0.05304 133 640: 18%|█▊ | 10/56 [01:10<06:07, 7.99s/it] 93/299 6.87G 0.02875 0.02388 0.0004135 0.05304 133 640: 20%|█▉ | 11/56 [01:10<04:12, 5.61s/it] 93/299 6.87G 0.02889 0.02407 0.0004229 0.05339 197 640: 20%|█▉ | 11/56 [01:10<04:12, 5.61s/it] 93/299 6.87G 0.02889 0.02407 0.0004229 0.05339 197 640: 21%|██▏ | 12/56 [01:10<02:54, 3.97s/it] 93/299 6.87G 0.02878 0.02404 0.0004451 0.05327 127 640: 21%|██▏ | 12/56 [01:17<02:54, 3.97s/it] 93/299 6.87G 0.02878 0.02404 0.0004451 0.05327 127 640: 23%|██▎ | 13/56 [01:17<03:25, 4.78s/it] 93/299 6.87G 0.02872 0.02398 0.0004926 0.05319 153 640: 23%|██▎ | 13/56 [01:17<03:25, 4.78s/it] 93/299 6.87G 0.02872 0.02398 0.0004926 0.05319 153 640: 25%|██▌ | 14/56 [01:17<02:22, 3.40s/it] 93/299 6.87G 0.02868 0.02417 0.0004853 0.05334 178 640: 25%|██▌ | 14/56 [01:17<02:22, 3.40s/it] 93/299 6.87G 0.02868 0.02417 0.0004853 0.05334 178 640: 27%|██▋ | 15/56 [01:17<01:40, 2.45s/it] 93/299 6.87G 0.02859 0.02405 0.0004775 0.05312 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.56 0.498 0.25
0%| | 0/56 [00:00<?, ?it/s] 94/299 6.87G 0.02811 0.03247 0.0003915 0.06098 188 640: 0%| | 0/56 [00:24<?, ?it/s] 94/299 6.87G 0.02811 0.03247 0.0003915 0.06098 188 640: 2%|▏ | 1/56 [00:24<22:20, 24.37s/it] 94/299 6.87G 0.0276 0.02974 0.00037 0.05771 194 640: 2%|▏ | 1/56 [00:24<22:20, 24.37s/it] 94/299 6.87G 0.0276 0.02974 0.00037 0.05771 194 640: 4%|▎ | 2/56 [00:24<09:09, 10.17s/it] 94/299 6.87G 0.02833 0.02833 0.0004233 0.05708 195 640: 4%|▎ | 2/56 [00:24<09:09, 10.17s/it] 94/299 6.87G 0.02833 0.02833 0.0004233 0.05708 195 640: 5%|▌ | 3/56 [00:24<04:58, 5.63s/it] 94/299 6.87G 0.02817 0.02733 0.0004601 0.05596 152 640: 5%|▌ | 3/56 [00:25<04:58, 5.63s/it] 94/299 6.87G 0.02817 0.02733 0.0004601 0.05596 152 640: 7%|▋ | 4/56 [00:25<03:06, 3.59s/it] 94/299 6.87G 0.0285 0.02761 0.000482 0.05659 203 640: 7%|▋ | 4/56 [00:41<03:06, 3.59s/it] 94/299 6.87G 0.0285 0.02761 0.000482 0.05659 203 640: 9%|▉ | 5/56 [00:41<06:58, 8.20s/it] 94/299 6.87G 0.02809 0.02674 0.0004661 0.05529 119 640: 9%|▉ | 5/56 [00:41<06:58, 8.20s/it] 94/299 6.87G 0.02809 0.02674 0.0004661 0.05529 119 640: 11%|█ | 6/56 [00:41<04:34, 5.49s/it] 94/299 6.87G 0.0279 0.02646 0.0004504 0.05481 193 640: 11%|█ | 6/56 [00:42<04:34, 5.49s/it] 94/299 6.87G 0.0279 0.02646 0.0004504 0.05481 193 640: 12%|█▎ | 7/56 [00:42<03:04, 3.77s/it] 94/299 6.87G 0.02756 0.026 0.0005212 0.05408 184 640: 12%|█▎ | 7/56 [00:42<03:04, 3.77s/it] 94/299 6.87G 0.02756 0.026 0.0005212 0.05408 184 640: 14%|█▍ | 8/56 [00:42<02:06, 2.64s/it] 94/299 6.87G 0.02779 0.02569 0.0005008 0.05398 147 640: 14%|█▍ | 8/56 [01:00<02:06, 2.64s/it] 94/299 6.87G 0.02779 0.02569 0.0005008 0.05398 147 640: 16%|█▌ | 9/56 [01:00<05:47, 7.40s/it] 94/299 6.87G 0.02795 0.02536 0.0004807 0.05379 154 640: 16%|█▌ | 9/56 [01:00<05:47, 7.40s/it] 94/299 6.87G 0.02795 0.02536 0.0004807 0.05379 154 640: 18%|█▊ | 10/56 [01:00<03:58, 5.19s/it] 94/299 6.87G 0.02784 0.02525 0.0004748 0.05356 158 640: 18%|█▊ | 10/56 [01:00<03:58, 5.19s/it] 94/299 6.87G 0.02784 0.02525 0.0004748 0.05356 158 640: 20%|█▉ | 11/56 [01:00<02:45, 3.67s/it] 94/299 6.87G 0.02749 0.0254 0.0004613 0.05335 157 640: 20%|█▉ | 11/56 [01:00<02:45, 3.67s/it] 94/299 6.87G 0.02749 0.0254 0.0004613 0.05335 157 640: 21%|██▏ | 12/56 [01:00<01:55, 2.62s/it] 94/299 6.87G 0.02745 0.02516 0.0004691 0.05309 149 640: 21%|██▏ | 12/56 [01:15<01:55, 2.62s/it] 94/299 6.87G 0.02745 0.02516 0.0004691 0.05309 149 640: 23%|██▎ | 13/56 [01:15<04:31, 6.31s/it] 94/299 6.87G 0.02735 0.02503 0.0004721 0.05285 164 640: 23%|██▎ | 13/56 [01:15<04:31, 6.31s/it] 94/299 6.87G 0.02735 0.02503 0.0004721 0.05285 164 640: 25%|██▌ | 14/56 [01:15<03:07, 4.47s/it] 94/299 6.87G 0.02735 0.02502 0.0005021 0.05287 155 640: 25%|██▌ | 14/56 [01:16<03:07, 4.47s/it] 94/299 6.87G 0.02735 0.02502 0.0005021 0.05287 155 640: 27%|██▋ | 15/56 [01:16<02:10, 3.19s/it] 94/299 6.87G 0.02728 0.02506 0.0004933 0.05283 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.477 0.428 0.225
0%| | 0/56 [00:00<?, ?it/s] 95/299 6.87G 0.02951 0.0273 0.0002129 0.05702 173 640: 0%| | 0/56 [00:25<?, ?it/s] 95/299 6.87G 0.02951 0.0273 0.0002129 0.05702 173 640: 2%|▏ | 1/56 [00:25<23:49, 26.00s/it] 95/299 6.87G 0.02836 0.02643 0.0004595 0.05525 161 640: 2%|▏ | 1/56 [00:26<23:49, 26.00s/it] 95/299 6.87G 0.02836 0.02643 0.0004595 0.05525 161 640: 4%|▎ | 2/56 [00:26<09:45, 10.84s/it] 95/299 6.87G 0.02937 0.02771 0.000396 0.05748 204 640: 4%|▎ | 2/56 [00:26<09:45, 10.84s/it] 95/299 6.87G 0.02937 0.02771 0.000396 0.05748 204 640: 5%|▌ | 3/56 [00:26<05:17, 5.99s/it] 95/299 6.87G 0.02915 0.02614 0.0003599 0.05565 137 640: 5%|▌ | 3/56 [00:26<05:17, 5.99s/it] 95/299 6.87G 0.02915 0.02614 0.0003599 0.05565 137 640: 7%|▋ | 4/56 [00:26<03:13, 3.72s/it] 95/299 6.87G 0.02905 0.02612 0.0003868 0.05556 173 640: 7%|▋ | 4/56 [00:36<03:13, 3.72s/it] 95/299 6.87G 0.02905 0.02612 0.0003868 0.05556 173 640: 9%|▉ | 5/56 [00:36<04:59, 5.88s/it] 95/299 6.87G 0.02913 0.02596 0.0004025 0.05549 164 640: 9%|▉ | 5/56 [00:36<04:59, 5.88s/it] 95/299 6.87G 0.02913 0.02596 0.0004025 0.05549 164 640: 11%|█ | 6/56 [00:36<03:17, 3.95s/it] 95/299 6.87G 0.02864 0.02506 0.000477 0.05418 180 640: 11%|█ | 6/56 [00:36<03:17, 3.95s/it] 95/299 6.87G 0.02864 0.02506 0.000477 0.05418 180 640: 12%|█▎ | 7/56 [00:36<02:14, 2.73s/it] 95/299 6.87G 0.02861 0.02554 0.0004953 0.05465 215 640: 12%|█▎ | 7/56 [00:37<02:14, 2.73s/it] 95/299 6.87G 0.02861 0.02554 0.0004953 0.05465 215 640: 14%|█▍ | 8/56 [00:37<01:32, 1.94s/it] 95/299 6.87G 0.02868 0.02584 0.0004701 0.055 217 640: 14%|█▍ | 8/56 [01:02<01:32, 1.94s/it] 95/299 6.87G 0.02868 0.02584 0.0004701 0.055 217 640: 16%|█▌ | 9/56 [01:02<07:22, 9.41s/it] 95/299 6.87G 0.02848 0.02546 0.0004597 0.0544 144 640: 16%|█▌ | 9/56 [01:03<07:22, 9.41s/it] 95/299 6.87G 0.02848 0.02546 0.0004597 0.0544 144 640: 18%|█▊ | 10/56 [01:03<05:02, 6.58s/it] 95/299 6.87G 0.02863 0.02524 0.0004405 0.05431 135 640: 18%|█▊ | 10/56 [01:03<05:02, 6.58s/it] 95/299 6.87G 0.02863 0.02524 0.0004405 0.05431 135 640: 20%|█▉ | 11/56 [01:03<03:28, 4.63s/it] 95/299 6.87G 0.02842 0.02464 0.0004238 0.05348 123 640: 20%|█▉ | 11/56 [01:03<03:28, 4.63s/it] 95/299 6.87G 0.02842 0.02464 0.0004238 0.05348 123 640: 21%|██▏ | 12/56 [01:03<02:24, 3.29s/it] 95/299 6.87G 0.02814 0.02445 0.0004223 0.05301 136 640: 21%|██▏ | 12/56 [01:10<02:24, 3.29s/it] 95/299 6.87G 0.02814 0.02445 0.0004223 0.05301 136 640: 23%|██▎ | 13/56 [01:10<03:13, 4.50s/it] 95/299 6.87G 0.02807 0.02414 0.000417 0.05263 130 640: 23%|██▎ | 13/56 [01:11<03:13, 4.50s/it] 95/299 6.87G 0.02807 0.02414 0.000417 0.05263 130 640: 25%|██▌ | 14/56 [01:11<02:14, 3.21s/it] 95/299 6.87G 0.02784 0.02412 0.000418 0.05239 158 640: 25%|██▌ | 14/56 [01:11<02:14, 3.21s/it] 95/299 6.87G 0.02784 0.02412 0.000418 0.05239 158 640: 27%|██▋ | 15/56 [01:11<01:34, 2.31s/it] 95/299 6.87G 0.02767 0.02382 0.0004148 0.0519 124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.604 0.481 0.48 0.239
0%| | 0/56 [00:00<?, ?it/s] 96/299 6.87G 0.02919 0.03137 0.0005688 0.06113 233 640: 0%| | 0/56 [00:24<?, ?it/s] 96/299 6.87G 0.02919 0.03137 0.0005688 0.06113 233 640: 2%|▏ | 1/56 [00:24<22:39, 24.72s/it] 96/299 6.87G 0.02903 0.02642 0.0004373 0.05589 165 640: 2%|▏ | 1/56 [00:24<22:39, 24.72s/it] 96/299 6.87G 0.02903 0.02642 0.0004373 0.05589 165 640: 4%|▎ | 2/56 [00:24<09:16, 10.31s/it] 96/299 6.87G 0.02912 0.02553 0.0004132 0.05507 180 640: 4%|▎ | 2/56 [00:25<09:16, 10.31s/it] 96/299 6.87G 0.02912 0.02553 0.0004132 0.05507 180 640: 5%|▌ | 3/56 [00:25<05:02, 5.71s/it] 96/299 6.87G 0.02932 0.02556 0.0004013 0.05528 236 640: 5%|▌ | 3/56 [00:31<05:02, 5.71s/it] 96/299 6.87G 0.02932 0.02556 0.0004013 0.05528 236 640: 7%|▋ | 4/56 [00:31<05:00, 5.78s/it] 96/299 6.87G 0.02933 0.02483 0.0004175 0.05458 157 640: 7%|▋ | 4/56 [00:39<05:00, 5.78s/it] 96/299 6.87G 0.02933 0.02483 0.0004175 0.05458 157 640: 9%|▉ | 5/56 [00:39<05:48, 6.83s/it] 96/299 6.87G 0.02926 0.02432 0.0004315 0.05402 138 640: 9%|▉ | 5/56 [00:39<05:48, 6.83s/it] 96/299 6.87G 0.02926 0.02432 0.0004315 0.05402 138 640: 11%|█ | 6/56 [00:39<03:49, 4.59s/it] 96/299 6.87G 0.02884 0.02452 0.0004055 0.05377 191 640: 11%|█ | 6/56 [00:40<03:49, 4.59s/it] 96/299 6.87G 0.02884 0.02452 0.0004055 0.05377 191 640: 12%|█▎ | 7/56 [00:40<02:34, 3.16s/it] 96/299 6.87G 0.02841 0.02405 0.0005137 0.05298 125 640: 12%|█▎ | 7/56 [00:40<02:34, 3.16s/it] 96/299 6.87G 0.02841 0.02405 0.0005137 0.05298 125 640: 14%|█▍ | 8/56 [00:40<01:46, 2.23s/it] 96/299 6.87G 0.02828 0.02401 0.0004882 0.05277 129 640: 14%|█▍ | 8/56 [00:59<01:46, 2.23s/it] 96/299 6.87G 0.02828 0.02401 0.0004882 0.05277 129 640: 16%|█▌ | 9/56 [00:59<05:59, 7.64s/it] 96/299 6.87G 0.02808 0.02418 0.000468 0.05273 184 640: 16%|█▌ | 9/56 [01:00<05:59, 7.64s/it] 96/299 6.87G 0.02808 0.02418 0.000468 0.05273 184 640: 18%|█▊ | 10/56 [01:00<04:06, 5.35s/it] 96/299 6.87G 0.02797 0.02449 0.0004593 0.05291 192 640: 18%|█▊ | 10/56 [01:00<04:06, 5.35s/it] 96/299 6.87G 0.02797 0.02449 0.0004593 0.05291 192 640: 20%|█▉ | 11/56 [01:00<02:50, 3.79s/it] 96/299 6.87G 0.02789 0.02476 0.000468 0.05312 171 640: 20%|█▉ | 11/56 [01:20<02:50, 3.79s/it] 96/299 6.87G 0.02789 0.02476 0.000468 0.05312 171 640: 21%|██▏ | 12/56 [01:20<06:26, 8.78s/it] 96/299 6.87G 0.02777 0.02457 0.0004598 0.05281 130 640: 21%|██▏ | 12/56 [01:20<06:26, 8.78s/it] 96/299 6.87G 0.02777 0.02457 0.0004598 0.05281 130 640: 23%|██▎ | 13/56 [01:20<04:26, 6.19s/it] 96/299 6.87G 0.02809 0.02455 0.0004876 0.05313 106 640: 23%|██▎ | 13/56 [01:21<04:26, 6.19s/it] 96/299 6.87G 0.02809 0.02455 0.0004876 0.05313 106 640: 25%|██▌ | 14/56 [01:21<03:04, 4.39s/it] 96/299 6.87G 0.02797 0.02441 0.000473 0.05285 124 640: 25%|██▌ | 14/56 [01:21<03:04, 4.39s/it] 96/299 6.87G 0.02797 0.02441 0.000473 0.05285 124 640: 27%|██▋ | 15/56 [01:21<02:08, 3.13s/it] 96/299 6.87G 0.02789 0.02444 0.0004733 0.0528 155
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.587 0.43 0.426 0.207
0%| | 0/56 [00:00<?, ?it/s] 97/299 6.87G 0.02851 0.02781 0.0004465 0.05677 186 640: 0%| | 0/56 [00:13<?, ?it/s] 97/299 6.87G 0.02851 0.02781 0.0004465 0.05677 186 640: 2%|▏ | 1/56 [00:13<12:21, 13.48s/it] 97/299 6.87G 0.02941 0.02525 0.000453 0.05512 160 640: 2%|▏ | 1/56 [00:13<12:21, 13.48s/it] 97/299 6.87G 0.02941 0.02525 0.000453 0.05512 160 640: 4%|▎ | 2/56 [00:13<05:06, 5.68s/it] 97/299 6.87G 0.02852 0.02468 0.0004258 0.05363 159 640: 4%|▎ | 2/56 [00:19<05:06, 5.68s/it] 97/299 6.87G 0.02852 0.02468 0.0004258 0.05363 159 640: 5%|▌ | 3/56 [00:19<04:54, 5.56s/it] 97/299 6.87G 0.02849 0.02371 0.0004159 0.05262 157 640: 5%|▌ | 3/56 [00:35<04:54, 5.56s/it] 97/299 6.87G 0.02849 0.02371 0.0004159 0.05262 157 640: 7%|▋ | 4/56 [00:35<08:30, 9.82s/it] 97/299 6.87G 0.02804 0.02401 0.0004174 0.05247 160 640: 7%|▋ | 4/56 [00:35<08:30, 9.82s/it] 97/299 6.87G 0.02804 0.02401 0.0004174 0.05247 160 640: 9%|▉ | 5/56 [00:35<05:25, 6.38s/it] 97/299 6.87G 0.02782 0.0233 0.0004076 0.05153 142 640: 9%|▉ | 5/56 [00:35<05:25, 6.38s/it] 97/299 6.87G 0.02782 0.0233 0.0004076 0.05153 142 640: 11%|█ | 6/56 [00:35<03:34, 4.29s/it] 97/299 6.87G 0.02738 0.02229 0.0004042 0.05007 138 640: 11%|█ | 6/56 [00:36<03:34, 4.29s/it] 97/299 6.87G 0.02738 0.02229 0.0004042 0.05007 138 640: 12%|█▎ | 7/56 [00:36<02:25, 2.96s/it] 97/299 6.87G 0.02693 0.02167 0.0004954 0.04909 109 640: 12%|█▎ | 7/56 [00:36<02:25, 2.96s/it] 97/299 6.87G 0.02693 0.02167 0.0004954 0.04909 109 640: 14%|█▍ | 8/56 [00:36<01:40, 2.09s/it] 97/299 6.87G 0.0272 0.02203 0.0005309 0.04976 196 640: 14%|█▍ | 8/56 [00:51<01:40, 2.09s/it] 97/299 6.87G 0.0272 0.02203 0.0005309 0.04976 196 640: 16%|█▌ | 9/56 [00:51<04:55, 6.29s/it] 97/299 6.87G 0.02768 0.02265 0.0005158 0.05084 192 640: 16%|█▌ | 9/56 [00:52<04:55, 6.29s/it] 97/299 6.87G 0.02768 0.02265 0.0005158 0.05084 192 640: 18%|█▊ | 10/56 [00:52<03:23, 4.42s/it] 97/299 6.87G 0.02759 0.02304 0.0005173 0.05115 157 640: 18%|█▊ | 10/56 [00:56<03:23, 4.42s/it] 97/299 6.87G 0.02759 0.02304 0.0005173 0.05115 157 640: 20%|█▉ | 11/56 [00:56<03:20, 4.45s/it] 97/299 6.87G 0.02753 0.02278 0.000499 0.05081 144 640: 20%|█▉ | 11/56 [01:09<03:20, 4.45s/it] 97/299 6.87G 0.02753 0.02278 0.000499 0.05081 144 640: 21%|██▏ | 12/56 [01:09<05:07, 6.98s/it] 97/299 6.87G 0.02759 0.02316 0.0004891 0.05124 189 640: 21%|██▏ | 12/56 [01:09<05:07, 6.98s/it] 97/299 6.87G 0.02759 0.02316 0.0004891 0.05124 189 640: 23%|██▎ | 13/56 [01:09<03:32, 4.95s/it] 97/299 6.87G 0.0274 0.02323 0.0004784 0.05111 135 640: 23%|██▎ | 13/56 [01:09<03:32, 4.95s/it] 97/299 6.87G 0.0274 0.02323 0.0004784 0.05111 135 640: 25%|██▌ | 14/56 [01:09<02:27, 3.52s/it] 97/299 6.87G 0.02735 0.0231 0.0004654 0.05091 129 640: 25%|██▌ | 14/56 [01:10<02:27, 3.52s/it] 97/299 6.87G 0.02735 0.0231 0.0004654 0.05091 129 640: 27%|██▋ | 15/56 [01:10<01:43, 2.53s/it] 97/299 6.87G 0.02722 0.02283 0.0004681 0.05052 103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.605 0.474 0.467 0.23
0%| | 0/56 [00:00<?, ?it/s] 98/299 6.87G 0.03062 0.02381 0.0002344 0.05467 149 640: 0%| | 0/56 [00:14<?, ?it/s] 98/299 6.87G 0.03062 0.02381 0.0002344 0.05467 149 640: 2%|▏ | 1/56 [00:14<13:43, 14.96s/it] 98/299 6.87G 0.03107 0.03059 0.000334 0.062 249 640: 2%|▏ | 1/56 [00:15<13:43, 14.96s/it] 98/299 6.87G 0.03107 0.03059 0.000334 0.062 249 640: 4%|▎ | 2/56 [00:15<05:40, 6.30s/it] 98/299 6.87G 0.03027 0.02892 0.0003897 0.05958 169 640: 4%|▎ | 2/56 [00:35<05:40, 6.30s/it] 98/299 6.87G 0.03027 0.02892 0.0003897 0.05958 169 640: 5%|▌ | 3/56 [00:35<11:10, 12.66s/it] 98/299 6.87G 0.0307 0.02725 0.0003791 0.05833 158 640: 5%|▌ | 3/56 [00:35<11:10, 12.66s/it] 98/299 6.87G 0.0307 0.02725 0.0003791 0.05833 158 640: 7%|▋ | 4/56 [00:35<06:43, 7.75s/it] 98/299 6.87G 0.03057 0.02615 0.0003992 0.05712 141 640: 7%|▋ | 4/56 [00:40<06:43, 7.75s/it] 98/299 6.87G 0.03057 0.02615 0.0003992 0.05712 141 640: 9%|▉ | 5/56 [00:40<05:44, 6.76s/it] 98/299 6.87G 0.03032 0.02573 0.0005759 0.05663 157 640: 9%|▉ | 5/56 [00:40<05:44, 6.76s/it] 98/299 6.87G 0.03032 0.02573 0.0005759 0.05663 157 640: 11%|█ | 6/56 [00:40<03:46, 4.54s/it] 98/299 6.87G 0.02963 0.02489 0.0005296 0.05504 138 640: 11%|█ | 6/56 [00:41<03:46, 4.54s/it] 98/299 6.87G 0.02963 0.02489 0.0005296 0.05504 138 640: 12%|█▎ | 7/56 [00:41<02:33, 3.13s/it] 98/299 6.87G 0.02932 0.0245 0.0005818 0.0544 140 640: 12%|█▎ | 7/56 [00:41<02:33, 3.13s/it] 98/299 6.87G 0.02932 0.0245 0.0005818 0.0544 140 640: 14%|█▍ | 8/56 [00:41<01:45, 2.21s/it] 98/299 6.87G 0.02935 0.02452 0.0005791 0.05445 172 640: 14%|█▍ | 8/56 [00:57<01:45, 2.21s/it] 98/299 6.87G 0.02935 0.02452 0.0005791 0.05445 172 640: 16%|█▌ | 9/56 [00:57<05:02, 6.43s/it] 98/299 6.87G 0.029 0.02475 0.0005998 0.05434 194 640: 16%|█▌ | 9/56 [00:57<05:02, 6.43s/it] 98/299 6.87G 0.029 0.02475 0.0005998 0.05434 194 640: 18%|█▊ | 10/56 [00:57<03:27, 4.52s/it] 98/299 6.87G 0.02866 0.02446 0.0005708 0.0537 141 640: 18%|█▊ | 10/56 [01:10<03:27, 4.52s/it] 98/299 6.87G 0.02866 0.02446 0.0005708 0.0537 141 640: 20%|█▉ | 11/56 [01:10<05:25, 7.22s/it] 98/299 6.87G 0.02842 0.02423 0.0005907 0.05324 144 640: 20%|█▉ | 11/56 [01:10<05:25, 7.22s/it] 98/299 6.87G 0.02842 0.02423 0.0005907 0.05324 144 640: 21%|██▏ | 12/56 [01:10<03:44, 5.10s/it] 98/299 6.87G 0.02832 0.02423 0.0005675 0.05312 140 640: 21%|██▏ | 12/56 [01:14<03:44, 5.10s/it] 98/299 6.87G 0.02832 0.02423 0.0005675 0.05312 140 640: 23%|██▎ | 13/56 [01:14<03:24, 4.75s/it] 98/299 6.87G 0.02822 0.02403 0.0006043 0.05286 154 640: 23%|██▎ | 13/56 [01:15<03:24, 4.75s/it] 98/299 6.87G 0.02822 0.02403 0.0006043 0.05286 154 640: 25%|██▌ | 14/56 [01:15<02:22, 3.38s/it] 98/299 6.87G 0.02785 0.0237 0.0005798 0.05213 126 640: 25%|██▌ | 14/56 [01:15<02:22, 3.38s/it] 98/299 6.87G 0.02785 0.0237 0.0005798 0.05213 126 640: 27%|██▋ | 15/56 [01:15<01:39, 2.43s/it] 98/299 6.87G 0.02756 0.02351 0.0005802 0.05165 115
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.583 0.471 0.449 0.222
0%| | 0/56 [00:00<?, ?it/s] 99/299 6.87G 0.02819 0.02347 0.0003414 0.052 133 640: 0%| | 0/56 [00:14<?, ?it/s] 99/299 6.87G 0.02819 0.02347 0.0003414 0.052 133 640: 2%|▏ | 1/56 [00:14<13:36, 14.85s/it] 99/299 6.87G 0.02906 0.02501 0.0005538 0.05463 195 640: 2%|▏ | 1/56 [00:15<13:36, 14.85s/it] 99/299 6.87G 0.02906 0.02501 0.0005538 0.05463 195 640: 4%|▎ | 2/56 [00:15<05:37, 6.25s/it] 99/299 6.87G 0.02863 0.02458 0.0004596 0.05367 135 640: 4%|▎ | 2/56 [00:34<05:37, 6.25s/it] 99/299 6.87G 0.02863 0.02458 0.0004596 0.05367 135 640: 5%|▌ | 3/56 [00:34<10:54, 12.36s/it] 99/299 6.87G 0.0289 0.02374 0.0006728 0.05331 136 640: 5%|▌ | 3/56 [00:34<10:54, 12.36s/it] 99/299 6.87G 0.0289 0.02374 0.0006728 0.05331 136 640: 7%|▋ | 4/56 [00:34<06:33, 7.57s/it] 99/299 6.87G 0.02861 0.02318 0.0006647 0.05245 122 640: 7%|▋ | 4/56 [00:43<06:33, 7.57s/it] 99/299 6.87G 0.02861 0.02318 0.0006647 0.05245 122 640: 9%|▉ | 5/56 [00:43<06:48, 8.01s/it] 99/299 6.87G 0.02824 0.02327 0.0006013 0.05212 169 640: 9%|▉ | 5/56 [00:43<06:48, 8.01s/it] 99/299 6.87G 0.02824 0.02327 0.0006013 0.05212 169 640: 11%|█ | 6/56 [00:43<04:28, 5.36s/it] 99/299 6.87G 0.02808 0.02334 0.000559 0.05199 166 640: 11%|█ | 6/56 [00:44<04:28, 5.36s/it] 99/299 6.87G 0.02808 0.02334 0.000559 0.05199 166 640: 12%|█▎ | 7/56 [00:44<03:00, 3.68s/it] 99/299 6.87G 0.02801 0.02284 0.0005259 0.05138 162 640: 12%|█▎ | 7/56 [00:44<03:00, 3.68s/it] 99/299 6.87G 0.02801 0.02284 0.0005259 0.05138 162 640: 14%|█▍ | 8/56 [00:44<02:03, 2.58s/it] 99/299 6.87G 0.02816 0.02269 0.000656 0.05151 175 640: 14%|█▍ | 8/56 [00:54<02:03, 2.58s/it] 99/299 6.87G 0.02816 0.02269 0.000656 0.05151 175 640: 16%|█▌ | 9/56 [00:54<03:52, 4.95s/it] 99/299 6.87G 0.02828 0.02338 0.0006584 0.05233 193 640: 16%|█▌ | 9/56 [00:54<03:52, 4.95s/it] 99/299 6.87G 0.02828 0.02338 0.0006584 0.05233 193 640: 18%|█▊ | 10/56 [00:54<02:40, 3.49s/it] 99/299 6.87G 0.02817 0.02327 0.0006297 0.05206 145 640: 18%|█▊ | 10/56 [01:08<02:40, 3.49s/it] 99/299 6.87G 0.02817 0.02327 0.0006297 0.05206 145 640: 20%|█▉ | 11/56 [01:08<05:01, 6.69s/it] 99/299 6.87G 0.02809 0.02349 0.0006492 0.05223 148 640: 20%|█▉ | 11/56 [01:08<05:01, 6.69s/it] 99/299 6.87G 0.02809 0.02349 0.0006492 0.05223 148 640: 21%|██▏ | 12/56 [01:08<03:27, 4.72s/it] 99/299 6.87G 0.02807 0.02371 0.000626 0.0524 184 640: 21%|██▏ | 12/56 [01:17<03:27, 4.72s/it] 99/299 6.87G 0.02807 0.02371 0.000626 0.0524 184 640: 23%|██▎ | 13/56 [01:17<04:14, 5.91s/it] 99/299 6.87G 0.02818 0.02349 0.0006108 0.05228 149 640: 23%|██▎ | 13/56 [01:17<04:14, 5.91s/it] 99/299 6.87G 0.02818 0.02349 0.0006108 0.05228 149 640: 25%|██▌ | 14/56 [01:17<02:56, 4.20s/it] 99/299 6.87G 0.02813 0.02332 0.0006045 0.05205 138 640: 25%|██▌ | 14/56 [01:18<02:56, 4.20s/it] 99/299 6.87G 0.02813 0.02332 0.0006045 0.05205 138 640: 27%|██▋ | 15/56 [01:18<02:02, 3.00s/it] 99/299 6.87G 0.0282 0.02324 0.000593 0.05204 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.467 0.436 0.221
0%| | 0/56 [00:00<?, ?it/s] 100/299 6.87G 0.03009 0.02489 0.0005924 0.05557 132 640: 0%| | 0/56 [00:09<?, ?it/s] 100/299 6.87G 0.03009 0.02489 0.0005924 0.05557 132 640: 2%|▏ | 1/56 [00:09<08:58, 9.80s/it] 100/299 6.87G 0.02863 0.02187 0.0005115 0.05102 141 640: 2%|▏ | 1/56 [00:10<08:58, 9.80s/it] 100/299 6.87G 0.02863 0.02187 0.0005115 0.05102 141 640: 4%|▎ | 2/56 [00:10<03:45, 4.17s/it] 100/299 6.87G 0.02743 0.02107 0.0004542 0.04895 143 640: 4%|▎ | 2/56 [00:35<03:45, 4.17s/it] 100/299 6.87G 0.02743 0.02107 0.0004542 0.04895 143 640: 5%|▌ | 3/56 [00:35<12:12, 13.82s/it] 100/299 6.87G 0.02711 0.02092 0.0004437 0.04848 162 640: 5%|▌ | 3/56 [00:35<12:12, 13.82s/it] 100/299 6.87G 0.02711 0.02092 0.0004437 0.04848 162 640: 7%|▋ | 4/56 [00:35<07:19, 8.46s/it] 100/299 6.87G 0.02753 0.02194 0.0005339 0.05001 200 640: 7%|▋ | 4/56 [00:42<07:19, 8.46s/it] 100/299 6.87G 0.02753 0.02194 0.0005339 0.05001 200 640: 9%|▉ | 5/56 [00:42<06:34, 7.73s/it] 100/299 6.87G 0.02707 0.02062 0.0005515 0.04824 98 640: 9%|▉ | 5/56 [00:42<06:34, 7.73s/it] 100/299 6.87G 0.02707 0.02062 0.0005515 0.04824 98 640: 11%|█ | 6/56 [00:42<04:19, 5.18s/it] 100/299 6.87G 0.02737 0.02111 0.0005126 0.049 152 640: 11%|█ | 6/56 [00:42<04:19, 5.18s/it] 100/299 6.87G 0.02737 0.02111 0.0005126 0.049 152 640: 12%|█▎ | 7/56 [00:42<02:54, 3.56s/it] 100/299 6.87G 0.02709 0.02106 0.0005447 0.0487 151 640: 12%|█▎ | 7/56 [00:42<02:54, 3.56s/it] 100/299 6.87G 0.02709 0.02106 0.0005447 0.0487 151 640: 14%|█▍ | 8/56 [00:42<01:59, 2.50s/it] 100/299 6.87G 0.02713 0.02105 0.0005156 0.04869 127 640: 14%|█▍ | 8/56 [00:45<01:59, 2.50s/it] 100/299 6.87G 0.02713 0.02105 0.0005156 0.04869 127 640: 16%|█▌ | 9/56 [00:45<02:04, 2.64s/it] 100/299 6.87G 0.0271 0.02133 0.0008672 0.04929 162 640: 16%|█▌ | 9/56 [00:45<02:04, 2.64s/it] 100/299 6.87G 0.0271 0.02133 0.0008672 0.04929 162 640: 18%|█▊ | 10/56 [00:45<01:27, 1.90s/it] 100/299 6.87G 0.02692 0.02124 0.0008322 0.049 143 640: 18%|█▊ | 10/56 [01:09<01:27, 1.90s/it] 100/299 6.87G 0.02692 0.02124 0.0008322 0.049 143 640: 20%|█▉ | 11/56 [01:09<06:27, 8.61s/it] 100/299 6.87G 0.0266 0.02127 0.00079 0.04866 139 640: 20%|█▉ | 11/56 [01:09<06:27, 8.61s/it] 100/299 6.87G 0.0266 0.02127 0.00079 0.04866 139 640: 21%|██▏ | 12/56 [01:09<04:26, 6.06s/it] 100/299 6.87G 0.02646 0.02105 0.0007528 0.04827 110 640: 21%|██▏ | 12/56 [01:16<04:26, 6.06s/it] 100/299 6.87G 0.02646 0.02105 0.0007528 0.04827 110 640: 23%|██▎ | 13/56 [01:16<04:24, 6.15s/it] 100/299 6.87G 0.02649 0.02117 0.0007279 0.04839 160 640: 23%|██▎ | 13/56 [01:16<04:24, 6.15s/it] 100/299 6.87G 0.02649 0.02117 0.0007279 0.04839 160 640: 25%|██▌ | 14/56 [01:16<03:03, 4.36s/it] 100/299 6.87G 0.02652 0.02163 0.000701 0.04884 171 640: 25%|██▌ | 14/56 [01:16<03:03, 4.36s/it] 100/299 6.87G 0.02652 0.02163 0.000701 0.04884 171 640: 27%|██▋ | 15/56 [01:16<02:07, 3.12s/it] 100/299 6.87G 0.02637 0.02147 0.0006908 0.04853 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.636 0.438 0.454 0.225
0%| | 0/56 [00:00<?, ?it/s] 101/299 6.87G 0.03035 0.02918 0.0003202 0.05985 200 640: 0%| | 0/56 [00:00<?, ?it/s] 101/299 6.87G 0.03035 0.02918 0.0003202 0.05985 200 640: 2%|▏ | 1/56 [00:00<00:33, 1.66it/s] 101/299 6.87G 0.03196 0.02812 0.0004411 0.06051 192 640: 2%|▏ | 1/56 [00:00<00:33, 1.66it/s] 101/299 6.87G 0.03196 0.02812 0.0004411 0.06051 192 640: 4%|▎ | 2/56 [00:00<00:20, 2.61it/s] 101/299 6.87G 0.03099 0.02715 0.0005289 0.05867 165 640: 4%|▎ | 2/56 [00:39<00:20, 2.61it/s] 101/299 6.87G 0.03099 0.02715 0.0005289 0.05867 165 640: 5%|▌ | 3/56 [00:39<15:50, 17.94s/it] 101/299 6.87G 0.03013 0.02556 0.0004702 0.05616 143 640: 5%|▌ | 3/56 [00:39<15:50, 17.94s/it] 101/299 6.87G 0.03013 0.02556 0.0004702 0.05616 143 640: 7%|▋ | 4/56 [00:39<09:29, 10.94s/it] 101/299 6.87G 0.03112 0.02612 0.0006044 0.05785 229 640: 7%|▋ | 4/56 [00:40<09:29, 10.94s/it] 101/299 6.87G 0.03112 0.02612 0.0006044 0.05785 229 640: 9%|▉ | 5/56 [00:40<06:01, 7.09s/it] 101/299 6.87G 0.03065 0.02528 0.0005877 0.05652 181 640: 9%|▉ | 5/56 [00:40<06:01, 7.09s/it] 101/299 6.87G 0.03065 0.02528 0.0005877 0.05652 181 640: 11%|█ | 6/56 [00:40<03:57, 4.76s/it] 101/299 6.87G 0.03087 0.02532 0.0005925 0.05678 164 640: 11%|█ | 6/56 [00:40<03:57, 4.76s/it] 101/299 6.87G 0.03087 0.02532 0.0005925 0.05678 164 640: 12%|█▎ | 7/56 [00:40<02:40, 3.28s/it] 101/299 6.87G 0.03018 0.02437 0.0005561 0.05511 125 640: 12%|█▎ | 7/56 [00:40<02:40, 3.28s/it] 101/299 6.87G 0.03018 0.02437 0.0005561 0.05511 125 640: 14%|█▍ | 8/56 [00:40<01:50, 2.30s/it] 101/299 6.87G 0.02974 0.02406 0.0005243 0.05433 159 640: 14%|█▍ | 8/56 [00:41<01:50, 2.30s/it] 101/299 6.87G 0.02974 0.02406 0.0005243 0.05433 159 640: 16%|█▌ | 9/56 [00:41<01:18, 1.66s/it] 101/299 6.87G 0.02936 0.02427 0.0005091 0.05413 178 640: 16%|█▌ | 9/56 [00:41<01:18, 1.66s/it] 101/299 6.87G 0.02936 0.02427 0.0005091 0.05413 178 640: 18%|█▊ | 10/56 [00:41<00:56, 1.22s/it] 101/299 6.87G 0.02901 0.02409 0.000498 0.0536 131 640: 18%|█▊ | 10/56 [01:14<00:56, 1.22s/it] 101/299 6.87G 0.02901 0.02409 0.000498 0.0536 131 640: 20%|█▉ | 11/56 [01:14<08:12, 10.95s/it] 101/299 6.87G 0.02864 0.02392 0.0004789 0.05304 146 640: 20%|█▉ | 11/56 [01:14<08:12, 10.95s/it] 101/299 6.87G 0.02864 0.02392 0.0004789 0.05304 146 640: 21%|██▏ | 12/56 [01:14<05:38, 7.69s/it] 101/299 6.87G 0.02854 0.02381 0.0004693 0.05281 154 640: 21%|██▏ | 12/56 [01:14<05:38, 7.69s/it] 101/299 6.87G 0.02854 0.02381 0.0004693 0.05281 154 640: 23%|██▎ | 13/56 [01:14<03:53, 5.44s/it] 101/299 6.87G 0.02843 0.02359 0.0004576 0.05248 162 640: 23%|██▎ | 13/56 [01:15<03:53, 5.44s/it] 101/299 6.87G 0.02843 0.02359 0.0004576 0.05248 162 640: 25%|██▌ | 14/56 [01:15<02:42, 3.87s/it] 101/299 6.87G 0.02819 0.02335 0.0004572 0.05199 152 640: 25%|██▌ | 14/56 [01:15<02:42, 3.87s/it] 101/299 6.87G 0.02819 0.02335 0.0004572 0.05199 152 640: 27%|██▋ | 15/56 [01:15<01:53, 2.77s/it] 101/299 6.87G 0.02804 0.02369 0.0004942 0.05222 180
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.463 0.429 0.217
0%| | 0/56 [00:00<?, ?it/s] 102/299 6.87G 0.03121 0.02829 0.0005457 0.06004 193 640: 0%| | 0/56 [00:00<?, ?it/s] 102/299 6.87G 0.03121 0.02829 0.0005457 0.06004 193 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 102/299 6.87G 0.03018 0.02633 0.0004436 0.05696 169 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 102/299 6.87G 0.03018 0.02633 0.0004436 0.05696 169 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 102/299 6.87G 0.02939 0.02595 0.000377 0.05572 175 640: 4%|▎ | 2/56 [00:43<00:13, 4.03it/s] 102/299 6.87G 0.02939 0.02595 0.000377 0.05572 175 640: 5%|▌ | 3/56 [00:43<17:25, 19.73s/it] 102/299 6.87G 0.0284 0.0252 0.000352 0.05395 160 640: 5%|▌ | 3/56 [00:43<17:25, 19.73s/it] 102/299 6.87G 0.0284 0.0252 0.000352 0.05395 160 640: 7%|▋ | 4/56 [00:43<10:25, 12.03s/it] 102/299 6.87G 0.02802 0.02498 0.0004555 0.05346 187 640: 7%|▋ | 4/56 [00:43<10:25, 12.03s/it] 102/299 6.87G 0.02802 0.02498 0.0004555 0.05346 187 640: 9%|▉ | 5/56 [00:43<06:36, 7.78s/it] 102/299 6.87G 0.02754 0.02399 0.0004611 0.05199 122 640: 9%|▉ | 5/56 [00:44<06:36, 7.78s/it] 102/299 6.87G 0.02754 0.02399 0.0004611 0.05199 122 640: 11%|█ | 6/56 [00:44<04:20, 5.21s/it] 102/299 6.87G 0.02763 0.02411 0.0004383 0.05218 216 640: 11%|█ | 6/56 [00:44<04:20, 5.21s/it] 102/299 6.87G 0.02763 0.02411 0.0004383 0.05218 216 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 102/299 6.87G 0.02717 0.023 0.000457 0.05063 93 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 102/299 6.87G 0.02717 0.023 0.000457 0.05063 93 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 102/299 6.87G 0.02721 0.02314 0.0004517 0.0508 215 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 102/299 6.87G 0.02721 0.02314 0.0004517 0.0508 215 640: 16%|█▌ | 9/56 [00:44<01:24, 1.81s/it] 102/299 6.87G 0.02696 0.02266 0.000434 0.05006 145 640: 16%|█▌ | 9/56 [00:45<01:24, 1.81s/it] 102/299 6.87G 0.02696 0.02266 0.000434 0.05006 145 640: 18%|█▊ | 10/56 [00:45<01:00, 1.32s/it] 102/299 6.87G 0.02688 0.02245 0.0004155 0.04975 114 640: 18%|█▊ | 10/56 [01:18<01:00, 1.32s/it] 102/299 6.87G 0.02688 0.02245 0.0004155 0.04975 114 640: 20%|█▉ | 11/56 [01:18<08:23, 11.18s/it] 102/299 6.87G 0.02679 0.02264 0.0004022 0.04984 177 640: 20%|█▉ | 11/56 [01:18<08:23, 11.18s/it] 102/299 6.87G 0.02679 0.02264 0.0004022 0.04984 177 640: 21%|██▏ | 12/56 [01:18<05:45, 7.85s/it] 102/299 6.87G 0.02673 0.0224 0.0004122 0.04954 129 640: 21%|██▏ | 12/56 [01:19<05:45, 7.85s/it] 102/299 6.87G 0.02673 0.0224 0.0004122 0.04954 129 640: 23%|██▎ | 13/56 [01:19<03:58, 5.54s/it] 102/299 6.87G 0.02675 0.02203 0.0004015 0.04918 101 640: 23%|██▎ | 13/56 [01:19<03:58, 5.54s/it] 102/299 6.87G 0.02675 0.02203 0.0004015 0.04918 101 640: 25%|██▌ | 14/56 [01:19<02:45, 3.94s/it] 102/299 6.87G 0.02668 0.02198 0.0003931 0.04905 154 640: 25%|██▌ | 14/56 [01:19<02:45, 3.94s/it] 102/299 6.87G 0.02668 0.02198 0.0003931 0.04905 154 640: 27%|██▋ | 15/56 [01:19<01:55, 2.82s/it] 102/299 6.87G 0.02671 0.0221 0.0004316 0.04924 146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.504 0.507 0.44 0.218
0%| | 0/56 [00:00<?, ?it/s] 103/299 6.87G 0.03122 0.02713 0.0002861 0.05863 203 640: 0%| | 0/56 [00:00<?, ?it/s] 103/299 6.87G 0.03122 0.02713 0.0002861 0.05863 203 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 103/299 6.87G 0.0313 0.02418 0.0004973 0.05598 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 103/299 6.87G 0.0313 0.02418 0.0004973 0.05598 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 103/299 6.87G 0.03088 0.02465 0.0004348 0.05596 179 640: 4%|▎ | 2/56 [00:40<00:13, 4.03it/s] 103/299 6.87G 0.03088 0.02465 0.0004348 0.05596 179 640: 5%|▌ | 3/56 [00:40<16:20, 18.49s/it] 103/299 6.87G 0.0307 0.02378 0.0005304 0.05501 131 640: 5%|▌ | 3/56 [00:40<16:20, 18.49s/it] 103/299 6.87G 0.0307 0.02378 0.0005304 0.05501 131 640: 7%|▋ | 4/56 [00:40<09:46, 11.28s/it] 103/299 6.87G 0.03004 0.02272 0.0005879 0.05335 142 640: 7%|▋ | 4/56 [00:41<09:46, 11.28s/it] 103/299 6.87G 0.03004 0.02272 0.0005879 0.05335 142 640: 9%|▉ | 5/56 [00:41<06:12, 7.31s/it] 103/299 6.87G 0.02982 0.02134 0.0005353 0.05169 88 640: 9%|▉ | 5/56 [00:41<06:12, 7.31s/it] 103/299 6.87G 0.02982 0.02134 0.0005353 0.05169 88 640: 11%|█ | 6/56 [00:41<04:05, 4.90s/it] 103/299 6.87G 0.02977 0.02144 0.0005016 0.05171 193 640: 11%|█ | 6/56 [00:41<04:05, 4.90s/it] 103/299 6.87G 0.02977 0.02144 0.0005016 0.05171 193 640: 12%|█▎ | 7/56 [00:41<02:45, 3.37s/it] 103/299 6.87G 0.02974 0.02217 0.0005196 0.05244 178 640: 12%|█▎ | 7/56 [00:41<02:45, 3.37s/it] 103/299 6.87G 0.02974 0.02217 0.0005196 0.05244 178 640: 14%|█▍ | 8/56 [00:41<01:53, 2.37s/it] 103/299 6.87G 0.0298 0.02232 0.0005083 0.05263 152 640: 14%|█▍ | 8/56 [00:42<01:53, 2.37s/it] 103/299 6.87G 0.0298 0.02232 0.0005083 0.05263 152 640: 16%|█▌ | 9/56 [00:42<01:20, 1.72s/it] 103/299 6.87G 0.02924 0.02265 0.0005079 0.0524 202 640: 16%|█▌ | 9/56 [00:42<01:20, 1.72s/it] 103/299 6.87G 0.02924 0.02265 0.0005079 0.0524 202 640: 18%|█▊ | 10/56 [00:42<00:57, 1.26s/it] 103/299 6.87G 0.02891 0.02258 0.0004942 0.05198 161 640: 18%|█▊ | 10/56 [01:15<00:57, 1.26s/it] 103/299 6.87G 0.02891 0.02258 0.0004942 0.05198 161 640: 20%|█▉ | 11/56 [01:15<08:10, 10.91s/it] 103/299 6.87G 0.02868 0.02235 0.0004874 0.05151 129 640: 20%|█▉ | 11/56 [01:15<08:10, 10.91s/it] 103/299 6.87G 0.02868 0.02235 0.0004874 0.05151 129 640: 21%|██▏ | 12/56 [01:15<05:36, 7.66s/it] 103/299 6.87G 0.02852 0.02222 0.0004784 0.05121 129 640: 21%|██▏ | 12/56 [01:15<05:36, 7.66s/it] 103/299 6.87G 0.02852 0.02222 0.0004784 0.05121 129 640: 23%|██▎ | 13/56 [01:15<03:52, 5.42s/it] 103/299 6.87G 0.02829 0.0222 0.0005215 0.05101 152 640: 23%|██▎ | 13/56 [01:15<03:52, 5.42s/it] 103/299 6.87G 0.02829 0.0222 0.0005215 0.05101 152 640: 25%|██▌ | 14/56 [01:15<02:41, 3.85s/it] 103/299 6.87G 0.02836 0.02201 0.000508 0.05087 116 640: 25%|██▌ | 14/56 [01:16<02:41, 3.85s/it] 103/299 6.87G 0.02836 0.02201 0.000508 0.05087 116 640: 27%|██▋ | 15/56 [01:16<01:52, 2.76s/it] 103/299 6.87G 0.02818 0.02205 0.0004941 0.05073 108
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.532 0.525 0.46 0.223
0%| | 0/56 [00:00<?, ?it/s] 104/299 6.87G 0.02619 0.02659 0.0002068 0.05299 175 640: 0%| | 0/56 [00:00<?, ?it/s] 104/299 6.87G 0.02619 0.02659 0.0002068 0.05299 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 104/299 6.87G 0.0276 0.02504 0.0002348 0.05288 153 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 104/299 6.87G 0.0276 0.02504 0.0002348 0.05288 153 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 104/299 6.87G 0.02743 0.0259 0.0002347 0.05357 186 640: 4%|▎ | 2/56 [00:35<00:13, 4.03it/s] 104/299 6.87G 0.02743 0.0259 0.0002347 0.05357 186 640: 5%|▌ | 3/56 [00:35<14:21, 16.26s/it] 104/299 6.87G 0.02734 0.02488 0.0002355 0.05245 165 640: 5%|▌ | 3/56 [00:36<14:21, 16.26s/it] 104/299 6.87G 0.02734 0.02488 0.0002355 0.05245 165 640: 7%|▋ | 4/56 [00:36<08:36, 9.93s/it] 104/299 6.87G 0.02828 0.0252 0.0002954 0.05378 218 640: 7%|▋ | 4/56 [00:36<08:36, 9.93s/it] 104/299 6.87G 0.02828 0.0252 0.0002954 0.05378 218 640: 9%|▉ | 5/56 [00:36<05:28, 6.45s/it] 104/299 6.87G 0.02768 0.02356 0.0002911 0.05152 116 640: 9%|▉ | 5/56 [00:36<05:28, 6.45s/it] 104/299 6.87G 0.02768 0.02356 0.0002911 0.05152 116 640: 11%|█ | 6/56 [00:36<03:36, 4.33s/it] 104/299 6.87G 0.02769 0.02302 0.0002899 0.051 178 640: 11%|█ | 6/56 [00:36<03:36, 4.33s/it] 104/299 6.87G 0.02769 0.02302 0.0002899 0.051 178 640: 12%|█▎ | 7/56 [00:36<02:26, 2.99s/it] 104/299 6.87G 0.02791 0.02367 0.0003024 0.05188 186 640: 12%|█▎ | 7/56 [00:36<02:26, 2.99s/it] 104/299 6.87G 0.02791 0.02367 0.0003024 0.05188 186 640: 14%|█▍ | 8/56 [00:36<01:41, 2.11s/it] 104/299 6.87G 0.02792 0.02301 0.0003848 0.05132 109 640: 14%|█▍ | 8/56 [00:37<01:41, 2.11s/it] 104/299 6.87G 0.02792 0.02301 0.0003848 0.05132 109 640: 16%|█▌ | 9/56 [00:37<01:12, 1.53s/it] 104/299 6.87G 0.02782 0.02353 0.000378 0.05173 221 640: 16%|█▌ | 9/56 [00:37<01:12, 1.53s/it] 104/299 6.87G 0.02782 0.02353 0.000378 0.05173 221 640: 18%|█▊ | 10/56 [00:37<00:52, 1.13s/it] 104/299 6.87G 0.0276 0.02365 0.0003758 0.05162 176 640: 18%|█▊ | 10/56 [01:10<00:52, 1.13s/it] 104/299 6.87G 0.0276 0.02365 0.0003758 0.05162 176 640: 20%|█▉ | 11/56 [01:10<08:11, 10.92s/it] 104/299 6.87G 0.02766 0.02334 0.0003877 0.05139 130 640: 20%|█▉ | 11/56 [01:10<08:11, 10.92s/it] 104/299 6.87G 0.02766 0.02334 0.0003877 0.05139 130 640: 21%|██▏ | 12/56 [01:10<05:37, 7.67s/it] 104/299 6.87G 0.02755 0.02324 0.0003759 0.05116 162 640: 21%|██▏ | 12/56 [01:11<05:37, 7.67s/it] 104/299 6.87G 0.02755 0.02324 0.0003759 0.05116 162 640: 23%|██▎ | 13/56 [01:11<03:53, 5.43s/it] 104/299 6.87G 0.02739 0.02328 0.00042 0.05109 160 640: 23%|██▎ | 13/56 [01:11<03:53, 5.43s/it] 104/299 6.87G 0.02739 0.02328 0.00042 0.05109 160 640: 25%|██▌ | 14/56 [01:11<02:41, 3.86s/it] 104/299 6.87G 0.02719 0.02303 0.0004118 0.05063 142 640: 25%|██▌ | 14/56 [01:11<02:41, 3.86s/it] 104/299 6.87G 0.02719 0.02303 0.0004118 0.05063 142 640: 27%|██▋ | 15/56 [01:11<01:53, 2.76s/it] 104/299 6.87G 0.02706 0.02268 0.0004058 0.05014 100
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.551 0.483 0.447 0.232
0%| | 0/56 [00:00<?, ?it/s] 105/299 6.87G 0.02814 0.02276 0.0002363 0.05113 141 640: 0%| | 0/56 [00:00<?, ?it/s] 105/299 6.87G 0.02814 0.02276 0.0002363 0.05113 141 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 105/299 6.87G 0.02697 0.02226 0.0003649 0.04959 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 105/299 6.87G 0.02697 0.02226 0.0003649 0.04959 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 105/299 6.87G 0.02713 0.0234 0.0003498 0.05087 204 640: 4%|▎ | 2/56 [00:42<00:13, 4.03it/s] 105/299 6.87G 0.02713 0.0234 0.0003498 0.05087 204 640: 5%|▌ | 3/56 [00:42<16:59, 19.24s/it] 105/299 6.87G 0.02763 0.0226 0.0003335 0.05056 139 640: 5%|▌ | 3/56 [00:42<16:59, 19.24s/it] 105/299 6.87G 0.02763 0.0226 0.0003335 0.05056 139 640: 7%|▋ | 4/56 [00:42<10:10, 11.73s/it] 105/299 6.87G 0.02709 0.02197 0.0003259 0.04939 138 640: 7%|▋ | 4/56 [00:42<10:10, 11.73s/it] 105/299 6.87G 0.02709 0.02197 0.0003259 0.04939 138 640: 9%|▉ | 5/56 [00:42<06:27, 7.60s/it] 105/299 6.87G 0.02691 0.02158 0.0003393 0.04882 125 640: 9%|▉ | 5/56 [00:43<06:27, 7.60s/it] 105/299 6.87G 0.02691 0.02158 0.0003393 0.04882 125 640: 11%|█ | 6/56 [00:43<04:14, 5.09s/it] 105/299 6.87G 0.02713 0.02206 0.0003533 0.04954 145 640: 11%|█ | 6/56 [00:43<04:14, 5.09s/it] 105/299 6.87G 0.02713 0.02206 0.0003533 0.04954 145 640: 12%|█▎ | 7/56 [00:43<02:51, 3.50s/it] 105/299 6.87G 0.02711 0.02272 0.0003531 0.05018 147 640: 12%|█▎ | 7/56 [00:43<02:51, 3.50s/it] 105/299 6.87G 0.02711 0.02272 0.0003531 0.05018 147 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 105/299 6.87G 0.02734 0.02283 0.0004143 0.05059 152 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 105/299 6.87G 0.02734 0.02283 0.0004143 0.05059 152 640: 16%|█▌ | 9/56 [00:43<01:23, 1.77s/it] 105/299 6.87G 0.02734 0.02324 0.0004021 0.05098 200 640: 16%|█▌ | 9/56 [00:44<01:23, 1.77s/it] 105/299 6.87G 0.02734 0.02324 0.0004021 0.05098 200 640: 18%|█▊ | 10/56 [00:44<00:59, 1.30s/it] 105/299 6.87G 0.027 0.02305 0.0004026 0.05045 130 640: 18%|█▊ | 10/56 [01:17<00:59, 1.30s/it] 105/299 6.87G 0.027 0.02305 0.0004026 0.05045 130 640: 20%|█▉ | 11/56 [01:17<08:18, 11.08s/it] 105/299 6.87G 0.02694 0.02318 0.0004103 0.05053 188 640: 20%|█▉ | 11/56 [01:17<08:18, 11.08s/it] 105/299 6.87G 0.02694 0.02318 0.0004103 0.05053 188 640: 21%|██▏ | 12/56 [01:17<05:42, 7.78s/it] 105/299 6.87G 0.02729 0.02314 0.0004389 0.05086 148 640: 21%|██▏ | 12/56 [01:17<05:42, 7.78s/it] 105/299 6.87G 0.02729 0.02314 0.0004389 0.05086 148 640: 23%|██▎ | 13/56 [01:17<03:56, 5.50s/it] 105/299 6.87G 0.02716 0.02334 0.0004799 0.05098 169 640: 23%|██▎ | 13/56 [01:17<03:56, 5.50s/it] 105/299 6.87G 0.02716 0.02334 0.0004799 0.05098 169 640: 25%|██▌ | 14/56 [01:17<02:44, 3.91s/it] 105/299 6.87G 0.02699 0.02336 0.0004683 0.05082 145 640: 25%|██▌ | 14/56 [01:18<02:44, 3.91s/it] 105/299 6.87G 0.02699 0.02336 0.0004683 0.05082 145 640: 27%|██▋ | 15/56 [01:18<01:54, 2.80s/it] 105/299 6.87G 0.02673 0.02307 0.0004554 0.05025 118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.589 0.426 0.412 0.206
0%| | 0/56 [00:00<?, ?it/s] 106/299 6.87G 0.02922 0.02664 0.0008022 0.05666 184 640: 0%| | 0/56 [00:00<?, ?it/s] 106/299 6.87G 0.02922 0.02664 0.0008022 0.05666 184 640: 2%|▏ | 1/56 [00:00<00:15, 3.54it/s] 106/299 6.87G 0.03106 0.02686 0.0006553 0.05857 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.54it/s] 106/299 6.87G 0.03106 0.02686 0.0006553 0.05857 170 640: 4%|▎ | 2/56 [00:00<00:13, 3.93it/s] 106/299 6.87G 0.03002 0.02636 0.0005241 0.0569 165 640: 4%|▎ | 2/56 [00:39<00:13, 3.93it/s] 106/299 6.87G 0.03002 0.02636 0.0005241 0.0569 165 640: 5%|▌ | 3/56 [00:39<16:02, 18.16s/it] 106/299 6.87G 0.02987 0.02526 0.0004579 0.05558 176 640: 5%|▌ | 3/56 [00:40<16:02, 18.16s/it] 106/299 6.87G 0.02987 0.02526 0.0004579 0.05558 176 640: 7%|▋ | 4/56 [00:40<09:36, 11.08s/it] 106/299 6.87G 0.03016 0.02509 0.0004879 0.05574 154 640: 7%|▋ | 4/56 [00:40<09:36, 11.08s/it] 106/299 6.87G 0.03016 0.02509 0.0004879 0.05574 154 640: 9%|▉ | 5/56 [00:40<06:06, 7.18s/it] 106/299 6.87G 0.03014 0.0245 0.0006288 0.05527 136 640: 9%|▉ | 5/56 [00:40<06:06, 7.18s/it] 106/299 6.87G 0.03014 0.0245 0.0006288 0.05527 136 640: 11%|█ | 6/56 [00:40<04:00, 4.82s/it] 106/299 6.87G 0.02982 0.02404 0.0005725 0.05442 160 640: 11%|█ | 6/56 [00:40<04:00, 4.82s/it] 106/299 6.87G 0.02982 0.02404 0.0005725 0.05442 160 640: 12%|█▎ | 7/56 [00:40<02:42, 3.32s/it] 106/299 6.87G 0.02908 0.02353 0.0005371 0.05315 147 640: 12%|█▎ | 7/56 [00:41<02:42, 3.32s/it] 106/299 6.87G 0.02908 0.02353 0.0005371 0.05315 147 640: 14%|█▍ | 8/56 [00:41<01:52, 2.33s/it] 106/299 6.87G 0.0288 0.02352 0.0006125 0.05293 189 640: 14%|█▍ | 8/56 [00:41<01:52, 2.33s/it] 106/299 6.87G 0.0288 0.02352 0.0006125 0.05293 189 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 106/299 6.87G 0.02876 0.02342 0.0005779 0.05276 176 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 106/299 6.87G 0.02876 0.02342 0.0005779 0.05276 176 640: 18%|█▊ | 10/56 [00:41<00:56, 1.24s/it] 106/299 6.87G 0.02853 0.02347 0.000547 0.05254 150 640: 18%|█▊ | 10/56 [01:14<00:56, 1.24s/it] 106/299 6.87G 0.02853 0.02347 0.000547 0.05254 150 640: 20%|█▉ | 11/56 [01:14<08:12, 10.94s/it] 106/299 6.87G 0.02833 0.02333 0.0005578 0.05222 176 640: 20%|█▉ | 11/56 [01:14<08:12, 10.94s/it] 106/299 6.87G 0.02833 0.02333 0.0005578 0.05222 176 640: 21%|██▏ | 12/56 [01:14<05:38, 7.68s/it] 106/299 6.87G 0.02807 0.02311 0.0005345 0.05172 141 640: 21%|██▏ | 12/56 [01:15<05:38, 7.68s/it] 106/299 6.87G 0.02807 0.02311 0.0005345 0.05172 141 640: 23%|██▎ | 13/56 [01:15<03:53, 5.44s/it] 106/299 6.87G 0.02798 0.02294 0.0005429 0.05146 110 640: 23%|██▎ | 13/56 [01:15<03:53, 5.44s/it] 106/299 6.87G 0.02798 0.02294 0.0005429 0.05146 110 640: 25%|██▌ | 14/56 [01:15<02:42, 3.86s/it] 106/299 6.87G 0.02781 0.02279 0.0005241 0.05113 165 640: 25%|██▌ | 14/56 [01:15<02:42, 3.86s/it] 106/299 6.87G 0.02781 0.02279 0.0005241 0.05113 165 640: 27%|██▋ | 15/56 [01:15<01:53, 2.77s/it] 106/299 6.87G 0.0277 0.02282 0.0005104 0.05103 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.562 0.436 0.424 0.208
0%| | 0/56 [00:00<?, ?it/s] 107/299 6.87G 0.02801 0.03114 0.0002314 0.05938 200 640: 0%| | 0/56 [00:00<?, ?it/s] 107/299 6.87G 0.02801 0.03114 0.0002314 0.05938 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 107/299 6.87G 0.02799 0.02562 0.0002857 0.05389 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 107/299 6.87G 0.02799 0.02562 0.0002857 0.05389 161 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 107/299 6.87G 0.02799 0.02455 0.0003314 0.05287 131 640: 4%|▎ | 2/56 [00:41<00:13, 4.04it/s] 107/299 6.87G 0.02799 0.02455 0.0003314 0.05287 131 640: 5%|▌ | 3/56 [00:41<16:42, 18.91s/it] 107/299 6.87G 0.02778 0.02301 0.0004011 0.05119 120 640: 5%|▌ | 3/56 [00:41<16:42, 18.91s/it] 107/299 6.87G 0.02778 0.02301 0.0004011 0.05119 120 640: 7%|▋ | 4/56 [00:41<09:59, 11.53s/it] 107/299 6.87G 0.0277 0.02278 0.00048 0.05096 173 640: 7%|▋ | 4/56 [00:42<09:59, 11.53s/it] 107/299 6.87G 0.0277 0.02278 0.00048 0.05096 173 640: 9%|▉ | 5/56 [00:42<06:20, 7.46s/it] 107/299 6.87G 0.02724 0.02239 0.0004485 0.05008 136 640: 9%|▉ | 5/56 [00:42<06:20, 7.46s/it] 107/299 6.87G 0.02724 0.02239 0.0004485 0.05008 136 640: 11%|█ | 6/56 [00:42<04:10, 5.00s/it] 107/299 6.87G 0.02678 0.02198 0.0004212 0.04918 153 640: 11%|█ | 6/56 [00:42<04:10, 5.00s/it] 107/299 6.87G 0.02678 0.02198 0.0004212 0.04918 153 640: 12%|█▎ | 7/56 [00:42<02:48, 3.44s/it] 107/299 6.87G 0.02645 0.02212 0.0004328 0.04901 161 640: 12%|█▎ | 7/56 [00:42<02:48, 3.44s/it] 107/299 6.87G 0.02645 0.02212 0.0004328 0.04901 161 640: 14%|█▍ | 8/56 [00:42<01:56, 2.42s/it] 107/299 6.87G 0.02636 0.02187 0.000417 0.04865 173 640: 14%|█▍ | 8/56 [00:43<01:56, 2.42s/it] 107/299 6.87G 0.02636 0.02187 0.000417 0.04865 173 640: 16%|█▌ | 9/56 [00:43<01:22, 1.75s/it] 107/299 6.87G 0.0263 0.02179 0.0004192 0.04851 156 640: 16%|█▌ | 9/56 [00:43<01:22, 1.75s/it] 107/299 6.87G 0.0263 0.02179 0.0004192 0.04851 156 640: 18%|█▊ | 10/56 [00:43<00:58, 1.28s/it] 107/299 6.87G 0.02614 0.02204 0.0004134 0.04859 177 640: 18%|█▊ | 10/56 [01:15<00:58, 1.28s/it] 107/299 6.87G 0.02614 0.02204 0.0004134 0.04859 177 640: 20%|█▉ | 11/56 [01:15<08:07, 10.84s/it] 107/299 6.87G 0.02611 0.02188 0.0003978 0.04838 112 640: 20%|█▉ | 11/56 [01:16<08:07, 10.84s/it] 107/299 6.87G 0.02611 0.02188 0.0003978 0.04838 112 640: 21%|██▏ | 12/56 [01:16<05:34, 7.61s/it] 107/299 6.87G 0.0259 0.02185 0.0004203 0.04817 130 640: 21%|██▏ | 12/56 [01:16<05:34, 7.61s/it] 107/299 6.87G 0.0259 0.02185 0.0004203 0.04817 130 640: 23%|██▎ | 13/56 [01:16<03:51, 5.38s/it] 107/299 6.87G 0.02601 0.02208 0.0004115 0.0485 122 640: 23%|██▎ | 13/56 [01:16<03:51, 5.38s/it] 107/299 6.87G 0.02601 0.02208 0.0004115 0.0485 122 640: 25%|██▌ | 14/56 [01:16<02:40, 3.83s/it] 107/299 6.87G 0.02608 0.02199 0.0004013 0.04847 158 640: 25%|██▌ | 14/56 [01:16<02:40, 3.83s/it] 107/299 6.87G 0.02608 0.02199 0.0004013 0.04847 158 640: 27%|██▋ | 15/56 [01:16<01:52, 2.74s/it] 107/299 6.87G 0.0259 0.02215 0.0003945 0.04845 186
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.485 0.448 0.214
0%| | 0/56 [00:00<?, ?it/s] 108/299 6.87G 0.02602 0.0273 0.0001967 0.05351 166 640: 0%| | 0/56 [00:00<?, ?it/s] 108/299 6.87G 0.02602 0.0273 0.0001967 0.05351 166 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 108/299 6.87G 0.02645 0.02287 0.0003142 0.04964 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 108/299 6.87G 0.02645 0.02287 0.0003142 0.04964 149 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 108/299 6.87G 0.02563 0.02188 0.0003245 0.04784 165 640: 4%|▎ | 2/56 [00:38<00:13, 4.05it/s] 108/299 6.87G 0.02563 0.02188 0.0003245 0.04784 165 640: 5%|▌ | 3/56 [00:38<15:31, 17.58s/it] 108/299 6.87G 0.02568 0.02182 0.0003081 0.04781 162 640: 5%|▌ | 3/56 [00:38<15:31, 17.58s/it] 108/299 6.87G 0.02568 0.02182 0.0003081 0.04781 162 640: 7%|▋ | 4/56 [00:38<09:17, 10.73s/it] 108/299 6.87G 0.02587 0.02196 0.0004726 0.0483 151 640: 7%|▋ | 4/56 [00:39<09:17, 10.73s/it] 108/299 6.87G 0.02587 0.02196 0.0004726 0.0483 151 640: 9%|▉ | 5/56 [00:39<05:54, 6.96s/it] 108/299 6.87G 0.02634 0.02153 0.0004314 0.0483 138 640: 9%|▉ | 5/56 [00:39<05:54, 6.96s/it] 108/299 6.87G 0.02634 0.02153 0.0004314 0.0483 138 640: 11%|█ | 6/56 [00:39<03:53, 4.67s/it] 108/299 6.87G 0.02661 0.02172 0.0004285 0.04875 153 640: 11%|█ | 6/56 [00:39<03:53, 4.67s/it] 108/299 6.87G 0.02661 0.02172 0.0004285 0.04875 153 640: 12%|█▎ | 7/56 [00:39<02:37, 3.22s/it] 108/299 6.87G 0.02634 0.02223 0.0004644 0.04903 200 640: 12%|█▎ | 7/56 [00:39<02:37, 3.22s/it] 108/299 6.87G 0.02634 0.02223 0.0004644 0.04903 200 640: 14%|█▍ | 8/56 [00:39<01:48, 2.27s/it] 108/299 6.87G 0.02657 0.02238 0.0004416 0.04939 148 640: 14%|█▍ | 8/56 [00:40<01:48, 2.27s/it] 108/299 6.87G 0.02657 0.02238 0.0004416 0.04939 148 640: 16%|█▌ | 9/56 [00:40<01:16, 1.64s/it] 108/299 6.87G 0.02635 0.02207 0.0004298 0.04885 136 640: 16%|█▌ | 9/56 [00:40<01:16, 1.64s/it] 108/299 6.87G 0.02635 0.02207 0.0004298 0.04885 136 640: 18%|█▊ | 10/56 [00:40<00:55, 1.20s/it] 108/299 6.87G 0.02596 0.02194 0.0004797 0.04838 149 640: 18%|█▊ | 10/56 [01:13<00:55, 1.20s/it] 108/299 6.87G 0.02596 0.02194 0.0004797 0.04838 149 640: 20%|█▉ | 11/56 [01:13<08:14, 10.98s/it] 108/299 6.87G 0.02575 0.02206 0.000477 0.04829 168 640: 20%|█▉ | 11/56 [01:13<08:14, 10.98s/it] 108/299 6.87G 0.02575 0.02206 0.000477 0.04829 168 640: 21%|██▏ | 12/56 [01:13<05:39, 7.71s/it] 108/299 6.87G 0.02559 0.02201 0.0004557 0.04805 141 640: 21%|██▏ | 12/56 [01:14<05:39, 7.71s/it] 108/299 6.87G 0.02559 0.02201 0.0004557 0.04805 141 640: 23%|██▎ | 13/56 [01:14<03:54, 5.46s/it] 108/299 6.87G 0.02583 0.0219 0.0004489 0.04818 123 640: 23%|██▎ | 13/56 [01:14<03:54, 5.46s/it] 108/299 6.87G 0.02583 0.0219 0.0004489 0.04818 123 640: 25%|██▌ | 14/56 [01:14<02:42, 3.88s/it] 108/299 6.87G 0.02593 0.02195 0.0004353 0.04831 154 640: 25%|██▌ | 14/56 [01:14<02:42, 3.88s/it] 108/299 6.87G 0.02593 0.02195 0.0004353 0.04831 154 640: 27%|██▋ | 15/56 [01:14<01:53, 2.78s/it] 108/299 6.87G 0.02568 0.02166 0.0004237 0.04776 102
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.503 0.454 0.225
0%| | 0/56 [00:00<?, ?it/s] 109/299 6.87G 0.02653 0.02616 0.0002477 0.05294 177 640: 0%| | 0/56 [00:00<?, ?it/s] 109/299 6.87G 0.02653 0.02616 0.0002477 0.05294 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 109/299 6.87G 0.0269 0.02559 0.0002725 0.05276 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 109/299 6.87G 0.0269 0.02559 0.0002725 0.05276 182 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 109/299 6.87G 0.02661 0.02372 0.000332 0.05066 157 640: 4%|▎ | 2/56 [00:37<00:13, 4.01it/s] 109/299 6.87G 0.02661 0.02372 0.000332 0.05066 157 640: 5%|▌ | 3/56 [00:37<14:52, 16.85s/it] 109/299 6.87G 0.02671 0.02403 0.0003218 0.05106 187 640: 5%|▌ | 3/56 [00:37<14:52, 16.85s/it] 109/299 6.87G 0.02671 0.02403 0.0003218 0.05106 187 640: 7%|▋ | 4/56 [00:37<08:54, 10.29s/it] 109/299 6.87G 0.02658 0.02403 0.0003704 0.05098 159 640: 7%|▋ | 4/56 [00:37<08:54, 10.29s/it] 109/299 6.87G 0.02658 0.02403 0.0003704 0.05098 159 640: 9%|▉ | 5/56 [00:37<05:40, 6.67s/it] 109/299 6.87G 0.02669 0.02368 0.0003795 0.05074 183 640: 9%|▉ | 5/56 [00:37<05:40, 6.67s/it] 109/299 6.87G 0.02669 0.02368 0.0003795 0.05074 183 640: 11%|█ | 6/56 [00:37<03:44, 4.48s/it] 109/299 6.87G 0.02634 0.02296 0.0003607 0.04966 110 640: 11%|█ | 6/56 [00:38<03:44, 4.48s/it] 109/299 6.87G 0.02634 0.02296 0.0003607 0.04966 110 640: 12%|█▎ | 7/56 [00:38<02:31, 3.09s/it] 109/299 6.87G 0.0263 0.02273 0.0003498 0.04938 138 640: 12%|█▎ | 7/56 [00:38<02:31, 3.09s/it] 109/299 6.87G 0.0263 0.02273 0.0003498 0.04938 138 640: 14%|█▍ | 8/56 [00:38<01:44, 2.18s/it] 109/299 6.87G 0.02611 0.02304 0.0003476 0.04949 186 640: 14%|█▍ | 8/56 [00:38<01:44, 2.18s/it] 109/299 6.87G 0.02611 0.02304 0.0003476 0.04949 186 640: 16%|█▌ | 9/56 [00:38<01:14, 1.58s/it] 109/299 6.87G 0.02623 0.02336 0.0003419 0.04992 210 640: 16%|█▌ | 9/56 [00:38<01:14, 1.58s/it] 109/299 6.87G 0.02623 0.02336 0.0003419 0.04992 210 640: 18%|█▊ | 10/56 [00:38<00:53, 1.16s/it] 109/299 6.87G 0.02605 0.0236 0.000332 0.04999 166 640: 18%|█▊ | 10/56 [01:11<00:53, 1.16s/it] 109/299 6.87G 0.02605 0.0236 0.000332 0.04999 166 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 109/299 6.87G 0.02615 0.02385 0.0003293 0.05033 195 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 109/299 6.87G 0.02615 0.02385 0.0003293 0.05033 195 640: 21%|██▏ | 12/56 [01:11<05:32, 7.56s/it] 109/299 6.87G 0.02617 0.02378 0.0003379 0.05029 151 640: 21%|██▏ | 12/56 [01:11<05:32, 7.56s/it] 109/299 6.87G 0.02617 0.02378 0.0003379 0.05029 151 640: 23%|██▎ | 13/56 [01:11<03:49, 5.35s/it] 109/299 6.87G 0.02622 0.02373 0.0003431 0.05029 161 640: 23%|██▎ | 13/56 [01:12<03:49, 5.35s/it] 109/299 6.87G 0.02622 0.02373 0.0003431 0.05029 161 640: 25%|██▌ | 14/56 [01:12<02:39, 3.80s/it] 109/299 6.87G 0.0264 0.02358 0.0003381 0.05033 108 640: 25%|██▌ | 14/56 [01:12<02:39, 3.80s/it] 109/299 6.87G 0.0264 0.02358 0.0003381 0.05033 108 640: 27%|██▋ | 15/56 [01:12<01:51, 2.72s/it] 109/299 6.87G 0.0263 0.02338 0.0003382 0.05002 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.561 0.478 0.447 0.221
0%| | 0/56 [00:00<?, ?it/s] 110/299 6.87G 0.02943 0.02575 0.0003452 0.05552 182 640: 0%| | 0/56 [00:00<?, ?it/s] 110/299 6.87G 0.02943 0.02575 0.0003452 0.05552 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 110/299 6.87G 0.02681 0.02252 0.0003893 0.04972 148 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 110/299 6.87G 0.02681 0.02252 0.0003893 0.04972 148 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 110/299 6.87G 0.02648 0.02158 0.0003613 0.04843 148 640: 4%|▎ | 2/56 [00:42<00:13, 4.06it/s] 110/299 6.87G 0.02648 0.02158 0.0003613 0.04843 148 640: 5%|▌ | 3/56 [00:42<17:00, 19.26s/it] 110/299 6.87G 0.02682 0.02145 0.0003648 0.04864 151 640: 5%|▌ | 3/56 [00:42<17:00, 19.26s/it] 110/299 6.87G 0.02682 0.02145 0.0003648 0.04864 151 640: 7%|▋ | 4/56 [00:42<10:10, 11.75s/it] 110/299 6.87G 0.02739 0.02172 0.0004644 0.04958 132 640: 7%|▋ | 4/56 [00:42<10:10, 11.75s/it] 110/299 6.87G 0.02739 0.02172 0.0004644 0.04958 132 640: 9%|▉ | 5/56 [00:42<06:27, 7.60s/it] 110/299 6.87G 0.02724 0.02166 0.0005543 0.04945 133 640: 9%|▉ | 5/56 [00:43<06:27, 7.60s/it] 110/299 6.87G 0.02724 0.02166 0.0005543 0.04945 133 640: 11%|█ | 6/56 [00:43<04:14, 5.09s/it] 110/299 6.87G 0.02685 0.02137 0.0005223 0.04874 150 640: 11%|█ | 6/56 [00:43<04:14, 5.09s/it] 110/299 6.87G 0.02685 0.02137 0.0005223 0.04874 150 640: 12%|█▎ | 7/56 [00:43<02:51, 3.50s/it] 110/299 6.87G 0.02665 0.02152 0.0005044 0.04868 177 640: 12%|█▎ | 7/56 [00:43<02:51, 3.50s/it] 110/299 6.87G 0.02665 0.02152 0.0005044 0.04868 177 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 110/299 6.87G 0.02707 0.02233 0.0004867 0.04988 227 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 110/299 6.87G 0.02707 0.02233 0.0004867 0.04988 227 640: 16%|█▌ | 9/56 [00:43<01:23, 1.77s/it] 110/299 6.87G 0.02716 0.02291 0.0004734 0.05054 233 640: 16%|█▌ | 9/56 [00:44<01:23, 1.77s/it] 110/299 6.87G 0.02716 0.02291 0.0004734 0.05054 233 640: 18%|█▊ | 10/56 [00:44<00:59, 1.30s/it] 110/299 6.87G 0.02717 0.02286 0.0004542 0.05049 138 640: 18%|█▊ | 10/56 [01:16<00:59, 1.30s/it] 110/299 6.87G 0.02717 0.02286 0.0004542 0.05049 138 640: 20%|█▉ | 11/56 [01:16<08:09, 10.88s/it] 110/299 6.87G 0.02708 0.02299 0.0004387 0.05051 158 640: 20%|█▉ | 11/56 [01:16<08:09, 10.88s/it] 110/299 6.87G 0.02708 0.02299 0.0004387 0.05051 158 640: 21%|██▏ | 12/56 [01:16<05:35, 7.64s/it] 110/299 6.87G 0.02709 0.02271 0.0004299 0.05023 115 640: 21%|██▏ | 12/56 [01:17<05:35, 7.64s/it] 110/299 6.87G 0.02709 0.02271 0.0004299 0.05023 115 640: 23%|██▎ | 13/56 [01:17<03:52, 5.40s/it] 110/299 6.87G 0.02699 0.02293 0.0004191 0.05034 152 640: 23%|██▎ | 13/56 [01:17<03:52, 5.40s/it] 110/299 6.87G 0.02699 0.02293 0.0004191 0.05034 152 640: 25%|██▌ | 14/56 [01:17<02:41, 3.84s/it] 110/299 6.87G 0.02676 0.02277 0.0004119 0.04994 152 640: 25%|██▌ | 14/56 [01:17<02:41, 3.84s/it] 110/299 6.87G 0.02676 0.02277 0.0004119 0.04994 152 640: 27%|██▋ | 15/56 [01:17<01:52, 2.75s/it] 110/299 6.87G 0.02687 0.02275 0.0004093 0.05003 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.577 0.453 0.432 0.213
0%| | 0/56 [00:00<?, ?it/s] 111/299 6.87G 0.02563 0.02619 0.0002281 0.05205 203 640: 0%| | 0/56 [00:00<?, ?it/s] 111/299 6.87G 0.02563 0.02619 0.0002281 0.05205 203 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 111/299 6.87G 0.02553 0.0247 0.0002836 0.05051 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 111/299 6.87G 0.02553 0.0247 0.0002836 0.05051 146 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 111/299 6.87G 0.02551 0.0231 0.0002806 0.0489 133 640: 4%|▎ | 2/56 [00:40<00:13, 4.03it/s] 111/299 6.87G 0.02551 0.0231 0.0002806 0.0489 133 640: 5%|▌ | 3/56 [00:40<16:18, 18.46s/it] 111/299 6.87G 0.02639 0.02308 0.0002839 0.04975 151 640: 5%|▌ | 3/56 [00:40<16:18, 18.46s/it] 111/299 6.87G 0.02639 0.02308 0.0002839 0.04975 151 640: 7%|▋ | 4/56 [00:40<09:45, 11.26s/it] 111/299 6.87G 0.0263 0.0237 0.0003475 0.05035 197 640: 7%|▋ | 4/56 [00:41<09:45, 11.26s/it] 111/299 6.87G 0.0263 0.0237 0.0003475 0.05035 197 640: 9%|▉ | 5/56 [00:41<06:11, 7.29s/it] 111/299 6.87G 0.02631 0.02289 0.0003718 0.04957 139 640: 9%|▉ | 5/56 [00:41<06:11, 7.29s/it] 111/299 6.87G 0.02631 0.02289 0.0003718 0.04957 139 640: 11%|█ | 6/56 [00:41<04:04, 4.89s/it] 111/299 6.87G 0.0262 0.02295 0.0003709 0.04952 175 640: 11%|█ | 6/56 [00:41<04:04, 4.89s/it] 111/299 6.87G 0.0262 0.02295 0.0003709 0.04952 175 640: 12%|█▎ | 7/56 [00:41<02:44, 3.36s/it] 111/299 6.87G 0.02611 0.02235 0.0003943 0.04886 147 640: 12%|█▎ | 7/56 [00:41<02:44, 3.36s/it] 111/299 6.87G 0.02611 0.02235 0.0003943 0.04886 147 640: 14%|█▍ | 8/56 [00:41<01:53, 2.36s/it] 111/299 6.87G 0.02604 0.02246 0.0003857 0.04889 210 640: 14%|█▍ | 8/56 [00:42<01:53, 2.36s/it] 111/299 6.87G 0.02604 0.02246 0.0003857 0.04889 210 640: 16%|█▌ | 9/56 [00:42<01:20, 1.70s/it] 111/299 6.87G 0.02594 0.02241 0.0003739 0.04873 194 640: 16%|█▌ | 9/56 [00:42<01:20, 1.70s/it] 111/299 6.87G 0.02594 0.02241 0.0003739 0.04873 194 640: 18%|█▊ | 10/56 [00:42<00:57, 1.25s/it] 111/299 6.87G 0.02595 0.02257 0.0003599 0.04888 140 640: 18%|█▊ | 10/56 [01:14<00:57, 1.25s/it] 111/299 6.87G 0.02595 0.02257 0.0003599 0.04888 140 640: 20%|█▉ | 11/56 [01:14<08:05, 10.80s/it] 111/299 6.87G 0.02583 0.02305 0.0003561 0.04923 222 640: 20%|█▉ | 11/56 [01:14<08:05, 10.80s/it] 111/299 6.87G 0.02583 0.02305 0.0003561 0.04923 222 640: 21%|██▏ | 12/56 [01:14<05:33, 7.58s/it] 111/299 6.87G 0.0258 0.02277 0.0003483 0.04892 125 640: 21%|██▏ | 12/56 [01:15<05:33, 7.58s/it] 111/299 6.87G 0.0258 0.02277 0.0003483 0.04892 125 640: 23%|██▎ | 13/56 [01:15<03:50, 5.37s/it] 111/299 6.87G 0.02581 0.02276 0.0003396 0.04891 155 640: 23%|██▎ | 13/56 [01:15<03:50, 5.37s/it] 111/299 6.87G 0.02581 0.02276 0.0003396 0.04891 155 640: 25%|██▌ | 14/56 [01:15<02:40, 3.81s/it] 111/299 6.87G 0.0257 0.02272 0.0003347 0.04875 148 640: 25%|██▌ | 14/56 [01:15<02:40, 3.81s/it] 111/299 6.87G 0.0257 0.02272 0.0003347 0.04875 148 640: 27%|██▋ | 15/56 [01:15<01:52, 2.73s/it] 111/299 6.87G 0.02556 0.02245 0.0003417 0.04835 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.587 0.487 0.474 0.23
0%| | 0/56 [00:00<?, ?it/s] 112/299 6.87G 0.02936 0.02524 0.0001827 0.05478 160 640: 0%| | 0/56 [00:00<?, ?it/s] 112/299 6.87G 0.02936 0.02524 0.0001827 0.05478 160 640: 2%|▏ | 1/56 [00:00<00:25, 2.19it/s] 112/299 6.87G 0.02829 0.02418 0.0002125 0.05267 152 640: 2%|▏ | 1/56 [00:00<00:25, 2.19it/s] 112/299 6.87G 0.02829 0.02418 0.0002125 0.05267 152 640: 4%|▎ | 2/56 [00:00<00:17, 3.10it/s] 112/299 6.87G 0.02729 0.0225 0.0003704 0.05017 171 640: 4%|▎ | 2/56 [00:32<00:17, 3.10it/s] 112/299 6.87G 0.02729 0.0225 0.0003704 0.05017 171 640: 5%|▌ | 3/56 [00:32<12:50, 14.55s/it] 112/299 6.87G 0.02641 0.02295 0.0003494 0.04971 182 640: 5%|▌ | 3/56 [00:32<12:50, 14.55s/it] 112/299 6.87G 0.02641 0.02295 0.0003494 0.04971 182 640: 7%|▋ | 4/56 [00:32<07:42, 8.89s/it] 112/299 6.87G 0.02642 0.02202 0.0005092 0.04895 134 640: 7%|▋ | 4/56 [00:32<07:42, 8.89s/it] 112/299 6.87G 0.02642 0.02202 0.0005092 0.04895 134 640: 9%|▉ | 5/56 [00:32<04:54, 5.78s/it] 112/299 6.87G 0.02606 0.02112 0.0004616 0.04764 119 640: 9%|▉ | 5/56 [00:34<04:54, 5.78s/it] 112/299 6.87G 0.02606 0.02112 0.0004616 0.04764 119 640: 11%|█ | 6/56 [00:34<03:50, 4.61s/it] 112/299 6.87G 0.02577 0.02093 0.000428 0.04713 138 640: 11%|█ | 6/56 [00:35<03:50, 4.61s/it] 112/299 6.87G 0.02577 0.02093 0.000428 0.04713 138 640: 12%|█▎ | 7/56 [00:35<02:35, 3.18s/it] 112/299 6.87G 0.02564 0.0207 0.000461 0.0468 141 640: 12%|█▎ | 7/56 [00:35<02:35, 3.18s/it] 112/299 6.87G 0.02564 0.0207 0.000461 0.0468 141 640: 14%|█▍ | 8/56 [00:35<01:47, 2.24s/it] 112/299 6.87G 0.02549 0.021 0.0004347 0.04692 199 640: 14%|█▍ | 8/56 [00:35<01:47, 2.24s/it] 112/299 6.87G 0.02549 0.021 0.0004347 0.04692 199 640: 16%|█▌ | 9/56 [00:35<01:16, 1.62s/it] 112/299 6.87G 0.02548 0.02117 0.0004278 0.04707 196 640: 16%|█▌ | 9/56 [00:35<01:16, 1.62s/it] 112/299 6.87G 0.02548 0.02117 0.0004278 0.04707 196 640: 18%|█▊ | 10/56 [00:35<00:54, 1.19s/it] 112/299 6.87G 0.02546 0.02144 0.0004367 0.04734 139 640: 18%|█▊ | 10/56 [01:06<00:54, 1.19s/it] 112/299 6.87G 0.02546 0.02144 0.0004367 0.04734 139 640: 20%|█▉ | 11/56 [01:06<07:38, 10.18s/it] 112/299 6.87G 0.02528 0.02172 0.0004194 0.04742 167 640: 20%|█▉ | 11/56 [01:06<07:38, 10.18s/it] 112/299 6.87G 0.02528 0.02172 0.0004194 0.04742 167 640: 21%|██▏ | 12/56 [01:06<05:14, 7.16s/it] 112/299 6.87G 0.02522 0.02199 0.000426 0.04763 193 640: 21%|██▏ | 12/56 [01:07<05:14, 7.16s/it] 112/299 6.87G 0.02522 0.02199 0.000426 0.04763 193 640: 23%|██▎ | 13/56 [01:07<03:37, 5.07s/it] 112/299 6.87G 0.02518 0.02221 0.0004125 0.04781 162 640: 23%|██▎ | 13/56 [01:09<03:37, 5.07s/it] 112/299 6.87G 0.02518 0.02221 0.0004125 0.04781 162 640: 25%|██▌ | 14/56 [01:09<02:58, 4.25s/it] 112/299 6.87G 0.02511 0.02217 0.0004057 0.04769 178 640: 25%|██▌ | 14/56 [01:09<02:58, 4.25s/it] 112/299 6.87G 0.02511 0.02217 0.0004057 0.04769 178 640: 27%|██▋ | 15/56 [01:09<02:04, 3.04s/it] 112/299 6.87G 0.02503 0.02195 0.0004014 0.04739 125
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.516 0.511 0.429 0.214
0%| | 0/56 [00:00<?, ?it/s] 113/299 6.87G 0.02532 0.02615 0.0002909 0.05175 179 640: 0%| | 0/56 [00:00<?, ?it/s] 113/299 6.87G 0.02532 0.02615 0.0002909 0.05175 179 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 113/299 6.87G 0.02674 0.02321 0.0003878 0.05034 122 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 113/299 6.87G 0.02674 0.02321 0.0003878 0.05034 122 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 113/299 6.87G 0.02649 0.02302 0.0003504 0.04986 180 640: 4%|▎ | 2/56 [00:30<00:13, 4.03it/s] 113/299 6.87G 0.02649 0.02302 0.0003504 0.04986 180 640: 5%|▌ | 3/56 [00:30<12:21, 13.99s/it] 113/299 6.87G 0.02608 0.02225 0.0004414 0.04878 140 640: 5%|▌ | 3/56 [00:31<12:21, 13.99s/it] 113/299 6.87G 0.02608 0.02225 0.0004414 0.04878 140 640: 7%|▋ | 4/56 [00:31<07:24, 8.56s/it] 113/299 6.87G 0.02591 0.02183 0.0004357 0.04818 159 640: 7%|▋ | 4/56 [00:31<07:24, 8.56s/it] 113/299 6.87G 0.02591 0.02183 0.0004357 0.04818 159 640: 9%|▉ | 5/56 [00:31<04:43, 5.57s/it] 113/299 6.87G 0.02614 0.0213 0.0004387 0.04787 109 640: 9%|▉ | 5/56 [00:33<04:43, 5.57s/it] 113/299 6.87G 0.02614 0.0213 0.0004387 0.04787 109 640: 11%|█ | 6/56 [00:33<03:41, 4.42s/it] 113/299 6.87G 0.0263 0.02125 0.0004228 0.04797 158 640: 11%|█ | 6/56 [00:33<03:41, 4.42s/it] 113/299 6.87G 0.0263 0.02125 0.0004228 0.04797 158 640: 12%|█▎ | 7/56 [00:33<02:29, 3.05s/it] 113/299 6.87G 0.02631 0.02223 0.0004156 0.04895 164 640: 12%|█▎ | 7/56 [00:33<02:29, 3.05s/it] 113/299 6.87G 0.02631 0.02223 0.0004156 0.04895 164 640: 14%|█▍ | 8/56 [00:33<01:43, 2.15s/it] 113/299 6.87G 0.02614 0.0218 0.0003991 0.04835 149 640: 14%|█▍ | 8/56 [00:34<01:43, 2.15s/it] 113/299 6.87G 0.02614 0.0218 0.0003991 0.04835 149 640: 16%|█▌ | 9/56 [00:34<01:13, 1.56s/it] 113/299 6.87G 0.02613 0.02202 0.0004012 0.04855 190 640: 16%|█▌ | 9/56 [00:34<01:13, 1.56s/it] 113/299 6.87G 0.02613 0.02202 0.0004012 0.04855 190 640: 18%|█▊ | 10/56 [00:34<00:52, 1.15s/it] 113/299 6.87G 0.02608 0.0218 0.0003951 0.04828 130 640: 18%|█▊ | 10/56 [01:05<00:52, 1.15s/it] 113/299 6.87G 0.02608 0.0218 0.0003951 0.04828 130 640: 20%|█▉ | 11/56 [01:05<07:40, 10.22s/it] 113/299 6.87G 0.0261 0.02165 0.0003844 0.04813 135 640: 20%|█▉ | 11/56 [01:05<07:40, 10.22s/it] 113/299 6.87G 0.0261 0.02165 0.0003844 0.04813 135 640: 21%|██▏ | 12/56 [01:05<05:15, 7.18s/it] 113/299 6.87G 0.02612 0.02191 0.0003773 0.04841 206 640: 21%|██▏ | 12/56 [01:05<05:15, 7.18s/it] 113/299 6.87G 0.02612 0.02191 0.0003773 0.04841 206 640: 23%|██▎ | 13/56 [01:05<03:38, 5.09s/it] 113/299 6.87G 0.02611 0.022 0.0003783 0.04849 173 640: 23%|██▎ | 13/56 [01:08<03:38, 5.09s/it] 113/299 6.87G 0.02611 0.022 0.0003783 0.04849 173 640: 25%|██▌ | 14/56 [01:08<02:57, 4.24s/it] 113/299 6.87G 0.02603 0.02174 0.0003677 0.04814 129 640: 25%|██▌ | 14/56 [01:08<02:57, 4.24s/it] 113/299 6.87G 0.02603 0.02174 0.0003677 0.04814 129 640: 27%|██▋ | 15/56 [01:08<02:04, 3.03s/it] 113/299 6.87G 0.026 0.02175 0.0003801 0.04812 143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.59 0.464 0.431 0.21
0%| | 0/56 [00:00<?, ?it/s] 114/299 6.87G 0.02878 0.02826 0.0002195 0.05726 173 640: 0%| | 0/56 [00:00<?, ?it/s] 114/299 6.87G 0.02878 0.02826 0.0002195 0.05726 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 114/299 6.87G 0.02659 0.02581 0.0002633 0.05266 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 114/299 6.87G 0.02659 0.02581 0.0002633 0.05266 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 114/299 6.87G 0.02647 0.02349 0.0002528 0.05022 127 640: 4%|▎ | 2/56 [00:33<00:13, 4.04it/s] 114/299 6.87G 0.02647 0.02349 0.0002528 0.05022 127 640: 5%|▌ | 3/56 [00:33<13:24, 15.17s/it] 114/299 6.87G 0.02673 0.02249 0.0002911 0.04951 145 640: 5%|▌ | 3/56 [00:33<13:24, 15.17s/it] 114/299 6.87G 0.02673 0.02249 0.0002911 0.04951 145 640: 7%|▋ | 4/56 [00:33<08:02, 9.27s/it] 114/299 6.87G 0.0266 0.02212 0.0003029 0.04902 163 640: 7%|▋ | 4/56 [00:33<08:02, 9.27s/it] 114/299 6.87G 0.0266 0.02212 0.0003029 0.04902 163 640: 9%|▉ | 5/56 [00:33<05:07, 6.02s/it] 114/299 6.87G 0.02577 0.02167 0.0003247 0.04777 126 640: 9%|▉ | 5/56 [00:44<05:07, 6.02s/it] 114/299 6.87G 0.02577 0.02167 0.0003247 0.04777 126 640: 11%|█ | 6/56 [00:44<06:12, 7.45s/it] 114/299 6.87G 0.02604 0.02173 0.0003129 0.04808 188 640: 11%|█ | 6/56 [00:44<06:12, 7.45s/it] 114/299 6.87G 0.02604 0.02173 0.0003129 0.04808 188 640: 12%|█▎ | 7/56 [00:44<04:09, 5.08s/it] 114/299 6.87G 0.02587 0.02164 0.0003075 0.04782 150 640: 12%|█▎ | 7/56 [00:44<04:09, 5.08s/it] 114/299 6.87G 0.02587 0.02164 0.0003075 0.04782 150 640: 14%|█▍ | 8/56 [00:44<02:49, 3.54s/it] 114/299 6.87G 0.02578 0.02122 0.0003007 0.0473 132 640: 14%|█▍ | 8/56 [00:44<02:49, 3.54s/it] 114/299 6.87G 0.02578 0.02122 0.0003007 0.0473 132 640: 16%|█▌ | 9/56 [00:44<01:58, 2.52s/it] 114/299 6.87G 0.02578 0.02168 0.0002963 0.04776 192 640: 16%|█▌ | 9/56 [00:45<01:58, 2.52s/it] 114/299 6.87G 0.02578 0.02168 0.0002963 0.04776 192 640: 18%|█▊ | 10/56 [00:45<01:23, 1.81s/it] 114/299 6.87G 0.02574 0.02158 0.0003133 0.04763 133 640: 18%|█▊ | 10/56 [01:07<01:23, 1.81s/it] 114/299 6.87G 0.02574 0.02158 0.0003133 0.04763 133 640: 20%|█▉ | 11/56 [01:07<06:06, 8.14s/it] 114/299 6.87G 0.02566 0.02149 0.0003037 0.04745 152 640: 20%|█▉ | 11/56 [01:07<06:06, 8.14s/it] 114/299 6.87G 0.02566 0.02149 0.0003037 0.04745 152 640: 21%|██▏ | 12/56 [01:07<04:12, 5.73s/it] 114/299 6.87G 0.02542 0.02111 0.0002971 0.04682 123 640: 21%|██▏ | 12/56 [01:08<04:12, 5.73s/it] 114/299 6.87G 0.02542 0.02111 0.0002971 0.04682 123 640: 23%|██▎ | 13/56 [01:08<02:55, 4.08s/it] 114/299 6.87G 0.02565 0.02095 0.0003087 0.04691 98 640: 23%|██▎ | 13/56 [01:18<02:55, 4.08s/it] 114/299 6.87G 0.02565 0.02095 0.0003087 0.04691 98 640: 25%|██▌ | 14/56 [01:18<04:12, 6.02s/it] 114/299 6.87G 0.02571 0.02157 0.0003045 0.04758 188 640: 25%|██▌ | 14/56 [01:18<04:12, 6.02s/it] 114/299 6.87G 0.02571 0.02157 0.0003045 0.04758 188 640: 27%|██▋ | 15/56 [01:18<02:55, 4.28s/it] 114/299 6.87G 0.02539 0.02132 0.0002979 0.04701 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.586 0.459 0.437 0.21
0%| | 0/56 [00:00<?, ?it/s] 115/299 6.87G 0.0301 0.02639 0.0002377 0.05673 169 640: 0%| | 0/56 [00:00<?, ?it/s] 115/299 6.87G 0.0301 0.02639 0.0002377 0.05673 169 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 115/299 6.87G 0.02929 0.02564 0.0003714 0.0553 176 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 115/299 6.87G 0.02929 0.02564 0.0003714 0.0553 176 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 115/299 6.87G 0.02857 0.02484 0.0003283 0.05374 165 640: 4%|▎ | 2/56 [00:14<00:13, 4.05it/s] 115/299 6.87G 0.02857 0.02484 0.0003283 0.05374 165 640: 5%|▌ | 3/56 [00:14<05:42, 6.46s/it] 115/299 6.87G 0.028 0.02295 0.0003092 0.05126 145 640: 5%|▌ | 3/56 [00:14<05:42, 6.46s/it] 115/299 6.87G 0.028 0.02295 0.0003092 0.05126 145 640: 7%|▋ | 4/56 [00:14<03:27, 4.00s/it] 115/299 6.87G 0.02782 0.02268 0.0003296 0.05083 147 640: 7%|▋ | 4/56 [00:42<03:27, 4.00s/it] 115/299 6.87G 0.02782 0.02268 0.0003296 0.05083 147 640: 9%|▉ | 5/56 [00:42<10:47, 12.70s/it] 115/299 6.87G 0.02747 0.02176 0.0003349 0.04957 133 640: 9%|▉ | 5/56 [00:42<10:47, 12.70s/it] 115/299 6.87G 0.02747 0.02176 0.0003349 0.04957 133 640: 11%|█ | 6/56 [00:42<07:02, 8.46s/it] 115/299 6.87G 0.02704 0.02145 0.000319 0.04881 142 640: 11%|█ | 6/56 [00:43<07:02, 8.46s/it] 115/299 6.87G 0.02704 0.02145 0.000319 0.04881 142 640: 12%|█▎ | 7/56 [00:43<04:42, 5.76s/it] 115/299 6.87G 0.02696 0.02134 0.000307 0.04861 141 640: 12%|█▎ | 7/56 [00:43<04:42, 5.76s/it] 115/299 6.87G 0.02696 0.02134 0.000307 0.04861 141 640: 14%|█▍ | 8/56 [00:43<03:11, 4.00s/it] 115/299 6.87G 0.02691 0.02092 0.0003096 0.04814 133 640: 14%|█▍ | 8/56 [00:43<03:11, 4.00s/it] 115/299 6.87G 0.02691 0.02092 0.0003096 0.04814 133 640: 16%|█▌ | 9/56 [00:43<02:12, 2.83s/it] 115/299 6.87G 0.02667 0.02109 0.0003016 0.04806 189 640: 16%|█▌ | 9/56 [00:43<02:12, 2.83s/it] 115/299 6.87G 0.02667 0.02109 0.0003016 0.04806 189 640: 18%|█▊ | 10/56 [00:43<01:33, 2.03s/it] 115/299 6.87G 0.0265 0.02144 0.000297 0.04824 186 640: 18%|█▊ | 10/56 [00:54<01:33, 2.03s/it] 115/299 6.87G 0.0265 0.02144 0.000297 0.04824 186 640: 20%|█▉ | 11/56 [00:54<03:24, 4.55s/it] 115/299 6.87G 0.02635 0.02157 0.0003058 0.04822 146 640: 20%|█▉ | 11/56 [00:54<03:24, 4.55s/it] 115/299 6.87G 0.02635 0.02157 0.0003058 0.04822 146 640: 21%|██▏ | 12/56 [00:54<02:22, 3.24s/it] 115/299 6.87G 0.02619 0.0215 0.0003157 0.04801 153 640: 21%|██▏ | 12/56 [01:16<02:22, 3.24s/it] 115/299 6.87G 0.02619 0.0215 0.0003157 0.04801 153 640: 23%|██▎ | 13/56 [01:16<06:25, 8.96s/it] 115/299 6.87G 0.02616 0.02152 0.0003385 0.04802 142 640: 23%|██▎ | 13/56 [01:16<06:25, 8.96s/it] 115/299 6.87G 0.02616 0.02152 0.0003385 0.04802 142 640: 25%|██▌ | 14/56 [01:16<04:25, 6.32s/it] 115/299 6.87G 0.0261 0.02146 0.0003722 0.04793 138 640: 25%|██▌ | 14/56 [01:16<04:25, 6.32s/it] 115/299 6.87G 0.0261 0.02146 0.0003722 0.04793 138 640: 27%|██▋ | 15/56 [01:16<03:03, 4.48s/it] 115/299 6.87G 0.02596 0.02151 0.0003833 0.04785 137
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.606 0.429 0.41 0.201
0%| | 0/56 [00:00<?, ?it/s] 116/299 6.87G 0.02871 0.0304 0.0003933 0.0595 192 640: 0%| | 0/56 [00:00<?, ?it/s] 116/299 6.87G 0.02871 0.0304 0.0003933 0.0595 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 116/299 6.87G 0.02834 0.02574 0.0003905 0.05447 143 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 116/299 6.87G 0.02834 0.02574 0.0003905 0.05447 143 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 116/299 6.87G 0.02688 0.02366 0.000419 0.05096 129 640: 4%|▎ | 2/56 [00:10<00:13, 4.05it/s] 116/299 6.87G 0.02688 0.02366 0.000419 0.05096 129 640: 5%|▌ | 3/56 [00:10<04:03, 4.59s/it] 116/299 6.87G 0.02736 0.02129 0.0003862 0.04903 106 640: 5%|▌ | 3/56 [00:10<04:03, 4.59s/it] 116/299 6.87G 0.02736 0.02129 0.0003862 0.04903 106 640: 7%|▋ | 4/56 [00:10<02:29, 2.87s/it] 116/299 6.87G 0.02727 0.0207 0.0003536 0.04833 129 640: 7%|▋ | 4/56 [00:32<02:29, 2.87s/it] 116/299 6.87G 0.02727 0.0207 0.0003536 0.04833 129 640: 9%|▉ | 5/56 [00:32<08:27, 9.95s/it] 116/299 6.87G 0.02711 0.0205 0.0003756 0.048 116 640: 9%|▉ | 5/56 [00:33<08:27, 9.95s/it] 116/299 6.87G 0.02711 0.0205 0.0003756 0.048 116 640: 11%|█ | 6/56 [00:33<05:32, 6.65s/it] 116/299 6.87G 0.02692 0.02062 0.0003583 0.0479 182 640: 11%|█ | 6/56 [00:33<05:32, 6.65s/it] 116/299 6.87G 0.02692 0.02062 0.0003583 0.0479 182 640: 12%|█▎ | 7/56 [00:33<03:42, 4.55s/it] 116/299 6.87G 0.0266 0.02116 0.000357 0.04812 218 640: 12%|█▎ | 7/56 [00:33<03:42, 4.55s/it] 116/299 6.87G 0.0266 0.02116 0.000357 0.04812 218 640: 14%|█▍ | 8/56 [00:33<02:32, 3.17s/it] 116/299 6.87G 0.02618 0.0212 0.0003416 0.04771 155 640: 14%|█▍ | 8/56 [00:33<02:32, 3.17s/it] 116/299 6.87G 0.02618 0.0212 0.0003416 0.04771 155 640: 16%|█▌ | 9/56 [00:33<01:46, 2.26s/it] 116/299 6.87G 0.02598 0.02095 0.0003295 0.04726 142 640: 16%|█▌ | 9/56 [00:34<01:46, 2.26s/it] 116/299 6.87G 0.02598 0.02095 0.0003295 0.04726 142 640: 18%|█▊ | 10/56 [00:34<01:15, 1.63s/it] 116/299 6.87G 0.0258 0.02078 0.0003274 0.04691 133 640: 18%|█▊ | 10/56 [00:51<01:15, 1.63s/it] 116/299 6.87G 0.0258 0.02078 0.0003274 0.04691 133 640: 20%|█▉ | 11/56 [00:51<04:45, 6.34s/it] 116/299 6.87G 0.02555 0.02088 0.0003226 0.04675 152 640: 20%|█▉ | 11/56 [00:51<04:45, 6.34s/it] 116/299 6.87G 0.02555 0.02088 0.0003226 0.04675 152 640: 21%|██▏ | 12/56 [00:51<03:17, 4.48s/it] 116/299 6.87G 0.02539 0.02103 0.0003135 0.04673 153 640: 21%|██▏ | 12/56 [01:06<03:17, 4.48s/it] 116/299 6.87G 0.02539 0.02103 0.0003135 0.04673 153 640: 23%|██▎ | 13/56 [01:06<05:36, 7.83s/it] 116/299 6.87G 0.02527 0.02085 0.0003136 0.04643 141 640: 23%|██▎ | 13/56 [01:07<05:36, 7.83s/it] 116/299 6.87G 0.02527 0.02085 0.0003136 0.04643 141 640: 25%|██▌ | 14/56 [01:07<03:52, 5.53s/it] 116/299 6.87G 0.02539 0.02104 0.0003086 0.04674 162 640: 25%|██▌ | 14/56 [01:07<03:52, 5.53s/it] 116/299 6.87G 0.02539 0.02104 0.0003086 0.04674 162 640: 27%|██▋ | 15/56 [01:07<02:41, 3.93s/it] 116/299 6.87G 0.02532 0.02115 0.0003039 0.04677 161
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.517 0.473 0.413 0.196
0%| | 0/56 [00:00<?, ?it/s] 117/299 6.87G 0.02603 0.02782 0.0003623 0.05421 195 640: 0%| | 0/56 [00:00<?, ?it/s] 117/299 6.87G 0.02603 0.02782 0.0003623 0.05421 195 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 117/299 6.87G 0.02735 0.02319 0.0003948 0.05093 100 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 117/299 6.87G 0.02735 0.02319 0.0003948 0.05093 100 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 117/299 6.87G 0.02659 0.02277 0.0004691 0.04983 178 640: 4%|▎ | 2/56 [00:17<00:13, 4.05it/s] 117/299 6.87G 0.02659 0.02277 0.0004691 0.04983 178 640: 5%|▌ | 3/56 [00:17<06:51, 7.76s/it] 117/299 6.87G 0.0259 0.02198 0.0004242 0.0483 148 640: 5%|▌ | 3/56 [00:17<06:51, 7.76s/it] 117/299 6.87G 0.0259 0.02198 0.0004242 0.0483 148 640: 7%|▋ | 4/56 [00:17<04:08, 4.79s/it] 117/299 6.87G 0.02567 0.02167 0.0004445 0.04778 148 640: 7%|▋ | 4/56 [00:33<04:08, 4.79s/it] 117/299 6.87G 0.02567 0.02167 0.0004445 0.04778 148 640: 9%|▉ | 5/56 [00:33<07:23, 8.69s/it] 117/299 6.87G 0.0256 0.021 0.0004356 0.04704 131 640: 9%|▉ | 5/56 [00:33<07:23, 8.69s/it] 117/299 6.87G 0.0256 0.021 0.0004356 0.04704 131 640: 11%|█ | 6/56 [00:33<04:50, 5.81s/it] 117/299 6.87G 0.02562 0.02112 0.000417 0.04715 178 640: 11%|█ | 6/56 [00:33<04:50, 5.81s/it] 117/299 6.87G 0.02562 0.02112 0.000417 0.04715 178 640: 12%|█▎ | 7/56 [00:33<03:15, 3.99s/it] 117/299 6.87G 0.02536 0.02104 0.0004069 0.04681 129 640: 12%|█▎ | 7/56 [00:33<03:15, 3.99s/it] 117/299 6.87G 0.02536 0.02104 0.0004069 0.04681 129 640: 14%|█▍ | 8/56 [00:33<02:13, 2.79s/it] 117/299 6.87G 0.02545 0.02117 0.0004125 0.04703 213 640: 14%|█▍ | 8/56 [00:34<02:13, 2.79s/it] 117/299 6.87G 0.02545 0.02117 0.0004125 0.04703 213 640: 16%|█▌ | 9/56 [00:34<01:34, 2.00s/it] 117/299 6.87G 0.02569 0.02086 0.0004197 0.04698 132 640: 16%|█▌ | 9/56 [00:34<01:34, 2.00s/it] 117/299 6.87G 0.02569 0.02086 0.0004197 0.04698 132 640: 18%|█▊ | 10/56 [00:34<01:06, 1.45s/it] 117/299 6.87G 0.02561 0.02097 0.0004133 0.04699 159 640: 18%|█▊ | 10/56 [00:52<01:06, 1.45s/it] 117/299 6.87G 0.02561 0.02097 0.0004133 0.04699 159 640: 20%|█▉ | 11/56 [00:52<04:53, 6.52s/it] 117/299 6.87G 0.02555 0.0214 0.0004141 0.04737 186 640: 20%|█▉ | 11/56 [00:52<04:53, 6.52s/it] 117/299 6.87G 0.02555 0.0214 0.0004141 0.04737 186 640: 21%|██▏ | 12/56 [00:52<03:22, 4.60s/it] 117/299 6.87G 0.02547 0.02133 0.0004184 0.04721 132 640: 21%|██▏ | 12/56 [01:07<03:22, 4.60s/it] 117/299 6.87G 0.02547 0.02133 0.0004184 0.04721 132 640: 23%|██▎ | 13/56 [01:07<05:30, 7.69s/it] 117/299 6.87G 0.02548 0.02111 0.0004172 0.04702 138 640: 23%|██▎ | 13/56 [01:07<05:30, 7.69s/it] 117/299 6.87G 0.02548 0.02111 0.0004172 0.04702 138 640: 25%|██▌ | 14/56 [01:07<03:48, 5.44s/it] 117/299 6.87G 0.02545 0.02108 0.0004578 0.04699 134 640: 25%|██▌ | 14/56 [01:07<03:48, 5.44s/it] 117/299 6.87G 0.02545 0.02108 0.0004578 0.04699 134 640: 27%|██▋ | 15/56 [01:07<02:38, 3.87s/it] 117/299 6.87G 0.02534 0.02119 0.0004518 0.04697 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.562 0.468 0.424 0.201
0%| | 0/56 [00:00<?, ?it/s] 118/299 6.87G 0.02943 0.026 0.0002851 0.05572 204 640: 0%| | 0/56 [00:00<?, ?it/s] 118/299 6.87G 0.02943 0.026 0.0002851 0.05572 204 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 118/299 6.87G 0.02796 0.02273 0.0003857 0.05107 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 118/299 6.87G 0.02796 0.02273 0.0003857 0.05107 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 118/299 6.87G 0.02878 0.02348 0.0003898 0.05265 179 640: 4%|▎ | 2/56 [00:16<00:13, 4.03it/s] 118/299 6.87G 0.02878 0.02348 0.0003898 0.05265 179 640: 5%|▌ | 3/56 [00:16<06:31, 7.39s/it] 118/299 6.87G 0.02944 0.02286 0.0004036 0.0527 172 640: 5%|▌ | 3/56 [00:26<06:31, 7.39s/it] 118/299 6.87G 0.02944 0.02286 0.0004036 0.0527 172 640: 7%|▋ | 4/56 [00:26<07:21, 8.49s/it] 118/299 6.87G 0.0289 0.02235 0.0004082 0.05165 132 640: 7%|▋ | 4/56 [00:32<07:21, 8.49s/it] 118/299 6.87G 0.0289 0.02235 0.0004082 0.05165 132 640: 9%|▉ | 5/56 [00:32<06:23, 7.51s/it] 118/299 6.87G 0.02857 0.02153 0.0004061 0.0505 139 640: 9%|▉ | 5/56 [00:38<06:23, 7.51s/it] 118/299 6.87G 0.02857 0.02153 0.0004061 0.0505 139 640: 11%|█ | 6/56 [00:38<05:47, 6.95s/it] 118/299 6.87G 0.02765 0.02164 0.0003884 0.04968 166 640: 11%|█ | 6/56 [00:38<05:47, 6.95s/it] 118/299 6.87G 0.02765 0.02164 0.0003884 0.04968 166 640: 12%|█▎ | 7/56 [00:38<03:52, 4.75s/it] 118/299 6.87G 0.02717 0.02185 0.00039 0.0494 179 640: 12%|█▎ | 7/56 [00:38<03:52, 4.75s/it] 118/299 6.87G 0.02717 0.02185 0.00039 0.0494 179 640: 14%|█▍ | 8/56 [00:38<02:38, 3.31s/it] 118/299 6.87G 0.0272 0.02239 0.0004378 0.05003 227 640: 14%|█▍ | 8/56 [00:38<02:38, 3.31s/it] 118/299 6.87G 0.0272 0.02239 0.0004378 0.05003 227 640: 16%|█▌ | 9/56 [00:38<01:50, 2.36s/it] 118/299 6.87G 0.02687 0.02191 0.0004227 0.0492 115 640: 16%|█▌ | 9/56 [00:39<01:50, 2.36s/it] 118/299 6.87G 0.02687 0.02191 0.0004227 0.0492 115 640: 18%|█▊ | 10/56 [00:39<01:18, 1.70s/it] 118/299 6.87G 0.02646 0.02261 0.0004172 0.04949 203 640: 18%|█▊ | 10/56 [00:50<01:18, 1.70s/it] 118/299 6.87G 0.02646 0.02261 0.0004172 0.04949 203 640: 20%|█▉ | 11/56 [00:50<03:34, 4.77s/it] 118/299 6.87G 0.02621 0.02235 0.0003997 0.04896 105 640: 20%|█▉ | 11/56 [01:00<03:34, 4.77s/it] 118/299 6.87G 0.02621 0.02235 0.0003997 0.04896 105 640: 21%|██▏ | 12/56 [01:00<04:35, 6.27s/it] 118/299 6.87G 0.026 0.02231 0.0003906 0.0487 169 640: 21%|██▏ | 12/56 [01:06<04:35, 6.27s/it] 118/299 6.87G 0.026 0.02231 0.0003906 0.0487 169 640: 23%|██▎ | 13/56 [01:06<04:20, 6.06s/it] 118/299 6.87G 0.02586 0.02203 0.0003807 0.04826 121 640: 23%|██▎ | 13/56 [01:12<04:20, 6.06s/it] 118/299 6.87G 0.02586 0.02203 0.0003807 0.04826 121 640: 25%|██▌ | 14/56 [01:12<04:17, 6.12s/it] 118/299 6.87G 0.02553 0.02166 0.0003697 0.04756 116 640: 25%|██▌ | 14/56 [01:12<04:17, 6.12s/it] 118/299 6.87G 0.02553 0.02166 0.0003697 0.04756 116 640: 27%|██▋ | 15/56 [01:12<02:58, 4.34s/it] 118/299 6.87G 0.02534 0.02126 0.0003644 0.04696 109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.545 0.479 0.408 0.197
0%| | 0/56 [00:00<?, ?it/s] 119/299 6.87G 0.02662 0.02456 0.0003096 0.05149 149 640: 0%| | 0/56 [00:00<?, ?it/s] 119/299 6.87G 0.02662 0.02456 0.0003096 0.05149 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 119/299 6.87G 0.02592 0.02191 0.0003574 0.04818 155 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 119/299 6.87G 0.02592 0.02191 0.0003574 0.04818 155 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 119/299 6.87G 0.02596 0.02325 0.0003955 0.04961 208 640: 4%|▎ | 2/56 [00:11<00:13, 4.04it/s] 119/299 6.87G 0.02596 0.02325 0.0003955 0.04961 208 640: 5%|▌ | 3/56 [00:11<04:40, 5.30s/it] 119/299 6.87G 0.02596 0.02231 0.0003653 0.04863 192 640: 5%|▌ | 3/56 [00:29<04:40, 5.30s/it] 119/299 6.87G 0.02596 0.02231 0.0003653 0.04863 192 640: 7%|▋ | 4/56 [00:29<08:54, 10.28s/it] 119/299 6.87G 0.02528 0.02107 0.0004461 0.0468 120 640: 7%|▋ | 4/56 [00:30<08:54, 10.28s/it] 119/299 6.87G 0.02528 0.02107 0.0004461 0.0468 120 640: 9%|▉ | 5/56 [00:30<05:40, 6.67s/it] 119/299 6.87G 0.02517 0.02049 0.0004058 0.04607 98 640: 9%|▉ | 5/56 [00:36<05:40, 6.67s/it] 119/299 6.87G 0.02517 0.02049 0.0004058 0.04607 98 640: 11%|█ | 6/56 [00:36<05:35, 6.72s/it] 119/299 6.87G 0.02513 0.02067 0.0003877 0.04619 183 640: 11%|█ | 6/56 [00:37<05:35, 6.72s/it] 119/299 6.87G 0.02513 0.02067 0.0003877 0.04619 183 640: 12%|█▎ | 7/56 [00:37<03:45, 4.60s/it] 119/299 6.87G 0.02492 0.02072 0.0004289 0.04607 132 640: 12%|█▎ | 7/56 [00:37<03:45, 4.60s/it] 119/299 6.87G 0.02492 0.02072 0.0004289 0.04607 132 640: 14%|█▍ | 8/56 [00:37<02:33, 3.21s/it] 119/299 6.87G 0.02498 0.02084 0.0004062 0.04623 182 640: 14%|█▍ | 8/56 [00:37<02:33, 3.21s/it] 119/299 6.87G 0.02498 0.02084 0.0004062 0.04623 182 640: 16%|█▌ | 9/56 [00:37<01:47, 2.29s/it] 119/299 6.87G 0.02516 0.02101 0.0003882 0.04656 149 640: 16%|█▌ | 9/56 [00:37<01:47, 2.29s/it] 119/299 6.87G 0.02516 0.02101 0.0003882 0.04656 149 640: 18%|█▊ | 10/56 [00:37<01:15, 1.65s/it] 119/299 6.87G 0.02485 0.02087 0.0003762 0.0461 149 640: 18%|█▊ | 10/56 [00:50<01:15, 1.65s/it] 119/299 6.87G 0.02485 0.02087 0.0003762 0.0461 149 640: 20%|█▉ | 11/56 [00:50<03:42, 4.95s/it] 119/299 6.87G 0.02486 0.02086 0.0004174 0.04613 176 640: 20%|█▉ | 11/56 [01:03<03:42, 4.95s/it] 119/299 6.87G 0.02486 0.02086 0.0004174 0.04613 176 640: 21%|██▏ | 12/56 [01:03<05:32, 7.56s/it] 119/299 6.87G 0.02481 0.02073 0.0004012 0.04594 147 640: 21%|██▏ | 12/56 [01:03<05:32, 7.56s/it] 119/299 6.87G 0.02481 0.02073 0.0004012 0.04594 147 640: 23%|██▎ | 13/56 [01:03<03:50, 5.35s/it] 119/299 6.87G 0.02487 0.02066 0.0003873 0.04592 137 640: 23%|██▎ | 13/56 [01:11<03:50, 5.35s/it] 119/299 6.87G 0.02487 0.02066 0.0003873 0.04592 137 640: 25%|██▌ | 14/56 [01:11<04:08, 5.92s/it] 119/299 6.87G 0.02487 0.02063 0.0003771 0.04588 170 640: 25%|██▌ | 14/56 [01:11<04:08, 5.92s/it] 119/299 6.87G 0.02487 0.02063 0.0003771 0.04588 170 640: 27%|██▋ | 15/56 [01:11<02:52, 4.20s/it] 119/299 6.87G 0.02478 0.02029 0.0003671 0.04543 101
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.563 0.483 0.443 0.214
0%| | 0/56 [00:00<?, ?it/s] 120/299 6.87G 0.02626 0.03037 0.0002085 0.05684 220 640: 0%| | 0/56 [00:00<?, ?it/s] 120/299 6.87G 0.02626 0.03037 0.0002085 0.05684 220 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 120/299 6.87G 0.02486 0.02332 0.0002626 0.04845 110 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 120/299 6.87G 0.02486 0.02332 0.0002626 0.04845 110 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 120/299 6.87G 0.02562 0.02261 0.0002778 0.0485 185 640: 4%|▎ | 2/56 [00:16<00:13, 4.03it/s] 120/299 6.87G 0.02562 0.02261 0.0002778 0.0485 185 640: 5%|▌ | 3/56 [00:16<06:42, 7.59s/it] 120/299 6.87G 0.02549 0.02192 0.0002815 0.04769 125 640: 5%|▌ | 3/56 [00:24<06:42, 7.59s/it] 120/299 6.87G 0.02549 0.02192 0.0002815 0.04769 125 640: 7%|▋ | 4/56 [00:24<06:32, 7.55s/it] 120/299 6.87G 0.02552 0.0214 0.0003059 0.04723 142 640: 7%|▋ | 4/56 [00:24<06:32, 7.55s/it] 120/299 6.87G 0.02552 0.0214 0.0003059 0.04723 142 640: 9%|▉ | 5/56 [00:24<04:11, 4.92s/it] 120/299 6.87G 0.02551 0.02084 0.0003015 0.04665 125 640: 9%|▉ | 5/56 [00:33<04:11, 4.92s/it] 120/299 6.87G 0.02551 0.02084 0.0003015 0.04665 125 640: 11%|█ | 6/56 [00:33<05:09, 6.19s/it] 120/299 6.87G 0.02513 0.01997 0.0002885 0.04538 117 640: 11%|█ | 6/56 [00:33<05:09, 6.19s/it] 120/299 6.87G 0.02513 0.01997 0.0002885 0.04538 117 640: 12%|█▎ | 7/56 [00:33<03:27, 4.24s/it] 120/299 6.87G 0.02507 0.01999 0.0004128 0.04546 124 640: 12%|█▎ | 7/56 [00:33<03:27, 4.24s/it] 120/299 6.87G 0.02507 0.01999 0.0004128 0.04546 124 640: 14%|█▍ | 8/56 [00:33<02:22, 2.96s/it] 120/299 6.87G 0.02516 0.02032 0.0004135 0.04589 170 640: 14%|█▍ | 8/56 [00:33<02:22, 2.96s/it] 120/299 6.87G 0.02516 0.02032 0.0004135 0.04589 170 640: 16%|█▌ | 9/56 [00:33<01:39, 2.12s/it] 120/299 6.87G 0.0252 0.02097 0.0004267 0.0466 212 640: 16%|█▌ | 9/56 [00:34<01:39, 2.12s/it] 120/299 6.87G 0.0252 0.02097 0.0004267 0.0466 212 640: 18%|█▊ | 10/56 [00:34<01:10, 1.54s/it] 120/299 6.87G 0.02514 0.02078 0.0004124 0.04634 120 640: 18%|█▊ | 10/56 [00:57<01:10, 1.54s/it] 120/299 6.87G 0.02514 0.02078 0.0004124 0.04634 120 640: 20%|█▉ | 11/56 [00:57<06:14, 8.33s/it] 120/299 6.87G 0.02512 0.0208 0.0004008 0.04633 176 640: 20%|█▉ | 11/56 [00:58<06:14, 8.33s/it] 120/299 6.87G 0.02512 0.0208 0.0004008 0.04633 176 640: 21%|██▏ | 12/56 [00:58<04:25, 6.04s/it] 120/299 6.87G 0.02499 0.02102 0.0004013 0.04641 150 640: 21%|██▏ | 12/56 [00:58<04:25, 6.04s/it] 120/299 6.87G 0.02499 0.02102 0.0004013 0.04641 150 640: 23%|██▎ | 13/56 [00:58<03:04, 4.29s/it] 120/299 6.87G 0.02486 0.02077 0.0004018 0.04603 126 640: 23%|██▎ | 13/56 [01:08<03:04, 4.29s/it] 120/299 6.87G 0.02486 0.02077 0.0004018 0.04603 126 640: 25%|██▌ | 14/56 [01:08<04:02, 5.77s/it] 120/299 6.87G 0.02479 0.02051 0.0003928 0.04569 114 640: 25%|██▌ | 14/56 [01:08<04:02, 5.77s/it] 120/299 6.87G 0.02479 0.02051 0.0003928 0.04569 114 640: 27%|██▋ | 15/56 [01:08<02:48, 4.10s/it] 120/299 6.87G 0.02458 0.02032 0.0003826 0.04528 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.588 0.472 0.432 0.209
0%| | 0/56 [00:00<?, ?it/s] 121/299 6.87G 0.02967 0.0251 0.000303 0.05508 148 640: 0%| | 0/56 [00:00<?, ?it/s] 121/299 6.87G 0.02967 0.0251 0.000303 0.05508 148 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 121/299 6.87G 0.02904 0.02411 0.0004035 0.05355 198 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 121/299 6.87G 0.02904 0.02411 0.0004035 0.05355 198 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 121/299 6.87G 0.02857 0.02369 0.0003579 0.05262 172 640: 4%|▎ | 2/56 [00:36<00:13, 4.06it/s] 121/299 6.87G 0.02857 0.02369 0.0003579 0.05262 172 640: 5%|▌ | 3/56 [00:36<14:30, 16.42s/it] 121/299 6.87G 0.02861 0.02372 0.0003523 0.05268 182 640: 5%|▌ | 3/56 [00:36<14:30, 16.42s/it] 121/299 6.87G 0.02861 0.02372 0.0003523 0.05268 182 640: 7%|▋ | 4/56 [00:36<08:41, 10.03s/it] 121/299 6.87G 0.02786 0.02341 0.0003836 0.05166 165 640: 7%|▋ | 4/56 [00:36<08:41, 10.03s/it] 121/299 6.87G 0.02786 0.02341 0.0003836 0.05166 165 640: 9%|▉ | 5/56 [00:36<05:31, 6.51s/it] 121/299 6.87G 0.02719 0.02248 0.0003669 0.05004 141 640: 9%|▉ | 5/56 [00:36<05:31, 6.51s/it] 121/299 6.87G 0.02719 0.02248 0.0003669 0.05004 141 640: 11%|█ | 6/56 [00:36<03:38, 4.37s/it] 121/299 6.87G 0.02755 0.0224 0.0003739 0.05032 169 640: 11%|█ | 6/56 [00:37<03:38, 4.37s/it] 121/299 6.87G 0.02755 0.0224 0.0003739 0.05032 169 640: 12%|█▎ | 7/56 [00:37<02:27, 3.02s/it] 121/299 6.87G 0.02739 0.02206 0.0003766 0.04983 134 640: 12%|█▎ | 7/56 [00:37<02:27, 3.02s/it] 121/299 6.87G 0.02739 0.02206 0.0003766 0.04983 134 640: 14%|█▍ | 8/56 [00:37<01:42, 2.13s/it] 121/299 6.87G 0.02756 0.02241 0.000371 0.05034 238 640: 14%|█▍ | 8/56 [00:37<01:42, 2.13s/it] 121/299 6.87G 0.02756 0.02241 0.000371 0.05034 238 640: 16%|█▌ | 9/56 [00:37<01:12, 1.55s/it] 121/299 6.87G 0.02727 0.02201 0.0003597 0.04963 157 640: 16%|█▌ | 9/56 [00:37<01:12, 1.55s/it] 121/299 6.87G 0.02727 0.02201 0.0003597 0.04963 157 640: 18%|█▊ | 10/56 [00:37<00:52, 1.14s/it] 121/299 6.87G 0.02697 0.0218 0.0003552 0.04912 147 640: 18%|█▊ | 10/56 [01:10<00:52, 1.14s/it] 121/299 6.87G 0.02697 0.0218 0.0003552 0.04912 147 640: 20%|█▉ | 11/56 [01:10<08:09, 10.87s/it] 121/299 6.87G 0.02659 0.02175 0.0003574 0.0487 150 640: 20%|█▉ | 11/56 [01:11<08:09, 10.87s/it] 121/299 6.87G 0.02659 0.02175 0.0003574 0.0487 150 640: 21%|██▏ | 12/56 [01:11<05:35, 7.64s/it] 121/299 6.87G 0.02654 0.02189 0.0003567 0.04879 163 640: 21%|██▏ | 12/56 [01:11<05:35, 7.64s/it] 121/299 6.87G 0.02654 0.02189 0.0003567 0.04879 163 640: 23%|██▎ | 13/56 [01:11<03:52, 5.41s/it] 121/299 6.87G 0.02646 0.02226 0.0003509 0.04908 209 640: 23%|██▎ | 13/56 [01:11<03:52, 5.41s/it] 121/299 6.87G 0.02646 0.02226 0.0003509 0.04908 209 640: 25%|██▌ | 14/56 [01:11<02:41, 3.84s/it] 121/299 6.87G 0.02637 0.02216 0.0003498 0.04888 166 640: 25%|██▌ | 14/56 [01:11<02:41, 3.84s/it] 121/299 6.87G 0.02637 0.02216 0.0003498 0.04888 166 640: 27%|██▋ | 15/56 [01:11<01:52, 2.75s/it] 121/299 6.87G 0.02616 0.02218 0.0003437 0.04868 140
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.564 0.454 0.41 0.195
0%| | 0/56 [00:00<?, ?it/s] 122/299 6.87G 0.02788 0.02802 0.0002201 0.05612 201 640: 0%| | 0/56 [00:00<?, ?it/s] 122/299 6.87G 0.02788 0.02802 0.0002201 0.05612 201 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 122/299 6.87G 0.02705 0.0258 0.0002306 0.05308 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 122/299 6.87G 0.02705 0.0258 0.0002306 0.05308 200 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 122/299 6.87G 0.02684 0.02451 0.0002926 0.05164 161 640: 4%|▎ | 2/56 [00:40<00:13, 4.03it/s] 122/299 6.87G 0.02684 0.02451 0.0002926 0.05164 161 640: 5%|▌ | 3/56 [00:40<16:03, 18.17s/it] 122/299 6.87G 0.02668 0.02368 0.0002742 0.05064 166 640: 5%|▌ | 3/56 [00:40<16:03, 18.17s/it] 122/299 6.87G 0.02668 0.02368 0.0002742 0.05064 166 640: 7%|▋ | 4/56 [00:40<09:36, 11.09s/it] 122/299 6.87G 0.02616 0.02293 0.0002896 0.04938 160 640: 7%|▋ | 4/56 [00:40<09:36, 11.09s/it] 122/299 6.87G 0.02616 0.02293 0.0002896 0.04938 160 640: 9%|▉ | 5/56 [00:40<06:12, 7.31s/it] 122/299 6.87G 0.0259 0.02211 0.0002767 0.04829 133 640: 9%|▉ | 5/56 [00:41<06:12, 7.31s/it] 122/299 6.87G 0.0259 0.02211 0.0002767 0.04829 133 640: 11%|█ | 6/56 [00:41<04:05, 4.90s/it] 122/299 6.87G 0.02579 0.02227 0.000288 0.04835 214 640: 11%|█ | 6/56 [00:41<04:05, 4.90s/it] 122/299 6.87G 0.02579 0.02227 0.000288 0.04835 214 640: 12%|█▎ | 7/56 [00:41<02:45, 3.37s/it] 122/299 6.87G 0.02542 0.0226 0.0002912 0.04831 175 640: 12%|█▎ | 7/56 [00:41<02:45, 3.37s/it] 122/299 6.87G 0.02542 0.0226 0.0002912 0.04831 175 640: 14%|█▍ | 8/56 [00:41<01:53, 2.37s/it] 122/299 6.87G 0.02571 0.02301 0.0002876 0.04901 218 640: 14%|█▍ | 8/56 [00:41<01:53, 2.37s/it] 122/299 6.87G 0.02571 0.02301 0.0002876 0.04901 218 640: 16%|█▌ | 9/56 [00:41<01:20, 1.71s/it] 122/299 6.87G 0.02535 0.0231 0.0003002 0.04875 181 640: 16%|█▌ | 9/56 [00:42<01:20, 1.71s/it] 122/299 6.87G 0.02535 0.0231 0.0003002 0.04875 181 640: 18%|█▊ | 10/56 [00:42<00:57, 1.26s/it] 122/299 6.87G 0.02522 0.02284 0.0003026 0.04837 152 640: 18%|█▊ | 10/56 [01:14<00:57, 1.26s/it] 122/299 6.87G 0.02522 0.02284 0.0003026 0.04837 152 640: 20%|█▉ | 11/56 [01:14<08:12, 10.94s/it] 122/299 6.87G 0.0253 0.02262 0.0002972 0.04822 121 640: 20%|█▉ | 11/56 [01:15<08:12, 10.94s/it] 122/299 6.87G 0.0253 0.02262 0.0002972 0.04822 121 640: 21%|██▏ | 12/56 [01:15<05:38, 7.68s/it] 122/299 6.87G 0.02499 0.0222 0.0002906 0.04749 131 640: 21%|██▏ | 12/56 [01:15<05:38, 7.68s/it] 122/299 6.87G 0.02499 0.0222 0.0002906 0.04749 131 640: 23%|██▎ | 13/56 [01:15<03:54, 5.45s/it] 122/299 6.87G 0.02473 0.02206 0.0002885 0.04708 180 640: 23%|██▎ | 13/56 [01:15<03:54, 5.45s/it] 122/299 6.87G 0.02473 0.02206 0.0002885 0.04708 180 640: 25%|██▌ | 14/56 [01:15<02:42, 3.87s/it] 122/299 6.87G 0.0246 0.02191 0.0002839 0.04679 153 640: 25%|██▌ | 14/56 [01:15<02:42, 3.87s/it] 122/299 6.87G 0.0246 0.02191 0.0002839 0.04679 153 640: 27%|██▋ | 15/56 [01:15<01:53, 2.77s/it] 122/299 6.87G 0.02448 0.02195 0.0003076 0.04674 152
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.558 0.516 0.462 0.226
0%| | 0/56 [00:00<?, ?it/s] 123/299 6.87G 0.02504 0.02251 0.0002008 0.04776 154 640: 0%| | 0/56 [00:00<?, ?it/s] 123/299 6.87G 0.02504 0.02251 0.0002008 0.04776 154 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 123/299 6.87G 0.02395 0.02173 0.0002111 0.04589 186 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 123/299 6.87G 0.02395 0.02173 0.0002111 0.04589 186 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 123/299 6.87G 0.02385 0.0216 0.0002229 0.04567 180 640: 4%|▎ | 2/56 [00:37<00:13, 4.04it/s] 123/299 6.87G 0.02385 0.0216 0.0002229 0.04567 180 640: 5%|▌ | 3/56 [00:37<15:05, 17.08s/it] 123/299 6.87G 0.02398 0.02184 0.0002313 0.04605 182 640: 5%|▌ | 3/56 [00:37<15:05, 17.08s/it] 123/299 6.87G 0.02398 0.02184 0.0002313 0.04605 182 640: 7%|▋ | 4/56 [00:37<09:02, 10.43s/it] 123/299 6.87G 0.02429 0.02107 0.0003753 0.04574 136 640: 7%|▋ | 4/56 [00:38<09:02, 10.43s/it] 123/299 6.87G 0.02429 0.02107 0.0003753 0.04574 136 640: 9%|▉ | 5/56 [00:38<05:45, 6.77s/it] 123/299 6.87G 0.02437 0.0207 0.0004382 0.0455 127 640: 9%|▉ | 5/56 [00:38<05:45, 6.77s/it] 123/299 6.87G 0.02437 0.0207 0.0004382 0.0455 127 640: 11%|█ | 6/56 [00:38<03:47, 4.54s/it] 123/299 6.87G 0.02484 0.02126 0.0004349 0.04653 182 640: 11%|█ | 6/56 [00:38<03:47, 4.54s/it] 123/299 6.87G 0.02484 0.02126 0.0004349 0.04653 182 640: 12%|█▎ | 7/56 [00:38<02:33, 3.13s/it] 123/299 6.87G 0.02483 0.02148 0.0004312 0.04674 183 640: 12%|█▎ | 7/56 [00:38<02:33, 3.13s/it] 123/299 6.87G 0.02483 0.02148 0.0004312 0.04674 183 640: 14%|█▍ | 8/56 [00:38<01:45, 2.21s/it] 123/299 6.87G 0.02537 0.02163 0.0004138 0.04741 194 640: 14%|█▍ | 8/56 [00:39<01:45, 2.21s/it] 123/299 6.87G 0.02537 0.02163 0.0004138 0.04741 194 640: 16%|█▌ | 9/56 [00:39<01:15, 1.60s/it] 123/299 6.87G 0.02539 0.02184 0.0003924 0.04762 187 640: 16%|█▌ | 9/56 [00:39<01:15, 1.60s/it] 123/299 6.87G 0.02539 0.02184 0.0003924 0.04762 187 640: 18%|█▊ | 10/56 [00:39<00:54, 1.18s/it] 123/299 6.87G 0.02526 0.02185 0.0003764 0.04749 157 640: 18%|█▊ | 10/56 [01:11<00:54, 1.18s/it] 123/299 6.87G 0.02526 0.02185 0.0003764 0.04749 157 640: 20%|█▉ | 11/56 [01:11<08:00, 10.68s/it] 123/299 6.87G 0.02514 0.02169 0.0003676 0.04719 132 640: 20%|█▉ | 11/56 [01:11<08:00, 10.68s/it] 123/299 6.87G 0.02514 0.02169 0.0003676 0.04719 132 640: 21%|██▏ | 12/56 [01:11<05:29, 7.50s/it] 123/299 6.87G 0.02519 0.02148 0.0003583 0.04703 135 640: 21%|██▏ | 12/56 [01:12<05:29, 7.50s/it] 123/299 6.87G 0.02519 0.02148 0.0003583 0.04703 135 640: 23%|██▎ | 13/56 [01:12<03:48, 5.31s/it] 123/299 6.87G 0.02513 0.02145 0.0003475 0.04693 145 640: 23%|██▎ | 13/56 [01:12<03:48, 5.31s/it] 123/299 6.87G 0.02513 0.02145 0.0003475 0.04693 145 640: 25%|██▌ | 14/56 [01:12<02:38, 3.77s/it] 123/299 6.87G 0.02486 0.02125 0.0003416 0.04645 115 640: 25%|██▌ | 14/56 [01:12<02:38, 3.77s/it] 123/299 6.87G 0.02486 0.02125 0.0003416 0.04645 115 640: 27%|██▋ | 15/56 [01:12<01:50, 2.70s/it] 123/299 6.87G 0.02475 0.02133 0.0003379 0.04642 168
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.503 0.552 0.464 0.223
0%| | 0/56 [00:00<?, ?it/s] 124/299 6.87G 0.02638 0.02285 0.0002198 0.04945 149 640: 0%| | 0/56 [00:00<?, ?it/s] 124/299 6.87G 0.02638 0.02285 0.0002198 0.04945 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 124/299 6.87G 0.02607 0.02076 0.0005294 0.04736 133 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 124/299 6.87G 0.02607 0.02076 0.0005294 0.04736 133 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 124/299 6.87G 0.02645 0.02034 0.0004425 0.04724 175 640: 4%|▎ | 2/56 [00:36<00:13, 4.05it/s] 124/299 6.87G 0.02645 0.02034 0.0004425 0.04724 175 640: 5%|▌ | 3/56 [00:36<14:47, 16.74s/it] 124/299 6.87G 0.02627 0.02091 0.0004164 0.0476 176 640: 5%|▌ | 3/56 [00:37<14:47, 16.74s/it] 124/299 6.87G 0.02627 0.02091 0.0004164 0.0476 176 640: 7%|▋ | 4/56 [00:37<08:51, 10.22s/it] 124/299 6.87G 0.02611 0.02098 0.0004838 0.04757 181 640: 7%|▋ | 4/56 [00:37<08:51, 10.22s/it] 124/299 6.87G 0.02611 0.02098 0.0004838 0.04757 181 640: 9%|▉ | 5/56 [00:37<05:38, 6.63s/it] 124/299 6.87G 0.02653 0.02031 0.0004597 0.04729 126 640: 9%|▉ | 5/56 [00:37<05:38, 6.63s/it] 124/299 6.87G 0.02653 0.02031 0.0004597 0.04729 126 640: 11%|█ | 6/56 [00:37<03:42, 4.45s/it] 124/299 6.87G 0.02664 0.02043 0.0004403 0.04751 184 640: 11%|█ | 6/56 [00:37<03:42, 4.45s/it] 124/299 6.87G 0.02664 0.02043 0.0004403 0.04751 184 640: 12%|█▎ | 7/56 [00:37<02:30, 3.07s/it] 124/299 6.87G 0.02622 0.02008 0.0005015 0.04681 128 640: 12%|█▎ | 7/56 [00:38<02:30, 3.07s/it] 124/299 6.87G 0.02622 0.02008 0.0005015 0.04681 128 640: 14%|█▍ | 8/56 [00:38<01:43, 2.16s/it] 124/299 6.87G 0.02613 0.01999 0.0004806 0.0466 148 640: 14%|█▍ | 8/56 [00:38<01:43, 2.16s/it] 124/299 6.87G 0.02613 0.01999 0.0004806 0.0466 148 640: 16%|█▌ | 9/56 [00:38<01:13, 1.57s/it] 124/299 6.87G 0.02579 0.02041 0.0004651 0.04666 210 640: 16%|█▌ | 9/56 [00:38<01:13, 1.57s/it] 124/299 6.87G 0.02579 0.02041 0.0004651 0.04666 210 640: 18%|█▊ | 10/56 [00:38<00:53, 1.15s/it] 124/299 6.87G 0.02552 0.02046 0.0004439 0.04643 146 640: 18%|█▊ | 10/56 [01:11<00:53, 1.15s/it] 124/299 6.87G 0.02552 0.02046 0.0004439 0.04643 146 640: 20%|█▉ | 11/56 [01:11<08:09, 10.88s/it] 124/299 6.87G 0.02525 0.02054 0.0004347 0.04623 165 640: 20%|█▉ | 11/56 [01:11<08:09, 10.88s/it] 124/299 6.87G 0.02525 0.02054 0.0004347 0.04623 165 640: 21%|██▏ | 12/56 [01:11<05:36, 7.64s/it] 124/299 6.87G 0.02499 0.02035 0.0004292 0.04577 112 640: 21%|██▏ | 12/56 [01:11<05:36, 7.64s/it] 124/299 6.87G 0.02499 0.02035 0.0004292 0.04577 112 640: 23%|██▎ | 13/56 [01:11<03:52, 5.41s/it] 124/299 6.87G 0.02488 0.0206 0.0004229 0.0459 180 640: 23%|██▎ | 13/56 [01:12<03:52, 5.41s/it] 124/299 6.87G 0.02488 0.0206 0.0004229 0.0459 180 640: 25%|██▌ | 14/56 [01:12<02:41, 3.84s/it] 124/299 6.87G 0.02475 0.02052 0.0004112 0.04568 131 640: 25%|██▌ | 14/56 [01:12<02:41, 3.84s/it] 124/299 6.87G 0.02475 0.02052 0.0004112 0.04568 131 640: 27%|██▋ | 15/56 [01:12<01:52, 2.75s/it] 124/299 6.87G 0.02464 0.02031 0.0003992 0.04536 121
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.588 0.434 0.425 0.208
0%| | 0/56 [00:00<?, ?it/s] 125/299 6.87G 0.02915 0.02321 0.0004676 0.05283 183 640: 0%| | 0/56 [00:00<?, ?it/s] 125/299 6.87G 0.02915 0.02321 0.0004676 0.05283 183 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 125/299 6.87G 0.02705 0.02232 0.0004272 0.0498 166 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 125/299 6.87G 0.02705 0.02232 0.0004272 0.0498 166 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 125/299 6.87G 0.02694 0.02153 0.0003611 0.04883 167 640: 4%|▎ | 2/56 [00:32<00:13, 4.04it/s] 125/299 6.87G 0.02694 0.02153 0.0003611 0.04883 167 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 125/299 6.87G 0.02671 0.02071 0.0003545 0.04777 145 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 125/299 6.87G 0.02671 0.02071 0.0003545 0.04777 145 640: 7%|▋ | 4/56 [00:32<07:50, 9.05s/it] 125/299 6.87G 0.02627 0.01953 0.0003398 0.04614 122 640: 7%|▋ | 4/56 [00:33<07:50, 9.05s/it] 125/299 6.87G 0.02627 0.01953 0.0003398 0.04614 122 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 125/299 6.87G 0.02615 0.01922 0.0004334 0.04581 127 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 125/299 6.87G 0.02615 0.01922 0.0004334 0.04581 127 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 125/299 6.87G 0.02622 0.01903 0.0004174 0.04566 122 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 125/299 6.87G 0.02622 0.01903 0.0004174 0.04566 122 640: 12%|█▎ | 7/56 [00:33<02:14, 2.74s/it] 125/299 6.87G 0.02602 0.01926 0.0004983 0.04578 144 640: 12%|█▎ | 7/56 [00:33<02:14, 2.74s/it] 125/299 6.87G 0.02602 0.01926 0.0004983 0.04578 144 640: 14%|█▍ | 8/56 [00:33<01:33, 1.94s/it] 125/299 6.87G 0.0258 0.01914 0.0005324 0.04547 157 640: 14%|█▍ | 8/56 [00:34<01:33, 1.94s/it] 125/299 6.87G 0.0258 0.01914 0.0005324 0.04547 157 640: 16%|█▌ | 9/56 [00:34<01:06, 1.42s/it] 125/299 6.87G 0.02582 0.01963 0.0005069 0.04597 184 640: 16%|█▌ | 9/56 [00:34<01:06, 1.42s/it] 125/299 6.87G 0.02582 0.01963 0.0005069 0.04597 184 640: 18%|█▊ | 10/56 [00:34<00:48, 1.05s/it] 125/299 6.87G 0.02585 0.02072 0.0004813 0.04705 247 640: 18%|█▊ | 10/56 [01:08<00:48, 1.05s/it] 125/299 6.87G 0.02585 0.02072 0.0004813 0.04705 247 640: 20%|█▉ | 11/56 [01:08<08:28, 11.31s/it] 125/299 6.87G 0.02582 0.02084 0.0004587 0.04713 151 640: 20%|█▉ | 11/56 [01:09<08:28, 11.31s/it] 125/299 6.87G 0.02582 0.02084 0.0004587 0.04713 151 640: 21%|██▏ | 12/56 [01:09<05:49, 7.94s/it] 125/299 6.87G 0.02568 0.02091 0.0004386 0.04703 133 640: 21%|██▏ | 12/56 [01:09<05:49, 7.94s/it] 125/299 6.87G 0.02568 0.02091 0.0004386 0.04703 133 640: 23%|██▎ | 13/56 [01:09<04:01, 5.61s/it] 125/299 6.87G 0.02561 0.02087 0.0004268 0.0469 146 640: 23%|██▎ | 13/56 [01:09<04:01, 5.61s/it] 125/299 6.87G 0.02561 0.02087 0.0004268 0.0469 146 640: 25%|██▌ | 14/56 [01:09<02:47, 3.98s/it] 125/299 6.87G 0.02536 0.02069 0.0004121 0.04647 152 640: 25%|██▌ | 14/56 [01:09<02:47, 3.98s/it] 125/299 6.87G 0.02536 0.02069 0.0004121 0.04647 152 640: 27%|██▋ | 15/56 [01:09<01:56, 2.85s/it] 125/299 6.87G 0.02531 0.02064 0.0003992 0.04634 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.51 0.476 0.424 0.211
0%| | 0/56 [00:00<?, ?it/s] 126/299 6.87G 0.02582 0.02385 0.0003732 0.05004 211 640: 0%| | 0/56 [00:00<?, ?it/s] 126/299 6.87G 0.02582 0.02385 0.0003732 0.05004 211 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 126/299 6.87G 0.0255 0.02012 0.0003718 0.04599 134 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 126/299 6.87G 0.0255 0.02012 0.0003718 0.04599 134 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 126/299 6.87G 0.02522 0.01966 0.0003333 0.04522 147 640: 4%|▎ | 2/56 [00:36<00:13, 4.05it/s] 126/299 6.87G 0.02522 0.01966 0.0003333 0.04522 147 640: 5%|▌ | 3/56 [00:36<14:31, 16.45s/it] 126/299 6.87G 0.02588 0.0191 0.000332 0.04531 116 640: 5%|▌ | 3/56 [00:36<14:31, 16.45s/it] 126/299 6.87G 0.02588 0.0191 0.000332 0.04531 116 640: 7%|▋ | 4/56 [00:36<08:42, 10.05s/it] 126/299 6.87G 0.02621 0.01912 0.0003514 0.04569 166 640: 7%|▋ | 4/56 [00:36<08:42, 10.05s/it] 126/299 6.87G 0.02621 0.01912 0.0003514 0.04569 166 640: 9%|▉ | 5/56 [00:36<05:32, 6.52s/it] 126/299 6.87G 0.02592 0.02029 0.0003546 0.04656 205 640: 9%|▉ | 5/56 [00:36<05:32, 6.52s/it] 126/299 6.87G 0.02592 0.02029 0.0003546 0.04656 205 640: 11%|█ | 6/56 [00:36<03:38, 4.38s/it] 126/299 6.87G 0.02569 0.02042 0.0003844 0.0465 183 640: 11%|█ | 6/56 [00:37<03:38, 4.38s/it] 126/299 6.87G 0.02569 0.02042 0.0003844 0.0465 183 640: 12%|█▎ | 7/56 [00:37<02:27, 3.02s/it] 126/299 6.87G 0.02538 0.01963 0.0004144 0.04542 90 640: 12%|█▎ | 7/56 [00:37<02:27, 3.02s/it] 126/299 6.87G 0.02538 0.01963 0.0004144 0.04542 90 640: 14%|█▍ | 8/56 [00:37<01:42, 2.13s/it] 126/299 6.87G 0.02548 0.02005 0.0004094 0.04594 221 640: 14%|█▍ | 8/56 [00:37<01:42, 2.13s/it] 126/299 6.87G 0.02548 0.02005 0.0004094 0.04594 221 640: 16%|█▌ | 9/56 [00:37<01:12, 1.54s/it] 126/299 6.87G 0.02555 0.02024 0.0004068 0.04619 202 640: 16%|█▌ | 9/56 [00:37<01:12, 1.54s/it] 126/299 6.87G 0.02555 0.02024 0.0004068 0.04619 202 640: 18%|█▊ | 10/56 [00:37<00:52, 1.14s/it] 126/299 6.87G 0.02552 0.02029 0.0003935 0.0462 144 640: 18%|█▊ | 10/56 [01:11<00:52, 1.14s/it] 126/299 6.87G 0.02552 0.02029 0.0003935 0.0462 144 640: 20%|█▉ | 11/56 [01:11<08:15, 11.00s/it] 126/299 6.87G 0.02537 0.02023 0.0003847 0.04599 148 640: 20%|█▉ | 11/56 [01:11<08:15, 11.00s/it] 126/299 6.87G 0.02537 0.02023 0.0003847 0.04599 148 640: 21%|██▏ | 12/56 [01:11<05:39, 7.73s/it] 126/299 6.87G 0.02548 0.01998 0.000388 0.04584 116 640: 21%|██▏ | 12/56 [01:11<05:39, 7.73s/it] 126/299 6.87G 0.02548 0.01998 0.000388 0.04584 116 640: 23%|██▎ | 13/56 [01:11<03:55, 5.47s/it] 126/299 6.87G 0.02549 0.01998 0.0003809 0.04585 131 640: 23%|██▎ | 13/56 [01:11<03:55, 5.47s/it] 126/299 6.87G 0.02549 0.01998 0.0003809 0.04585 131 640: 25%|██▌ | 14/56 [01:11<02:43, 3.88s/it] 126/299 6.87G 0.02539 0.01964 0.0003729 0.0454 102 640: 25%|██▌ | 14/56 [01:12<02:43, 3.88s/it] 126/299 6.87G 0.02539 0.01964 0.0003729 0.0454 102 640: 27%|██▋ | 15/56 [01:12<01:54, 2.78s/it] 126/299 6.87G 0.02532 0.01977 0.0003639 0.04546 157
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.494 0.491 0.437 0.219
0%| | 0/56 [00:00<?, ?it/s] 127/299 6.87G 0.02724 0.02823 0.0002411 0.05571 219 640: 0%| | 0/56 [00:00<?, ?it/s] 127/299 6.87G 0.02724 0.02823 0.0002411 0.05571 219 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 127/299 6.87G 0.02629 0.02361 0.0002574 0.05016 145 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 127/299 6.87G 0.02629 0.02361 0.0002574 0.05016 145 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 127/299 6.87G 0.02673 0.023 0.0002438 0.04997 184 640: 4%|▎ | 2/56 [00:39<00:13, 4.04it/s] 127/299 6.87G 0.02673 0.023 0.0002438 0.04997 184 640: 5%|▌ | 3/56 [00:39<15:56, 18.04s/it] 127/299 6.87G 0.02663 0.0215 0.0002459 0.04838 134 640: 5%|▌ | 3/56 [00:39<15:56, 18.04s/it] 127/299 6.87G 0.02663 0.0215 0.0002459 0.04838 134 640: 7%|▋ | 4/56 [00:39<09:32, 11.01s/it] 127/299 6.87G 0.02634 0.02115 0.0003348 0.04782 157 640: 7%|▋ | 4/56 [00:40<09:32, 11.01s/it] 127/299 6.87G 0.02634 0.02115 0.0003348 0.04782 157 640: 9%|▉ | 5/56 [00:40<06:03, 7.13s/it] 127/299 6.87G 0.02563 0.02 0.0003125 0.04595 118 640: 9%|▉ | 5/56 [00:40<06:03, 7.13s/it] 127/299 6.87G 0.02563 0.02 0.0003125 0.04595 118 640: 11%|█ | 6/56 [00:40<03:59, 4.78s/it] 127/299 6.87G 0.02543 0.01995 0.0003034 0.04568 136 640: 11%|█ | 6/56 [00:40<03:59, 4.78s/it] 127/299 6.87G 0.02543 0.01995 0.0003034 0.04568 136 640: 12%|█▎ | 7/56 [00:40<02:41, 3.29s/it] 127/299 6.87G 0.02515 0.02034 0.0003291 0.04582 184 640: 12%|█▎ | 7/56 [00:40<02:41, 3.29s/it] 127/299 6.87G 0.02515 0.02034 0.0003291 0.04582 184 640: 14%|█▍ | 8/56 [00:40<01:51, 2.31s/it] 127/299 6.87G 0.02499 0.02101 0.0003187 0.04633 211 640: 14%|█▍ | 8/56 [00:41<01:51, 2.31s/it] 127/299 6.87G 0.02499 0.02101 0.0003187 0.04633 211 640: 16%|█▌ | 9/56 [00:41<01:18, 1.67s/it] 127/299 6.87G 0.02469 0.02107 0.0003221 0.04608 174 640: 16%|█▌ | 9/56 [00:41<01:18, 1.67s/it] 127/299 6.87G 0.02469 0.02107 0.0003221 0.04608 174 640: 18%|█▊ | 10/56 [00:41<01:00, 1.31s/it] 127/299 6.87G 0.02463 0.02083 0.0003128 0.04577 137 640: 18%|█▊ | 10/56 [01:14<01:00, 1.31s/it] 127/299 6.87G 0.02463 0.02083 0.0003128 0.04577 137 640: 20%|█▉ | 11/56 [01:14<08:10, 10.89s/it] 127/299 6.87G 0.02445 0.02088 0.0003061 0.04564 140 640: 20%|█▉ | 11/56 [01:14<08:10, 10.89s/it] 127/299 6.87G 0.02445 0.02088 0.0003061 0.04564 140 640: 21%|██▏ | 12/56 [01:14<05:36, 7.65s/it] 127/299 6.87G 0.02444 0.02094 0.0003141 0.0457 138 640: 21%|██▏ | 12/56 [01:14<05:36, 7.65s/it] 127/299 6.87G 0.02444 0.02094 0.0003141 0.0457 138 640: 23%|██▎ | 13/56 [01:14<03:52, 5.41s/it] 127/299 6.87G 0.02439 0.02095 0.0003075 0.04565 146 640: 23%|██▎ | 13/56 [01:14<03:52, 5.41s/it] 127/299 6.87G 0.02439 0.02095 0.0003075 0.04565 146 640: 25%|██▌ | 14/56 [01:14<02:41, 3.85s/it] 127/299 6.87G 0.0243 0.02101 0.0003011 0.04561 152 640: 25%|██▌ | 14/56 [01:15<02:41, 3.85s/it] 127/299 6.87G 0.0243 0.02101 0.0003011 0.04561 152 640: 27%|██▋ | 15/56 [01:15<01:52, 2.76s/it] 127/299 6.87G 0.0242 0.02102 0.0002952 0.04551 146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.548 0.436 0.416 0.204
0%| | 0/56 [00:00<?, ?it/s] 128/299 6.87G 0.02361 0.0203 0.0002168 0.04413 131 640: 0%| | 0/56 [00:00<?, ?it/s] 128/299 6.87G 0.02361 0.0203 0.0002168 0.04413 131 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 128/299 6.87G 0.02384 0.02019 0.0002392 0.04427 156 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 128/299 6.87G 0.02384 0.02019 0.0002392 0.04427 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 128/299 6.87G 0.02564 0.022 0.0005409 0.04818 204 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 128/299 6.87G 0.02564 0.022 0.0005409 0.04818 204 640: 5%|▌ | 3/56 [00:31<12:47, 14.49s/it] 128/299 6.87G 0.02497 0.02061 0.000474 0.04606 144 640: 5%|▌ | 3/56 [00:32<12:47, 14.49s/it] 128/299 6.87G 0.02497 0.02061 0.000474 0.04606 144 640: 7%|▋ | 4/56 [00:32<07:40, 8.86s/it] 128/299 6.87G 0.02485 0.02094 0.0004413 0.04623 168 640: 7%|▋ | 4/56 [00:32<07:40, 8.86s/it] 128/299 6.87G 0.02485 0.02094 0.0004413 0.04623 168 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 128/299 6.87G 0.02487 0.02006 0.0005038 0.04544 148 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 128/299 6.87G 0.02487 0.02006 0.0005038 0.04544 148 640: 11%|█ | 6/56 [00:32<03:13, 3.88s/it] 128/299 6.87G 0.0247 0.01987 0.0004721 0.04503 164 640: 11%|█ | 6/56 [00:32<03:13, 3.88s/it] 128/299 6.87G 0.0247 0.01987 0.0004721 0.04503 164 640: 12%|█▎ | 7/56 [00:32<02:11, 2.69s/it] 128/299 6.87G 0.02431 0.02013 0.000507 0.04495 172 640: 12%|█▎ | 7/56 [00:33<02:11, 2.69s/it] 128/299 6.87G 0.02431 0.02013 0.000507 0.04495 172 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 128/299 6.87G 0.02434 0.02067 0.0004748 0.04548 196 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 128/299 6.87G 0.02434 0.02067 0.0004748 0.04548 196 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 128/299 6.87G 0.02454 0.02117 0.0004527 0.04617 193 640: 16%|█▌ | 9/56 [00:45<01:05, 1.39s/it] 128/299 6.87G 0.02454 0.02117 0.0004527 0.04617 193 640: 18%|█▊ | 10/56 [00:45<03:29, 4.56s/it] 128/299 6.87G 0.02465 0.02134 0.0004341 0.04642 159 640: 18%|█▊ | 10/56 [01:06<03:29, 4.56s/it] 128/299 6.87G 0.02465 0.02134 0.0004341 0.04642 159 640: 20%|█▉ | 11/56 [01:06<07:12, 9.61s/it] 128/299 6.87G 0.02464 0.02104 0.0004155 0.04609 114 640: 20%|█▉ | 11/56 [01:06<07:12, 9.61s/it] 128/299 6.87G 0.02464 0.02104 0.0004155 0.04609 114 640: 21%|██▏ | 12/56 [01:06<04:57, 6.76s/it] 128/299 6.87G 0.0246 0.02111 0.0004012 0.0461 129 640: 21%|██▏ | 12/56 [01:06<04:57, 6.76s/it] 128/299 6.87G 0.0246 0.02111 0.0004012 0.0461 129 640: 23%|██▎ | 13/56 [01:06<03:26, 4.79s/it] 128/299 6.87G 0.02447 0.02106 0.0003896 0.04592 147 640: 23%|██▎ | 13/56 [01:06<03:26, 4.79s/it] 128/299 6.87G 0.02447 0.02106 0.0003896 0.04592 147 640: 25%|██▌ | 14/56 [01:06<02:23, 3.41s/it] 128/299 6.87G 0.02436 0.02094 0.0004299 0.04573 126 640: 25%|██▌ | 14/56 [01:07<02:23, 3.41s/it] 128/299 6.87G 0.02436 0.02094 0.0004299 0.04573 126 640: 27%|██▋ | 15/56 [01:07<01:40, 2.45s/it] 128/299 6.87G 0.02416 0.021 0.000415 0.04558 177
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.551 0.452 0.415 0.202
0%| | 0/56 [00:00<?, ?it/s] 129/299 6.87G 0.02676 0.02775 0.0001939 0.0547 195 640: 0%| | 0/56 [00:00<?, ?it/s] 129/299 6.87G 0.02676 0.02775 0.0001939 0.0547 195 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 129/299 6.87G 0.02509 0.02347 0.0002116 0.04877 143 640: 2%|▏ | 1/56 [00:13<00:15, 3.64it/s] 129/299 6.87G 0.02509 0.02347 0.0002116 0.04877 143 640: 4%|▎ | 2/56 [00:13<07:07, 7.92s/it] 129/299 6.87G 0.02481 0.02204 0.0002408 0.04709 167 640: 4%|▎ | 2/56 [00:32<07:07, 7.92s/it] 129/299 6.87G 0.02481 0.02204 0.0002408 0.04709 167 640: 5%|▌ | 3/56 [00:32<11:23, 12.90s/it] 129/299 6.87G 0.02458 0.02102 0.0002536 0.04586 153 640: 5%|▌ | 3/56 [00:32<11:23, 12.90s/it] 129/299 6.87G 0.02458 0.02102 0.0002536 0.04586 153 640: 7%|▋ | 4/56 [00:32<06:50, 7.90s/it] 129/299 6.87G 0.02457 0.02052 0.0002536 0.04534 145 640: 7%|▋ | 4/56 [00:35<06:50, 7.90s/it] 129/299 6.87G 0.02457 0.02052 0.0002536 0.04534 145 640: 9%|▉ | 5/56 [00:35<05:04, 5.96s/it] 129/299 6.87G 0.02462 0.01962 0.0002513 0.04449 121 640: 9%|▉ | 5/56 [00:35<05:04, 5.96s/it] 129/299 6.87G 0.02462 0.01962 0.0002513 0.04449 121 640: 11%|█ | 6/56 [00:35<03:20, 4.01s/it] 129/299 6.87G 0.02472 0.01973 0.0002525 0.0447 165 640: 11%|█ | 6/56 [00:35<03:20, 4.01s/it] 129/299 6.87G 0.02472 0.01973 0.0002525 0.0447 165 640: 12%|█▎ | 7/56 [00:35<02:15, 2.77s/it] 129/299 6.87G 0.0245 0.01983 0.000394 0.04472 111 640: 12%|█▎ | 7/56 [00:35<02:15, 2.77s/it] 129/299 6.87G 0.0245 0.01983 0.000394 0.04472 111 640: 14%|█▍ | 8/56 [00:35<01:34, 1.96s/it] 129/299 6.87G 0.02466 0.02055 0.0003932 0.0456 198 640: 14%|█▍ | 8/56 [00:36<01:34, 1.96s/it] 129/299 6.87G 0.02466 0.02055 0.0003932 0.0456 198 640: 16%|█▌ | 9/56 [00:36<01:07, 1.43s/it] 129/299 6.87G 0.02448 0.02025 0.0003774 0.04511 143 640: 16%|█▌ | 9/56 [00:48<01:07, 1.43s/it] 129/299 6.87G 0.02448 0.02025 0.0003774 0.04511 143 640: 18%|█▊ | 10/56 [00:48<03:43, 4.85s/it] 129/299 6.87G 0.02448 0.02066 0.0003639 0.0455 222 640: 18%|█▊ | 10/56 [01:06<03:43, 4.85s/it] 129/299 6.87G 0.02448 0.02066 0.0003639 0.0455 222 640: 20%|█▉ | 11/56 [01:06<06:35, 8.78s/it] 129/299 6.87G 0.02428 0.02076 0.000353 0.04539 143 640: 20%|█▉ | 11/56 [01:06<06:35, 8.78s/it] 129/299 6.87G 0.02428 0.02076 0.000353 0.04539 143 640: 21%|██▏ | 12/56 [01:06<04:31, 6.18s/it] 129/299 6.87G 0.02417 0.02047 0.0003398 0.04498 123 640: 21%|██▏ | 12/56 [01:09<04:31, 6.18s/it] 129/299 6.87G 0.02417 0.02047 0.0003398 0.04498 123 640: 23%|██▎ | 13/56 [01:09<03:44, 5.21s/it] 129/299 6.87G 0.02411 0.02053 0.00034 0.04498 161 640: 23%|██▎ | 13/56 [01:09<03:44, 5.21s/it] 129/299 6.87G 0.02411 0.02053 0.00034 0.04498 161 640: 25%|██▌ | 14/56 [01:09<02:35, 3.71s/it] 129/299 6.87G 0.02393 0.02043 0.0003423 0.04471 154 640: 25%|██▌ | 14/56 [01:09<02:35, 3.71s/it] 129/299 6.87G 0.02393 0.02043 0.0003423 0.04471 154 640: 27%|██▋ | 15/56 [01:09<01:48, 2.66s/it] 129/299 6.87G 0.02393 0.02038 0.0003512 0.04466 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 5.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.477 0.413 0.207
0%| | 0/56 [00:00<?, ?it/s] 130/299 6.87G 0.026 0.02761 0.0003401 0.05395 185 640: 0%| | 0/56 [00:00<?, ?it/s] 130/299 6.87G 0.026 0.02761 0.0003401 0.05395 185 640: 2%|▏ | 1/56 [00:00<00:16, 3.43it/s] 130/299 6.87G 0.02552 0.02524 0.0004153 0.05117 166 640: 2%|▏ | 1/56 [00:08<00:16, 3.43it/s] 130/299 6.87G 0.02552 0.02524 0.0004153 0.05117 166 640: 4%|▎ | 2/56 [00:08<04:29, 4.99s/it] 130/299 6.87G 0.02556 0.02402 0.0003574 0.04993 198 640: 4%|▎ | 2/56 [00:33<04:29, 4.99s/it] 130/299 6.87G 0.02556 0.02402 0.0003574 0.04993 198 640: 5%|▌ | 3/56 [00:33<12:29, 14.15s/it] 130/299 6.87G 0.02559 0.02267 0.0003521 0.04861 144 640: 5%|▌ | 3/56 [00:33<12:29, 14.15s/it] 130/299 6.87G 0.02559 0.02267 0.0003521 0.04861 144 640: 7%|▋ | 4/56 [00:33<07:29, 8.65s/it] 130/299 6.87G 0.0251 0.02141 0.0003294 0.04683 113 640: 7%|▋ | 4/56 [00:42<07:29, 8.65s/it] 130/299 6.87G 0.0251 0.02141 0.0003294 0.04683 113 640: 9%|▉ | 5/56 [00:42<07:17, 8.57s/it] 130/299 6.87G 0.02476 0.01984 0.0003099 0.04491 95 640: 9%|▉ | 5/56 [00:42<07:17, 8.57s/it] 130/299 6.87G 0.02476 0.01984 0.0003099 0.04491 95 640: 11%|█ | 6/56 [00:42<04:46, 5.73s/it] 130/299 6.87G 0.0244 0.01986 0.0002947 0.04455 173 640: 11%|█ | 6/56 [00:42<04:46, 5.73s/it] 130/299 6.87G 0.0244 0.01986 0.0002947 0.04455 173 640: 12%|█▎ | 7/56 [00:42<03:12, 3.93s/it] 130/299 6.87G 0.02412 0.01951 0.0002974 0.04392 137 640: 12%|█▎ | 7/56 [00:42<03:12, 3.93s/it] 130/299 6.87G 0.02412 0.01951 0.0002974 0.04392 137 640: 14%|█▍ | 8/56 [00:42<02:12, 2.75s/it] 130/299 6.87G 0.024 0.02001 0.0003086 0.04432 181 640: 14%|█▍ | 8/56 [00:43<02:12, 2.75s/it] 130/299 6.87G 0.024 0.02001 0.0003086 0.04432 181 640: 16%|█▌ | 9/56 [00:43<01:32, 1.98s/it] 130/299 6.87G 0.02373 0.02018 0.0003088 0.04422 161 640: 16%|█▌ | 9/56 [00:53<01:32, 1.98s/it] 130/299 6.87G 0.02373 0.02018 0.0003088 0.04422 161 640: 18%|█▊ | 10/56 [00:53<03:32, 4.63s/it] 130/299 6.87G 0.02356 0.02018 0.000308 0.04405 154 640: 18%|█▊ | 10/56 [01:11<03:32, 4.63s/it] 130/299 6.87G 0.02356 0.02018 0.000308 0.04405 154 640: 20%|█▉ | 11/56 [01:11<06:25, 8.57s/it] 130/299 6.87G 0.02341 0.02054 0.0003028 0.04425 156 640: 20%|█▉ | 11/56 [01:11<06:25, 8.57s/it] 130/299 6.87G 0.02341 0.02054 0.0003028 0.04425 156 640: 21%|██▏ | 12/56 [01:11<04:25, 6.03s/it] 130/299 6.87G 0.02328 0.02027 0.0002932 0.04385 106 640: 21%|██▏ | 12/56 [01:21<04:25, 6.03s/it] 130/299 6.87G 0.02328 0.02027 0.0002932 0.04385 106 640: 23%|██▎ | 13/56 [01:21<05:07, 7.15s/it] 130/299 6.87G 0.02326 0.02014 0.0002872 0.04368 151 640: 23%|██▎ | 13/56 [01:21<05:07, 7.15s/it] 130/299 6.87G 0.02326 0.02014 0.0002872 0.04368 151 640: 25%|██▌ | 14/56 [01:21<03:32, 5.06s/it] 130/299 6.87G 0.02347 0.02019 0.0002812 0.04395 158 640: 25%|██▌ | 14/56 [01:21<03:32, 5.06s/it] 130/299 6.87G 0.02347 0.02019 0.0002812 0.04395 158 640: 27%|██▋ | 15/56 [01:21<02:27, 3.60s/it] 130/299 6.87G 0.02332 0.01997 0.0002765 0.04356 109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.475 0.431 0.215
0%| | 0/56 [00:00<?, ?it/s] 131/299 6.87G 0.02548 0.0263 0.0006935 0.05247 165 640: 0%| | 0/56 [00:00<?, ?it/s] 131/299 6.87G 0.02548 0.0263 0.0006935 0.05247 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 131/299 6.87G 0.02579 0.02277 0.0004885 0.04905 157 640: 2%|▏ | 1/56 [00:09<00:15, 3.64it/s] 131/299 6.87G 0.02579 0.02277 0.0004885 0.04905 157 640: 4%|▎ | 2/56 [00:09<05:06, 5.68s/it] 131/299 6.87G 0.02506 0.0213 0.000417 0.04677 158 640: 4%|▎ | 2/56 [00:23<05:06, 5.68s/it] 131/299 6.87G 0.02506 0.0213 0.000417 0.04677 158 640: 5%|▌ | 3/56 [00:23<08:23, 9.51s/it] 131/299 6.87G 0.02524 0.02034 0.0003681 0.04596 143 640: 5%|▌ | 3/56 [00:24<08:23, 9.51s/it] 131/299 6.87G 0.02524 0.02034 0.0003681 0.04596 143 640: 7%|▋ | 4/56 [00:24<05:03, 5.84s/it] 131/299 6.87G 0.02595 0.01966 0.000343 0.04595 141 640: 7%|▋ | 4/56 [00:32<05:03, 5.84s/it] 131/299 6.87G 0.02595 0.01966 0.000343 0.04595 141 640: 9%|▉ | 5/56 [00:32<05:51, 6.88s/it] 131/299 6.87G 0.02595 0.01937 0.0003928 0.04571 128 640: 9%|▉ | 5/56 [00:38<05:51, 6.88s/it] 131/299 6.87G 0.02595 0.01937 0.0003928 0.04571 128 640: 11%|█ | 6/56 [00:38<05:21, 6.42s/it] 131/299 6.87G 0.02585 0.0194 0.0003712 0.04562 143 640: 11%|█ | 6/56 [00:38<05:21, 6.42s/it] 131/299 6.87G 0.02585 0.0194 0.0003712 0.04562 143 640: 12%|█▎ | 7/56 [00:38<03:35, 4.40s/it] 131/299 6.87G 0.02542 0.01977 0.0003528 0.04554 149 640: 12%|█▎ | 7/56 [00:38<03:35, 4.40s/it] 131/299 6.87G 0.02542 0.01977 0.0003528 0.04554 149 640: 14%|█▍ | 8/56 [00:38<02:27, 3.07s/it] 131/299 6.87G 0.02513 0.02025 0.0003332 0.04571 221 640: 14%|█▍ | 8/56 [00:39<02:27, 3.07s/it] 131/299 6.87G 0.02513 0.02025 0.0003332 0.04571 221 640: 16%|█▌ | 9/56 [00:39<01:43, 2.19s/it] 131/299 6.87G 0.02499 0.02078 0.0003181 0.04609 201 640: 16%|█▌ | 9/56 [00:46<01:43, 2.19s/it] 131/299 6.87G 0.02499 0.02078 0.0003181 0.04609 201 640: 18%|█▊ | 10/56 [00:46<02:59, 3.90s/it] 131/299 6.87G 0.02484 0.02068 0.0003056 0.04583 158 640: 18%|█▊ | 10/56 [00:58<02:59, 3.90s/it] 131/299 6.87G 0.02484 0.02068 0.0003056 0.04583 158 640: 20%|█▉ | 11/56 [00:58<04:45, 6.33s/it] 131/299 6.87G 0.02474 0.02112 0.0003216 0.04618 196 640: 20%|█▉ | 11/56 [00:58<04:45, 6.33s/it] 131/299 6.87G 0.02474 0.02112 0.0003216 0.04618 196 640: 21%|██▏ | 12/56 [00:58<03:16, 4.48s/it] 131/299 6.87G 0.02455 0.02121 0.0003111 0.04608 149 640: 21%|██▏ | 12/56 [01:06<03:16, 4.48s/it] 131/299 6.87G 0.02455 0.02121 0.0003111 0.04608 149 640: 23%|██▎ | 13/56 [01:06<03:59, 5.56s/it] 131/299 6.87G 0.02448 0.02109 0.000322 0.04589 126 640: 23%|██▎ | 13/56 [01:12<03:59, 5.56s/it] 131/299 6.87G 0.02448 0.02109 0.000322 0.04589 126 640: 25%|██▌ | 14/56 [01:12<03:53, 5.57s/it] 131/299 6.87G 0.02426 0.02088 0.0003127 0.04545 137 640: 25%|██▌ | 14/56 [01:12<03:53, 5.57s/it] 131/299 6.87G 0.02426 0.02088 0.0003127 0.04545 137 640: 27%|██▋ | 15/56 [01:12<02:42, 3.96s/it] 131/299 6.87G 0.02411 0.02078 0.0003063 0.04519 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.49 0.478 0.397 0.199
0%| | 0/56 [00:00<?, ?it/s] 132/299 6.87G 0.02485 0.02546 0.0001725 0.05049 180 640: 0%| | 0/56 [00:00<?, ?it/s] 132/299 6.87G 0.02485 0.02546 0.0001725 0.05049 180 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 132/299 6.87G 0.02439 0.02179 0.0001991 0.04638 163 640: 2%|▏ | 1/56 [00:09<00:15, 3.63it/s] 132/299 6.87G 0.02439 0.02179 0.0001991 0.04638 163 640: 4%|▎ | 2/56 [00:09<05:11, 5.76s/it] 132/299 6.87G 0.02553 0.02136 0.0003264 0.04721 120 640: 4%|▎ | 2/56 [00:19<05:11, 5.76s/it] 132/299 6.87G 0.02553 0.02136 0.0003264 0.04721 120 640: 5%|▌ | 3/56 [00:19<06:49, 7.74s/it] 132/299 6.87G 0.02504 0.02152 0.0003039 0.04686 181 640: 5%|▌ | 3/56 [00:20<06:49, 7.74s/it] 132/299 6.87G 0.02504 0.02152 0.0003039 0.04686 181 640: 7%|▋ | 4/56 [00:20<04:08, 4.77s/it] 132/299 6.87G 0.025 0.01991 0.0002773 0.04519 117 640: 7%|▋ | 4/56 [00:40<04:08, 4.77s/it] 132/299 6.87G 0.025 0.01991 0.0002773 0.04519 117 640: 9%|▉ | 5/56 [00:40<08:41, 10.23s/it] 132/299 6.87G 0.02537 0.01987 0.0002852 0.04552 191 640: 9%|▉ | 5/56 [00:43<08:41, 10.23s/it] 132/299 6.87G 0.02537 0.01987 0.0002852 0.04552 191 640: 11%|█ | 6/56 [00:43<06:27, 7.75s/it] 132/299 6.87G 0.02558 0.0198 0.0002775 0.04565 147 640: 11%|█ | 6/56 [00:43<06:27, 7.75s/it] 132/299 6.87G 0.02558 0.0198 0.0002775 0.04565 147 640: 12%|█▎ | 7/56 [00:43<04:19, 5.29s/it] 132/299 6.87G 0.02538 0.01984 0.0002755 0.0455 168 640: 12%|█▎ | 7/56 [00:43<04:19, 5.29s/it] 132/299 6.87G 0.02538 0.01984 0.0002755 0.0455 168 640: 14%|█▍ | 8/56 [00:43<02:56, 3.68s/it] 132/299 6.87G 0.02549 0.01976 0.0002664 0.04551 145 640: 14%|█▍ | 8/56 [00:43<02:56, 3.68s/it] 132/299 6.87G 0.02549 0.01976 0.0002664 0.04551 145 640: 16%|█▌ | 9/56 [00:43<02:02, 2.61s/it] 132/299 6.87G 0.02551 0.02008 0.0002624 0.04585 202 640: 16%|█▌ | 9/56 [00:50<02:02, 2.61s/it] 132/299 6.87G 0.02551 0.02008 0.0002624 0.04585 202 640: 18%|█▊ | 10/56 [00:50<02:52, 3.76s/it] 132/299 6.87G 0.0256 0.02019 0.0002664 0.04606 143 640: 18%|█▊ | 10/56 [00:57<02:52, 3.76s/it] 132/299 6.87G 0.0256 0.02019 0.0002664 0.04606 143 640: 20%|█▉ | 11/56 [00:57<03:44, 5.00s/it] 132/299 6.87G 0.02543 0.02003 0.0002673 0.04573 142 640: 20%|█▉ | 11/56 [00:58<03:44, 5.00s/it] 132/299 6.87G 0.02543 0.02003 0.0002673 0.04573 142 640: 21%|██▏ | 12/56 [00:58<02:35, 3.55s/it] 132/299 6.87G 0.02544 0.0196 0.0002807 0.04531 107 640: 21%|██▏ | 12/56 [01:14<02:35, 3.55s/it] 132/299 6.87G 0.02544 0.0196 0.0002807 0.04531 107 640: 23%|██▎ | 13/56 [01:14<05:21, 7.48s/it] 132/299 6.87G 0.02516 0.0196 0.0002864 0.04505 153 640: 23%|██▎ | 13/56 [01:17<05:21, 7.48s/it] 132/299 6.87G 0.02516 0.0196 0.0002864 0.04505 153 640: 25%|██▌ | 14/56 [01:17<04:21, 6.22s/it] 132/299 6.87G 0.02508 0.01929 0.0002925 0.04466 82 640: 25%|██▌ | 14/56 [01:18<04:21, 6.22s/it] 132/299 6.87G 0.02508 0.01929 0.0002925 0.04466 82 640: 27%|██▋ | 15/56 [01:18<03:00, 4.41s/it] 132/299 6.87G 0.0251 0.01933 0.0002919 0.04472 143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.581 0.479 0.429 0.215
0%| | 0/56 [00:00<?, ?it/s] 133/299 6.87G 0.02334 0.0258 0.0002045 0.04935 211 640: 0%| | 0/56 [00:00<?, ?it/s] 133/299 6.87G 0.02334 0.0258 0.0002045 0.04935 211 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 133/299 6.87G 0.02336 0.02208 0.000217 0.04566 140 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 133/299 6.87G 0.02336 0.02208 0.000217 0.04566 140 640: 4%|▎ | 2/56 [00:00<00:15, 3.41it/s] 133/299 6.87G 0.02484 0.02165 0.000279 0.04676 169 640: 4%|▎ | 2/56 [00:20<00:15, 3.41it/s] 133/299 6.87G 0.02484 0.02165 0.000279 0.04676 169 640: 5%|▌ | 3/56 [00:20<08:04, 9.14s/it] 133/299 6.87G 0.02491 0.02107 0.0002739 0.04626 168 640: 5%|▌ | 3/56 [00:20<08:04, 9.14s/it] 133/299 6.87G 0.02491 0.02107 0.0002739 0.04626 168 640: 7%|▋ | 4/56 [00:20<04:52, 5.63s/it] 133/299 6.87G 0.02471 0.02063 0.000331 0.04567 171 640: 7%|▋ | 4/56 [00:36<04:52, 5.63s/it] 133/299 6.87G 0.02471 0.02063 0.000331 0.04567 171 640: 9%|▉ | 5/56 [00:36<07:52, 9.26s/it] 133/299 6.87G 0.0247 0.02032 0.0004694 0.0455 167 640: 9%|▉ | 5/56 [00:43<07:52, 9.26s/it] 133/299 6.87G 0.0247 0.02032 0.0004694 0.0455 167 640: 11%|█ | 6/56 [00:43<07:05, 8.51s/it] 133/299 6.87G 0.02448 0.02014 0.0004329 0.04505 155 640: 11%|█ | 6/56 [00:43<07:05, 8.51s/it] 133/299 6.87G 0.02448 0.02014 0.0004329 0.04505 155 640: 12%|█▎ | 7/56 [00:43<04:44, 5.80s/it] 133/299 6.87G 0.02409 0.01986 0.0004388 0.0444 148 640: 12%|█▎ | 7/56 [00:43<04:44, 5.80s/it] 133/299 6.87G 0.02409 0.01986 0.0004388 0.0444 148 640: 14%|█▍ | 8/56 [00:43<03:13, 4.03s/it] 133/299 6.87G 0.02393 0.01985 0.0004252 0.04421 165 640: 14%|█▍ | 8/56 [00:43<03:13, 4.03s/it] 133/299 6.87G 0.02393 0.01985 0.0004252 0.04421 165 640: 16%|█▌ | 9/56 [00:43<02:14, 2.85s/it] 133/299 6.87G 0.02399 0.02024 0.0004036 0.04464 183 640: 16%|█▌ | 9/56 [00:53<02:14, 2.85s/it] 133/299 6.87G 0.02399 0.02024 0.0004036 0.04464 183 640: 18%|█▊ | 10/56 [00:53<03:52, 5.06s/it] 133/299 6.87G 0.02391 0.02059 0.0003868 0.04489 202 640: 18%|█▊ | 10/56 [00:58<03:52, 5.06s/it] 133/299 6.87G 0.02391 0.02059 0.0003868 0.04489 202 640: 20%|█▉ | 11/56 [00:58<03:37, 4.83s/it] 133/299 6.87G 0.02382 0.02073 0.0003777 0.04493 180 640: 20%|█▉ | 11/56 [00:58<03:37, 4.83s/it] 133/299 6.87G 0.02382 0.02073 0.0003777 0.04493 180 640: 21%|██▏ | 12/56 [00:58<02:31, 3.43s/it] 133/299 6.87G 0.02375 0.02042 0.0003809 0.04455 117 640: 21%|██▏ | 12/56 [01:10<02:31, 3.43s/it] 133/299 6.87G 0.02375 0.02042 0.0003809 0.04455 117 640: 23%|██▎ | 13/56 [01:10<04:19, 6.04s/it] 133/299 6.87G 0.02356 0.02058 0.0003998 0.04454 173 640: 23%|██▎ | 13/56 [01:18<04:19, 6.04s/it] 133/299 6.87G 0.02356 0.02058 0.0003998 0.04454 173 640: 25%|██▌ | 14/56 [01:18<04:34, 6.54s/it] 133/299 6.87G 0.02358 0.0205 0.0003906 0.04447 136 640: 25%|██▌ | 14/56 [01:18<04:34, 6.54s/it] 133/299 6.87G 0.02358 0.0205 0.0003906 0.04447 136 640: 27%|██▋ | 15/56 [01:18<03:10, 4.64s/it] 133/299 6.87G 0.02342 0.02022 0.0003961 0.04404 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.481 0.513 0.422 0.214
0%| | 0/56 [00:00<?, ?it/s] 134/299 6.87G 0.02364 0.02128 0.0001704 0.0451 134 640: 0%| | 0/56 [00:00<?, ?it/s] 134/299 6.87G 0.02364 0.02128 0.0001704 0.0451 134 640: 2%|▏ | 1/56 [00:00<00:14, 3.75it/s] 134/299 6.87G 0.02469 0.02491 0.0002004 0.0498 192 640: 2%|▏ | 1/56 [00:08<00:14, 3.75it/s] 134/299 6.87G 0.02469 0.02491 0.0002004 0.0498 192 640: 4%|▎ | 2/56 [00:08<04:32, 5.05s/it] 134/299 6.87G 0.0254 0.02545 0.0002456 0.0511 199 640: 4%|▎ | 2/56 [00:12<04:32, 5.05s/it] 134/299 6.87G 0.0254 0.02545 0.0002456 0.0511 199 640: 5%|▌ | 3/56 [00:12<03:46, 4.28s/it] 134/299 6.87G 0.02445 0.02394 0.0002646 0.04865 141 640: 5%|▌ | 3/56 [00:12<03:46, 4.28s/it] 134/299 6.87G 0.02445 0.02394 0.0002646 0.04865 141 640: 7%|▋ | 4/56 [00:12<02:19, 2.68s/it] 134/299 6.87G 0.02456 0.0227 0.0002918 0.04755 153 640: 7%|▋ | 4/56 [00:24<02:19, 2.68s/it] 134/299 6.87G 0.02456 0.0227 0.0002918 0.04755 153 640: 9%|▉ | 5/56 [00:24<05:19, 6.27s/it] 134/299 6.87G 0.02417 0.02178 0.0002961 0.04624 115 640: 9%|▉ | 5/56 [00:33<05:19, 6.27s/it] 134/299 6.87G 0.02417 0.02178 0.0002961 0.04624 115 640: 11%|█ | 6/56 [00:33<05:54, 7.09s/it] 134/299 6.87G 0.02432 0.02177 0.0004224 0.04651 156 640: 11%|█ | 6/56 [00:33<05:54, 7.09s/it] 134/299 6.87G 0.02432 0.02177 0.0004224 0.04651 156 640: 12%|█▎ | 7/56 [00:33<03:57, 4.85s/it] 134/299 6.87G 0.02431 0.02166 0.0004542 0.04642 158 640: 12%|█▎ | 7/56 [00:34<03:57, 4.85s/it] 134/299 6.87G 0.02431 0.02166 0.0004542 0.04642 158 640: 14%|█▍ | 8/56 [00:34<02:42, 3.38s/it] 134/299 6.87G 0.02433 0.02141 0.0004289 0.04616 166 640: 14%|█▍ | 8/56 [00:34<02:42, 3.38s/it] 134/299 6.87G 0.02433 0.02141 0.0004289 0.04616 166 640: 16%|█▌ | 9/56 [00:34<01:53, 2.41s/it] 134/299 6.87G 0.02437 0.02145 0.0004204 0.04624 170 640: 16%|█▌ | 9/56 [00:44<01:53, 2.41s/it] 134/299 6.87G 0.02437 0.02145 0.0004204 0.04624 170 640: 18%|█▊ | 10/56 [00:44<03:36, 4.70s/it] 134/299 6.87G 0.02416 0.02129 0.0004007 0.04585 167 640: 18%|█▊ | 10/56 [00:47<03:36, 4.70s/it] 134/299 6.87G 0.02416 0.02129 0.0004007 0.04585 167 640: 20%|█▉ | 11/56 [00:47<03:06, 4.14s/it] 134/299 6.87G 0.02409 0.02145 0.0003928 0.04594 178 640: 20%|█▉ | 11/56 [00:48<03:06, 4.14s/it] 134/299 6.87G 0.02409 0.02145 0.0003928 0.04594 178 640: 21%|██▏ | 12/56 [00:48<02:26, 3.33s/it] 134/299 6.87G 0.02398 0.02131 0.0003769 0.04566 164 640: 21%|██▏ | 12/56 [00:58<02:26, 3.33s/it] 134/299 6.87G 0.02398 0.02131 0.0003769 0.04566 164 640: 23%|██▎ | 13/56 [00:58<03:55, 5.47s/it] 134/299 6.87G 0.02383 0.02116 0.0003648 0.04536 144 640: 23%|██▎ | 13/56 [01:08<03:55, 5.47s/it] 134/299 6.87G 0.02383 0.02116 0.0003648 0.04536 144 640: 25%|██▌ | 14/56 [01:08<04:38, 6.62s/it] 134/299 6.87G 0.02389 0.02089 0.0003655 0.04514 129 640: 25%|██▌ | 14/56 [01:08<04:38, 6.62s/it] 134/299 6.87G 0.02389 0.02089 0.0003655 0.04514 129 640: 27%|██▋ | 15/56 [01:08<03:12, 4.70s/it] 134/299 6.87G 0.02391 0.02078 0.0003545 0.04504 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.57 0.503 0.459 0.229
0%| | 0/56 [00:00<?, ?it/s] 135/299 6.87G 0.02717 0.02292 0.0002024 0.05029 184 640: 0%| | 0/56 [00:00<?, ?it/s] 135/299 6.87G 0.02717 0.02292 0.0002024 0.05029 184 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 135/299 6.87G 0.02728 0.02167 0.0002576 0.04921 200 640: 2%|▏ | 1/56 [00:08<00:15, 3.63it/s] 135/299 6.87G 0.02728 0.02167 0.0002576 0.04921 200 640: 4%|▎ | 2/56 [00:08<04:11, 4.66s/it] 135/299 6.87G 0.02671 0.0216 0.0004165 0.04872 162 640: 4%|▎ | 2/56 [00:17<04:11, 4.66s/it] 135/299 6.87G 0.02671 0.0216 0.0004165 0.04872 162 640: 5%|▌ | 3/56 [00:17<06:10, 7.00s/it] 135/299 6.87G 0.02586 0.02083 0.0004152 0.04711 158 640: 5%|▌ | 3/56 [00:18<06:10, 7.00s/it] 135/299 6.87G 0.02586 0.02083 0.0004152 0.04711 158 640: 7%|▋ | 4/56 [00:18<03:44, 4.33s/it] 135/299 6.87G 0.02544 0.02032 0.0004382 0.0462 122 640: 7%|▋ | 4/56 [00:24<03:44, 4.33s/it] 135/299 6.87G 0.02544 0.02032 0.0004382 0.0462 122 640: 9%|▉ | 5/56 [00:24<04:20, 5.11s/it] 135/299 6.87G 0.02533 0.01983 0.0004047 0.04556 127 640: 9%|▉ | 5/56 [00:39<04:20, 5.11s/it] 135/299 6.87G 0.02533 0.01983 0.0004047 0.04556 127 640: 11%|█ | 6/56 [00:39<07:09, 8.60s/it] 135/299 6.87G 0.02546 0.02008 0.0003799 0.04592 196 640: 11%|█ | 6/56 [00:40<07:09, 8.60s/it] 135/299 6.87G 0.02546 0.02008 0.0003799 0.04592 196 640: 12%|█▎ | 7/56 [00:40<04:47, 5.86s/it] 135/299 6.87G 0.02524 0.02031 0.0004214 0.04597 201 640: 12%|█▎ | 7/56 [00:40<04:47, 5.86s/it] 135/299 6.87G 0.02524 0.02031 0.0004214 0.04597 201 640: 14%|█▍ | 8/56 [00:40<03:15, 4.07s/it] 135/299 6.87G 0.02525 0.02053 0.0004057 0.04619 186 640: 14%|█▍ | 8/56 [00:40<03:15, 4.07s/it] 135/299 6.87G 0.02525 0.02053 0.0004057 0.04619 186 640: 16%|█▌ | 9/56 [00:40<02:15, 2.88s/it] 135/299 6.87G 0.02501 0.02031 0.0003945 0.04571 166 640: 16%|█▌ | 9/56 [00:43<02:15, 2.88s/it] 135/299 6.87G 0.02501 0.02031 0.0003945 0.04571 166 640: 18%|█▊ | 10/56 [00:43<02:10, 2.83s/it] 135/299 6.87G 0.02476 0.02036 0.0003857 0.04551 173 640: 18%|█▊ | 10/56 [00:52<02:10, 2.83s/it] 135/299 6.87G 0.02476 0.02036 0.0003857 0.04551 173 640: 20%|█▉ | 11/56 [00:52<03:35, 4.80s/it] 135/299 6.87G 0.02445 0.02041 0.0003906 0.04525 126 640: 20%|█▉ | 11/56 [00:52<03:35, 4.80s/it] 135/299 6.87G 0.02445 0.02041 0.0003906 0.04525 126 640: 21%|██▏ | 12/56 [00:52<02:29, 3.41s/it] 135/299 6.87G 0.02442 0.02042 0.0003764 0.04522 146 640: 21%|██▏ | 12/56 [00:58<02:29, 3.41s/it] 135/299 6.87G 0.02442 0.02042 0.0003764 0.04522 146 640: 23%|██▎ | 13/56 [00:58<02:59, 4.17s/it] 135/299 6.87G 0.02447 0.0203 0.0003653 0.04514 139 640: 23%|██▎ | 13/56 [01:14<02:59, 4.17s/it] 135/299 6.87G 0.02447 0.0203 0.0003653 0.04514 139 640: 25%|██▌ | 14/56 [01:14<05:18, 7.58s/it] 135/299 6.87G 0.02432 0.02046 0.000354 0.04513 201 640: 25%|██▌ | 14/56 [01:14<05:18, 7.58s/it] 135/299 6.87G 0.02432 0.02046 0.000354 0.04513 201 640: 27%|██▋ | 15/56 [01:14<03:39, 5.36s/it] 135/299 6.87G 0.0242 0.02044 0.0004034 0.04505 182
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.11it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.56 0.478 0.442 0.219
0%| | 0/56 [00:00<?, ?it/s] 136/299 6.87G 0.03024 0.02672 0.0001666 0.05713 164 640: 0%| | 0/56 [00:00<?, ?it/s] 136/299 6.87G 0.03024 0.02672 0.0001666 0.05713 164 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 136/299 6.87G 0.02857 0.0226 0.0003001 0.05147 128 640: 2%|▏ | 1/56 [00:01<00:15, 3.65it/s] 136/299 6.87G 0.02857 0.0226 0.0003001 0.05147 128 640: 4%|▎ | 2/56 [00:01<00:31, 1.74it/s] 136/299 6.87G 0.02705 0.0216 0.0002742 0.04892 167 640: 4%|▎ | 2/56 [00:10<00:31, 1.74it/s] 136/299 6.87G 0.02705 0.0216 0.0002742 0.04892 167 640: 5%|▌ | 3/56 [00:10<04:01, 4.56s/it] 136/299 6.87G 0.02682 0.02016 0.0002946 0.04728 126 640: 5%|▌ | 3/56 [00:11<04:01, 4.56s/it] 136/299 6.87G 0.02682 0.02016 0.0002946 0.04728 126 640: 7%|▋ | 4/56 [00:11<02:41, 3.10s/it] 136/299 6.87G 0.02681 0.02062 0.0003237 0.04775 208 640: 7%|▋ | 4/56 [00:17<02:41, 3.10s/it] 136/299 6.87G 0.02681 0.02062 0.0003237 0.04775 208 640: 9%|▉ | 5/56 [00:17<03:31, 4.16s/it] 136/299 6.87G 0.02644 0.01997 0.0003285 0.04674 133 640: 9%|▉ | 5/56 [00:36<03:31, 4.16s/it] 136/299 6.87G 0.02644 0.01997 0.0003285 0.04674 133 640: 11%|█ | 6/56 [00:36<07:37, 9.16s/it] 136/299 6.87G 0.02602 0.01984 0.000324 0.04618 166 640: 11%|█ | 6/56 [00:36<07:37, 9.16s/it] 136/299 6.87G 0.02602 0.01984 0.000324 0.04618 166 640: 12%|█▎ | 7/56 [00:36<05:05, 6.24s/it] 136/299 6.87G 0.02591 0.02056 0.000382 0.04686 188 640: 12%|█▎ | 7/56 [00:36<05:05, 6.24s/it] 136/299 6.87G 0.02591 0.02056 0.000382 0.04686 188 640: 14%|█▍ | 8/56 [00:36<03:27, 4.33s/it] 136/299 6.87G 0.02582 0.02042 0.000374 0.04662 155 640: 14%|█▍ | 8/56 [00:36<03:27, 4.33s/it] 136/299 6.87G 0.02582 0.02042 0.000374 0.04662 155 640: 16%|█▌ | 9/56 [00:36<02:23, 3.06s/it] 136/299 6.87G 0.02562 0.02083 0.0003673 0.04682 211 640: 16%|█▌ | 9/56 [00:39<02:23, 3.06s/it] 136/299 6.87G 0.02562 0.02083 0.0003673 0.04682 211 640: 18%|█▊ | 10/56 [00:39<02:13, 2.91s/it] 136/299 6.87G 0.02522 0.02062 0.0003599 0.0462 129 640: 18%|█▊ | 10/56 [00:45<02:13, 2.91s/it] 136/299 6.87G 0.02522 0.02062 0.0003599 0.0462 129 640: 20%|█▉ | 11/56 [00:45<02:55, 3.91s/it] 136/299 6.87G 0.02486 0.02066 0.0003596 0.04588 165 640: 20%|█▉ | 11/56 [00:53<02:55, 3.91s/it] 136/299 6.87G 0.02486 0.02066 0.0003596 0.04588 165 640: 21%|██▏ | 12/56 [00:53<03:39, 4.99s/it] 136/299 6.87G 0.0247 0.02077 0.0003516 0.04582 131 640: 21%|██▏ | 12/56 [00:54<03:39, 4.99s/it] 136/299 6.87G 0.0247 0.02077 0.0003516 0.04582 131 640: 23%|██▎ | 13/56 [00:54<02:50, 3.97s/it] 136/299 6.87G 0.02443 0.02076 0.0003419 0.04553 191 640: 23%|██▎ | 13/56 [01:10<02:50, 3.97s/it] 136/299 6.87G 0.02443 0.02076 0.0003419 0.04553 191 640: 25%|██▌ | 14/56 [01:10<05:15, 7.52s/it] 136/299 6.87G 0.02429 0.02083 0.0003361 0.04545 210 640: 25%|██▌ | 14/56 [01:10<05:15, 7.52s/it] 136/299 6.87G 0.02429 0.02083 0.0003361 0.04545 210 640: 27%|██▋ | 15/56 [01:10<03:38, 5.32s/it] 136/299 6.87G 0.02414 0.02079 0.0003286 0.04526 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.04it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.525 0.503 0.436 0.222
0%| | 0/56 [00:00<?, ?it/s] 137/299 6.87G 0.02318 0.02505 0.0004183 0.04864 185 640: 0%| | 0/56 [00:00<?, ?it/s] 137/299 6.87G 0.02318 0.02505 0.0004183 0.04864 185 640: 2%|▏ | 1/56 [00:00<00:15, 3.57it/s] 137/299 6.87G 0.02314 0.02252 0.0004575 0.04612 160 640: 2%|▏ | 1/56 [00:01<00:15, 3.57it/s] 137/299 6.87G 0.02314 0.02252 0.0004575 0.04612 160 640: 4%|▎ | 2/56 [00:01<00:31, 1.70it/s] 137/299 6.87G 0.02279 0.01996 0.0003759 0.04313 129 640: 4%|▎ | 2/56 [00:12<00:31, 1.70it/s] 137/299 6.87G 0.02279 0.01996 0.0003759 0.04313 129 640: 5%|▌ | 3/56 [00:12<04:43, 5.35s/it] 137/299 6.87G 0.02333 0.01916 0.0003365 0.04282 126 640: 5%|▌ | 3/56 [00:15<04:43, 5.35s/it] 137/299 6.87G 0.02333 0.01916 0.0003365 0.04282 126 640: 7%|▋ | 4/56 [00:15<03:53, 4.50s/it] 137/299 6.87G 0.02361 0.01961 0.0004102 0.04363 168 640: 7%|▋ | 4/56 [00:27<03:53, 4.50s/it] 137/299 6.87G 0.02361 0.01961 0.0004102 0.04363 168 640: 9%|▉ | 5/56 [00:27<06:08, 7.23s/it] 137/299 6.87G 0.02377 0.02027 0.0004049 0.04444 190 640: 9%|▉ | 5/56 [00:33<06:08, 7.23s/it] 137/299 6.87G 0.02377 0.02027 0.0004049 0.04444 190 640: 11%|█ | 6/56 [00:33<05:43, 6.87s/it] 137/299 6.87G 0.02366 0.02003 0.0003803 0.04407 140 640: 11%|█ | 6/56 [00:36<05:43, 6.87s/it] 137/299 6.87G 0.02366 0.02003 0.0003803 0.04407 140 640: 12%|█▎ | 7/56 [00:36<04:26, 5.44s/it] 137/299 6.87G 0.02335 0.0197 0.0003749 0.04342 133 640: 12%|█▎ | 7/56 [00:36<04:26, 5.44s/it] 137/299 6.87G 0.02335 0.0197 0.0003749 0.04342 133 640: 14%|█▍ | 8/56 [00:36<03:01, 3.78s/it] 137/299 6.87G 0.02341 0.01992 0.0003767 0.04371 205 640: 14%|█▍ | 8/56 [00:36<03:01, 3.78s/it] 137/299 6.87G 0.02341 0.01992 0.0003767 0.04371 205 640: 16%|█▌ | 9/56 [00:36<02:06, 2.68s/it] 137/299 6.87G 0.02355 0.01995 0.0003664 0.04387 122 640: 16%|█▌ | 9/56 [00:36<02:06, 2.68s/it] 137/299 6.87G 0.02355 0.01995 0.0003664 0.04387 122 640: 18%|█▊ | 10/56 [00:36<01:28, 1.93s/it] 137/299 6.87G 0.02327 0.01978 0.000354 0.04341 139 640: 18%|█▊ | 10/56 [00:51<01:28, 1.93s/it] 137/299 6.87G 0.02327 0.01978 0.000354 0.04341 139 640: 20%|█▉ | 11/56 [00:51<04:16, 5.71s/it] 137/299 6.87G 0.02325 0.01976 0.0003901 0.0434 154 640: 20%|█▉ | 11/56 [00:51<04:16, 5.71s/it] 137/299 6.87G 0.02325 0.01976 0.0003901 0.0434 154 640: 21%|██▏ | 12/56 [00:51<02:57, 4.04s/it] 137/299 6.87G 0.02312 0.01957 0.0003752 0.04307 100 640: 21%|██▏ | 12/56 [01:02<02:57, 4.04s/it] 137/299 6.87G 0.02312 0.01957 0.0003752 0.04307 100 640: 23%|██▎ | 13/56 [01:02<04:26, 6.21s/it] 137/299 6.87G 0.02298 0.01972 0.0003811 0.04307 161 640: 23%|██▎ | 13/56 [01:07<04:26, 6.21s/it] 137/299 6.87G 0.02298 0.01972 0.0003811 0.04307 161 640: 25%|██▌ | 14/56 [01:07<04:11, 5.98s/it] 137/299 6.87G 0.02291 0.01943 0.0003779 0.04271 97 640: 25%|██▌ | 14/56 [01:10<04:11, 5.98s/it] 137/299 6.87G 0.02291 0.01943 0.0003779 0.04271 97 640: 27%|██▋ | 15/56 [01:10<03:21, 4.93s/it] 137/299 6.87G 0.02287 0.01925 0.0003679 0.04248 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.525 0.493 0.427 0.211
0%| | 0/56 [00:00<?, ?it/s] 138/299 6.87G 0.02381 0.02636 0.0001872 0.05036 194 640: 0%| | 0/56 [00:00<?, ?it/s] 138/299 6.87G 0.02381 0.02636 0.0001872 0.05036 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 138/299 6.87G 0.0254 0.02645 0.0002072 0.05206 243 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 138/299 6.87G 0.0254 0.02645 0.0002072 0.05206 243 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 138/299 6.87G 0.02497 0.02342 0.0002422 0.04864 132 640: 4%|▎ | 2/56 [00:14<00:13, 4.03it/s] 138/299 6.87G 0.02497 0.02342 0.0002422 0.04864 132 640: 5%|▌ | 3/56 [00:14<05:50, 6.61s/it] 138/299 6.87G 0.02474 0.02253 0.0002551 0.04752 185 640: 5%|▌ | 3/56 [00:21<05:50, 6.61s/it] 138/299 6.87G 0.02474 0.02253 0.0002551 0.04752 185 640: 7%|▋ | 4/56 [00:21<05:40, 6.55s/it] 138/299 6.87G 0.0246 0.02154 0.0002563 0.04639 148 640: 7%|▋ | 4/56 [00:25<05:40, 6.55s/it] 138/299 6.87G 0.0246 0.02154 0.0002563 0.04639 148 640: 9%|▉ | 5/56 [00:25<04:48, 5.65s/it] 138/299 6.87G 0.02444 0.02034 0.0002861 0.04506 107 640: 9%|▉ | 5/56 [00:41<04:48, 5.65s/it] 138/299 6.87G 0.02444 0.02034 0.0002861 0.04506 107 640: 11%|█ | 6/56 [00:41<07:44, 9.29s/it] 138/299 6.87G 0.02422 0.01995 0.0002781 0.04445 151 640: 11%|█ | 6/56 [00:41<07:44, 9.29s/it] 138/299 6.87G 0.02422 0.01995 0.0002781 0.04445 151 640: 12%|█▎ | 7/56 [00:41<05:09, 6.33s/it] 138/299 6.87G 0.02412 0.01993 0.0002863 0.04435 146 640: 12%|█▎ | 7/56 [00:41<05:09, 6.33s/it] 138/299 6.87G 0.02412 0.01993 0.0002863 0.04435 146 640: 14%|█▍ | 8/56 [00:41<03:30, 4.38s/it] 138/299 6.87G 0.02462 0.02 0.0002778 0.04489 178 640: 14%|█▍ | 8/56 [00:42<03:30, 4.38s/it] 138/299 6.87G 0.02462 0.02 0.0002778 0.04489 178 640: 16%|█▌ | 9/56 [00:42<02:25, 3.10s/it] 138/299 6.87G 0.02431 0.01989 0.0002729 0.04448 169 640: 16%|█▌ | 9/56 [00:42<02:25, 3.10s/it] 138/299 6.87G 0.02431 0.01989 0.0002729 0.04448 169 640: 18%|█▊ | 10/56 [00:42<01:41, 2.21s/it] 138/299 6.87G 0.02421 0.0199 0.0002804 0.04439 154 640: 18%|█▊ | 10/56 [00:49<01:41, 2.21s/it] 138/299 6.87G 0.02421 0.0199 0.0002804 0.04439 154 640: 20%|█▉ | 11/56 [00:49<02:47, 3.72s/it] 138/299 6.87G 0.02397 0.01995 0.0002743 0.0442 133 640: 20%|█▉ | 11/56 [00:59<02:47, 3.72s/it] 138/299 6.87G 0.02397 0.01995 0.0002743 0.0442 133 640: 21%|██▏ | 12/56 [00:59<04:02, 5.52s/it] 138/299 6.87G 0.02377 0.01992 0.0002689 0.04396 170 640: 21%|██▏ | 12/56 [00:59<04:02, 5.52s/it] 138/299 6.87G 0.02377 0.01992 0.0002689 0.04396 170 640: 23%|██▎ | 13/56 [00:59<02:48, 3.93s/it] 138/299 6.87G 0.02343 0.0197 0.0002659 0.0434 130 640: 23%|██▎ | 13/56 [01:15<02:48, 3.93s/it] 138/299 6.87G 0.02343 0.0197 0.0002659 0.0434 130 640: 25%|██▌ | 14/56 [01:15<05:23, 7.71s/it] 138/299 6.87G 0.02339 0.01972 0.0002768 0.04339 173 640: 25%|██▌ | 14/56 [01:16<05:23, 7.71s/it] 138/299 6.87G 0.02339 0.01972 0.0002768 0.04339 173 640: 27%|██▋ | 15/56 [01:16<03:43, 5.46s/it] 138/299 6.87G 0.02322 0.01962 0.0002738 0.04311 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.565 0.44 0.424 0.216
0%| | 0/56 [00:00<?, ?it/s] 139/299 6.87G 0.02523 0.02778 0.0002586 0.05327 232 640: 0%| | 0/56 [00:00<?, ?it/s] 139/299 6.87G 0.02523 0.02778 0.0002586 0.05327 232 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 139/299 6.87G 0.02536 0.0241 0.0002562 0.04972 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 139/299 6.87G 0.02536 0.0241 0.0002562 0.04972 173 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 139/299 6.87G 0.02464 0.02484 0.0002658 0.04975 208 640: 4%|▎ | 2/56 [00:09<00:13, 4.01it/s] 139/299 6.87G 0.02464 0.02484 0.0002658 0.04975 208 640: 5%|▌ | 3/56 [00:09<03:53, 4.40s/it] 139/299 6.87G 0.02488 0.02321 0.0002639 0.04836 115 640: 5%|▌ | 3/56 [00:19<03:53, 4.40s/it] 139/299 6.87G 0.02488 0.02321 0.0002639 0.04836 115 640: 7%|▋ | 4/56 [00:19<05:45, 6.65s/it] 139/299 6.87G 0.02468 0.02261 0.000263 0.04755 123 640: 7%|▋ | 4/56 [00:20<05:45, 6.65s/it] 139/299 6.87G 0.02468 0.02261 0.000263 0.04755 123 640: 9%|▉ | 5/56 [00:20<03:41, 4.35s/it] 139/299 6.87G 0.02469 0.02112 0.0002627 0.04607 103 640: 9%|▉ | 5/56 [00:33<03:41, 4.35s/it] 139/299 6.87G 0.02469 0.02112 0.0002627 0.04607 103 640: 11%|█ | 6/56 [00:33<06:01, 7.23s/it] 139/299 6.87G 0.02468 0.02083 0.0002609 0.04578 138 640: 11%|█ | 6/56 [00:33<06:01, 7.23s/it] 139/299 6.87G 0.02468 0.02083 0.0002609 0.04578 138 640: 12%|█▎ | 7/56 [00:33<04:02, 4.94s/it] 139/299 6.87G 0.02457 0.02067 0.0002601 0.04551 132 640: 12%|█▎ | 7/56 [00:33<04:02, 4.94s/it] 139/299 6.87G 0.02457 0.02067 0.0002601 0.04551 132 640: 14%|█▍ | 8/56 [00:33<02:45, 3.44s/it] 139/299 6.87G 0.02408 0.02035 0.0002529 0.04468 169 640: 14%|█▍ | 8/56 [00:33<02:45, 3.44s/it] 139/299 6.87G 0.02408 0.02035 0.0002529 0.04468 169 640: 16%|█▌ | 9/56 [00:33<01:55, 2.45s/it] 139/299 6.87G 0.02392 0.02003 0.0002592 0.04421 147 640: 16%|█▌ | 9/56 [00:33<01:55, 2.45s/it] 139/299 6.87G 0.02392 0.02003 0.0002592 0.04421 147 640: 18%|█▊ | 10/56 [00:33<01:21, 1.76s/it] 139/299 6.87G 0.02374 0.02006 0.0002541 0.04406 160 640: 18%|█▊ | 10/56 [00:48<01:21, 1.76s/it] 139/299 6.87G 0.02374 0.02006 0.0002541 0.04406 160 640: 20%|█▉ | 11/56 [00:48<04:09, 5.55s/it] 139/299 6.87G 0.02345 0.01996 0.0002497 0.04367 146 640: 20%|█▉ | 11/56 [00:56<04:09, 5.55s/it] 139/299 6.87G 0.02345 0.01996 0.0002497 0.04367 146 640: 21%|██▏ | 12/56 [00:56<04:44, 6.45s/it] 139/299 6.87G 0.02367 0.02023 0.0003683 0.04427 140 640: 21%|██▏ | 12/56 [00:56<04:44, 6.45s/it] 139/299 6.87G 0.02367 0.02023 0.0003683 0.04427 140 640: 23%|██▎ | 13/56 [00:56<03:16, 4.58s/it] 139/299 6.87G 0.0237 0.02034 0.0003898 0.04443 183 640: 23%|██▎ | 13/56 [01:07<03:16, 4.58s/it] 139/299 6.87G 0.0237 0.02034 0.0003898 0.04443 183 640: 25%|██▌ | 14/56 [01:07<04:34, 6.52s/it] 139/299 6.87G 0.02355 0.02019 0.0003761 0.04412 135 640: 25%|██▌ | 14/56 [01:08<04:34, 6.52s/it] 139/299 6.87G 0.02355 0.02019 0.0003761 0.04412 135 640: 27%|██▋ | 15/56 [01:08<03:09, 4.63s/it] 139/299 6.87G 0.02338 0.02 0.0003956 0.04378 109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.536 0.479 0.426 0.216
0%| | 0/56 [00:00<?, ?it/s] 140/299 6.87G 0.02272 0.02421 0.0002066 0.04714 201 640: 0%| | 0/56 [00:00<?, ?it/s] 140/299 6.87G 0.02272 0.02421 0.0002066 0.04714 201 640: 2%|▏ | 1/56 [00:00<00:16, 3.41it/s] 140/299 6.87G 0.02394 0.02175 0.0002179 0.04591 157 640: 2%|▏ | 1/56 [00:00<00:16, 3.41it/s] 140/299 6.87G 0.02394 0.02175 0.0002179 0.04591 157 640: 4%|▎ | 2/56 [00:00<00:13, 3.92it/s] 140/299 6.87G 0.02367 0.02201 0.0002457 0.04593 232 640: 4%|▎ | 2/56 [00:19<00:13, 3.92it/s] 140/299 6.87G 0.02367 0.02201 0.0002457 0.04593 232 640: 5%|▌ | 3/56 [00:19<07:54, 8.95s/it] 140/299 6.87G 0.02303 0.02035 0.0002321 0.04361 145 640: 5%|▌ | 3/56 [00:21<07:54, 8.95s/it] 140/299 6.87G 0.02303 0.02035 0.0002321 0.04361 145 640: 7%|▋ | 4/56 [00:21<05:20, 6.16s/it] 140/299 6.87G 0.02244 0.0193 0.0002495 0.04199 106 640: 7%|▋ | 4/56 [00:21<05:20, 6.16s/it] 140/299 6.87G 0.02244 0.0193 0.0002495 0.04199 106 640: 9%|▉ | 5/56 [00:21<03:25, 4.03s/it] 140/299 6.87G 0.0226 0.01904 0.0002675 0.04191 119 640: 9%|▉ | 5/56 [00:33<03:25, 4.03s/it] 140/299 6.87G 0.0226 0.01904 0.0002675 0.04191 119 640: 11%|█ | 6/56 [00:33<05:29, 6.59s/it] 140/299 6.87G 0.02263 0.01991 0.0002714 0.04281 218 640: 11%|█ | 6/56 [00:33<05:29, 6.59s/it] 140/299 6.87G 0.02263 0.01991 0.0002714 0.04281 218 640: 12%|█▎ | 7/56 [00:33<03:41, 4.51s/it] 140/299 6.87G 0.02268 0.01997 0.0002675 0.04291 153 640: 12%|█▎ | 7/56 [00:33<03:41, 4.51s/it] 140/299 6.87G 0.02268 0.01997 0.0002675 0.04291 153 640: 14%|█▍ | 8/56 [00:33<02:31, 3.15s/it] 140/299 6.87G 0.02271 0.01962 0.0003365 0.04267 159 640: 14%|█▍ | 8/56 [00:37<02:31, 3.15s/it] 140/299 6.87G 0.02271 0.01962 0.0003365 0.04267 159 640: 16%|█▌ | 9/56 [00:37<02:33, 3.27s/it] 140/299 6.87G 0.02272 0.02001 0.0003217 0.04305 202 640: 16%|█▌ | 9/56 [00:40<02:33, 3.27s/it] 140/299 6.87G 0.02272 0.02001 0.0003217 0.04305 202 640: 18%|█▊ | 10/56 [00:40<02:26, 3.19s/it] 140/299 6.87G 0.02287 0.02024 0.0003217 0.04343 146 640: 18%|█▊ | 10/56 [00:59<02:26, 3.19s/it] 140/299 6.87G 0.02287 0.02024 0.0003217 0.04343 146 640: 20%|█▉ | 11/56 [00:59<05:57, 7.95s/it] 140/299 6.87G 0.02298 0.02053 0.0003201 0.04382 166 640: 20%|█▉ | 11/56 [00:59<05:57, 7.95s/it] 140/299 6.87G 0.02298 0.02053 0.0003201 0.04382 166 640: 21%|██▏ | 12/56 [00:59<04:06, 5.60s/it] 140/299 6.87G 0.02299 0.02029 0.0003118 0.04359 147 640: 21%|██▏ | 12/56 [00:59<04:06, 5.60s/it] 140/299 6.87G 0.02299 0.02029 0.0003118 0.04359 147 640: 23%|██▎ | 13/56 [00:59<02:51, 3.99s/it] 140/299 6.87G 0.02325 0.02055 0.0003104 0.04411 205 640: 23%|██▎ | 13/56 [01:08<02:51, 3.99s/it] 140/299 6.87G 0.02325 0.02055 0.0003104 0.04411 205 640: 25%|██▌ | 14/56 [01:08<03:51, 5.51s/it] 140/299 6.87G 0.02315 0.02015 0.0003423 0.04364 102 640: 25%|██▌ | 14/56 [01:15<03:51, 5.51s/it] 140/299 6.87G 0.02315 0.02015 0.0003423 0.04364 102 640: 27%|██▋ | 15/56 [01:15<03:55, 5.73s/it] 140/299 6.87G 0.02311 0.01998 0.0003335 0.04342 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.581 0.448 0.42 0.217
0%| | 0/56 [00:00<?, ?it/s] 141/299 6.87G 0.02538 0.02673 0.0002024 0.05231 205 640: 0%| | 0/56 [00:04<?, ?it/s] 141/299 6.87G 0.02538 0.02673 0.0002024 0.05231 205 640: 2%|▏ | 1/56 [00:04<04:13, 4.62s/it] 141/299 6.87G 0.0239 0.02373 0.0002874 0.04791 165 640: 2%|▏ | 1/56 [00:13<04:13, 4.62s/it] 141/299 6.87G 0.0239 0.02373 0.0002874 0.04791 165 640: 4%|▎ | 2/56 [00:13<06:18, 7.00s/it] 141/299 6.87G 0.02389 0.02313 0.0003054 0.04733 172 640: 4%|▎ | 2/56 [00:21<06:18, 7.00s/it] 141/299 6.87G 0.02389 0.02313 0.0003054 0.04733 172 640: 5%|▌ | 3/56 [00:21<06:38, 7.52s/it] 141/299 6.87G 0.02405 0.02192 0.000279 0.04625 158 640: 5%|▌ | 3/56 [00:21<06:38, 7.52s/it] 141/299 6.87G 0.02405 0.02192 0.000279 0.04625 158 640: 7%|▋ | 4/56 [00:21<04:01, 4.64s/it] 141/299 6.87G 0.02431 0.02092 0.0003097 0.04554 158 640: 7%|▋ | 4/56 [00:44<04:01, 4.64s/it] 141/299 6.87G 0.02431 0.02092 0.0003097 0.04554 158 640: 9%|▉ | 5/56 [00:44<09:40, 11.37s/it] 141/299 6.87G 0.02373 0.02021 0.0003109 0.04425 155 640: 9%|▉ | 5/56 [00:45<09:40, 11.37s/it] 141/299 6.87G 0.02373 0.02021 0.0003109 0.04425 155 640: 11%|█ | 6/56 [00:45<06:19, 7.58s/it] 141/299 6.87G 0.02345 0.0201 0.0003419 0.0439 159 640: 11%|█ | 6/56 [00:45<06:19, 7.58s/it] 141/299 6.87G 0.02345 0.0201 0.0003419 0.0439 159 640: 12%|█▎ | 7/56 [00:45<04:13, 5.18s/it] 141/299 6.87G 0.02346 0.02036 0.0003537 0.04417 168 640: 12%|█▎ | 7/56 [00:45<04:13, 5.18s/it] 141/299 6.87G 0.02346 0.02036 0.0003537 0.04417 168 640: 14%|█▍ | 8/56 [00:45<02:52, 3.60s/it] 141/299 6.87G 0.02361 0.0201 0.0004128 0.04412 188 640: 14%|█▍ | 8/56 [00:45<02:52, 3.60s/it] 141/299 6.87G 0.02361 0.0201 0.0004128 0.04412 188 640: 16%|█▌ | 9/56 [00:45<02:00, 2.56s/it] 141/299 6.87G 0.02342 0.02018 0.0003913 0.04399 162 640: 16%|█▌ | 9/56 [00:59<02:00, 2.56s/it] 141/299 6.87G 0.02342 0.02018 0.0003913 0.04399 162 640: 18%|█▊ | 10/56 [00:59<04:36, 6.01s/it] 141/299 6.87G 0.02341 0.02011 0.0003757 0.0439 154 640: 18%|█▊ | 10/56 [00:59<04:36, 6.01s/it] 141/299 6.87G 0.02341 0.02011 0.0003757 0.0439 154 640: 20%|█▉ | 11/56 [00:59<03:10, 4.24s/it] 141/299 6.87G 0.02339 0.02006 0.0003637 0.04382 129 640: 20%|█▉ | 11/56 [01:00<03:10, 4.24s/it] 141/299 6.87G 0.02339 0.02006 0.0003637 0.04382 129 640: 21%|██▏ | 12/56 [01:00<02:13, 3.02s/it] 141/299 6.87G 0.02333 0.02009 0.0003505 0.04378 130 640: 21%|██▏ | 12/56 [01:38<02:13, 3.02s/it] 141/299 6.87G 0.02333 0.02009 0.0003505 0.04378 130 640: 23%|██▎ | 13/56 [01:38<09:56, 13.88s/it] 141/299 6.87G 0.02332 0.02032 0.0003428 0.04399 194 640: 23%|██▎ | 13/56 [01:39<09:56, 13.88s/it] 141/299 6.87G 0.02332 0.02032 0.0003428 0.04399 194 640: 25%|██▌ | 14/56 [01:39<06:49, 9.75s/it] 141/299 6.87G 0.02324 0.02026 0.0003329 0.04383 162 640: 25%|██▌ | 14/56 [01:39<06:49, 9.75s/it] 141/299 6.87G 0.02324 0.02026 0.0003329 0.04383 162 640: 27%|██▋ | 15/56 [01:39<04:42, 6.88s/it] 141/299 6.87G 0.02295 0.02027 0.0003315 0.04356 152
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.526 0.501 0.434 0.22
0%| | 0/56 [00:00<?, ?it/s] 142/299 6.87G 0.02524 0.03001 0.0001866 0.05543 227 640: 0%| | 0/56 [00:00<?, ?it/s] 142/299 6.87G 0.02524 0.03001 0.0001866 0.05543 227 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 142/299 6.87G 0.02384 0.02199 0.0003802 0.04621 99 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 142/299 6.87G 0.02384 0.02199 0.0003802 0.04621 99 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 142/299 6.87G 0.02398 0.02098 0.0004035 0.04537 187 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 142/299 6.87G 0.02398 0.02098 0.0004035 0.04537 187 640: 5%|▌ | 3/56 [00:00<00:12, 4.22it/s] 142/299 6.87G 0.02387 0.01975 0.00036 0.04398 162 640: 5%|▌ | 3/56 [00:00<00:12, 4.22it/s] 142/299 6.87G 0.02387 0.01975 0.00036 0.04398 162 640: 7%|▋ | 4/56 [00:00<00:12, 4.30it/s] 142/299 6.87G 0.02345 0.01887 0.0003319 0.04265 123 640: 7%|▋ | 4/56 [00:39<00:12, 4.30it/s] 142/299 6.87G 0.02345 0.01887 0.0003319 0.04265 123 640: 9%|▉ | 5/56 [00:39<11:53, 13.99s/it] 142/299 6.87G 0.02317 0.01853 0.0003384 0.04204 123 640: 9%|▉ | 5/56 [00:39<11:53, 13.99s/it] 142/299 6.87G 0.02317 0.01853 0.0003384 0.04204 123 640: 11%|█ | 6/56 [00:39<07:45, 9.31s/it] 142/299 6.87G 0.02336 0.01844 0.0003178 0.04212 118 640: 11%|█ | 6/56 [00:39<07:45, 9.31s/it] 142/299 6.87G 0.02336 0.01844 0.0003178 0.04212 118 640: 12%|█▎ | 7/56 [00:39<05:10, 6.34s/it] 142/299 6.87G 0.02301 0.01881 0.0003087 0.04213 184 640: 12%|█▎ | 7/56 [00:40<05:10, 6.34s/it] 142/299 6.87G 0.02301 0.01881 0.0003087 0.04213 184 640: 14%|█▍ | 8/56 [00:40<03:30, 4.39s/it] 142/299 6.87G 0.02301 0.01922 0.0003237 0.04255 153 640: 14%|█▍ | 8/56 [00:40<03:30, 4.39s/it] 142/299 6.87G 0.02301 0.01922 0.0003237 0.04255 153 640: 16%|█▌ | 9/56 [00:40<02:25, 3.10s/it] 142/299 6.87G 0.02287 0.01915 0.0003107 0.04233 153 640: 16%|█▌ | 9/56 [00:40<02:25, 3.10s/it] 142/299 6.87G 0.02287 0.01915 0.0003107 0.04233 153 640: 18%|█▊ | 10/56 [00:40<01:41, 2.21s/it] 142/299 6.87G 0.02283 0.01912 0.0003009 0.04225 132 640: 18%|█▊ | 10/56 [00:40<01:41, 2.21s/it] 142/299 6.87G 0.02283 0.01912 0.0003009 0.04225 132 640: 20%|█▉ | 11/56 [00:40<01:12, 1.60s/it] 142/299 6.87G 0.02276 0.01916 0.0002942 0.04221 181 640: 20%|█▉ | 11/56 [00:40<01:12, 1.60s/it] 142/299 6.87G 0.02276 0.01916 0.0002942 0.04221 181 640: 21%|██▏ | 12/56 [00:40<00:52, 1.18s/it] 142/299 6.87G 0.02269 0.01942 0.000287 0.04239 177 640: 21%|██▏ | 12/56 [01:15<00:52, 1.18s/it] 142/299 6.87G 0.02269 0.01942 0.000287 0.04239 177 640: 23%|██▎ | 13/56 [01:15<07:59, 11.15s/it] 142/299 6.87G 0.02279 0.01941 0.0002851 0.04249 155 640: 23%|██▎ | 13/56 [01:15<07:59, 11.15s/it] 142/299 6.87G 0.02279 0.01941 0.0002851 0.04249 155 640: 25%|██▌ | 14/56 [01:15<05:29, 7.85s/it] 142/299 6.87G 0.02272 0.01942 0.0002889 0.04243 172 640: 25%|██▌ | 14/56 [01:15<05:29, 7.85s/it] 142/299 6.87G 0.02272 0.01942 0.0002889 0.04243 172 640: 27%|██▋ | 15/56 [01:15<03:47, 5.56s/it] 142/299 6.87G 0.02261 0.01923 0.0002838 0.04212 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.463 0.406 0.199
0%| | 0/56 [00:00<?, ?it/s] 143/299 6.87G 0.02623 0.02391 0.0001963 0.05034 192 640: 0%| | 0/56 [00:00<?, ?it/s] 143/299 6.87G 0.02623 0.02391 0.0001963 0.05034 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 143/299 6.87G 0.02476 0.02062 0.0002735 0.04565 137 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 143/299 6.87G 0.02476 0.02062 0.0002735 0.04565 137 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 143/299 6.87G 0.02425 0.01998 0.0002786 0.04451 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 143/299 6.87G 0.02425 0.01998 0.0002786 0.04451 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 143/299 6.87G 0.02417 0.01948 0.000276 0.04393 148 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 143/299 6.87G 0.02417 0.01948 0.000276 0.04393 148 640: 7%|▋ | 4/56 [00:00<00:12, 4.20it/s] 143/299 6.87G 0.02406 0.01899 0.0002682 0.04332 144 640: 7%|▋ | 4/56 [00:42<00:12, 4.20it/s] 143/299 6.87G 0.02406 0.01899 0.0002682 0.04332 144 640: 9%|▉ | 5/56 [00:42<12:47, 15.06s/it] 143/299 6.87G 0.02424 0.01877 0.0003276 0.04333 148 640: 9%|▉ | 5/56 [00:42<12:47, 15.06s/it] 143/299 6.87G 0.02424 0.01877 0.0003276 0.04333 148 640: 11%|█ | 6/56 [00:42<08:20, 10.01s/it] 143/299 6.87G 0.0243 0.01884 0.0003138 0.04346 206 640: 11%|█ | 6/56 [00:42<08:20, 10.01s/it] 143/299 6.87G 0.0243 0.01884 0.0003138 0.04346 206 640: 12%|█▎ | 7/56 [00:42<05:33, 6.82s/it] 143/299 6.87G 0.02448 0.0193 0.0003207 0.0441 189 640: 12%|█▎ | 7/56 [00:42<05:33, 6.82s/it] 143/299 6.87G 0.02448 0.0193 0.0003207 0.0441 189 640: 14%|█▍ | 8/56 [00:42<03:46, 4.72s/it] 143/299 6.87G 0.02424 0.01852 0.0003215 0.04308 106 640: 14%|█▍ | 8/56 [00:43<03:46, 4.72s/it] 143/299 6.87G 0.02424 0.01852 0.0003215 0.04308 106 640: 16%|█▌ | 9/56 [00:43<02:36, 3.33s/it] 143/299 6.87G 0.02429 0.0187 0.0003111 0.0433 172 640: 16%|█▌ | 9/56 [00:43<02:36, 3.33s/it] 143/299 6.87G 0.02429 0.0187 0.0003111 0.0433 172 640: 18%|█▊ | 10/56 [00:43<01:48, 2.37s/it] 143/299 6.87G 0.02425 0.01873 0.0003096 0.04329 161 640: 18%|█▊ | 10/56 [00:43<01:48, 2.37s/it] 143/299 6.87G 0.02425 0.01873 0.0003096 0.04329 161 640: 20%|█▉ | 11/56 [00:43<01:17, 1.71s/it] 143/299 6.87G 0.02404 0.01856 0.0003084 0.04292 119 640: 20%|█▉ | 11/56 [00:43<01:17, 1.71s/it] 143/299 6.87G 0.02404 0.01856 0.0003084 0.04292 119 640: 21%|██▏ | 12/56 [00:43<00:55, 1.26s/it] 143/299 6.87G 0.02386 0.01864 0.0002995 0.0428 153 640: 21%|██▏ | 12/56 [01:19<00:55, 1.26s/it] 143/299 6.87G 0.02386 0.01864 0.0002995 0.0428 153 640: 23%|██▎ | 13/56 [01:19<08:19, 11.61s/it] 143/299 6.87G 0.02375 0.01889 0.0003031 0.04294 155 640: 23%|██▎ | 13/56 [01:19<08:19, 11.61s/it] 143/299 6.87G 0.02375 0.01889 0.0003031 0.04294 155 640: 25%|██▌ | 14/56 [01:19<05:43, 8.17s/it] 143/299 6.87G 0.0238 0.01885 0.0002992 0.04295 132 640: 25%|██▌ | 14/56 [01:19<05:43, 8.17s/it] 143/299 6.87G 0.0238 0.01885 0.0002992 0.04295 132 640: 27%|██▋ | 15/56 [01:19<03:56, 5.78s/it] 143/299 6.87G 0.0237 0.01902 0.000295 0.04302 156
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.607 0.394 0.393 0.193
0%| | 0/56 [00:00<?, ?it/s] 144/299 6.87G 0.02561 0.0266 0.0001601 0.05238 208 640: 0%| | 0/56 [00:00<?, ?it/s] 144/299 6.87G 0.02561 0.0266 0.0001601 0.05238 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 144/299 6.87G 0.02498 0.02245 0.0002578 0.04769 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 144/299 6.87G 0.02498 0.02245 0.0002578 0.04769 157 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 144/299 6.87G 0.02407 0.02086 0.0003528 0.04529 139 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 144/299 6.87G 0.02407 0.02086 0.0003528 0.04529 139 640: 5%|▌ | 3/56 [00:00<00:12, 4.14it/s] 144/299 6.87G 0.02424 0.02 0.000331 0.04458 155 640: 5%|▌ | 3/56 [00:00<00:12, 4.14it/s] 144/299 6.87G 0.02424 0.02 0.000331 0.04458 155 640: 7%|▋ | 4/56 [00:00<00:12, 4.23it/s] 144/299 6.87G 0.02402 0.02032 0.0003166 0.04466 173 640: 7%|▋ | 4/56 [00:37<00:12, 4.23it/s] 144/299 6.87G 0.02402 0.02032 0.0003166 0.04466 173 640: 9%|▉ | 5/56 [00:37<11:18, 13.30s/it] 144/299 6.87G 0.02367 0.01937 0.000291 0.04333 135 640: 9%|▉ | 5/56 [00:37<11:18, 13.30s/it] 144/299 6.87G 0.02367 0.01937 0.000291 0.04333 135 640: 11%|█ | 6/56 [00:37<07:22, 8.86s/it] 144/299 6.87G 0.02375 0.01934 0.000351 0.04344 141 640: 11%|█ | 6/56 [00:37<07:22, 8.86s/it] 144/299 6.87G 0.02375 0.01934 0.000351 0.04344 141 640: 12%|█▎ | 7/56 [00:37<04:55, 6.04s/it] 144/299 6.87G 0.02359 0.01926 0.0003335 0.04318 128 640: 12%|█▎ | 7/56 [00:38<04:55, 6.04s/it] 144/299 6.87G 0.02359 0.01926 0.0003335 0.04318 128 640: 14%|█▍ | 8/56 [00:38<03:20, 4.19s/it] 144/299 6.87G 0.02349 0.01945 0.000314 0.04326 176 640: 14%|█▍ | 8/56 [00:38<03:20, 4.19s/it] 144/299 6.87G 0.02349 0.01945 0.000314 0.04326 176 640: 16%|█▌ | 9/56 [00:38<02:19, 2.96s/it] 144/299 6.87G 0.02316 0.01921 0.0003023 0.04267 185 640: 16%|█▌ | 9/56 [00:38<02:19, 2.96s/it] 144/299 6.87G 0.02316 0.01921 0.0003023 0.04267 185 640: 18%|█▊ | 10/56 [00:38<01:37, 2.12s/it] 144/299 6.87G 0.02294 0.01896 0.000291 0.04219 132 640: 18%|█▊ | 10/56 [00:38<01:37, 2.12s/it] 144/299 6.87G 0.02294 0.01896 0.000291 0.04219 132 640: 20%|█▉ | 11/56 [00:38<01:09, 1.54s/it] 144/299 6.87G 0.02271 0.01919 0.0002827 0.04218 162 640: 20%|█▉ | 11/56 [00:39<01:09, 1.54s/it] 144/299 6.87G 0.02271 0.01919 0.0002827 0.04218 162 640: 21%|██▏ | 12/56 [00:39<00:50, 1.14s/it] 144/299 6.87G 0.02252 0.0189 0.0002736 0.04169 121 640: 21%|██▏ | 12/56 [01:20<00:50, 1.14s/it] 144/299 6.87G 0.02252 0.0189 0.0002736 0.04169 121 640: 23%|██▎ | 13/56 [01:20<09:35, 13.38s/it] 144/299 6.87G 0.02247 0.01869 0.0002676 0.04142 127 640: 23%|██▎ | 13/56 [01:20<09:35, 13.38s/it] 144/299 6.87G 0.02247 0.01869 0.0002676 0.04142 127 640: 25%|██▌ | 14/56 [01:20<06:35, 9.41s/it] 144/299 6.87G 0.02267 0.0187 0.0002935 0.04167 130 640: 25%|██▌ | 14/56 [01:21<06:35, 9.41s/it] 144/299 6.87G 0.02267 0.0187 0.0002935 0.04167 130 640: 27%|██▋ | 15/56 [01:21<04:32, 6.64s/it] 144/299 6.87G 0.02248 0.01853 0.0002847 0.0413 124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.522 0.49 0.418 0.215
0%| | 0/56 [00:00<?, ?it/s] 145/299 6.87G 0.02445 0.01851 0.0001774 0.04314 127 640: 0%| | 0/56 [00:00<?, ?it/s] 145/299 6.87G 0.02445 0.01851 0.0001774 0.04314 127 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 145/299 6.87G 0.02399 0.0173 0.0001919 0.04149 134 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 145/299 6.87G 0.02399 0.0173 0.0001919 0.04149 134 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 145/299 6.87G 0.02374 0.01814 0.0002101 0.04209 198 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 145/299 6.87G 0.02374 0.01814 0.0002101 0.04209 198 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 145/299 6.87G 0.02363 0.01839 0.0002083 0.04223 174 640: 5%|▌ | 3/56 [00:03<00:12, 4.19it/s] 145/299 6.87G 0.02363 0.01839 0.0002083 0.04223 174 640: 7%|▋ | 4/56 [00:03<01:03, 1.23s/it] 145/299 6.87G 0.02418 0.01837 0.0002011 0.04275 153 640: 7%|▋ | 4/56 [00:37<01:03, 1.23s/it] 145/299 6.87G 0.02418 0.01837 0.0002011 0.04275 153 640: 9%|▉ | 5/56 [00:37<11:01, 12.96s/it] 145/299 6.87G 0.02415 0.01843 0.0002364 0.04282 176 640: 9%|▉ | 5/56 [00:37<11:01, 12.96s/it] 145/299 6.87G 0.02415 0.01843 0.0002364 0.04282 176 640: 11%|█ | 6/56 [00:37<07:11, 8.63s/it] 145/299 6.87G 0.02384 0.01823 0.0002767 0.04234 133 640: 11%|█ | 6/56 [00:40<07:11, 8.63s/it] 145/299 6.87G 0.02384 0.01823 0.0002767 0.04234 133 640: 12%|█▎ | 7/56 [00:40<05:32, 6.79s/it] 145/299 6.87G 0.02353 0.0183 0.0003025 0.04213 165 640: 12%|█▎ | 7/56 [00:40<05:32, 6.79s/it] 145/299 6.87G 0.02353 0.0183 0.0003025 0.04213 165 640: 14%|█▍ | 8/56 [00:40<03:45, 4.70s/it] 145/299 6.87G 0.02334 0.0188 0.0002893 0.04242 222 640: 14%|█▍ | 8/56 [00:40<03:45, 4.70s/it] 145/299 6.87G 0.02334 0.0188 0.0002893 0.04242 222 640: 16%|█▌ | 9/56 [00:40<02:35, 3.31s/it] 145/299 6.87G 0.02334 0.01906 0.0002859 0.04268 171 640: 16%|█▌ | 9/56 [00:41<02:35, 3.31s/it] 145/299 6.87G 0.02334 0.01906 0.0002859 0.04268 171 640: 18%|█▊ | 10/56 [00:41<01:48, 2.36s/it] 145/299 6.87G 0.02329 0.01886 0.0002763 0.04243 131 640: 18%|█▊ | 10/56 [00:41<01:48, 2.36s/it] 145/299 6.87G 0.02329 0.01886 0.0002763 0.04243 131 640: 20%|█▉ | 11/56 [00:41<01:16, 1.71s/it] 145/299 6.87G 0.02305 0.01917 0.0002677 0.04249 160 640: 20%|█▉ | 11/56 [00:41<01:16, 1.71s/it] 145/299 6.87G 0.02305 0.01917 0.0002677 0.04249 160 640: 21%|██▏ | 12/56 [00:41<00:55, 1.26s/it] 145/299 6.87G 0.02299 0.01898 0.0002776 0.04225 127 640: 21%|██▏ | 12/56 [01:19<00:55, 1.26s/it] 145/299 6.87G 0.02299 0.01898 0.0002776 0.04225 127 640: 23%|██▎ | 13/56 [01:19<08:45, 12.23s/it] 145/299 6.87G 0.02302 0.01887 0.0002794 0.04216 120 640: 23%|██▎ | 13/56 [01:19<08:45, 12.23s/it] 145/299 6.87G 0.02302 0.01887 0.0002794 0.04216 120 640: 25%|██▌ | 14/56 [01:19<06:01, 8.60s/it] 145/299 6.87G 0.02302 0.01907 0.0002722 0.04237 177 640: 25%|██▌ | 14/56 [01:19<06:01, 8.60s/it] 145/299 6.87G 0.02302 0.01907 0.0002722 0.04237 177 640: 27%|██▋ | 15/56 [01:19<04:09, 6.08s/it] 145/299 6.87G 0.0229 0.01884 0.0003234 0.04207 97
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.596 0.438 0.415 0.209
0%| | 0/56 [00:00<?, ?it/s] 146/299 6.87G 0.0238 0.02536 0.0001843 0.04934 194 640: 0%| | 0/56 [00:00<?, ?it/s] 146/299 6.87G 0.0238 0.02536 0.0001843 0.04934 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 146/299 6.87G 0.02337 0.02174 0.0002357 0.04534 174 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 146/299 6.87G 0.02337 0.02174 0.0002357 0.04534 174 640: 4%|▎ | 2/56 [00:00<00:13, 4.00it/s] 146/299 6.87G 0.02307 0.02131 0.0002644 0.04465 189 640: 4%|▎ | 2/56 [00:00<00:13, 4.00it/s] 146/299 6.87G 0.02307 0.02131 0.0002644 0.04465 189 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 146/299 6.87G 0.02342 0.02047 0.0002495 0.04414 166 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 146/299 6.87G 0.02342 0.02047 0.0002495 0.04414 166 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 146/299 6.87G 0.02315 0.01954 0.0002458 0.04293 154 640: 7%|▋ | 4/56 [00:36<00:12, 4.25it/s] 146/299 6.87G 0.02315 0.01954 0.0002458 0.04293 154 640: 9%|▉ | 5/56 [00:36<11:02, 12.99s/it] 146/299 6.87G 0.02369 0.01873 0.000508 0.04293 112 640: 9%|▉ | 5/56 [00:36<11:02, 12.99s/it] 146/299 6.87G 0.02369 0.01873 0.000508 0.04293 112 640: 11%|█ | 6/56 [00:36<07:12, 8.65s/it] 146/299 6.87G 0.02352 0.01819 0.0004749 0.04218 128 640: 11%|█ | 6/56 [00:37<07:12, 8.65s/it] 146/299 6.87G 0.02352 0.01819 0.0004749 0.04218 128 640: 12%|█▎ | 7/56 [00:37<04:48, 5.90s/it] 146/299 6.87G 0.02335 0.01809 0.0004459 0.04188 132 640: 12%|█▎ | 7/56 [00:37<04:48, 5.90s/it] 146/299 6.87G 0.02335 0.01809 0.0004459 0.04188 132 640: 14%|█▍ | 8/56 [00:37<03:16, 4.09s/it] 146/299 6.87G 0.02348 0.01825 0.0004182 0.04215 167 640: 14%|█▍ | 8/56 [00:37<03:16, 4.09s/it] 146/299 6.87G 0.02348 0.01825 0.0004182 0.04215 167 640: 16%|█▌ | 9/56 [00:37<02:15, 2.89s/it] 146/299 6.87G 0.02344 0.0184 0.0004007 0.04224 182 640: 16%|█▌ | 9/56 [00:37<02:15, 2.89s/it] 146/299 6.87G 0.02344 0.0184 0.0004007 0.04224 182 640: 18%|█▊ | 10/56 [00:37<01:35, 2.07s/it] 146/299 6.87G 0.02338 0.01845 0.0003827 0.04222 135 640: 18%|█▊ | 10/56 [00:37<01:35, 2.07s/it] 146/299 6.87G 0.02338 0.01845 0.0003827 0.04222 135 640: 20%|█▉ | 11/56 [00:37<01:07, 1.50s/it] 146/299 6.87G 0.0232 0.01849 0.0003661 0.04206 133 640: 20%|█▉ | 11/56 [00:38<01:07, 1.50s/it] 146/299 6.87G 0.0232 0.01849 0.0003661 0.04206 133 640: 21%|██▏ | 12/56 [00:38<00:48, 1.11s/it] 146/299 6.87G 0.02306 0.0184 0.0003557 0.04181 129 640: 21%|██▏ | 12/56 [01:10<00:48, 1.11s/it] 146/299 6.87G 0.02306 0.0184 0.0003557 0.04181 129 640: 23%|██▎ | 13/56 [01:10<07:35, 10.60s/it] 146/299 6.87G 0.02305 0.01838 0.0003598 0.0418 137 640: 23%|██▎ | 13/56 [01:10<07:35, 10.60s/it] 146/299 6.87G 0.02305 0.01838 0.0003598 0.0418 137 640: 25%|██▌ | 14/56 [01:10<05:13, 7.47s/it] 146/299 6.87G 0.0231 0.01803 0.0003659 0.0415 104 640: 25%|██▌ | 14/56 [01:11<05:13, 7.47s/it] 146/299 6.87G 0.0231 0.01803 0.0003659 0.0415 104 640: 27%|██▋ | 15/56 [01:11<03:36, 5.28s/it] 146/299 6.87G 0.02304 0.01843 0.0003595 0.04182 184
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.549 0.498 0.423 0.211
0%| | 0/56 [00:00<?, ?it/s] 147/299 6.87G 0.02207 0.01939 0.0001928 0.04165 141 640: 0%| | 0/56 [00:00<?, ?it/s] 147/299 6.87G 0.02207 0.01939 0.0001928 0.04165 141 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 147/299 6.87G 0.0229 0.01818 0.0002018 0.04128 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 147/299 6.87G 0.0229 0.01818 0.0002018 0.04128 159 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 147/299 6.87G 0.02258 0.01947 0.0002105 0.04226 182 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 147/299 6.87G 0.02258 0.01947 0.0002105 0.04226 182 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 147/299 6.87G 0.02242 0.01964 0.00035 0.04241 190 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 147/299 6.87G 0.02242 0.01964 0.00035 0.04241 190 640: 7%|▋ | 4/56 [00:00<00:12, 4.24it/s] 147/299 6.87G 0.02243 0.01922 0.000358 0.04201 148 640: 7%|▋ | 4/56 [00:35<00:12, 4.24it/s] 147/299 6.87G 0.02243 0.01922 0.000358 0.04201 148 640: 9%|▉ | 5/56 [00:35<10:48, 12.72s/it] 147/299 6.87G 0.02267 0.01855 0.0003399 0.04156 124 640: 9%|▉ | 5/56 [00:36<10:48, 12.72s/it] 147/299 6.87G 0.02267 0.01855 0.0003399 0.04156 124 640: 11%|█ | 6/56 [00:36<07:03, 8.47s/it] 147/299 6.87G 0.02253 0.01845 0.0003294 0.0413 148 640: 11%|█ | 6/56 [00:36<07:03, 8.47s/it] 147/299 6.87G 0.02253 0.01845 0.0003294 0.0413 148 640: 12%|█▎ | 7/56 [00:36<04:42, 5.77s/it] 147/299 6.87G 0.02257 0.01816 0.0003177 0.04105 121 640: 12%|█▎ | 7/56 [00:36<04:42, 5.77s/it] 147/299 6.87G 0.02257 0.01816 0.0003177 0.04105 121 640: 14%|█▍ | 8/56 [00:36<03:12, 4.01s/it] 147/299 6.87G 0.02263 0.0184 0.0003078 0.04134 182 640: 14%|█▍ | 8/56 [00:36<03:12, 4.01s/it] 147/299 6.87G 0.02263 0.0184 0.0003078 0.04134 182 640: 16%|█▌ | 9/56 [00:36<02:13, 2.83s/it] 147/299 6.87G 0.02239 0.01841 0.0003011 0.0411 185 640: 16%|█▌ | 9/56 [00:36<02:13, 2.83s/it] 147/299 6.87G 0.02239 0.01841 0.0003011 0.0411 185 640: 18%|█▊ | 10/56 [00:36<01:33, 2.03s/it] 147/299 6.87G 0.02243 0.01878 0.0002924 0.0415 204 640: 18%|█▊ | 10/56 [00:37<01:33, 2.03s/it] 147/299 6.87G 0.02243 0.01878 0.0002924 0.0415 204 640: 20%|█▉ | 11/56 [00:37<01:06, 1.48s/it] 147/299 6.87G 0.02269 0.01916 0.0002852 0.04214 157 640: 20%|█▉ | 11/56 [00:37<01:06, 1.48s/it] 147/299 6.87G 0.02269 0.01916 0.0002852 0.04214 157 640: 21%|██▏ | 12/56 [00:37<00:48, 1.10s/it] 147/299 6.87G 0.02261 0.01896 0.0002769 0.04185 129 640: 21%|██▏ | 12/56 [01:10<00:48, 1.10s/it] 147/299 6.87G 0.02261 0.01896 0.0002769 0.04185 129 640: 23%|██▎ | 13/56 [01:10<07:49, 10.91s/it] 147/299 6.87G 0.02265 0.0188 0.0002902 0.04175 137 640: 23%|██▎ | 13/56 [01:11<07:49, 10.91s/it] 147/299 6.87G 0.02265 0.0188 0.0002902 0.04175 137 640: 25%|██▌ | 14/56 [01:11<05:22, 7.68s/it] 147/299 6.87G 0.02238 0.01865 0.0002829 0.04132 131 640: 25%|██▌ | 14/56 [01:11<05:22, 7.68s/it] 147/299 6.87G 0.02238 0.01865 0.0002829 0.04132 131 640: 27%|██▋ | 15/56 [01:11<03:42, 5.44s/it] 147/299 6.87G 0.02226 0.01864 0.0002762 0.04117 126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.11it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.536 0.496 0.416 0.216
0%| | 0/56 [00:00<?, ?it/s] 148/299 6.87G 0.02869 0.02478 0.0001776 0.05364 216 640: 0%| | 0/56 [00:00<?, ?it/s] 148/299 6.87G 0.02869 0.02478 0.0001776 0.05364 216 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 148/299 6.87G 0.02579 0.02435 0.0001838 0.05032 235 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 148/299 6.87G 0.02579 0.02435 0.0001838 0.05032 235 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 148/299 6.87G 0.02493 0.02482 0.0001909 0.04994 185 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 148/299 6.87G 0.02493 0.02482 0.0001909 0.04994 185 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 148/299 6.87G 0.02486 0.02337 0.0001942 0.04842 175 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 148/299 6.87G 0.02486 0.02337 0.0001942 0.04842 175 640: 7%|▋ | 4/56 [00:00<00:12, 4.24it/s] 148/299 6.87G 0.02469 0.02259 0.0001936 0.04747 168 640: 7%|▋ | 4/56 [00:37<00:12, 4.24it/s] 148/299 6.87G 0.02469 0.02259 0.0001936 0.04747 168 640: 9%|▉ | 5/56 [00:37<11:18, 13.31s/it] 148/299 6.87G 0.02456 0.02183 0.0001987 0.04659 135 640: 9%|▉ | 5/56 [00:37<11:18, 13.31s/it] 148/299 6.87G 0.02456 0.02183 0.0001987 0.04659 135 640: 11%|█ | 6/56 [00:37<07:23, 8.86s/it] 148/299 6.87G 0.02444 0.02118 0.0002634 0.04589 146 640: 11%|█ | 6/56 [00:38<07:23, 8.86s/it] 148/299 6.87G 0.02444 0.02118 0.0002634 0.04589 146 640: 12%|█▎ | 7/56 [00:38<05:11, 6.36s/it] 148/299 6.87G 0.02411 0.02178 0.0002696 0.04616 202 640: 12%|█▎ | 7/56 [00:39<05:11, 6.36s/it] 148/299 6.87G 0.02411 0.02178 0.0002696 0.04616 202 640: 14%|█▍ | 8/56 [00:39<03:31, 4.41s/it] 148/299 6.87G 0.02419 0.02128 0.0002635 0.04573 133 640: 14%|█▍ | 8/56 [00:39<03:31, 4.41s/it] 148/299 6.87G 0.02419 0.02128 0.0002635 0.04573 133 640: 16%|█▌ | 9/56 [00:39<02:26, 3.12s/it] 148/299 6.87G 0.02413 0.02128 0.000255 0.04567 194 640: 16%|█▌ | 9/56 [00:39<02:26, 3.12s/it] 148/299 6.87G 0.02413 0.02128 0.000255 0.04567 194 640: 18%|█▊ | 10/56 [00:39<01:42, 2.22s/it] 148/299 6.87G 0.02384 0.0212 0.0002486 0.04529 158 640: 18%|█▊ | 10/56 [00:39<01:42, 2.22s/it] 148/299 6.87G 0.02384 0.0212 0.0002486 0.04529 158 640: 20%|█▉ | 11/56 [00:39<01:12, 1.61s/it] 148/299 6.87G 0.02372 0.02099 0.0002432 0.04496 155 640: 20%|█▉ | 11/56 [00:40<01:12, 1.61s/it] 148/299 6.87G 0.02372 0.02099 0.0002432 0.04496 155 640: 21%|██▏ | 12/56 [00:40<00:52, 1.19s/it] 148/299 6.87G 0.02357 0.02106 0.0002399 0.04486 156 640: 21%|██▏ | 12/56 [01:12<00:52, 1.19s/it] 148/299 6.87G 0.02357 0.02106 0.0002399 0.04486 156 640: 23%|██▎ | 13/56 [01:12<07:32, 10.52s/it] 148/299 6.87G 0.02333 0.02089 0.0002365 0.04446 145 640: 23%|██▎ | 13/56 [01:12<07:32, 10.52s/it] 148/299 6.87G 0.02333 0.02089 0.0002365 0.04446 145 640: 25%|██▌ | 14/56 [01:12<05:11, 7.41s/it] 148/299 6.87G 0.02319 0.02057 0.0002326 0.04399 121 640: 25%|██▌ | 14/56 [01:13<05:11, 7.41s/it] 148/299 6.87G 0.02319 0.02057 0.0002326 0.04399 121 640: 27%|██▋ | 15/56 [01:13<03:50, 5.63s/it] 148/299 6.87G 0.02315 0.02048 0.0002416 0.04387 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.542 0.48 0.417 0.215
0%| | 0/56 [00:00<?, ?it/s] 149/299 6.87G 0.02417 0.02321 0.0002539 0.04764 171 640: 0%| | 0/56 [00:00<?, ?it/s] 149/299 6.87G 0.02417 0.02321 0.0002539 0.04764 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 149/299 6.87G 0.02256 0.02053 0.000224 0.04332 112 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 149/299 6.87G 0.02256 0.02053 0.000224 0.04332 112 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 149/299 6.87G 0.0225 0.02021 0.0002259 0.04294 181 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 149/299 6.87G 0.0225 0.02021 0.0002259 0.04294 181 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 149/299 6.87G 0.02203 0.01901 0.0003203 0.04136 137 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 149/299 6.87G 0.02203 0.01901 0.0003203 0.04136 137 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 149/299 6.87G 0.022 0.01978 0.0003281 0.04211 201 640: 7%|▋ | 4/56 [00:32<00:12, 4.26it/s] 149/299 6.87G 0.022 0.01978 0.0003281 0.04211 201 640: 9%|▉ | 5/56 [00:32<09:45, 11.48s/it] 149/299 6.87G 0.02227 0.01902 0.0003236 0.04161 165 640: 9%|▉ | 5/56 [00:32<09:45, 11.48s/it] 149/299 6.87G 0.02227 0.01902 0.0003236 0.04161 165 640: 11%|█ | 6/56 [00:32<06:22, 7.66s/it] 149/299 6.87G 0.02209 0.01837 0.000319 0.04078 134 640: 11%|█ | 6/56 [00:45<06:22, 7.66s/it] 149/299 6.87G 0.02209 0.01837 0.000319 0.04078 134 640: 12%|█▎ | 7/56 [00:45<07:37, 9.35s/it] 149/299 6.87G 0.02179 0.01839 0.0003265 0.04051 152 640: 12%|█▎ | 7/56 [00:45<07:37, 9.35s/it] 149/299 6.87G 0.02179 0.01839 0.0003265 0.04051 152 640: 14%|█▍ | 8/56 [00:45<05:09, 6.44s/it] 149/299 6.87G 0.02178 0.01855 0.0003276 0.04065 194 640: 14%|█▍ | 8/56 [00:45<05:09, 6.44s/it] 149/299 6.87G 0.02178 0.01855 0.0003276 0.04065 194 640: 16%|█▌ | 9/56 [00:45<03:31, 4.51s/it] 149/299 6.87G 0.02183 0.01921 0.000321 0.04136 218 640: 16%|█▌ | 9/56 [00:46<03:31, 4.51s/it] 149/299 6.87G 0.02183 0.01921 0.000321 0.04136 218 640: 18%|█▊ | 10/56 [00:46<02:26, 3.19s/it] 149/299 6.87G 0.02189 0.01902 0.0003231 0.04124 155 640: 18%|█▊ | 10/56 [00:46<02:26, 3.19s/it] 149/299 6.87G 0.02189 0.01902 0.0003231 0.04124 155 640: 20%|█▉ | 11/56 [00:46<01:42, 2.28s/it] 149/299 6.87G 0.0219 0.01925 0.0003256 0.04148 148 640: 20%|█▉ | 11/56 [00:46<01:42, 2.28s/it] 149/299 6.87G 0.0219 0.01925 0.0003256 0.04148 148 640: 21%|██▏ | 12/56 [00:46<01:12, 1.66s/it] 149/299 6.87G 0.0219 0.01901 0.0003824 0.04129 114 640: 21%|██▏ | 12/56 [01:07<01:12, 1.66s/it] 149/299 6.87G 0.0219 0.01901 0.0003824 0.04129 114 640: 23%|██▎ | 13/56 [01:07<05:18, 7.41s/it] 149/299 6.87G 0.02185 0.01903 0.0003682 0.04124 142 640: 23%|██▎ | 13/56 [01:07<05:18, 7.41s/it] 149/299 6.87G 0.02185 0.01903 0.0003682 0.04124 142 640: 25%|██▌ | 14/56 [01:07<03:40, 5.24s/it] 149/299 6.87G 0.02173 0.01909 0.0003613 0.04118 157 640: 25%|██▌ | 14/56 [01:20<03:40, 5.24s/it] 149/299 6.87G 0.02173 0.01909 0.0003613 0.04118 157 640: 27%|██▋ | 15/56 [01:20<05:12, 7.63s/it] 149/299 6.87G 0.02163 0.01896 0.0003509 0.04094 144
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.563 0.47 0.429 0.221
0%| | 0/56 [00:00<?, ?it/s] 150/299 6.87G 0.0222 0.02099 0.0002078 0.0434 148 640: 0%| | 0/56 [00:00<?, ?it/s] 150/299 6.87G 0.0222 0.02099 0.0002078 0.0434 148 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 150/299 6.87G 0.02163 0.01822 0.0002489 0.04011 131 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 150/299 6.87G 0.02163 0.01822 0.0002489 0.04011 131 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 150/299 6.87G 0.02178 0.01857 0.0002643 0.04061 172 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 150/299 6.87G 0.02178 0.01857 0.0002643 0.04061 172 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 150/299 6.87G 0.0222 0.01962 0.0003009 0.04212 183 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 150/299 6.87G 0.0222 0.01962 0.0003009 0.04212 183 640: 7%|▋ | 4/56 [00:00<00:12, 4.24it/s] 150/299 6.87G 0.02261 0.01969 0.0002825 0.04258 171 640: 7%|▋ | 4/56 [00:18<00:12, 4.24it/s] 150/299 6.87G 0.02261 0.01969 0.0002825 0.04258 171 640: 9%|▉ | 5/56 [00:18<05:26, 6.40s/it] 150/299 6.87G 0.02265 0.01887 0.0002742 0.0418 125 640: 9%|▉ | 5/56 [00:18<05:26, 6.40s/it] 150/299 6.87G 0.02265 0.01887 0.0002742 0.0418 125 640: 11%|█ | 6/56 [00:18<03:35, 4.30s/it] 150/299 6.87G 0.02287 0.01852 0.0002585 0.04166 133 640: 11%|█ | 6/56 [00:33<03:35, 4.30s/it] 150/299 6.87G 0.02287 0.01852 0.0002585 0.04166 133 640: 12%|█▎ | 7/56 [00:33<06:19, 7.74s/it] 150/299 6.87G 0.02295 0.01873 0.0002709 0.04195 185 640: 12%|█▎ | 7/56 [00:33<06:19, 7.74s/it] 150/299 6.87G 0.02295 0.01873 0.0002709 0.04195 185 640: 14%|█▍ | 8/56 [00:33<04:16, 5.35s/it] 150/299 6.87G 0.02299 0.01911 0.0002589 0.04236 173 640: 14%|█▍ | 8/56 [00:33<04:16, 5.35s/it] 150/299 6.87G 0.02299 0.01911 0.0002589 0.04236 173 640: 16%|█▌ | 9/56 [00:33<02:56, 3.76s/it] 150/299 6.87G 0.02277 0.01896 0.0002812 0.04202 173 640: 16%|█▌ | 9/56 [00:34<02:56, 3.76s/it] 150/299 6.87G 0.02277 0.01896 0.0002812 0.04202 173 640: 18%|█▊ | 10/56 [00:34<02:02, 2.67s/it] 150/299 6.87G 0.02269 0.01912 0.0002736 0.04209 167 640: 18%|█▊ | 10/56 [00:34<02:02, 2.67s/it] 150/299 6.87G 0.02269 0.01912 0.0002736 0.04209 167 640: 20%|█▉ | 11/56 [00:34<01:26, 1.92s/it] 150/299 6.87G 0.02271 0.01917 0.0002698 0.04215 170 640: 20%|█▉ | 11/56 [00:34<01:26, 1.92s/it] 150/299 6.87G 0.02271 0.01917 0.0002698 0.04215 170 640: 21%|██▏ | 12/56 [00:34<01:01, 1.40s/it] 150/299 6.87G 0.02243 0.01901 0.0002627 0.0417 144 640: 21%|██▏ | 12/56 [00:52<01:01, 1.40s/it] 150/299 6.87G 0.02243 0.01901 0.0002627 0.0417 144 640: 23%|██▎ | 13/56 [00:52<04:42, 6.58s/it] 150/299 6.87G 0.02236 0.01916 0.0002597 0.04178 184 640: 23%|██▎ | 13/56 [00:53<04:42, 6.58s/it] 150/299 6.87G 0.02236 0.01916 0.0002597 0.04178 184 640: 25%|██▌ | 14/56 [00:53<03:15, 4.66s/it] 150/299 6.87G 0.02243 0.01914 0.0002796 0.04185 136 640: 25%|██▌ | 14/56 [01:07<03:15, 4.66s/it] 150/299 6.87G 0.02243 0.01914 0.0002796 0.04185 136 640: 27%|██▋ | 15/56 [01:07<05:10, 7.58s/it] 150/299 6.87G 0.02237 0.01907 0.0002741 0.04171 155
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.559 0.438 0.4 0.204
0%| | 0/56 [00:00<?, ?it/s] 151/299 6.87G 0.02018 0.02011 0.0001623 0.04046 141 640: 0%| | 0/56 [00:00<?, ?it/s] 151/299 6.87G 0.02018 0.02011 0.0001623 0.04046 141 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 151/299 6.87G 0.02116 0.0185 0.0001844 0.03984 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 151/299 6.87G 0.02116 0.0185 0.0001844 0.03984 149 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 151/299 6.87G 0.02153 0.01898 0.0001876 0.0407 184 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 151/299 6.87G 0.02153 0.01898 0.0001876 0.0407 184 640: 5%|▌ | 3/56 [00:00<00:12, 4.14it/s] 151/299 6.87G 0.02188 0.01849 0.0002044 0.04057 162 640: 5%|▌ | 3/56 [00:00<00:12, 4.14it/s] 151/299 6.87G 0.02188 0.01849 0.0002044 0.04057 162 640: 7%|▋ | 4/56 [00:00<00:12, 4.23it/s] 151/299 6.87G 0.02226 0.0177 0.0002487 0.04021 122 640: 7%|▋ | 4/56 [00:04<00:12, 4.23it/s] 151/299 6.87G 0.02226 0.0177 0.0002487 0.04021 122 640: 9%|▉ | 5/56 [00:04<01:12, 1.41s/it] 151/299 6.87G 0.02217 0.01776 0.0002491 0.04018 156 640: 9%|▉ | 5/56 [00:04<01:12, 1.41s/it] 151/299 6.87G 0.02217 0.01776 0.0002491 0.04018 156 640: 11%|█ | 6/56 [00:04<00:50, 1.01s/it] 151/299 6.87G 0.02194 0.0175 0.0002436 0.03969 147 640: 11%|█ | 6/56 [00:41<00:50, 1.01s/it] 151/299 6.87G 0.02194 0.0175 0.0002436 0.03969 147 640: 12%|█▎ | 7/56 [00:41<10:26, 12.78s/it] 151/299 6.87G 0.02192 0.01774 0.0002406 0.0399 187 640: 12%|█▎ | 7/56 [00:41<10:26, 12.78s/it] 151/299 6.87G 0.02192 0.01774 0.0002406 0.0399 187 640: 14%|█▍ | 8/56 [00:41<07:01, 8.78s/it] 151/299 6.87G 0.02216 0.01812 0.0002385 0.04052 183 640: 14%|█▍ | 8/56 [00:42<07:01, 8.78s/it] 151/299 6.87G 0.02216 0.01812 0.0002385 0.04052 183 640: 16%|█▌ | 9/56 [00:42<04:47, 6.12s/it] 151/299 6.87G 0.02217 0.01838 0.0002352 0.04078 181 640: 16%|█▌ | 9/56 [00:42<04:47, 6.12s/it] 151/299 6.87G 0.02217 0.01838 0.0002352 0.04078 181 640: 18%|█▊ | 10/56 [00:42<03:17, 4.30s/it] 151/299 6.87G 0.02212 0.01876 0.0002312 0.04111 204 640: 18%|█▊ | 10/56 [00:42<03:17, 4.30s/it] 151/299 6.87G 0.02212 0.01876 0.0002312 0.04111 204 640: 20%|█▉ | 11/56 [00:42<02:17, 3.05s/it] 151/299 6.87G 0.02202 0.0192 0.0002275 0.04145 197 640: 20%|█▉ | 11/56 [00:42<02:17, 3.05s/it] 151/299 6.87G 0.02202 0.0192 0.0002275 0.04145 197 640: 21%|██▏ | 12/56 [00:42<01:36, 2.19s/it] 151/299 6.87G 0.02188 0.01895 0.0002272 0.04107 152 640: 21%|██▏ | 12/56 [00:47<01:36, 2.19s/it] 151/299 6.87G 0.02188 0.01895 0.0002272 0.04107 152 640: 23%|██▎ | 13/56 [00:47<02:06, 2.95s/it] 151/299 6.87G 0.02189 0.01872 0.0002322 0.04084 95 640: 23%|██▎ | 13/56 [00:47<02:06, 2.95s/it] 151/299 6.87G 0.02189 0.01872 0.0002322 0.04084 95 640: 25%|██▌ | 14/56 [00:47<01:29, 2.13s/it] 151/299 6.87G 0.02165 0.01835 0.0002385 0.04024 102 640: 25%|██▌ | 14/56 [01:15<01:29, 2.13s/it] 151/299 6.87G 0.02165 0.01835 0.0002385 0.04024 102 640: 27%|██▋ | 15/56 [01:15<06:48, 9.97s/it] 151/299 6.87G 0.0217 0.01823 0.0002353 0.04016 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.571 0.417 0.393 0.197
0%| | 0/56 [00:00<?, ?it/s] 152/299 6.87G 0.02402 0.01794 0.0001664 0.04213 140 640: 0%| | 0/56 [00:00<?, ?it/s] 152/299 6.87G 0.02402 0.01794 0.0001664 0.04213 140 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 152/299 6.87G 0.0233 0.01783 0.0002059 0.04133 142 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 152/299 6.87G 0.0233 0.01783 0.0002059 0.04133 142 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 152/299 6.87G 0.02304 0.017 0.0002669 0.04031 129 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 152/299 6.87G 0.02304 0.017 0.0002669 0.04031 129 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 152/299 6.87G 0.02302 0.01883 0.0002497 0.04209 218 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 152/299 6.87G 0.02302 0.01883 0.0002497 0.04209 218 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 152/299 6.87G 0.02312 0.01908 0.0002477 0.04245 168 640: 7%|▋ | 4/56 [00:09<00:12, 4.26it/s] 152/299 6.87G 0.02312 0.01908 0.0002477 0.04245 168 640: 9%|▉ | 5/56 [00:09<02:37, 3.09s/it] 152/299 6.87G 0.02283 0.01883 0.0002392 0.04189 143 640: 9%|▉ | 5/56 [00:09<02:37, 3.09s/it] 152/299 6.87G 0.02283 0.01883 0.0002392 0.04189 143 640: 11%|█ | 6/56 [00:09<01:45, 2.11s/it] 152/299 6.87G 0.0227 0.01889 0.0002434 0.04184 197 640: 11%|█ | 6/56 [00:33<01:45, 2.11s/it] 152/299 6.87G 0.0227 0.01889 0.0002434 0.04184 197 640: 12%|█▎ | 7/56 [00:33<07:42, 9.44s/it] 152/299 6.87G 0.02239 0.01845 0.0002358 0.04108 123 640: 12%|█▎ | 7/56 [00:34<07:42, 9.44s/it] 152/299 6.87G 0.02239 0.01845 0.0002358 0.04108 123 640: 14%|█▍ | 8/56 [00:34<05:12, 6.51s/it] 152/299 6.87G 0.02216 0.01843 0.000232 0.04082 193 640: 14%|█▍ | 8/56 [00:34<05:12, 6.51s/it] 152/299 6.87G 0.02216 0.01843 0.000232 0.04082 193 640: 16%|█▌ | 9/56 [00:34<03:34, 4.56s/it] 152/299 6.87G 0.02223 0.01858 0.000234 0.04104 173 640: 16%|█▌ | 9/56 [00:34<03:34, 4.56s/it] 152/299 6.87G 0.02223 0.01858 0.000234 0.04104 173 640: 18%|█▊ | 10/56 [00:34<02:28, 3.22s/it] 152/299 6.87G 0.02214 0.01887 0.0002327 0.04124 168 640: 18%|█▊ | 10/56 [00:44<02:28, 3.22s/it] 152/299 6.87G 0.02214 0.01887 0.0002327 0.04124 168 640: 20%|█▉ | 11/56 [00:44<04:03, 5.41s/it] 152/299 6.87G 0.02203 0.0187 0.000232 0.04096 122 640: 20%|█▉ | 11/56 [00:45<04:03, 5.41s/it] 152/299 6.87G 0.02203 0.0187 0.000232 0.04096 122 640: 21%|██▏ | 12/56 [00:45<02:48, 3.84s/it] 152/299 6.87G 0.02204 0.01866 0.0002433 0.04093 161 640: 21%|██▏ | 12/56 [00:52<02:48, 3.84s/it] 152/299 6.87G 0.02204 0.01866 0.0002433 0.04093 161 640: 23%|██▎ | 13/56 [00:52<03:24, 4.75s/it] 152/299 6.87G 0.02202 0.0184 0.0002412 0.04066 108 640: 23%|██▎ | 13/56 [00:52<03:24, 4.75s/it] 152/299 6.87G 0.02202 0.0184 0.0002412 0.04066 108 640: 25%|██▌ | 14/56 [00:52<02:22, 3.38s/it] 152/299 6.87G 0.02211 0.01828 0.0002501 0.04064 118 640: 25%|██▌ | 14/56 [01:08<02:22, 3.38s/it] 152/299 6.87G 0.02211 0.01828 0.0002501 0.04064 118 640: 27%|██▋ | 15/56 [01:08<04:52, 7.13s/it] 152/299 6.87G 0.02195 0.0182 0.000244 0.0404 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.572 0.428 0.389 0.197
0%| | 0/56 [00:00<?, ?it/s] 153/299 6.87G 0.02256 0.02055 0.0001852 0.04329 171 640: 0%| | 0/56 [00:00<?, ?it/s] 153/299 6.87G 0.02256 0.02055 0.0001852 0.04329 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 153/299 6.87G 0.02274 0.02079 0.0003115 0.04384 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 153/299 6.87G 0.02274 0.02079 0.0003115 0.04384 172 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 153/299 6.87G 0.02234 0.01994 0.0003075 0.04259 166 640: 4%|▎ | 2/56 [00:14<00:13, 4.03it/s] 153/299 6.87G 0.02234 0.01994 0.0003075 0.04259 166 640: 5%|▌ | 3/56 [00:14<05:53, 6.67s/it] 153/299 6.87G 0.02274 0.01855 0.0002811 0.04157 122 640: 5%|▌ | 3/56 [00:15<05:53, 6.67s/it] 153/299 6.87G 0.02274 0.01855 0.0002811 0.04157 122 640: 7%|▋ | 4/56 [00:15<03:34, 4.13s/it] 153/299 6.87G 0.02246 0.01775 0.0002688 0.04048 158 640: 7%|▋ | 4/56 [00:25<03:34, 4.13s/it] 153/299 6.87G 0.02246 0.01775 0.0002688 0.04048 158 640: 9%|▉ | 5/56 [00:25<05:25, 6.38s/it] 153/299 6.87G 0.02211 0.01789 0.0002716 0.04027 163 640: 9%|▉ | 5/56 [00:25<05:25, 6.38s/it] 153/299 6.87G 0.02211 0.01789 0.0002716 0.04027 163 640: 11%|█ | 6/56 [00:25<03:34, 4.29s/it] 153/299 6.87G 0.02199 0.01872 0.00026 0.04098 207 640: 11%|█ | 6/56 [00:37<03:34, 4.29s/it] 153/299 6.87G 0.02199 0.01872 0.00026 0.04098 207 640: 12%|█▎ | 7/56 [00:37<05:25, 6.64s/it] 153/299 6.87G 0.02194 0.01863 0.0003353 0.0409 151 640: 12%|█▎ | 7/56 [00:37<05:25, 6.64s/it] 153/299 6.87G 0.02194 0.01863 0.0003353 0.0409 151 640: 14%|█▍ | 8/56 [00:37<03:40, 4.60s/it] 153/299 6.87G 0.022 0.01852 0.0003335 0.04085 187 640: 14%|█▍ | 8/56 [00:37<03:40, 4.60s/it] 153/299 6.87G 0.022 0.01852 0.0003335 0.04085 187 640: 16%|█▌ | 9/56 [00:37<02:32, 3.24s/it] 153/299 6.87G 0.0218 0.0186 0.0003217 0.04073 209 640: 16%|█▌ | 9/56 [00:37<02:32, 3.24s/it] 153/299 6.87G 0.0218 0.0186 0.0003217 0.04073 209 640: 18%|█▊ | 10/56 [00:37<01:46, 2.31s/it] 153/299 6.87G 0.02169 0.01853 0.0003108 0.04053 140 640: 18%|█▊ | 10/56 [00:53<01:46, 2.31s/it] 153/299 6.87G 0.02169 0.01853 0.0003108 0.04053 140 640: 20%|█▉ | 11/56 [00:53<04:48, 6.41s/it] 153/299 6.87G 0.02166 0.01868 0.0003012 0.04064 164 640: 20%|█▉ | 11/56 [00:53<04:48, 6.41s/it] 153/299 6.87G 0.02166 0.01868 0.0003012 0.04064 164 640: 21%|██▏ | 12/56 [00:53<03:19, 4.53s/it] 153/299 6.87G 0.0216 0.01846 0.0002918 0.04035 145 640: 21%|██▏ | 12/56 [01:01<03:19, 4.53s/it] 153/299 6.87G 0.0216 0.01846 0.0002918 0.04035 145 640: 23%|██▎ | 13/56 [01:01<03:57, 5.53s/it] 153/299 6.87G 0.02145 0.01851 0.0002851 0.04025 143 640: 23%|██▎ | 13/56 [01:01<03:57, 5.53s/it] 153/299 6.87G 0.02145 0.01851 0.0002851 0.04025 143 640: 25%|██▌ | 14/56 [01:01<02:45, 3.93s/it] 153/299 6.87G 0.02153 0.01888 0.0002788 0.04069 161 640: 25%|██▌ | 14/56 [01:11<02:45, 3.93s/it] 153/299 6.87G 0.02153 0.01888 0.0002788 0.04069 161 640: 27%|██▋ | 15/56 [01:11<03:45, 5.51s/it] 153/299 6.87G 0.02153 0.01894 0.0002731 0.04075 167
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.599 0.432 0.41 0.206
0%| | 0/56 [00:00<?, ?it/s] 154/299 6.87G 0.02201 0.02101 0.0001953 0.04321 175 640: 0%| | 0/56 [00:00<?, ?it/s] 154/299 6.87G 0.02201 0.02101 0.0001953 0.04321 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.53it/s] 154/299 6.87G 0.02292 0.02064 0.0005123 0.04407 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.53it/s] 154/299 6.87G 0.02292 0.02064 0.0005123 0.04407 147 640: 4%|▎ | 2/56 [00:00<00:13, 3.98it/s] 154/299 6.87G 0.02293 0.02095 0.0004313 0.04431 216 640: 4%|▎ | 2/56 [00:16<00:13, 3.98it/s] 154/299 6.87G 0.02293 0.02095 0.0004313 0.04431 216 640: 5%|▌ | 3/56 [00:16<06:28, 7.34s/it] 154/299 6.87G 0.02265 0.01922 0.0003793 0.04225 117 640: 5%|▌ | 3/56 [00:16<06:28, 7.34s/it] 154/299 6.87G 0.02265 0.01922 0.0003793 0.04225 117 640: 7%|▋ | 4/56 [00:16<03:55, 4.53s/it] 154/299 6.87G 0.02263 0.01881 0.0004061 0.04184 162 640: 7%|▋ | 4/56 [00:22<03:55, 4.53s/it] 154/299 6.87G 0.02263 0.01881 0.0004061 0.04184 162 640: 9%|▉ | 5/56 [00:22<04:12, 4.95s/it] 154/299 6.87G 0.02256 0.01833 0.0003782 0.04127 125 640: 9%|▉ | 5/56 [00:22<04:12, 4.95s/it] 154/299 6.87G 0.02256 0.01833 0.0003782 0.04127 125 640: 11%|█ | 6/56 [00:22<02:47, 3.34s/it] 154/299 6.87G 0.02252 0.01822 0.0003956 0.04114 174 640: 11%|█ | 6/56 [00:41<02:47, 3.34s/it] 154/299 6.87G 0.02252 0.01822 0.0003956 0.04114 174 640: 12%|█▎ | 7/56 [00:41<06:58, 8.54s/it] 154/299 6.87G 0.02235 0.01841 0.0003928 0.04116 161 640: 12%|█▎ | 7/56 [00:41<06:58, 8.54s/it] 154/299 6.87G 0.02235 0.01841 0.0003928 0.04116 161 640: 14%|█▍ | 8/56 [00:41<04:42, 5.90s/it] 154/299 6.87G 0.0222 0.01829 0.0003692 0.04086 183 640: 14%|█▍ | 8/56 [00:42<04:42, 5.90s/it] 154/299 6.87G 0.0222 0.01829 0.0003692 0.04086 183 640: 16%|█▌ | 9/56 [00:42<03:14, 4.13s/it] 154/299 6.87G 0.02196 0.0188 0.0003632 0.04112 253 640: 16%|█▌ | 9/56 [00:42<03:14, 4.13s/it] 154/299 6.87G 0.02196 0.0188 0.0003632 0.04112 253 640: 18%|█▊ | 10/56 [00:42<02:14, 2.93s/it] 154/299 6.87G 0.02196 0.019 0.0003501 0.0413 199 640: 18%|█▊ | 10/56 [00:54<02:14, 2.93s/it] 154/299 6.87G 0.02196 0.019 0.0003501 0.0413 199 640: 20%|█▉ | 11/56 [00:54<04:20, 5.80s/it] 154/299 6.87G 0.0217 0.01881 0.0003349 0.04085 137 640: 20%|█▉ | 11/56 [00:54<04:20, 5.80s/it] 154/299 6.87G 0.0217 0.01881 0.0003349 0.04085 137 640: 21%|██▏ | 12/56 [00:54<03:00, 4.10s/it] 154/299 6.87G 0.02145 0.01873 0.0003222 0.0405 171 640: 21%|██▏ | 12/56 [00:59<03:00, 4.10s/it] 154/299 6.87G 0.02145 0.01873 0.0003222 0.0405 171 640: 23%|██▎ | 13/56 [00:59<02:57, 4.13s/it] 154/299 6.87G 0.02131 0.01856 0.0003122 0.04018 148 640: 23%|██▎ | 13/56 [00:59<02:57, 4.13s/it] 154/299 6.87G 0.02131 0.01856 0.0003122 0.04018 148 640: 25%|██▌ | 14/56 [00:59<02:04, 2.95s/it] 154/299 6.87G 0.02127 0.01832 0.000304 0.03989 106 640: 25%|██▌ | 14/56 [01:15<02:04, 2.95s/it] 154/299 6.87G 0.02127 0.01832 0.000304 0.03989 106 640: 27%|██▋ | 15/56 [01:15<04:45, 6.97s/it] 154/299 6.87G 0.02118 0.01821 0.0003035 0.03969 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.634 0.391 0.404 0.2
0%| | 0/56 [00:00<?, ?it/s] 155/299 6.87G 0.02466 0.02717 0.0004185 0.05225 184 640: 0%| | 0/56 [00:00<?, ?it/s] 155/299 6.87G 0.02466 0.02717 0.0004185 0.05225 184 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 155/299 6.87G 0.02342 0.02207 0.0003113 0.0458 130 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 155/299 6.87G 0.02342 0.02207 0.0003113 0.0458 130 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 155/299 6.87G 0.02407 0.02194 0.0002857 0.0463 195 640: 4%|▎ | 2/56 [00:13<00:13, 4.03it/s] 155/299 6.87G 0.02407 0.02194 0.0002857 0.0463 195 640: 5%|▌ | 3/56 [00:13<05:21, 6.07s/it] 155/299 6.87G 0.02452 0.02198 0.0002728 0.04677 180 640: 5%|▌ | 3/56 [00:13<05:21, 6.07s/it] 155/299 6.87G 0.02452 0.02198 0.0002728 0.04677 180 640: 7%|▋ | 4/56 [00:13<03:15, 3.77s/it] 155/299 6.87G 0.0242 0.02085 0.0003526 0.0454 176 640: 7%|▋ | 4/56 [00:28<03:15, 3.77s/it] 155/299 6.87G 0.0242 0.02085 0.0003526 0.0454 176 640: 9%|▉ | 5/56 [00:28<06:33, 7.73s/it] 155/299 6.87G 0.02401 0.0205 0.0003662 0.04488 182 640: 9%|▉ | 5/56 [00:28<06:33, 7.73s/it] 155/299 6.87G 0.02401 0.0205 0.0003662 0.04488 182 640: 11%|█ | 6/56 [00:28<04:18, 5.18s/it] 155/299 6.87G 0.02356 0.01974 0.0004122 0.04372 135 640: 11%|█ | 6/56 [00:37<04:18, 5.18s/it] 155/299 6.87G 0.02356 0.01974 0.0004122 0.04372 135 640: 12%|█▎ | 7/56 [00:37<05:03, 6.20s/it] 155/299 6.87G 0.02342 0.01965 0.0004001 0.04347 148 640: 12%|█▎ | 7/56 [00:37<05:03, 6.20s/it] 155/299 6.87G 0.02342 0.01965 0.0004001 0.04347 148 640: 14%|█▍ | 8/56 [00:37<03:26, 4.30s/it] 155/299 6.87G 0.02342 0.01988 0.0003786 0.04368 145 640: 14%|█▍ | 8/56 [00:37<03:26, 4.30s/it] 155/299 6.87G 0.02342 0.01988 0.0003786 0.04368 145 640: 16%|█▌ | 9/56 [00:37<02:22, 3.04s/it] 155/299 6.87G 0.02324 0.01993 0.0003918 0.04356 185 640: 16%|█▌ | 9/56 [00:37<02:22, 3.04s/it] 155/299 6.87G 0.02324 0.01993 0.0003918 0.04356 185 640: 18%|█▊ | 10/56 [00:37<01:39, 2.17s/it] 155/299 6.87G 0.02277 0.01937 0.000373 0.04251 123 640: 18%|█▊ | 10/56 [00:50<01:39, 2.17s/it] 155/299 6.87G 0.02277 0.01937 0.000373 0.04251 123 640: 20%|█▉ | 11/56 [00:50<04:09, 5.53s/it] 155/299 6.87G 0.02261 0.01942 0.0003689 0.0424 141 640: 20%|█▉ | 11/56 [00:51<04:09, 5.53s/it] 155/299 6.87G 0.02261 0.01942 0.0003689 0.0424 141 640: 21%|██▏ | 12/56 [00:51<02:52, 3.92s/it] 155/299 6.87G 0.02232 0.01901 0.0003562 0.04169 111 640: 21%|██▏ | 12/56 [01:02<02:52, 3.92s/it] 155/299 6.87G 0.02232 0.01901 0.0003562 0.04169 111 640: 23%|██▎ | 13/56 [01:02<04:28, 6.24s/it] 155/299 6.87G 0.02224 0.01907 0.0003471 0.04166 164 640: 23%|██▎ | 13/56 [01:02<04:28, 6.24s/it] 155/299 6.87G 0.02224 0.01907 0.0003471 0.04166 164 640: 25%|██▌ | 14/56 [01:02<03:05, 4.42s/it] 155/299 6.87G 0.02207 0.01883 0.0003705 0.04127 147 640: 25%|██▌ | 14/56 [01:11<03:05, 4.42s/it] 155/299 6.87G 0.02207 0.01883 0.0003705 0.04127 147 640: 27%|██▋ | 15/56 [01:11<03:52, 5.67s/it] 155/299 6.87G 0.02197 0.01906 0.000418 0.04145 174
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.568 0.478 0.419 0.209
0%| | 0/56 [00:00<?, ?it/s] 156/299 6.87G 0.02402 0.0211 0.0001501 0.04527 172 640: 0%| | 0/56 [00:00<?, ?it/s] 156/299 6.87G 0.02402 0.0211 0.0001501 0.04527 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 156/299 6.87G 0.02358 0.02139 0.0002223 0.04519 228 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 156/299 6.87G 0.02358 0.02139 0.0002223 0.04519 228 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 156/299 6.87G 0.02181 0.01917 0.0002104 0.04118 121 640: 4%|▎ | 2/56 [00:11<00:13, 4.06it/s] 156/299 6.87G 0.02181 0.01917 0.0002104 0.04118 121 640: 5%|▌ | 3/56 [00:11<04:24, 4.99s/it] 156/299 6.87G 0.02239 0.02014 0.0002197 0.04275 214 640: 5%|▌ | 3/56 [00:11<04:24, 4.99s/it] 156/299 6.87G 0.02239 0.02014 0.0002197 0.04275 214 640: 7%|▋ | 4/56 [00:11<02:41, 3.11s/it] 156/299 6.87G 0.02297 0.01979 0.0002549 0.04301 195 640: 7%|▋ | 4/56 [00:23<02:41, 3.11s/it] 156/299 6.87G 0.02297 0.01979 0.0002549 0.04301 195 640: 9%|▉ | 5/56 [00:23<05:22, 6.32s/it] 156/299 6.87G 0.02232 0.01936 0.0002528 0.04193 159 640: 9%|▉ | 5/56 [00:23<05:22, 6.32s/it] 156/299 6.87G 0.02232 0.01936 0.0002528 0.04193 159 640: 11%|█ | 6/56 [00:23<03:32, 4.25s/it] 156/299 6.87G 0.02196 0.01902 0.0002406 0.04122 165 640: 11%|█ | 6/56 [00:33<03:32, 4.25s/it] 156/299 6.87G 0.02196 0.01902 0.0002406 0.04122 165 640: 12%|█▎ | 7/56 [00:33<04:54, 6.00s/it] 156/299 6.87G 0.02175 0.01875 0.0002376 0.04074 131 640: 12%|█▎ | 7/56 [00:33<04:54, 6.00s/it] 156/299 6.87G 0.02175 0.01875 0.0002376 0.04074 131 640: 14%|█▍ | 8/56 [00:33<03:19, 4.16s/it] 156/299 6.87G 0.02174 0.01873 0.0002461 0.04072 177 640: 14%|█▍ | 8/56 [00:33<03:19, 4.16s/it] 156/299 6.87G 0.02174 0.01873 0.0002461 0.04072 177 640: 16%|█▌ | 9/56 [00:33<02:18, 2.95s/it] 156/299 6.87G 0.02177 0.01903 0.0002399 0.04104 219 640: 16%|█▌ | 9/56 [00:33<02:18, 2.95s/it] 156/299 6.87G 0.02177 0.01903 0.0002399 0.04104 219 640: 18%|█▊ | 10/56 [00:33<01:36, 2.11s/it] 156/299 6.87G 0.02147 0.019 0.0002365 0.04071 140 640: 18%|█▊ | 10/56 [00:45<01:36, 2.11s/it] 156/299 6.87G 0.02147 0.019 0.0002365 0.04071 140 640: 20%|█▉ | 11/56 [00:45<03:46, 5.04s/it] 156/299 6.87G 0.02151 0.01952 0.0002586 0.04128 196 640: 20%|█▉ | 11/56 [00:45<03:46, 5.04s/it] 156/299 6.87G 0.02151 0.01952 0.0002586 0.04128 196 640: 21%|██▏ | 12/56 [00:45<02:37, 3.58s/it] 156/299 6.87G 0.0216 0.01962 0.0002523 0.04147 142 640: 21%|██▏ | 12/56 [00:57<02:37, 3.58s/it] 156/299 6.87G 0.0216 0.01962 0.0002523 0.04147 142 640: 23%|██▎ | 13/56 [00:57<04:18, 6.02s/it] 156/299 6.87G 0.02163 0.01978 0.0002734 0.04169 174 640: 23%|██▎ | 13/56 [00:57<04:18, 6.02s/it] 156/299 6.87G 0.02163 0.01978 0.0002734 0.04169 174 640: 25%|██▌ | 14/56 [00:57<02:59, 4.27s/it] 156/299 6.87G 0.02161 0.01964 0.0002652 0.04151 137 640: 25%|██▌ | 14/56 [01:07<02:59, 4.27s/it] 156/299 6.87G 0.02161 0.01964 0.0002652 0.04151 137 640: 27%|██▋ | 15/56 [01:07<03:58, 5.81s/it] 156/299 6.87G 0.0214 0.01951 0.0002678 0.04118 158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.543 0.462 0.411 0.21
0%| | 0/56 [00:00<?, ?it/s] 157/299 6.87G 0.02444 0.02283 0.000181 0.04745 169 640: 0%| | 0/56 [00:00<?, ?it/s] 157/299 6.87G 0.02444 0.02283 0.000181 0.04745 169 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 157/299 6.87G 0.02309 0.01897 0.0003038 0.04236 158 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 157/299 6.87G 0.02309 0.01897 0.0003038 0.04236 158 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 157/299 6.87G 0.0235 0.01976 0.000313 0.04357 217 640: 4%|▎ | 2/56 [00:16<00:13, 4.03it/s] 157/299 6.87G 0.0235 0.01976 0.000313 0.04357 217 640: 5%|▌ | 3/56 [00:16<06:44, 7.64s/it] 157/299 6.87G 0.02368 0.02009 0.0003043 0.04407 170 640: 5%|▌ | 3/56 [00:17<06:44, 7.64s/it] 157/299 6.87G 0.02368 0.02009 0.0003043 0.04407 170 640: 7%|▋ | 4/56 [00:17<04:05, 4.71s/it] 157/299 6.87G 0.02341 0.01918 0.0003053 0.0429 120 640: 7%|▋ | 4/56 [00:34<04:05, 4.71s/it] 157/299 6.87G 0.02341 0.01918 0.0003053 0.0429 120 640: 9%|▉ | 5/56 [00:34<07:51, 9.24s/it] 157/299 6.87G 0.02281 0.01808 0.0003125 0.0412 92 640: 9%|▉ | 5/56 [00:34<07:51, 9.24s/it] 157/299 6.87G 0.02281 0.01808 0.0003125 0.0412 92 640: 11%|█ | 6/56 [00:34<05:08, 6.18s/it] 157/299 6.87G 0.0227 0.01784 0.0003008 0.04085 157 640: 11%|█ | 6/56 [00:34<05:08, 6.18s/it] 157/299 6.87G 0.0227 0.01784 0.0003008 0.04085 157 640: 12%|█▎ | 7/56 [00:34<03:27, 4.23s/it] 157/299 6.87G 0.02259 0.01776 0.0002982 0.04065 146 640: 12%|█▎ | 7/56 [00:35<03:27, 4.23s/it] 157/299 6.87G 0.02259 0.01776 0.0002982 0.04065 146 640: 14%|█▍ | 8/56 [00:35<02:21, 2.96s/it] 157/299 6.87G 0.02245 0.01775 0.0002856 0.04049 159 640: 14%|█▍ | 8/56 [00:35<02:21, 2.96s/it] 157/299 6.87G 0.02245 0.01775 0.0002856 0.04049 159 640: 16%|█▌ | 9/56 [00:35<01:39, 2.12s/it] 157/299 6.87G 0.0225 0.01778 0.0002806 0.04056 160 640: 16%|█▌ | 9/56 [00:35<01:39, 2.12s/it] 157/299 6.87G 0.0225 0.01778 0.0002806 0.04056 160 640: 18%|█▊ | 10/56 [00:35<01:10, 1.53s/it] 157/299 6.87G 0.02234 0.01786 0.0002752 0.04048 146 640: 18%|█▊ | 10/56 [00:56<01:10, 1.53s/it] 157/299 6.87G 0.02234 0.01786 0.0002752 0.04048 146 640: 20%|█▉ | 11/56 [00:56<05:39, 7.54s/it] 157/299 6.87G 0.02222 0.01789 0.0002679 0.04038 148 640: 20%|█▉ | 11/56 [00:57<05:39, 7.54s/it] 157/299 6.87G 0.02222 0.01789 0.0002679 0.04038 148 640: 21%|██▏ | 12/56 [00:57<03:54, 5.32s/it] 157/299 6.87G 0.02212 0.0181 0.0002662 0.0405 164 640: 21%|██▏ | 12/56 [01:08<03:54, 5.32s/it] 157/299 6.87G 0.02212 0.0181 0.0002662 0.0405 164 640: 23%|██▎ | 13/56 [01:08<05:04, 7.09s/it] 157/299 6.87G 0.02231 0.01803 0.0002608 0.0406 107 640: 23%|██▎ | 13/56 [01:08<05:04, 7.09s/it] 157/299 6.87G 0.02231 0.01803 0.0002608 0.0406 107 640: 25%|██▌ | 14/56 [01:08<03:30, 5.02s/it] 157/299 6.87G 0.02228 0.01815 0.0002561 0.04068 144 640: 25%|██▌ | 14/56 [01:08<03:30, 5.02s/it] 157/299 6.87G 0.02228 0.01815 0.0002561 0.04068 144 640: 27%|██▋ | 15/56 [01:08<02:26, 3.57s/it] 157/299 6.87G 0.02212 0.0181 0.0002538 0.04047 151
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.516 0.479 0.423 0.217
0%| | 0/56 [00:00<?, ?it/s] 158/299 6.87G 0.02226 0.02362 0.0001787 0.04605 185 640: 0%| | 0/56 [00:00<?, ?it/s] 158/299 6.87G 0.02226 0.02362 0.0001787 0.04605 185 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 158/299 6.87G 0.02162 0.01922 0.0001802 0.04103 119 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 158/299 6.87G 0.02162 0.01922 0.0001802 0.04103 119 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 158/299 6.87G 0.02221 0.0197 0.0002063 0.04212 184 640: 4%|▎ | 2/56 [00:27<00:13, 4.03it/s] 158/299 6.87G 0.02221 0.0197 0.0002063 0.04212 184 640: 5%|▌ | 3/56 [00:27<11:10, 12.65s/it] 158/299 6.87G 0.0215 0.01863 0.0002155 0.04034 116 640: 5%|▌ | 3/56 [00:28<11:10, 12.65s/it] 158/299 6.87G 0.0215 0.01863 0.0002155 0.04034 116 640: 7%|▋ | 4/56 [00:28<06:42, 7.75s/it] 158/299 6.87G 0.02157 0.01854 0.0003297 0.04044 167 640: 7%|▋ | 4/56 [00:43<06:42, 7.75s/it] 158/299 6.87G 0.02157 0.01854 0.0003297 0.04044 167 640: 9%|▉ | 5/56 [00:43<08:57, 10.54s/it] 158/299 6.87G 0.02136 0.0183 0.0003201 0.03998 169 640: 9%|▉ | 5/56 [00:43<08:57, 10.54s/it] 158/299 6.87G 0.02136 0.0183 0.0003201 0.03998 169 640: 11%|█ | 6/56 [00:43<05:51, 7.03s/it] 158/299 6.87G 0.0211 0.01815 0.0003004 0.03954 177 640: 11%|█ | 6/56 [00:44<05:51, 7.03s/it] 158/299 6.87G 0.0211 0.01815 0.0003004 0.03954 177 640: 12%|█▎ | 7/56 [00:44<03:55, 4.81s/it] 158/299 6.87G 0.02092 0.01836 0.0002921 0.03957 139 640: 12%|█▎ | 7/56 [00:44<03:55, 4.81s/it] 158/299 6.87G 0.02092 0.01836 0.0002921 0.03957 139 640: 14%|█▍ | 8/56 [00:44<02:40, 3.35s/it] 158/299 6.87G 0.02085 0.01804 0.0003535 0.03925 149 640: 14%|█▍ | 8/56 [00:44<02:40, 3.35s/it] 158/299 6.87G 0.02085 0.01804 0.0003535 0.03925 149 640: 16%|█▌ | 9/56 [00:44<01:52, 2.38s/it] 158/299 6.87G 0.02084 0.01799 0.000336 0.03916 173 640: 16%|█▌ | 9/56 [00:44<01:52, 2.38s/it] 158/299 6.87G 0.02084 0.01799 0.000336 0.03916 173 640: 18%|█▊ | 10/56 [00:44<01:18, 1.72s/it] 158/299 6.87G 0.02072 0.01816 0.0003228 0.0392 158 640: 18%|█▊ | 10/56 [01:01<01:18, 1.72s/it] 158/299 6.87G 0.02072 0.01816 0.0003228 0.0392 158 640: 20%|█▉ | 11/56 [01:01<04:46, 6.37s/it] 158/299 6.87G 0.02077 0.01827 0.0003105 0.03935 162 640: 20%|█▉ | 11/56 [01:01<04:46, 6.37s/it] 158/299 6.87G 0.02077 0.01827 0.0003105 0.03935 162 640: 21%|██▏ | 12/56 [01:01<03:18, 4.50s/it] 158/299 6.87G 0.02073 0.01807 0.0003005 0.03909 102 640: 21%|██▏ | 12/56 [01:17<03:18, 4.50s/it] 158/299 6.87G 0.02073 0.01807 0.0003005 0.03909 102 640: 23%|██▎ | 13/56 [01:17<05:37, 7.86s/it] 158/299 6.87G 0.02088 0.01845 0.0002942 0.03963 199 640: 23%|██▎ | 13/56 [01:17<05:37, 7.86s/it] 158/299 6.87G 0.02088 0.01845 0.0002942 0.03963 199 640: 25%|██▌ | 14/56 [01:17<03:53, 5.55s/it] 158/299 6.87G 0.02071 0.01815 0.0002875 0.03915 122 640: 25%|██▌ | 14/56 [01:17<03:53, 5.55s/it] 158/299 6.87G 0.02071 0.01815 0.0002875 0.03915 122 640: 27%|██▋ | 15/56 [01:17<02:41, 3.95s/it] 158/299 6.87G 0.02074 0.01805 0.0002814 0.03907 128
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.96it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.46 0.421 0.218
0%| | 0/56 [00:00<?, ?it/s] 159/299 6.87G 0.0243 0.02495 0.0002681 0.04952 201 640: 0%| | 0/56 [00:00<?, ?it/s] 159/299 6.87G 0.0243 0.02495 0.0002681 0.04952 201 640: 2%|▏ | 1/56 [00:00<00:14, 3.76it/s] 159/299 6.87G 0.02335 0.0223 0.0002305 0.04588 180 640: 2%|▏ | 1/56 [00:00<00:14, 3.76it/s] 159/299 6.87G 0.02335 0.0223 0.0002305 0.04588 180 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 159/299 6.87G 0.02287 0.01981 0.0002072 0.04289 127 640: 4%|▎ | 2/56 [00:27<00:13, 4.14it/s] 159/299 6.87G 0.02287 0.01981 0.0002072 0.04289 127 640: 5%|▌ | 3/56 [00:27<11:12, 12.68s/it] 159/299 6.87G 0.02291 0.01935 0.00024 0.0425 183 640: 5%|▌ | 3/56 [00:28<11:12, 12.68s/it] 159/299 6.87G 0.02291 0.01935 0.00024 0.0425 183 640: 7%|▋ | 4/56 [00:28<06:43, 7.77s/it] 159/299 6.87G 0.02291 0.01945 0.0002365 0.0426 200 640: 7%|▋ | 4/56 [00:36<06:43, 7.77s/it] 159/299 6.87G 0.02291 0.01945 0.0002365 0.0426 200 640: 9%|▉ | 5/56 [00:36<06:44, 7.94s/it] 159/299 6.87G 0.02247 0.0187 0.0002779 0.04145 142 640: 9%|▉ | 5/56 [00:36<06:44, 7.94s/it] 159/299 6.87G 0.02247 0.0187 0.0002779 0.04145 142 640: 11%|█ | 6/56 [00:36<04:25, 5.32s/it] 159/299 6.87G 0.02218 0.01835 0.0002646 0.0408 127 640: 11%|█ | 6/56 [00:36<04:25, 5.32s/it] 159/299 6.87G 0.02218 0.01835 0.0002646 0.0408 127 640: 12%|█▎ | 7/56 [00:36<02:58, 3.65s/it] 159/299 6.87G 0.02176 0.01758 0.0002538 0.0396 88 640: 12%|█▎ | 7/56 [00:37<02:58, 3.65s/it] 159/299 6.87G 0.02176 0.01758 0.0002538 0.0396 88 640: 14%|█▍ | 8/56 [00:37<02:02, 2.56s/it] 159/299 6.87G 0.02146 0.01747 0.0002451 0.03917 144 640: 14%|█▍ | 8/56 [00:37<02:02, 2.56s/it] 159/299 6.87G 0.02146 0.01747 0.0002451 0.03917 144 640: 16%|█▌ | 9/56 [00:37<01:26, 1.84s/it] 159/299 6.87G 0.02137 0.01792 0.0002448 0.03953 221 640: 16%|█▌ | 9/56 [00:37<01:26, 1.84s/it] 159/299 6.87G 0.02137 0.01792 0.0002448 0.03953 221 640: 18%|█▊ | 10/56 [00:37<01:01, 1.35s/it] 159/299 6.87G 0.0214 0.01829 0.0002373 0.03992 194 640: 18%|█▊ | 10/56 [01:03<01:01, 1.35s/it] 159/299 6.87G 0.0214 0.01829 0.0002373 0.03992 194 640: 20%|█▉ | 11/56 [01:03<06:41, 8.92s/it] 159/299 6.87G 0.02131 0.01831 0.0002317 0.03985 136 640: 20%|█▉ | 11/56 [01:03<06:41, 8.92s/it] 159/299 6.87G 0.02131 0.01831 0.0002317 0.03985 136 640: 21%|██▏ | 12/56 [01:03<04:36, 6.28s/it] 159/299 6.87G 0.02116 0.01838 0.0002268 0.03977 178 640: 21%|██▏ | 12/56 [01:10<04:36, 6.28s/it] 159/299 6.87G 0.02116 0.01838 0.0002268 0.03977 178 640: 23%|██▎ | 13/56 [01:10<04:30, 6.28s/it] 159/299 6.87G 0.02122 0.01859 0.0002278 0.04004 201 640: 23%|██▎ | 13/56 [01:10<04:30, 6.28s/it] 159/299 6.87G 0.02122 0.01859 0.0002278 0.04004 201 640: 25%|██▌ | 14/56 [01:10<03:07, 4.45s/it] 159/299 6.87G 0.02127 0.01883 0.0002223 0.04032 174 640: 25%|██▌ | 14/56 [01:10<03:07, 4.45s/it] 159/299 6.87G 0.02127 0.01883 0.0002223 0.04032 174 640: 27%|██▋ | 15/56 [01:10<02:10, 3.18s/it] 159/299 6.87G 0.02114 0.0185 0.0002192 0.03985 103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.483 0.408 0.212
0%| | 0/56 [00:00<?, ?it/s] 160/299 6.87G 0.02412 0.02404 0.0001696 0.04833 196 640: 0%| | 0/56 [00:00<?, ?it/s] 160/299 6.87G 0.02412 0.02404 0.0001696 0.04833 196 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 160/299 6.87G 0.02204 0.02081 0.0001963 0.04304 168 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 160/299 6.87G 0.02204 0.02081 0.0001963 0.04304 168 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 160/299 6.87G 0.02215 0.02103 0.0002017 0.04339 209 640: 4%|▎ | 2/56 [00:35<00:13, 4.02it/s] 160/299 6.87G 0.02215 0.02103 0.0002017 0.04339 209 640: 5%|▌ | 3/56 [00:35<14:14, 16.13s/it] 160/299 6.87G 0.0217 0.01929 0.000194 0.04119 128 640: 5%|▌ | 3/56 [00:35<14:14, 16.13s/it] 160/299 6.87G 0.0217 0.01929 0.000194 0.04119 128 640: 7%|▋ | 4/56 [00:35<08:32, 9.85s/it] 160/299 6.87G 0.0213 0.01867 0.0001945 0.04016 159 640: 7%|▋ | 4/56 [00:36<08:32, 9.85s/it] 160/299 6.87G 0.0213 0.01867 0.0001945 0.04016 159 640: 9%|▉ | 5/56 [00:36<05:25, 6.39s/it] 160/299 6.87G 0.02107 0.01798 0.0001935 0.03924 115 640: 9%|▉ | 5/56 [00:36<05:25, 6.39s/it] 160/299 6.87G 0.02107 0.01798 0.0001935 0.03924 115 640: 11%|█ | 6/56 [00:36<03:34, 4.29s/it] 160/299 6.87G 0.02109 0.01769 0.0001936 0.03898 150 640: 11%|█ | 6/56 [00:36<03:34, 4.29s/it] 160/299 6.87G 0.02109 0.01769 0.0001936 0.03898 150 640: 12%|█▎ | 7/56 [00:36<02:25, 2.96s/it] 160/299 6.87G 0.02102 0.01793 0.0002263 0.03917 161 640: 12%|█▎ | 7/56 [00:36<02:25, 2.96s/it] 160/299 6.87G 0.02102 0.01793 0.0002263 0.03917 161 640: 14%|█▍ | 8/56 [00:36<01:40, 2.09s/it] 160/299 6.87G 0.02113 0.01765 0.0002265 0.039 140 640: 14%|█▍ | 8/56 [00:36<01:40, 2.09s/it] 160/299 6.87G 0.02113 0.01765 0.0002265 0.039 140 640: 16%|█▌ | 9/56 [00:36<01:11, 1.52s/it] 160/299 6.87G 0.02092 0.01753 0.0002229 0.03867 185 640: 16%|█▌ | 9/56 [00:37<01:11, 1.52s/it] 160/299 6.87G 0.02092 0.01753 0.0002229 0.03867 185 640: 18%|█▊ | 10/56 [00:37<00:51, 1.12s/it] 160/299 6.87G 0.02096 0.01776 0.0002226 0.03895 163 640: 18%|█▊ | 10/56 [01:09<00:51, 1.12s/it] 160/299 6.87G 0.02096 0.01776 0.0002226 0.03895 163 640: 20%|█▉ | 11/56 [01:09<07:59, 10.66s/it] 160/299 6.87G 0.02086 0.01786 0.0002167 0.03894 144 640: 20%|█▉ | 11/56 [01:09<07:59, 10.66s/it] 160/299 6.87G 0.02086 0.01786 0.0002167 0.03894 144 640: 21%|██▏ | 12/56 [01:09<05:29, 7.49s/it] 160/299 6.87G 0.02083 0.01764 0.0002131 0.03868 101 640: 21%|██▏ | 12/56 [01:09<05:29, 7.49s/it] 160/299 6.87G 0.02083 0.01764 0.0002131 0.03868 101 640: 23%|██▎ | 13/56 [01:09<03:47, 5.30s/it] 160/299 6.87G 0.02076 0.01758 0.0002134 0.03855 135 640: 23%|██▎ | 13/56 [01:10<03:47, 5.30s/it] 160/299 6.87G 0.02076 0.01758 0.0002134 0.03855 135 640: 25%|██▌ | 14/56 [01:10<02:38, 3.76s/it] 160/299 6.87G 0.0208 0.01764 0.0002099 0.03865 167 640: 25%|██▌ | 14/56 [01:10<02:38, 3.76s/it] 160/299 6.87G 0.0208 0.01764 0.0002099 0.03865 167 640: 27%|██▋ | 15/56 [01:10<01:50, 2.70s/it] 160/299 6.87G 0.0208 0.01759 0.0002078 0.03859 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.543 0.478 0.397 0.199
0%| | 0/56 [00:00<?, ?it/s] 161/299 6.87G 0.02094 0.01893 0.0002395 0.04011 131 640: 0%| | 0/56 [00:00<?, ?it/s] 161/299 6.87G 0.02094 0.01893 0.0002395 0.04011 131 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 161/299 6.87G 0.02062 0.01757 0.0002261 0.03842 131 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 161/299 6.87G 0.02062 0.01757 0.0002261 0.03842 131 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 161/299 6.87G 0.02156 0.01716 0.0002146 0.03894 157 640: 4%|▎ | 2/56 [00:43<00:13, 4.04it/s] 161/299 6.87G 0.02156 0.01716 0.0002146 0.03894 157 640: 5%|▌ | 3/56 [00:43<17:27, 19.76s/it] 161/299 6.87G 0.02189 0.01616 0.0002079 0.03825 120 640: 5%|▌ | 3/56 [00:43<17:27, 19.76s/it] 161/299 6.87G 0.02189 0.01616 0.0002079 0.03825 120 640: 7%|▋ | 4/56 [00:43<10:26, 12.05s/it] 161/299 6.87G 0.02167 0.01656 0.0002343 0.03846 159 640: 7%|▋ | 4/56 [00:43<10:26, 12.05s/it] 161/299 6.87G 0.02167 0.01656 0.0002343 0.03846 159 640: 9%|▉ | 5/56 [00:43<06:37, 7.79s/it] 161/299 6.87G 0.02142 0.01637 0.0002711 0.03806 130 640: 9%|▉ | 5/56 [00:44<06:37, 7.79s/it] 161/299 6.87G 0.02142 0.01637 0.0002711 0.03806 130 640: 11%|█ | 6/56 [00:44<04:20, 5.22s/it] 161/299 6.87G 0.02171 0.01635 0.0002971 0.03836 139 640: 11%|█ | 6/56 [00:44<04:20, 5.22s/it] 161/299 6.87G 0.02171 0.01635 0.0002971 0.03836 139 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 161/299 6.87G 0.02164 0.01688 0.0003434 0.03886 149 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 161/299 6.87G 0.02164 0.01688 0.0003434 0.03886 149 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 161/299 6.87G 0.02165 0.01735 0.0003286 0.03933 184 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 161/299 6.87G 0.02165 0.01735 0.0003286 0.03933 184 640: 16%|█▌ | 9/56 [00:44<01:24, 1.81s/it] 161/299 6.87G 0.02158 0.01752 0.000322 0.03942 192 640: 16%|█▌ | 9/56 [00:45<01:24, 1.81s/it] 161/299 6.87G 0.02158 0.01752 0.000322 0.03942 192 640: 18%|█▊ | 10/56 [00:45<01:00, 1.32s/it] 161/299 6.87G 0.02158 0.01785 0.000328 0.03975 147 640: 18%|█▊ | 10/56 [01:17<01:00, 1.32s/it] 161/299 6.87G 0.02158 0.01785 0.000328 0.03975 147 640: 20%|█▉ | 11/56 [01:17<08:07, 10.83s/it] 161/299 6.87G 0.02155 0.01779 0.0003193 0.03966 140 640: 20%|█▉ | 11/56 [01:17<08:07, 10.83s/it] 161/299 6.87G 0.02155 0.01779 0.0003193 0.03966 140 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 161/299 6.87G 0.02146 0.01753 0.0003086 0.0393 134 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 161/299 6.87G 0.02146 0.01753 0.0003086 0.0393 134 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 161/299 6.87G 0.02135 0.01758 0.0003027 0.03923 160 640: 23%|██▎ | 13/56 [01:18<03:51, 5.38s/it] 161/299 6.87G 0.02135 0.01758 0.0003027 0.03923 160 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 161/299 6.87G 0.02126 0.01755 0.0003021 0.03912 147 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 161/299 6.87G 0.02126 0.01755 0.0003021 0.03912 147 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 161/299 6.87G 0.02128 0.01731 0.0002949 0.03889 111
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.544 0.483 0.42 0.212
0%| | 0/56 [00:00<?, ?it/s] 162/299 6.87G 0.022 0.02161 0.0001819 0.04379 161 640: 0%| | 0/56 [00:00<?, ?it/s] 162/299 6.87G 0.022 0.02161 0.0001819 0.04379 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 162/299 6.87G 0.02266 0.01891 0.0002264 0.0418 127 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 162/299 6.87G 0.02266 0.01891 0.0002264 0.0418 127 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 162/299 6.87G 0.02336 0.0196 0.0002254 0.04319 225 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 162/299 6.87G 0.02336 0.0196 0.0002254 0.04319 225 640: 5%|▌ | 3/56 [00:31<12:29, 14.14s/it] 162/299 6.87G 0.02233 0.0184 0.0002173 0.04095 114 640: 5%|▌ | 3/56 [00:31<12:29, 14.14s/it] 162/299 6.87G 0.02233 0.0184 0.0002173 0.04095 114 640: 7%|▋ | 4/56 [00:31<07:29, 8.65s/it] 162/299 6.87G 0.02204 0.0183 0.0002254 0.04056 158 640: 7%|▋ | 4/56 [00:43<07:29, 8.65s/it] 162/299 6.87G 0.02204 0.0183 0.0002254 0.04056 158 640: 9%|▉ | 5/56 [00:43<08:20, 9.81s/it] 162/299 6.87G 0.02169 0.01783 0.0003051 0.03982 141 640: 9%|▉ | 5/56 [00:43<08:20, 9.81s/it] 162/299 6.87G 0.02169 0.01783 0.0003051 0.03982 141 640: 11%|█ | 6/56 [00:43<05:27, 6.55s/it] 162/299 6.87G 0.02156 0.01836 0.0002915 0.04021 192 640: 11%|█ | 6/56 [00:43<05:27, 6.55s/it] 162/299 6.87G 0.02156 0.01836 0.0002915 0.04021 192 640: 12%|█▎ | 7/56 [00:43<03:39, 4.48s/it] 162/299 6.87G 0.02129 0.01822 0.000277 0.03978 132 640: 12%|█▎ | 7/56 [00:43<03:39, 4.48s/it] 162/299 6.87G 0.02129 0.01822 0.000277 0.03978 132 640: 14%|█▍ | 8/56 [00:43<02:30, 3.13s/it] 162/299 6.87G 0.0211 0.01809 0.0002822 0.03947 143 640: 14%|█▍ | 8/56 [00:44<02:30, 3.13s/it] 162/299 6.87G 0.0211 0.01809 0.0002822 0.03947 143 640: 16%|█▌ | 9/56 [00:44<01:44, 2.23s/it] 162/299 6.87G 0.02097 0.01794 0.0002735 0.03918 167 640: 16%|█▌ | 9/56 [00:44<01:44, 2.23s/it] 162/299 6.87G 0.02097 0.01794 0.0002735 0.03918 167 640: 18%|█▊ | 10/56 [00:44<01:14, 1.61s/it] 162/299 6.87G 0.02096 0.01771 0.0002689 0.03894 117 640: 18%|█▊ | 10/56 [01:04<01:14, 1.61s/it] 162/299 6.87G 0.02096 0.01771 0.0002689 0.03894 117 640: 20%|█▉ | 11/56 [01:04<05:31, 7.37s/it] 162/299 6.87G 0.02105 0.01799 0.0002693 0.0393 178 640: 20%|█▉ | 11/56 [01:05<05:31, 7.37s/it] 162/299 6.87G 0.02105 0.01799 0.0002693 0.0393 178 640: 21%|██▏ | 12/56 [01:05<03:48, 5.20s/it] 162/299 6.87G 0.02103 0.01784 0.0002681 0.03914 124 640: 21%|██▏ | 12/56 [01:17<03:48, 5.20s/it] 162/299 6.87G 0.02103 0.01784 0.0002681 0.03914 124 640: 23%|██▎ | 13/56 [01:17<05:12, 7.27s/it] 162/299 6.87G 0.02103 0.01781 0.0002632 0.0391 176 640: 23%|██▎ | 13/56 [01:17<05:12, 7.27s/it] 162/299 6.87G 0.02103 0.01781 0.0002632 0.0391 176 640: 25%|██▌ | 14/56 [01:17<03:35, 5.14s/it] 162/299 6.87G 0.02098 0.01762 0.0002648 0.03886 112 640: 25%|██▌ | 14/56 [01:17<03:35, 5.14s/it] 162/299 6.87G 0.02098 0.01762 0.0002648 0.03886 112 640: 27%|██▋ | 15/56 [01:17<02:30, 3.66s/it] 162/299 6.87G 0.02087 0.01736 0.0002601 0.03849 105
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.489 0.472 0.387 0.2
0%| | 0/56 [00:00<?, ?it/s] 163/299 6.87G 0.02373 0.02288 0.0001285 0.04674 192 640: 0%| | 0/56 [00:00<?, ?it/s] 163/299 6.87G 0.02373 0.02288 0.0001285 0.04674 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 163/299 6.87G 0.02236 0.01904 0.0001857 0.04159 168 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 163/299 6.87G 0.02236 0.01904 0.0001857 0.04159 168 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 163/299 6.87G 0.02269 0.01841 0.0001963 0.0413 153 640: 4%|▎ | 2/56 [00:31<00:13, 4.03it/s] 163/299 6.87G 0.02269 0.01841 0.0001963 0.0413 153 640: 5%|▌ | 3/56 [00:31<12:47, 14.48s/it] 163/299 6.87G 0.0226 0.01834 0.0001838 0.04113 177 640: 5%|▌ | 3/56 [00:32<12:47, 14.48s/it] 163/299 6.87G 0.0226 0.01834 0.0001838 0.04113 177 640: 7%|▋ | 4/56 [00:32<07:40, 8.85s/it] 163/299 6.87G 0.0226 0.01856 0.0002282 0.04139 191 640: 7%|▋ | 4/56 [00:32<07:40, 8.85s/it] 163/299 6.87G 0.0226 0.01856 0.0002282 0.04139 191 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 163/299 6.87G 0.02238 0.0178 0.0002223 0.04041 140 640: 9%|▉ | 5/56 [00:32<04:53, 5.76s/it] 163/299 6.87G 0.02238 0.0178 0.0002223 0.04041 140 640: 11%|█ | 6/56 [00:32<03:13, 3.88s/it] 163/299 6.87G 0.02219 0.01718 0.0002118 0.03958 143 640: 11%|█ | 6/56 [00:32<03:13, 3.88s/it] 163/299 6.87G 0.02219 0.01718 0.0002118 0.03958 143 640: 12%|█▎ | 7/56 [00:32<02:11, 2.68s/it] 163/299 6.87G 0.02212 0.01691 0.0002046 0.03923 143 640: 12%|█▎ | 7/56 [00:33<02:11, 2.68s/it] 163/299 6.87G 0.02212 0.01691 0.0002046 0.03923 143 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 163/299 6.87G 0.02196 0.01666 0.0002036 0.03883 146 640: 14%|█▍ | 8/56 [00:33<01:31, 1.90s/it] 163/299 6.87G 0.02196 0.01666 0.0002036 0.03883 146 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 163/299 6.87G 0.02186 0.01705 0.0001991 0.03911 178 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 163/299 6.87G 0.02186 0.01705 0.0001991 0.03911 178 640: 18%|█▊ | 10/56 [00:33<00:47, 1.03s/it] 163/299 6.87G 0.02154 0.01688 0.0001956 0.03862 134 640: 18%|█▊ | 10/56 [01:06<00:47, 1.03s/it] 163/299 6.87G 0.02154 0.01688 0.0001956 0.03862 134 640: 20%|█▉ | 11/56 [01:06<08:03, 10.75s/it] 163/299 6.87G 0.02147 0.0171 0.0001932 0.03876 165 640: 20%|█▉ | 11/56 [01:06<08:03, 10.75s/it] 163/299 6.87G 0.02147 0.0171 0.0001932 0.03876 165 640: 21%|██▏ | 12/56 [01:06<05:32, 7.55s/it] 163/299 6.87G 0.02141 0.01711 0.0001939 0.03871 165 640: 21%|██▏ | 12/56 [01:06<05:32, 7.55s/it] 163/299 6.87G 0.02141 0.01711 0.0001939 0.03871 165 640: 23%|██▎ | 13/56 [01:06<03:49, 5.34s/it] 163/299 6.87G 0.02135 0.01716 0.0002004 0.03871 172 640: 23%|██▎ | 13/56 [01:07<03:49, 5.34s/it] 163/299 6.87G 0.02135 0.01716 0.0002004 0.03871 172 640: 25%|██▌ | 14/56 [01:07<02:39, 3.80s/it] 163/299 6.87G 0.02132 0.01719 0.0001972 0.03871 149 640: 25%|██▌ | 14/56 [01:07<02:39, 3.80s/it] 163/299 6.87G 0.02132 0.01719 0.0001972 0.03871 149 640: 27%|██▋ | 15/56 [01:07<01:51, 2.72s/it] 163/299 6.87G 0.02112 0.01721 0.0001934 0.03852 155
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.498 0.503 0.418 0.213
0%| | 0/56 [00:00<?, ?it/s] 164/299 6.87G 0.0193 0.02138 0.0001431 0.04082 161 640: 0%| | 0/56 [00:00<?, ?it/s] 164/299 6.87G 0.0193 0.02138 0.0001431 0.04082 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 164/299 6.87G 0.01892 0.0179 0.0002522 0.03707 124 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 164/299 6.87G 0.01892 0.0179 0.0002522 0.03707 124 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 164/299 6.87G 0.01975 0.01803 0.0002259 0.03801 174 640: 4%|▎ | 2/56 [00:37<00:13, 4.05it/s] 164/299 6.87G 0.01975 0.01803 0.0002259 0.03801 174 640: 5%|▌ | 3/56 [00:37<15:00, 16.99s/it] 164/299 6.87G 0.02018 0.0182 0.0002135 0.03859 145 640: 5%|▌ | 3/56 [00:37<15:00, 16.99s/it] 164/299 6.87G 0.02018 0.0182 0.0002135 0.03859 145 640: 7%|▋ | 4/56 [00:37<08:59, 10.37s/it] 164/299 6.87G 0.02022 0.01835 0.0002356 0.03881 166 640: 7%|▋ | 4/56 [00:37<08:59, 10.37s/it] 164/299 6.87G 0.02022 0.01835 0.0002356 0.03881 166 640: 9%|▉ | 5/56 [00:37<05:42, 6.72s/it] 164/299 6.87G 0.02046 0.0181 0.0002529 0.03882 142 640: 9%|▉ | 5/56 [00:38<05:42, 6.72s/it] 164/299 6.87G 0.02046 0.0181 0.0002529 0.03882 142 640: 11%|█ | 6/56 [00:38<03:45, 4.51s/it] 164/299 6.87G 0.02092 0.0181 0.0002401 0.03925 139 640: 11%|█ | 6/56 [00:38<03:45, 4.51s/it] 164/299 6.87G 0.02092 0.0181 0.0002401 0.03925 139 640: 12%|█▎ | 7/56 [00:38<02:32, 3.11s/it] 164/299 6.87G 0.02072 0.01787 0.0002303 0.03882 142 640: 12%|█▎ | 7/56 [00:38<02:32, 3.11s/it] 164/299 6.87G 0.02072 0.01787 0.0002303 0.03882 142 640: 14%|█▍ | 8/56 [00:38<01:45, 2.19s/it] 164/299 6.87G 0.02073 0.01796 0.0002318 0.03892 171 640: 14%|█▍ | 8/56 [00:38<01:45, 2.19s/it] 164/299 6.87G 0.02073 0.01796 0.0002318 0.03892 171 640: 16%|█▌ | 9/56 [00:38<01:14, 1.58s/it] 164/299 6.87G 0.02069 0.0184 0.0002287 0.03932 224 640: 16%|█▌ | 9/56 [00:39<01:14, 1.58s/it] 164/299 6.87G 0.02069 0.0184 0.0002287 0.03932 224 640: 18%|█▊ | 10/56 [00:39<00:53, 1.16s/it] 164/299 6.87G 0.02068 0.01833 0.0002341 0.03924 146 640: 18%|█▊ | 10/56 [01:11<00:53, 1.16s/it] 164/299 6.87G 0.02068 0.01833 0.0002341 0.03924 146 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 164/299 6.87G 0.02061 0.018 0.0002432 0.03885 103 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 164/299 6.87G 0.02061 0.018 0.0002432 0.03885 103 640: 21%|██▏ | 12/56 [01:11<05:32, 7.55s/it] 164/299 6.87G 0.02038 0.0179 0.0002484 0.03854 143 640: 21%|██▏ | 12/56 [01:12<05:32, 7.55s/it] 164/299 6.87G 0.02038 0.0179 0.0002484 0.03854 143 640: 23%|██▎ | 13/56 [01:12<03:55, 5.48s/it] 164/299 6.87G 0.02034 0.01784 0.0002523 0.03844 134 640: 23%|██▎ | 13/56 [01:12<03:55, 5.48s/it] 164/299 6.87G 0.02034 0.01784 0.0002523 0.03844 134 640: 25%|██▌ | 14/56 [01:12<02:43, 3.89s/it] 164/299 6.87G 0.02021 0.01769 0.0002497 0.03815 127 640: 25%|██▌ | 14/56 [01:12<02:43, 3.89s/it] 164/299 6.87G 0.02021 0.01769 0.0002497 0.03815 127 640: 27%|██▋ | 15/56 [01:12<01:54, 2.79s/it] 164/299 6.87G 0.02024 0.01746 0.0002663 0.03796 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.509 0.443 0.367 0.187
0%| | 0/56 [00:00<?, ?it/s] 165/299 6.87G 0.02109 0.02217 0.0001418 0.04341 196 640: 0%| | 0/56 [00:00<?, ?it/s] 165/299 6.87G 0.02109 0.02217 0.0001418 0.04341 196 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 165/299 6.87G 0.01999 0.0202 0.0001993 0.04039 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 165/299 6.87G 0.01999 0.0202 0.0001993 0.04039 175 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 165/299 6.87G 0.02012 0.01801 0.0001947 0.03833 130 640: 4%|▎ | 2/56 [00:41<00:13, 4.05it/s] 165/299 6.87G 0.02012 0.01801 0.0001947 0.03833 130 640: 5%|▌ | 3/56 [00:41<16:31, 18.70s/it] 165/299 6.87G 0.0204 0.01765 0.0002008 0.03825 135 640: 5%|▌ | 3/56 [00:41<16:31, 18.70s/it] 165/299 6.87G 0.0204 0.01765 0.0002008 0.03825 135 640: 7%|▋ | 4/56 [00:41<09:53, 11.41s/it] 165/299 6.87G 0.02032 0.01747 0.0002374 0.03803 170 640: 7%|▋ | 4/56 [00:41<09:53, 11.41s/it] 165/299 6.87G 0.02032 0.01747 0.0002374 0.03803 170 640: 9%|▉ | 5/56 [00:41<06:16, 7.38s/it] 165/299 6.87G 0.02037 0.01689 0.0002381 0.0375 133 640: 9%|▉ | 5/56 [00:41<06:16, 7.38s/it] 165/299 6.87G 0.02037 0.01689 0.0002381 0.0375 133 640: 11%|█ | 6/56 [00:41<04:07, 4.95s/it] 165/299 6.87G 0.02031 0.01645 0.0002268 0.03698 114 640: 11%|█ | 6/56 [00:42<04:07, 4.95s/it] 165/299 6.87G 0.02031 0.01645 0.0002268 0.03698 114 640: 12%|█▎ | 7/56 [00:42<02:46, 3.40s/it] 165/299 6.87G 0.02018 0.01661 0.0002277 0.03702 138 640: 12%|█▎ | 7/56 [00:42<02:46, 3.40s/it] 165/299 6.87G 0.02018 0.01661 0.0002277 0.03702 138 640: 14%|█▍ | 8/56 [00:42<01:54, 2.39s/it] 165/299 6.87G 0.02019 0.01674 0.0002349 0.03716 142 640: 14%|█▍ | 8/56 [00:42<01:54, 2.39s/it] 165/299 6.87G 0.02019 0.01674 0.0002349 0.03716 142 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 165/299 6.87G 0.02047 0.01714 0.0002488 0.03786 240 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 165/299 6.87G 0.02047 0.01714 0.0002488 0.03786 240 640: 18%|█▊ | 10/56 [00:42<00:58, 1.26s/it] 165/299 6.87G 0.02041 0.01709 0.0002495 0.03775 138 640: 18%|█▊ | 10/56 [01:15<00:58, 1.26s/it] 165/299 6.87G 0.02041 0.01709 0.0002495 0.03775 138 640: 20%|█▉ | 11/56 [01:15<08:06, 10.80s/it] 165/299 6.87G 0.02038 0.01718 0.0002412 0.03781 135 640: 20%|█▉ | 11/56 [01:15<08:06, 10.80s/it] 165/299 6.87G 0.02038 0.01718 0.0002412 0.03781 135 640: 21%|██▏ | 12/56 [01:15<05:33, 7.58s/it] 165/299 6.87G 0.02031 0.01706 0.0002344 0.03761 134 640: 21%|██▏ | 12/56 [01:15<05:33, 7.58s/it] 165/299 6.87G 0.02031 0.01706 0.0002344 0.03761 134 640: 23%|██▎ | 13/56 [01:15<03:50, 5.36s/it] 165/299 6.87G 0.02037 0.01718 0.0002305 0.03777 163 640: 23%|██▎ | 13/56 [01:15<03:50, 5.36s/it] 165/299 6.87G 0.02037 0.01718 0.0002305 0.03777 163 640: 25%|██▌ | 14/56 [01:15<02:40, 3.81s/it] 165/299 6.87G 0.02036 0.01729 0.0002259 0.03788 154 640: 25%|██▌ | 14/56 [01:16<02:40, 3.81s/it] 165/299 6.87G 0.02036 0.01729 0.0002259 0.03788 154 640: 27%|██▋ | 15/56 [01:16<01:51, 2.73s/it] 165/299 6.87G 0.02026 0.01713 0.0002271 0.03761 113
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.518 0.453 0.399 0.2
0%| | 0/56 [00:00<?, ?it/s] 166/299 6.87G 0.0241 0.01752 0.000192 0.04181 144 640: 0%| | 0/56 [00:00<?, ?it/s] 166/299 6.87G 0.0241 0.01752 0.000192 0.04181 144 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 166/299 6.87G 0.02426 0.0176 0.0002016 0.04206 160 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 166/299 6.87G 0.02426 0.0176 0.0002016 0.04206 160 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 166/299 6.87G 0.02305 0.01815 0.0003032 0.0415 180 640: 4%|▎ | 2/56 [00:39<00:13, 4.07it/s] 166/299 6.87G 0.02305 0.01815 0.0003032 0.0415 180 640: 5%|▌ | 3/56 [00:39<15:44, 17.83s/it] 166/299 6.87G 0.02286 0.01767 0.000283 0.04081 151 640: 5%|▌ | 3/56 [00:39<15:44, 17.83s/it] 166/299 6.87G 0.02286 0.01767 0.000283 0.04081 151 640: 7%|▋ | 4/56 [00:39<09:25, 10.88s/it] 166/299 6.87G 0.02251 0.01751 0.0002589 0.04028 139 640: 7%|▋ | 4/56 [00:39<09:25, 10.88s/it] 166/299 6.87G 0.02251 0.01751 0.0002589 0.04028 139 640: 9%|▉ | 5/56 [00:39<05:59, 7.05s/it] 166/299 6.87G 0.02265 0.01732 0.0002458 0.04022 128 640: 9%|▉ | 5/56 [00:39<05:59, 7.05s/it] 166/299 6.87G 0.02265 0.01732 0.0002458 0.04022 128 640: 11%|█ | 6/56 [00:39<03:56, 4.73s/it] 166/299 6.87G 0.02251 0.01768 0.0002881 0.04048 189 640: 11%|█ | 6/56 [00:40<03:56, 4.73s/it] 166/299 6.87G 0.02251 0.01768 0.0002881 0.04048 189 640: 12%|█▎ | 7/56 [00:40<02:39, 3.26s/it] 166/299 6.87G 0.02264 0.01775 0.0002867 0.04068 164 640: 12%|█▎ | 7/56 [00:40<02:39, 3.26s/it] 166/299 6.87G 0.02264 0.01775 0.0002867 0.04068 164 640: 14%|█▍ | 8/56 [00:40<01:49, 2.29s/it] 166/299 6.87G 0.02241 0.01774 0.0002806 0.04043 167 640: 14%|█▍ | 8/56 [00:40<01:49, 2.29s/it] 166/299 6.87G 0.02241 0.01774 0.0002806 0.04043 167 640: 16%|█▌ | 9/56 [00:40<01:17, 1.65s/it] 166/299 6.87G 0.02262 0.01812 0.000274 0.04102 181 640: 16%|█▌ | 9/56 [00:40<01:17, 1.65s/it] 166/299 6.87G 0.02262 0.01812 0.000274 0.04102 181 640: 18%|█▊ | 10/56 [00:40<00:55, 1.21s/it] 166/299 6.87G 0.02249 0.01828 0.0002654 0.04103 166 640: 18%|█▊ | 10/56 [01:13<00:55, 1.21s/it] 166/299 6.87G 0.02249 0.01828 0.0002654 0.04103 166 640: 20%|█▉ | 11/56 [01:13<08:02, 10.73s/it] 166/299 6.87G 0.02242 0.01851 0.0002602 0.04119 204 640: 20%|█▉ | 11/56 [01:13<08:02, 10.73s/it] 166/299 6.87G 0.02242 0.01851 0.0002602 0.04119 204 640: 21%|██▏ | 12/56 [01:13<05:31, 7.53s/it] 166/299 6.87G 0.02234 0.01863 0.0002548 0.04123 155 640: 21%|██▏ | 12/56 [01:13<05:31, 7.53s/it] 166/299 6.87G 0.02234 0.01863 0.0002548 0.04123 155 640: 23%|██▎ | 13/56 [01:13<03:49, 5.33s/it] 166/299 6.87G 0.02225 0.01863 0.0002518 0.04113 163 640: 23%|██▎ | 13/56 [01:13<03:49, 5.33s/it] 166/299 6.87G 0.02225 0.01863 0.0002518 0.04113 163 640: 25%|██▌ | 14/56 [01:13<02:39, 3.79s/it] 166/299 6.87G 0.02217 0.01873 0.0002461 0.04115 191 640: 25%|██▌ | 14/56 [01:14<02:39, 3.79s/it] 166/299 6.87G 0.02217 0.01873 0.0002461 0.04115 191 640: 27%|██▋ | 15/56 [01:14<01:51, 2.72s/it] 166/299 6.87G 0.02217 0.01852 0.0002407 0.04093 126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.548 0.451 0.413 0.215
0%| | 0/56 [00:00<?, ?it/s] 167/299 6.87G 0.02366 0.02139 0.0001833 0.04524 166 640: 0%| | 0/56 [00:00<?, ?it/s] 167/299 6.87G 0.02366 0.02139 0.0001833 0.04524 166 640: 2%|▏ | 1/56 [00:00<00:22, 2.45it/s] 167/299 6.87G 0.02263 0.02022 0.0002528 0.0431 205 640: 2%|▏ | 1/56 [00:00<00:22, 2.45it/s] 167/299 6.87G 0.02263 0.02022 0.0002528 0.0431 205 640: 4%|▎ | 2/56 [00:00<00:16, 3.32it/s] 167/299 6.87G 0.02176 0.01867 0.000256 0.04068 138 640: 4%|▎ | 2/56 [00:43<00:16, 3.32it/s] 167/299 6.87G 0.02176 0.01867 0.000256 0.04068 138 640: 5%|▌ | 3/56 [00:43<17:15, 19.54s/it] 167/299 6.87G 0.0211 0.01757 0.000256 0.03892 125 640: 5%|▌ | 3/56 [00:43<17:15, 19.54s/it] 167/299 6.87G 0.0211 0.01757 0.000256 0.03892 125 640: 7%|▋ | 4/56 [00:43<10:19, 11.92s/it] 167/299 6.87G 0.02159 0.01783 0.0002929 0.03972 163 640: 7%|▋ | 4/56 [00:43<10:19, 11.92s/it] 167/299 6.87G 0.02159 0.01783 0.0002929 0.03972 163 640: 9%|▉ | 5/56 [00:43<06:33, 7.71s/it] 167/299 6.87G 0.02155 0.01809 0.000335 0.03997 160 640: 9%|▉ | 5/56 [00:43<06:33, 7.71s/it] 167/299 6.87G 0.02155 0.01809 0.000335 0.03997 160 640: 11%|█ | 6/56 [00:43<04:18, 5.16s/it] 167/299 6.87G 0.0212 0.01763 0.0003159 0.03914 118 640: 11%|█ | 6/56 [00:43<04:18, 5.16s/it] 167/299 6.87G 0.0212 0.01763 0.0003159 0.03914 118 640: 12%|█▎ | 7/56 [00:43<02:53, 3.55s/it] 167/299 6.87G 0.02102 0.01756 0.0003083 0.03889 143 640: 12%|█▎ | 7/56 [00:44<02:53, 3.55s/it] 167/299 6.87G 0.02102 0.01756 0.0003083 0.03889 143 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 167/299 6.87G 0.02085 0.01777 0.0003003 0.03893 173 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 167/299 6.87G 0.02085 0.01777 0.0003003 0.03893 173 640: 16%|█▌ | 9/56 [00:44<01:24, 1.79s/it] 167/299 6.87G 0.02094 0.01817 0.0003096 0.03942 217 640: 16%|█▌ | 9/56 [00:44<01:24, 1.79s/it] 167/299 6.87G 0.02094 0.01817 0.0003096 0.03942 217 640: 18%|█▊ | 10/56 [00:44<01:00, 1.31s/it] 167/299 6.87G 0.02074 0.01807 0.0003017 0.03911 137 640: 18%|█▊ | 10/56 [01:17<01:00, 1.31s/it] 167/299 6.87G 0.02074 0.01807 0.0003017 0.03911 137 640: 20%|█▉ | 11/56 [01:17<08:08, 10.86s/it] 167/299 6.87G 0.02062 0.01835 0.0002925 0.03926 180 640: 20%|█▉ | 11/56 [01:17<08:08, 10.86s/it] 167/299 6.87G 0.02062 0.01835 0.0002925 0.03926 180 640: 21%|██▏ | 12/56 [01:17<05:35, 7.63s/it] 167/299 6.87G 0.02057 0.01819 0.0002871 0.03905 115 640: 21%|██▏ | 12/56 [01:17<05:35, 7.63s/it] 167/299 6.87G 0.02057 0.01819 0.0002871 0.03905 115 640: 23%|██▎ | 13/56 [01:17<03:51, 5.39s/it] 167/299 6.87G 0.0205 0.01829 0.0002799 0.03907 140 640: 23%|██▎ | 13/56 [01:17<03:51, 5.39s/it] 167/299 6.87G 0.0205 0.01829 0.0002799 0.03907 140 640: 25%|██▌ | 14/56 [01:17<02:40, 3.83s/it] 167/299 6.87G 0.02037 0.01804 0.0002733 0.03868 122 640: 25%|██▌ | 14/56 [01:18<02:40, 3.83s/it] 167/299 6.87G 0.02037 0.01804 0.0002733 0.03868 122 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 167/299 6.87G 0.02021 0.01789 0.0002785 0.03838 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.495 0.51 0.412 0.209
0%| | 0/56 [00:00<?, ?it/s] 168/299 6.87G 0.02259 0.02312 0.0002263 0.04594 170 640: 0%| | 0/56 [00:00<?, ?it/s] 168/299 6.87G 0.02259 0.02312 0.0002263 0.04594 170 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 168/299 6.87G 0.02197 0.01878 0.0002178 0.04098 124 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 168/299 6.87G 0.02197 0.01878 0.0002178 0.04098 124 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 168/299 6.87G 0.02198 0.01725 0.0004428 0.03967 137 640: 4%|▎ | 2/56 [00:42<00:13, 4.03it/s] 168/299 6.87G 0.02198 0.01725 0.0004428 0.03967 137 640: 5%|▌ | 3/56 [00:42<17:06, 19.37s/it] 168/299 6.87G 0.02214 0.01651 0.0003935 0.03905 121 640: 5%|▌ | 3/56 [00:42<17:06, 19.37s/it] 168/299 6.87G 0.02214 0.01651 0.0003935 0.03905 121 640: 7%|▋ | 4/56 [00:42<10:14, 11.81s/it] 168/299 6.87G 0.0221 0.01668 0.0003588 0.03914 163 640: 7%|▋ | 4/56 [00:43<10:14, 11.81s/it] 168/299 6.87G 0.0221 0.01668 0.0003588 0.03914 163 640: 9%|▉ | 5/56 [00:43<06:29, 7.64s/it] 168/299 6.87G 0.02189 0.01709 0.0003463 0.03933 169 640: 9%|▉ | 5/56 [00:43<06:29, 7.64s/it] 168/299 6.87G 0.02189 0.01709 0.0003463 0.03933 169 640: 11%|█ | 6/56 [00:43<04:15, 5.12s/it] 168/299 6.87G 0.02183 0.01699 0.0003318 0.03915 166 640: 11%|█ | 6/56 [00:43<04:15, 5.12s/it] 168/299 6.87G 0.02183 0.01699 0.0003318 0.03915 166 640: 12%|█▎ | 7/56 [00:43<02:52, 3.52s/it] 168/299 6.87G 0.02142 0.01729 0.000324 0.03903 158 640: 12%|█▎ | 7/56 [00:43<02:52, 3.52s/it] 168/299 6.87G 0.02142 0.01729 0.000324 0.03903 158 640: 14%|█▍ | 8/56 [00:43<01:58, 2.47s/it] 168/299 6.87G 0.02135 0.01726 0.0003143 0.03892 157 640: 14%|█▍ | 8/56 [00:44<01:58, 2.47s/it] 168/299 6.87G 0.02135 0.01726 0.0003143 0.03892 157 640: 16%|█▌ | 9/56 [00:44<01:23, 1.78s/it] 168/299 6.87G 0.02119 0.01759 0.0003115 0.03908 174 640: 16%|█▌ | 9/56 [00:44<01:23, 1.78s/it] 168/299 6.87G 0.02119 0.01759 0.0003115 0.03908 174 640: 18%|█▊ | 10/56 [00:44<00:59, 1.30s/it] 168/299 6.87G 0.02103 0.01738 0.0003004 0.03871 125 640: 18%|█▊ | 10/56 [01:16<00:59, 1.30s/it] 168/299 6.87G 0.02103 0.01738 0.0003004 0.03871 125 640: 20%|█▉ | 11/56 [01:16<08:07, 10.84s/it] 168/299 6.87G 0.02082 0.0173 0.0002889 0.0384 129 640: 20%|█▉ | 11/56 [01:16<08:07, 10.84s/it] 168/299 6.87G 0.02082 0.0173 0.0002889 0.0384 129 640: 21%|██▏ | 12/56 [01:16<05:34, 7.61s/it] 168/299 6.87G 0.02069 0.01689 0.0002791 0.03786 94 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 168/299 6.87G 0.02069 0.01689 0.0002791 0.03786 94 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 168/299 6.87G 0.02078 0.01735 0.0002752 0.0384 212 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 168/299 6.87G 0.02078 0.01735 0.0002752 0.0384 212 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 168/299 6.87G 0.02073 0.01742 0.0002797 0.03843 169 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 168/299 6.87G 0.02073 0.01742 0.0002797 0.03843 169 640: 27%|██▋ | 15/56 [01:17<01:52, 2.74s/it] 168/299 6.87G 0.02057 0.01723 0.000271 0.03807 128
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.07it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.59 0.486 0.443 0.22
0%| | 0/56 [00:00<?, ?it/s] 169/299 6.87G 0.02156 0.01821 0.0001272 0.0399 162 640: 0%| | 0/56 [00:00<?, ?it/s] 169/299 6.87G 0.02156 0.01821 0.0001272 0.0399 162 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 169/299 6.87G 0.02161 0.01946 0.0001801 0.04125 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 169/299 6.87G 0.02161 0.01946 0.0001801 0.04125 192 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 169/299 6.87G 0.02207 0.0194 0.0001744 0.04165 203 640: 4%|▎ | 2/56 [00:31<00:13, 4.06it/s] 169/299 6.87G 0.02207 0.0194 0.0001744 0.04165 203 640: 5%|▌ | 3/56 [00:31<12:33, 14.22s/it] 169/299 6.87G 0.02171 0.01896 0.0001719 0.04084 192 640: 5%|▌ | 3/56 [00:31<12:33, 14.22s/it] 169/299 6.87G 0.02171 0.01896 0.0001719 0.04084 192 640: 7%|▋ | 4/56 [00:31<07:32, 8.70s/it] 169/299 6.87G 0.02182 0.01895 0.0002321 0.041 211 640: 7%|▋ | 4/56 [00:31<07:32, 8.70s/it] 169/299 6.87G 0.02182 0.01895 0.0002321 0.041 211 640: 9%|▉ | 5/56 [00:31<04:48, 5.66s/it] 169/299 6.87G 0.0217 0.01818 0.0002418 0.04013 124 640: 9%|▉ | 5/56 [00:32<04:48, 5.66s/it] 169/299 6.87G 0.0217 0.01818 0.0002418 0.04013 124 640: 11%|█ | 6/56 [00:32<03:10, 3.81s/it] 169/299 6.87G 0.02166 0.01789 0.000263 0.03981 152 640: 11%|█ | 6/56 [00:32<03:10, 3.81s/it] 169/299 6.87G 0.02166 0.01789 0.000263 0.03981 152 640: 12%|█▎ | 7/56 [00:32<02:09, 2.64s/it] 169/299 6.87G 0.02127 0.01737 0.0002899 0.03893 106 640: 12%|█▎ | 7/56 [00:32<02:09, 2.64s/it] 169/299 6.87G 0.02127 0.01737 0.0002899 0.03893 106 640: 14%|█▍ | 8/56 [00:32<01:29, 1.87s/it] 169/299 6.87G 0.0211 0.0175 0.0002742 0.03887 198 640: 14%|█▍ | 8/56 [00:32<01:29, 1.87s/it] 169/299 6.87G 0.0211 0.0175 0.0002742 0.03887 198 640: 16%|█▌ | 9/56 [00:32<01:04, 1.37s/it] 169/299 6.87G 0.02104 0.01779 0.0002835 0.03911 171 640: 16%|█▌ | 9/56 [00:33<01:04, 1.37s/it] 169/299 6.87G 0.02104 0.01779 0.0002835 0.03911 171 640: 18%|█▊ | 10/56 [00:33<00:46, 1.02s/it] 169/299 6.87G 0.02102 0.01777 0.0002728 0.03906 134 640: 18%|█▊ | 10/56 [01:05<00:46, 1.02s/it] 169/299 6.87G 0.02102 0.01777 0.0002728 0.03906 134 640: 20%|█▉ | 11/56 [01:05<08:02, 10.72s/it] 169/299 6.87G 0.02092 0.0177 0.0002662 0.03888 133 640: 20%|█▉ | 11/56 [01:05<08:02, 10.72s/it] 169/299 6.87G 0.02092 0.0177 0.0002662 0.03888 133 640: 21%|██▏ | 12/56 [01:05<05:31, 7.53s/it] 169/299 6.87G 0.02074 0.01798 0.0002598 0.03898 174 640: 21%|██▏ | 12/56 [01:06<05:31, 7.53s/it] 169/299 6.87G 0.02074 0.01798 0.0002598 0.03898 174 640: 23%|██▎ | 13/56 [01:06<03:49, 5.33s/it] 169/299 6.87G 0.02072 0.01764 0.0002595 0.03862 98 640: 23%|██▎ | 13/56 [01:06<03:49, 5.33s/it] 169/299 6.87G 0.02072 0.01764 0.0002595 0.03862 98 640: 25%|██▌ | 14/56 [01:06<02:39, 3.79s/it] 169/299 6.87G 0.02066 0.01752 0.0002587 0.03844 105 640: 25%|██▌ | 14/56 [01:06<02:39, 3.79s/it] 169/299 6.87G 0.02066 0.01752 0.0002587 0.03844 105 640: 27%|██▋ | 15/56 [01:06<01:51, 2.72s/it] 169/299 6.87G 0.02055 0.01733 0.0002521 0.03813 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.519 0.507 0.418 0.209
0%| | 0/56 [00:00<?, ?it/s] 170/299 6.87G 0.02473 0.0233 0.000159 0.04819 146 640: 0%| | 0/56 [00:00<?, ?it/s] 170/299 6.87G 0.02473 0.0233 0.000159 0.04819 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 170/299 6.87G 0.02387 0.02105 0.0002153 0.04514 184 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 170/299 6.87G 0.02387 0.02105 0.0002153 0.04514 184 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 170/299 6.87G 0.02325 0.02069 0.0002046 0.04415 174 640: 4%|▎ | 2/56 [00:31<00:13, 4.06it/s] 170/299 6.87G 0.02325 0.02069 0.0002046 0.04415 174 640: 5%|▌ | 3/56 [00:31<12:38, 14.30s/it] 170/299 6.87G 0.0226 0.02038 0.000192 0.04317 157 640: 5%|▌ | 3/56 [00:31<12:38, 14.30s/it] 170/299 6.87G 0.0226 0.02038 0.000192 0.04317 157 640: 7%|▋ | 4/56 [00:31<07:34, 8.75s/it] 170/299 6.87G 0.02195 0.01975 0.0001878 0.04188 175 640: 7%|▋ | 4/56 [00:32<07:34, 8.75s/it] 170/299 6.87G 0.02195 0.01975 0.0001878 0.04188 175 640: 9%|▉ | 5/56 [00:32<04:50, 5.69s/it] 170/299 6.87G 0.02157 0.01903 0.0001901 0.04078 131 640: 9%|▉ | 5/56 [00:32<04:50, 5.69s/it] 170/299 6.87G 0.02157 0.01903 0.0001901 0.04078 131 640: 11%|█ | 6/56 [00:32<03:11, 3.83s/it] 170/299 6.87G 0.02117 0.01819 0.0001903 0.03955 123 640: 11%|█ | 6/56 [00:32<03:11, 3.83s/it] 170/299 6.87G 0.02117 0.01819 0.0001903 0.03955 123 640: 12%|█▎ | 7/56 [00:32<02:09, 2.65s/it] 170/299 6.87G 0.02075 0.01796 0.0001869 0.03889 159 640: 12%|█▎ | 7/56 [00:32<02:09, 2.65s/it] 170/299 6.87G 0.02075 0.01796 0.0001869 0.03889 159 640: 14%|█▍ | 8/56 [00:32<01:30, 1.88s/it] 170/299 6.87G 0.02072 0.01805 0.0002084 0.03898 159 640: 14%|█▍ | 8/56 [00:32<01:30, 1.88s/it] 170/299 6.87G 0.02072 0.01805 0.0002084 0.03898 159 640: 16%|█▌ | 9/56 [00:32<01:04, 1.38s/it] 170/299 6.87G 0.02065 0.01829 0.0002508 0.03919 183 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 170/299 6.87G 0.02065 0.01829 0.0002508 0.03919 183 640: 18%|█▊ | 10/56 [00:33<00:46, 1.02s/it] 170/299 6.87G 0.02077 0.01806 0.0002638 0.03909 114 640: 18%|█▊ | 10/56 [01:05<00:46, 1.02s/it] 170/299 6.87G 0.02077 0.01806 0.0002638 0.03909 114 640: 20%|█▉ | 11/56 [01:05<07:57, 10.62s/it] 170/299 6.87G 0.02065 0.01796 0.0002549 0.03887 148 640: 20%|█▉ | 11/56 [01:05<07:57, 10.62s/it] 170/299 6.87G 0.02065 0.01796 0.0002549 0.03887 148 640: 21%|██▏ | 12/56 [01:05<05:28, 7.46s/it] 170/299 6.87G 0.0208 0.01769 0.000246 0.03873 126 640: 21%|██▏ | 12/56 [01:06<05:28, 7.46s/it] 170/299 6.87G 0.0208 0.01769 0.000246 0.03873 126 640: 23%|██▎ | 13/56 [01:06<03:47, 5.28s/it] 170/299 6.87G 0.02075 0.01779 0.0002413 0.03878 183 640: 23%|██▎ | 13/56 [01:06<03:47, 5.28s/it] 170/299 6.87G 0.02075 0.01779 0.0002413 0.03878 183 640: 25%|██▌ | 14/56 [01:06<02:37, 3.75s/it] 170/299 6.87G 0.02057 0.01768 0.0002358 0.03848 163 640: 25%|██▌ | 14/56 [01:06<02:37, 3.75s/it] 170/299 6.87G 0.02057 0.01768 0.0002358 0.03848 163 640: 27%|██▋ | 15/56 [01:06<01:50, 2.69s/it] 170/299 6.87G 0.02055 0.01748 0.0002385 0.03827 87
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.51 0.476 0.396 0.205
0%| | 0/56 [00:00<?, ?it/s] 171/299 6.87G 0.02189 0.01783 0.0001913 0.03991 157 640: 0%| | 0/56 [00:00<?, ?it/s] 171/299 6.87G 0.02189 0.01783 0.0001913 0.03991 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 171/299 6.87G 0.02138 0.01787 0.0001956 0.03945 186 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 171/299 6.87G 0.02138 0.01787 0.0001956 0.03945 186 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 171/299 6.87G 0.02055 0.01668 0.0002014 0.03743 139 640: 4%|▎ | 2/56 [00:41<00:13, 4.05it/s] 171/299 6.87G 0.02055 0.01668 0.0002014 0.03743 139 640: 5%|▌ | 3/56 [00:41<16:32, 18.73s/it] 171/299 6.87G 0.02058 0.01673 0.0001975 0.03751 145 640: 5%|▌ | 3/56 [00:41<16:32, 18.73s/it] 171/299 6.87G 0.02058 0.01673 0.0001975 0.03751 145 640: 7%|▋ | 4/56 [00:41<09:54, 11.42s/it] 171/299 6.87G 0.02075 0.01738 0.0002475 0.03838 194 640: 7%|▋ | 4/56 [00:41<09:54, 11.42s/it] 171/299 6.87G 0.02075 0.01738 0.0002475 0.03838 194 640: 9%|▉ | 5/56 [00:41<06:17, 7.40s/it] 171/299 6.87G 0.02076 0.01682 0.000243 0.03782 128 640: 9%|▉ | 5/56 [00:41<06:17, 7.40s/it] 171/299 6.87G 0.02076 0.01682 0.000243 0.03782 128 640: 11%|█ | 6/56 [00:41<04:08, 4.96s/it] 171/299 6.87G 0.02072 0.01672 0.0002317 0.03767 150 640: 11%|█ | 6/56 [00:42<04:08, 4.96s/it] 171/299 6.87G 0.02072 0.01672 0.0002317 0.03767 150 640: 12%|█▎ | 7/56 [00:42<02:47, 3.41s/it] 171/299 6.87G 0.02035 0.01671 0.0002287 0.03729 148 640: 12%|█▎ | 7/56 [00:42<02:47, 3.41s/it] 171/299 6.87G 0.02035 0.01671 0.0002287 0.03729 148 640: 14%|█▍ | 8/56 [00:42<01:55, 2.40s/it] 171/299 6.87G 0.02028 0.01683 0.0002462 0.03735 159 640: 14%|█▍ | 8/56 [00:42<01:55, 2.40s/it] 171/299 6.87G 0.02028 0.01683 0.0002462 0.03735 159 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 171/299 6.87G 0.02042 0.01713 0.0002654 0.03782 192 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 171/299 6.87G 0.02042 0.01713 0.0002654 0.03782 192 640: 18%|█▊ | 10/56 [00:42<00:58, 1.27s/it] 171/299 6.87G 0.02038 0.01708 0.000255 0.03772 122 640: 18%|█▊ | 10/56 [01:15<00:58, 1.27s/it] 171/299 6.87G 0.02038 0.01708 0.000255 0.03772 122 640: 20%|█▉ | 11/56 [01:15<08:05, 10.79s/it] 171/299 6.87G 0.02027 0.01704 0.0002495 0.03756 156 640: 20%|█▉ | 11/56 [01:15<08:05, 10.79s/it] 171/299 6.87G 0.02027 0.01704 0.0002495 0.03756 156 640: 21%|██▏ | 12/56 [01:15<05:33, 7.58s/it] 171/299 6.87G 0.02014 0.01699 0.0002574 0.03738 134 640: 21%|██▏ | 12/56 [01:15<05:33, 7.58s/it] 171/299 6.87G 0.02014 0.01699 0.0002574 0.03738 134 640: 23%|██▎ | 13/56 [01:15<03:50, 5.36s/it] 171/299 6.87G 0.02002 0.01707 0.0002502 0.03734 169 640: 23%|██▎ | 13/56 [01:15<03:50, 5.36s/it] 171/299 6.87G 0.02002 0.01707 0.0002502 0.03734 169 640: 25%|██▌ | 14/56 [01:15<02:40, 3.81s/it] 171/299 6.87G 0.02006 0.0173 0.0002556 0.03762 196 640: 25%|██▌ | 14/56 [01:16<02:40, 3.81s/it] 171/299 6.87G 0.02006 0.0173 0.0002556 0.03762 196 640: 27%|██▋ | 15/56 [01:16<01:51, 2.73s/it] 171/299 6.87G 0.01999 0.0174 0.0002481 0.03764 152
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.592 0.461 0.429 0.214
0%| | 0/56 [00:00<?, ?it/s] 172/299 6.87G 0.02366 0.02039 0.0001915 0.04425 165 640: 0%| | 0/56 [00:00<?, ?it/s] 172/299 6.87G 0.02366 0.02039 0.0001915 0.04425 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 172/299 6.87G 0.02226 0.01863 0.000215 0.0411 155 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 172/299 6.87G 0.02226 0.01863 0.000215 0.0411 155 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 172/299 6.87G 0.0217 0.01991 0.0002505 0.04186 179 640: 4%|▎ | 2/56 [00:43<00:13, 4.05it/s] 172/299 6.87G 0.0217 0.01991 0.0002505 0.04186 179 640: 5%|▌ | 3/56 [00:43<17:24, 19.71s/it] 172/299 6.87G 0.02132 0.01916 0.0002758 0.04076 166 640: 5%|▌ | 3/56 [00:43<17:24, 19.71s/it] 172/299 6.87G 0.02132 0.01916 0.0002758 0.04076 166 640: 7%|▋ | 4/56 [00:43<10:25, 12.02s/it] 172/299 6.87G 0.0213 0.01885 0.0003228 0.04047 159 640: 7%|▋ | 4/56 [00:43<10:25, 12.02s/it] 172/299 6.87G 0.0213 0.01885 0.0003228 0.04047 159 640: 9%|▉ | 5/56 [00:43<06:36, 7.78s/it] 172/299 6.87G 0.02067 0.0182 0.0002979 0.03917 161 640: 9%|▉ | 5/56 [00:44<06:36, 7.78s/it] 172/299 6.87G 0.02067 0.0182 0.0002979 0.03917 161 640: 11%|█ | 6/56 [00:44<04:20, 5.21s/it] 172/299 6.87G 0.02047 0.01764 0.0002792 0.03839 124 640: 11%|█ | 6/56 [00:44<04:20, 5.21s/it] 172/299 6.87G 0.02047 0.01764 0.0002792 0.03839 124 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 172/299 6.87G 0.02041 0.01785 0.0002758 0.03854 196 640: 12%|█▎ | 7/56 [00:44<02:55, 3.58s/it] 172/299 6.87G 0.02041 0.01785 0.0002758 0.03854 196 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 172/299 6.87G 0.0203 0.0175 0.0002672 0.03807 172 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 172/299 6.87G 0.0203 0.0175 0.0002672 0.03807 172 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 172/299 6.87G 0.02028 0.01809 0.000265 0.03863 218 640: 16%|█▌ | 9/56 [00:45<01:24, 1.80s/it] 172/299 6.87G 0.02028 0.01809 0.000265 0.03863 218 640: 18%|█▊ | 10/56 [00:45<01:00, 1.32s/it] 172/299 6.87G 0.02003 0.01797 0.0002615 0.03827 139 640: 18%|█▊ | 10/56 [01:17<01:00, 1.32s/it] 172/299 6.87G 0.02003 0.01797 0.0002615 0.03827 139 640: 20%|█▉ | 11/56 [01:17<08:07, 10.83s/it] 172/299 6.87G 0.01992 0.01815 0.0002518 0.03832 160 640: 20%|█▉ | 11/56 [01:17<08:07, 10.83s/it] 172/299 6.87G 0.01992 0.01815 0.0002518 0.03832 160 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 172/299 6.87G 0.01981 0.01819 0.0002462 0.03825 158 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 172/299 6.87G 0.01981 0.01819 0.0002462 0.03825 158 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 172/299 6.87G 0.01987 0.0186 0.0002396 0.03871 214 640: 23%|██▎ | 13/56 [01:18<03:51, 5.38s/it] 172/299 6.87G 0.01987 0.0186 0.0002396 0.03871 214 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 172/299 6.87G 0.01968 0.01823 0.0002331 0.03814 129 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 172/299 6.87G 0.01968 0.01823 0.0002331 0.03814 129 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 172/299 6.87G 0.01948 0.0181 0.0002294 0.03781 121
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.485 0.52 0.42 0.214
0%| | 0/56 [00:00<?, ?it/s] 173/299 6.87G 0.02024 0.02297 0.0001758 0.04338 197 640: 0%| | 0/56 [00:00<?, ?it/s] 173/299 6.87G 0.02024 0.02297 0.0001758 0.04338 197 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 173/299 6.87G 0.01966 0.01902 0.0001547 0.03883 142 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 173/299 6.87G 0.01966 0.01902 0.0001547 0.03883 142 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 173/299 6.87G 0.02043 0.01958 0.0001834 0.04018 195 640: 4%|▎ | 2/56 [00:41<00:13, 4.06it/s] 173/299 6.87G 0.02043 0.01958 0.0001834 0.04018 195 640: 5%|▌ | 3/56 [00:41<16:44, 18.96s/it] 173/299 6.87G 0.0202 0.01851 0.0001825 0.03889 156 640: 5%|▌ | 3/56 [00:41<16:44, 18.96s/it] 173/299 6.87G 0.0202 0.01851 0.0001825 0.03889 156 640: 7%|▋ | 4/56 [00:41<10:01, 11.56s/it] 173/299 6.87G 0.02035 0.01741 0.0002078 0.03797 144 640: 7%|▋ | 4/56 [00:42<10:01, 11.56s/it] 173/299 6.87G 0.02035 0.01741 0.0002078 0.03797 144 640: 9%|▉ | 5/56 [00:42<06:21, 7.48s/it] 173/299 6.87G 0.01999 0.01683 0.0002338 0.03706 146 640: 9%|▉ | 5/56 [00:42<06:21, 7.48s/it] 173/299 6.87G 0.01999 0.01683 0.0002338 0.03706 146 640: 11%|█ | 6/56 [00:42<04:10, 5.02s/it] 173/299 6.87G 0.02006 0.01669 0.0002224 0.03697 140 640: 11%|█ | 6/56 [00:42<04:10, 5.02s/it] 173/299 6.87G 0.02006 0.01669 0.0002224 0.03697 140 640: 12%|█▎ | 7/56 [00:42<02:49, 3.45s/it] 173/299 6.87G 0.01988 0.01659 0.0002176 0.03669 155 640: 12%|█▎ | 7/56 [00:42<02:49, 3.45s/it] 173/299 6.87G 0.01988 0.01659 0.0002176 0.03669 155 640: 14%|█▍ | 8/56 [00:42<01:56, 2.42s/it] 173/299 6.87G 0.02005 0.01694 0.0002084 0.0372 202 640: 14%|█▍ | 8/56 [00:43<01:56, 2.42s/it] 173/299 6.87G 0.02005 0.01694 0.0002084 0.0372 202 640: 16%|█▌ | 9/56 [00:43<01:22, 1.75s/it] 173/299 6.87G 0.02005 0.01753 0.000203 0.03778 214 640: 16%|█▌ | 9/56 [00:43<01:22, 1.75s/it] 173/299 6.87G 0.02005 0.01753 0.000203 0.03778 214 640: 18%|█▊ | 10/56 [00:43<00:58, 1.28s/it] 173/299 6.87G 0.01981 0.01755 0.0002082 0.03757 137 640: 18%|█▊ | 10/56 [01:15<00:58, 1.28s/it] 173/299 6.87G 0.01981 0.01755 0.0002082 0.03757 137 640: 20%|█▉ | 11/56 [01:15<08:08, 10.86s/it] 173/299 6.87G 0.01972 0.01728 0.000204 0.0372 121 640: 20%|█▉ | 11/56 [01:16<08:08, 10.86s/it] 173/299 6.87G 0.01972 0.01728 0.000204 0.0372 121 640: 21%|██▏ | 12/56 [01:16<05:35, 7.63s/it] 173/299 6.87G 0.01966 0.01729 0.0001977 0.03714 137 640: 21%|██▏ | 12/56 [01:16<05:35, 7.63s/it] 173/299 6.87G 0.01966 0.01729 0.0001977 0.03714 137 640: 23%|██▎ | 13/56 [01:16<03:51, 5.39s/it] 173/299 6.87G 0.01963 0.0176 0.000193 0.03742 161 640: 23%|██▎ | 13/56 [01:16<03:51, 5.39s/it] 173/299 6.87G 0.01963 0.0176 0.000193 0.03742 161 640: 25%|██▌ | 14/56 [01:16<02:40, 3.83s/it] 173/299 6.87G 0.01967 0.01754 0.0001901 0.0374 167 640: 25%|██▌ | 14/56 [01:16<02:40, 3.83s/it] 173/299 6.87G 0.01967 0.01754 0.0001901 0.0374 167 640: 27%|██▋ | 15/56 [01:16<01:52, 2.74s/it] 173/299 6.87G 0.01953 0.01732 0.000187 0.03704 116
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.537 0.5 0.435 0.22
0%| | 0/56 [00:00<?, ?it/s] 174/299 6.87G 0.02049 0.01989 0.0001347 0.04052 151 640: 0%| | 0/56 [00:00<?, ?it/s] 174/299 6.87G 0.02049 0.01989 0.0001347 0.04052 151 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 174/299 6.87G 0.02084 0.021 0.0003576 0.04219 220 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 174/299 6.87G 0.02084 0.021 0.0003576 0.04219 220 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 174/299 6.87G 0.02161 0.02009 0.0003021 0.04201 194 640: 4%|▎ | 2/56 [00:32<00:13, 4.05it/s] 174/299 6.87G 0.02161 0.02009 0.0003021 0.04201 194 640: 5%|▌ | 3/56 [00:32<12:52, 14.58s/it] 174/299 6.87G 0.0214 0.01961 0.0002905 0.0413 194 640: 5%|▌ | 3/56 [00:32<12:52, 14.58s/it] 174/299 6.87G 0.0214 0.01961 0.0002905 0.0413 194 640: 7%|▋ | 4/56 [00:32<07:43, 8.91s/it] 174/299 6.87G 0.02141 0.01912 0.0004396 0.04097 163 640: 7%|▋ | 4/56 [00:32<07:43, 8.91s/it] 174/299 6.87G 0.02141 0.01912 0.0004396 0.04097 163 640: 9%|▉ | 5/56 [00:32<04:56, 5.81s/it] 174/299 6.87G 0.02147 0.01822 0.0004547 0.04015 94 640: 9%|▉ | 5/56 [00:32<04:56, 5.81s/it] 174/299 6.87G 0.02147 0.01822 0.0004547 0.04015 94 640: 11%|█ | 6/56 [00:32<03:15, 3.91s/it] 174/299 6.87G 0.02174 0.01785 0.0004063 0.03999 155 640: 11%|█ | 6/56 [00:33<03:15, 3.91s/it] 174/299 6.87G 0.02174 0.01785 0.0004063 0.03999 155 640: 12%|█▎ | 7/56 [00:33<02:12, 2.71s/it] 174/299 6.87G 0.02198 0.01784 0.0003722 0.04019 97 640: 12%|█▎ | 7/56 [00:33<02:12, 2.71s/it] 174/299 6.87G 0.02198 0.01784 0.0003722 0.04019 97 640: 14%|█▍ | 8/56 [00:33<01:32, 1.92s/it] 174/299 6.87G 0.02191 0.01771 0.0003476 0.03996 175 640: 14%|█▍ | 8/56 [00:33<01:32, 1.92s/it] 174/299 6.87G 0.02191 0.01771 0.0003476 0.03996 175 640: 16%|█▌ | 9/56 [00:33<01:05, 1.40s/it] 174/299 6.87G 0.02172 0.01772 0.0003255 0.03976 172 640: 16%|█▌ | 9/56 [00:33<01:05, 1.40s/it] 174/299 6.87G 0.02172 0.01772 0.0003255 0.03976 172 640: 18%|█▊ | 10/56 [00:33<00:47, 1.04s/it] 174/299 6.87G 0.0215 0.01786 0.000314 0.03967 153 640: 18%|█▊ | 10/56 [01:06<00:47, 1.04s/it] 174/299 6.87G 0.0215 0.01786 0.000314 0.03967 153 640: 20%|█▉ | 11/56 [01:06<07:57, 10.61s/it] 174/299 6.87G 0.0212 0.01767 0.0003018 0.03917 133 640: 20%|█▉ | 11/56 [01:06<07:57, 10.61s/it] 174/299 6.87G 0.0212 0.01767 0.0003018 0.03917 133 640: 21%|██▏ | 12/56 [01:06<05:27, 7.45s/it] 174/299 6.87G 0.021 0.01751 0.0002885 0.03881 137 640: 21%|██▏ | 12/56 [01:06<05:27, 7.45s/it] 174/299 6.87G 0.021 0.01751 0.0002885 0.03881 137 640: 23%|██▎ | 13/56 [01:06<03:46, 5.27s/it] 174/299 6.87G 0.02084 0.01741 0.0002784 0.03852 131 640: 23%|██▎ | 13/56 [01:06<03:46, 5.27s/it] 174/299 6.87G 0.02084 0.01741 0.0002784 0.03852 131 640: 25%|██▌ | 14/56 [01:06<02:37, 3.75s/it] 174/299 6.87G 0.02084 0.01754 0.0002768 0.03865 161 640: 25%|██▌ | 14/56 [01:07<02:37, 3.75s/it] 174/299 6.87G 0.02084 0.01754 0.0002768 0.03865 161 640: 27%|██▋ | 15/56 [01:07<01:50, 2.69s/it] 174/299 6.87G 0.02072 0.01761 0.0002685 0.0386 159
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.527 0.516 0.43 0.211
0%| | 0/56 [00:00<?, ?it/s] 175/299 6.87G 0.02151 0.01874 0.0002145 0.04046 159 640: 0%| | 0/56 [00:00<?, ?it/s] 175/299 6.87G 0.02151 0.01874 0.0002145 0.04046 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 175/299 6.87G 0.02064 0.0178 0.0003091 0.03876 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 175/299 6.87G 0.02064 0.0178 0.0003091 0.03876 157 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 175/299 6.87G 0.02078 0.01899 0.0003329 0.0401 216 640: 4%|▎ | 2/56 [00:43<00:13, 4.05it/s] 175/299 6.87G 0.02078 0.01899 0.0003329 0.0401 216 640: 5%|▌ | 3/56 [00:43<17:17, 19.58s/it] 175/299 6.87G 0.02029 0.01837 0.0004692 0.03913 148 640: 5%|▌ | 3/56 [00:43<17:17, 19.58s/it] 175/299 6.87G 0.02029 0.01837 0.0004692 0.03913 148 640: 7%|▋ | 4/56 [00:43<10:20, 11.94s/it] 175/299 6.87G 0.02046 0.01904 0.0004343 0.03994 226 640: 7%|▋ | 4/56 [00:43<10:20, 11.94s/it] 175/299 6.87G 0.02046 0.01904 0.0004343 0.03994 226 640: 9%|▉ | 5/56 [00:43<06:33, 7.72s/it] 175/299 6.87G 0.02047 0.01881 0.0004778 0.03976 183 640: 9%|▉ | 5/56 [00:43<06:33, 7.72s/it] 175/299 6.87G 0.02047 0.01881 0.0004778 0.03976 183 640: 11%|█ | 6/56 [00:43<04:18, 5.17s/it] 175/299 6.87G 0.02035 0.01884 0.0004674 0.03966 199 640: 11%|█ | 6/56 [00:44<04:18, 5.17s/it] 175/299 6.87G 0.02035 0.01884 0.0004674 0.03966 199 640: 12%|█▎ | 7/56 [00:44<02:54, 3.55s/it] 175/299 6.87G 0.02001 0.01861 0.0004434 0.03906 151 640: 12%|█▎ | 7/56 [00:44<02:54, 3.55s/it] 175/299 6.87G 0.02001 0.01861 0.0004434 0.03906 151 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 175/299 6.87G 0.01983 0.0182 0.0004118 0.03845 162 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 175/299 6.87G 0.01983 0.0182 0.0004118 0.03845 162 640: 16%|█▌ | 9/56 [00:44<01:24, 1.79s/it] 175/299 6.87G 0.0197 0.01808 0.0004036 0.03818 165 640: 16%|█▌ | 9/56 [00:44<01:24, 1.79s/it] 175/299 6.87G 0.0197 0.01808 0.0004036 0.03818 165 640: 18%|█▊ | 10/56 [00:44<01:00, 1.31s/it] 175/299 6.87G 0.01956 0.018 0.0003835 0.03794 128 640: 18%|█▊ | 10/56 [01:17<01:00, 1.31s/it] 175/299 6.87G 0.01956 0.018 0.0003835 0.03794 128 640: 20%|█▉ | 11/56 [01:17<08:07, 10.84s/it] 175/299 6.87G 0.01958 0.01783 0.0003662 0.03778 132 640: 20%|█▉ | 11/56 [01:17<08:07, 10.84s/it] 175/299 6.87G 0.01958 0.01783 0.0003662 0.03778 132 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 175/299 6.87G 0.01958 0.01786 0.0003501 0.03778 155 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 175/299 6.87G 0.01958 0.01786 0.0003501 0.03778 155 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 175/299 6.87G 0.01969 0.0179 0.0003489 0.03794 161 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 175/299 6.87G 0.01969 0.0179 0.0003489 0.03794 161 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 175/299 6.87G 0.01971 0.01776 0.0003413 0.03781 160 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 175/299 6.87G 0.01971 0.01776 0.0003413 0.03781 160 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 175/299 6.87G 0.01961 0.01782 0.0003292 0.03776 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.592 0.482 0.426 0.211
0%| | 0/56 [00:00<?, ?it/s] 176/299 6.87G 0.02086 0.01817 0.0001391 0.03916 164 640: 0%| | 0/56 [00:00<?, ?it/s] 176/299 6.87G 0.02086 0.01817 0.0001391 0.03916 164 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 176/299 6.87G 0.02064 0.01764 0.0001511 0.03843 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 176/299 6.87G 0.02064 0.01764 0.0001511 0.03843 175 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 176/299 6.87G 0.02103 0.01734 0.0001967 0.03857 148 640: 4%|▎ | 2/56 [00:32<00:13, 4.04it/s] 176/299 6.87G 0.02103 0.01734 0.0001967 0.03857 148 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 176/299 6.87G 0.02114 0.01626 0.0001899 0.03759 137 640: 5%|▌ | 3/56 [00:32<13:04, 14.80s/it] 176/299 6.87G 0.02114 0.01626 0.0001899 0.03759 137 640: 7%|▋ | 4/56 [00:32<07:50, 9.04s/it] 176/299 6.87G 0.02123 0.01633 0.0002099 0.03777 153 640: 7%|▋ | 4/56 [00:33<07:50, 9.04s/it] 176/299 6.87G 0.02123 0.01633 0.0002099 0.03777 153 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 176/299 6.87G 0.02105 0.01622 0.000327 0.0376 136 640: 9%|▉ | 5/56 [00:33<04:59, 5.88s/it] 176/299 6.87G 0.02105 0.01622 0.000327 0.0376 136 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 176/299 6.87G 0.02143 0.01643 0.000305 0.03817 176 640: 11%|█ | 6/56 [00:33<03:17, 3.96s/it] 176/299 6.87G 0.02143 0.01643 0.000305 0.03817 176 640: 12%|█▎ | 7/56 [00:33<02:14, 2.74s/it] 176/299 6.87G 0.02118 0.0167 0.0002899 0.03817 169 640: 12%|█▎ | 7/56 [00:33<02:14, 2.74s/it] 176/299 6.87G 0.02118 0.0167 0.0002899 0.03817 169 640: 14%|█▍ | 8/56 [00:33<01:33, 1.94s/it] 176/299 6.87G 0.0213 0.01725 0.0002789 0.03883 228 640: 14%|█▍ | 8/56 [00:34<01:33, 1.94s/it] 176/299 6.87G 0.0213 0.01725 0.0002789 0.03883 228 640: 16%|█▌ | 9/56 [00:34<01:06, 1.42s/it] 176/299 6.87G 0.0214 0.01729 0.0002902 0.03898 179 640: 16%|█▌ | 9/56 [00:34<01:06, 1.42s/it] 176/299 6.87G 0.0214 0.01729 0.0002902 0.03898 179 640: 18%|█▊ | 10/56 [00:34<00:48, 1.05s/it] 176/299 6.87G 0.02121 0.01724 0.00028 0.03873 140 640: 18%|█▊ | 10/56 [01:06<00:48, 1.05s/it] 176/299 6.87G 0.02121 0.01724 0.00028 0.03873 140 640: 20%|█▉ | 11/56 [01:06<08:00, 10.68s/it] 176/299 6.87G 0.02123 0.0171 0.000269 0.0386 169 640: 20%|█▉ | 11/56 [01:07<08:00, 10.68s/it] 176/299 6.87G 0.02123 0.0171 0.000269 0.0386 169 640: 21%|██▏ | 12/56 [01:07<05:30, 7.50s/it] 176/299 6.87G 0.02101 0.01698 0.0002592 0.03825 138 640: 21%|██▏ | 12/56 [01:07<05:30, 7.50s/it] 176/299 6.87G 0.02101 0.01698 0.0002592 0.03825 138 640: 23%|██▎ | 13/56 [01:07<03:48, 5.31s/it] 176/299 6.87G 0.02104 0.01713 0.0002525 0.03842 172 640: 23%|██▎ | 13/56 [01:07<03:48, 5.31s/it] 176/299 6.87G 0.02104 0.01713 0.0002525 0.03842 172 640: 25%|██▌ | 14/56 [01:07<02:38, 3.77s/it] 176/299 6.87G 0.02098 0.01692 0.0002467 0.03814 108 640: 25%|██▌ | 14/56 [01:07<02:38, 3.77s/it] 176/299 6.87G 0.02098 0.01692 0.0002467 0.03814 108 640: 27%|██▋ | 15/56 [01:07<01:50, 2.71s/it] 176/299 6.87G 0.02107 0.01689 0.0002464 0.03821 115
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.542 0.477 0.392 0.191
0%| | 0/56 [00:00<?, ?it/s] 177/299 6.87G 0.02178 0.02095 0.0001381 0.04287 203 640: 0%| | 0/56 [00:00<?, ?it/s] 177/299 6.87G 0.02178 0.02095 0.0001381 0.04287 203 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 177/299 6.87G 0.02096 0.01953 0.0001906 0.04067 195 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 177/299 6.87G 0.02096 0.01953 0.0001906 0.04067 195 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 177/299 6.87G 0.02101 0.01927 0.0002854 0.04057 171 640: 4%|▎ | 2/56 [00:37<00:13, 4.04it/s] 177/299 6.87G 0.02101 0.01927 0.0002854 0.04057 171 640: 5%|▌ | 3/56 [00:37<14:58, 16.96s/it] 177/299 6.87G 0.02061 0.01848 0.0002538 0.03935 149 640: 5%|▌ | 3/56 [00:37<14:58, 16.96s/it] 177/299 6.87G 0.02061 0.01848 0.0002538 0.03935 149 640: 7%|▋ | 4/56 [00:37<08:58, 10.35s/it] 177/299 6.87G 0.02042 0.01803 0.0002363 0.03869 168 640: 7%|▋ | 4/56 [00:37<08:58, 10.35s/it] 177/299 6.87G 0.02042 0.01803 0.0002363 0.03869 168 640: 9%|▉ | 5/56 [00:37<05:42, 6.71s/it] 177/299 6.87G 0.02027 0.01798 0.000256 0.0385 148 640: 9%|▉ | 5/56 [00:38<05:42, 6.71s/it] 177/299 6.87G 0.02027 0.01798 0.000256 0.0385 148 640: 11%|█ | 6/56 [00:38<03:45, 4.50s/it] 177/299 6.87G 0.01986 0.01778 0.00024 0.03787 165 640: 11%|█ | 6/56 [00:38<03:45, 4.50s/it] 177/299 6.87G 0.01986 0.01778 0.00024 0.03787 165 640: 12%|█▎ | 7/56 [00:38<02:32, 3.10s/it] 177/299 6.87G 0.01987 0.01823 0.000237 0.03833 199 640: 12%|█▎ | 7/56 [00:38<02:32, 3.10s/it] 177/299 6.87G 0.01987 0.01823 0.000237 0.03833 199 640: 14%|█▍ | 8/56 [00:38<01:44, 2.19s/it] 177/299 6.87G 0.01992 0.01786 0.0002296 0.03801 166 640: 14%|█▍ | 8/56 [00:38<01:44, 2.19s/it] 177/299 6.87G 0.01992 0.01786 0.0002296 0.03801 166 640: 16%|█▌ | 9/56 [00:38<01:14, 1.59s/it] 177/299 6.87G 0.01985 0.01833 0.0002331 0.03842 169 640: 16%|█▌ | 9/56 [00:38<01:14, 1.59s/it] 177/299 6.87G 0.01985 0.01833 0.0002331 0.03842 169 640: 18%|█▊ | 10/56 [00:38<00:53, 1.17s/it] 177/299 6.87G 0.0198 0.0183 0.0002258 0.03833 119 640: 18%|█▊ | 10/56 [01:11<00:53, 1.17s/it] 177/299 6.87G 0.0198 0.0183 0.0002258 0.03833 119 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 177/299 6.87G 0.01983 0.0183 0.0002203 0.03836 180 640: 20%|█▉ | 11/56 [01:11<08:04, 10.76s/it] 177/299 6.87G 0.01983 0.0183 0.0002203 0.03836 180 640: 21%|██▏ | 12/56 [01:11<05:32, 7.56s/it] 177/299 6.87G 0.01974 0.01821 0.0002342 0.03819 183 640: 21%|██▏ | 12/56 [01:11<05:32, 7.56s/it] 177/299 6.87G 0.01974 0.01821 0.0002342 0.03819 183 640: 23%|██▎ | 13/56 [01:11<03:49, 5.35s/it] 177/299 6.87G 0.01972 0.01824 0.0002333 0.03819 198 640: 23%|██▎ | 13/56 [01:12<03:49, 5.35s/it] 177/299 6.87G 0.01972 0.01824 0.0002333 0.03819 198 640: 25%|██▌ | 14/56 [01:12<02:39, 3.80s/it] 177/299 6.87G 0.0196 0.018 0.0002271 0.03783 116 640: 25%|██▌ | 14/56 [01:12<02:39, 3.80s/it] 177/299 6.87G 0.0196 0.018 0.0002271 0.03783 116 640: 27%|██▋ | 15/56 [01:12<01:51, 2.72s/it] 177/299 6.87G 0.01952 0.01791 0.0002234 0.03766 128
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.551 0.477 0.406 0.203
0%| | 0/56 [00:00<?, ?it/s] 178/299 6.87G 0.02024 0.01671 0.0001617 0.03711 148 640: 0%| | 0/56 [00:00<?, ?it/s] 178/299 6.87G 0.02024 0.01671 0.0001617 0.03711 148 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 178/299 6.87G 0.01935 0.01589 0.0002154 0.03545 153 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 178/299 6.87G 0.01935 0.01589 0.0002154 0.03545 153 640: 4%|▎ | 2/56 [00:00<00:13, 3.90it/s] 178/299 6.87G 0.02 0.01686 0.0002616 0.03712 196 640: 4%|▎ | 2/56 [00:31<00:13, 3.90it/s] 178/299 6.87G 0.02 0.01686 0.0002616 0.03712 196 640: 5%|▌ | 3/56 [00:31<12:40, 14.36s/it] 178/299 6.87G 0.01994 0.01767 0.0003079 0.03792 205 640: 5%|▌ | 3/56 [00:31<12:40, 14.36s/it] 178/299 6.87G 0.01994 0.01767 0.0003079 0.03792 205 640: 7%|▋ | 4/56 [00:31<07:36, 8.78s/it] 178/299 6.87G 0.02049 0.01811 0.0003296 0.03893 183 640: 7%|▋ | 4/56 [00:32<07:36, 8.78s/it] 178/299 6.87G 0.02049 0.01811 0.0003296 0.03893 183 640: 9%|▉ | 5/56 [00:32<04:51, 5.71s/it] 178/299 6.87G 0.02016 0.01764 0.0003414 0.03814 137 640: 9%|▉ | 5/56 [00:32<04:51, 5.71s/it] 178/299 6.87G 0.02016 0.01764 0.0003414 0.03814 137 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 178/299 6.87G 0.02005 0.01746 0.000314 0.03782 154 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 178/299 6.87G 0.02005 0.01746 0.000314 0.03782 154 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 178/299 6.87G 0.0198 0.01697 0.0003015 0.03707 118 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 178/299 6.87G 0.0198 0.01697 0.0003015 0.03707 118 640: 14%|█▍ | 8/56 [00:32<01:30, 1.89s/it] 178/299 6.87G 0.01953 0.01681 0.0002833 0.03662 138 640: 14%|█▍ | 8/56 [00:33<01:30, 1.89s/it] 178/299 6.87G 0.01953 0.01681 0.0002833 0.03662 138 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 178/299 6.87G 0.01952 0.01729 0.0002809 0.03709 218 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 178/299 6.87G 0.01952 0.01729 0.0002809 0.03709 218 640: 18%|█▊ | 10/56 [00:33<00:47, 1.02s/it] 178/299 6.87G 0.01927 0.01716 0.00027 0.0367 116 640: 18%|█▊ | 10/56 [01:06<00:47, 1.02s/it] 178/299 6.87G 0.01927 0.01716 0.00027 0.0367 116 640: 20%|█▉ | 11/56 [01:06<08:05, 10.79s/it] 178/299 6.87G 0.01922 0.01726 0.0002603 0.03674 151 640: 20%|█▉ | 11/56 [01:06<08:05, 10.79s/it] 178/299 6.87G 0.01922 0.01726 0.0002603 0.03674 151 640: 21%|██▏ | 12/56 [01:06<05:33, 7.58s/it] 178/299 6.87G 0.01914 0.01754 0.0002544 0.03693 195 640: 21%|██▏ | 12/56 [01:06<05:33, 7.58s/it] 178/299 6.87G 0.01914 0.01754 0.0002544 0.03693 195 640: 23%|██▎ | 13/56 [01:06<03:50, 5.36s/it] 178/299 6.87G 0.01913 0.01737 0.0002464 0.03675 126 640: 23%|██▎ | 13/56 [01:06<03:50, 5.36s/it] 178/299 6.87G 0.01913 0.01737 0.0002464 0.03675 126 640: 25%|██▌ | 14/56 [01:06<02:40, 3.81s/it] 178/299 6.87G 0.01917 0.01722 0.0002407 0.03663 117 640: 25%|██▌ | 14/56 [01:07<02:40, 3.81s/it] 178/299 6.87G 0.01917 0.01722 0.0002407 0.03663 117 640: 27%|██▋ | 15/56 [01:07<01:51, 2.73s/it] 178/299 6.87G 0.01909 0.0171 0.0002359 0.03643 149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.555 0.502 0.418 0.208
0%| | 0/56 [00:00<?, ?it/s] 179/299 6.87G 0.0228 0.02534 0.0001547 0.0483 187 640: 0%| | 0/56 [00:00<?, ?it/s] 179/299 6.87G 0.0228 0.02534 0.0001547 0.0483 187 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 179/299 6.87G 0.02269 0.02141 0.00015 0.04425 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 179/299 6.87G 0.02269 0.02141 0.00015 0.04425 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 179/299 6.87G 0.02169 0.02026 0.0001722 0.04212 179 640: 4%|▎ | 2/56 [00:34<00:13, 4.05it/s] 179/299 6.87G 0.02169 0.02026 0.0001722 0.04212 179 640: 5%|▌ | 3/56 [00:34<13:46, 15.59s/it] 179/299 6.87G 0.02071 0.01989 0.0001644 0.04077 159 640: 5%|▌ | 3/56 [00:34<13:46, 15.59s/it] 179/299 6.87G 0.02071 0.01989 0.0001644 0.04077 159 640: 7%|▋ | 4/56 [00:34<08:15, 9.53s/it] 179/299 6.87G 0.02056 0.019 0.0002392 0.0398 153 640: 7%|▋ | 4/56 [00:34<08:15, 9.53s/it] 179/299 6.87G 0.02056 0.019 0.0002392 0.0398 153 640: 9%|▉ | 5/56 [00:34<05:15, 6.19s/it] 179/299 6.87G 0.0202 0.0181 0.000237 0.03854 118 640: 9%|▉ | 5/56 [00:35<05:15, 6.19s/it] 179/299 6.87G 0.0202 0.0181 0.000237 0.03854 118 640: 11%|█ | 6/56 [00:35<03:28, 4.16s/it] 179/299 6.87G 0.02037 0.01888 0.0002235 0.03947 216 640: 11%|█ | 6/56 [00:35<03:28, 4.16s/it] 179/299 6.87G 0.02037 0.01888 0.0002235 0.03947 216 640: 12%|█▎ | 7/56 [00:35<02:20, 2.88s/it] 179/299 6.87G 0.02019 0.01907 0.0002339 0.03949 143 640: 12%|█▎ | 7/56 [00:35<02:20, 2.88s/it] 179/299 6.87G 0.02019 0.01907 0.0002339 0.03949 143 640: 14%|█▍ | 8/56 [00:35<01:37, 2.03s/it] 179/299 6.87G 0.01999 0.01874 0.0002243 0.03896 166 640: 14%|█▍ | 8/56 [00:35<01:37, 2.03s/it] 179/299 6.87G 0.01999 0.01874 0.0002243 0.03896 166 640: 16%|█▌ | 9/56 [00:35<01:09, 1.48s/it] 179/299 6.87G 0.01983 0.01861 0.0002164 0.03866 181 640: 16%|█▌ | 9/56 [00:36<01:09, 1.48s/it] 179/299 6.87G 0.01983 0.01861 0.0002164 0.03866 181 640: 18%|█▊ | 10/56 [00:36<00:50, 1.09s/it] 179/299 6.87G 0.01962 0.01838 0.0002078 0.03821 168 640: 18%|█▊ | 10/56 [01:08<00:50, 1.09s/it] 179/299 6.87G 0.01962 0.01838 0.0002078 0.03821 168 640: 20%|█▉ | 11/56 [01:08<08:03, 10.74s/it] 179/299 6.87G 0.01961 0.01834 0.0002178 0.03816 157 640: 20%|█▉ | 11/56 [01:08<08:03, 10.74s/it] 179/299 6.87G 0.01961 0.01834 0.0002178 0.03816 157 640: 21%|██▏ | 12/56 [01:08<05:31, 7.54s/it] 179/299 6.87G 0.01942 0.01822 0.0002109 0.03785 131 640: 21%|██▏ | 12/56 [01:09<05:31, 7.54s/it] 179/299 6.87G 0.01942 0.01822 0.0002109 0.03785 131 640: 23%|██▎ | 13/56 [01:09<03:49, 5.33s/it] 179/299 6.87G 0.01932 0.01826 0.0002131 0.03779 155 640: 23%|██▎ | 13/56 [01:09<03:49, 5.33s/it] 179/299 6.87G 0.01932 0.01826 0.0002131 0.03779 155 640: 25%|██▌ | 14/56 [01:09<02:39, 3.79s/it] 179/299 6.87G 0.01929 0.01811 0.0002122 0.03761 118 640: 25%|██▌ | 14/56 [01:09<02:39, 3.79s/it] 179/299 6.87G 0.01929 0.01811 0.0002122 0.03761 118 640: 27%|██▋ | 15/56 [01:09<01:51, 2.71s/it] 179/299 6.87G 0.01915 0.018 0.000206 0.03736 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.544 0.48 0.406 0.203
0%| | 0/56 [00:00<?, ?it/s] 180/299 6.87G 0.01937 0.02023 0.0001198 0.03972 178 640: 0%| | 0/56 [00:00<?, ?it/s] 180/299 6.87G 0.01937 0.02023 0.0001198 0.03972 178 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 180/299 6.87G 0.02058 0.0188 0.0001615 0.03954 185 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 180/299 6.87G 0.02058 0.0188 0.0001615 0.03954 185 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 180/299 6.87G 0.0206 0.01914 0.0001602 0.0399 199 640: 4%|▎ | 2/56 [00:38<00:13, 4.06it/s] 180/299 6.87G 0.0206 0.01914 0.0001602 0.0399 199 640: 5%|▌ | 3/56 [00:38<15:32, 17.60s/it] 180/299 6.87G 0.0204 0.01819 0.0001537 0.03875 134 640: 5%|▌ | 3/56 [00:38<15:32, 17.60s/it] 180/299 6.87G 0.0204 0.01819 0.0001537 0.03875 134 640: 7%|▋ | 4/56 [00:38<09:18, 10.74s/it] 180/299 6.87G 0.02041 0.0178 0.0002086 0.03842 151 640: 7%|▋ | 4/56 [00:39<09:18, 10.74s/it] 180/299 6.87G 0.02041 0.0178 0.0002086 0.03842 151 640: 9%|▉ | 5/56 [00:39<05:55, 6.96s/it] 180/299 6.87G 0.02057 0.01691 0.0002107 0.03769 130 640: 9%|▉ | 5/56 [00:39<05:55, 6.96s/it] 180/299 6.87G 0.02057 0.01691 0.0002107 0.03769 130 640: 11%|█ | 6/56 [00:39<03:53, 4.67s/it] 180/299 6.87G 0.0206 0.01643 0.0001995 0.03723 136 640: 11%|█ | 6/56 [00:39<03:53, 4.67s/it] 180/299 6.87G 0.0206 0.01643 0.0001995 0.03723 136 640: 12%|█▎ | 7/56 [00:39<02:37, 3.22s/it] 180/299 6.87G 0.02038 0.01661 0.0001909 0.03719 172 640: 12%|█▎ | 7/56 [00:39<02:37, 3.22s/it] 180/299 6.87G 0.02038 0.01661 0.0001909 0.03719 172 640: 14%|█▍ | 8/56 [00:39<01:48, 2.26s/it] 180/299 6.87G 0.02024 0.01647 0.0002024 0.03691 168 640: 14%|█▍ | 8/56 [00:40<01:48, 2.26s/it] 180/299 6.87G 0.02024 0.01647 0.0002024 0.03691 168 640: 16%|█▌ | 9/56 [00:40<01:16, 1.64s/it] 180/299 6.87G 0.0204 0.01693 0.0001945 0.03752 213 640: 16%|█▌ | 9/56 [00:40<01:16, 1.64s/it] 180/299 6.87G 0.0204 0.01693 0.0001945 0.03752 213 640: 18%|█▊ | 10/56 [00:40<00:55, 1.20s/it] 180/299 6.87G 0.02039 0.01706 0.0001883 0.03763 173 640: 18%|█▊ | 10/56 [01:13<00:55, 1.20s/it] 180/299 6.87G 0.02039 0.01706 0.0001883 0.03763 173 640: 20%|█▉ | 11/56 [01:13<08:10, 10.91s/it] 180/299 6.87G 0.02045 0.01717 0.0002125 0.03783 176 640: 20%|█▉ | 11/56 [01:13<08:10, 10.91s/it] 180/299 6.87G 0.02045 0.01717 0.0002125 0.03783 176 640: 21%|██▏ | 12/56 [01:13<05:37, 7.66s/it] 180/299 6.87G 0.02029 0.01705 0.0002084 0.03754 133 640: 21%|██▏ | 12/56 [01:13<05:37, 7.66s/it] 180/299 6.87G 0.02029 0.01705 0.0002084 0.03754 133 640: 23%|██▎ | 13/56 [01:13<03:52, 5.42s/it] 180/299 6.87G 0.02019 0.01708 0.0002029 0.03747 126 640: 23%|██▎ | 13/56 [01:14<03:52, 5.42s/it] 180/299 6.87G 0.02019 0.01708 0.0002029 0.03747 126 640: 25%|██▌ | 14/56 [01:14<02:41, 3.85s/it] 180/299 6.87G 0.02014 0.01714 0.0001999 0.03748 162 640: 25%|██▌ | 14/56 [01:14<02:41, 3.85s/it] 180/299 6.87G 0.02014 0.01714 0.0001999 0.03748 162 640: 27%|██▋ | 15/56 [01:14<01:53, 2.76s/it] 180/299 6.87G 0.01995 0.01707 0.0001954 0.03721 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.526 0.464 0.402 0.206
0%| | 0/56 [00:00<?, ?it/s] 181/299 6.87G 0.02264 0.02137 0.0001473 0.04415 171 640: 0%| | 0/56 [00:00<?, ?it/s] 181/299 6.87G 0.02264 0.02137 0.0001473 0.04415 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 181/299 6.87G 0.02141 0.0185 0.0001522 0.04007 153 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 181/299 6.87G 0.02141 0.0185 0.0001522 0.04007 153 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 181/299 6.87G 0.02056 0.01801 0.0001538 0.03872 139 640: 4%|▎ | 2/56 [00:43<00:13, 4.05it/s] 181/299 6.87G 0.02056 0.01801 0.0001538 0.03872 139 640: 5%|▌ | 3/56 [00:43<17:16, 19.56s/it] 181/299 6.87G 0.02011 0.01738 0.0001657 0.03765 133 640: 5%|▌ | 3/56 [00:43<17:16, 19.56s/it] 181/299 6.87G 0.02011 0.01738 0.0001657 0.03765 133 640: 7%|▋ | 4/56 [00:43<10:20, 11.93s/it] 181/299 6.87G 0.02003 0.01748 0.0001678 0.03769 204 640: 7%|▋ | 4/56 [00:43<10:20, 11.93s/it] 181/299 6.87G 0.02003 0.01748 0.0001678 0.03769 204 640: 9%|▉ | 5/56 [00:43<06:33, 7.72s/it] 181/299 6.87G 0.02017 0.01685 0.0002164 0.03723 134 640: 9%|▉ | 5/56 [00:43<06:33, 7.72s/it] 181/299 6.87G 0.02017 0.01685 0.0002164 0.03723 134 640: 11%|█ | 6/56 [00:43<04:18, 5.17s/it] 181/299 6.87G 0.02028 0.01651 0.0002079 0.03699 146 640: 11%|█ | 6/56 [00:43<04:18, 5.17s/it] 181/299 6.87G 0.02028 0.01651 0.0002079 0.03699 146 640: 12%|█▎ | 7/56 [00:43<02:54, 3.55s/it] 181/299 6.87G 0.02004 0.01654 0.0002059 0.03679 165 640: 12%|█▎ | 7/56 [00:44<02:54, 3.55s/it] 181/299 6.87G 0.02004 0.01654 0.0002059 0.03679 165 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 181/299 6.87G 0.01989 0.01705 0.0002049 0.03715 224 640: 14%|█▍ | 8/56 [00:44<01:59, 2.49s/it] 181/299 6.87G 0.01989 0.01705 0.0002049 0.03715 224 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 181/299 6.87G 0.0197 0.01692 0.0002001 0.03682 169 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 181/299 6.87G 0.0197 0.01692 0.0002001 0.03682 169 640: 18%|█▊ | 10/56 [00:44<01:00, 1.31s/it] 181/299 6.87G 0.01958 0.01673 0.000196 0.03651 125 640: 18%|█▊ | 10/56 [01:16<01:00, 1.31s/it] 181/299 6.87G 0.01958 0.01673 0.000196 0.03651 125 640: 20%|█▉ | 11/56 [01:16<08:03, 10.75s/it] 181/299 6.87G 0.01948 0.01707 0.000197 0.03674 210 640: 20%|█▉ | 11/56 [01:17<08:03, 10.75s/it] 181/299 6.87G 0.01948 0.01707 0.000197 0.03674 210 640: 21%|██▏ | 12/56 [01:17<05:32, 7.55s/it] 181/299 6.87G 0.01934 0.01675 0.0001933 0.03628 120 640: 21%|██▏ | 12/56 [01:17<05:32, 7.55s/it] 181/299 6.87G 0.01934 0.01675 0.0001933 0.03628 120 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 181/299 6.87G 0.01939 0.01674 0.0002075 0.03634 138 640: 23%|██▎ | 13/56 [01:17<03:49, 5.34s/it] 181/299 6.87G 0.01939 0.01674 0.0002075 0.03634 138 640: 25%|██▌ | 14/56 [01:17<02:39, 3.80s/it] 181/299 6.87G 0.01923 0.01657 0.0002045 0.03601 141 640: 25%|██▌ | 14/56 [01:17<02:39, 3.80s/it] 181/299 6.87G 0.01923 0.01657 0.0002045 0.03601 141 640: 27%|██▋ | 15/56 [01:17<01:51, 2.72s/it] 181/299 6.87G 0.01904 0.01634 0.0002015 0.03558 96
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.512 0.481 0.392 0.201
0%| | 0/56 [00:00<?, ?it/s] 182/299 6.87G 0.02338 0.02408 0.000152 0.0476 240 640: 0%| | 0/56 [00:00<?, ?it/s] 182/299 6.87G 0.02338 0.02408 0.000152 0.0476 240 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 182/299 6.87G 0.02182 0.02081 0.0001665 0.0428 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 182/299 6.87G 0.02182 0.02081 0.0001665 0.0428 200 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 182/299 6.87G 0.02137 0.02105 0.0002045 0.04263 197 640: 4%|▎ | 2/56 [00:40<00:13, 4.05it/s] 182/299 6.87G 0.02137 0.02105 0.0002045 0.04263 197 640: 5%|▌ | 3/56 [00:40<16:07, 18.26s/it] 182/299 6.87G 0.02122 0.01956 0.0001894 0.04097 119 640: 5%|▌ | 3/56 [00:40<16:07, 18.26s/it] 182/299 6.87G 0.02122 0.01956 0.0001894 0.04097 119 640: 7%|▋ | 4/56 [00:40<09:39, 11.14s/it] 182/299 6.87G 0.02098 0.01927 0.0002092 0.04045 214 640: 7%|▋ | 4/56 [00:40<09:39, 11.14s/it] 182/299 6.87G 0.02098 0.01927 0.0002092 0.04045 214 640: 9%|▉ | 5/56 [00:40<06:07, 7.21s/it] 182/299 6.87G 0.02085 0.01919 0.0002297 0.04027 187 640: 9%|▉ | 5/56 [00:40<06:07, 7.21s/it] 182/299 6.87G 0.02085 0.01919 0.0002297 0.04027 187 640: 11%|█ | 6/56 [00:40<04:01, 4.84s/it] 182/299 6.87G 0.02061 0.01887 0.0002231 0.0397 148 640: 11%|█ | 6/56 [00:41<04:01, 4.84s/it] 182/299 6.87G 0.02061 0.01887 0.0002231 0.0397 148 640: 12%|█▎ | 7/56 [00:41<02:43, 3.33s/it] 182/299 6.87G 0.02021 0.01834 0.0002188 0.03877 148 640: 12%|█▎ | 7/56 [00:41<02:43, 3.33s/it] 182/299 6.87G 0.02021 0.01834 0.0002188 0.03877 148 640: 14%|█▍ | 8/56 [00:41<01:52, 2.34s/it] 182/299 6.87G 0.02012 0.0179 0.0002123 0.03822 155 640: 14%|█▍ | 8/56 [00:41<01:52, 2.34s/it] 182/299 6.87G 0.02012 0.0179 0.0002123 0.03822 155 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 182/299 6.87G 0.02014 0.01811 0.0002066 0.03845 173 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 182/299 6.87G 0.02014 0.01811 0.0002066 0.03845 173 640: 18%|█▊ | 10/56 [00:41<00:56, 1.24s/it] 182/299 6.87G 0.01992 0.01788 0.0002036 0.038 178 640: 18%|█▊ | 10/56 [01:14<00:56, 1.24s/it] 182/299 6.87G 0.01992 0.01788 0.0002036 0.038 178 640: 20%|█▉ | 11/56 [01:14<08:04, 10.76s/it] 182/299 6.87G 0.01974 0.01778 0.0001993 0.03772 135 640: 20%|█▉ | 11/56 [01:14<08:04, 10.76s/it] 182/299 6.87G 0.01974 0.01778 0.0001993 0.03772 135 640: 21%|██▏ | 12/56 [01:14<05:32, 7.55s/it] 182/299 6.87G 0.0196 0.01766 0.0001959 0.03745 145 640: 21%|██▏ | 12/56 [01:14<05:32, 7.55s/it] 182/299 6.87G 0.0196 0.01766 0.0001959 0.03745 145 640: 23%|██▎ | 13/56 [01:14<03:49, 5.34s/it] 182/299 6.87G 0.01953 0.01772 0.0001942 0.03745 161 640: 23%|██▎ | 13/56 [01:14<03:49, 5.34s/it] 182/299 6.87G 0.01953 0.01772 0.0001942 0.03745 161 640: 25%|██▌ | 14/56 [01:14<02:39, 3.80s/it] 182/299 6.87G 0.01941 0.01756 0.0001916 0.03716 115 640: 25%|██▌ | 14/56 [01:15<02:39, 3.80s/it] 182/299 6.87G 0.01941 0.01756 0.0001916 0.03716 115 640: 27%|██▋ | 15/56 [01:15<01:51, 2.72s/it] 182/299 6.87G 0.01919 0.0173 0.0001885 0.03668 138
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.558 0.448 0.396 0.2
0%| | 0/56 [00:00<?, ?it/s] 183/299 6.87G 0.02146 0.01904 0.0001617 0.04066 202 640: 0%| | 0/56 [00:00<?, ?it/s] 183/299 6.87G 0.02146 0.01904 0.0001617 0.04066 202 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 183/299 6.87G 0.0209 0.01759 0.0001548 0.03865 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 183/299 6.87G 0.0209 0.01759 0.0001548 0.03865 159 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 183/299 6.87G 0.02074 0.01725 0.0001915 0.03819 151 640: 4%|▎ | 2/56 [00:43<00:13, 4.04it/s] 183/299 6.87G 0.02074 0.01725 0.0001915 0.03819 151 640: 5%|▌ | 3/56 [00:43<17:20, 19.63s/it] 183/299 6.87G 0.02128 0.01734 0.0002742 0.03889 144 640: 5%|▌ | 3/56 [00:43<17:20, 19.63s/it] 183/299 6.87G 0.02128 0.01734 0.0002742 0.03889 144 640: 7%|▋ | 4/56 [00:43<10:22, 11.97s/it] 183/299 6.87G 0.02156 0.01643 0.0002505 0.03825 117 640: 7%|▋ | 4/56 [00:43<10:22, 11.97s/it] 183/299 6.87G 0.02156 0.01643 0.0002505 0.03825 117 640: 9%|▉ | 5/56 [00:43<06:34, 7.74s/it] 183/299 6.87G 0.02138 0.01579 0.0002418 0.03741 107 640: 9%|▉ | 5/56 [00:43<06:34, 7.74s/it] 183/299 6.87G 0.02138 0.01579 0.0002418 0.03741 107 640: 11%|█ | 6/56 [00:43<04:19, 5.18s/it] 183/299 6.87G 0.0212 0.0159 0.0002714 0.03737 178 640: 11%|█ | 6/56 [00:44<04:19, 5.18s/it] 183/299 6.87G 0.0212 0.0159 0.0002714 0.03737 178 640: 12%|█▎ | 7/56 [00:44<02:54, 3.56s/it] 183/299 6.87G 0.02086 0.01618 0.0002603 0.03731 165 640: 12%|█▎ | 7/56 [00:44<02:54, 3.56s/it] 183/299 6.87G 0.02086 0.01618 0.0002603 0.03731 165 640: 14%|█▍ | 8/56 [00:44<01:59, 2.50s/it] 183/299 6.87G 0.02084 0.01661 0.0002472 0.0377 174 640: 14%|█▍ | 8/56 [00:44<01:59, 2.50s/it] 183/299 6.87G 0.02084 0.01661 0.0002472 0.0377 174 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 183/299 6.87G 0.02062 0.01658 0.0002376 0.03744 171 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 183/299 6.87G 0.02062 0.01658 0.0002376 0.03744 171 640: 18%|█▊ | 10/56 [00:44<01:00, 1.31s/it] 183/299 6.87G 0.02028 0.01638 0.0002297 0.03688 120 640: 18%|█▊ | 10/56 [01:16<01:00, 1.31s/it] 183/299 6.87G 0.02028 0.01638 0.0002297 0.03688 120 640: 20%|█▉ | 11/56 [01:16<08:03, 10.74s/it] 183/299 6.87G 0.02008 0.0165 0.0002305 0.03681 158 640: 20%|█▉ | 11/56 [01:17<08:03, 10.74s/it] 183/299 6.87G 0.02008 0.0165 0.0002305 0.03681 158 640: 21%|██▏ | 12/56 [01:17<05:31, 7.54s/it] 183/299 6.87G 0.02023 0.01661 0.0002264 0.03707 130 640: 21%|██▏ | 12/56 [01:17<05:31, 7.54s/it] 183/299 6.87G 0.02023 0.01661 0.0002264 0.03707 130 640: 23%|██▎ | 13/56 [01:17<03:49, 5.33s/it] 183/299 6.87G 0.02004 0.01639 0.0002206 0.03665 120 640: 23%|██▎ | 13/56 [01:17<03:49, 5.33s/it] 183/299 6.87G 0.02004 0.01639 0.0002206 0.03665 120 640: 25%|██▌ | 14/56 [01:17<02:39, 3.79s/it] 183/299 6.87G 0.01998 0.01634 0.0002147 0.03654 146 640: 25%|██▌ | 14/56 [01:17<02:39, 3.79s/it] 183/299 6.87G 0.01998 0.01634 0.0002147 0.03654 146 640: 27%|██▋ | 15/56 [01:17<01:51, 2.72s/it] 183/299 6.87G 0.01992 0.0164 0.0002146 0.03653 156
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.546 0.48 0.428 0.212
0%| | 0/56 [00:00<?, ?it/s] 184/299 6.87G 0.02058 0.02359 0.000129 0.04429 208 640: 0%| | 0/56 [00:00<?, ?it/s] 184/299 6.87G 0.02058 0.02359 0.000129 0.04429 208 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 184/299 6.87G 0.02117 0.02076 0.0002567 0.04219 213 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 184/299 6.87G 0.02117 0.02076 0.0002567 0.04219 213 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 184/299 6.87G 0.02025 0.01886 0.0002249 0.03933 167 640: 4%|▎ | 2/56 [00:42<00:13, 4.05it/s] 184/299 6.87G 0.02025 0.01886 0.0002249 0.03933 167 640: 5%|▌ | 3/56 [00:42<17:04, 19.32s/it] 184/299 6.87G 0.01975 0.01797 0.0002031 0.03793 153 640: 5%|▌ | 3/56 [00:42<17:04, 19.32s/it] 184/299 6.87G 0.01975 0.01797 0.0002031 0.03793 153 640: 7%|▋ | 4/56 [00:42<10:12, 11.78s/it] 184/299 6.87G 0.02005 0.01777 0.0002155 0.03803 149 640: 7%|▋ | 4/56 [00:42<10:12, 11.78s/it] 184/299 6.87G 0.02005 0.01777 0.0002155 0.03803 149 640: 9%|▉ | 5/56 [00:42<06:28, 7.62s/it] 184/299 6.87G 0.01961 0.01727 0.0002055 0.03708 146 640: 9%|▉ | 5/56 [00:43<06:28, 7.62s/it] 184/299 6.87G 0.01961 0.01727 0.0002055 0.03708 146 640: 11%|█ | 6/56 [00:43<04:15, 5.11s/it] 184/299 6.87G 0.01952 0.0171 0.0002102 0.03683 172 640: 11%|█ | 6/56 [00:43<04:15, 5.11s/it] 184/299 6.87G 0.01952 0.0171 0.0002102 0.03683 172 640: 12%|█▎ | 7/56 [00:43<02:52, 3.51s/it] 184/299 6.87G 0.01945 0.01686 0.0002036 0.03652 155 640: 12%|█▎ | 7/56 [00:43<02:52, 3.51s/it] 184/299 6.87G 0.01945 0.01686 0.0002036 0.03652 155 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 184/299 6.87G 0.01935 0.01665 0.0001955 0.03619 158 640: 14%|█▍ | 8/56 [00:43<01:58, 2.46s/it] 184/299 6.87G 0.01935 0.01665 0.0001955 0.03619 158 640: 16%|█▌ | 9/56 [00:43<01:23, 1.78s/it] 184/299 6.87G 0.01944 0.01702 0.0001907 0.03666 221 640: 16%|█▌ | 9/56 [00:44<01:23, 1.78s/it] 184/299 6.87G 0.01944 0.01702 0.0001907 0.03666 221 640: 18%|█▊ | 10/56 [00:44<00:59, 1.30s/it] 184/299 6.87G 0.01944 0.01766 0.0001939 0.0373 205 640: 18%|█▊ | 10/56 [01:16<00:59, 1.30s/it] 184/299 6.87G 0.01944 0.01766 0.0001939 0.0373 205 640: 20%|█▉ | 11/56 [01:16<08:07, 10.84s/it] 184/299 6.87G 0.0193 0.01736 0.0001877 0.03685 117 640: 20%|█▉ | 11/56 [01:16<08:07, 10.84s/it] 184/299 6.87G 0.0193 0.01736 0.0001877 0.03685 117 640: 21%|██▏ | 12/56 [01:16<05:34, 7.61s/it] 184/299 6.87G 0.01933 0.01752 0.0002679 0.03712 172 640: 21%|██▏ | 12/56 [01:17<05:34, 7.61s/it] 184/299 6.87G 0.01933 0.01752 0.0002679 0.03712 172 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 184/299 6.87G 0.01938 0.01775 0.000266 0.03739 172 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 184/299 6.87G 0.01938 0.01775 0.000266 0.03739 172 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 184/299 6.87G 0.01919 0.0176 0.0002561 0.03705 140 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 184/299 6.87G 0.01919 0.0176 0.0002561 0.03705 140 640: 27%|██▋ | 15/56 [01:17<01:52, 2.74s/it] 184/299 6.87G 0.01914 0.0178 0.0002508 0.03719 185
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.509 0.482 0.396 0.201
0%| | 0/56 [00:00<?, ?it/s] 185/299 6.87G 0.02112 0.01883 0.0001093 0.04006 149 640: 0%| | 0/56 [00:00<?, ?it/s] 185/299 6.87G 0.02112 0.01883 0.0001093 0.04006 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 185/299 6.87G 0.01957 0.01745 0.000505 0.03752 148 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 185/299 6.87G 0.01957 0.01745 0.000505 0.03752 148 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 185/299 6.87G 0.0201 0.01744 0.0003885 0.03793 195 640: 4%|▎ | 2/56 [00:43<00:13, 4.06it/s] 185/299 6.87G 0.0201 0.01744 0.0003885 0.03793 195 640: 5%|▌ | 3/56 [00:43<17:23, 19.69s/it] 185/299 6.87G 0.02068 0.01678 0.0003305 0.03779 157 640: 5%|▌ | 3/56 [00:43<17:23, 19.69s/it] 185/299 6.87G 0.02068 0.01678 0.0003305 0.03779 157 640: 7%|▋ | 4/56 [00:43<10:24, 12.01s/it] 185/299 6.87G 0.02054 0.01605 0.0002956 0.03689 120 640: 7%|▋ | 4/56 [00:43<10:24, 12.01s/it] 185/299 6.87G 0.02054 0.01605 0.0002956 0.03689 120 640: 9%|▉ | 5/56 [00:43<06:36, 7.77s/it] 185/299 6.87G 0.02027 0.01519 0.0002718 0.03573 89 640: 9%|▉ | 5/56 [00:44<06:36, 7.77s/it] 185/299 6.87G 0.02027 0.01519 0.0002718 0.03573 89 640: 11%|█ | 6/56 [00:44<04:20, 5.20s/it] 185/299 6.87G 0.02051 0.01642 0.0002605 0.03719 234 640: 11%|█ | 6/56 [00:44<04:20, 5.20s/it] 185/299 6.87G 0.02051 0.01642 0.0002605 0.03719 234 640: 12%|█▎ | 7/56 [00:44<02:55, 3.57s/it] 185/299 6.87G 0.02041 0.01707 0.0002447 0.03772 164 640: 12%|█▎ | 7/56 [00:44<02:55, 3.57s/it] 185/299 6.87G 0.02041 0.01707 0.0002447 0.03772 164 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 185/299 6.87G 0.02027 0.01702 0.0002316 0.03752 147 640: 14%|█▍ | 8/56 [00:44<02:00, 2.51s/it] 185/299 6.87G 0.02027 0.01702 0.0002316 0.03752 147 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 185/299 6.87G 0.02038 0.01701 0.0002391 0.03763 152 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 185/299 6.87G 0.02038 0.01701 0.0002391 0.03763 152 640: 18%|█▊ | 10/56 [00:44<01:00, 1.32s/it] 185/299 6.87G 0.02028 0.01697 0.0002306 0.03748 151 640: 18%|█▊ | 10/56 [01:17<01:00, 1.32s/it] 185/299 6.87G 0.02028 0.01697 0.0002306 0.03748 151 640: 20%|█▉ | 11/56 [01:17<08:05, 10.79s/it] 185/299 6.87G 0.02023 0.01706 0.0002223 0.03752 181 640: 20%|█▉ | 11/56 [01:17<08:05, 10.79s/it] 185/299 6.87G 0.02023 0.01706 0.0002223 0.03752 181 640: 21%|██▏ | 12/56 [01:17<05:33, 7.58s/it] 185/299 6.87G 0.02008 0.0171 0.0002235 0.0374 130 640: 21%|██▏ | 12/56 [01:17<05:33, 7.58s/it] 185/299 6.87G 0.02008 0.0171 0.0002235 0.0374 130 640: 23%|██▎ | 13/56 [01:17<03:50, 5.36s/it] 185/299 6.87G 0.01993 0.01708 0.0002192 0.03723 150 640: 23%|██▎ | 13/56 [01:17<03:50, 5.36s/it] 185/299 6.87G 0.01993 0.01708 0.0002192 0.03723 150 640: 25%|██▌ | 14/56 [01:17<02:40, 3.81s/it] 185/299 6.87G 0.01988 0.01715 0.0002133 0.03725 196 640: 25%|██▌ | 14/56 [01:18<02:40, 3.81s/it] 185/299 6.87G 0.01988 0.01715 0.0002133 0.03725 196 640: 27%|██▋ | 15/56 [01:18<01:51, 2.73s/it] 185/299 6.87G 0.01965 0.01696 0.0002081 0.03681 145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.591 0.447 0.411 0.206
0%| | 0/56 [00:00<?, ?it/s] 186/299 6.87G 0.01978 0.01879 0.0001489 0.03871 173 640: 0%| | 0/56 [00:00<?, ?it/s] 186/299 6.87G 0.01978 0.01879 0.0001489 0.03871 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 186/299 6.87G 0.01945 0.01649 0.0002015 0.03614 126 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 186/299 6.87G 0.01945 0.01649 0.0002015 0.03614 126 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 186/299 6.87G 0.01977 0.01656 0.0002242 0.03655 142 640: 4%|▎ | 2/56 [00:41<00:13, 4.04it/s] 186/299 6.87G 0.01977 0.01656 0.0002242 0.03655 142 640: 5%|▌ | 3/56 [00:41<16:34, 18.76s/it] 186/299 6.87G 0.0198 0.01638 0.000202 0.03638 179 640: 5%|▌ | 3/56 [00:41<16:34, 18.76s/it] 186/299 6.87G 0.0198 0.01638 0.000202 0.03638 179 640: 7%|▋ | 4/56 [00:41<09:55, 11.44s/it] 186/299 6.87G 0.0197 0.01672 0.0002214 0.03664 193 640: 7%|▋ | 4/56 [00:41<09:55, 11.44s/it] 186/299 6.87G 0.0197 0.01672 0.0002214 0.03664 193 640: 9%|▉ | 5/56 [00:41<06:17, 7.41s/it] 186/299 6.87G 0.01966 0.01691 0.0002374 0.03681 181 640: 9%|▉ | 5/56 [00:42<06:17, 7.41s/it] 186/299 6.87G 0.01966 0.01691 0.0002374 0.03681 181 640: 11%|█ | 6/56 [00:42<04:08, 4.97s/it] 186/299 6.87G 0.01948 0.01687 0.0002236 0.03657 182 640: 11%|█ | 6/56 [00:42<04:08, 4.97s/it] 186/299 6.87G 0.01948 0.01687 0.0002236 0.03657 182 640: 12%|█▎ | 7/56 [00:42<02:47, 3.42s/it] 186/299 6.87G 0.01952 0.0168 0.0002553 0.03657 179 640: 12%|█▎ | 7/56 [00:42<02:47, 3.42s/it] 186/299 6.87G 0.01952 0.0168 0.0002553 0.03657 179 640: 14%|█▍ | 8/56 [00:42<01:55, 2.40s/it] 186/299 6.87G 0.01966 0.0173 0.0002447 0.0372 216 640: 14%|█▍ | 8/56 [00:42<01:55, 2.40s/it] 186/299 6.87G 0.01966 0.0173 0.0002447 0.0372 216 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 186/299 6.87G 0.01966 0.01765 0.00026 0.03757 207 640: 16%|█▌ | 9/56 [00:42<01:21, 1.73s/it] 186/299 6.87G 0.01966 0.01765 0.00026 0.03757 207 640: 18%|█▊ | 10/56 [00:42<00:58, 1.27s/it] 186/299 6.87G 0.01949 0.01757 0.000248 0.03731 164 640: 18%|█▊ | 10/56 [01:25<00:58, 1.27s/it] 186/299 6.87G 0.01949 0.01757 0.000248 0.03731 164 640: 20%|█▉ | 11/56 [01:25<10:26, 13.92s/it] 186/299 6.87G 0.0193 0.01765 0.0002483 0.03719 166 640: 20%|█▉ | 11/56 [01:25<10:26, 13.92s/it] 186/299 6.87G 0.0193 0.01765 0.0002483 0.03719 166 640: 21%|██▏ | 12/56 [01:25<07:09, 9.76s/it] 186/299 6.87G 0.01937 0.01743 0.0002402 0.03704 126 640: 21%|██▏ | 12/56 [01:26<07:09, 9.76s/it] 186/299 6.87G 0.01937 0.01743 0.0002402 0.03704 126 640: 23%|██▎ | 13/56 [01:26<04:55, 6.88s/it] 186/299 6.87G 0.01924 0.01719 0.0002378 0.03666 138 640: 23%|██▎ | 13/56 [01:26<04:55, 6.88s/it] 186/299 6.87G 0.01924 0.01719 0.0002378 0.03666 138 640: 25%|██▌ | 14/56 [01:26<03:24, 4.87s/it] 186/299 6.87G 0.01914 0.017 0.0002339 0.03637 159 640: 25%|██▌ | 14/56 [01:26<03:24, 4.87s/it] 186/299 6.87G 0.01914 0.017 0.0002339 0.03637 159 640: 27%|██▋ | 15/56 [01:26<02:22, 3.47s/it] 186/299 6.87G 0.01905 0.01684 0.0002278 0.03611 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.539 0.475 0.405 0.207
0%| | 0/56 [00:00<?, ?it/s] 187/299 6.87G 0.01844 0.01957 0.0001503 0.03816 177 640: 0%| | 0/56 [00:00<?, ?it/s] 187/299 6.87G 0.01844 0.01957 0.0001503 0.03816 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 187/299 6.87G 0.0193 0.01717 0.0001927 0.03667 156 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 187/299 6.87G 0.0193 0.01717 0.0001927 0.03667 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 187/299 6.87G 0.0196 0.01775 0.0001848 0.03754 203 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 187/299 6.87G 0.0196 0.01775 0.0001848 0.03754 203 640: 5%|▌ | 3/56 [00:31<12:29, 14.15s/it] 187/299 6.87G 0.02011 0.01698 0.0001747 0.03726 116 640: 5%|▌ | 3/56 [00:31<12:29, 14.15s/it] 187/299 6.87G 0.02011 0.01698 0.0001747 0.03726 116 640: 7%|▋ | 4/56 [00:31<07:29, 8.65s/it] 187/299 6.87G 0.01986 0.01668 0.0001776 0.03672 149 640: 7%|▋ | 4/56 [00:31<07:29, 8.65s/it] 187/299 6.87G 0.01986 0.01668 0.0001776 0.03672 149 640: 9%|▉ | 5/56 [00:31<04:47, 5.63s/it] 187/299 6.87G 0.01959 0.01604 0.0001728 0.0358 130 640: 9%|▉ | 5/56 [00:31<04:47, 5.63s/it] 187/299 6.87G 0.01959 0.01604 0.0001728 0.0358 130 640: 11%|█ | 6/56 [00:31<03:09, 3.79s/it] 187/299 6.87G 0.01983 0.01582 0.0001697 0.03581 128 640: 11%|█ | 6/56 [00:32<03:09, 3.79s/it] 187/299 6.87G 0.01983 0.01582 0.0001697 0.03581 128 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 187/299 6.87G 0.01974 0.01598 0.0001828 0.0359 146 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 187/299 6.87G 0.01974 0.01598 0.0001828 0.0359 146 640: 14%|█▍ | 8/56 [00:32<01:29, 1.86s/it] 187/299 6.87G 0.0197 0.01602 0.0001888 0.03591 147 640: 14%|█▍ | 8/56 [00:32<01:29, 1.86s/it] 187/299 6.87G 0.0197 0.01602 0.0001888 0.03591 147 640: 16%|█▌ | 9/56 [00:32<01:04, 1.36s/it] 187/299 6.87G 0.01963 0.01588 0.0001845 0.0357 174 640: 16%|█▌ | 9/56 [00:32<01:04, 1.36s/it] 187/299 6.87G 0.01963 0.01588 0.0001845 0.0357 174 640: 18%|█▊ | 10/56 [00:32<00:46, 1.01s/it] 187/299 6.87G 0.01942 0.01572 0.0001831 0.03532 134 640: 18%|█▊ | 10/56 [01:05<00:46, 1.01s/it] 187/299 6.87G 0.01942 0.01572 0.0001831 0.03532 134 640: 20%|█▉ | 11/56 [01:05<08:04, 10.76s/it] 187/299 6.87G 0.01924 0.01549 0.0001782 0.03491 117 640: 20%|█▉ | 11/56 [01:05<08:04, 10.76s/it] 187/299 6.87G 0.01924 0.01549 0.0001782 0.03491 117 640: 21%|██▏ | 12/56 [01:05<05:32, 7.55s/it] 187/299 6.87G 0.01917 0.01556 0.0001851 0.03491 133 640: 21%|██▏ | 12/56 [01:06<05:32, 7.55s/it] 187/299 6.87G 0.01917 0.01556 0.0001851 0.03491 133 640: 23%|██▎ | 13/56 [01:06<03:49, 5.35s/it] 187/299 6.87G 0.01896 0.01554 0.0001824 0.03468 127 640: 23%|██▎ | 13/56 [01:06<03:49, 5.35s/it] 187/299 6.87G 0.01896 0.01554 0.0001824 0.03468 127 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 187/299 6.87G 0.01883 0.01549 0.0001801 0.0345 150 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 187/299 6.87G 0.01883 0.01549 0.0001801 0.0345 150 640: 27%|██▋ | 15/56 [01:06<01:51, 2.72s/it] 187/299 6.87G 0.01882 0.01546 0.0001777 0.03445 102
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.552 0.426 0.381 0.2
0%| | 0/56 [00:00<?, ?it/s] 188/299 6.87G 0.02196 0.02482 0.0001643 0.04694 190 640: 0%| | 0/56 [00:00<?, ?it/s] 188/299 6.87G 0.02196 0.02482 0.0001643 0.04694 190 640: 2%|▏ | 1/56 [00:00<00:17, 3.17it/s] 188/299 6.87G 0.02069 0.02118 0.0001566 0.04202 164 640: 2%|▏ | 1/56 [00:00<00:17, 3.17it/s] 188/299 6.87G 0.02069 0.02118 0.0001566 0.04202 164 640: 4%|▎ | 2/56 [00:00<00:14, 3.79it/s] 188/299 6.87G 0.02046 0.01892 0.0001776 0.03955 147 640: 4%|▎ | 2/56 [00:40<00:14, 3.79it/s] 188/299 6.87G 0.02046 0.01892 0.0001776 0.03955 147 640: 5%|▌ | 3/56 [00:40<16:25, 18.60s/it] 188/299 6.87G 0.02047 0.01891 0.0001733 0.03955 156 640: 5%|▌ | 3/56 [00:41<16:25, 18.60s/it] 188/299 6.87G 0.02047 0.01891 0.0001733 0.03955 156 640: 7%|▋ | 4/56 [00:41<09:50, 11.35s/it] 188/299 6.87G 0.02057 0.01828 0.0002165 0.03906 137 640: 7%|▋ | 4/56 [00:41<09:50, 11.35s/it] 188/299 6.87G 0.02057 0.01828 0.0002165 0.03906 137 640: 9%|▉ | 5/56 [00:41<06:14, 7.34s/it] 188/299 6.87G 0.02033 0.01781 0.0002053 0.03835 135 640: 9%|▉ | 5/56 [00:41<06:14, 7.34s/it] 188/299 6.87G 0.02033 0.01781 0.0002053 0.03835 135 640: 11%|█ | 6/56 [00:41<04:06, 4.92s/it] 188/299 6.87G 0.02008 0.01783 0.0002005 0.0381 155 640: 11%|█ | 6/56 [00:41<04:06, 4.92s/it] 188/299 6.87G 0.02008 0.01783 0.0002005 0.0381 155 640: 12%|█▎ | 7/56 [00:41<02:45, 3.39s/it] 188/299 6.87G 0.01971 0.01718 0.0001926 0.03708 142 640: 12%|█▎ | 7/56 [00:42<02:45, 3.39s/it] 188/299 6.87G 0.01971 0.01718 0.0001926 0.03708 142 640: 14%|█▍ | 8/56 [00:42<01:54, 2.38s/it] 188/299 6.87G 0.01961 0.01687 0.000188 0.03666 165 640: 14%|█▍ | 8/56 [00:42<01:54, 2.38s/it] 188/299 6.87G 0.01961 0.01687 0.000188 0.03666 165 640: 16%|█▌ | 9/56 [00:42<01:20, 1.72s/it] 188/299 6.87G 0.01932 0.0167 0.0001833 0.03621 165 640: 16%|█▌ | 9/56 [00:42<01:20, 1.72s/it] 188/299 6.87G 0.01932 0.0167 0.0001833 0.03621 165 640: 18%|█▊ | 10/56 [00:42<00:57, 1.26s/it] 188/299 6.87G 0.01921 0.01682 0.0001794 0.0362 202 640: 18%|█▊ | 10/56 [01:15<00:57, 1.26s/it] 188/299 6.87G 0.01921 0.01682 0.0001794 0.0362 202 640: 20%|█▉ | 11/56 [01:15<08:10, 10.91s/it] 188/299 6.87G 0.01917 0.01673 0.0001811 0.03608 138 640: 20%|█▉ | 11/56 [01:15<08:10, 10.91s/it] 188/299 6.87G 0.01917 0.01673 0.0001811 0.03608 138 640: 21%|██▏ | 12/56 [01:15<05:36, 7.66s/it] 188/299 6.87G 0.01913 0.0163 0.0001776 0.0356 97 640: 21%|██▏ | 12/56 [01:15<05:36, 7.66s/it] 188/299 6.87G 0.01913 0.0163 0.0001776 0.0356 97 640: 23%|██▎ | 13/56 [01:15<03:52, 5.41s/it] 188/299 6.87G 0.01898 0.01638 0.0001783 0.03553 159 640: 23%|██▎ | 13/56 [01:16<03:52, 5.41s/it] 188/299 6.87G 0.01898 0.01638 0.0001783 0.03553 159 640: 25%|██▌ | 14/56 [01:16<02:41, 3.85s/it] 188/299 6.87G 0.01892 0.0168 0.0001761 0.0359 216 640: 25%|██▌ | 14/56 [01:16<02:41, 3.85s/it] 188/299 6.87G 0.01892 0.0168 0.0001761 0.0359 216 640: 27%|██▋ | 15/56 [01:16<01:52, 2.75s/it] 188/299 6.87G 0.01873 0.01673 0.0001797 0.03563 101
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.533 0.47 0.389 0.198
0%| | 0/56 [00:00<?, ?it/s] 189/299 6.87G 0.02115 0.02167 0.0001394 0.04296 201 640: 0%| | 0/56 [00:00<?, ?it/s] 189/299 6.87G 0.02115 0.02167 0.0001394 0.04296 201 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 189/299 6.87G 0.01999 0.01661 0.0001385 0.03674 120 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 189/299 6.87G 0.01999 0.01661 0.0001385 0.03674 120 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 189/299 6.87G 0.02028 0.01698 0.0003047 0.03756 186 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 189/299 6.87G 0.02028 0.01698 0.0003047 0.03756 186 640: 5%|▌ | 3/56 [00:31<12:31, 14.17s/it] 189/299 6.87G 0.02018 0.01589 0.0002621 0.03633 134 640: 5%|▌ | 3/56 [00:31<12:31, 14.17s/it] 189/299 6.87G 0.02018 0.01589 0.0002621 0.03633 134 640: 7%|▋ | 4/56 [00:31<07:30, 8.67s/it] 189/299 6.87G 0.01998 0.0166 0.0002462 0.03683 184 640: 7%|▋ | 4/56 [00:31<07:30, 8.67s/it] 189/299 6.87G 0.01998 0.0166 0.0002462 0.03683 184 640: 9%|▉ | 5/56 [00:31<04:47, 5.64s/it] 189/299 6.87G 0.01999 0.01703 0.0002515 0.03727 178 640: 9%|▉ | 5/56 [00:31<04:47, 5.64s/it] 189/299 6.87G 0.01999 0.01703 0.0002515 0.03727 178 640: 11%|█ | 6/56 [00:31<03:09, 3.80s/it] 189/299 6.87G 0.01997 0.01732 0.0002369 0.03752 183 640: 11%|█ | 6/56 [00:32<03:09, 3.80s/it] 189/299 6.87G 0.01997 0.01732 0.0002369 0.03752 183 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 189/299 6.87G 0.01984 0.01739 0.0002301 0.03746 161 640: 12%|█▎ | 7/56 [00:32<02:08, 2.63s/it] 189/299 6.87G 0.01984 0.01739 0.0002301 0.03746 161 640: 14%|█▍ | 8/56 [00:32<01:29, 1.87s/it] 189/299 6.87G 0.01977 0.01704 0.0002192 0.03703 139 640: 14%|█▍ | 8/56 [00:32<01:29, 1.87s/it] 189/299 6.87G 0.01977 0.01704 0.0002192 0.03703 139 640: 16%|█▌ | 9/56 [00:32<01:04, 1.37s/it] 189/299 6.87G 0.01997 0.0174 0.0002178 0.03759 199 640: 16%|█▌ | 9/56 [00:32<01:04, 1.37s/it] 189/299 6.87G 0.01997 0.0174 0.0002178 0.03759 199 640: 18%|█▊ | 10/56 [00:32<00:46, 1.01s/it] 189/299 6.87G 0.01971 0.01729 0.0002111 0.03722 177 640: 18%|█▊ | 10/56 [01:05<00:46, 1.01s/it] 189/299 6.87G 0.01971 0.01729 0.0002111 0.03722 177 640: 20%|█▉ | 11/56 [01:05<08:03, 10.75s/it] 189/299 6.87G 0.01961 0.01687 0.0002112 0.03669 123 640: 20%|█▉ | 11/56 [01:05<08:03, 10.75s/it] 189/299 6.87G 0.01961 0.01687 0.0002112 0.03669 123 640: 21%|██▏ | 12/56 [01:05<05:32, 7.55s/it] 189/299 6.87G 0.01943 0.0165 0.0002067 0.03614 112 640: 21%|██▏ | 12/56 [01:06<05:32, 7.55s/it] 189/299 6.87G 0.01943 0.0165 0.0002067 0.03614 112 640: 23%|██▎ | 13/56 [01:06<03:49, 5.34s/it] 189/299 6.87G 0.01936 0.01682 0.0002077 0.03639 165 640: 23%|██▎ | 13/56 [01:06<03:49, 5.34s/it] 189/299 6.87G 0.01936 0.01682 0.0002077 0.03639 165 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 189/299 6.87G 0.01943 0.01674 0.0002033 0.03637 139 640: 25%|██▌ | 14/56 [01:06<02:39, 3.80s/it] 189/299 6.87G 0.01943 0.01674 0.0002033 0.03637 139 640: 27%|██▋ | 15/56 [01:06<01:51, 2.72s/it] 189/299 6.87G 0.01921 0.01674 0.0001988 0.03615 145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.515 0.497 0.404 0.202
0%| | 0/56 [00:00<?, ?it/s] 190/299 6.87G 0.02009 0.01953 0.0001156 0.03974 163 640: 0%| | 0/56 [00:00<?, ?it/s] 190/299 6.87G 0.02009 0.01953 0.0001156 0.03974 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.59it/s] 190/299 6.87G 0.02029 0.01921 0.0001738 0.03967 188 640: 2%|▏ | 1/56 [00:00<00:15, 3.59it/s] 190/299 6.87G 0.02029 0.01921 0.0001738 0.03967 188 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 190/299 6.87G 0.02032 0.01861 0.000175 0.0391 163 640: 4%|▎ | 2/56 [00:32<00:13, 4.02it/s] 190/299 6.87G 0.02032 0.01861 0.000175 0.0391 163 640: 5%|▌ | 3/56 [00:32<12:51, 14.56s/it] 190/299 6.87G 0.02017 0.0181 0.0001612 0.03843 173 640: 5%|▌ | 3/56 [00:32<12:51, 14.56s/it] 190/299 6.87G 0.02017 0.0181 0.0001612 0.03843 173 640: 7%|▋ | 4/56 [00:32<07:43, 8.90s/it] 190/299 6.87G 0.0198 0.01721 0.0001904 0.03719 154 640: 7%|▋ | 4/56 [00:32<07:43, 8.90s/it] 190/299 6.87G 0.0198 0.01721 0.0001904 0.03719 154 640: 9%|▉ | 5/56 [00:32<04:55, 5.79s/it] 190/299 6.87G 0.01951 0.01656 0.0002304 0.0363 152 640: 9%|▉ | 5/56 [00:32<04:55, 5.79s/it] 190/299 6.87G 0.01951 0.01656 0.0002304 0.0363 152 640: 11%|█ | 6/56 [00:32<03:14, 3.90s/it] 190/299 6.87G 0.01956 0.01683 0.0002164 0.0366 198 640: 11%|█ | 6/56 [00:33<03:14, 3.90s/it] 190/299 6.87G 0.01956 0.01683 0.0002164 0.0366 198 640: 12%|█▎ | 7/56 [00:33<02:12, 2.70s/it] 190/299 6.87G 0.01918 0.01623 0.0002074 0.03562 115 640: 12%|█▎ | 7/56 [00:33<02:12, 2.70s/it] 190/299 6.87G 0.01918 0.01623 0.0002074 0.03562 115 640: 14%|█▍ | 8/56 [00:33<01:31, 1.91s/it] 190/299 6.87G 0.01929 0.01666 0.000199 0.03614 194 640: 14%|█▍ | 8/56 [00:33<01:31, 1.91s/it] 190/299 6.87G 0.01929 0.01666 0.000199 0.03614 194 640: 16%|█▌ | 9/56 [00:33<01:05, 1.40s/it] 190/299 6.87G 0.01924 0.01703 0.0001948 0.03646 194 640: 16%|█▌ | 9/56 [00:33<01:05, 1.40s/it] 190/299 6.87G 0.01924 0.01703 0.0001948 0.03646 194 640: 18%|█▊ | 10/56 [00:33<00:47, 1.04s/it] 190/299 6.87G 0.01909 0.01702 0.0001881 0.03629 149 640: 18%|█▊ | 10/56 [01:06<00:47, 1.04s/it] 190/299 6.87G 0.01909 0.01702 0.0001881 0.03629 149 640: 20%|█▉ | 11/56 [01:06<08:01, 10.70s/it] 190/299 6.87G 0.01913 0.01698 0.0001878 0.0363 146 640: 20%|█▉ | 11/56 [01:06<08:01, 10.70s/it] 190/299 6.87G 0.01913 0.01698 0.0001878 0.0363 146 640: 21%|██▏ | 12/56 [01:06<05:30, 7.52s/it] 190/299 6.87G 0.01905 0.01676 0.0001825 0.036 139 640: 21%|██▏ | 12/56 [01:06<05:30, 7.52s/it] 190/299 6.87G 0.01905 0.01676 0.0001825 0.036 139 640: 23%|██▎ | 13/56 [01:06<03:48, 5.32s/it] 190/299 6.87G 0.01915 0.01676 0.0001853 0.0361 123 640: 23%|██▎ | 13/56 [01:07<03:48, 5.32s/it] 190/299 6.87G 0.01915 0.01676 0.0001853 0.0361 123 640: 25%|██▌ | 14/56 [01:07<02:38, 3.78s/it] 190/299 6.87G 0.01903 0.01664 0.0001811 0.03586 96 640: 25%|██▌ | 14/56 [01:07<02:38, 3.78s/it] 190/299 6.87G 0.01903 0.01664 0.0001811 0.03586 96 640: 27%|██▋ | 15/56 [01:07<01:51, 2.71s/it] 190/299 6.87G 0.01898 0.01655 0.0001767 0.03571 102
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.441 0.383 0.194
0%| | 0/56 [00:00<?, ?it/s] 191/299 6.87G 0.02075 0.02457 0.0001277 0.04545 194 640: 0%| | 0/56 [00:00<?, ?it/s] 191/299 6.87G 0.02075 0.02457 0.0001277 0.04545 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 191/299 6.87G 0.02096 0.02321 0.0001479 0.04432 223 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 191/299 6.87G 0.02096 0.02321 0.0001479 0.04432 223 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 191/299 6.87G 0.02093 0.02152 0.0001462 0.0426 164 640: 4%|▎ | 2/56 [00:31<00:13, 4.05it/s] 191/299 6.87G 0.02093 0.02152 0.0001462 0.0426 164 640: 5%|▌ | 3/56 [00:31<12:32, 14.19s/it] 191/299 6.87G 0.02124 0.02087 0.0001409 0.04225 191 640: 5%|▌ | 3/56 [00:31<12:32, 14.19s/it] 191/299 6.87G 0.02124 0.02087 0.0001409 0.04225 191 640: 7%|▋ | 4/56 [00:31<07:31, 8.68s/it] 191/299 6.87G 0.02162 0.01973 0.0001444 0.0415 158 640: 7%|▋ | 4/56 [00:31<07:31, 8.68s/it] 191/299 6.87G 0.02162 0.01973 0.0001444 0.0415 158 640: 9%|▉ | 5/56 [00:31<04:47, 5.65s/it] 191/299 6.87G 0.02129 0.01892 0.0001655 0.04038 154 640: 9%|▉ | 5/56 [00:32<04:47, 5.65s/it] 191/299 6.87G 0.02129 0.01892 0.0001655 0.04038 154 640: 11%|█ | 6/56 [00:32<03:10, 3.80s/it] 191/299 6.87G 0.02095 0.01806 0.0001591 0.03917 143 640: 11%|█ | 6/56 [00:32<03:10, 3.80s/it] 191/299 6.87G 0.02095 0.01806 0.0001591 0.03917 143 640: 12%|█▎ | 7/56 [00:32<02:09, 2.63s/it] 191/299 6.87G 0.02085 0.01755 0.0001818 0.03858 105 640: 12%|█▎ | 7/56 [00:32<02:09, 2.63s/it] 191/299 6.87G 0.02085 0.01755 0.0001818 0.03858 105 640: 14%|█▍ | 8/56 [00:32<01:29, 1.87s/it] 191/299 6.87G 0.02085 0.01724 0.0001819 0.03828 172 640: 14%|█▍ | 8/56 [00:38<01:29, 1.87s/it] 191/299 6.87G 0.02085 0.01724 0.0001819 0.03828 172 640: 16%|█▌ | 9/56 [00:38<02:32, 3.24s/it] 191/299 6.87G 0.02053 0.01689 0.0001794 0.0376 138 640: 16%|█▌ | 9/56 [00:38<02:32, 3.24s/it] 191/299 6.87G 0.02053 0.01689 0.0001794 0.0376 138 640: 18%|█▊ | 10/56 [00:38<01:46, 2.31s/it] 191/299 6.87G 0.02029 0.01687 0.0001759 0.03733 154 640: 18%|█▊ | 10/56 [01:05<01:46, 2.31s/it] 191/299 6.87G 0.02029 0.01687 0.0001759 0.03733 154 640: 20%|█▉ | 11/56 [01:05<07:19, 9.76s/it] 191/299 6.87G 0.02007 0.01671 0.0001733 0.03695 111 640: 20%|█▉ | 11/56 [01:05<07:19, 9.76s/it] 191/299 6.87G 0.02007 0.01671 0.0001733 0.03695 111 640: 21%|██▏ | 12/56 [01:05<05:01, 6.86s/it] 191/299 6.87G 0.01999 0.01671 0.0001757 0.03688 143 640: 21%|██▏ | 12/56 [01:06<05:01, 6.86s/it] 191/299 6.87G 0.01999 0.01671 0.0001757 0.03688 143 640: 23%|██▎ | 13/56 [01:06<03:29, 4.86s/it] 191/299 6.87G 0.01981 0.01678 0.0001734 0.03676 182 640: 23%|██▎ | 13/56 [01:06<03:29, 4.86s/it] 191/299 6.87G 0.01981 0.01678 0.0001734 0.03676 182 640: 25%|██▌ | 14/56 [01:06<02:25, 3.46s/it] 191/299 6.87G 0.01959 0.01671 0.0001713 0.03647 159 640: 25%|██▌ | 14/56 [01:06<02:25, 3.46s/it] 191/299 6.87G 0.01959 0.01671 0.0001713 0.03647 159 640: 27%|██▋ | 15/56 [01:06<01:41, 2.49s/it] 191/299 6.87G 0.01947 0.01677 0.0001698 0.03641 144
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.585 0.493 0.432 0.218
0%| | 0/56 [00:00<?, ?it/s] 192/299 6.87G 0.01992 0.02074 0.0001675 0.04083 186 640: 0%| | 0/56 [00:06<?, ?it/s] 192/299 6.87G 0.01992 0.02074 0.0001675 0.04083 186 640: 2%|▏ | 1/56 [00:06<05:51, 6.39s/it] 192/299 6.87G 0.01981 0.01908 0.0001813 0.03908 185 640: 2%|▏ | 1/56 [00:06<05:51, 6.39s/it] 192/299 6.87G 0.01981 0.01908 0.0001813 0.03908 185 640: 4%|▎ | 2/56 [00:06<02:29, 2.77s/it] 192/299 6.87G 0.01953 0.01815 0.0001736 0.03785 181 640: 4%|▎ | 2/56 [00:43<02:29, 2.77s/it] 192/299 6.87G 0.01953 0.01815 0.0001736 0.03785 181 640: 5%|▌ | 3/56 [00:43<16:13, 18.37s/it] 192/299 6.87G 0.02006 0.01664 0.0004194 0.03712 99 640: 5%|▌ | 3/56 [00:43<16:13, 18.37s/it] 192/299 6.87G 0.02006 0.01664 0.0004194 0.03712 99 640: 7%|▋ | 4/56 [00:43<09:42, 11.21s/it] 192/299 6.87G 0.01998 0.01609 0.0004433 0.03651 141 640: 7%|▋ | 4/56 [00:44<09:42, 11.21s/it] 192/299 6.87G 0.01998 0.01609 0.0004433 0.03651 141 640: 9%|▉ | 5/56 [00:44<06:10, 7.26s/it] 192/299 6.87G 0.02018 0.01586 0.0004242 0.03647 130 640: 9%|▉ | 5/56 [00:44<06:10, 7.26s/it] 192/299 6.87G 0.02018 0.01586 0.0004242 0.03647 130 640: 11%|█ | 6/56 [00:44<04:03, 4.87s/it] 192/299 6.87G 0.01979 0.01535 0.0003912 0.03553 133 640: 11%|█ | 6/56 [00:44<04:03, 4.87s/it] 192/299 6.87G 0.01979 0.01535 0.0003912 0.03553 133 640: 12%|█▎ | 7/56 [00:44<02:44, 3.35s/it] 192/299 6.87G 0.0196 0.01557 0.0003652 0.03554 199 640: 12%|█▎ | 7/56 [00:44<02:44, 3.35s/it] 192/299 6.87G 0.0196 0.01557 0.0003652 0.03554 199 640: 14%|█▍ | 8/56 [00:44<01:53, 2.36s/it] 192/299 6.87G 0.01958 0.01568 0.000338 0.0356 158 640: 14%|█▍ | 8/56 [00:50<01:53, 2.36s/it] 192/299 6.87G 0.01958 0.01568 0.000338 0.0356 158 640: 16%|█▌ | 9/56 [00:50<02:39, 3.40s/it] 192/299 6.87G 0.01942 0.01605 0.0003203 0.03579 188 640: 16%|█▌ | 9/56 [00:50<02:39, 3.40s/it] 192/299 6.87G 0.01942 0.01605 0.0003203 0.03579 188 640: 18%|█▊ | 10/56 [00:50<01:51, 2.42s/it] 192/299 6.87G 0.01921 0.01604 0.0003033 0.03555 139 640: 18%|█▊ | 10/56 [01:17<01:51, 2.42s/it] 192/299 6.87G 0.01921 0.01604 0.0003033 0.03555 139 640: 20%|█▉ | 11/56 [01:17<07:26, 9.93s/it] 192/299 6.87G 0.01913 0.016 0.0002885 0.03542 127 640: 20%|█▉ | 11/56 [01:17<07:26, 9.93s/it] 192/299 6.87G 0.01913 0.016 0.0002885 0.03542 127 640: 21%|██▏ | 12/56 [01:17<05:07, 6.98s/it] 192/299 6.87G 0.01902 0.01612 0.0002759 0.03542 123 640: 21%|██▏ | 12/56 [01:18<05:07, 6.98s/it] 192/299 6.87G 0.01902 0.01612 0.0002759 0.03542 123 640: 23%|██▎ | 13/56 [01:18<03:32, 4.94s/it] 192/299 6.87G 0.01889 0.01612 0.0002936 0.0353 134 640: 23%|██▎ | 13/56 [01:18<03:32, 4.94s/it] 192/299 6.87G 0.01889 0.01612 0.0002936 0.0353 134 640: 25%|██▌ | 14/56 [01:18<02:27, 3.52s/it] 192/299 6.87G 0.01879 0.01613 0.0002996 0.03522 147 640: 25%|██▌ | 14/56 [01:18<02:27, 3.52s/it] 192/299 6.87G 0.01879 0.01613 0.0002996 0.03522 147 640: 27%|██▋ | 15/56 [01:18<01:43, 2.53s/it] 192/299 6.87G 0.01864 0.016 0.0002879 0.03493 122
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.61 0.459 0.43 0.22
0%| | 0/56 [00:00<?, ?it/s] 193/299 6.87G 0.02144 0.02206 0.0001299 0.04363 187 640: 0%| | 0/56 [00:03<?, ?it/s] 193/299 6.87G 0.02144 0.02206 0.0001299 0.04363 187 640: 2%|▏ | 1/56 [00:03<03:08, 3.43s/it] 193/299 6.87G 0.02253 0.01686 0.0001713 0.03956 105 640: 2%|▏ | 1/56 [00:03<03:08, 3.43s/it] 193/299 6.87G 0.02253 0.01686 0.0001713 0.03956 105 640: 4%|▎ | 2/56 [00:03<01:23, 1.55s/it] 193/299 6.87G 0.02187 0.01674 0.0001645 0.03878 193 640: 4%|▎ | 2/56 [00:42<01:23, 1.55s/it] 193/299 6.87G 0.02187 0.01674 0.0001645 0.03878 193 640: 5%|▌ | 3/56 [00:42<16:13, 18.37s/it] 193/299 6.87G 0.02127 0.01686 0.0001559 0.03829 175 640: 5%|▌ | 3/56 [00:42<16:13, 18.37s/it] 193/299 6.87G 0.02127 0.01686 0.0001559 0.03829 175 640: 7%|▋ | 4/56 [00:42<09:42, 11.21s/it] 193/299 6.87G 0.02115 0.01617 0.0001808 0.03749 139 640: 7%|▋ | 4/56 [00:42<09:42, 11.21s/it] 193/299 6.87G 0.02115 0.01617 0.0001808 0.03749 139 640: 9%|▉ | 5/56 [00:42<06:10, 7.26s/it] 193/299 6.87G 0.02064 0.01568 0.0002181 0.03654 107 640: 9%|▉ | 5/56 [00:42<06:10, 7.26s/it] 193/299 6.87G 0.02064 0.01568 0.0002181 0.03654 107 640: 11%|█ | 6/56 [00:42<04:03, 4.87s/it] 193/299 6.87G 0.02039 0.01503 0.0002073 0.03563 105 640: 11%|█ | 6/56 [00:42<04:03, 4.87s/it] 193/299 6.87G 0.02039 0.01503 0.0002073 0.03563 105 640: 12%|█▎ | 7/56 [00:42<02:44, 3.35s/it] 193/299 6.87G 0.02025 0.0152 0.0002059 0.03566 147 640: 12%|█▎ | 7/56 [00:43<02:44, 3.35s/it] 193/299 6.87G 0.02025 0.0152 0.0002059 0.03566 147 640: 14%|█▍ | 8/56 [00:43<01:52, 2.35s/it] 193/299 6.87G 0.02044 0.01518 0.0001992 0.03582 118 640: 14%|█▍ | 8/56 [00:43<01:52, 2.35s/it] 193/299 6.87G 0.02044 0.01518 0.0001992 0.03582 118 640: 16%|█▌ | 9/56 [00:43<01:19, 1.70s/it] 193/299 6.87G 0.02036 0.01527 0.000195 0.03582 129 640: 16%|█▌ | 9/56 [00:43<01:19, 1.70s/it] 193/299 6.87G 0.02036 0.01527 0.000195 0.03582 129 640: 18%|█▊ | 10/56 [00:43<00:57, 1.25s/it] 193/299 6.87G 0.02028 0.01537 0.0001909 0.03584 184 640: 18%|█▊ | 10/56 [01:16<00:57, 1.25s/it] 193/299 6.87G 0.02028 0.01537 0.0001909 0.03584 184 640: 20%|█▉ | 11/56 [01:16<08:10, 10.90s/it] 193/299 6.87G 0.02034 0.01583 0.0001945 0.03637 195 640: 20%|█▉ | 11/56 [01:16<08:10, 10.90s/it] 193/299 6.87G 0.02034 0.01583 0.0001945 0.03637 195 640: 21%|██▏ | 12/56 [01:16<05:36, 7.66s/it] 193/299 6.87G 0.02039 0.01586 0.0001895 0.03644 136 640: 21%|██▏ | 12/56 [01:16<05:36, 7.66s/it] 193/299 6.87G 0.02039 0.01586 0.0001895 0.03644 136 640: 23%|██▎ | 13/56 [01:16<03:52, 5.42s/it] 193/299 6.87G 0.02009 0.01587 0.0001861 0.03615 143 640: 23%|██▎ | 13/56 [01:17<03:52, 5.42s/it] 193/299 6.87G 0.02009 0.01587 0.0001861 0.03615 143 640: 25%|██▌ | 14/56 [01:17<02:41, 3.85s/it] 193/299 6.87G 0.0201 0.01613 0.0001835 0.03641 213 640: 25%|██▌ | 14/56 [01:17<02:41, 3.85s/it] 193/299 6.87G 0.0201 0.01613 0.0001835 0.03641 213 640: 27%|██▋ | 15/56 [01:17<01:53, 2.76s/it] 193/299 6.87G 0.01998 0.01621 0.0001805 0.03637 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.584 0.435 0.394 0.203
0%| | 0/56 [00:00<?, ?it/s] 194/299 6.87G 0.01945 0.01671 0.0001136 0.03627 165 640: 0%| | 0/56 [00:00<?, ?it/s] 194/299 6.87G 0.01945 0.01671 0.0001136 0.03627 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 194/299 6.87G 0.01922 0.0159 0.0001491 0.03527 133 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 194/299 6.87G 0.01922 0.0159 0.0001491 0.03527 133 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 194/299 6.87G 0.01933 0.01624 0.0002115 0.03578 152 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 194/299 6.87G 0.01933 0.01624 0.0002115 0.03578 152 640: 5%|▌ | 3/56 [00:31<12:39, 14.34s/it] 194/299 6.87G 0.01914 0.01632 0.000188 0.03565 166 640: 5%|▌ | 3/56 [00:31<12:39, 14.34s/it] 194/299 6.87G 0.01914 0.01632 0.000188 0.03565 166 640: 7%|▋ | 4/56 [00:31<07:35, 8.77s/it] 194/299 6.87G 0.01918 0.01622 0.000205 0.03561 174 640: 7%|▋ | 4/56 [00:32<07:35, 8.77s/it] 194/299 6.87G 0.01918 0.01622 0.000205 0.03561 174 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 194/299 6.87G 0.01917 0.01596 0.000218 0.03535 139 640: 9%|▉ | 5/56 [00:32<04:50, 5.70s/it] 194/299 6.87G 0.01917 0.01596 0.000218 0.03535 139 640: 11%|█ | 6/56 [00:32<03:12, 3.84s/it] 194/299 6.87G 0.01927 0.01552 0.0002234 0.03502 135 640: 11%|█ | 6/56 [00:32<03:12, 3.84s/it] 194/299 6.87G 0.01927 0.01552 0.0002234 0.03502 135 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 194/299 6.87G 0.01927 0.01566 0.0002147 0.03514 156 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 194/299 6.87G 0.01927 0.01566 0.0002147 0.03514 156 640: 14%|█▍ | 8/56 [00:32<01:30, 1.89s/it] 194/299 6.87G 0.01943 0.01574 0.0002045 0.03537 197 640: 14%|█▍ | 8/56 [00:33<01:30, 1.89s/it] 194/299 6.87G 0.01943 0.01574 0.0002045 0.03537 197 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 194/299 6.87G 0.01953 0.01578 0.0002038 0.03551 137 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 194/299 6.87G 0.01953 0.01578 0.0002038 0.03551 137 640: 18%|█▊ | 10/56 [00:33<00:47, 1.02s/it] 194/299 6.87G 0.01931 0.01571 0.000196 0.03522 138 640: 18%|█▊ | 10/56 [01:05<00:47, 1.02s/it] 194/299 6.87G 0.01931 0.01571 0.000196 0.03522 138 640: 20%|█▉ | 11/56 [01:05<07:55, 10.57s/it] 194/299 6.87G 0.01921 0.01595 0.0001904 0.03535 142 640: 20%|█▉ | 11/56 [01:05<07:55, 10.57s/it] 194/299 6.87G 0.01921 0.01595 0.0001904 0.03535 142 640: 21%|██▏ | 12/56 [01:05<05:26, 7.43s/it] 194/299 6.87G 0.01909 0.01604 0.0001912 0.03532 140 640: 21%|██▏ | 12/56 [01:06<05:26, 7.43s/it] 194/299 6.87G 0.01909 0.01604 0.0001912 0.03532 140 640: 23%|██▎ | 13/56 [01:06<03:46, 5.26s/it] 194/299 6.87G 0.01896 0.01599 0.0001854 0.03513 134 640: 23%|██▎ | 13/56 [01:06<03:46, 5.26s/it] 194/299 6.87G 0.01896 0.01599 0.0001854 0.03513 134 640: 25%|██▌ | 14/56 [01:06<02:37, 3.74s/it] 194/299 6.87G 0.01886 0.01623 0.0001831 0.03527 204 640: 25%|██▌ | 14/56 [01:06<02:37, 3.74s/it] 194/299 6.87G 0.01886 0.01623 0.0001831 0.03527 204 640: 27%|██▋ | 15/56 [01:06<01:49, 2.68s/it] 194/299 6.87G 0.01866 0.01589 0.000179 0.03473 92
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.596 0.445 0.39 0.2
0%| | 0/56 [00:00<?, ?it/s] 195/299 6.87G 0.01979 0.02025 0.0001181 0.04015 151 640: 0%| | 0/56 [00:00<?, ?it/s] 195/299 6.87G 0.01979 0.02025 0.0001181 0.04015 151 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 195/299 6.87G 0.01989 0.01807 0.0001171 0.03807 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 195/299 6.87G 0.01989 0.01807 0.0001171 0.03807 173 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 195/299 6.87G 0.0203 0.01785 0.000121 0.03827 168 640: 4%|▎ | 2/56 [00:30<00:13, 4.06it/s] 195/299 6.87G 0.0203 0.01785 0.000121 0.03827 168 640: 5%|▌ | 3/56 [00:30<12:23, 14.02s/it] 195/299 6.87G 0.02025 0.01714 0.0001238 0.03751 139 640: 5%|▌ | 3/56 [00:31<12:23, 14.02s/it] 195/299 6.87G 0.02025 0.01714 0.0001238 0.03751 139 640: 7%|▋ | 4/56 [00:31<07:25, 8.57s/it] 195/299 6.87G 0.0199 0.01673 0.0001452 0.03678 155 640: 7%|▋ | 4/56 [00:31<07:25, 8.57s/it] 195/299 6.87G 0.0199 0.01673 0.0001452 0.03678 155 640: 9%|▉ | 5/56 [00:31<04:44, 5.58s/it] 195/299 6.87G 0.01964 0.01646 0.0001631 0.03626 155 640: 9%|▉ | 5/56 [00:31<04:44, 5.58s/it] 195/299 6.87G 0.01964 0.01646 0.0001631 0.03626 155 640: 11%|█ | 6/56 [00:31<03:07, 3.76s/it] 195/299 6.87G 0.01953 0.01644 0.0002209 0.03619 147 640: 11%|█ | 6/56 [00:31<03:07, 3.76s/it] 195/299 6.87G 0.01953 0.01644 0.0002209 0.03619 147 640: 12%|█▎ | 7/56 [00:31<02:07, 2.60s/it] 195/299 6.87G 0.01958 0.01604 0.0002105 0.03583 103 640: 12%|█▎ | 7/56 [00:32<02:07, 2.60s/it] 195/299 6.87G 0.01958 0.01604 0.0002105 0.03583 103 640: 14%|█▍ | 8/56 [00:32<01:28, 1.85s/it] 195/299 6.87G 0.01948 0.01588 0.0001998 0.03556 149 640: 14%|█▍ | 8/56 [00:32<01:28, 1.85s/it] 195/299 6.87G 0.01948 0.01588 0.0001998 0.03556 149 640: 16%|█▌ | 9/56 [00:32<01:03, 1.35s/it] 195/299 6.87G 0.01942 0.01644 0.0001992 0.03606 214 640: 16%|█▌ | 9/56 [00:32<01:03, 1.35s/it] 195/299 6.87G 0.01942 0.01644 0.0001992 0.03606 214 640: 18%|█▊ | 10/56 [00:32<00:46, 1.01s/it] 195/299 6.87G 0.01937 0.01656 0.0002034 0.03613 192 640: 18%|█▊ | 10/56 [01:05<00:46, 1.01s/it] 195/299 6.87G 0.01937 0.01656 0.0002034 0.03613 192 640: 20%|█▉ | 11/56 [01:05<08:01, 10.69s/it] 195/299 6.87G 0.01938 0.01683 0.0002143 0.03643 183 640: 20%|█▉ | 11/56 [01:05<08:01, 10.69s/it] 195/299 6.87G 0.01938 0.01683 0.0002143 0.03643 183 640: 21%|██▏ | 12/56 [01:05<05:30, 7.51s/it] 195/299 6.87G 0.01919 0.01663 0.0002058 0.03603 137 640: 21%|██▏ | 12/56 [01:05<05:30, 7.51s/it] 195/299 6.87G 0.01919 0.01663 0.0002058 0.03603 137 640: 23%|██▎ | 13/56 [01:05<03:48, 5.32s/it] 195/299 6.87G 0.01933 0.01654 0.0001998 0.03607 113 640: 23%|██▎ | 13/56 [01:05<03:48, 5.32s/it] 195/299 6.87G 0.01933 0.01654 0.0001998 0.03607 113 640: 25%|██▌ | 14/56 [01:05<02:38, 3.78s/it] 195/299 6.87G 0.01915 0.01631 0.0001955 0.03566 139 640: 25%|██▌ | 14/56 [01:06<02:38, 3.78s/it] 195/299 6.87G 0.01915 0.01631 0.0001955 0.03566 139 640: 27%|██▋ | 15/56 [01:06<01:51, 2.71s/it] 195/299 6.87G 0.01909 0.01642 0.0001918 0.0357 138
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.587 0.443 0.403 0.206
0%| | 0/56 [00:00<?, ?it/s] 196/299 6.87G 0.01899 0.01835 0.0001196 0.03746 178 640: 0%| | 0/56 [00:00<?, ?it/s] 196/299 6.87G 0.01899 0.01835 0.0001196 0.03746 178 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 196/299 6.87G 0.01866 0.01573 0.0001251 0.03452 123 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 196/299 6.87G 0.01866 0.01573 0.0001251 0.03452 123 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 196/299 6.87G 0.01899 0.01578 0.0001256 0.0349 186 640: 4%|▎ | 2/56 [00:39<00:13, 4.03it/s] 196/299 6.87G 0.01899 0.01578 0.0001256 0.0349 186 640: 5%|▌ | 3/56 [00:39<16:02, 18.17s/it] 196/299 6.87G 0.01909 0.01531 0.0001506 0.03455 173 640: 5%|▌ | 3/56 [00:40<16:02, 18.17s/it] 196/299 6.87G 0.01909 0.01531 0.0001506 0.03455 173 640: 7%|▋ | 4/56 [00:40<09:36, 11.08s/it] 196/299 6.87G 0.01903 0.01548 0.0001473 0.03466 149 640: 7%|▋ | 4/56 [00:40<09:36, 11.08s/it] 196/299 6.87G 0.01903 0.01548 0.0001473 0.03466 149 640: 9%|▉ | 5/56 [00:40<06:06, 7.18s/it] 196/299 6.87G 0.01873 0.01527 0.0001661 0.03417 126 640: 9%|▉ | 5/56 [00:40<06:06, 7.18s/it] 196/299 6.87G 0.01873 0.01527 0.0001661 0.03417 126 640: 11%|█ | 6/56 [00:40<04:00, 4.81s/it] 196/299 6.87G 0.01867 0.01532 0.0001643 0.03415 151 640: 11%|█ | 6/56 [00:40<04:00, 4.81s/it] 196/299 6.87G 0.01867 0.01532 0.0001643 0.03415 151 640: 12%|█▎ | 7/56 [00:40<02:42, 3.31s/it] 196/299 6.87G 0.0185 0.0154 0.000187 0.03409 167 640: 12%|█▎ | 7/56 [00:41<02:42, 3.31s/it] 196/299 6.87G 0.0185 0.0154 0.000187 0.03409 167 640: 14%|█▍ | 8/56 [00:41<01:51, 2.33s/it] 196/299 6.87G 0.01845 0.01528 0.0001853 0.03392 170 640: 14%|█▍ | 8/56 [00:41<01:51, 2.33s/it] 196/299 6.87G 0.01845 0.01528 0.0001853 0.03392 170 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 196/299 6.87G 0.01816 0.01504 0.0001894 0.03339 140 640: 16%|█▌ | 9/56 [00:41<01:19, 1.69s/it] 196/299 6.87G 0.01816 0.01504 0.0001894 0.03339 140 640: 18%|█▊ | 10/56 [00:41<00:56, 1.24s/it] 196/299 6.87G 0.01805 0.01524 0.0001852 0.03347 143 640: 18%|█▊ | 10/56 [01:14<00:56, 1.24s/it] 196/299 6.87G 0.01805 0.01524 0.0001852 0.03347 143 640: 20%|█▉ | 11/56 [01:14<08:04, 10.77s/it] 196/299 6.87G 0.01813 0.01549 0.0001837 0.0338 171 640: 20%|█▉ | 11/56 [01:14<08:04, 10.77s/it] 196/299 6.87G 0.01813 0.01549 0.0001837 0.0338 171 640: 21%|██▏ | 12/56 [01:14<05:32, 7.57s/it] 196/299 6.87G 0.0181 0.01556 0.0001795 0.03383 156 640: 21%|██▏ | 12/56 [01:14<05:32, 7.57s/it] 196/299 6.87G 0.0181 0.01556 0.0001795 0.03383 156 640: 23%|██▎ | 13/56 [01:14<03:50, 5.36s/it] 196/299 6.87G 0.01817 0.01562 0.0001805 0.03398 134 640: 23%|██▎ | 13/56 [01:14<03:50, 5.36s/it] 196/299 6.87G 0.01817 0.01562 0.0001805 0.03398 134 640: 25%|██▌ | 14/56 [01:14<02:39, 3.81s/it] 196/299 6.87G 0.01812 0.01548 0.0001776 0.03378 128 640: 25%|██▌ | 14/56 [01:14<02:39, 3.81s/it] 196/299 6.87G 0.01812 0.01548 0.0001776 0.03378 128 640: 27%|██▋ | 15/56 [01:14<01:51, 2.73s/it] 196/299 6.87G 0.01804 0.01533 0.0001743 0.03354 116
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.449 0.381 0.2
0%| | 0/56 [00:00<?, ?it/s] 197/299 6.87G 0.01912 0.01969 0.0001245 0.03893 166 640: 0%| | 0/56 [00:00<?, ?it/s] 197/299 6.87G 0.01912 0.01969 0.0001245 0.03893 166 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 197/299 6.87G 0.01999 0.01823 0.0003003 0.03852 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 197/299 6.87G 0.01999 0.01823 0.0003003 0.03852 182 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 197/299 6.87G 0.0197 0.01666 0.0002437 0.03661 116 640: 4%|▎ | 2/56 [00:33<00:13, 4.05it/s] 197/299 6.87G 0.0197 0.01666 0.0002437 0.03661 116 640: 5%|▌ | 3/56 [00:33<13:32, 15.33s/it] 197/299 6.87G 0.01952 0.01674 0.0002247 0.03648 174 640: 5%|▌ | 3/56 [00:34<13:32, 15.33s/it] 197/299 6.87G 0.01952 0.01674 0.0002247 0.03648 174 640: 7%|▋ | 4/56 [00:34<08:07, 9.37s/it] 197/299 6.87G 0.01951 0.01668 0.0002091 0.0364 185 640: 7%|▋ | 4/56 [00:34<08:07, 9.37s/it] 197/299 6.87G 0.01951 0.01668 0.0002091 0.0364 185 640: 9%|▉ | 5/56 [00:34<05:10, 6.09s/it] 197/299 6.87G 0.01962 0.01649 0.0002903 0.0364 182 640: 9%|▉ | 5/56 [00:34<05:10, 6.09s/it] 197/299 6.87G 0.01962 0.01649 0.0002903 0.0364 182 640: 11%|█ | 6/56 [00:34<03:24, 4.09s/it] 197/299 6.87G 0.01938 0.01641 0.0002695 0.03605 164 640: 11%|█ | 6/56 [00:35<03:24, 4.09s/it] 197/299 6.87G 0.01938 0.01641 0.0002695 0.03605 164 640: 12%|█▎ | 7/56 [00:35<02:28, 3.02s/it] 197/299 6.87G 0.01942 0.01635 0.000273 0.03604 155 640: 12%|█▎ | 7/56 [00:35<02:28, 3.02s/it] 197/299 6.87G 0.01942 0.01635 0.000273 0.03604 155 640: 14%|█▍ | 8/56 [00:35<01:42, 2.13s/it] 197/299 6.87G 0.0195 0.01609 0.0002597 0.03584 121 640: 14%|█▍ | 8/56 [00:35<01:42, 2.13s/it] 197/299 6.87G 0.0195 0.01609 0.0002597 0.03584 121 640: 16%|█▌ | 9/56 [00:35<01:12, 1.55s/it] 197/299 6.87G 0.01928 0.01578 0.0002508 0.03531 129 640: 16%|█▌ | 9/56 [00:36<01:12, 1.55s/it] 197/299 6.87G 0.01928 0.01578 0.0002508 0.03531 129 640: 18%|█▊ | 10/56 [00:36<00:52, 1.14s/it] 197/299 6.87G 0.01934 0.01583 0.0002459 0.03542 133 640: 18%|█▊ | 10/56 [01:07<00:52, 1.14s/it] 197/299 6.87G 0.01934 0.01583 0.0002459 0.03542 133 640: 20%|█▉ | 11/56 [01:07<07:51, 10.49s/it] 197/299 6.87G 0.01916 0.01596 0.0002405 0.03536 175 640: 20%|█▉ | 11/56 [01:07<07:51, 10.49s/it] 197/299 6.87G 0.01916 0.01596 0.0002405 0.03536 175 640: 21%|██▏ | 12/56 [01:07<05:24, 7.37s/it] 197/299 6.87G 0.019 0.01587 0.0002322 0.0351 132 640: 21%|██▏ | 12/56 [01:08<05:24, 7.37s/it] 197/299 6.87G 0.019 0.01587 0.0002322 0.0351 132 640: 23%|██▎ | 13/56 [01:08<03:44, 5.22s/it] 197/299 6.87G 0.01872 0.01554 0.0002263 0.03449 115 640: 23%|██▎ | 13/56 [01:08<03:44, 5.22s/it] 197/299 6.87G 0.01872 0.01554 0.0002263 0.03449 115 640: 25%|██▌ | 14/56 [01:08<02:35, 3.71s/it] 197/299 6.87G 0.01866 0.01549 0.000222 0.03437 121 640: 25%|██▌ | 14/56 [01:09<02:35, 3.71s/it] 197/299 6.87G 0.01866 0.01549 0.000222 0.03437 121 640: 27%|██▋ | 15/56 [01:09<01:59, 2.91s/it] 197/299 6.87G 0.01842 0.01533 0.0002162 0.03397 105
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.578 0.423 0.391 0.202
0%| | 0/56 [00:00<?, ?it/s] 198/299 6.87G 0.01957 0.02384 0.0001283 0.04354 211 640: 0%| | 0/56 [00:00<?, ?it/s] 198/299 6.87G 0.01957 0.02384 0.0001283 0.04354 211 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 198/299 6.87G 0.0192 0.02076 0.0001534 0.04012 180 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 198/299 6.87G 0.0192 0.02076 0.0001534 0.04012 180 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 198/299 6.87G 0.01946 0.01864 0.0001442 0.03824 137 640: 4%|▎ | 2/56 [00:29<00:13, 4.04it/s] 198/299 6.87G 0.01946 0.01864 0.0001442 0.03824 137 640: 5%|▌ | 3/56 [00:29<11:42, 13.26s/it] 198/299 6.87G 0.01928 0.01715 0.0001465 0.03657 138 640: 5%|▌ | 3/56 [00:29<11:42, 13.26s/it] 198/299 6.87G 0.01928 0.01715 0.0001465 0.03657 138 640: 7%|▋ | 4/56 [00:29<07:01, 8.11s/it] 198/299 6.87G 0.01935 0.0181 0.0001856 0.03764 233 640: 7%|▋ | 4/56 [00:29<07:01, 8.11s/it] 198/299 6.87G 0.01935 0.0181 0.0001856 0.03764 233 640: 9%|▉ | 5/56 [00:29<04:29, 5.28s/it] 198/299 6.87G 0.01934 0.01704 0.0001886 0.03657 126 640: 9%|▉ | 5/56 [00:35<04:29, 5.28s/it] 198/299 6.87G 0.01934 0.01704 0.0001886 0.03657 126 640: 11%|█ | 6/56 [00:35<04:33, 5.48s/it] 198/299 6.87G 0.01923 0.01661 0.000192 0.03602 151 640: 11%|█ | 6/56 [00:40<04:33, 5.48s/it] 198/299 6.87G 0.01923 0.01661 0.000192 0.03602 151 640: 12%|█▎ | 7/56 [00:40<04:18, 5.27s/it] 198/299 6.87G 0.01905 0.01682 0.0001854 0.03606 166 640: 12%|█▎ | 7/56 [00:40<04:18, 5.27s/it] 198/299 6.87G 0.01905 0.01682 0.0001854 0.03606 166 640: 14%|█▍ | 8/56 [00:40<02:55, 3.67s/it] 198/299 6.87G 0.01913 0.01684 0.0001819 0.03615 200 640: 14%|█▍ | 8/56 [00:40<02:55, 3.67s/it] 198/299 6.87G 0.01913 0.01684 0.0001819 0.03615 200 640: 16%|█▌ | 9/56 [00:40<02:02, 2.60s/it] 198/299 6.87G 0.01907 0.01735 0.0001901 0.03661 218 640: 16%|█▌ | 9/56 [00:41<02:02, 2.60s/it] 198/299 6.87G 0.01907 0.01735 0.0001901 0.03661 218 640: 18%|█▊ | 10/56 [00:41<01:26, 1.87s/it] 198/299 6.87G 0.01898 0.01718 0.0001829 0.03635 153 640: 18%|█▊ | 10/56 [01:03<01:26, 1.87s/it] 198/299 6.87G 0.01898 0.01718 0.0001829 0.03635 153 640: 20%|█▉ | 11/56 [01:03<06:02, 8.05s/it] 198/299 6.87G 0.01879 0.01683 0.0001779 0.0358 131 640: 20%|█▉ | 11/56 [01:03<06:02, 8.05s/it] 198/299 6.87G 0.01879 0.01683 0.0001779 0.0358 131 640: 21%|██▏ | 12/56 [01:03<04:09, 5.67s/it] 198/299 6.87G 0.01873 0.01691 0.0001853 0.03582 167 640: 21%|██▏ | 12/56 [01:03<04:09, 5.67s/it] 198/299 6.87G 0.01873 0.01691 0.0001853 0.03582 167 640: 23%|██▎ | 13/56 [01:03<02:53, 4.03s/it] 198/299 6.87G 0.01867 0.01653 0.0001806 0.03539 99 640: 23%|██▎ | 13/56 [01:09<02:53, 4.03s/it] 198/299 6.87G 0.01867 0.01653 0.0001806 0.03539 99 640: 25%|██▌ | 14/56 [01:09<03:15, 4.66s/it] 198/299 6.87G 0.01846 0.01637 0.0001778 0.03501 135 640: 25%|██▌ | 14/56 [01:14<03:15, 4.66s/it] 198/299 6.87G 0.01846 0.01637 0.0001778 0.03501 135 640: 27%|██▋ | 15/56 [01:14<03:14, 4.74s/it] 198/299 6.87G 0.01842 0.0164 0.0001898 0.03501 121
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.587 0.446 0.416 0.215
0%| | 0/56 [00:00<?, ?it/s] 199/299 6.87G 0.01875 0.02203 0.0002745 0.04106 177 640: 0%| | 0/56 [00:00<?, ?it/s] 199/299 6.87G 0.01875 0.02203 0.0002745 0.04106 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.55it/s] 199/299 6.87G 0.02049 0.02278 0.0002998 0.04357 273 640: 2%|▏ | 1/56 [00:00<00:15, 3.55it/s] 199/299 6.87G 0.02049 0.02278 0.0002998 0.04357 273 640: 4%|▎ | 2/56 [00:00<00:19, 2.77it/s] 199/299 6.87G 0.0207 0.0215 0.0002427 0.04244 194 640: 4%|▎ | 2/56 [00:23<00:19, 2.77it/s] 199/299 6.87G 0.0207 0.0215 0.0002427 0.04244 194 640: 5%|▌ | 3/56 [00:23<09:31, 10.79s/it] 199/299 6.87G 0.02024 0.02053 0.0002142 0.04098 195 640: 5%|▌ | 3/56 [00:26<09:31, 10.79s/it] 199/299 6.87G 0.02024 0.02053 0.0002142 0.04098 195 640: 7%|▋ | 4/56 [00:26<06:38, 7.66s/it] 199/299 6.87G 0.02008 0.01941 0.0002161 0.03971 125 640: 7%|▋ | 4/56 [00:27<06:38, 7.66s/it] 199/299 6.87G 0.02008 0.01941 0.0002161 0.03971 125 640: 9%|▉ | 5/56 [00:27<04:14, 4.99s/it] 199/299 6.87G 0.01944 0.01792 0.0002331 0.03759 111 640: 9%|▉ | 5/56 [00:27<04:14, 4.99s/it] 199/299 6.87G 0.01944 0.01792 0.0002331 0.03759 111 640: 11%|█ | 6/56 [00:27<02:48, 3.37s/it] 199/299 6.87G 0.01932 0.01818 0.0002254 0.03772 188 640: 11%|█ | 6/56 [00:33<02:48, 3.37s/it] 199/299 6.87G 0.01932 0.01818 0.0002254 0.03772 188 640: 12%|█▎ | 7/56 [00:33<03:26, 4.22s/it] 199/299 6.87G 0.01905 0.01775 0.0002105 0.03701 137 640: 12%|█▎ | 7/56 [00:33<03:26, 4.22s/it] 199/299 6.87G 0.01905 0.01775 0.0002105 0.03701 137 640: 14%|█▍ | 8/56 [00:33<02:21, 2.95s/it] 199/299 6.87G 0.01877 0.01763 0.000201 0.0366 182 640: 14%|█▍ | 8/56 [00:33<02:21, 2.95s/it] 199/299 6.87G 0.01877 0.01763 0.000201 0.0366 182 640: 16%|█▌ | 9/56 [00:33<01:39, 2.11s/it] 199/299 6.87G 0.01887 0.01744 0.0002192 0.03653 166 640: 16%|█▌ | 9/56 [00:33<01:39, 2.11s/it] 199/299 6.87G 0.01887 0.01744 0.0002192 0.03653 166 640: 18%|█▊ | 10/56 [00:33<01:10, 1.53s/it] 199/299 6.87G 0.01873 0.0172 0.000216 0.03614 148 640: 18%|█▊ | 10/56 [00:58<01:10, 1.53s/it] 199/299 6.87G 0.01873 0.0172 0.000216 0.03614 148 640: 20%|█▉ | 11/56 [00:58<06:28, 8.62s/it] 199/299 6.87G 0.01874 0.01721 0.0002227 0.03617 149 640: 20%|█▉ | 11/56 [01:02<06:28, 8.62s/it] 199/299 6.87G 0.01874 0.01721 0.0002227 0.03617 149 640: 21%|██▏ | 12/56 [01:02<05:14, 7.14s/it] 199/299 6.87G 0.01868 0.01777 0.0002147 0.03666 236 640: 21%|██▏ | 12/56 [01:02<05:14, 7.14s/it] 199/299 6.87G 0.01868 0.01777 0.0002147 0.03666 236 640: 23%|██▎ | 13/56 [01:02<03:37, 5.06s/it] 199/299 6.87G 0.01866 0.0177 0.0002644 0.03663 177 640: 23%|██▎ | 13/56 [01:02<03:37, 5.06s/it] 199/299 6.87G 0.01866 0.0177 0.0002644 0.03663 177 640: 25%|██▌ | 14/56 [01:02<02:31, 3.60s/it] 199/299 6.87G 0.01858 0.01753 0.0002547 0.03636 128 640: 25%|██▌ | 14/56 [01:07<02:31, 3.60s/it] 199/299 6.87G 0.01858 0.01753 0.0002547 0.03636 128 640: 27%|██▋ | 15/56 [01:07<02:40, 3.92s/it] 199/299 6.87G 0.01839 0.01731 0.0002501 0.03595 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.571 0.442 0.403 0.214
0%| | 0/56 [00:00<?, ?it/s] 200/299 6.87G 0.01814 0.01753 9.413e-05 0.03577 129 640: 0%| | 0/56 [00:00<?, ?it/s] 200/299 6.87G 0.01814 0.01753 9.413e-05 0.03577 129 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 200/299 6.87G 0.01808 0.01552 0.0001695 0.03377 142 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 200/299 6.87G 0.01808 0.01552 0.0001695 0.03377 142 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 200/299 6.87G 0.01795 0.01503 0.0001555 0.03314 142 640: 4%|▎ | 2/56 [00:23<00:13, 4.04it/s] 200/299 6.87G 0.01795 0.01503 0.0001555 0.03314 142 640: 5%|▌ | 3/56 [00:23<09:24, 10.66s/it] 200/299 6.87G 0.01817 0.01472 0.0001437 0.03303 157 640: 5%|▌ | 3/56 [00:39<09:24, 10.66s/it] 200/299 6.87G 0.01817 0.01472 0.0001437 0.03303 157 640: 7%|▋ | 4/56 [00:39<11:05, 12.80s/it] 200/299 6.87G 0.01863 0.01448 0.0001572 0.03327 147 640: 7%|▋ | 4/56 [00:39<11:05, 12.80s/it] 200/299 6.87G 0.01863 0.01448 0.0001572 0.03327 147 640: 9%|▉ | 5/56 [00:39<07:02, 8.28s/it] 200/299 6.87G 0.01894 0.01457 0.0001535 0.03366 129 640: 9%|▉ | 5/56 [00:40<07:02, 8.28s/it] 200/299 6.87G 0.01894 0.01457 0.0001535 0.03366 129 640: 11%|█ | 6/56 [00:40<04:37, 5.54s/it] 200/299 6.87G 0.01894 0.01463 0.0001548 0.03372 154 640: 11%|█ | 6/56 [00:40<04:37, 5.54s/it] 200/299 6.87G 0.01894 0.01463 0.0001548 0.03372 154 640: 12%|█▎ | 7/56 [00:40<03:06, 3.80s/it] 200/299 6.87G 0.01875 0.01421 0.0001497 0.03311 120 640: 12%|█▎ | 7/56 [00:40<03:06, 3.80s/it] 200/299 6.87G 0.01875 0.01421 0.0001497 0.03311 120 640: 14%|█▍ | 8/56 [00:40<02:07, 2.67s/it] 200/299 6.87G 0.01864 0.01426 0.000145 0.03304 174 640: 14%|█▍ | 8/56 [00:40<02:07, 2.67s/it] 200/299 6.87G 0.01864 0.01426 0.000145 0.03304 174 640: 16%|█▌ | 9/56 [00:40<01:30, 1.92s/it] 200/299 6.87G 0.01857 0.01476 0.0001458 0.03347 189 640: 16%|█▌ | 9/56 [00:41<01:30, 1.92s/it] 200/299 6.87G 0.01857 0.01476 0.0001458 0.03347 189 640: 18%|█▊ | 10/56 [00:41<01:04, 1.40s/it] 200/299 6.87G 0.01871 0.01495 0.0001425 0.03381 139 640: 18%|█▊ | 10/56 [00:57<01:04, 1.40s/it] 200/299 6.87G 0.01871 0.01495 0.0001425 0.03381 139 640: 20%|█▉ | 11/56 [00:57<04:30, 6.01s/it] 200/299 6.87G 0.01856 0.01486 0.0001435 0.03356 121 640: 20%|█▉ | 11/56 [01:13<04:30, 6.01s/it] 200/299 6.87G 0.01856 0.01486 0.0001435 0.03356 121 640: 21%|██▏ | 12/56 [01:13<06:38, 9.06s/it] 200/299 6.87G 0.01839 0.01461 0.0001403 0.03314 96 640: 21%|██▏ | 12/56 [01:13<06:38, 9.06s/it] 200/299 6.87G 0.01839 0.01461 0.0001403 0.03314 96 640: 23%|██▎ | 13/56 [01:13<04:35, 6.40s/it] 200/299 6.87G 0.01829 0.01469 0.0001804 0.03316 148 640: 23%|██▎ | 13/56 [01:14<04:35, 6.40s/it] 200/299 6.87G 0.01829 0.01469 0.0001804 0.03316 148 640: 25%|██▌ | 14/56 [01:14<03:10, 4.53s/it] 200/299 6.87G 0.01822 0.0147 0.0001756 0.03309 164 640: 25%|██▌ | 14/56 [01:14<03:10, 4.53s/it] 200/299 6.87G 0.01822 0.0147 0.0001756 0.03309 164 640: 27%|██▋ | 15/56 [01:14<02:12, 3.24s/it] 200/299 6.87G 0.01808 0.01474 0.0001737 0.033 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.46 0.405 0.213
0%| | 0/56 [00:00<?, ?it/s] 201/299 6.87G 0.01915 0.01988 0.0001102 0.03915 172 640: 0%| | 0/56 [00:00<?, ?it/s] 201/299 6.87G 0.01915 0.01988 0.0001102 0.03915 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 201/299 6.87G 0.01924 0.01914 0.0001469 0.03852 167 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 201/299 6.87G 0.01924 0.01914 0.0001469 0.03852 167 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 201/299 6.87G 0.01956 0.01761 0.0001387 0.0373 151 640: 4%|▎ | 2/56 [00:16<00:13, 4.04it/s] 201/299 6.87G 0.01956 0.01761 0.0001387 0.0373 151 640: 5%|▌ | 3/56 [00:16<06:42, 7.59s/it] 201/299 6.87G 0.01963 0.01725 0.0001412 0.03702 133 640: 5%|▌ | 3/56 [00:40<06:42, 7.59s/it] 201/299 6.87G 0.01963 0.01725 0.0001412 0.03702 133 640: 7%|▋ | 4/56 [00:40<12:02, 13.90s/it] 201/299 6.87G 0.01946 0.01651 0.0001403 0.03611 136 640: 7%|▋ | 4/56 [00:40<12:02, 13.90s/it] 201/299 6.87G 0.01946 0.01651 0.0001403 0.03611 136 640: 9%|▉ | 5/56 [00:40<07:38, 8.98s/it] 201/299 6.87G 0.01944 0.01629 0.0001408 0.03588 205 640: 9%|▉ | 5/56 [00:40<07:38, 8.98s/it] 201/299 6.87G 0.01944 0.01629 0.0001408 0.03588 205 640: 11%|█ | 6/56 [00:40<05:00, 6.01s/it] 201/299 6.87G 0.01921 0.01578 0.0001471 0.03513 116 640: 11%|█ | 6/56 [00:41<05:00, 6.01s/it] 201/299 6.87G 0.01921 0.01578 0.0001471 0.03513 116 640: 12%|█▎ | 7/56 [00:41<03:21, 4.12s/it] 201/299 6.87G 0.01897 0.01572 0.0001688 0.03486 161 640: 12%|█▎ | 7/56 [00:41<03:21, 4.12s/it] 201/299 6.87G 0.01897 0.01572 0.0001688 0.03486 161 640: 14%|█▍ | 8/56 [00:41<02:18, 2.88s/it] 201/299 6.87G 0.01895 0.01582 0.0002326 0.03501 152 640: 14%|█▍ | 8/56 [00:41<02:18, 2.88s/it] 201/299 6.87G 0.01895 0.01582 0.0002326 0.03501 152 640: 16%|█▌ | 9/56 [00:41<01:36, 2.06s/it] 201/299 6.87G 0.01893 0.01596 0.0002223 0.03512 158 640: 16%|█▌ | 9/56 [00:41<01:36, 2.06s/it] 201/299 6.87G 0.01893 0.01596 0.0002223 0.03512 158 640: 18%|█▊ | 10/56 [00:41<01:10, 1.53s/it] 201/299 6.87G 0.01858 0.01567 0.0002125 0.03447 129 640: 18%|█▊ | 10/56 [00:51<01:10, 1.53s/it] 201/299 6.87G 0.01858 0.01567 0.0002125 0.03447 129 640: 20%|█▉ | 11/56 [00:51<02:56, 3.93s/it] 201/299 6.87G 0.01838 0.01559 0.000205 0.03417 135 640: 20%|█▉ | 11/56 [01:14<02:56, 3.93s/it] 201/299 6.87G 0.01838 0.01559 0.000205 0.03417 135 640: 21%|██▏ | 12/56 [01:14<07:06, 9.69s/it] 201/299 6.87G 0.01829 0.01539 0.0002016 0.03388 129 640: 21%|██▏ | 12/56 [01:14<07:06, 9.69s/it] 201/299 6.87G 0.01829 0.01539 0.0002016 0.03388 129 640: 23%|██▎ | 13/56 [01:14<04:53, 6.84s/it] 201/299 6.87G 0.01834 0.01543 0.0001987 0.03397 148 640: 23%|██▎ | 13/56 [01:14<04:53, 6.84s/it] 201/299 6.87G 0.01834 0.01543 0.0001987 0.03397 148 640: 25%|██▌ | 14/56 [01:14<03:23, 4.84s/it] 201/299 6.87G 0.01819 0.01542 0.0001971 0.0338 149 640: 25%|██▌ | 14/56 [01:14<03:23, 4.84s/it] 201/299 6.87G 0.01819 0.01542 0.0001971 0.0338 149 640: 27%|██▋ | 15/56 [01:14<02:21, 3.45s/it] 201/299 6.87G 0.01817 0.01532 0.0001943 0.03368 113
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.583 0.434 0.38 0.199
0%| | 0/56 [00:00<?, ?it/s] 202/299 6.87G 0.01826 0.02491 0.0001721 0.04334 206 640: 0%| | 0/56 [00:00<?, ?it/s] 202/299 6.87G 0.01826 0.02491 0.0001721 0.04334 206 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 202/299 6.87G 0.0183 0.01815 0.0002548 0.03671 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 202/299 6.87G 0.0183 0.01815 0.0002548 0.03671 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 202/299 6.87G 0.01809 0.01731 0.0002082 0.03561 174 640: 4%|▎ | 2/56 [00:13<00:13, 4.04it/s] 202/299 6.87G 0.01809 0.01731 0.0002082 0.03561 174 640: 5%|▌ | 3/56 [00:13<05:29, 6.22s/it] 202/299 6.87G 0.01842 0.01689 0.000255 0.03556 155 640: 5%|▌ | 3/56 [00:31<05:29, 6.22s/it] 202/299 6.87G 0.01842 0.01689 0.000255 0.03556 155 640: 7%|▋ | 4/56 [00:31<09:26, 10.89s/it] 202/299 6.87G 0.01832 0.01705 0.0002361 0.03561 196 640: 7%|▋ | 4/56 [00:32<09:26, 10.89s/it] 202/299 6.87G 0.01832 0.01705 0.0002361 0.03561 196 640: 9%|▉ | 5/56 [00:32<06:00, 7.06s/it] 202/299 6.87G 0.0185 0.01648 0.0002452 0.03522 121 640: 9%|▉ | 5/56 [00:35<06:00, 7.06s/it] 202/299 6.87G 0.0185 0.01648 0.0002452 0.03522 121 640: 11%|█ | 6/56 [00:35<04:46, 5.73s/it] 202/299 6.87G 0.01839 0.01658 0.000227 0.0352 178 640: 11%|█ | 6/56 [00:35<04:46, 5.73s/it] 202/299 6.87G 0.01839 0.01658 0.000227 0.0352 178 640: 12%|█▎ | 7/56 [00:35<03:12, 3.93s/it] 202/299 6.87G 0.01809 0.01642 0.0002256 0.03474 148 640: 12%|█▎ | 7/56 [00:35<03:12, 3.93s/it] 202/299 6.87G 0.01809 0.01642 0.0002256 0.03474 148 640: 14%|█▍ | 8/56 [00:35<02:11, 2.75s/it] 202/299 6.87G 0.01801 0.01645 0.0002145 0.03468 175 640: 14%|█▍ | 8/56 [00:35<02:11, 2.75s/it] 202/299 6.87G 0.01801 0.01645 0.0002145 0.03468 175 640: 16%|█▌ | 9/56 [00:35<01:32, 1.97s/it] 202/299 6.87G 0.01807 0.01661 0.000219 0.0349 202 640: 16%|█▌ | 9/56 [00:45<01:32, 1.97s/it] 202/299 6.87G 0.01807 0.01661 0.000219 0.0349 202 640: 18%|█▊ | 10/56 [00:45<03:15, 4.25s/it] 202/299 6.87G 0.01801 0.01648 0.0002162 0.0347 155 640: 18%|█▊ | 10/56 [00:55<03:15, 4.25s/it] 202/299 6.87G 0.01801 0.01648 0.0002162 0.0347 155 640: 20%|█▉ | 11/56 [00:55<04:26, 5.92s/it] 202/299 6.87G 0.01789 0.01665 0.0002232 0.03477 159 640: 20%|█▉ | 11/56 [01:05<04:26, 5.92s/it] 202/299 6.87G 0.01789 0.01665 0.0002232 0.03477 159 640: 21%|██▏ | 12/56 [01:05<05:22, 7.32s/it] 202/299 6.87G 0.01777 0.01612 0.0002156 0.03411 90 640: 21%|██▏ | 12/56 [01:05<05:22, 7.32s/it] 202/299 6.87G 0.01777 0.01612 0.0002156 0.03411 90 640: 23%|██▎ | 13/56 [01:05<03:42, 5.18s/it] 202/299 6.87G 0.01781 0.01593 0.0002106 0.03395 125 640: 23%|██▎ | 13/56 [01:09<03:42, 5.18s/it] 202/299 6.87G 0.01781 0.01593 0.0002106 0.03395 125 640: 25%|██▌ | 14/56 [01:09<03:16, 4.69s/it] 202/299 6.87G 0.01777 0.01581 0.0002054 0.03379 96 640: 25%|██▌ | 14/56 [01:09<03:16, 4.69s/it] 202/299 6.87G 0.01777 0.01581 0.0002054 0.03379 96 640: 27%|██▋ | 15/56 [01:09<02:17, 3.34s/it] 202/299 6.87G 0.01773 0.01602 0.000208 0.03395 173
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.576 0.443 0.404 0.208
0%| | 0/56 [00:00<?, ?it/s] 203/299 6.87G 0.01745 0.01862 0.0001052 0.03618 187 640: 0%| | 0/56 [00:00<?, ?it/s] 203/299 6.87G 0.01745 0.01862 0.0001052 0.03618 187 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 203/299 6.87G 0.01751 0.01695 0.0001905 0.03464 165 640: 2%|▏ | 1/56 [00:05<00:15, 3.63it/s] 203/299 6.87G 0.01751 0.01695 0.0001905 0.03464 165 640: 4%|▎ | 2/56 [00:05<02:59, 3.32s/it] 203/299 6.87G 0.01791 0.01699 0.0001985 0.03509 205 640: 4%|▎ | 2/56 [00:28<02:59, 3.32s/it] 203/299 6.87G 0.01791 0.01699 0.0001985 0.03509 205 640: 5%|▌ | 3/56 [00:28<10:45, 12.18s/it] 203/299 6.87G 0.01816 0.01685 0.0001927 0.0352 194 640: 5%|▌ | 3/56 [00:29<10:45, 12.18s/it] 203/299 6.87G 0.01816 0.01685 0.0001927 0.0352 194 640: 7%|▋ | 4/56 [00:29<06:34, 7.59s/it] 203/299 6.87G 0.01819 0.0165 0.000197 0.03489 158 640: 7%|▋ | 4/56 [00:29<06:34, 7.59s/it] 203/299 6.87G 0.01819 0.0165 0.000197 0.03489 158 640: 9%|▉ | 5/56 [00:29<04:12, 4.95s/it] 203/299 6.87G 0.01821 0.01597 0.0002057 0.03439 138 640: 9%|▉ | 5/56 [00:32<04:12, 4.95s/it] 203/299 6.87G 0.01821 0.01597 0.0002057 0.03439 138 640: 11%|█ | 6/56 [00:32<03:40, 4.41s/it] 203/299 6.87G 0.01861 0.01648 0.0002164 0.03531 201 640: 11%|█ | 6/56 [00:32<03:40, 4.41s/it] 203/299 6.87G 0.01861 0.01648 0.0002164 0.03531 201 640: 12%|█▎ | 7/56 [00:32<02:28, 3.04s/it] 203/299 6.87G 0.01866 0.01631 0.0002098 0.03518 131 640: 12%|█▎ | 7/56 [00:33<02:28, 3.04s/it] 203/299 6.87G 0.01866 0.01631 0.0002098 0.03518 131 640: 14%|█▍ | 8/56 [00:33<01:42, 2.15s/it] 203/299 6.87G 0.01876 0.01654 0.0002037 0.03551 188 640: 14%|█▍ | 8/56 [00:33<01:42, 2.15s/it] 203/299 6.87G 0.01876 0.01654 0.0002037 0.03551 188 640: 16%|█▌ | 9/56 [00:33<01:13, 1.56s/it] 203/299 6.87G 0.01873 0.01686 0.0002033 0.0358 230 640: 16%|█▌ | 9/56 [00:40<01:13, 1.56s/it] 203/299 6.87G 0.01873 0.01686 0.0002033 0.0358 230 640: 18%|█▊ | 10/56 [00:40<02:37, 3.42s/it] 203/299 6.87G 0.01856 0.01696 0.0001956 0.03572 169 640: 18%|█▊ | 10/56 [01:04<02:37, 3.42s/it] 203/299 6.87G 0.01856 0.01696 0.0001956 0.03572 169 640: 20%|█▉ | 11/56 [01:04<07:06, 9.47s/it] 203/299 6.87G 0.01848 0.01698 0.0001986 0.03566 150 640: 20%|█▉ | 11/56 [01:04<07:06, 9.47s/it] 203/299 6.87G 0.01848 0.01698 0.0001986 0.03566 150 640: 21%|██▏ | 12/56 [01:04<04:52, 6.66s/it] 203/299 6.87G 0.01836 0.01676 0.0001924 0.03532 131 640: 21%|██▏ | 12/56 [01:04<04:52, 6.66s/it] 203/299 6.87G 0.01836 0.01676 0.0001924 0.03532 131 640: 23%|██▎ | 13/56 [01:04<03:23, 4.72s/it] 203/299 6.87G 0.01836 0.01652 0.0001871 0.03507 134 640: 23%|██▎ | 13/56 [01:06<03:23, 4.72s/it] 203/299 6.87G 0.01836 0.01652 0.0001871 0.03507 134 640: 25%|██▌ | 14/56 [01:06<02:45, 3.93s/it] 203/299 6.87G 0.01833 0.01638 0.000183 0.03489 124 640: 25%|██▌ | 14/56 [01:06<02:45, 3.93s/it] 203/299 6.87G 0.01833 0.01638 0.000183 0.03489 124 640: 27%|██▋ | 15/56 [01:06<01:55, 2.82s/it] 203/299 6.87G 0.01826 0.01629 0.0001797 0.03473 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.527 0.473 0.405 0.209
0%| | 0/56 [00:00<?, ?it/s] 204/299 6.87G 0.0173 0.01462 0.0001283 0.03205 133 640: 0%| | 0/56 [00:00<?, ?it/s] 204/299 6.87G 0.0173 0.01462 0.0001283 0.03205 133 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 204/299 6.87G 0.01684 0.01383 0.0001908 0.03086 115 640: 2%|▏ | 1/56 [00:06<00:15, 3.64it/s] 204/299 6.87G 0.01684 0.01383 0.0001908 0.03086 115 640: 4%|▎ | 2/56 [00:06<03:12, 3.56s/it] 204/299 6.87G 0.01708 0.01393 0.0001752 0.03118 135 640: 4%|▎ | 2/56 [00:42<03:12, 3.56s/it] 204/299 6.87G 0.01708 0.01393 0.0001752 0.03118 135 640: 5%|▌ | 3/56 [00:42<16:27, 18.64s/it] 204/299 6.87G 0.01709 0.01397 0.0001668 0.03123 131 640: 5%|▌ | 3/56 [00:42<16:27, 18.64s/it] 204/299 6.87G 0.01709 0.01397 0.0001668 0.03123 131 640: 7%|▋ | 4/56 [00:42<09:51, 11.37s/it] 204/299 6.87G 0.0174 0.01379 0.0001615 0.03135 154 640: 7%|▋ | 4/56 [00:43<09:51, 11.37s/it] 204/299 6.87G 0.0174 0.01379 0.0001615 0.03135 154 640: 9%|▉ | 5/56 [00:43<06:15, 7.37s/it] 204/299 6.87G 0.01775 0.01422 0.0001722 0.03214 165 640: 9%|▉ | 5/56 [00:43<06:15, 7.37s/it] 204/299 6.87G 0.01775 0.01422 0.0001722 0.03214 165 640: 11%|█ | 6/56 [00:43<04:06, 4.94s/it] 204/299 6.87G 0.01748 0.01453 0.0001917 0.0322 149 640: 11%|█ | 6/56 [00:43<04:06, 4.94s/it] 204/299 6.87G 0.01748 0.01453 0.0001917 0.0322 149 640: 12%|█▎ | 7/56 [00:43<02:46, 3.40s/it] 204/299 6.87G 0.01749 0.01459 0.0001966 0.03228 174 640: 12%|█▎ | 7/56 [00:43<02:46, 3.40s/it] 204/299 6.87G 0.01749 0.01459 0.0001966 0.03228 174 640: 14%|█▍ | 8/56 [00:43<01:54, 2.39s/it] 204/299 6.87G 0.01757 0.01473 0.0002006 0.03249 196 640: 14%|█▍ | 8/56 [00:44<01:54, 2.39s/it] 204/299 6.87G 0.01757 0.01473 0.0002006 0.03249 196 640: 16%|█▌ | 9/56 [00:44<01:21, 1.73s/it] 204/299 6.87G 0.01814 0.01489 0.000209 0.03324 188 640: 16%|█▌ | 9/56 [00:44<01:21, 1.73s/it] 204/299 6.87G 0.01814 0.01489 0.000209 0.03324 188 640: 18%|█▊ | 10/56 [00:44<00:58, 1.26s/it] 204/299 6.87G 0.0181 0.01525 0.0002092 0.03356 215 640: 18%|█▊ | 10/56 [01:16<00:58, 1.26s/it] 204/299 6.87G 0.0181 0.01525 0.0002092 0.03356 215 640: 20%|█▉ | 11/56 [01:16<08:04, 10.77s/it] 204/299 6.87G 0.01804 0.01538 0.0002119 0.03364 166 640: 20%|█▉ | 11/56 [01:16<08:04, 10.77s/it] 204/299 6.87G 0.01804 0.01538 0.0002119 0.03364 166 640: 21%|██▏ | 12/56 [01:16<05:32, 7.56s/it] 204/299 6.87G 0.01797 0.01519 0.0002076 0.03337 115 640: 21%|██▏ | 12/56 [01:17<05:32, 7.56s/it] 204/299 6.87G 0.01797 0.01519 0.0002076 0.03337 115 640: 23%|██▎ | 13/56 [01:17<03:50, 5.35s/it] 204/299 6.87G 0.01791 0.01512 0.0002274 0.03325 132 640: 23%|██▎ | 13/56 [01:17<03:50, 5.35s/it] 204/299 6.87G 0.01791 0.01512 0.0002274 0.03325 132 640: 25%|██▌ | 14/56 [01:17<02:39, 3.80s/it] 204/299 6.87G 0.01816 0.0156 0.0002218 0.03399 194 640: 25%|██▌ | 14/56 [01:17<02:39, 3.80s/it] 204/299 6.87G 0.01816 0.0156 0.0002218 0.03399 194 640: 27%|██▋ | 15/56 [01:17<01:51, 2.73s/it] 204/299 6.87G 0.01804 0.01567 0.0002157 0.03393 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.439 0.393 0.206
0%| | 0/56 [00:00<?, ?it/s] 205/299 6.87G 0.01717 0.0203 0.0001164 0.03758 194 640: 0%| | 0/56 [00:00<?, ?it/s] 205/299 6.87G 0.01717 0.0203 0.0001164 0.03758 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 205/299 6.87G 0.01801 0.01611 0.000144 0.03427 141 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 205/299 6.87G 0.01801 0.01611 0.000144 0.03427 141 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 205/299 6.87G 0.0185 0.0194 0.0002234 0.03812 205 640: 4%|▎ | 2/56 [00:43<00:13, 4.04it/s] 205/299 6.87G 0.0185 0.0194 0.0002234 0.03812 205 640: 5%|▌ | 3/56 [00:43<17:17, 19.58s/it] 205/299 6.87G 0.01858 0.01842 0.0002413 0.03723 168 640: 5%|▌ | 3/56 [00:43<17:17, 19.58s/it] 205/299 6.87G 0.01858 0.01842 0.0002413 0.03723 168 640: 7%|▋ | 4/56 [00:43<10:20, 11.94s/it] 205/299 6.87G 0.01803 0.01667 0.0002155 0.03492 113 640: 7%|▋ | 4/56 [00:43<10:20, 11.94s/it] 205/299 6.87G 0.01803 0.01667 0.0002155 0.03492 113 640: 9%|▉ | 5/56 [00:43<06:34, 7.73s/it] 205/299 6.87G 0.0175 0.01575 0.0002029 0.03345 119 640: 9%|▉ | 5/56 [00:43<06:34, 7.73s/it] 205/299 6.87G 0.0175 0.01575 0.0002029 0.03345 119 640: 11%|█ | 6/56 [00:43<04:18, 5.18s/it] 205/299 6.87G 0.01737 0.01545 0.0001973 0.03302 155 640: 11%|█ | 6/56 [00:44<04:18, 5.18s/it] 205/299 6.87G 0.01737 0.01545 0.0001973 0.03302 155 640: 12%|█▎ | 7/56 [00:44<02:54, 3.56s/it] 205/299 6.87G 0.01729 0.01544 0.0002275 0.03296 173 640: 12%|█▎ | 7/56 [00:44<02:54, 3.56s/it] 205/299 6.87G 0.01729 0.01544 0.0002275 0.03296 173 640: 14%|█▍ | 8/56 [00:44<01:59, 2.50s/it] 205/299 6.87G 0.01736 0.01503 0.0002185 0.03261 143 640: 14%|█▍ | 8/56 [00:44<01:59, 2.50s/it] 205/299 6.87G 0.01736 0.01503 0.0002185 0.03261 143 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 205/299 6.87G 0.01721 0.01481 0.0002225 0.03224 128 640: 16%|█▌ | 9/56 [00:44<01:24, 1.80s/it] 205/299 6.87G 0.01721 0.01481 0.0002225 0.03224 128 640: 18%|█▊ | 10/56 [00:44<01:00, 1.31s/it] 205/299 6.87G 0.01715 0.01464 0.000212 0.032 116 640: 18%|█▊ | 10/56 [01:17<01:00, 1.31s/it] 205/299 6.87G 0.01715 0.01464 0.000212 0.032 116 640: 20%|█▉ | 11/56 [01:17<08:06, 10.82s/it] 205/299 6.87G 0.01718 0.0149 0.000203 0.03228 139 640: 20%|█▉ | 11/56 [01:17<08:06, 10.82s/it] 205/299 6.87G 0.01718 0.0149 0.000203 0.03228 139 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 205/299 6.87G 0.01733 0.01506 0.0002145 0.0326 124 640: 21%|██▏ | 12/56 [01:17<05:34, 7.60s/it] 205/299 6.87G 0.01733 0.01506 0.0002145 0.0326 124 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 205/299 6.87G 0.01732 0.01499 0.0002074 0.03252 130 640: 23%|██▎ | 13/56 [01:17<03:51, 5.38s/it] 205/299 6.87G 0.01732 0.01499 0.0002074 0.03252 130 640: 25%|██▌ | 14/56 [01:17<02:40, 3.82s/it] 205/299 6.87G 0.0171 0.01497 0.0002004 0.03228 154 640: 25%|██▌ | 14/56 [01:18<02:40, 3.82s/it] 205/299 6.87G 0.0171 0.01497 0.0002004 0.03228 154 640: 27%|██▋ | 15/56 [01:18<01:52, 2.74s/it] 205/299 6.87G 0.01708 0.01519 0.0001954 0.03246 158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.532 0.473 0.396 0.208
0%| | 0/56 [00:00<?, ?it/s] 206/299 6.87G 0.02068 0.0175 0.0001046 0.03828 172 640: 0%| | 0/56 [00:00<?, ?it/s] 206/299 6.87G 0.02068 0.0175 0.0001046 0.03828 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 206/299 6.87G 0.02044 0.01655 0.0001666 0.03716 154 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 206/299 6.87G 0.02044 0.01655 0.0001666 0.03716 154 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 206/299 6.87G 0.01996 0.01649 0.0001556 0.03661 191 640: 4%|▎ | 2/56 [00:42<00:13, 4.06it/s] 206/299 6.87G 0.01996 0.01649 0.0001556 0.03661 191 640: 5%|▌ | 3/56 [00:42<16:52, 19.11s/it] 206/299 6.87G 0.01995 0.01647 0.0001462 0.03657 182 640: 5%|▌ | 3/56 [00:42<16:52, 19.11s/it] 206/299 6.87G 0.01995 0.01647 0.0001462 0.03657 182 640: 7%|▋ | 4/56 [00:42<10:05, 11.65s/it] 206/299 6.87G 0.01969 0.01627 0.0001617 0.03612 173 640: 7%|▋ | 4/56 [00:42<10:05, 11.65s/it] 206/299 6.87G 0.01969 0.01627 0.0001617 0.03612 173 640: 9%|▉ | 5/56 [00:42<06:24, 7.54s/it] 206/299 6.87G 0.01934 0.01629 0.0001888 0.03582 205 640: 9%|▉ | 5/56 [00:42<06:24, 7.54s/it] 206/299 6.87G 0.01934 0.01629 0.0001888 0.03582 205 640: 11%|█ | 6/56 [00:42<04:12, 5.05s/it] 206/299 6.87G 0.01889 0.01633 0.0001799 0.0354 194 640: 11%|█ | 6/56 [00:42<04:12, 5.05s/it] 206/299 6.87G 0.01889 0.01633 0.0001799 0.0354 194 640: 12%|█▎ | 7/56 [00:42<02:50, 3.47s/it] 206/299 6.87G 0.01887 0.01662 0.0001901 0.03568 154 640: 12%|█▎ | 7/56 [00:43<02:50, 3.47s/it] 206/299 6.87G 0.01887 0.01662 0.0001901 0.03568 154 640: 14%|█▍ | 8/56 [00:43<01:57, 2.44s/it] 206/299 6.87G 0.01859 0.01673 0.0001845 0.03551 188 640: 14%|█▍ | 8/56 [00:43<01:57, 2.44s/it] 206/299 6.87G 0.01859 0.01673 0.0001845 0.03551 188 640: 16%|█▌ | 9/56 [00:43<01:22, 1.76s/it] 206/299 6.87G 0.01859 0.01716 0.000186 0.03594 272 640: 16%|█▌ | 9/56 [00:43<01:22, 1.76s/it] 206/299 6.87G 0.01859 0.01716 0.000186 0.03594 272 640: 18%|█▊ | 10/56 [00:43<00:59, 1.29s/it] 206/299 6.87G 0.01845 0.017 0.0001806 0.03563 136 640: 18%|█▊ | 10/56 [01:15<00:59, 1.29s/it] 206/299 6.87G 0.01845 0.017 0.0001806 0.03563 136 640: 20%|█▉ | 11/56 [01:15<08:04, 10.76s/it] 206/299 6.87G 0.01838 0.01701 0.000197 0.03559 170 640: 20%|█▉ | 11/56 [01:16<08:04, 10.76s/it] 206/299 6.87G 0.01838 0.01701 0.000197 0.03559 170 640: 21%|██▏ | 12/56 [01:16<05:32, 7.56s/it] 206/299 6.87G 0.01821 0.01668 0.0001904 0.03509 140 640: 21%|██▏ | 12/56 [01:16<05:32, 7.56s/it] 206/299 6.87G 0.01821 0.01668 0.0001904 0.03509 140 640: 23%|██▎ | 13/56 [01:16<03:50, 5.35s/it] 206/299 6.87G 0.01812 0.01645 0.0001848 0.03475 118 640: 23%|██▎ | 13/56 [01:16<03:50, 5.35s/it] 206/299 6.87G 0.01812 0.01645 0.0001848 0.03475 118 640: 25%|██▌ | 14/56 [01:16<02:39, 3.80s/it] 206/299 6.87G 0.01797 0.01638 0.0001813 0.03453 152 640: 25%|██▌ | 14/56 [01:16<02:39, 3.80s/it] 206/299 6.87G 0.01797 0.01638 0.0001813 0.03453 152 640: 27%|██▋ | 15/56 [01:16<01:51, 2.73s/it] 206/299 6.87G 0.01796 0.01652 0.0001774 0.03465 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.553 0.463 0.399 0.209
0%| | 0/56 [00:00<?, ?it/s] 207/299 6.87G 0.02002 0.02338 0.0001737 0.04357 246 640: 0%| | 0/56 [00:00<?, ?it/s] 207/299 6.87G 0.02002 0.02338 0.0001737 0.04357 246 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 207/299 6.87G 0.01871 0.0195 0.0001528 0.03836 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 207/299 6.87G 0.01871 0.0195 0.0001528 0.03836 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 207/299 6.87G 0.01892 0.01905 0.0001372 0.03811 177 640: 4%|▎ | 2/56 [00:31<00:13, 4.04it/s] 207/299 6.87G 0.01892 0.01905 0.0001372 0.03811 177 640: 5%|▌ | 3/56 [00:31<12:31, 14.18s/it] 207/299 6.87G 0.019 0.01794 0.0001793 0.03711 152 640: 5%|▌ | 3/56 [00:32<12:31, 14.18s/it] 207/299 6.87G 0.019 0.01794 0.0001793 0.03711 152 640: 7%|▋ | 4/56 [00:32<07:56, 9.16s/it] 207/299 6.87G 0.01838 0.0167 0.0001655 0.03525 112 640: 7%|▋ | 4/56 [00:32<07:56, 9.16s/it] 207/299 6.87G 0.01838 0.0167 0.0001655 0.03525 112 640: 9%|▉ | 5/56 [00:32<05:03, 5.95s/it] 207/299 6.87G 0.0181 0.01649 0.0001803 0.03477 145 640: 9%|▉ | 5/56 [00:33<05:03, 5.95s/it] 207/299 6.87G 0.0181 0.01649 0.0001803 0.03477 145 640: 11%|█ | 6/56 [00:33<03:20, 4.01s/it] 207/299 6.87G 0.01791 0.01633 0.0001685 0.03441 178 640: 11%|█ | 6/56 [00:33<03:20, 4.01s/it] 207/299 6.87G 0.01791 0.01633 0.0001685 0.03441 178 640: 12%|█▎ | 7/56 [00:33<02:15, 2.77s/it] 207/299 6.87G 0.01791 0.01595 0.0001612 0.03402 154 640: 12%|█▎ | 7/56 [00:33<02:15, 2.77s/it] 207/299 6.87G 0.01791 0.01595 0.0001612 0.03402 154 640: 14%|█▍ | 8/56 [00:33<01:34, 1.96s/it] 207/299 6.87G 0.01824 0.01597 0.0001591 0.03437 206 640: 14%|█▍ | 8/56 [00:33<01:34, 1.96s/it] 207/299 6.87G 0.01824 0.01597 0.0001591 0.03437 206 640: 16%|█▌ | 9/56 [00:33<01:07, 1.43s/it] 207/299 6.87G 0.01831 0.01589 0.0001551 0.03435 178 640: 16%|█▌ | 9/56 [00:34<01:07, 1.43s/it] 207/299 6.87G 0.01831 0.01589 0.0001551 0.03435 178 640: 18%|█▊ | 10/56 [00:34<00:48, 1.06s/it] 207/299 6.87G 0.0185 0.01607 0.0001515 0.03472 154 640: 18%|█▊ | 10/56 [01:05<00:48, 1.06s/it] 207/299 6.87G 0.0185 0.01607 0.0001515 0.03472 154 640: 20%|█▉ | 11/56 [01:05<07:45, 10.34s/it] 207/299 6.87G 0.01857 0.01626 0.0001496 0.03497 154 640: 20%|█▉ | 11/56 [01:06<07:45, 10.34s/it] 207/299 6.87G 0.01857 0.01626 0.0001496 0.03497 154 640: 21%|██▏ | 12/56 [01:06<05:28, 7.46s/it] 207/299 6.87G 0.01874 0.01626 0.0001473 0.03515 179 640: 21%|██▏ | 12/56 [01:06<05:28, 7.46s/it] 207/299 6.87G 0.01874 0.01626 0.0001473 0.03515 179 640: 23%|██▎ | 13/56 [01:06<03:47, 5.28s/it] 207/299 6.87G 0.01862 0.01602 0.0001449 0.03479 138 640: 23%|██▎ | 13/56 [01:06<03:47, 5.28s/it] 207/299 6.87G 0.01862 0.01602 0.0001449 0.03479 138 640: 25%|██▌ | 14/56 [01:06<02:37, 3.76s/it] 207/299 6.87G 0.01861 0.01601 0.0001422 0.03477 147 640: 25%|██▌ | 14/56 [01:07<02:37, 3.76s/it] 207/299 6.87G 0.01861 0.01601 0.0001422 0.03477 147 640: 27%|██▋ | 15/56 [01:07<01:50, 2.69s/it] 207/299 6.87G 0.01846 0.0158 0.0001395 0.03441 111
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.534 0.468 0.406 0.213
0%| | 0/56 [00:00<?, ?it/s] 208/299 6.87G 0.02073 0.01928 0.0001156 0.04012 162 640: 0%| | 0/56 [00:00<?, ?it/s] 208/299 6.87G 0.02073 0.01928 0.0001156 0.04012 162 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 208/299 6.87G 0.01891 0.01671 0.0001307 0.03575 168 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 208/299 6.87G 0.01891 0.01671 0.0001307 0.03575 168 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 208/299 6.87G 0.01842 0.01587 0.0001289 0.03442 146 640: 4%|▎ | 2/56 [00:30<00:13, 4.03it/s] 208/299 6.87G 0.01842 0.01587 0.0001289 0.03442 146 640: 5%|▌ | 3/56 [00:30<12:21, 14.00s/it] 208/299 6.87G 0.01823 0.01575 0.0001262 0.0341 143 640: 5%|▌ | 3/56 [00:31<12:21, 14.00s/it] 208/299 6.87G 0.01823 0.01575 0.0001262 0.0341 143 640: 7%|▋ | 4/56 [00:31<07:36, 8.77s/it] 208/299 6.87G 0.01775 0.01488 0.0001487 0.03278 138 640: 7%|▋ | 4/56 [00:31<07:36, 8.77s/it] 208/299 6.87G 0.01775 0.01488 0.0001487 0.03278 138 640: 9%|▉ | 5/56 [00:31<04:51, 5.71s/it] 208/299 6.87G 0.0178 0.01454 0.0001428 0.03248 133 640: 9%|▉ | 5/56 [00:32<04:51, 5.71s/it] 208/299 6.87G 0.0178 0.01454 0.0001428 0.03248 133 640: 11%|█ | 6/56 [00:32<03:12, 3.84s/it] 208/299 6.87G 0.01773 0.01505 0.0001419 0.03293 205 640: 11%|█ | 6/56 [00:32<03:12, 3.84s/it] 208/299 6.87G 0.01773 0.01505 0.0001419 0.03293 205 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 208/299 6.87G 0.0178 0.01533 0.0001676 0.0333 172 640: 12%|█▎ | 7/56 [00:32<02:10, 2.66s/it] 208/299 6.87G 0.0178 0.01533 0.0001676 0.0333 172 640: 14%|█▍ | 8/56 [00:32<01:30, 1.89s/it] 208/299 6.87G 0.01798 0.01525 0.0001612 0.03339 146 640: 14%|█▍ | 8/56 [00:32<01:30, 1.89s/it] 208/299 6.87G 0.01798 0.01525 0.0001612 0.03339 146 640: 16%|█▌ | 9/56 [00:32<01:04, 1.38s/it] 208/299 6.87G 0.01774 0.01529 0.0001585 0.03318 157 640: 16%|█▌ | 9/56 [00:34<01:04, 1.38s/it] 208/299 6.87G 0.01774 0.01529 0.0001585 0.03318 157 640: 18%|█▊ | 10/56 [00:34<01:04, 1.41s/it] 208/299 6.87G 0.01752 0.01534 0.0001616 0.03303 179 640: 18%|█▊ | 10/56 [01:10<01:04, 1.41s/it] 208/299 6.87G 0.01752 0.01534 0.0001616 0.03303 179 640: 20%|█▉ | 11/56 [01:10<08:58, 11.96s/it] 208/299 6.87G 0.01754 0.0156 0.0001683 0.0333 177 640: 20%|█▉ | 11/56 [01:10<08:58, 11.96s/it] 208/299 6.87G 0.01754 0.0156 0.0001683 0.0333 177 640: 21%|██▏ | 12/56 [01:10<06:09, 8.39s/it] 208/299 6.87G 0.0174 0.01553 0.0001638 0.03309 125 640: 21%|██▏ | 12/56 [01:10<06:09, 8.39s/it] 208/299 6.87G 0.0174 0.01553 0.0001638 0.03309 125 640: 23%|██▎ | 13/56 [01:10<04:14, 5.93s/it] 208/299 6.87G 0.01745 0.01549 0.0001604 0.0331 117 640: 23%|██▎ | 13/56 [01:10<04:14, 5.93s/it] 208/299 6.87G 0.01745 0.01549 0.0001604 0.0331 117 640: 25%|██▌ | 14/56 [01:10<02:56, 4.21s/it] 208/299 6.87G 0.01752 0.01566 0.0001612 0.03334 184 640: 25%|██▌ | 14/56 [01:11<02:56, 4.21s/it] 208/299 6.87G 0.01752 0.01566 0.0001612 0.03334 184 640: 27%|██▋ | 15/56 [01:11<02:03, 3.01s/it] 208/299 6.87G 0.01733 0.0156 0.0001571 0.03309 122
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.51 0.472 0.399 0.209
0%| | 0/56 [00:00<?, ?it/s] 209/299 6.87G 0.01919 0.01942 0.0001066 0.03872 205 640: 0%| | 0/56 [00:00<?, ?it/s] 209/299 6.87G 0.01919 0.01942 0.0001066 0.03872 205 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 209/299 6.87G 0.01801 0.01534 0.0001171 0.03346 102 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 209/299 6.87G 0.01801 0.01534 0.0001171 0.03346 102 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 209/299 6.87G 0.01802 0.01646 0.0001161 0.0346 180 640: 4%|▎ | 2/56 [00:31<00:13, 4.06it/s] 209/299 6.87G 0.01802 0.01646 0.0001161 0.0346 180 640: 5%|▌ | 3/56 [00:31<12:41, 14.37s/it] 209/299 6.87G 0.01812 0.01646 0.0001501 0.03473 184 640: 5%|▌ | 3/56 [00:31<12:41, 14.37s/it] 209/299 6.87G 0.01812 0.01646 0.0001501 0.03473 184 640: 7%|▋ | 4/56 [00:31<07:36, 8.78s/it] 209/299 6.87G 0.01828 0.0159 0.0001457 0.03433 136 640: 7%|▋ | 4/56 [00:32<07:36, 8.78s/it] 209/299 6.87G 0.01828 0.0159 0.0001457 0.03433 136 640: 9%|▉ | 5/56 [00:32<04:51, 5.72s/it] 209/299 6.87G 0.01788 0.01576 0.0001434 0.03378 177 640: 9%|▉ | 5/56 [00:32<04:51, 5.72s/it] 209/299 6.87G 0.01788 0.01576 0.0001434 0.03378 177 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 209/299 6.87G 0.01804 0.01499 0.0001396 0.03316 110 640: 11%|█ | 6/56 [00:32<03:12, 3.85s/it] 209/299 6.87G 0.01804 0.01499 0.0001396 0.03316 110 640: 12%|█▎ | 7/56 [00:32<02:10, 2.67s/it] 209/299 6.87G 0.01814 0.01545 0.0001525 0.03375 184 640: 12%|█▎ | 7/56 [00:32<02:10, 2.67s/it] 209/299 6.87G 0.01814 0.01545 0.0001525 0.03375 184 640: 14%|█▍ | 8/56 [00:32<01:30, 1.89s/it] 209/299 6.87G 0.0181 0.01567 0.0001506 0.03392 195 640: 14%|█▍ | 8/56 [00:33<01:30, 1.89s/it] 209/299 6.87G 0.0181 0.01567 0.0001506 0.03392 195 640: 16%|█▌ | 9/56 [00:33<01:04, 1.38s/it] 209/299 6.87G 0.01788 0.01545 0.000147 0.03347 142 640: 16%|█▌ | 9/56 [00:46<01:04, 1.38s/it] 209/299 6.87G 0.01788 0.01545 0.000147 0.03347 142 640: 18%|█▊ | 10/56 [00:46<03:57, 5.16s/it] 209/299 6.87G 0.01774 0.0153 0.0001455 0.03318 135 640: 18%|█▊ | 10/56 [01:05<03:57, 5.16s/it] 209/299 6.87G 0.01774 0.0153 0.0001455 0.03318 135 640: 20%|█▉ | 11/56 [01:05<07:02, 9.38s/it] 209/299 6.87G 0.01768 0.01535 0.0001426 0.03318 144 640: 20%|█▉ | 11/56 [01:05<07:02, 9.38s/it] 209/299 6.87G 0.01768 0.01535 0.0001426 0.03318 144 640: 21%|██▏ | 12/56 [01:05<04:50, 6.60s/it] 209/299 6.87G 0.0177 0.01552 0.0001471 0.03336 141 640: 21%|██▏ | 12/56 [01:06<04:50, 6.60s/it] 209/299 6.87G 0.0177 0.01552 0.0001471 0.03336 141 640: 23%|██▎ | 13/56 [01:06<03:21, 4.68s/it] 209/299 6.87G 0.01764 0.01554 0.0001439 0.03332 154 640: 23%|██▎ | 13/56 [01:06<03:21, 4.68s/it] 209/299 6.87G 0.01764 0.01554 0.0001439 0.03332 154 640: 25%|██▌ | 14/56 [01:06<02:20, 3.33s/it] 209/299 6.87G 0.01775 0.01587 0.0001437 0.03377 196 640: 25%|██▌ | 14/56 [01:06<02:20, 3.33s/it] 209/299 6.87G 0.01775 0.01587 0.0001437 0.03377 196 640: 27%|██▋ | 15/56 [01:06<01:38, 2.40s/it] 209/299 6.87G 0.01762 0.01584 0.0001409 0.0336 114
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.56 0.456 0.414 0.218
0%| | 0/56 [00:00<?, ?it/s] 210/299 6.87G 0.01857 0.01923 0.0001083 0.03791 211 640: 0%| | 0/56 [00:00<?, ?it/s] 210/299 6.87G 0.01857 0.01923 0.0001083 0.03791 211 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 210/299 6.87G 0.01939 0.01821 0.000111 0.03771 183 640: 2%|▏ | 1/56 [00:14<00:15, 3.66it/s] 210/299 6.87G 0.01939 0.01821 0.000111 0.03771 183 640: 4%|▎ | 2/56 [00:14<07:26, 8.27s/it] 210/299 6.87G 0.0188 0.0174 0.0001135 0.03631 165 640: 4%|▎ | 2/56 [00:32<07:26, 8.27s/it] 210/299 6.87G 0.0188 0.0174 0.0001135 0.03631 165 640: 5%|▌ | 3/56 [00:32<11:16, 12.76s/it] 210/299 6.87G 0.01849 0.01732 0.0002027 0.03602 180 640: 5%|▌ | 3/56 [00:33<11:16, 12.76s/it] 210/299 6.87G 0.01849 0.01732 0.0002027 0.03602 180 640: 7%|▋ | 4/56 [00:33<07:05, 8.19s/it] 210/299 6.87G 0.01813 0.01672 0.0001905 0.03504 150 640: 7%|▋ | 4/56 [00:34<07:05, 8.19s/it] 210/299 6.87G 0.01813 0.01672 0.0001905 0.03504 150 640: 9%|▉ | 5/56 [00:34<04:49, 5.68s/it] 210/299 6.87G 0.01788 0.0158 0.0001778 0.03385 121 640: 9%|▉ | 5/56 [00:34<04:49, 5.68s/it] 210/299 6.87G 0.01788 0.0158 0.0001778 0.03385 121 640: 11%|█ | 6/56 [00:34<03:11, 3.83s/it] 210/299 6.87G 0.01805 0.0155 0.0001678 0.03372 122 640: 11%|█ | 6/56 [00:35<03:11, 3.83s/it] 210/299 6.87G 0.01805 0.0155 0.0001678 0.03372 122 640: 12%|█▎ | 7/56 [00:35<02:09, 2.65s/it] 210/299 6.87G 0.01776 0.01501 0.000168 0.03294 107 640: 12%|█▎ | 7/56 [00:35<02:09, 2.65s/it] 210/299 6.87G 0.01776 0.01501 0.000168 0.03294 107 640: 14%|█▍ | 8/56 [00:35<01:30, 1.88s/it] 210/299 6.87G 0.01799 0.01519 0.0001763 0.03336 197 640: 14%|█▍ | 8/56 [00:37<01:30, 1.88s/it] 210/299 6.87G 0.01799 0.01519 0.0001763 0.03336 197 640: 16%|█▌ | 9/56 [00:37<01:35, 2.04s/it] 210/299 6.87G 0.01809 0.0155 0.0001745 0.03376 143 640: 16%|█▌ | 9/56 [00:49<01:35, 2.04s/it] 210/299 6.87G 0.01809 0.0155 0.0001745 0.03376 143 640: 18%|█▊ | 10/56 [00:49<03:45, 4.91s/it] 210/299 6.87G 0.01796 0.01587 0.0001817 0.03402 185 640: 18%|█▊ | 10/56 [01:06<03:45, 4.91s/it] 210/299 6.87G 0.01796 0.01587 0.0001817 0.03402 185 640: 20%|█▉ | 11/56 [01:06<06:28, 8.63s/it] 210/299 6.87G 0.01804 0.01596 0.0001781 0.03417 196 640: 20%|█▉ | 11/56 [01:07<06:28, 8.63s/it] 210/299 6.87G 0.01804 0.01596 0.0001781 0.03417 196 640: 21%|██▏ | 12/56 [01:07<04:47, 6.53s/it] 210/299 6.87G 0.01807 0.01582 0.00019 0.03408 140 640: 21%|██▏ | 12/56 [01:08<04:47, 6.53s/it] 210/299 6.87G 0.01807 0.01582 0.00019 0.03408 140 640: 23%|██▎ | 13/56 [01:08<03:26, 4.80s/it] 210/299 6.87G 0.01803 0.01586 0.0001859 0.03408 154 640: 23%|██▎ | 13/56 [01:08<03:26, 4.80s/it] 210/299 6.87G 0.01803 0.01586 0.0001859 0.03408 154 640: 25%|██▌ | 14/56 [01:08<02:23, 3.42s/it] 210/299 6.87G 0.01779 0.01573 0.0001799 0.0337 141 640: 25%|██▌ | 14/56 [01:09<02:23, 3.42s/it] 210/299 6.87G 0.01779 0.01573 0.0001799 0.0337 141 640: 27%|██▋ | 15/56 [01:09<01:40, 2.46s/it] 210/299 6.87G 0.01766 0.01555 0.0001862 0.03339 104
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.515 0.475 0.407 0.211
0%| | 0/56 [00:00<?, ?it/s] 211/299 6.87G 0.01957 0.01865 8.848e-05 0.0383 159 640: 0%| | 0/56 [00:00<?, ?it/s] 211/299 6.87G 0.01957 0.01865 8.848e-05 0.0383 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 211/299 6.87G 0.01813 0.01624 0.0001062 0.03448 138 640: 2%|▏ | 1/56 [00:11<00:15, 3.63it/s] 211/299 6.87G 0.01813 0.01624 0.0001062 0.03448 138 640: 4%|▎ | 2/56 [00:11<05:52, 6.53s/it] 211/299 6.87G 0.01828 0.01717 0.0001142 0.03557 166 640: 4%|▎ | 2/56 [00:29<05:52, 6.53s/it] 211/299 6.87G 0.01828 0.01717 0.0001142 0.03557 166 640: 5%|▌ | 3/56 [00:29<10:39, 12.06s/it] 211/299 6.87G 0.01836 0.016 0.0001137 0.03448 125 640: 5%|▌ | 3/56 [00:31<10:39, 12.06s/it] 211/299 6.87G 0.01836 0.016 0.0001137 0.03448 125 640: 7%|▋ | 4/56 [00:31<06:50, 7.90s/it] 211/299 6.87G 0.01803 0.01589 0.0001504 0.03407 185 640: 7%|▋ | 4/56 [00:43<06:50, 7.90s/it] 211/299 6.87G 0.01803 0.01589 0.0001504 0.03407 185 640: 9%|▉ | 5/56 [00:43<07:54, 9.31s/it] 211/299 6.87G 0.01812 0.01542 0.0001467 0.03369 111 640: 9%|▉ | 5/56 [00:43<07:54, 9.31s/it] 211/299 6.87G 0.01812 0.01542 0.0001467 0.03369 111 640: 11%|█ | 6/56 [00:43<05:11, 6.22s/it] 211/299 6.87G 0.01824 0.01541 0.0001527 0.0338 204 640: 11%|█ | 6/56 [00:43<05:11, 6.22s/it] 211/299 6.87G 0.01824 0.01541 0.0001527 0.0338 204 640: 12%|█▎ | 7/56 [00:43<03:28, 4.26s/it] 211/299 6.87G 0.01807 0.01558 0.0001519 0.0338 153 640: 12%|█▎ | 7/56 [00:43<03:28, 4.26s/it] 211/299 6.87G 0.01807 0.01558 0.0001519 0.0338 153 640: 14%|█▍ | 8/56 [00:43<02:22, 2.98s/it] 211/299 6.87G 0.01782 0.01554 0.000149 0.03351 177 640: 14%|█▍ | 8/56 [00:44<02:22, 2.98s/it] 211/299 6.87G 0.01782 0.01554 0.000149 0.03351 177 640: 16%|█▌ | 9/56 [00:44<01:40, 2.13s/it] 211/299 6.87G 0.01775 0.01567 0.0001465 0.03356 153 640: 16%|█▌ | 9/56 [00:46<01:40, 2.13s/it] 211/299 6.87G 0.01775 0.01567 0.0001465 0.03356 153 640: 18%|█▊ | 10/56 [00:46<01:37, 2.12s/it] 211/299 6.87G 0.01776 0.01563 0.0001435 0.03353 154 640: 18%|█▊ | 10/56 [01:04<01:37, 2.12s/it] 211/299 6.87G 0.01776 0.01563 0.0001435 0.03353 154 640: 20%|█▉ | 11/56 [01:04<05:18, 7.07s/it] 211/299 6.87G 0.01764 0.01567 0.0001392 0.03345 132 640: 20%|█▉ | 11/56 [01:05<05:18, 7.07s/it] 211/299 6.87G 0.01764 0.01567 0.0001392 0.03345 132 640: 21%|██▏ | 12/56 [01:05<03:46, 5.14s/it] 211/299 6.87G 0.01757 0.01554 0.0001368 0.03324 132 640: 21%|██▏ | 12/56 [01:16<03:46, 5.14s/it] 211/299 6.87G 0.01757 0.01554 0.0001368 0.03324 132 640: 23%|██▎ | 13/56 [01:16<05:06, 7.13s/it] 211/299 6.87G 0.01753 0.0158 0.0001368 0.03347 179 640: 23%|██▎ | 13/56 [01:17<05:06, 7.13s/it] 211/299 6.87G 0.01753 0.0158 0.0001368 0.03347 179 640: 25%|██▌ | 14/56 [01:17<03:31, 5.04s/it] 211/299 6.87G 0.01754 0.01567 0.0001354 0.03335 135 640: 25%|██▌ | 14/56 [01:17<03:31, 5.04s/it] 211/299 6.87G 0.01754 0.01567 0.0001354 0.03335 135 640: 27%|██▋ | 15/56 [01:17<02:27, 3.59s/it] 211/299 6.87G 0.01735 0.01549 0.0001327 0.03297 115
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.25it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.51 0.445 0.374 0.194
0%| | 0/56 [00:00<?, ?it/s] 212/299 6.87G 0.0209 0.02313 0.0001177 0.04415 185 640: 0%| | 0/56 [00:00<?, ?it/s] 212/299 6.87G 0.0209 0.02313 0.0001177 0.04415 185 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 212/299 6.87G 0.01941 0.01869 0.0001332 0.03823 162 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 212/299 6.87G 0.01941 0.01869 0.0001332 0.03823 162 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 212/299 6.87G 0.01936 0.01715 0.0001285 0.03663 142 640: 4%|▎ | 2/56 [00:31<00:13, 4.05it/s] 212/299 6.87G 0.01936 0.01715 0.0001285 0.03663 142 640: 5%|▌ | 3/56 [00:31<12:34, 14.24s/it] 212/299 6.87G 0.01888 0.01634 0.0001268 0.03535 125 640: 5%|▌ | 3/56 [00:31<12:34, 14.24s/it] 212/299 6.87G 0.01888 0.01634 0.0001268 0.03535 125 640: 7%|▋ | 4/56 [00:31<07:32, 8.71s/it] 212/299 6.87G 0.01882 0.01613 0.000128 0.03508 146 640: 7%|▋ | 4/56 [00:32<07:32, 8.71s/it] 212/299 6.87G 0.01882 0.01613 0.000128 0.03508 146 640: 9%|▉ | 5/56 [00:32<04:54, 5.77s/it] 212/299 6.87G 0.01872 0.0156 0.0001303 0.03445 138 640: 9%|▉ | 5/56 [00:32<04:54, 5.77s/it] 212/299 6.87G 0.01872 0.0156 0.0001303 0.03445 138 640: 11%|█ | 6/56 [00:32<03:14, 3.89s/it] 212/299 6.87G 0.01877 0.01543 0.0001277 0.03434 158 640: 11%|█ | 6/56 [00:32<03:14, 3.89s/it] 212/299 6.87G 0.01877 0.01543 0.0001277 0.03434 158 640: 12%|█▎ | 7/56 [00:32<02:11, 2.69s/it] 212/299 6.87G 0.01851 0.01536 0.0001305 0.03401 132 640: 12%|█▎ | 7/56 [00:32<02:11, 2.69s/it] 212/299 6.87G 0.01851 0.01536 0.0001305 0.03401 132 640: 14%|█▍ | 8/56 [00:32<01:31, 1.91s/it] 212/299 6.87G 0.01843 0.01575 0.0001302 0.03431 189 640: 14%|█▍ | 8/56 [00:33<01:31, 1.91s/it] 212/299 6.87G 0.01843 0.01575 0.0001302 0.03431 189 640: 16%|█▌ | 9/56 [00:33<01:05, 1.39s/it] 212/299 6.87G 0.01829 0.01593 0.0001295 0.03436 137 640: 16%|█▌ | 9/56 [00:45<01:05, 1.39s/it] 212/299 6.87G 0.01829 0.01593 0.0001295 0.03436 137 640: 18%|█▊ | 10/56 [00:45<03:37, 4.73s/it] 212/299 6.87G 0.0182 0.01579 0.0001391 0.03413 139 640: 18%|█▊ | 10/56 [01:05<03:37, 4.73s/it] 212/299 6.87G 0.0182 0.01579 0.0001391 0.03413 139 640: 20%|█▉ | 11/56 [01:05<07:04, 9.42s/it] 212/299 6.87G 0.01825 0.0159 0.0001687 0.03432 174 640: 20%|█▉ | 11/56 [01:05<07:04, 9.42s/it] 212/299 6.87G 0.01825 0.0159 0.0001687 0.03432 174 640: 21%|██▏ | 12/56 [01:05<04:51, 6.63s/it] 212/299 6.87G 0.01828 0.01602 0.0001801 0.03448 165 640: 21%|██▏ | 12/56 [01:05<04:51, 6.63s/it] 212/299 6.87G 0.01828 0.01602 0.0001801 0.03448 165 640: 23%|██▎ | 13/56 [01:05<03:22, 4.70s/it] 212/299 6.87G 0.01818 0.01617 0.000176 0.03453 133 640: 23%|██▎ | 13/56 [01:06<03:22, 4.70s/it] 212/299 6.87G 0.01818 0.01617 0.000176 0.03453 133 640: 25%|██▌ | 14/56 [01:06<02:20, 3.35s/it] 212/299 6.87G 0.01829 0.01609 0.0001727 0.03455 126 640: 25%|██▌ | 14/56 [01:06<02:20, 3.35s/it] 212/299 6.87G 0.01829 0.01609 0.0001727 0.03455 126 640: 27%|██▋ | 15/56 [01:06<01:38, 2.41s/it] 212/299 6.87G 0.01815 0.01592 0.0001682 0.03424 136
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.478 0.382 0.201
0%| | 0/56 [00:00<?, ?it/s] 213/299 6.87G 0.01887 0.01848 0.0001131 0.03746 206 640: 0%| | 0/56 [00:00<?, ?it/s] 213/299 6.87G 0.01887 0.01848 0.0001131 0.03746 206 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 213/299 6.87G 0.01841 0.0186 0.0001944 0.0372 197 640: 2%|▏ | 1/56 [00:10<00:15, 3.63it/s] 213/299 6.87G 0.01841 0.0186 0.0001944 0.0372 197 640: 4%|▎ | 2/56 [00:10<05:28, 6.09s/it] 213/299 6.87G 0.01842 0.01713 0.0001681 0.03572 114 640: 4%|▎ | 2/56 [00:36<05:28, 6.09s/it] 213/299 6.87G 0.01842 0.01713 0.0001681 0.03572 114 640: 5%|▌ | 3/56 [00:36<13:23, 15.15s/it] 213/299 6.87G 0.01839 0.01759 0.0001604 0.03613 189 640: 5%|▌ | 3/56 [00:36<13:23, 15.15s/it] 213/299 6.87G 0.01839 0.01759 0.0001604 0.03613 189 640: 7%|▋ | 4/56 [00:36<08:01, 9.26s/it] 213/299 6.87G 0.0187 0.01723 0.0002652 0.03619 173 640: 7%|▋ | 4/56 [00:36<08:01, 9.26s/it] 213/299 6.87G 0.0187 0.01723 0.0002652 0.03619 173 640: 9%|▉ | 5/56 [00:36<05:06, 6.02s/it] 213/299 6.87G 0.01864 0.0166 0.0002555 0.03549 138 640: 9%|▉ | 5/56 [00:37<05:06, 6.02s/it] 213/299 6.87G 0.01864 0.0166 0.0002555 0.03549 138 640: 11%|█ | 6/56 [00:37<03:22, 4.05s/it] 213/299 6.87G 0.01851 0.01649 0.0002372 0.03524 150 640: 11%|█ | 6/56 [00:37<03:22, 4.05s/it] 213/299 6.87G 0.01851 0.01649 0.0002372 0.03524 150 640: 12%|█▎ | 7/56 [00:37<02:17, 2.80s/it] 213/299 6.87G 0.01856 0.01652 0.0002474 0.03532 155 640: 12%|█▎ | 7/56 [00:37<02:17, 2.80s/it] 213/299 6.87G 0.01856 0.01652 0.0002474 0.03532 155 640: 14%|█▍ | 8/56 [00:37<01:35, 1.98s/it] 213/299 6.87G 0.01848 0.01623 0.0002336 0.03495 161 640: 14%|█▍ | 8/56 [00:37<01:35, 1.98s/it] 213/299 6.87G 0.01848 0.01623 0.0002336 0.03495 161 640: 16%|█▌ | 9/56 [00:37<01:07, 1.45s/it] 213/299 6.87G 0.01876 0.01659 0.0002249 0.03558 204 640: 16%|█▌ | 9/56 [00:50<01:07, 1.45s/it] 213/299 6.87G 0.01876 0.01659 0.0002249 0.03558 204 640: 18%|█▊ | 10/56 [00:50<03:39, 4.77s/it] 213/299 6.87G 0.01871 0.01688 0.0002158 0.0358 193 640: 18%|█▊ | 10/56 [01:14<03:39, 4.77s/it] 213/299 6.87G 0.01871 0.01688 0.0002158 0.0358 193 640: 20%|█▉ | 11/56 [01:14<08:04, 10.78s/it] 213/299 6.87G 0.01864 0.01697 0.0002116 0.03581 174 640: 20%|█▉ | 11/56 [01:14<08:04, 10.78s/it] 213/299 6.87G 0.01864 0.01697 0.0002116 0.03581 174 640: 21%|██▏ | 12/56 [01:14<05:32, 7.57s/it] 213/299 6.87G 0.01858 0.01681 0.0002037 0.0356 144 640: 21%|██▏ | 12/56 [01:14<05:32, 7.57s/it] 213/299 6.87G 0.01858 0.01681 0.0002037 0.0356 144 640: 23%|██▎ | 13/56 [01:14<03:50, 5.36s/it] 213/299 6.87G 0.01854 0.01684 0.000212 0.0356 180 640: 23%|██▎ | 13/56 [01:15<03:50, 5.36s/it] 213/299 6.87G 0.01854 0.01684 0.000212 0.0356 180 640: 25%|██▌ | 14/56 [01:15<02:39, 3.81s/it] 213/299 6.87G 0.01846 0.01672 0.0002058 0.03538 158 640: 25%|██▌ | 14/56 [01:15<02:39, 3.81s/it] 213/299 6.87G 0.01846 0.01672 0.0002058 0.03538 158 640: 27%|██▋ | 15/56 [01:15<01:51, 2.73s/it] 213/299 6.87G 0.01819 0.01659 0.0002002 0.03498 152
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.582 0.447 0.403 0.212
0%| | 0/56 [00:00<?, ?it/s] 214/299 6.87G 0.02119 0.02061 0.000211 0.04201 177 640: 0%| | 0/56 [00:00<?, ?it/s] 214/299 6.87G 0.02119 0.02061 0.000211 0.04201 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 214/299 6.87G 0.01974 0.01842 0.0001682 0.03833 139 640: 2%|▏ | 1/56 [00:10<00:15, 3.64it/s] 214/299 6.87G 0.01974 0.01842 0.0001682 0.03833 139 640: 4%|▎ | 2/56 [00:10<05:43, 6.35s/it] 214/299 6.87G 0.01918 0.01886 0.0001513 0.03819 208 640: 4%|▎ | 2/56 [00:31<05:43, 6.35s/it] 214/299 6.87G 0.01918 0.01886 0.0001513 0.03819 208 640: 5%|▌ | 3/56 [00:31<11:33, 13.08s/it] 214/299 6.87G 0.01906 0.01711 0.0001457 0.03631 121 640: 5%|▌ | 3/56 [00:32<11:33, 13.08s/it] 214/299 6.87G 0.01906 0.01711 0.0001457 0.03631 121 640: 7%|▋ | 4/56 [00:32<06:56, 8.01s/it] 214/299 6.87G 0.01873 0.0166 0.0001538 0.03548 165 640: 7%|▋ | 4/56 [00:34<06:56, 8.01s/it] 214/299 6.87G 0.01873 0.0166 0.0001538 0.03548 165 640: 9%|▉ | 5/56 [00:34<05:12, 6.13s/it] 214/299 6.87G 0.01836 0.01607 0.0001675 0.0346 123 640: 9%|▉ | 5/56 [00:35<05:12, 6.13s/it] 214/299 6.87G 0.01836 0.01607 0.0001675 0.0346 123 640: 11%|█ | 6/56 [00:35<03:25, 4.12s/it] 214/299 6.87G 0.01843 0.01597 0.0001623 0.03456 172 640: 11%|█ | 6/56 [00:35<03:25, 4.12s/it] 214/299 6.87G 0.01843 0.01597 0.0001623 0.03456 172 640: 12%|█▎ | 7/56 [00:35<02:19, 2.85s/it] 214/299 6.87G 0.01822 0.01651 0.000161 0.03488 207 640: 12%|█▎ | 7/56 [00:35<02:19, 2.85s/it] 214/299 6.87G 0.01822 0.01651 0.000161 0.03488 207 640: 14%|█▍ | 8/56 [00:35<01:36, 2.01s/it] 214/299 6.87G 0.01808 0.0161 0.0001567 0.03434 155 640: 14%|█▍ | 8/56 [00:35<01:36, 2.01s/it] 214/299 6.87G 0.01808 0.0161 0.0001567 0.03434 155 640: 16%|█▌ | 9/56 [00:35<01:08, 1.47s/it] 214/299 6.87G 0.01828 0.01635 0.0001577 0.0348 224 640: 16%|█▌ | 9/56 [00:45<01:08, 1.47s/it] 214/299 6.87G 0.01828 0.01635 0.0001577 0.0348 224 640: 18%|█▊ | 10/56 [00:45<03:02, 3.96s/it] 214/299 6.87G 0.01818 0.01638 0.0001543 0.03472 166 640: 18%|█▊ | 10/56 [01:05<03:02, 3.96s/it] 214/299 6.87G 0.01818 0.01638 0.0001543 0.03472 166 640: 20%|█▉ | 11/56 [01:05<06:45, 9.00s/it] 214/299 6.87G 0.01806 0.01615 0.0001641 0.03437 137 640: 20%|█▉ | 11/56 [01:06<06:45, 9.00s/it] 214/299 6.87G 0.01806 0.01615 0.0001641 0.03437 137 640: 21%|██▏ | 12/56 [01:06<04:38, 6.33s/it] 214/299 6.87G 0.01794 0.016 0.0001673 0.0341 163 640: 21%|██▏ | 12/56 [01:08<04:38, 6.33s/it] 214/299 6.87G 0.01794 0.016 0.0001673 0.0341 163 640: 23%|██▎ | 13/56 [01:08<03:43, 5.21s/it] 214/299 6.87G 0.01784 0.01589 0.0001671 0.0339 154 640: 23%|██▎ | 13/56 [01:09<03:43, 5.21s/it] 214/299 6.87G 0.01784 0.01589 0.0001671 0.0339 154 640: 25%|██▌ | 14/56 [01:09<02:37, 3.74s/it] 214/299 6.87G 0.01773 0.0159 0.0001834 0.03381 169 640: 25%|██▌ | 14/56 [01:09<02:37, 3.74s/it] 214/299 6.87G 0.01773 0.0159 0.0001834 0.03381 169 640: 27%|██▋ | 15/56 [01:09<01:50, 2.68s/it] 214/299 6.87G 0.01758 0.01588 0.0001793 0.03364 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.495 0.529 0.414 0.219
0%| | 0/56 [00:00<?, ?it/s] 215/299 6.87G 0.02091 0.02176 9.245e-05 0.04276 231 640: 0%| | 0/56 [00:00<?, ?it/s] 215/299 6.87G 0.02091 0.02176 9.245e-05 0.04276 231 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 215/299 6.87G 0.02029 0.02151 0.0002112 0.04201 223 640: 2%|▏ | 1/56 [00:09<00:15, 3.65it/s] 215/299 6.87G 0.02029 0.02151 0.0002112 0.04201 223 640: 4%|▎ | 2/56 [00:09<04:51, 5.40s/it] 215/299 6.87G 0.01953 0.01979 0.0002255 0.03954 168 640: 4%|▎ | 2/56 [00:36<04:51, 5.40s/it] 215/299 6.87G 0.01953 0.01979 0.0002255 0.03954 168 640: 5%|▌ | 3/56 [00:36<13:36, 15.41s/it] 215/299 6.87G 0.01864 0.01865 0.0002023 0.0375 157 640: 5%|▌ | 3/56 [00:36<13:36, 15.41s/it] 215/299 6.87G 0.01864 0.01865 0.0002023 0.0375 157 640: 7%|▋ | 4/56 [00:36<08:09, 9.41s/it] 215/299 6.87G 0.01846 0.01726 0.000182 0.03591 121 640: 7%|▋ | 4/56 [00:37<08:09, 9.41s/it] 215/299 6.87G 0.01846 0.01726 0.000182 0.03591 121 640: 9%|▉ | 5/56 [00:37<05:11, 6.11s/it] 215/299 6.87G 0.01805 0.01697 0.0001762 0.03519 169 640: 9%|▉ | 5/56 [00:44<05:11, 6.11s/it] 215/299 6.87G 0.01805 0.01697 0.0001762 0.03519 169 640: 11%|█ | 6/56 [00:44<05:34, 6.68s/it] 215/299 6.87G 0.01789 0.01697 0.0002001 0.03506 139 640: 11%|█ | 6/56 [00:45<05:34, 6.68s/it] 215/299 6.87G 0.01789 0.01697 0.0002001 0.03506 139 640: 12%|█▎ | 7/56 [00:45<03:44, 4.57s/it] 215/299 6.87G 0.01774 0.01658 0.0001914 0.03451 157 640: 12%|█▎ | 7/56 [00:45<03:44, 4.57s/it] 215/299 6.87G 0.01774 0.01658 0.0001914 0.03451 157 640: 14%|█▍ | 8/56 [00:45<02:33, 3.19s/it] 215/299 6.87G 0.01772 0.01622 0.0001821 0.03412 179 640: 14%|█▍ | 8/56 [00:45<02:33, 3.19s/it] 215/299 6.87G 0.01772 0.01622 0.0001821 0.03412 179 640: 16%|█▌ | 9/56 [00:45<01:46, 2.27s/it] 215/299 6.87G 0.01752 0.01634 0.0001759 0.03403 199 640: 16%|█▌ | 9/56 [00:52<01:46, 2.27s/it] 215/299 6.87G 0.01752 0.01634 0.0001759 0.03403 199 640: 18%|█▊ | 10/56 [00:52<02:52, 3.75s/it] 215/299 6.87G 0.01749 0.01628 0.0001875 0.03396 185 640: 18%|█▊ | 10/56 [01:10<02:52, 3.75s/it] 215/299 6.87G 0.01749 0.01628 0.0001875 0.03396 185 640: 20%|█▉ | 11/56 [01:10<06:03, 8.08s/it] 215/299 6.87G 0.01734 0.01618 0.0001859 0.0337 144 640: 20%|█▉ | 11/56 [01:10<06:03, 8.08s/it] 215/299 6.87G 0.01734 0.01618 0.0001859 0.0337 144 640: 21%|██▏ | 12/56 [01:10<04:10, 5.69s/it] 215/299 6.87G 0.01726 0.01594 0.0001789 0.03338 145 640: 21%|██▏ | 12/56 [01:11<04:10, 5.69s/it] 215/299 6.87G 0.01726 0.01594 0.0001789 0.03338 145 640: 23%|██▎ | 13/56 [01:11<02:54, 4.05s/it] 215/299 6.87G 0.01723 0.0156 0.0001812 0.03302 125 640: 23%|██▎ | 13/56 [01:19<02:54, 4.05s/it] 215/299 6.87G 0.01723 0.0156 0.0001812 0.03302 125 640: 25%|██▌ | 14/56 [01:19<03:41, 5.27s/it] 215/299 6.87G 0.01715 0.01581 0.000177 0.03313 174 640: 25%|██▌ | 14/56 [01:19<03:41, 5.27s/it] 215/299 6.87G 0.01715 0.01581 0.000177 0.03313 174 640: 27%|██▋ | 15/56 [01:19<02:33, 3.75s/it] 215/299 6.87G 0.017 0.01573 0.0001721 0.0329 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.6 0.425 0.392 0.205
0%| | 0/56 [00:00<?, ?it/s] 216/299 6.87G 0.01982 0.01387 9.17e-05 0.03378 138 640: 0%| | 0/56 [00:00<?, ?it/s] 216/299 6.87G 0.01982 0.01387 9.17e-05 0.03378 138 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 216/299 6.87G 0.01968 0.01481 0.0001246 0.03462 214 640: 2%|▏ | 1/56 [00:06<00:15, 3.60it/s] 216/299 6.87G 0.01968 0.01481 0.0001246 0.03462 214 640: 4%|▎ | 2/56 [00:06<03:10, 3.52s/it] 216/299 6.87G 0.0186 0.0143 0.0001154 0.03302 152 640: 4%|▎ | 2/56 [00:25<03:10, 3.52s/it] 216/299 6.87G 0.0186 0.0143 0.0001154 0.03302 152 640: 5%|▌ | 3/56 [00:25<09:40, 10.95s/it] 216/299 6.87G 0.01972 0.01402 0.0001122 0.03386 123 640: 5%|▌ | 3/56 [00:26<09:40, 10.95s/it] 216/299 6.87G 0.01972 0.01402 0.0001122 0.03386 123 640: 7%|▋ | 4/56 [00:26<05:49, 6.72s/it] 216/299 6.87G 0.01992 0.01477 0.0001526 0.03485 189 640: 7%|▋ | 4/56 [00:32<05:49, 6.72s/it] 216/299 6.87G 0.01992 0.01477 0.0001526 0.03485 189 640: 9%|▉ | 5/56 [00:32<05:30, 6.47s/it] 216/299 6.87G 0.01939 0.01478 0.000145 0.03432 139 640: 9%|▉ | 5/56 [00:44<05:30, 6.47s/it] 216/299 6.87G 0.01939 0.01478 0.000145 0.03432 139 640: 11%|█ | 6/56 [00:44<07:03, 8.48s/it] 216/299 6.87G 0.01925 0.01482 0.0001406 0.03421 161 640: 11%|█ | 6/56 [00:44<07:03, 8.48s/it] 216/299 6.87G 0.01925 0.01482 0.0001406 0.03421 161 640: 12%|█▎ | 7/56 [00:44<04:43, 5.78s/it] 216/299 6.87G 0.01898 0.01537 0.0001399 0.03449 149 640: 12%|█▎ | 7/56 [00:44<04:43, 5.78s/it] 216/299 6.87G 0.01898 0.01537 0.0001399 0.03449 149 640: 14%|█▍ | 8/56 [00:44<03:12, 4.01s/it] 216/299 6.87G 0.01915 0.01534 0.0001444 0.03463 178 640: 14%|█▍ | 8/56 [00:45<03:12, 4.01s/it] 216/299 6.87G 0.01915 0.01534 0.0001444 0.03463 178 640: 16%|█▌ | 9/56 [00:45<02:13, 2.84s/it] 216/299 6.87G 0.01885 0.01514 0.0001526 0.03414 153 640: 16%|█▌ | 9/56 [00:45<02:13, 2.84s/it] 216/299 6.87G 0.01885 0.01514 0.0001526 0.03414 153 640: 18%|█▊ | 10/56 [00:45<01:33, 2.03s/it] 216/299 6.87G 0.01868 0.01512 0.0001475 0.03394 150 640: 18%|█▊ | 10/56 [00:59<01:33, 2.03s/it] 216/299 6.87G 0.01868 0.01512 0.0001475 0.03394 150 640: 20%|█▉ | 11/56 [00:59<04:23, 5.86s/it] 216/299 6.87G 0.01851 0.01528 0.0001503 0.03394 162 640: 20%|█▉ | 11/56 [01:00<04:23, 5.86s/it] 216/299 6.87G 0.01851 0.01528 0.0001503 0.03394 162 640: 21%|██▏ | 12/56 [01:00<03:03, 4.18s/it] 216/299 6.87G 0.01831 0.01536 0.0001469 0.03382 156 640: 21%|██▏ | 12/56 [01:05<03:03, 4.18s/it] 216/299 6.87G 0.01831 0.01536 0.0001469 0.03382 156 640: 23%|██▎ | 13/56 [01:05<03:18, 4.62s/it] 216/299 6.87G 0.01813 0.01529 0.0001438 0.03357 144 640: 23%|██▎ | 13/56 [01:18<03:18, 4.62s/it] 216/299 6.87G 0.01813 0.01529 0.0001438 0.03357 144 640: 25%|██▌ | 14/56 [01:18<05:00, 7.15s/it] 216/299 6.87G 0.01793 0.01518 0.0001406 0.03325 145 640: 25%|██▌ | 14/56 [01:19<05:00, 7.15s/it] 216/299 6.87G 0.01793 0.01518 0.0001406 0.03325 145 640: 27%|██▋ | 15/56 [01:19<03:27, 5.06s/it] 216/299 6.87G 0.01789 0.01539 0.0001503 0.03343 159
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.58 0.43 0.378 0.201
0%| | 0/56 [00:00<?, ?it/s] 217/299 6.87G 0.0153 0.01604 0.0001013 0.03144 121 640: 0%| | 0/56 [00:00<?, ?it/s] 217/299 6.87G 0.0153 0.01604 0.0001013 0.03144 121 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 217/299 6.87G 0.01531 0.01463 0.0001071 0.03004 135 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 217/299 6.87G 0.01531 0.01463 0.0001071 0.03004 135 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 217/299 6.87G 0.01602 0.01569 0.0001083 0.03182 198 640: 4%|▎ | 2/56 [00:22<00:13, 4.03it/s] 217/299 6.87G 0.01602 0.01569 0.0001083 0.03182 198 640: 5%|▌ | 3/56 [00:22<09:02, 10.24s/it] 217/299 6.87G 0.01612 0.01596 0.0001113 0.03219 168 640: 5%|▌ | 3/56 [00:22<09:02, 10.24s/it] 217/299 6.87G 0.01612 0.01596 0.0001113 0.03219 168 640: 7%|▋ | 4/56 [00:22<05:27, 6.29s/it] 217/299 6.87G 0.01654 0.01652 0.000119 0.03318 192 640: 7%|▋ | 4/56 [00:28<05:27, 6.29s/it] 217/299 6.87G 0.01654 0.01652 0.000119 0.03318 192 640: 9%|▉ | 5/56 [00:28<05:11, 6.12s/it] 217/299 6.87G 0.01683 0.01601 0.0001195 0.03296 144 640: 9%|▉ | 5/56 [00:32<05:11, 6.12s/it] 217/299 6.87G 0.01683 0.01601 0.0001195 0.03296 144 640: 11%|█ | 6/56 [00:32<04:28, 5.37s/it] 217/299 6.87G 0.01679 0.01589 0.0001178 0.03279 171 640: 11%|█ | 6/56 [00:32<04:28, 5.37s/it] 217/299 6.87G 0.01679 0.01589 0.0001178 0.03279 171 640: 12%|█▎ | 7/56 [00:32<03:00, 3.69s/it] 217/299 6.87G 0.01667 0.01549 0.0001157 0.03227 136 640: 12%|█▎ | 7/56 [00:33<03:00, 3.69s/it] 217/299 6.87G 0.01667 0.01549 0.0001157 0.03227 136 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 217/299 6.87G 0.01653 0.01518 0.0001175 0.03183 162 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 217/299 6.87G 0.01653 0.01518 0.0001175 0.03183 162 640: 16%|█▌ | 9/56 [00:33<01:27, 1.86s/it] 217/299 6.87G 0.0165 0.01515 0.0001224 0.03177 156 640: 16%|█▌ | 9/56 [00:38<01:27, 1.86s/it] 217/299 6.87G 0.0165 0.01515 0.0001224 0.03177 156 640: 18%|█▊ | 10/56 [00:38<02:07, 2.76s/it] 217/299 6.87G 0.01651 0.01543 0.0001203 0.03206 193 640: 18%|█▊ | 10/56 [00:59<02:07, 2.76s/it] 217/299 6.87G 0.01651 0.01543 0.0001203 0.03206 193 640: 20%|█▉ | 11/56 [00:59<06:17, 8.39s/it] 217/299 6.87G 0.0166 0.01543 0.0001193 0.03215 170 640: 20%|█▉ | 11/56 [00:59<06:17, 8.39s/it] 217/299 6.87G 0.0166 0.01543 0.0001193 0.03215 170 640: 21%|██▏ | 12/56 [00:59<04:19, 5.91s/it] 217/299 6.87G 0.01661 0.01555 0.0001177 0.03228 153 640: 21%|██▏ | 12/56 [01:02<04:19, 5.91s/it] 217/299 6.87G 0.01661 0.01555 0.0001177 0.03228 153 640: 23%|██▎ | 13/56 [01:02<03:38, 5.08s/it] 217/299 6.87G 0.01664 0.01544 0.0001198 0.0322 142 640: 23%|██▎ | 13/56 [01:06<03:38, 5.08s/it] 217/299 6.87G 0.01664 0.01544 0.0001198 0.0322 142 640: 25%|██▌ | 14/56 [01:06<03:20, 4.78s/it] 217/299 6.87G 0.01671 0.01548 0.000134 0.03232 155 640: 25%|██▌ | 14/56 [01:06<03:20, 4.78s/it] 217/299 6.87G 0.01671 0.01548 0.000134 0.03232 155 640: 27%|██▋ | 15/56 [01:06<02:19, 3.41s/it] 217/299 6.87G 0.01661 0.01541 0.0001416 0.03217 149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.534 0.472 0.384 0.202
0%| | 0/56 [00:00<?, ?it/s] 218/299 6.87G 0.01726 0.01746 0.0001542 0.03488 221 640: 0%| | 0/56 [00:00<?, ?it/s] 218/299 6.87G 0.01726 0.01746 0.0001542 0.03488 221 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 218/299 6.87G 0.01768 0.01766 0.0001656 0.0355 209 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 218/299 6.87G 0.01768 0.01766 0.0001656 0.0355 209 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 218/299 6.87G 0.01831 0.01711 0.0002238 0.03565 195 640: 4%|▎ | 2/56 [00:27<00:13, 4.06it/s] 218/299 6.87G 0.01831 0.01711 0.0002238 0.03565 195 640: 5%|▌ | 3/56 [00:27<10:59, 12.44s/it] 218/299 6.87G 0.01905 0.01613 0.00031 0.03549 141 640: 5%|▌ | 3/56 [00:27<10:59, 12.44s/it] 218/299 6.87G 0.01905 0.01613 0.00031 0.03549 141 640: 7%|▋ | 4/56 [00:27<06:36, 7.62s/it] 218/299 6.87G 0.01879 0.01568 0.000375 0.03484 171 640: 7%|▋ | 4/56 [00:27<06:36, 7.62s/it] 218/299 6.87G 0.01879 0.01568 0.000375 0.03484 171 640: 9%|▉ | 5/56 [00:27<04:13, 4.97s/it] 218/299 6.87G 0.01852 0.01573 0.0003274 0.03458 136 640: 9%|▉ | 5/56 [00:40<04:13, 4.97s/it] 218/299 6.87G 0.01852 0.01573 0.0003274 0.03458 136 640: 11%|█ | 6/56 [00:40<06:20, 7.61s/it] 218/299 6.87G 0.0181 0.0156 0.0002948 0.03399 170 640: 11%|█ | 6/56 [00:40<06:20, 7.61s/it] 218/299 6.87G 0.0181 0.0156 0.0002948 0.03399 170 640: 12%|█▎ | 7/56 [00:40<04:14, 5.20s/it] 218/299 6.87G 0.01796 0.0152 0.0002745 0.03343 103 640: 12%|█▎ | 7/56 [00:41<04:14, 5.20s/it] 218/299 6.87G 0.01796 0.0152 0.0002745 0.03343 103 640: 14%|█▍ | 8/56 [00:41<02:53, 3.61s/it] 218/299 6.87G 0.01806 0.01519 0.0002562 0.03351 187 640: 14%|█▍ | 8/56 [00:41<02:53, 3.61s/it] 218/299 6.87G 0.01806 0.01519 0.0002562 0.03351 187 640: 16%|█▌ | 9/56 [00:41<02:00, 2.57s/it] 218/299 6.87G 0.01789 0.0157 0.0002405 0.03383 224 640: 16%|█▌ | 9/56 [00:41<02:00, 2.57s/it] 218/299 6.87G 0.01789 0.0157 0.0002405 0.03383 224 640: 18%|█▊ | 10/56 [00:41<01:24, 1.84s/it] 218/299 6.87G 0.01769 0.0159 0.0002273 0.03382 151 640: 18%|█▊ | 10/56 [01:02<01:24, 1.84s/it] 218/299 6.87G 0.01769 0.0159 0.0002273 0.03382 151 640: 20%|█▉ | 11/56 [01:02<05:38, 7.52s/it] 218/299 6.87G 0.01747 0.01565 0.0002238 0.03334 143 640: 20%|█▉ | 11/56 [01:02<05:38, 7.52s/it] 218/299 6.87G 0.01747 0.01565 0.0002238 0.03334 143 640: 21%|██▏ | 12/56 [01:02<03:53, 5.30s/it] 218/299 6.87G 0.01752 0.01565 0.0002143 0.03339 155 640: 21%|██▏ | 12/56 [01:02<03:53, 5.30s/it] 218/299 6.87G 0.01752 0.01565 0.0002143 0.03339 155 640: 23%|██▎ | 13/56 [01:02<02:42, 3.78s/it] 218/299 6.87G 0.01739 0.01566 0.0002101 0.03326 162 640: 23%|██▎ | 13/56 [01:14<02:42, 3.78s/it] 218/299 6.87G 0.01739 0.01566 0.0002101 0.03326 162 640: 25%|██▌ | 14/56 [01:14<04:26, 6.35s/it] 218/299 6.87G 0.01725 0.01573 0.0002042 0.03318 196 640: 25%|██▌ | 14/56 [01:15<04:26, 6.35s/it] 218/299 6.87G 0.01725 0.01573 0.0002042 0.03318 196 640: 27%|██▋ | 15/56 [01:15<03:04, 4.50s/it] 218/299 6.87G 0.01719 0.01562 0.0001988 0.03301 132
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.467 0.382 0.198
0%| | 0/56 [00:00<?, ?it/s] 219/299 6.87G 0.01704 0.02103 9.432e-05 0.03816 206 640: 0%| | 0/56 [00:00<?, ?it/s] 219/299 6.87G 0.01704 0.02103 9.432e-05 0.03816 206 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 219/299 6.87G 0.01686 0.01811 0.0001531 0.03513 151 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 219/299 6.87G 0.01686 0.01811 0.0001531 0.03513 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 219/299 6.87G 0.01702 0.01709 0.0001771 0.03429 149 640: 4%|▎ | 2/56 [00:26<00:13, 4.06it/s] 219/299 6.87G 0.01702 0.01709 0.0001771 0.03429 149 640: 5%|▌ | 3/56 [00:26<10:44, 12.15s/it] 219/299 6.87G 0.01673 0.01568 0.000163 0.03258 109 640: 5%|▌ | 3/56 [00:27<10:44, 12.15s/it] 219/299 6.87G 0.01673 0.01568 0.000163 0.03258 109 640: 7%|▋ | 4/56 [00:27<06:27, 7.45s/it] 219/299 6.87G 0.01696 0.01503 0.0001524 0.03214 138 640: 7%|▋ | 4/56 [00:27<06:27, 7.45s/it] 219/299 6.87G 0.01696 0.01503 0.0001524 0.03214 138 640: 9%|▉ | 5/56 [00:27<04:07, 4.86s/it] 219/299 6.87G 0.01682 0.01507 0.0001724 0.03206 179 640: 9%|▉ | 5/56 [00:32<04:07, 4.86s/it] 219/299 6.87G 0.01682 0.01507 0.0001724 0.03206 179 640: 11%|█ | 6/56 [00:32<04:11, 5.03s/it] 219/299 6.87G 0.01677 0.01447 0.0001839 0.03142 131 640: 11%|█ | 6/56 [00:32<04:11, 5.03s/it] 219/299 6.87G 0.01677 0.01447 0.0001839 0.03142 131 640: 12%|█▎ | 7/56 [00:32<02:49, 3.46s/it] 219/299 6.87G 0.01672 0.01398 0.0001881 0.03089 91 640: 12%|█▎ | 7/56 [00:33<02:49, 3.46s/it] 219/299 6.87G 0.01672 0.01398 0.0001881 0.03089 91 640: 14%|█▍ | 8/56 [00:33<01:56, 2.43s/it] 219/299 6.87G 0.01687 0.01408 0.0001812 0.03113 210 640: 14%|█▍ | 8/56 [00:33<01:56, 2.43s/it] 219/299 6.87G 0.01687 0.01408 0.0001812 0.03113 210 640: 16%|█▌ | 9/56 [00:33<01:22, 1.75s/it] 219/299 6.87G 0.01679 0.01433 0.0001856 0.03131 160 640: 16%|█▌ | 9/56 [00:33<01:22, 1.75s/it] 219/299 6.87G 0.01679 0.01433 0.0001856 0.03131 160 640: 18%|█▊ | 10/56 [00:33<00:58, 1.28s/it] 219/299 6.87G 0.01681 0.0148 0.0001772 0.03179 169 640: 18%|█▊ | 10/56 [01:01<00:58, 1.28s/it] 219/299 6.87G 0.01681 0.0148 0.0001772 0.03179 169 640: 20%|█▉ | 11/56 [01:01<06:59, 9.32s/it] 219/299 6.87G 0.01667 0.01468 0.0002274 0.03158 138 640: 20%|█▉ | 11/56 [01:01<06:59, 9.32s/it] 219/299 6.87G 0.01667 0.01468 0.0002274 0.03158 138 640: 21%|██▏ | 12/56 [01:01<04:48, 6.55s/it] 219/299 6.87G 0.01666 0.01476 0.0002174 0.03164 161 640: 21%|██▏ | 12/56 [01:01<04:48, 6.55s/it] 219/299 6.87G 0.01666 0.01476 0.0002174 0.03164 161 640: 23%|██▎ | 13/56 [01:01<03:19, 4.65s/it] 219/299 6.87G 0.01662 0.0147 0.0002105 0.03153 125 640: 23%|██▎ | 13/56 [01:06<03:19, 4.65s/it] 219/299 6.87G 0.01662 0.0147 0.0002105 0.03153 125 640: 25%|██▌ | 14/56 [01:06<03:20, 4.78s/it] 219/299 6.87G 0.01668 0.01472 0.0002036 0.03161 151 640: 25%|██▌ | 14/56 [01:06<03:20, 4.78s/it] 219/299 6.87G 0.01668 0.01472 0.0002036 0.03161 151 640: 27%|██▋ | 15/56 [01:06<02:19, 3.41s/it] 219/299 6.87G 0.01681 0.01477 0.0001969 0.03178 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.562 0.452 0.367 0.191
0%| | 0/56 [00:00<?, ?it/s] 220/299 6.87G 0.01992 0.01995 0.0001022 0.03997 230 640: 0%| | 0/56 [00:00<?, ?it/s] 220/299 6.87G 0.01992 0.01995 0.0001022 0.03997 230 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 220/299 6.87G 0.01882 0.0176 0.0001079 0.03653 174 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 220/299 6.87G 0.01882 0.0176 0.0001079 0.03653 174 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 220/299 6.87G 0.01849 0.01592 0.0001049 0.03451 127 640: 4%|▎ | 2/56 [00:39<00:13, 4.05it/s] 220/299 6.87G 0.01849 0.01592 0.0001049 0.03451 127 640: 5%|▌ | 3/56 [00:39<15:44, 17.82s/it] 220/299 6.87G 0.01849 0.01556 0.0001164 0.03417 177 640: 5%|▌ | 3/56 [00:39<15:44, 17.82s/it] 220/299 6.87G 0.01849 0.01556 0.0001164 0.03417 177 640: 7%|▋ | 4/56 [00:39<09:25, 10.87s/it] 220/299 6.87G 0.01799 0.01538 0.0001143 0.03349 182 640: 7%|▋ | 4/56 [00:39<09:25, 10.87s/it] 220/299 6.87G 0.01799 0.01538 0.0001143 0.03349 182 640: 9%|▉ | 5/56 [00:39<05:59, 7.04s/it] 220/299 6.87G 0.01815 0.01544 0.000114 0.0337 148 640: 9%|▉ | 5/56 [00:44<05:59, 7.04s/it] 220/299 6.87G 0.01815 0.01544 0.000114 0.0337 148 640: 11%|█ | 6/56 [00:44<05:11, 6.24s/it] 220/299 6.87G 0.01782 0.01538 0.0001121 0.03332 159 640: 11%|█ | 6/56 [00:44<05:11, 6.24s/it] 220/299 6.87G 0.01782 0.01538 0.0001121 0.03332 159 640: 12%|█▎ | 7/56 [00:44<03:29, 4.27s/it] 220/299 6.87G 0.0176 0.01529 0.0001469 0.03304 133 640: 12%|█▎ | 7/56 [00:44<03:29, 4.27s/it] 220/299 6.87G 0.0176 0.01529 0.0001469 0.03304 133 640: 14%|█▍ | 8/56 [00:44<02:23, 2.98s/it] 220/299 6.87G 0.01751 0.01523 0.000141 0.03287 155 640: 14%|█▍ | 8/56 [00:45<02:23, 2.98s/it] 220/299 6.87G 0.01751 0.01523 0.000141 0.03287 155 640: 16%|█▌ | 9/56 [00:45<01:40, 2.13s/it] 220/299 6.87G 0.01772 0.01555 0.0001458 0.03341 201 640: 16%|█▌ | 9/56 [00:45<01:40, 2.13s/it] 220/299 6.87G 0.01772 0.01555 0.0001458 0.03341 201 640: 18%|█▊ | 10/56 [00:45<01:10, 1.54s/it] 220/299 6.87G 0.01753 0.01541 0.0001407 0.03308 157 640: 18%|█▊ | 10/56 [01:12<01:10, 1.54s/it] 220/299 6.87G 0.01753 0.01541 0.0001407 0.03308 157 640: 20%|█▉ | 11/56 [01:12<07:08, 9.51s/it] 220/299 6.87G 0.01737 0.01495 0.0001369 0.03245 93 640: 20%|█▉ | 11/56 [01:13<07:08, 9.51s/it] 220/299 6.87G 0.01737 0.01495 0.0001369 0.03245 93 640: 21%|██▏ | 12/56 [01:13<04:54, 6.69s/it] 220/299 6.87G 0.01722 0.01504 0.0001388 0.0324 137 640: 21%|██▏ | 12/56 [01:13<04:54, 6.69s/it] 220/299 6.87G 0.01722 0.01504 0.0001388 0.0324 137 640: 23%|██▎ | 13/56 [01:13<03:23, 4.74s/it] 220/299 6.87G 0.01729 0.01499 0.0001383 0.03241 118 640: 23%|██▎ | 13/56 [01:18<03:23, 4.74s/it] 220/299 6.87G 0.01729 0.01499 0.0001383 0.03241 118 640: 25%|██▌ | 14/56 [01:18<03:24, 4.88s/it] 220/299 6.87G 0.01717 0.01488 0.0001443 0.0322 130 640: 25%|██▌ | 14/56 [01:18<03:24, 4.88s/it] 220/299 6.87G 0.01717 0.01488 0.0001443 0.0322 130 640: 27%|██▋ | 15/56 [01:18<02:22, 3.48s/it] 220/299 6.87G 0.01724 0.01473 0.0001452 0.03211 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.531 0.457 0.38 0.2
0%| | 0/56 [00:00<?, ?it/s] 221/299 6.87G 0.01888 0.01633 0.0001194 0.03533 172 640: 0%| | 0/56 [00:00<?, ?it/s] 221/299 6.87G 0.01888 0.01633 0.0001194 0.03533 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 221/299 6.87G 0.01754 0.01609 0.0001139 0.03374 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 221/299 6.87G 0.01754 0.01609 0.0001139 0.03374 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 221/299 6.87G 0.01864 0.01533 0.0001554 0.03412 139 640: 4%|▎ | 2/56 [00:27<00:13, 4.03it/s] 221/299 6.87G 0.01864 0.01533 0.0001554 0.03412 139 640: 5%|▌ | 3/56 [00:27<10:58, 12.42s/it] 221/299 6.87G 0.01851 0.01472 0.0001407 0.03338 130 640: 5%|▌ | 3/56 [00:27<10:58, 12.42s/it] 221/299 6.87G 0.01851 0.01472 0.0001407 0.03338 130 640: 7%|▋ | 4/56 [00:27<06:35, 7.61s/it] 221/299 6.87G 0.018 0.0152 0.0001605 0.03336 181 640: 7%|▋ | 4/56 [00:27<06:35, 7.61s/it] 221/299 6.87G 0.018 0.0152 0.0001605 0.03336 181 640: 9%|▉ | 5/56 [00:27<04:12, 4.96s/it] 221/299 6.87G 0.01799 0.01545 0.0001536 0.0336 204 640: 9%|▉ | 5/56 [00:32<04:12, 4.96s/it] 221/299 6.87G 0.01799 0.01545 0.0001536 0.0336 204 640: 11%|█ | 6/56 [00:32<04:09, 4.99s/it] 221/299 6.87G 0.01823 0.01587 0.0001745 0.03427 186 640: 11%|█ | 6/56 [00:33<04:09, 4.99s/it] 221/299 6.87G 0.01823 0.01587 0.0001745 0.03427 186 640: 12%|█▎ | 7/56 [00:33<02:48, 3.44s/it] 221/299 6.87G 0.01775 0.01548 0.0001654 0.03339 133 640: 12%|█▎ | 7/56 [00:33<02:48, 3.44s/it] 221/299 6.87G 0.01775 0.01548 0.0001654 0.03339 133 640: 14%|█▍ | 8/56 [00:33<01:55, 2.41s/it] 221/299 6.87G 0.01752 0.01567 0.0001591 0.03335 196 640: 14%|█▍ | 8/56 [00:33<01:55, 2.41s/it] 221/299 6.87G 0.01752 0.01567 0.0001591 0.03335 196 640: 16%|█▌ | 9/56 [00:33<01:22, 1.74s/it] 221/299 6.87G 0.0176 0.01569 0.0001544 0.03344 163 640: 16%|█▌ | 9/56 [00:33<01:22, 1.74s/it] 221/299 6.87G 0.0176 0.01569 0.0001544 0.03344 163 640: 18%|█▊ | 10/56 [00:33<00:58, 1.28s/it] 221/299 6.87G 0.01756 0.01559 0.000152 0.03331 173 640: 18%|█▊ | 10/56 [01:02<00:58, 1.28s/it] 221/299 6.87G 0.01756 0.01559 0.000152 0.03331 173 640: 20%|█▉ | 11/56 [01:02<07:13, 9.64s/it] 221/299 6.87G 0.01754 0.01588 0.000211 0.03363 160 640: 20%|█▉ | 11/56 [01:03<07:13, 9.64s/it] 221/299 6.87G 0.01754 0.01588 0.000211 0.03363 160 640: 21%|██▏ | 12/56 [01:03<05:03, 6.90s/it] 221/299 6.87G 0.01747 0.01578 0.000203 0.03345 143 640: 21%|██▏ | 12/56 [01:03<05:03, 6.90s/it] 221/299 6.87G 0.01747 0.01578 0.000203 0.03345 143 640: 23%|██▎ | 13/56 [01:03<03:30, 4.89s/it] 221/299 6.87G 0.01742 0.01581 0.0001955 0.03342 179 640: 23%|██▎ | 13/56 [01:07<03:30, 4.89s/it] 221/299 6.87G 0.01742 0.01581 0.0001955 0.03342 179 640: 25%|██▌ | 14/56 [01:07<03:10, 4.54s/it] 221/299 6.87G 0.01743 0.0158 0.0001892 0.03342 133 640: 25%|██▌ | 14/56 [01:07<03:10, 4.54s/it] 221/299 6.87G 0.01743 0.0158 0.0001892 0.03342 133 640: 27%|██▋ | 15/56 [01:07<02:12, 3.24s/it] 221/299 6.87G 0.01732 0.01562 0.0001836 0.03312 123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.556 0.45 0.385 0.203
0%| | 0/56 [00:00<?, ?it/s] 222/299 6.87G 0.01725 0.01834 0.0001097 0.0357 169 640: 0%| | 0/56 [00:00<?, ?it/s] 222/299 6.87G 0.01725 0.01834 0.0001097 0.0357 169 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 222/299 6.87G 0.01726 0.0182 0.0001442 0.03561 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 222/299 6.87G 0.01726 0.0182 0.0001442 0.03561 208 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 222/299 6.87G 0.01716 0.01833 0.000153 0.03564 215 640: 4%|▎ | 2/56 [00:29<00:13, 4.04it/s] 222/299 6.87G 0.01716 0.01833 0.000153 0.03564 215 640: 5%|▌ | 3/56 [00:29<11:39, 13.19s/it] 222/299 6.87G 0.01676 0.01702 0.000184 0.03396 172 640: 5%|▌ | 3/56 [00:37<11:39, 13.19s/it] 222/299 6.87G 0.01676 0.01702 0.000184 0.03396 172 640: 7%|▋ | 4/56 [00:37<09:57, 11.48s/it] 222/299 6.87G 0.01669 0.01761 0.0002068 0.03451 235 640: 7%|▋ | 4/56 [00:38<09:57, 11.48s/it] 222/299 6.87G 0.01669 0.01761 0.0002068 0.03451 235 640: 9%|▉ | 5/56 [00:38<06:19, 7.44s/it] 222/299 6.87G 0.01654 0.01742 0.0002174 0.03417 152 640: 9%|▉ | 5/56 [00:40<06:19, 7.44s/it] 222/299 6.87G 0.01654 0.01742 0.0002174 0.03417 152 640: 11%|█ | 6/56 [00:40<04:51, 5.84s/it] 222/299 6.87G 0.01655 0.01695 0.0002758 0.03377 150 640: 11%|█ | 6/56 [00:41<04:51, 5.84s/it] 222/299 6.87G 0.01655 0.01695 0.0002758 0.03377 150 640: 12%|█▎ | 7/56 [00:41<03:16, 4.00s/it] 222/299 6.87G 0.01641 0.01671 0.0002579 0.03338 150 640: 12%|█▎ | 7/56 [00:41<03:16, 4.00s/it] 222/299 6.87G 0.01641 0.01671 0.0002579 0.03338 150 640: 14%|█▍ | 8/56 [00:41<02:14, 2.80s/it] 222/299 6.87G 0.01638 0.0164 0.0002429 0.03302 157 640: 14%|█▍ | 8/56 [00:41<02:14, 2.80s/it] 222/299 6.87G 0.01638 0.0164 0.0002429 0.03302 157 640: 16%|█▌ | 9/56 [00:41<01:34, 2.01s/it] 222/299 6.87G 0.01632 0.01649 0.000235 0.03305 204 640: 16%|█▌ | 9/56 [00:41<01:34, 2.01s/it] 222/299 6.87G 0.01632 0.01649 0.000235 0.03305 204 640: 18%|█▊ | 10/56 [00:41<01:07, 1.46s/it] 222/299 6.87G 0.01625 0.0164 0.0002277 0.03288 152 640: 18%|█▊ | 10/56 [01:04<01:07, 1.46s/it] 222/299 6.87G 0.01625 0.0164 0.0002277 0.03288 152 640: 20%|█▉ | 11/56 [01:04<05:51, 7.81s/it] 222/299 6.87G 0.01634 0.01649 0.0002271 0.03305 144 640: 20%|█▉ | 11/56 [01:11<05:51, 7.81s/it] 222/299 6.87G 0.01634 0.01649 0.0002271 0.03305 144 640: 21%|██▏ | 12/56 [01:11<05:39, 7.71s/it] 222/299 6.87G 0.01649 0.01627 0.0002212 0.03298 129 640: 21%|██▏ | 12/56 [01:11<05:39, 7.71s/it] 222/299 6.87G 0.01649 0.01627 0.0002212 0.03298 129 640: 23%|██▎ | 13/56 [01:11<03:54, 5.46s/it] 222/299 6.87G 0.01638 0.01623 0.0002133 0.03282 156 640: 23%|██▎ | 13/56 [01:15<03:54, 5.46s/it] 222/299 6.87G 0.01638 0.01623 0.0002133 0.03282 156 640: 25%|██▌ | 14/56 [01:15<03:21, 4.80s/it] 222/299 6.87G 0.01635 0.0161 0.0002059 0.03266 146 640: 25%|██▌ | 14/56 [01:15<03:21, 4.80s/it] 222/299 6.87G 0.01635 0.0161 0.0002059 0.03266 146 640: 27%|██▋ | 15/56 [01:15<02:20, 3.42s/it] 222/299 6.87G 0.01623 0.01594 0.0001991 0.03237 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.556 0.445 0.359 0.183
0%| | 0/56 [00:00<?, ?it/s] 223/299 6.87G 0.01831 0.01884 0.0001107 0.03726 143 640: 0%| | 0/56 [00:00<?, ?it/s] 223/299 6.87G 0.01831 0.01884 0.0001107 0.03726 143 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 223/299 6.87G 0.01823 0.01833 0.0001127 0.03667 199 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 223/299 6.87G 0.01823 0.01833 0.0001127 0.03667 199 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 223/299 6.87G 0.01811 0.01691 0.000136 0.03516 158 640: 4%|▎ | 2/56 [00:36<00:13, 4.06it/s] 223/299 6.87G 0.01811 0.01691 0.000136 0.03516 158 640: 5%|▌ | 3/56 [00:36<14:28, 16.39s/it] 223/299 6.87G 0.01803 0.01723 0.0001276 0.03539 192 640: 5%|▌ | 3/56 [00:36<14:28, 16.39s/it] 223/299 6.87G 0.01803 0.01723 0.0001276 0.03539 192 640: 7%|▋ | 4/56 [00:36<08:40, 10.01s/it] 223/299 6.87G 0.01828 0.01692 0.0001578 0.03535 172 640: 7%|▋ | 4/56 [00:36<08:40, 10.01s/it] 223/299 6.87G 0.01828 0.01692 0.0001578 0.03535 172 640: 9%|▉ | 5/56 [00:36<05:31, 6.49s/it] 223/299 6.87G 0.01802 0.01612 0.0001491 0.03429 140 640: 9%|▉ | 5/56 [00:36<05:31, 6.49s/it] 223/299 6.87G 0.01802 0.01612 0.0001491 0.03429 140 640: 11%|█ | 6/56 [00:36<03:37, 4.36s/it] 223/299 6.87G 0.01771 0.01555 0.0001437 0.0334 122 640: 11%|█ | 6/56 [00:37<03:37, 4.36s/it] 223/299 6.87G 0.01771 0.01555 0.0001437 0.0334 122 640: 12%|█▎ | 7/56 [00:37<02:27, 3.01s/it] 223/299 6.87G 0.01734 0.01566 0.00015 0.03314 152 640: 12%|█▎ | 7/56 [00:37<02:27, 3.01s/it] 223/299 6.87G 0.01734 0.01566 0.00015 0.03314 152 640: 14%|█▍ | 8/56 [00:37<01:41, 2.12s/it] 223/299 6.87G 0.01735 0.01534 0.0001466 0.03283 147 640: 14%|█▍ | 8/56 [00:37<01:41, 2.12s/it] 223/299 6.87G 0.01735 0.01534 0.0001466 0.03283 147 640: 16%|█▌ | 9/56 [00:37<01:12, 1.54s/it] 223/299 6.87G 0.01741 0.01526 0.0001448 0.03281 183 640: 16%|█▌ | 9/56 [00:37<01:12, 1.54s/it] 223/299 6.87G 0.01741 0.01526 0.0001448 0.03281 183 640: 18%|█▊ | 10/56 [00:37<00:52, 1.14s/it] 223/299 6.87G 0.01743 0.01512 0.0001411 0.03269 140 640: 18%|█▊ | 10/56 [01:10<00:52, 1.14s/it] 223/299 6.87G 0.01743 0.01512 0.0001411 0.03269 140 640: 20%|█▉ | 11/56 [01:10<08:01, 10.70s/it] 223/299 6.87G 0.01728 0.0154 0.0001374 0.03282 195 640: 20%|█▉ | 11/56 [01:10<08:01, 10.70s/it] 223/299 6.87G 0.01728 0.0154 0.0001374 0.03282 195 640: 21%|██▏ | 12/56 [01:10<05:30, 7.52s/it] 223/299 6.87G 0.01731 0.01562 0.0001346 0.03307 204 640: 21%|██▏ | 12/56 [01:10<05:30, 7.52s/it] 223/299 6.87G 0.01731 0.01562 0.0001346 0.03307 204 640: 23%|██▎ | 13/56 [01:10<03:48, 5.32s/it] 223/299 6.87G 0.01726 0.01541 0.0001357 0.0328 110 640: 23%|██▎ | 13/56 [01:10<03:48, 5.32s/it] 223/299 6.87G 0.01726 0.01541 0.0001357 0.0328 110 640: 25%|██▌ | 14/56 [01:10<02:38, 3.78s/it] 223/299 6.87G 0.01719 0.0153 0.0001337 0.03262 160 640: 25%|██▌ | 14/56 [01:11<02:38, 3.78s/it] 223/299 6.87G 0.01719 0.0153 0.0001337 0.03262 160 640: 27%|██▋ | 15/56 [01:11<01:51, 2.71s/it] 223/299 6.87G 0.01695 0.01516 0.0001305 0.03224 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.542 0.449 0.365 0.189
0%| | 0/56 [00:00<?, ?it/s] 224/299 6.87G 0.01726 0.01896 8.252e-05 0.0363 180 640: 0%| | 0/56 [00:00<?, ?it/s] 224/299 6.87G 0.01726 0.01896 8.252e-05 0.0363 180 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 224/299 6.87G 0.01677 0.01841 8.557e-05 0.03527 186 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 224/299 6.87G 0.01677 0.01841 8.557e-05 0.03527 186 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 224/299 6.87G 0.0169 0.01694 0.0001577 0.03399 167 640: 4%|▎ | 2/56 [00:32<00:13, 4.06it/s] 224/299 6.87G 0.0169 0.01694 0.0001577 0.03399 167 640: 5%|▌ | 3/56 [00:32<13:02, 14.76s/it] 224/299 6.87G 0.01662 0.01581 0.000148 0.03257 142 640: 5%|▌ | 3/56 [00:32<13:02, 14.76s/it] 224/299 6.87G 0.01662 0.01581 0.000148 0.03257 142 640: 7%|▋ | 4/56 [00:32<07:49, 9.02s/it] 224/299 6.87G 0.01645 0.0152 0.0001785 0.03183 119 640: 7%|▋ | 4/56 [00:33<07:49, 9.02s/it] 224/299 6.87G 0.01645 0.0152 0.0001785 0.03183 119 640: 9%|▉ | 5/56 [00:33<04:59, 5.86s/it] 224/299 6.87G 0.01644 0.01495 0.0001771 0.03157 147 640: 9%|▉ | 5/56 [00:33<04:59, 5.86s/it] 224/299 6.87G 0.01644 0.01495 0.0001771 0.03157 147 640: 11%|█ | 6/56 [00:33<03:17, 3.95s/it] 224/299 6.87G 0.01652 0.01475 0.0001665 0.03144 170 640: 11%|█ | 6/56 [00:33<03:17, 3.95s/it] 224/299 6.87G 0.01652 0.01475 0.0001665 0.03144 170 640: 12%|█▎ | 7/56 [00:33<02:13, 2.73s/it] 224/299 6.87G 0.01633 0.01468 0.0001637 0.03117 165 640: 12%|█▎ | 7/56 [00:33<02:13, 2.73s/it] 224/299 6.87G 0.01633 0.01468 0.0001637 0.03117 165 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 224/299 6.87G 0.01645 0.01472 0.0001659 0.03133 161 640: 14%|█▍ | 8/56 [00:33<01:32, 1.93s/it] 224/299 6.87G 0.01645 0.01472 0.0001659 0.03133 161 640: 16%|█▌ | 9/56 [00:33<01:06, 1.41s/it] 224/299 6.87G 0.01648 0.01496 0.0001653 0.03161 206 640: 16%|█▌ | 9/56 [00:34<01:06, 1.41s/it] 224/299 6.87G 0.01648 0.01496 0.0001653 0.03161 206 640: 18%|█▊ | 10/56 [00:34<00:48, 1.05s/it] 224/299 6.87G 0.01643 0.01507 0.00017 0.03167 175 640: 18%|█▊ | 10/56 [01:06<00:48, 1.05s/it] 224/299 6.87G 0.01643 0.01507 0.00017 0.03167 175 640: 20%|█▉ | 11/56 [01:06<07:56, 10.59s/it] 224/299 6.87G 0.01637 0.01473 0.000164 0.03126 80 640: 20%|█▉ | 11/56 [01:06<07:56, 10.59s/it] 224/299 6.87G 0.01637 0.01473 0.000164 0.03126 80 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 224/299 6.87G 0.01638 0.01466 0.0001638 0.03121 143 640: 21%|██▏ | 12/56 [01:06<05:27, 7.44s/it] 224/299 6.87G 0.01638 0.01466 0.0001638 0.03121 143 640: 23%|██▎ | 13/56 [01:06<03:46, 5.27s/it] 224/299 6.87G 0.01641 0.01476 0.0001586 0.03133 171 640: 23%|██▎ | 13/56 [01:07<03:46, 5.27s/it] 224/299 6.87G 0.01641 0.01476 0.0001586 0.03133 171 640: 25%|██▌ | 14/56 [01:07<02:37, 3.75s/it] 224/299 6.87G 0.01629 0.01476 0.0001549 0.03121 146 640: 25%|██▌ | 14/56 [01:07<02:37, 3.75s/it] 224/299 6.87G 0.01629 0.01476 0.0001549 0.03121 146 640: 27%|██▋ | 15/56 [01:07<01:50, 2.68s/it] 224/299 6.87G 0.01629 0.01466 0.000156 0.03111 126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.496 0.461 0.365 0.191
0%| | 0/56 [00:00<?, ?it/s] 225/299 6.87G 0.01793 0.01628 0.0001008 0.03431 139 640: 0%| | 0/56 [00:00<?, ?it/s] 225/299 6.87G 0.01793 0.01628 0.0001008 0.03431 139 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 225/299 6.87G 0.01659 0.01591 0.0001523 0.03265 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 225/299 6.87G 0.01659 0.01591 0.0001523 0.03265 163 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 225/299 6.87G 0.01735 0.01605 0.0001387 0.03353 185 640: 4%|▎ | 2/56 [00:41<00:13, 4.06it/s] 225/299 6.87G 0.01735 0.01605 0.0001387 0.03353 185 640: 5%|▌ | 3/56 [00:41<16:50, 19.07s/it] 225/299 6.87G 0.01749 0.0159 0.0001299 0.03352 143 640: 5%|▌ | 3/56 [00:42<16:50, 19.07s/it] 225/299 6.87G 0.01749 0.0159 0.0001299 0.03352 143 640: 7%|▋ | 4/56 [00:42<10:05, 11.64s/it] 225/299 6.87G 0.01711 0.01649 0.0001409 0.03375 217 640: 7%|▋ | 4/56 [00:42<10:05, 11.64s/it] 225/299 6.87G 0.01711 0.01649 0.0001409 0.03375 217 640: 9%|▉ | 5/56 [00:42<06:24, 7.53s/it] 225/299 6.87G 0.01706 0.01591 0.0001373 0.03311 138 640: 9%|▉ | 5/56 [00:42<06:24, 7.53s/it] 225/299 6.87G 0.01706 0.01591 0.0001373 0.03311 138 640: 11%|█ | 6/56 [00:42<04:12, 5.05s/it] 225/299 6.87G 0.01712 0.01565 0.0001319 0.0329 159 640: 11%|█ | 6/56 [00:42<04:12, 5.05s/it] 225/299 6.87G 0.01712 0.01565 0.0001319 0.0329 159 640: 12%|█▎ | 7/56 [00:42<02:50, 3.47s/it] 225/299 6.87G 0.01686 0.01526 0.0001279 0.03225 127 640: 12%|█▎ | 7/56 [00:43<02:50, 3.47s/it] 225/299 6.87G 0.01686 0.01526 0.0001279 0.03225 127 640: 14%|█▍ | 8/56 [00:43<01:56, 2.44s/it] 225/299 6.87G 0.01683 0.01525 0.0001269 0.0322 156 640: 14%|█▍ | 8/56 [00:43<01:56, 2.44s/it] 225/299 6.87G 0.01683 0.01525 0.0001269 0.0322 156 640: 16%|█▌ | 9/56 [00:43<01:22, 1.76s/it] 225/299 6.87G 0.01671 0.01537 0.0001234 0.03221 186 640: 16%|█▌ | 9/56 [00:43<01:22, 1.76s/it] 225/299 6.87G 0.01671 0.01537 0.0001234 0.03221 186 640: 18%|█▊ | 10/56 [00:43<00:59, 1.29s/it] 225/299 6.87G 0.01682 0.01534 0.0001487 0.03231 160 640: 18%|█▊ | 10/56 [01:15<00:59, 1.29s/it] 225/299 6.87G 0.01682 0.01534 0.0001487 0.03231 160 640: 20%|█▉ | 11/56 [01:15<08:05, 10.78s/it] 225/299 6.87G 0.01683 0.01521 0.0001736 0.03222 134 640: 20%|█▉ | 11/56 [01:16<08:05, 10.78s/it] 225/299 6.87G 0.01683 0.01521 0.0001736 0.03222 134 640: 21%|██▏ | 12/56 [01:16<05:33, 7.57s/it] 225/299 6.87G 0.01693 0.01512 0.0001757 0.03223 155 640: 21%|██▏ | 12/56 [01:16<05:33, 7.57s/it] 225/299 6.87G 0.01693 0.01512 0.0001757 0.03223 155 640: 23%|██▎ | 13/56 [01:16<03:50, 5.36s/it] 225/299 6.87G 0.01707 0.01519 0.0001759 0.03243 181 640: 23%|██▎ | 13/56 [01:16<03:50, 5.36s/it] 225/299 6.87G 0.01707 0.01519 0.0001759 0.03243 181 640: 25%|██▌ | 14/56 [01:16<02:39, 3.81s/it] 225/299 6.87G 0.01711 0.0151 0.0001719 0.03238 141 640: 25%|██▌ | 14/56 [01:16<02:39, 3.81s/it] 225/299 6.87G 0.01711 0.0151 0.0001719 0.03238 141 640: 27%|██▋ | 15/56 [01:16<01:51, 2.73s/it] 225/299 6.87G 0.01711 0.0151 0.0001682 0.03238 157
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.446 0.373 0.195
0%| | 0/56 [00:00<?, ?it/s] 226/299 6.87G 0.01649 0.01764 9.855e-05 0.03423 201 640: 0%| | 0/56 [00:00<?, ?it/s] 226/299 6.87G 0.01649 0.01764 9.855e-05 0.03423 201 640: 2%|▏ | 1/56 [00:00<00:18, 2.90it/s] 226/299 6.87G 0.01665 0.01818 0.0001266 0.03496 175 640: 2%|▏ | 1/56 [00:00<00:18, 2.90it/s] 226/299 6.87G 0.01665 0.01818 0.0001266 0.03496 175 640: 4%|▎ | 2/56 [00:00<00:14, 3.62it/s] 226/299 6.87G 0.01679 0.01766 0.0001193 0.03457 187 640: 4%|▎ | 2/56 [00:32<00:14, 3.62it/s] 226/299 6.87G 0.01679 0.01766 0.0001193 0.03457 187 640: 5%|▌ | 3/56 [00:32<12:49, 14.53s/it] 226/299 6.87G 0.01688 0.01667 0.0001178 0.03367 143 640: 5%|▌ | 3/56 [00:32<12:49, 14.53s/it] 226/299 6.87G 0.01688 0.01667 0.0001178 0.03367 143 640: 7%|▋ | 4/56 [00:32<07:41, 8.88s/it] 226/299 6.87G 0.0164 0.01613 0.0001329 0.03266 163 640: 7%|▋ | 4/56 [00:32<07:41, 8.88s/it] 226/299 6.87G 0.0164 0.01613 0.0001329 0.03266 163 640: 9%|▉ | 5/56 [00:32<04:54, 5.78s/it] 226/299 6.87G 0.01668 0.01594 0.0001329 0.03275 169 640: 9%|▉ | 5/56 [00:36<04:54, 5.78s/it] 226/299 6.87G 0.01668 0.01594 0.0001329 0.03275 169 640: 11%|█ | 6/56 [00:36<04:22, 5.24s/it] 226/299 6.87G 0.01661 0.01539 0.0001291 0.03213 150 640: 11%|█ | 6/56 [00:36<04:22, 5.24s/it] 226/299 6.87G 0.01661 0.01539 0.0001291 0.03213 150 640: 12%|█▎ | 7/56 [00:36<02:56, 3.60s/it] 226/299 6.87G 0.01648 0.0152 0.0001271 0.03181 150 640: 12%|█▎ | 7/56 [00:37<02:56, 3.60s/it] 226/299 6.87G 0.01648 0.0152 0.0001271 0.03181 150 640: 14%|█▍ | 8/56 [00:37<02:01, 2.53s/it] 226/299 6.87G 0.01688 0.01531 0.0001248 0.03231 188 640: 14%|█▍ | 8/56 [00:37<02:01, 2.53s/it] 226/299 6.87G 0.01688 0.01531 0.0001248 0.03231 188 640: 16%|█▌ | 9/56 [00:37<01:25, 1.82s/it] 226/299 6.87G 0.017 0.01528 0.0001261 0.03241 157 640: 16%|█▌ | 9/56 [00:37<01:25, 1.82s/it] 226/299 6.87G 0.017 0.01528 0.0001261 0.03241 157 640: 18%|█▊ | 10/56 [00:37<01:01, 1.33s/it] 226/299 6.87G 0.01672 0.01537 0.0001239 0.0322 164 640: 18%|█▊ | 10/56 [01:06<01:01, 1.33s/it] 226/299 6.87G 0.01672 0.01537 0.0001239 0.0322 164 640: 20%|█▉ | 11/56 [01:06<07:11, 9.60s/it] 226/299 6.87G 0.01668 0.01517 0.0001222 0.03197 130 640: 20%|█▉ | 11/56 [01:06<07:11, 9.60s/it] 226/299 6.87G 0.01668 0.01517 0.0001222 0.03197 130 640: 21%|██▏ | 12/56 [01:06<04:56, 6.75s/it] 226/299 6.87G 0.01664 0.01529 0.0001198 0.03205 149 640: 21%|██▏ | 12/56 [01:06<04:56, 6.75s/it] 226/299 6.87G 0.01664 0.01529 0.0001198 0.03205 149 640: 23%|██▎ | 13/56 [01:06<03:25, 4.78s/it] 226/299 6.87G 0.01668 0.01528 0.0001367 0.03209 136 640: 23%|██▎ | 13/56 [01:11<03:25, 4.78s/it] 226/299 6.87G 0.01668 0.01528 0.0001367 0.03209 136 640: 25%|██▌ | 14/56 [01:11<03:17, 4.70s/it] 226/299 6.87G 0.01645 0.01495 0.000135 0.03154 105 640: 25%|██▌ | 14/56 [01:11<03:17, 4.70s/it] 226/299 6.87G 0.01645 0.01495 0.000135 0.03154 105 640: 27%|██▋ | 15/56 [01:11<02:17, 3.35s/it] 226/299 6.87G 0.01649 0.01503 0.0001386 0.03166 173
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.543 0.471 0.382 0.199
0%| | 0/56 [00:00<?, ?it/s] 227/299 6.87G 0.01748 0.01776 0.0001037 0.03535 155 640: 0%| | 0/56 [00:00<?, ?it/s] 227/299 6.87G 0.01748 0.01776 0.0001037 0.03535 155 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 227/299 6.87G 0.01707 0.01669 0.0001399 0.0339 202 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 227/299 6.87G 0.01707 0.01669 0.0001399 0.0339 202 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 227/299 6.87G 0.01727 0.01659 0.0001299 0.034 151 640: 4%|▎ | 2/56 [00:30<00:13, 4.03it/s] 227/299 6.87G 0.01727 0.01659 0.0001299 0.034 151 640: 5%|▌ | 3/56 [00:30<12:13, 13.84s/it] 227/299 6.87G 0.01695 0.0166 0.0001705 0.03372 186 640: 5%|▌ | 3/56 [00:35<12:13, 13.84s/it] 227/299 6.87G 0.01695 0.0166 0.0001705 0.03372 186 640: 7%|▋ | 4/56 [00:35<08:54, 10.28s/it] 227/299 6.87G 0.01723 0.01631 0.0001639 0.0337 121 640: 7%|▋ | 4/56 [00:35<08:54, 10.28s/it] 227/299 6.87G 0.01723 0.01631 0.0001639 0.0337 121 640: 9%|▉ | 5/56 [00:35<05:39, 6.67s/it] 227/299 6.87G 0.01749 0.01618 0.0001556 0.03382 193 640: 9%|▉ | 5/56 [00:35<05:39, 6.67s/it] 227/299 6.87G 0.01749 0.01618 0.0001556 0.03382 193 640: 11%|█ | 6/56 [00:35<03:43, 4.48s/it] 227/299 6.87G 0.01738 0.01629 0.0001554 0.03383 174 640: 11%|█ | 6/56 [00:36<03:43, 4.48s/it] 227/299 6.87G 0.01738 0.01629 0.0001554 0.03383 174 640: 12%|█▎ | 7/56 [00:36<02:31, 3.09s/it] 227/299 6.87G 0.01718 0.01581 0.0001475 0.03313 154 640: 12%|█▎ | 7/56 [00:36<02:31, 3.09s/it] 227/299 6.87G 0.01718 0.01581 0.0001475 0.03313 154 640: 14%|█▍ | 8/56 [00:36<01:44, 2.18s/it] 227/299 6.87G 0.0171 0.01572 0.000151 0.03296 152 640: 14%|█▍ | 8/56 [00:36<01:44, 2.18s/it] 227/299 6.87G 0.0171 0.01572 0.000151 0.03296 152 640: 16%|█▌ | 9/56 [00:36<01:14, 1.58s/it] 227/299 6.87G 0.01715 0.01601 0.0001477 0.0333 248 640: 16%|█▌ | 9/56 [00:36<01:14, 1.58s/it] 227/299 6.87G 0.01715 0.01601 0.0001477 0.0333 248 640: 18%|█▊ | 10/56 [00:36<00:53, 1.16s/it] 227/299 6.87G 0.01724 0.0161 0.0001433 0.03348 144 640: 18%|█▊ | 10/56 [01:04<00:53, 1.16s/it] 227/299 6.87G 0.01724 0.0161 0.0001433 0.03348 144 640: 20%|█▉ | 11/56 [01:04<06:56, 9.26s/it] 227/299 6.87G 0.01706 0.0156 0.0001385 0.0328 107 640: 20%|█▉ | 11/56 [01:08<06:56, 9.26s/it] 227/299 6.87G 0.01706 0.0156 0.0001385 0.0328 107 640: 21%|██▏ | 12/56 [01:08<05:43, 7.81s/it] 227/299 6.87G 0.01724 0.01552 0.0001358 0.0329 167 640: 21%|██▏ | 12/56 [01:09<05:43, 7.81s/it] 227/299 6.87G 0.01724 0.01552 0.0001358 0.0329 167 640: 23%|██▎ | 13/56 [01:09<03:57, 5.53s/it] 227/299 6.87G 0.01719 0.01538 0.000133 0.0327 145 640: 23%|██▎ | 13/56 [01:09<03:57, 5.53s/it] 227/299 6.87G 0.01719 0.01538 0.000133 0.0327 145 640: 25%|██▌ | 14/56 [01:09<02:44, 3.93s/it] 227/299 6.87G 0.01712 0.01536 0.0001314 0.03261 141 640: 25%|██▌ | 14/56 [01:09<02:44, 3.93s/it] 227/299 6.87G 0.01712 0.01536 0.0001314 0.03261 141 640: 27%|██▋ | 15/56 [01:09<01:55, 2.81s/it] 227/299 6.87G 0.01703 0.01535 0.0001346 0.03251 162
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.565 0.423 0.372 0.197
0%| | 0/56 [00:00<?, ?it/s] 228/299 6.87G 0.01974 0.02036 9.097e-05 0.04019 230 640: 0%| | 0/56 [00:00<?, ?it/s] 228/299 6.87G 0.01974 0.02036 9.097e-05 0.04019 230 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 228/299 6.87G 0.01802 0.01783 9.063e-05 0.03594 152 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 228/299 6.87G 0.01802 0.01783 9.063e-05 0.03594 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 228/299 6.87G 0.01759 0.01685 9.464e-05 0.03454 157 640: 4%|▎ | 2/56 [00:24<00:13, 4.04it/s] 228/299 6.87G 0.01759 0.01685 9.464e-05 0.03454 157 640: 5%|▌ | 3/56 [00:24<09:52, 11.18s/it] 228/299 6.87G 0.01755 0.01666 0.0001115 0.03432 180 640: 5%|▌ | 3/56 [00:39<09:52, 11.18s/it] 228/299 6.87G 0.01755 0.01666 0.0001115 0.03432 180 640: 7%|▋ | 4/56 [00:39<10:55, 12.61s/it] 228/299 6.87G 0.01705 0.01634 0.0001402 0.03353 143 640: 7%|▋ | 4/56 [00:39<10:55, 12.61s/it] 228/299 6.87G 0.01705 0.01634 0.0001402 0.03353 143 640: 9%|▉ | 5/56 [00:39<06:55, 8.15s/it] 228/299 6.87G 0.01692 0.01603 0.0001329 0.03308 163 640: 9%|▉ | 5/56 [00:39<06:55, 8.15s/it] 228/299 6.87G 0.01692 0.01603 0.0001329 0.03308 163 640: 11%|█ | 6/56 [00:39<04:32, 5.46s/it] 228/299 6.87G 0.01696 0.01562 0.0001275 0.03271 150 640: 11%|█ | 6/56 [00:40<04:32, 5.46s/it] 228/299 6.87G 0.01696 0.01562 0.0001275 0.03271 150 640: 12%|█▎ | 7/56 [00:40<03:03, 3.75s/it] 228/299 6.87G 0.01675 0.01499 0.0001375 0.03187 134 640: 12%|█▎ | 7/56 [00:40<03:03, 3.75s/it] 228/299 6.87G 0.01675 0.01499 0.0001375 0.03187 134 640: 14%|█▍ | 8/56 [00:40<02:06, 2.63s/it] 228/299 6.87G 0.01686 0.01517 0.0001427 0.03217 222 640: 14%|█▍ | 8/56 [00:40<02:06, 2.63s/it] 228/299 6.87G 0.01686 0.01517 0.0001427 0.03217 222 640: 16%|█▌ | 9/56 [00:40<01:28, 1.89s/it] 228/299 6.87G 0.01678 0.01532 0.0001374 0.03224 148 640: 16%|█▌ | 9/56 [00:40<01:28, 1.89s/it] 228/299 6.87G 0.01678 0.01532 0.0001374 0.03224 148 640: 18%|█▊ | 10/56 [00:40<01:03, 1.38s/it] 228/299 6.87G 0.01671 0.01535 0.0001328 0.03219 174 640: 18%|█▊ | 10/56 [00:58<01:03, 1.38s/it] 228/299 6.87G 0.01671 0.01535 0.0001328 0.03219 174 640: 20%|█▉ | 11/56 [00:58<04:49, 6.44s/it] 228/299 6.87G 0.01662 0.01553 0.0001304 0.03228 193 640: 20%|█▉ | 11/56 [01:13<04:49, 6.44s/it] 228/299 6.87G 0.01662 0.01553 0.0001304 0.03228 193 640: 21%|██▏ | 12/56 [01:13<06:33, 8.95s/it] 228/299 6.87G 0.01664 0.01547 0.0001275 0.03223 149 640: 21%|██▏ | 12/56 [01:13<06:33, 8.95s/it] 228/299 6.87G 0.01664 0.01547 0.0001275 0.03223 149 640: 23%|██▎ | 13/56 [01:13<04:31, 6.32s/it] 228/299 6.87G 0.01665 0.0152 0.0001269 0.03198 111 640: 23%|██▎ | 13/56 [01:14<04:31, 6.32s/it] 228/299 6.87G 0.01665 0.0152 0.0001269 0.03198 111 640: 25%|██▌ | 14/56 [01:14<03:08, 4.48s/it] 228/299 6.87G 0.01657 0.01536 0.0001292 0.03206 181 640: 25%|██▌ | 14/56 [01:14<03:08, 4.48s/it] 228/299 6.87G 0.01657 0.01536 0.0001292 0.03206 181 640: 27%|██▋ | 15/56 [01:14<02:11, 3.20s/it] 228/299 6.87G 0.01659 0.0154 0.0001396 0.03213 149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.412 0.366 0.19
0%| | 0/56 [00:00<?, ?it/s] 229/299 6.87G 0.01706 0.01737 8.356e-05 0.03452 174 640: 0%| | 0/56 [00:00<?, ?it/s] 229/299 6.87G 0.01706 0.01737 8.356e-05 0.03452 174 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 229/299 6.87G 0.01716 0.01709 8.829e-05 0.03434 183 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 229/299 6.87G 0.01716 0.01709 8.829e-05 0.03434 183 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 229/299 6.87G 0.01707 0.01598 0.0001024 0.03316 161 640: 4%|▎ | 2/56 [00:29<00:13, 4.05it/s] 229/299 6.87G 0.01707 0.01598 0.0001024 0.03316 161 640: 5%|▌ | 3/56 [00:29<11:42, 13.26s/it] 229/299 6.87G 0.01727 0.01451 0.0001019 0.03189 104 640: 5%|▌ | 3/56 [00:32<11:42, 13.26s/it] 229/299 6.87G 0.01727 0.01451 0.0001019 0.03189 104 640: 7%|▋ | 4/56 [00:32<07:57, 9.18s/it] 229/299 6.87G 0.01696 0.01447 0.0001561 0.03159 168 640: 7%|▋ | 4/56 [00:32<07:57, 9.18s/it] 229/299 6.87G 0.01696 0.01447 0.0001561 0.03159 168 640: 9%|▉ | 5/56 [00:32<05:04, 5.97s/it] 229/299 6.87G 0.01702 0.0141 0.0001453 0.03127 132 640: 9%|▉ | 5/56 [00:32<05:04, 5.97s/it] 229/299 6.87G 0.01702 0.0141 0.0001453 0.03127 132 640: 11%|█ | 6/56 [00:32<03:20, 4.01s/it] 229/299 6.87G 0.01685 0.01363 0.0001715 0.03065 124 640: 11%|█ | 6/56 [00:34<03:20, 4.01s/it] 229/299 6.87G 0.01685 0.01363 0.0001715 0.03065 124 640: 12%|█▎ | 7/56 [00:34<02:42, 3.32s/it] 229/299 6.87G 0.01661 0.01393 0.0001623 0.03071 156 640: 12%|█▎ | 7/56 [00:34<02:42, 3.32s/it] 229/299 6.87G 0.01661 0.01393 0.0001623 0.03071 156 640: 14%|█▍ | 8/56 [00:34<01:52, 2.34s/it] 229/299 6.87G 0.01658 0.01408 0.0001537 0.03081 196 640: 14%|█▍ | 8/56 [00:35<01:52, 2.34s/it] 229/299 6.87G 0.01658 0.01408 0.0001537 0.03081 196 640: 16%|█▌ | 9/56 [00:35<01:19, 1.69s/it] 229/299 6.87G 0.01636 0.01399 0.0001489 0.0305 146 640: 16%|█▌ | 9/56 [00:35<01:19, 1.69s/it] 229/299 6.87G 0.01636 0.01399 0.0001489 0.0305 146 640: 18%|█▊ | 10/56 [00:35<00:56, 1.24s/it] 229/299 6.87G 0.0164 0.01405 0.0001431 0.0306 137 640: 18%|█▊ | 10/56 [01:05<00:56, 1.24s/it] 229/299 6.87G 0.0164 0.01405 0.0001431 0.0306 137 640: 20%|█▉ | 11/56 [01:05<07:36, 10.15s/it] 229/299 6.87G 0.0164 0.01427 0.0001394 0.0308 148 640: 20%|█▉ | 11/56 [01:07<07:36, 10.15s/it] 229/299 6.87G 0.0164 0.01427 0.0001394 0.0308 148 640: 21%|██▏ | 12/56 [01:07<05:30, 7.51s/it] 229/299 6.87G 0.01636 0.01415 0.000135 0.03064 157 640: 21%|██▏ | 12/56 [01:07<05:30, 7.51s/it] 229/299 6.87G 0.01636 0.01415 0.000135 0.03064 157 640: 23%|██▎ | 13/56 [01:07<03:48, 5.32s/it] 229/299 6.87G 0.0162 0.01415 0.0001323 0.03048 151 640: 23%|██▎ | 13/56 [01:07<03:48, 5.32s/it] 229/299 6.87G 0.0162 0.01415 0.0001323 0.03048 151 640: 25%|██▌ | 14/56 [01:07<02:38, 3.78s/it] 229/299 6.87G 0.01622 0.01441 0.00013 0.03075 164 640: 25%|██▌ | 14/56 [01:08<02:38, 3.78s/it] 229/299 6.87G 0.01622 0.01441 0.00013 0.03075 164 640: 27%|██▋ | 15/56 [01:08<01:58, 2.89s/it] 229/299 6.87G 0.01615 0.0145 0.0001272 0.03078 143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.51 0.475 0.374 0.194
0%| | 0/56 [00:00<?, ?it/s] 230/299 6.87G 0.01945 0.01912 8.452e-05 0.03865 194 640: 0%| | 0/56 [00:00<?, ?it/s] 230/299 6.87G 0.01945 0.01912 8.452e-05 0.03865 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 230/299 6.87G 0.01756 0.01762 9.64e-05 0.03528 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 230/299 6.87G 0.01756 0.01762 9.64e-05 0.03528 171 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 230/299 6.87G 0.0172 0.01698 9.661e-05 0.03428 167 640: 4%|▎ | 2/56 [00:32<00:13, 4.05it/s] 230/299 6.87G 0.0172 0.01698 9.661e-05 0.03428 167 640: 5%|▌ | 3/56 [00:32<12:56, 14.65s/it] 230/299 6.87G 0.01708 0.01633 9.638e-05 0.03351 154 640: 5%|▌ | 3/56 [00:32<12:56, 14.65s/it] 230/299 6.87G 0.01708 0.01633 9.638e-05 0.03351 154 640: 7%|▋ | 4/56 [00:32<07:45, 8.96s/it] 230/299 6.87G 0.01716 0.01562 0.0001167 0.03289 150 640: 7%|▋ | 4/56 [00:32<07:45, 8.96s/it] 230/299 6.87G 0.01716 0.01562 0.0001167 0.03289 150 640: 9%|▉ | 5/56 [00:32<04:57, 5.82s/it] 230/299 6.87G 0.01702 0.01553 0.000143 0.0327 175 640: 9%|▉ | 5/56 [00:33<04:57, 5.82s/it] 230/299 6.87G 0.01702 0.01553 0.000143 0.0327 175 640: 11%|█ | 6/56 [00:33<03:16, 3.92s/it] 230/299 6.87G 0.01691 0.01501 0.0001359 0.03205 148 640: 11%|█ | 6/56 [00:38<03:16, 3.92s/it] 230/299 6.87G 0.01691 0.01501 0.0001359 0.03205 148 640: 12%|█▎ | 7/56 [00:38<03:35, 4.39s/it] 230/299 6.87G 0.01664 0.01505 0.000137 0.03182 169 640: 12%|█▎ | 7/56 [00:38<03:35, 4.39s/it] 230/299 6.87G 0.01664 0.01505 0.000137 0.03182 169 640: 14%|█▍ | 8/56 [00:38<02:27, 3.07s/it] 230/299 6.87G 0.01671 0.01493 0.0001314 0.03177 151 640: 14%|█▍ | 8/56 [00:38<02:27, 3.07s/it] 230/299 6.87G 0.01671 0.01493 0.0001314 0.03177 151 640: 16%|█▌ | 9/56 [00:38<01:43, 2.19s/it] 230/299 6.87G 0.01668 0.01496 0.0001375 0.03178 181 640: 16%|█▌ | 9/56 [00:39<01:43, 2.19s/it] 230/299 6.87G 0.01668 0.01496 0.0001375 0.03178 181 640: 18%|█▊ | 10/56 [00:39<01:12, 1.59s/it] 230/299 6.87G 0.01664 0.01496 0.0001926 0.03179 159 640: 18%|█▊ | 10/56 [01:06<01:12, 1.59s/it] 230/299 6.87G 0.01664 0.01496 0.0001926 0.03179 159 640: 20%|█▉ | 11/56 [01:06<07:05, 9.46s/it] 230/299 6.87G 0.01647 0.01477 0.000184 0.03142 134 640: 20%|█▉ | 11/56 [01:06<07:05, 9.46s/it] 230/299 6.87G 0.01647 0.01477 0.000184 0.03142 134 640: 21%|██▏ | 12/56 [01:06<04:52, 6.65s/it] 230/299 6.87G 0.01636 0.01487 0.0001761 0.03141 113 640: 21%|██▏ | 12/56 [01:06<04:52, 6.65s/it] 230/299 6.87G 0.01636 0.01487 0.0001761 0.03141 113 640: 23%|██▎ | 13/56 [01:06<03:22, 4.72s/it] 230/299 6.87G 0.01628 0.0149 0.0001733 0.03135 184 640: 23%|██▎ | 13/56 [01:07<03:22, 4.72s/it] 230/299 6.87G 0.01628 0.0149 0.0001733 0.03135 184 640: 25%|██▌ | 14/56 [01:07<02:21, 3.36s/it] 230/299 6.87G 0.01625 0.01499 0.000168 0.0314 181 640: 25%|██▌ | 14/56 [01:12<02:21, 3.36s/it] 230/299 6.87G 0.01625 0.01499 0.000168 0.0314 181 640: 27%|██▋ | 15/56 [01:12<02:42, 3.96s/it] 230/299 6.87G 0.01612 0.01477 0.0001628 0.03105 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.537 0.477 0.392 0.201
0%| | 0/56 [00:00<?, ?it/s] 231/299 6.87G 0.01766 0.0203 8.13e-05 0.03804 197 640: 0%| | 0/56 [00:00<?, ?it/s] 231/299 6.87G 0.01766 0.0203 8.13e-05 0.03804 197 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 231/299 6.87G 0.01721 0.01649 0.000123 0.03383 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 231/299 6.87G 0.01721 0.01649 0.000123 0.03383 157 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 231/299 6.87G 0.01744 0.01605 0.0001594 0.03365 203 640: 4%|▎ | 2/56 [00:26<00:13, 4.04it/s] 231/299 6.87G 0.01744 0.01605 0.0001594 0.03365 203 640: 5%|▌ | 3/56 [00:26<10:42, 12.13s/it] 231/299 6.87G 0.01719 0.01576 0.0001417 0.03309 196 640: 5%|▌ | 3/56 [00:37<10:42, 12.13s/it] 231/299 6.87G 0.01719 0.01576 0.0001417 0.03309 196 640: 7%|▋ | 4/56 [00:37<09:57, 11.49s/it] 231/299 6.87G 0.01689 0.01549 0.0001961 0.03257 166 640: 7%|▋ | 4/56 [00:37<09:57, 11.49s/it] 231/299 6.87G 0.01689 0.01549 0.0001961 0.03257 166 640: 9%|▉ | 5/56 [00:37<06:19, 7.44s/it] 231/299 6.87G 0.01656 0.01494 0.0001831 0.03168 119 640: 9%|▉ | 5/56 [00:37<06:19, 7.44s/it] 231/299 6.87G 0.01656 0.01494 0.0001831 0.03168 119 640: 11%|█ | 6/56 [00:37<04:09, 4.99s/it] 231/299 6.87G 0.01658 0.01482 0.0001994 0.0316 148 640: 11%|█ | 6/56 [00:37<04:09, 4.99s/it] 231/299 6.87G 0.01658 0.01482 0.0001994 0.0316 148 640: 12%|█▎ | 7/56 [00:37<02:48, 3.43s/it] 231/299 6.87G 0.01629 0.01477 0.0001859 0.03125 158 640: 12%|█▎ | 7/56 [00:38<02:48, 3.43s/it] 231/299 6.87G 0.01629 0.01477 0.0001859 0.03125 158 640: 14%|█▍ | 8/56 [00:38<01:55, 2.41s/it] 231/299 6.87G 0.0164 0.01452 0.0001755 0.03109 173 640: 14%|█▍ | 8/56 [00:38<01:55, 2.41s/it] 231/299 6.87G 0.0164 0.01452 0.0001755 0.03109 173 640: 16%|█▌ | 9/56 [00:38<01:21, 1.74s/it] 231/299 6.87G 0.01642 0.01454 0.0001717 0.03113 196 640: 16%|█▌ | 9/56 [00:38<01:21, 1.74s/it] 231/299 6.87G 0.01642 0.01454 0.0001717 0.03113 196 640: 18%|█▊ | 10/56 [00:38<00:58, 1.27s/it] 231/299 6.87G 0.0163 0.01451 0.0001658 0.03098 153 640: 18%|█▊ | 10/56 [01:00<00:58, 1.27s/it] 231/299 6.87G 0.0163 0.01451 0.0001658 0.03098 153 640: 20%|█▉ | 11/56 [01:00<05:46, 7.70s/it] 231/299 6.87G 0.01613 0.01462 0.0001711 0.03092 170 640: 20%|█▉ | 11/56 [01:11<05:46, 7.70s/it] 231/299 6.87G 0.01613 0.01462 0.0001711 0.03092 170 640: 21%|██▏ | 12/56 [01:11<06:10, 8.42s/it] 231/299 6.87G 0.01613 0.01456 0.0002208 0.0309 135 640: 21%|██▏ | 12/56 [01:11<06:10, 8.42s/it] 231/299 6.87G 0.01613 0.01456 0.0002208 0.0309 135 640: 23%|██▎ | 13/56 [01:11<04:15, 5.95s/it] 231/299 6.87G 0.01615 0.01462 0.0002144 0.03098 171 640: 23%|██▎ | 13/56 [01:11<04:15, 5.95s/it] 231/299 6.87G 0.01615 0.01462 0.0002144 0.03098 171 640: 25%|██▌ | 14/56 [01:11<02:57, 4.22s/it] 231/299 6.87G 0.016 0.0145 0.0002079 0.03071 141 640: 25%|██▌ | 14/56 [01:11<02:57, 4.22s/it] 231/299 6.87G 0.016 0.0145 0.0002079 0.03071 141 640: 27%|██▋ | 15/56 [01:11<02:03, 3.02s/it] 231/299 6.87G 0.01593 0.01434 0.0002037 0.03048 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.528 0.474 0.383 0.197
0%| | 0/56 [00:00<?, ?it/s] 232/299 6.87G 0.01862 0.01782 7.959e-05 0.03651 152 640: 0%| | 0/56 [00:00<?, ?it/s] 232/299 6.87G 0.01862 0.01782 7.959e-05 0.03651 152 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 232/299 6.87G 0.01703 0.01521 0.0001111 0.03235 141 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 232/299 6.87G 0.01703 0.01521 0.0001111 0.03235 141 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 232/299 6.87G 0.01635 0.01493 0.0001017 0.03139 159 640: 4%|▎ | 2/56 [00:22<00:13, 4.03it/s] 232/299 6.87G 0.01635 0.01493 0.0001017 0.03139 159 640: 5%|▌ | 3/56 [00:22<08:47, 9.96s/it] 232/299 6.87G 0.01625 0.01473 0.0001065 0.03108 147 640: 5%|▌ | 3/56 [00:33<08:47, 9.96s/it] 232/299 6.87G 0.01625 0.01473 0.0001065 0.03108 147 640: 7%|▋ | 4/56 [00:33<09:07, 10.53s/it] 232/299 6.87G 0.01628 0.01476 0.0001037 0.03114 164 640: 7%|▋ | 4/56 [00:33<09:07, 10.53s/it] 232/299 6.87G 0.01628 0.01476 0.0001037 0.03114 164 640: 9%|▉ | 5/56 [00:33<05:47, 6.82s/it] 232/299 6.87G 0.01625 0.01447 0.0001024 0.03082 141 640: 9%|▉ | 5/56 [00:33<05:47, 6.82s/it] 232/299 6.87G 0.01625 0.01447 0.0001024 0.03082 141 640: 11%|█ | 6/56 [00:33<03:48, 4.58s/it] 232/299 6.87G 0.01598 0.01428 0.0001011 0.03037 151 640: 11%|█ | 6/56 [00:40<03:48, 4.58s/it] 232/299 6.87G 0.01598 0.01428 0.0001011 0.03037 151 640: 12%|█▎ | 7/56 [00:40<04:10, 5.12s/it] 232/299 6.87G 0.01584 0.01433 9.908e-05 0.03026 165 640: 12%|█▎ | 7/56 [00:40<04:10, 5.12s/it] 232/299 6.87G 0.01584 0.01433 9.908e-05 0.03026 165 640: 14%|█▍ | 8/56 [00:40<02:50, 3.56s/it] 232/299 6.87G 0.01598 0.01414 9.773e-05 0.03022 156 640: 14%|█▍ | 8/56 [00:40<02:50, 3.56s/it] 232/299 6.87G 0.01598 0.01414 9.773e-05 0.03022 156 640: 16%|█▌ | 9/56 [00:40<01:58, 2.53s/it] 232/299 6.87G 0.0161 0.01454 0.0001022 0.03074 221 640: 16%|█▌ | 9/56 [00:40<01:58, 2.53s/it] 232/299 6.87G 0.0161 0.01454 0.0001022 0.03074 221 640: 18%|█▊ | 10/56 [00:40<01:23, 1.82s/it] 232/299 6.87G 0.01623 0.01483 0.0001156 0.03118 181 640: 18%|█▊ | 10/56 [00:55<01:23, 1.82s/it] 232/299 6.87G 0.01623 0.01483 0.0001156 0.03118 181 640: 20%|█▉ | 11/56 [00:55<04:25, 5.89s/it] 232/299 6.87G 0.01623 0.01488 0.0001706 0.03129 127 640: 20%|█▉ | 11/56 [01:07<04:25, 5.89s/it] 232/299 6.87G 0.01623 0.01488 0.0001706 0.03129 127 640: 21%|██▏ | 12/56 [01:07<05:31, 7.54s/it] 232/299 6.87G 0.01612 0.01472 0.0001642 0.03101 133 640: 21%|██▏ | 12/56 [01:07<05:31, 7.54s/it] 232/299 6.87G 0.01612 0.01472 0.0001642 0.03101 133 640: 23%|██▎ | 13/56 [01:07<03:49, 5.34s/it] 232/299 6.87G 0.01615 0.01472 0.0001592 0.03104 153 640: 23%|██▎ | 13/56 [01:07<03:49, 5.34s/it] 232/299 6.87G 0.01615 0.01472 0.0001592 0.03104 153 640: 25%|██▌ | 14/56 [01:07<02:39, 3.79s/it] 232/299 6.87G 0.01603 0.01462 0.0001546 0.0308 131 640: 25%|██▌ | 14/56 [01:13<02:39, 3.79s/it] 232/299 6.87G 0.01603 0.01462 0.0001546 0.0308 131 640: 27%|██▋ | 15/56 [01:13<03:05, 4.53s/it] 232/299 6.87G 0.01594 0.01446 0.0001501 0.03055 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.507 0.507 0.393 0.206
0%| | 0/56 [00:00<?, ?it/s] 233/299 6.87G 0.01821 0.02249 9.972e-05 0.0408 222 640: 0%| | 0/56 [00:00<?, ?it/s] 233/299 6.87G 0.01821 0.02249 9.972e-05 0.0408 222 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 233/299 6.87G 0.01799 0.01774 9.767e-05 0.03583 131 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 233/299 6.87G 0.01799 0.01774 9.767e-05 0.03583 131 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 233/299 6.87G 0.01843 0.01715 9.827e-05 0.03568 164 640: 4%|▎ | 2/56 [00:24<00:13, 4.05it/s] 233/299 6.87G 0.01843 0.01715 9.827e-05 0.03568 164 640: 5%|▌ | 3/56 [00:24<09:45, 11.05s/it] 233/299 6.87G 0.01812 0.01617 9.576e-05 0.03439 151 640: 5%|▌ | 3/56 [00:37<09:45, 11.05s/it] 233/299 6.87G 0.01812 0.01617 9.576e-05 0.03439 151 640: 7%|▋ | 4/56 [00:37<10:11, 11.76s/it] 233/299 6.87G 0.0179 0.01559 0.0001442 0.03363 136 640: 7%|▋ | 4/56 [00:37<10:11, 11.76s/it] 233/299 6.87G 0.0179 0.01559 0.0001442 0.03363 136 640: 9%|▉ | 5/56 [00:37<06:28, 7.61s/it] 233/299 6.87G 0.01761 0.01504 0.0001343 0.03279 133 640: 9%|▉ | 5/56 [00:37<06:28, 7.61s/it] 233/299 6.87G 0.01761 0.01504 0.0001343 0.03279 133 640: 11%|█ | 6/56 [00:37<04:15, 5.10s/it] 233/299 6.87G 0.01755 0.01482 0.0001282 0.03249 150 640: 11%|█ | 6/56 [00:37<04:15, 5.10s/it] 233/299 6.87G 0.01755 0.01482 0.0001282 0.03249 150 640: 12%|█▎ | 7/56 [00:37<02:51, 3.51s/it] 233/299 6.87G 0.01721 0.01431 0.0001234 0.03165 115 640: 12%|█▎ | 7/56 [00:38<02:51, 3.51s/it] 233/299 6.87G 0.01721 0.01431 0.0001234 0.03165 115 640: 14%|█▍ | 8/56 [00:38<01:58, 2.46s/it] 233/299 6.87G 0.01722 0.01428 0.00012 0.03162 159 640: 14%|█▍ | 8/56 [00:38<01:58, 2.46s/it] 233/299 6.87G 0.01722 0.01428 0.00012 0.03162 159 640: 16%|█▌ | 9/56 [00:38<01:23, 1.77s/it] 233/299 6.87G 0.01704 0.01417 0.0001162 0.03133 147 640: 16%|█▌ | 9/56 [00:38<01:23, 1.77s/it] 233/299 6.87G 0.01704 0.01417 0.0001162 0.03133 147 640: 18%|█▊ | 10/56 [00:38<00:59, 1.29s/it] 233/299 6.87G 0.01695 0.01388 0.0001132 0.03094 115 640: 18%|█▊ | 10/56 [01:01<00:59, 1.29s/it] 233/299 6.87G 0.01695 0.01388 0.0001132 0.03094 115 640: 20%|█▉ | 11/56 [01:01<05:52, 7.83s/it] 233/299 6.87G 0.01675 0.01384 0.0001105 0.0307 131 640: 20%|█▉ | 11/56 [01:11<05:52, 7.83s/it] 233/299 6.87G 0.01675 0.01384 0.0001105 0.0307 131 640: 21%|██▏ | 12/56 [01:11<06:12, 8.47s/it] 233/299 6.87G 0.01662 0.01373 0.0001083 0.03045 99 640: 21%|██▏ | 12/56 [01:11<06:12, 8.47s/it] 233/299 6.87G 0.01662 0.01373 0.0001083 0.03045 99 640: 23%|██▎ | 13/56 [01:11<04:17, 5.98s/it] 233/299 6.87G 0.01655 0.01391 0.0001254 0.03059 174 640: 23%|██▎ | 13/56 [01:11<04:17, 5.98s/it] 233/299 6.87G 0.01655 0.01391 0.0001254 0.03059 174 640: 25%|██▌ | 14/56 [01:11<02:58, 4.24s/it] 233/299 6.87G 0.01639 0.01403 0.0001226 0.03054 169 640: 25%|██▌ | 14/56 [01:11<02:58, 4.24s/it] 233/299 6.87G 0.01639 0.01403 0.0001226 0.03054 169 640: 27%|██▋ | 15/56 [01:11<02:04, 3.03s/it] 233/299 6.87G 0.01626 0.01424 0.0001202 0.03062 155
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.539 0.482 0.393 0.2
0%| | 0/56 [00:00<?, ?it/s] 234/299 6.87G 0.01695 0.01817 7.871e-05 0.0352 192 640: 0%| | 0/56 [00:00<?, ?it/s] 234/299 6.87G 0.01695 0.01817 7.871e-05 0.0352 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 234/299 6.87G 0.01718 0.01974 8.709e-05 0.03701 240 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 234/299 6.87G 0.01718 0.01974 8.709e-05 0.03701 240 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 234/299 6.87G 0.01685 0.01811 9.68e-05 0.03506 166 640: 4%|▎ | 2/56 [00:27<00:13, 4.01it/s] 234/299 6.87G 0.01685 0.01811 9.68e-05 0.03506 166 640: 5%|▌ | 3/56 [00:27<11:11, 12.67s/it] 234/299 6.87G 0.01637 0.01684 9.45e-05 0.0333 148 640: 5%|▌ | 3/56 [00:43<11:11, 12.67s/it] 234/299 6.87G 0.01637 0.01684 9.45e-05 0.0333 148 640: 7%|▋ | 4/56 [00:43<12:01, 13.87s/it] 234/299 6.87G 0.01627 0.01667 9.534e-05 0.03303 185 640: 7%|▋ | 4/56 [00:43<12:01, 13.87s/it] 234/299 6.87G 0.01627 0.01667 9.534e-05 0.03303 185 640: 9%|▉ | 5/56 [00:43<07:37, 8.97s/it] 234/299 6.87G 0.01616 0.01601 0.0001214 0.03229 159 640: 9%|▉ | 5/56 [00:44<07:37, 8.97s/it] 234/299 6.87G 0.01616 0.01601 0.0001214 0.03229 159 640: 11%|█ | 6/56 [00:44<04:59, 6.00s/it] 234/299 6.87G 0.01604 0.01576 0.0001172 0.03192 172 640: 11%|█ | 6/56 [00:44<04:59, 6.00s/it] 234/299 6.87G 0.01604 0.01576 0.0001172 0.03192 172 640: 12%|█▎ | 7/56 [00:44<03:21, 4.11s/it] 234/299 6.87G 0.01582 0.01517 0.0001263 0.03112 111 640: 12%|█▎ | 7/56 [00:44<03:21, 4.11s/it] 234/299 6.87G 0.01582 0.01517 0.0001263 0.03112 111 640: 14%|█▍ | 8/56 [00:44<02:17, 2.87s/it] 234/299 6.87G 0.01585 0.01507 0.0001212 0.03104 151 640: 14%|█▍ | 8/56 [00:44<02:17, 2.87s/it] 234/299 6.87G 0.01585 0.01507 0.0001212 0.03104 151 640: 16%|█▌ | 9/56 [00:44<01:36, 2.06s/it] 234/299 6.87G 0.01574 0.0151 0.0001204 0.03097 147 640: 16%|█▌ | 9/56 [00:45<01:36, 2.06s/it] 234/299 6.87G 0.01574 0.0151 0.0001204 0.03097 147 640: 18%|█▊ | 10/56 [00:45<01:08, 1.49s/it] 234/299 6.87G 0.01578 0.01553 0.0001259 0.03144 201 640: 18%|█▊ | 10/56 [01:01<01:08, 1.49s/it] 234/299 6.87G 0.01578 0.01553 0.0001259 0.03144 201 640: 20%|█▉ | 11/56 [01:01<04:36, 6.15s/it] 234/299 6.87G 0.01581 0.01531 0.0001291 0.03124 142 640: 20%|█▉ | 11/56 [01:17<04:36, 6.15s/it] 234/299 6.87G 0.01581 0.01531 0.0001291 0.03124 142 640: 21%|██▏ | 12/56 [01:17<06:39, 9.07s/it] 234/299 6.87G 0.01585 0.01501 0.0001276 0.03099 116 640: 21%|██▏ | 12/56 [01:17<06:39, 9.07s/it] 234/299 6.87G 0.01585 0.01501 0.0001276 0.03099 116 640: 23%|██▎ | 13/56 [01:17<04:35, 6.40s/it] 234/299 6.87G 0.01576 0.01501 0.0001339 0.03091 159 640: 23%|██▎ | 13/56 [01:18<04:35, 6.40s/it] 234/299 6.87G 0.01576 0.01501 0.0001339 0.03091 159 640: 25%|██▌ | 14/56 [01:18<03:10, 4.54s/it] 234/299 6.87G 0.01573 0.01482 0.0001383 0.03069 126 640: 25%|██▌ | 14/56 [01:18<03:10, 4.54s/it] 234/299 6.87G 0.01573 0.01482 0.0001383 0.03069 126 640: 27%|██▋ | 15/56 [01:18<02:12, 3.24s/it] 234/299 6.87G 0.01577 0.01477 0.0001375 0.03068 135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.536 0.462 0.38 0.199
0%| | 0/56 [00:00<?, ?it/s] 235/299 6.87G 0.01954 0.02121 0.0002629 0.04102 182 640: 0%| | 0/56 [00:00<?, ?it/s] 235/299 6.87G 0.01954 0.02121 0.0002629 0.04102 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 235/299 6.87G 0.01799 0.01815 0.0002323 0.03638 167 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 235/299 6.87G 0.01799 0.01815 0.0002323 0.03638 167 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 235/299 6.87G 0.01756 0.01642 0.0002235 0.0342 133 640: 4%|▎ | 2/56 [00:15<00:13, 4.05it/s] 235/299 6.87G 0.01756 0.01642 0.0002235 0.0342 133 640: 5%|▌ | 3/56 [00:15<06:09, 6.97s/it] 235/299 6.87G 0.01728 0.01565 0.0001908 0.03313 128 640: 5%|▌ | 3/56 [00:32<06:09, 6.97s/it] 235/299 6.87G 0.01728 0.01565 0.0001908 0.03313 128 640: 7%|▋ | 4/56 [00:32<09:28, 10.93s/it] 235/299 6.87G 0.01683 0.01461 0.0001715 0.03162 142 640: 7%|▋ | 4/56 [00:32<09:28, 10.93s/it] 235/299 6.87G 0.01683 0.01461 0.0001715 0.03162 142 640: 9%|▉ | 5/56 [00:32<06:01, 7.09s/it] 235/299 6.87G 0.01661 0.01462 0.0001904 0.03142 174 640: 9%|▉ | 5/56 [00:32<06:01, 7.09s/it] 235/299 6.87G 0.01661 0.01462 0.0001904 0.03142 174 640: 11%|█ | 6/56 [00:32<03:57, 4.75s/it] 235/299 6.87G 0.01626 0.01445 0.0001753 0.03089 168 640: 11%|█ | 6/56 [00:33<03:57, 4.75s/it] 235/299 6.87G 0.01626 0.01445 0.0001753 0.03089 168 640: 12%|█▎ | 7/56 [00:33<02:40, 3.27s/it] 235/299 6.87G 0.01602 0.0145 0.0001653 0.03069 144 640: 12%|█▎ | 7/56 [00:33<02:40, 3.27s/it] 235/299 6.87G 0.01602 0.0145 0.0001653 0.03069 144 640: 14%|█▍ | 8/56 [00:33<01:50, 2.31s/it] 235/299 6.87G 0.01608 0.01453 0.0001592 0.03076 166 640: 14%|█▍ | 8/56 [00:33<01:50, 2.31s/it] 235/299 6.87G 0.01608 0.01453 0.0001592 0.03076 166 640: 16%|█▌ | 9/56 [00:33<01:18, 1.67s/it] 235/299 6.87G 0.01593 0.01497 0.0001516 0.03105 218 640: 16%|█▌ | 9/56 [00:33<01:18, 1.67s/it] 235/299 6.87G 0.01593 0.01497 0.0001516 0.03105 218 640: 18%|█▊ | 10/56 [00:33<00:56, 1.22s/it] 235/299 6.87G 0.0159 0.01491 0.0001529 0.03096 132 640: 18%|█▊ | 10/56 [00:50<00:56, 1.22s/it] 235/299 6.87G 0.0159 0.01491 0.0001529 0.03096 132 640: 20%|█▉ | 11/56 [00:50<04:19, 5.77s/it] 235/299 6.87G 0.01588 0.01524 0.0001487 0.03126 182 640: 20%|█▉ | 11/56 [01:06<04:19, 5.77s/it] 235/299 6.87G 0.01588 0.01524 0.0001487 0.03126 182 640: 21%|██▏ | 12/56 [01:06<06:37, 9.02s/it] 235/299 6.87G 0.01587 0.0153 0.0001503 0.03131 145 640: 21%|██▏ | 12/56 [01:06<06:37, 9.02s/it] 235/299 6.87G 0.01587 0.0153 0.0001503 0.03131 145 640: 23%|██▎ | 13/56 [01:06<04:33, 6.37s/it] 235/299 6.87G 0.01594 0.01509 0.0001525 0.03119 157 640: 23%|██▎ | 13/56 [01:06<04:33, 6.37s/it] 235/299 6.87G 0.01594 0.01509 0.0001525 0.03119 157 640: 25%|██▌ | 14/56 [01:06<03:09, 4.51s/it] 235/299 6.87G 0.01589 0.01505 0.0001481 0.03109 172 640: 25%|██▌ | 14/56 [01:07<03:09, 4.51s/it] 235/299 6.87G 0.01589 0.01505 0.0001481 0.03109 172 640: 27%|██▋ | 15/56 [01:07<02:12, 3.22s/it] 235/299 6.87G 0.01574 0.0148 0.000144 0.03068 105
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.568 0.438 0.371 0.193
0%| | 0/56 [00:00<?, ?it/s] 236/299 6.87G 0.01736 0.01625 0.0001686 0.03378 200 640: 0%| | 0/56 [00:00<?, ?it/s] 236/299 6.87G 0.01736 0.01625 0.0001686 0.03378 200 640: 2%|▏ | 1/56 [00:00<00:14, 3.81it/s] 236/299 6.87G 0.01701 0.01533 0.0001364 0.03247 171 640: 2%|▏ | 1/56 [00:00<00:14, 3.81it/s] 236/299 6.87G 0.01701 0.01533 0.0001364 0.03247 171 640: 4%|▎ | 2/56 [00:00<00:12, 4.15it/s] 236/299 6.87G 0.01663 0.01667 0.00019 0.03349 223 640: 4%|▎ | 2/56 [00:18<00:12, 4.15it/s] 236/299 6.87G 0.01663 0.01667 0.00019 0.03349 223 640: 5%|▌ | 3/56 [00:18<07:11, 8.14s/it] 236/299 6.87G 0.01649 0.01619 0.0002243 0.0329 169 640: 5%|▌ | 3/56 [00:43<07:11, 8.14s/it] 236/299 6.87G 0.01649 0.01619 0.0002243 0.0329 169 640: 7%|▋ | 4/56 [00:43<13:06, 15.12s/it] 236/299 6.87G 0.01618 0.01513 0.0002585 0.03156 122 640: 7%|▋ | 4/56 [00:44<13:06, 15.12s/it] 236/299 6.87G 0.01618 0.01513 0.0002585 0.03156 122 640: 9%|▉ | 5/56 [00:44<08:17, 9.76s/it] 236/299 6.87G 0.01595 0.01452 0.0002577 0.03073 110 640: 9%|▉ | 5/56 [00:44<08:17, 9.76s/it] 236/299 6.87G 0.01595 0.01452 0.0002577 0.03073 110 640: 11%|█ | 6/56 [00:44<05:25, 6.52s/it] 236/299 6.87G 0.01586 0.01464 0.0002363 0.03074 188 640: 11%|█ | 6/56 [00:44<05:25, 6.52s/it] 236/299 6.87G 0.01586 0.01464 0.0002363 0.03074 188 640: 12%|█▎ | 7/56 [00:44<03:38, 4.46s/it] 236/299 6.87G 0.01621 0.01524 0.0002254 0.03168 225 640: 12%|█▎ | 7/56 [00:44<03:38, 4.46s/it] 236/299 6.87G 0.01621 0.01524 0.0002254 0.03168 225 640: 14%|█▍ | 8/56 [00:44<02:29, 3.11s/it] 236/299 6.87G 0.01626 0.0151 0.0002181 0.03158 145 640: 14%|█▍ | 8/56 [00:45<02:29, 3.11s/it] 236/299 6.87G 0.01626 0.0151 0.0002181 0.03158 145 640: 16%|█▌ | 9/56 [00:45<01:44, 2.22s/it] 236/299 6.87G 0.01616 0.01507 0.0002046 0.03143 180 640: 16%|█▌ | 9/56 [00:45<01:44, 2.22s/it] 236/299 6.87G 0.01616 0.01507 0.0002046 0.03143 180 640: 18%|█▊ | 10/56 [00:45<01:13, 1.60s/it] 236/299 6.87G 0.01614 0.01508 0.0002147 0.03143 158 640: 18%|█▊ | 10/56 [00:51<01:13, 1.60s/it] 236/299 6.87G 0.01614 0.01508 0.0002147 0.03143 158 640: 20%|█▉ | 11/56 [00:51<02:22, 3.16s/it] 236/299 6.87G 0.01603 0.01526 0.0002029 0.03149 162 640: 20%|█▉ | 11/56 [01:17<02:22, 3.16s/it] 236/299 6.87G 0.01603 0.01526 0.0002029 0.03149 162 640: 21%|██▏ | 12/56 [01:17<07:23, 10.09s/it] 236/299 6.87G 0.01603 0.01495 0.0002001 0.03118 120 640: 21%|██▏ | 12/56 [01:18<07:23, 10.09s/it] 236/299 6.87G 0.01603 0.01495 0.0002001 0.03118 120 640: 23%|██▎ | 13/56 [01:18<05:05, 7.11s/it] 236/299 6.87G 0.01596 0.01474 0.0001916 0.0309 152 640: 23%|██▎ | 13/56 [01:18<05:05, 7.11s/it] 236/299 6.87G 0.01596 0.01474 0.0001916 0.0309 152 640: 25%|██▌ | 14/56 [01:18<03:31, 5.03s/it] 236/299 6.87G 0.01591 0.01451 0.0001854 0.03061 120 640: 25%|██▌ | 14/56 [01:18<03:31, 5.03s/it] 236/299 6.87G 0.01591 0.01451 0.0001854 0.03061 120 640: 27%|██▋ | 15/56 [01:18<02:26, 3.58s/it] 236/299 6.87G 0.01585 0.01453 0.0001801 0.03056 130
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.539 0.481 0.383 0.2
0%| | 0/56 [00:00<?, ?it/s] 237/299 6.87G 0.01731 0.01675 8.427e-05 0.03415 200 640: 0%| | 0/56 [00:00<?, ?it/s] 237/299 6.87G 0.01731 0.01675 8.427e-05 0.03415 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 237/299 6.87G 0.01643 0.0154 9.969e-05 0.03193 167 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 237/299 6.87G 0.01643 0.0154 9.969e-05 0.03193 167 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 237/299 6.87G 0.01707 0.01553 0.0001075 0.03271 194 640: 4%|▎ | 2/56 [00:05<00:13, 4.03it/s] 237/299 6.87G 0.01707 0.01553 0.0001075 0.03271 194 640: 5%|▌ | 3/56 [00:05<02:07, 2.40s/it] 237/299 6.87G 0.01673 0.01484 0.0001025 0.03168 143 640: 5%|▌ | 3/56 [00:41<02:07, 2.40s/it] 237/299 6.87G 0.01673 0.01484 0.0001025 0.03168 143 640: 7%|▋ | 4/56 [00:41<13:37, 15.71s/it] 237/299 6.87G 0.01675 0.01561 0.0001732 0.03254 229 640: 7%|▋ | 4/56 [00:41<13:37, 15.71s/it] 237/299 6.87G 0.01675 0.01561 0.0001732 0.03254 229 640: 9%|▉ | 5/56 [00:41<08:37, 10.14s/it] 237/299 6.87G 0.01636 0.01488 0.0001915 0.03144 104 640: 9%|▉ | 5/56 [00:42<08:37, 10.14s/it] 237/299 6.87G 0.01636 0.01488 0.0001915 0.03144 104 640: 11%|█ | 6/56 [00:42<05:38, 6.77s/it] 237/299 6.87G 0.01624 0.01493 0.0001823 0.03135 179 640: 11%|█ | 6/56 [00:42<05:38, 6.77s/it] 237/299 6.87G 0.01624 0.01493 0.0001823 0.03135 179 640: 12%|█▎ | 7/56 [00:42<03:46, 4.63s/it] 237/299 6.87G 0.01621 0.01514 0.0001819 0.03154 188 640: 12%|█▎ | 7/56 [00:42<03:46, 4.63s/it] 237/299 6.87G 0.01621 0.01514 0.0001819 0.03154 188 640: 14%|█▍ | 8/56 [00:42<02:34, 3.23s/it] 237/299 6.87G 0.01624 0.01502 0.0001718 0.03143 142 640: 14%|█▍ | 8/56 [00:42<02:34, 3.23s/it] 237/299 6.87G 0.01624 0.01502 0.0001718 0.03143 142 640: 16%|█▌ | 9/56 [00:42<01:47, 2.30s/it] 237/299 6.87G 0.01631 0.01543 0.0001671 0.03191 190 640: 16%|█▌ | 9/56 [00:42<01:47, 2.30s/it] 237/299 6.87G 0.01631 0.01543 0.0001671 0.03191 190 640: 18%|█▊ | 10/56 [00:42<01:16, 1.66s/it] 237/299 6.87G 0.0161 0.01511 0.0001599 0.03137 121 640: 18%|█▊ | 10/56 [00:43<01:16, 1.66s/it] 237/299 6.87G 0.0161 0.01511 0.0001599 0.03137 121 640: 20%|█▉ | 11/56 [00:43<01:02, 1.39s/it] 237/299 6.87G 0.01604 0.01482 0.0001588 0.03102 136 640: 20%|█▉ | 11/56 [01:15<01:02, 1.39s/it] 237/299 6.87G 0.01604 0.01482 0.0001588 0.03102 136 640: 21%|██▏ | 12/56 [01:15<07:46, 10.60s/it] 237/299 6.87G 0.01605 0.01514 0.0001668 0.03136 176 640: 21%|██▏ | 12/56 [01:15<07:46, 10.60s/it] 237/299 6.87G 0.01605 0.01514 0.0001668 0.03136 176 640: 23%|██▎ | 13/56 [01:15<05:21, 7.47s/it] 237/299 6.87G 0.01609 0.01525 0.0001616 0.03151 180 640: 23%|██▎ | 13/56 [01:15<05:21, 7.47s/it] 237/299 6.87G 0.01609 0.01525 0.0001616 0.03151 180 640: 25%|██▌ | 14/56 [01:15<03:41, 5.28s/it] 237/299 6.87G 0.01605 0.01504 0.0001651 0.03126 111 640: 25%|██▌ | 14/56 [01:16<03:41, 5.28s/it] 237/299 6.87G 0.01605 0.01504 0.0001651 0.03126 111 640: 27%|██▋ | 15/56 [01:16<02:34, 3.76s/it] 237/299 6.87G 0.01606 0.01507 0.0001609 0.03129 169
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.558 0.463 0.388 0.198
0%| | 0/56 [00:00<?, ?it/s] 238/299 6.87G 0.01917 0.01856 0.0001048 0.03784 193 640: 0%| | 0/56 [00:00<?, ?it/s] 238/299 6.87G 0.01917 0.01856 0.0001048 0.03784 193 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 238/299 6.87G 0.01932 0.01721 0.0005421 0.03708 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 238/299 6.87G 0.01932 0.01721 0.0005421 0.03708 161 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 238/299 6.87G 0.01823 0.01634 0.0004594 0.03503 179 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 238/299 6.87G 0.01823 0.01634 0.0004594 0.03503 179 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 238/299 6.87G 0.01786 0.01555 0.0003768 0.03379 148 640: 5%|▌ | 3/56 [00:39<00:12, 4.19it/s] 238/299 6.87G 0.01786 0.01555 0.0003768 0.03379 148 640: 7%|▋ | 4/56 [00:39<13:26, 15.51s/it] 238/299 6.87G 0.01779 0.0157 0.0003559 0.03385 195 640: 7%|▋ | 4/56 [00:39<13:26, 15.51s/it] 238/299 6.87G 0.01779 0.0157 0.0003559 0.03385 195 640: 9%|▉ | 5/56 [00:39<08:30, 10.01s/it] 238/299 6.87G 0.01704 0.01477 0.0003168 0.03213 124 640: 9%|▉ | 5/56 [00:40<08:30, 10.01s/it] 238/299 6.87G 0.01704 0.01477 0.0003168 0.03213 124 640: 11%|█ | 6/56 [00:40<05:34, 6.68s/it] 238/299 6.87G 0.01696 0.01529 0.0003143 0.03256 227 640: 11%|█ | 6/56 [00:40<05:34, 6.68s/it] 238/299 6.87G 0.01696 0.01529 0.0003143 0.03256 227 640: 12%|█▎ | 7/56 [00:40<03:43, 4.57s/it] 238/299 6.87G 0.01681 0.01523 0.0002868 0.03233 132 640: 12%|█▎ | 7/56 [00:40<03:43, 4.57s/it] 238/299 6.87G 0.01681 0.01523 0.0002868 0.03233 132 640: 14%|█▍ | 8/56 [00:40<02:32, 3.19s/it] 238/299 6.87G 0.01675 0.01499 0.0002656 0.03201 156 640: 14%|█▍ | 8/56 [00:40<02:32, 3.19s/it] 238/299 6.87G 0.01675 0.01499 0.0002656 0.03201 156 640: 16%|█▌ | 9/56 [00:40<01:46, 2.27s/it] 238/299 6.87G 0.01665 0.01531 0.0002564 0.03221 216 640: 16%|█▌ | 9/56 [00:41<01:46, 2.27s/it] 238/299 6.87G 0.01665 0.01531 0.0002564 0.03221 216 640: 18%|█▊ | 10/56 [00:41<01:15, 1.64s/it] 238/299 6.87G 0.01647 0.015 0.000242 0.03171 116 640: 18%|█▊ | 10/56 [00:41<01:15, 1.64s/it] 238/299 6.87G 0.01647 0.015 0.000242 0.03171 116 640: 20%|█▉ | 11/56 [00:41<00:54, 1.21s/it] 238/299 6.87G 0.01642 0.01523 0.0002369 0.03189 202 640: 20%|█▉ | 11/56 [01:13<00:54, 1.21s/it] 238/299 6.87G 0.01642 0.01523 0.0002369 0.03189 202 640: 21%|██▏ | 12/56 [01:13<07:47, 10.62s/it] 238/299 6.87G 0.01624 0.01502 0.0002251 0.03149 139 640: 21%|██▏ | 12/56 [01:13<07:47, 10.62s/it] 238/299 6.87G 0.01624 0.01502 0.0002251 0.03149 139 640: 23%|██▎ | 13/56 [01:13<05:21, 7.49s/it] 238/299 6.87G 0.01616 0.01506 0.0002163 0.03144 170 640: 23%|██▎ | 13/56 [01:13<05:21, 7.49s/it] 238/299 6.87G 0.01616 0.01506 0.0002163 0.03144 170 640: 25%|██▌ | 14/56 [01:13<03:42, 5.29s/it] 238/299 6.87G 0.01602 0.01505 0.000209 0.03128 169 640: 25%|██▌ | 14/56 [01:14<03:42, 5.29s/it] 238/299 6.87G 0.01602 0.01505 0.000209 0.03128 169 640: 27%|██▋ | 15/56 [01:14<02:34, 3.77s/it] 238/299 6.87G 0.01588 0.01483 0.0002314 0.03094 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.541 0.48 0.392 0.202
0%| | 0/56 [00:00<?, ?it/s] 239/299 6.87G 0.01734 0.0159 0.000292 0.03353 171 640: 0%| | 0/56 [00:00<?, ?it/s] 239/299 6.87G 0.01734 0.0159 0.000292 0.03353 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 239/299 6.87G 0.01733 0.01555 0.0002478 0.03313 211 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 239/299 6.87G 0.01733 0.01555 0.0002478 0.03313 211 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 239/299 6.87G 0.0169 0.01547 0.0001925 0.03256 159 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 239/299 6.87G 0.0169 0.01547 0.0001925 0.03256 159 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 239/299 6.87G 0.01678 0.01493 0.000172 0.03188 175 640: 5%|▌ | 3/56 [00:31<00:12, 4.20it/s] 239/299 6.87G 0.01678 0.01493 0.000172 0.03188 175 640: 7%|▋ | 4/56 [00:31<10:45, 12.41s/it] 239/299 6.87G 0.0168 0.01516 0.0001758 0.03214 174 640: 7%|▋ | 4/56 [00:32<10:45, 12.41s/it] 239/299 6.87G 0.0168 0.01516 0.0001758 0.03214 174 640: 9%|▉ | 5/56 [00:32<06:49, 8.03s/it] 239/299 6.87G 0.01633 0.01466 0.0001744 0.03117 137 640: 9%|▉ | 5/56 [00:32<06:49, 8.03s/it] 239/299 6.87G 0.01633 0.01466 0.0001744 0.03117 137 640: 11%|█ | 6/56 [00:32<04:28, 5.38s/it] 239/299 6.87G 0.01595 0.01419 0.0001623 0.03031 108 640: 11%|█ | 6/56 [00:32<04:28, 5.38s/it] 239/299 6.87G 0.01595 0.01419 0.0001623 0.03031 108 640: 12%|█▎ | 7/56 [00:32<03:00, 3.69s/it] 239/299 6.87G 0.01585 0.014 0.0001594 0.03001 147 640: 12%|█▎ | 7/56 [00:32<03:00, 3.69s/it] 239/299 6.87G 0.01585 0.014 0.0001594 0.03001 147 640: 14%|█▍ | 8/56 [00:32<02:04, 2.59s/it] 239/299 6.87G 0.01608 0.01396 0.0002313 0.03027 180 640: 14%|█▍ | 8/56 [00:33<02:04, 2.59s/it] 239/299 6.87G 0.01608 0.01396 0.0002313 0.03027 180 640: 16%|█▌ | 9/56 [00:33<01:27, 1.86s/it] 239/299 6.87G 0.01595 0.01397 0.0002274 0.03014 121 640: 16%|█▌ | 9/56 [00:33<01:27, 1.86s/it] 239/299 6.87G 0.01595 0.01397 0.0002274 0.03014 121 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 239/299 6.87G 0.01593 0.01419 0.000215 0.03034 147 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 239/299 6.87G 0.01593 0.01419 0.000215 0.03034 147 640: 20%|█▉ | 11/56 [00:33<00:45, 1.01s/it] 239/299 6.87G 0.01583 0.01427 0.0002044 0.0303 147 640: 20%|█▉ | 11/56 [01:06<00:45, 1.01s/it] 239/299 6.87G 0.01583 0.01427 0.0002044 0.0303 147 640: 21%|██▏ | 12/56 [01:06<07:51, 10.71s/it] 239/299 6.87G 0.01584 0.01425 0.0001975 0.03028 159 640: 21%|██▏ | 12/56 [01:06<07:51, 10.71s/it] 239/299 6.87G 0.01584 0.01425 0.0001975 0.03028 159 640: 23%|██▎ | 13/56 [01:06<05:24, 7.55s/it] 239/299 6.87G 0.01571 0.0142 0.0002007 0.0301 150 640: 23%|██▎ | 13/56 [01:06<05:24, 7.55s/it] 239/299 6.87G 0.01571 0.0142 0.0002007 0.0301 150 640: 25%|██▌ | 14/56 [01:06<03:44, 5.34s/it] 239/299 6.87G 0.01572 0.01426 0.0001976 0.03018 197 640: 25%|██▌ | 14/56 [01:07<03:44, 5.34s/it] 239/299 6.87G 0.01572 0.01426 0.0001976 0.03018 197 640: 27%|██▋ | 15/56 [01:07<02:35, 3.80s/it] 239/299 6.87G 0.01566 0.01429 0.0001943 0.03015 151
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.501 0.492 0.392 0.202
0%| | 0/56 [00:00<?, ?it/s] 240/299 6.87G 0.01721 0.01565 8.628e-05 0.03294 163 640: 0%| | 0/56 [00:00<?, ?it/s] 240/299 6.87G 0.01721 0.01565 8.628e-05 0.03294 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 240/299 6.87G 0.01615 0.01553 0.0001058 0.03178 188 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 240/299 6.87G 0.01615 0.01553 0.0001058 0.03178 188 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 240/299 6.87G 0.0163 0.01422 9.865e-05 0.03061 143 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 240/299 6.87G 0.0163 0.01422 9.865e-05 0.03061 143 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 240/299 6.87G 0.01613 0.01383 9.233e-05 0.03005 148 640: 5%|▌ | 3/56 [00:39<00:12, 4.20it/s] 240/299 6.87G 0.01613 0.01383 9.233e-05 0.03005 148 640: 7%|▋ | 4/56 [00:39<13:31, 15.60s/it] 240/299 6.87G 0.01643 0.01468 0.0001868 0.0313 194 640: 7%|▋ | 4/56 [00:40<13:31, 15.60s/it] 240/299 6.87G 0.01643 0.01468 0.0001868 0.0313 194 640: 9%|▉ | 5/56 [00:40<08:33, 10.06s/it] 240/299 6.87G 0.01618 0.01418 0.0001916 0.03055 171 640: 9%|▉ | 5/56 [00:40<08:33, 10.06s/it] 240/299 6.87G 0.01618 0.01418 0.0001916 0.03055 171 640: 11%|█ | 6/56 [00:40<05:35, 6.72s/it] 240/299 6.87G 0.01597 0.01403 0.000175 0.03018 164 640: 11%|█ | 6/56 [00:40<05:35, 6.72s/it] 240/299 6.87G 0.01597 0.01403 0.000175 0.03018 164 640: 12%|█▎ | 7/56 [00:40<03:45, 4.60s/it] 240/299 6.87G 0.016 0.01423 0.0001866 0.03042 187 640: 12%|█▎ | 7/56 [00:40<03:45, 4.60s/it] 240/299 6.87G 0.016 0.01423 0.0001866 0.03042 187 640: 14%|█▍ | 8/56 [00:40<02:33, 3.20s/it] 240/299 6.87G 0.01604 0.01427 0.0001753 0.03048 144 640: 14%|█▍ | 8/56 [00:41<02:33, 3.20s/it] 240/299 6.87G 0.01604 0.01427 0.0001753 0.03048 144 640: 16%|█▌ | 9/56 [00:41<01:47, 2.29s/it] 240/299 6.87G 0.016 0.01446 0.0001674 0.03062 209 640: 16%|█▌ | 9/56 [00:41<01:47, 2.29s/it] 240/299 6.87G 0.016 0.01446 0.0001674 0.03062 209 640: 18%|█▊ | 10/56 [00:41<01:15, 1.65s/it] 240/299 6.87G 0.01587 0.01446 0.0001604 0.03049 132 640: 18%|█▊ | 10/56 [00:41<01:15, 1.65s/it] 240/299 6.87G 0.01587 0.01446 0.0001604 0.03049 132 640: 20%|█▉ | 11/56 [00:41<00:54, 1.22s/it] 240/299 6.87G 0.01579 0.01461 0.0001616 0.03056 160 640: 20%|█▉ | 11/56 [01:13<00:54, 1.22s/it] 240/299 6.87G 0.01579 0.01461 0.0001616 0.03056 160 640: 21%|██▏ | 12/56 [01:13<07:44, 10.55s/it] 240/299 6.87G 0.01587 0.01474 0.0001556 0.03076 174 640: 21%|██▏ | 12/56 [01:13<07:44, 10.55s/it] 240/299 6.87G 0.01587 0.01474 0.0001556 0.03076 174 640: 23%|██▎ | 13/56 [01:13<05:19, 7.44s/it] 240/299 6.87G 0.01575 0.01461 0.0001525 0.03051 134 640: 23%|██▎ | 13/56 [01:13<05:19, 7.44s/it] 240/299 6.87G 0.01575 0.01461 0.0001525 0.03051 134 640: 25%|██▌ | 14/56 [01:13<03:40, 5.26s/it] 240/299 6.87G 0.01561 0.01444 0.0001473 0.0302 147 640: 25%|██▌ | 14/56 [01:14<03:40, 5.26s/it] 240/299 6.87G 0.01561 0.01444 0.0001473 0.0302 147 640: 27%|██▋ | 15/56 [01:14<02:33, 3.74s/it] 240/299 6.87G 0.01564 0.01448 0.0001434 0.03027 128
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.572 0.463 0.403 0.21
0%| | 0/56 [00:00<?, ?it/s] 241/299 6.87G 0.01713 0.01743 9.49e-05 0.03466 194 640: 0%| | 0/56 [00:00<?, ?it/s] 241/299 6.87G 0.01713 0.01743 9.49e-05 0.03466 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 241/299 6.87G 0.01662 0.01508 0.0001219 0.03182 123 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 241/299 6.87G 0.01662 0.01508 0.0001219 0.03182 123 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 241/299 6.87G 0.01623 0.01503 0.000119 0.03138 165 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 241/299 6.87G 0.01623 0.01503 0.000119 0.03138 165 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 241/299 6.87G 0.01605 0.01393 0.0001094 0.03009 110 640: 5%|▌ | 3/56 [00:32<00:12, 4.18it/s] 241/299 6.87G 0.01605 0.01393 0.0001094 0.03009 110 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 241/299 6.87G 0.01609 0.01376 0.0001295 0.02999 144 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 241/299 6.87G 0.01609 0.01376 0.0001295 0.02999 144 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 241/299 6.87G 0.01619 0.01421 0.0001794 0.03058 189 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 241/299 6.87G 0.01619 0.01421 0.0001794 0.03058 189 640: 11%|█ | 6/56 [00:32<04:34, 5.48s/it] 241/299 6.87G 0.01617 0.01382 0.0001664 0.03016 103 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 241/299 6.87G 0.01617 0.01382 0.0001664 0.03016 103 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 241/299 6.87G 0.01607 0.01383 0.0001561 0.03005 160 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 241/299 6.87G 0.01607 0.01383 0.0001561 0.03005 160 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 241/299 6.87G 0.01616 0.01392 0.0001481 0.03022 173 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 241/299 6.87G 0.01616 0.01392 0.0001481 0.03022 173 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 241/299 6.87G 0.01594 0.01381 0.0001414 0.0299 134 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 241/299 6.87G 0.01594 0.01381 0.0001414 0.0299 134 640: 18%|█▊ | 10/56 [00:33<01:03, 1.38s/it] 241/299 6.87G 0.01596 0.014 0.0001458 0.03011 214 640: 18%|█▊ | 10/56 [00:34<01:03, 1.38s/it] 241/299 6.87G 0.01596 0.014 0.0001458 0.03011 214 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 241/299 6.87G 0.01598 0.01433 0.0001618 0.03046 182 640: 20%|█▉ | 11/56 [01:06<00:46, 1.03s/it] 241/299 6.87G 0.01598 0.01433 0.0001618 0.03046 182 640: 21%|██▏ | 12/56 [01:06<07:43, 10.54s/it] 241/299 6.87G 0.01582 0.01422 0.0001573 0.03019 148 640: 21%|██▏ | 12/56 [01:06<07:43, 10.54s/it] 241/299 6.87G 0.01582 0.01422 0.0001573 0.03019 148 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 241/299 6.87G 0.01577 0.01406 0.0001558 0.02998 139 640: 23%|██▎ | 13/56 [01:06<05:19, 7.43s/it] 241/299 6.87G 0.01577 0.01406 0.0001558 0.02998 139 640: 25%|██▌ | 14/56 [01:06<03:40, 5.25s/it] 241/299 6.87G 0.01581 0.01395 0.0001731 0.02993 99 640: 25%|██▌ | 14/56 [01:07<03:40, 5.25s/it] 241/299 6.87G 0.01581 0.01395 0.0001731 0.02993 99 640: 27%|██▋ | 15/56 [01:07<02:33, 3.74s/it] 241/299 6.87G 0.01563 0.01376 0.0001674 0.02956 122
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.568 0.436 0.384 0.198
0%| | 0/56 [00:00<?, ?it/s] 242/299 6.87G 0.01729 0.01843 7.336e-05 0.0358 160 640: 0%| | 0/56 [00:00<?, ?it/s] 242/299 6.87G 0.01729 0.01843 7.336e-05 0.0358 160 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 242/299 6.87G 0.01609 0.01699 8.986e-05 0.03317 199 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 242/299 6.87G 0.01609 0.01699 8.986e-05 0.03317 199 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 242/299 6.87G 0.01572 0.01699 9.71e-05 0.03281 231 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 242/299 6.87G 0.01572 0.01699 9.71e-05 0.03281 231 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 242/299 6.87G 0.01566 0.01646 9.968e-05 0.03222 189 640: 5%|▌ | 3/56 [00:42<00:12, 4.20it/s] 242/299 6.87G 0.01566 0.01646 9.968e-05 0.03222 189 640: 7%|▋ | 4/56 [00:42<14:23, 16.61s/it] 242/299 6.87G 0.01563 0.01527 9.753e-05 0.03099 117 640: 7%|▋ | 4/56 [00:42<14:23, 16.61s/it] 242/299 6.87G 0.01563 0.01527 9.753e-05 0.03099 117 640: 9%|▉ | 5/56 [00:42<09:06, 10.71s/it] 242/299 6.87G 0.01568 0.01533 0.0001521 0.03116 163 640: 9%|▉ | 5/56 [00:42<09:06, 10.71s/it] 242/299 6.87G 0.01568 0.01533 0.0001521 0.03116 163 640: 11%|█ | 6/56 [00:42<05:57, 7.15s/it] 242/299 6.87G 0.01573 0.01503 0.0001419 0.0309 129 640: 11%|█ | 6/56 [00:43<05:57, 7.15s/it] 242/299 6.87G 0.01573 0.01503 0.0001419 0.0309 129 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 242/299 6.87G 0.01565 0.01458 0.0001448 0.03037 120 640: 12%|█▎ | 7/56 [00:43<03:59, 4.88s/it] 242/299 6.87G 0.01565 0.01458 0.0001448 0.03037 120 640: 14%|█▍ | 8/56 [00:43<02:43, 3.40s/it] 242/299 6.87G 0.01583 0.01449 0.0001401 0.03046 159 640: 14%|█▍ | 8/56 [00:43<02:43, 3.40s/it] 242/299 6.87G 0.01583 0.01449 0.0001401 0.03046 159 640: 16%|█▌ | 9/56 [00:43<01:53, 2.42s/it] 242/299 6.87G 0.01582 0.01466 0.0001441 0.03063 175 640: 16%|█▌ | 9/56 [00:43<01:53, 2.42s/it] 242/299 6.87G 0.01582 0.01466 0.0001441 0.03063 175 640: 18%|█▊ | 10/56 [00:43<01:20, 1.74s/it] 242/299 6.87G 0.01572 0.01464 0.0001982 0.03055 159 640: 18%|█▊ | 10/56 [00:44<01:20, 1.74s/it] 242/299 6.87G 0.01572 0.01464 0.0001982 0.03055 159 640: 20%|█▉ | 11/56 [00:44<00:57, 1.28s/it] 242/299 6.87G 0.0158 0.0145 0.0002186 0.03052 111 640: 20%|█▉ | 11/56 [01:16<00:57, 1.28s/it] 242/299 6.87G 0.0158 0.0145 0.0002186 0.03052 111 640: 21%|██▏ | 12/56 [01:16<07:51, 10.72s/it] 242/299 6.87G 0.01567 0.01451 0.0002067 0.03038 169 640: 21%|██▏ | 12/56 [01:16<07:51, 10.72s/it] 242/299 6.87G 0.01567 0.01451 0.0002067 0.03038 169 640: 23%|██▎ | 13/56 [01:16<05:24, 7.55s/it] 242/299 6.87G 0.01574 0.01446 0.0001989 0.0304 108 640: 23%|██▎ | 13/56 [01:16<05:24, 7.55s/it] 242/299 6.87G 0.01574 0.01446 0.0001989 0.0304 108 640: 25%|██▌ | 14/56 [01:16<03:44, 5.34s/it] 242/299 6.87G 0.01561 0.01423 0.0001919 0.03003 118 640: 25%|██▌ | 14/56 [01:17<03:44, 5.34s/it] 242/299 6.87G 0.01561 0.01423 0.0001919 0.03003 118 640: 27%|██▋ | 15/56 [01:17<02:35, 3.80s/it] 242/299 6.87G 0.01558 0.01417 0.0001894 0.02994 130
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.547 0.456 0.385 0.194
0%| | 0/56 [00:00<?, ?it/s] 243/299 6.87G 0.01747 0.0184 7.103e-05 0.03594 159 640: 0%| | 0/56 [00:00<?, ?it/s] 243/299 6.87G 0.01747 0.0184 7.103e-05 0.03594 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 243/299 6.87G 0.0169 0.01681 0.0001174 0.03382 169 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 243/299 6.87G 0.0169 0.01681 0.0001174 0.03382 169 640: 4%|▎ | 2/56 [00:00<00:19, 2.75it/s] 243/299 6.87G 0.01684 0.01698 0.0001174 0.03394 187 640: 4%|▎ | 2/56 [00:00<00:19, 2.75it/s] 243/299 6.87G 0.01684 0.01698 0.0001174 0.03394 187 640: 5%|▌ | 3/56 [00:00<00:15, 3.32it/s] 243/299 6.87G 0.01676 0.01543 0.0001106 0.0323 113 640: 5%|▌ | 3/56 [00:34<00:15, 3.32it/s] 243/299 6.87G 0.01676 0.01543 0.0001106 0.0323 113 640: 7%|▋ | 4/56 [00:34<11:31, 13.31s/it] 243/299 6.87G 0.01665 0.01494 0.0001619 0.03175 121 640: 7%|▋ | 4/56 [00:34<11:31, 13.31s/it] 243/299 6.87G 0.01665 0.01494 0.0001619 0.03175 121 640: 9%|▉ | 5/56 [00:34<07:18, 8.60s/it] 243/299 6.87G 0.01685 0.015 0.0001523 0.032 176 640: 9%|▉ | 5/56 [00:34<07:18, 8.60s/it] 243/299 6.87G 0.01685 0.015 0.0001523 0.032 176 640: 11%|█ | 6/56 [00:34<04:47, 5.75s/it] 243/299 6.87G 0.01681 0.01495 0.0001412 0.0319 190 640: 11%|█ | 6/56 [00:34<04:47, 5.75s/it] 243/299 6.87G 0.01681 0.01495 0.0001412 0.0319 190 640: 12%|█▎ | 7/56 [00:34<03:13, 3.94s/it] 243/299 6.87G 0.01659 0.01504 0.0001398 0.03177 163 640: 12%|█▎ | 7/56 [00:35<03:13, 3.94s/it] 243/299 6.87G 0.01659 0.01504 0.0001398 0.03177 163 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 243/299 6.87G 0.01659 0.01475 0.0001333 0.03147 132 640: 14%|█▍ | 8/56 [00:35<02:12, 2.76s/it] 243/299 6.87G 0.01659 0.01475 0.0001333 0.03147 132 640: 16%|█▌ | 9/56 [00:35<01:32, 1.98s/it] 243/299 6.87G 0.01647 0.01512 0.0001269 0.03172 220 640: 16%|█▌ | 9/56 [00:35<01:32, 1.98s/it] 243/299 6.87G 0.01647 0.01512 0.0001269 0.03172 220 640: 18%|█▊ | 10/56 [00:35<01:06, 1.44s/it] 243/299 6.87G 0.0164 0.01498 0.0001233 0.03151 142 640: 18%|█▊ | 10/56 [00:35<01:06, 1.44s/it] 243/299 6.87G 0.0164 0.01498 0.0001233 0.03151 142 640: 20%|█▉ | 11/56 [00:35<00:47, 1.07s/it] 243/299 6.87G 0.01628 0.01487 0.0001269 0.03127 155 640: 20%|█▉ | 11/56 [01:08<00:47, 1.07s/it] 243/299 6.87G 0.01628 0.01487 0.0001269 0.03127 155 640: 21%|██▏ | 12/56 [01:08<07:48, 10.64s/it] 243/299 6.87G 0.0162 0.01475 0.0001229 0.03108 147 640: 21%|██▏ | 12/56 [01:08<07:48, 10.64s/it] 243/299 6.87G 0.0162 0.01475 0.0001229 0.03108 147 640: 23%|██▎ | 13/56 [01:08<05:22, 7.50s/it] 243/299 6.87G 0.01616 0.01492 0.0001251 0.03121 192 640: 23%|██▎ | 13/56 [01:08<05:22, 7.50s/it] 243/299 6.87G 0.01616 0.01492 0.0001251 0.03121 192 640: 25%|██▌ | 14/56 [01:08<03:42, 5.30s/it] 243/299 6.87G 0.016 0.01497 0.0001219 0.03109 167 640: 25%|██▌ | 14/56 [01:09<03:42, 5.30s/it] 243/299 6.87G 0.016 0.01497 0.0001219 0.03109 167 640: 27%|██▋ | 15/56 [01:09<02:34, 3.77s/it] 243/299 6.87G 0.01583 0.01479 0.0001201 0.03074 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.25it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.448 0.392 0.199
0%| | 0/56 [00:00<?, ?it/s] 244/299 6.87G 0.01667 0.01754 0.0001201 0.03434 177 640: 0%| | 0/56 [00:00<?, ?it/s] 244/299 6.87G 0.01667 0.01754 0.0001201 0.03434 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 244/299 6.87G 0.01609 0.01522 0.0001469 0.03146 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 244/299 6.87G 0.01609 0.01522 0.0001469 0.03146 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 244/299 6.87G 0.0152 0.0137 0.0001318 0.02903 133 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 244/299 6.87G 0.0152 0.0137 0.0001318 0.02903 133 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 244/299 6.87G 0.01537 0.01427 0.0001207 0.02975 173 640: 5%|▌ | 3/56 [00:32<00:12, 4.18it/s] 244/299 6.87G 0.01537 0.01427 0.0001207 0.02975 173 640: 7%|▋ | 4/56 [00:32<11:06, 12.82s/it] 244/299 6.87G 0.01536 0.01417 0.0001406 0.02968 155 640: 7%|▋ | 4/56 [00:33<11:06, 12.82s/it] 244/299 6.87G 0.01536 0.01417 0.0001406 0.02968 155 640: 9%|▉ | 5/56 [00:33<07:03, 8.30s/it] 244/299 6.87G 0.01538 0.01379 0.0001328 0.0293 140 640: 9%|▉ | 5/56 [00:33<07:03, 8.30s/it] 244/299 6.87G 0.01538 0.01379 0.0001328 0.0293 140 640: 11%|█ | 6/56 [00:33<04:37, 5.55s/it] 244/299 6.87G 0.0152 0.01369 0.0001989 0.02909 153 640: 11%|█ | 6/56 [00:33<04:37, 5.55s/it] 244/299 6.87G 0.0152 0.01369 0.0001989 0.02909 153 640: 12%|█▎ | 7/56 [00:33<03:06, 3.81s/it] 244/299 6.87G 0.01521 0.01369 0.0001847 0.02908 160 640: 12%|█▎ | 7/56 [00:33<03:06, 3.81s/it] 244/299 6.87G 0.01521 0.01369 0.0001847 0.02908 160 640: 14%|█▍ | 8/56 [00:33<02:08, 2.67s/it] 244/299 6.87G 0.01535 0.01379 0.0001728 0.02931 187 640: 14%|█▍ | 8/56 [00:34<02:08, 2.67s/it] 244/299 6.87G 0.01535 0.01379 0.0001728 0.02931 187 640: 16%|█▌ | 9/56 [00:34<01:30, 1.92s/it] 244/299 6.87G 0.01536 0.01403 0.0001642 0.02956 204 640: 16%|█▌ | 9/56 [00:34<01:30, 1.92s/it] 244/299 6.87G 0.01536 0.01403 0.0001642 0.02956 204 640: 18%|█▊ | 10/56 [00:34<01:04, 1.40s/it] 244/299 6.87G 0.01533 0.01412 0.0001568 0.02961 163 640: 18%|█▊ | 10/56 [00:34<01:04, 1.40s/it] 244/299 6.87G 0.01533 0.01412 0.0001568 0.02961 163 640: 20%|█▉ | 11/56 [00:34<00:46, 1.04s/it] 244/299 6.87G 0.01528 0.01416 0.000151 0.02959 154 640: 20%|█▉ | 11/56 [01:06<00:46, 1.04s/it] 244/299 6.87G 0.01528 0.01416 0.000151 0.02959 154 640: 21%|██▏ | 12/56 [01:06<07:42, 10.50s/it] 244/299 6.87G 0.01532 0.01418 0.0001506 0.02965 167 640: 21%|██▏ | 12/56 [01:06<07:42, 10.50s/it] 244/299 6.87G 0.01532 0.01418 0.0001506 0.02965 167 640: 23%|██▎ | 13/56 [01:06<05:18, 7.40s/it] 244/299 6.87G 0.01523 0.01401 0.0001465 0.02939 134 640: 23%|██▎ | 13/56 [01:07<05:18, 7.40s/it] 244/299 6.87G 0.01523 0.01401 0.0001465 0.02939 134 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 244/299 6.87G 0.0151 0.01408 0.0001421 0.02932 175 640: 25%|██▌ | 14/56 [01:07<03:39, 5.23s/it] 244/299 6.87G 0.0151 0.01408 0.0001421 0.02932 175 640: 27%|██▋ | 15/56 [01:07<02:32, 3.72s/it] 244/299 6.87G 0.01511 0.01399 0.0001384 0.02924 138
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.61 0.409 0.39 0.2
0%| | 0/56 [00:00<?, ?it/s] 245/299 6.87G 0.01687 0.01875 6.716e-05 0.03569 190 640: 0%| | 0/56 [00:00<?, ?it/s] 245/299 6.87G 0.01687 0.01875 6.716e-05 0.03569 190 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 245/299 6.87G 0.01609 0.01636 9.453e-05 0.03255 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 245/299 6.87G 0.01609 0.01636 9.453e-05 0.03255 208 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 245/299 6.87G 0.01607 0.01461 0.0002337 0.03092 140 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 245/299 6.87G 0.01607 0.01461 0.0002337 0.03092 140 640: 5%|▌ | 3/56 [00:00<00:16, 3.15it/s] 245/299 6.87G 0.01607 0.0141 0.000217 0.03039 174 640: 5%|▌ | 3/56 [00:41<00:16, 3.15it/s] 245/299 6.87G 0.01607 0.0141 0.000217 0.03039 174 640: 7%|▋ | 4/56 [00:41<14:01, 16.19s/it] 245/299 6.87G 0.01579 0.01365 0.0002196 0.02966 136 640: 7%|▋ | 4/56 [00:41<14:01, 16.19s/it] 245/299 6.87G 0.01579 0.01365 0.0002196 0.02966 136 640: 9%|▉ | 5/56 [00:41<08:52, 10.45s/it] 245/299 6.87G 0.0159 0.01329 0.000306 0.0295 123 640: 9%|▉ | 5/56 [00:41<08:52, 10.45s/it] 245/299 6.87G 0.0159 0.01329 0.000306 0.0295 123 640: 11%|█ | 6/56 [00:41<05:48, 6.97s/it] 245/299 6.87G 0.01574 0.01356 0.0002754 0.02958 149 640: 11%|█ | 6/56 [00:42<05:48, 6.97s/it] 245/299 6.87G 0.01574 0.01356 0.0002754 0.02958 149 640: 12%|█▎ | 7/56 [00:42<03:53, 4.77s/it] 245/299 6.87G 0.01565 0.01358 0.0002515 0.02949 157 640: 12%|█▎ | 7/56 [00:42<03:53, 4.77s/it] 245/299 6.87G 0.01565 0.01358 0.0002515 0.02949 157 640: 14%|█▍ | 8/56 [00:42<02:39, 3.32s/it] 245/299 6.87G 0.01552 0.01364 0.0002315 0.02939 198 640: 14%|█▍ | 8/56 [00:42<02:39, 3.32s/it] 245/299 6.87G 0.01552 0.01364 0.0002315 0.02939 198 640: 16%|█▌ | 9/56 [00:42<01:51, 2.37s/it] 245/299 6.87G 0.01537 0.0134 0.0002206 0.029 128 640: 16%|█▌ | 9/56 [00:42<01:51, 2.37s/it] 245/299 6.87G 0.01537 0.0134 0.0002206 0.029 128 640: 18%|█▊ | 10/56 [00:42<01:18, 1.71s/it] 245/299 6.87G 0.0155 0.01354 0.0002085 0.02925 134 640: 18%|█▊ | 10/56 [00:43<01:18, 1.71s/it] 245/299 6.87G 0.0155 0.01354 0.0002085 0.02925 134 640: 20%|█▉ | 11/56 [00:43<00:56, 1.25s/it] 245/299 6.87G 0.0155 0.01392 0.0002166 0.02964 187 640: 20%|█▉ | 11/56 [01:15<00:56, 1.25s/it] 245/299 6.87G 0.0155 0.01392 0.0002166 0.02964 187 640: 21%|██▏ | 12/56 [01:15<07:51, 10.72s/it] 245/299 6.87G 0.0155 0.01384 0.0002055 0.02955 132 640: 21%|██▏ | 12/56 [01:15<07:51, 10.72s/it] 245/299 6.87G 0.0155 0.01384 0.0002055 0.02955 132 640: 23%|██▎ | 13/56 [01:15<05:24, 7.55s/it] 245/299 6.87G 0.01548 0.01388 0.0001965 0.02956 172 640: 23%|██▎ | 13/56 [01:15<05:24, 7.55s/it] 245/299 6.87G 0.01548 0.01388 0.0001965 0.02956 172 640: 25%|██▌ | 14/56 [01:15<03:44, 5.34s/it] 245/299 6.87G 0.01538 0.0139 0.0001886 0.02946 152 640: 25%|██▌ | 14/56 [01:16<03:44, 5.34s/it] 245/299 6.87G 0.01538 0.0139 0.0001886 0.02946 152 640: 27%|██▋ | 15/56 [01:16<02:35, 3.80s/it] 245/299 6.87G 0.01531 0.01407 0.0001814 0.02955 179
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.569 0.422 0.379 0.198
0%| | 0/56 [00:00<?, ?it/s] 246/299 6.88G 0.01579 0.01352 6.292e-05 0.02937 128 640: 0%| | 0/56 [00:00<?, ?it/s] 246/299 6.88G 0.01579 0.01352 6.292e-05 0.02937 128 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 246/299 6.88G 0.0161 0.01414 8.23e-05 0.03032 156 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 246/299 6.88G 0.0161 0.01414 8.23e-05 0.03032 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 246/299 6.88G 0.01562 0.01377 8.726e-05 0.02948 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 246/299 6.88G 0.01562 0.01377 8.726e-05 0.02948 170 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 246/299 6.88G 0.01548 0.01374 8.321e-05 0.02931 152 640: 5%|▌ | 3/56 [00:43<00:12, 4.20it/s] 246/299 6.88G 0.01548 0.01374 8.321e-05 0.02931 152 640: 7%|▋ | 4/56 [00:43<14:43, 16.99s/it] 246/299 6.88G 0.0152 0.01322 8.097e-05 0.0285 122 640: 7%|▋ | 4/56 [00:43<14:43, 16.99s/it] 246/299 6.88G 0.0152 0.01322 8.097e-05 0.0285 122 640: 9%|▉ | 5/56 [00:43<09:18, 10.95s/it] 246/299 6.88G 0.01551 0.01312 0.0001009 0.02873 124 640: 9%|▉ | 5/56 [00:43<09:18, 10.95s/it] 246/299 6.88G 0.01551 0.01312 0.0001009 0.02873 124 640: 11%|█ | 6/56 [00:43<06:05, 7.31s/it] 246/299 6.88G 0.01601 0.01381 9.663e-05 0.02992 167 640: 11%|█ | 6/56 [00:44<06:05, 7.31s/it] 246/299 6.88G 0.01601 0.01381 9.663e-05 0.02992 167 640: 12%|█▎ | 7/56 [00:44<04:04, 4.99s/it] 246/299 6.88G 0.0159 0.01403 0.0001811 0.03011 143 640: 12%|█▎ | 7/56 [00:44<04:04, 4.99s/it] 246/299 6.88G 0.0159 0.01403 0.0001811 0.03011 143 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 246/299 6.88G 0.01594 0.01414 0.000172 0.03025 190 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 246/299 6.88G 0.01594 0.01414 0.000172 0.03025 190 640: 16%|█▌ | 9/56 [00:44<01:56, 2.47s/it] 246/299 6.88G 0.01609 0.01505 0.0001634 0.0313 277 640: 16%|█▌ | 9/56 [00:44<01:56, 2.47s/it] 246/299 6.88G 0.01609 0.01505 0.0001634 0.0313 277 640: 18%|█▊ | 10/56 [00:44<01:21, 1.78s/it] 246/299 6.88G 0.01592 0.0149 0.0001553 0.03097 150 640: 18%|█▊ | 10/56 [00:45<01:21, 1.78s/it] 246/299 6.88G 0.01592 0.0149 0.0001553 0.03097 150 640: 20%|█▉ | 11/56 [00:45<00:58, 1.30s/it] 246/299 6.88G 0.01581 0.01466 0.0001508 0.03062 129 640: 20%|█▉ | 11/56 [01:17<00:58, 1.30s/it] 246/299 6.88G 0.01581 0.01466 0.0001508 0.03062 129 640: 21%|██▏ | 12/56 [01:17<07:51, 10.71s/it] 246/299 6.88G 0.01571 0.01452 0.0001518 0.03037 135 640: 21%|██▏ | 12/56 [01:17<07:51, 10.71s/it] 246/299 6.88G 0.01571 0.01452 0.0001518 0.03037 135 640: 23%|██▎ | 13/56 [01:17<05:25, 7.57s/it] 246/299 6.88G 0.01572 0.01469 0.0001459 0.03056 168 640: 23%|██▎ | 13/56 [01:17<05:25, 7.57s/it] 246/299 6.88G 0.01572 0.01469 0.0001459 0.03056 168 640: 25%|██▌ | 14/56 [01:17<03:44, 5.35s/it] 246/299 6.88G 0.01578 0.01475 0.0001444 0.03068 175 640: 25%|██▌ | 14/56 [01:18<03:44, 5.35s/it] 246/299 6.88G 0.01578 0.01475 0.0001444 0.03068 175 640: 27%|██▋ | 15/56 [01:18<02:36, 3.81s/it] 246/299 6.88G 0.01562 0.01462 0.0001399 0.03038 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.579 0.433 0.385 0.199
0%| | 0/56 [00:00<?, ?it/s] 247/299 6.88G 0.01532 0.01823 7.84e-05 0.03362 196 640: 0%| | 0/56 [00:00<?, ?it/s] 247/299 6.88G 0.01532 0.01823 7.84e-05 0.03362 196 640: 2%|▏ | 1/56 [00:00<00:14, 3.69it/s] 247/299 6.88G 0.01633 0.01521 7.896e-05 0.03162 126 640: 2%|▏ | 1/56 [00:00<00:14, 3.69it/s] 247/299 6.88G 0.01633 0.01521 7.896e-05 0.03162 126 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 247/299 6.88G 0.01576 0.01536 7.497e-05 0.0312 164 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 247/299 6.88G 0.01576 0.01536 7.497e-05 0.0312 164 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 247/299 6.88G 0.01549 0.01484 7.451e-05 0.0304 138 640: 5%|▌ | 3/56 [00:31<00:12, 4.20it/s] 247/299 6.88G 0.01549 0.01484 7.451e-05 0.0304 138 640: 7%|▋ | 4/56 [00:31<10:47, 12.45s/it] 247/299 6.88G 0.01588 0.01464 8.231e-05 0.0306 161 640: 7%|▋ | 4/56 [00:32<10:47, 12.45s/it] 247/299 6.88G 0.01588 0.01464 8.231e-05 0.0306 161 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 247/299 6.88G 0.01623 0.01449 0.0001135 0.03084 202 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 247/299 6.88G 0.01623 0.01449 0.0001135 0.03084 202 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 247/299 6.88G 0.01619 0.01412 0.0001324 0.03044 144 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 247/299 6.88G 0.01619 0.01412 0.0001324 0.03044 144 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 247/299 6.88G 0.01574 0.0137 0.0001243 0.02956 133 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 247/299 6.88G 0.01574 0.0137 0.0001243 0.02956 133 640: 14%|█▍ | 8/56 [00:32<02:04, 2.60s/it] 247/299 6.88G 0.01559 0.01362 0.0001259 0.02933 150 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 247/299 6.88G 0.01559 0.01362 0.0001259 0.02933 150 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 247/299 6.88G 0.01562 0.01395 0.0001234 0.02969 210 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 247/299 6.88G 0.01562 0.01395 0.0001234 0.02969 210 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 247/299 6.88G 0.01552 0.01403 0.0001256 0.02968 162 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 247/299 6.88G 0.01552 0.01403 0.0001256 0.02968 162 640: 20%|█▉ | 11/56 [00:33<00:45, 1.01s/it] 247/299 6.88G 0.01565 0.01407 0.0001206 0.02983 162 640: 20%|█▉ | 11/56 [01:06<00:45, 1.01s/it] 247/299 6.88G 0.01565 0.01407 0.0001206 0.02983 162 640: 21%|██▏ | 12/56 [01:06<07:45, 10.58s/it] 247/299 6.88G 0.01551 0.01396 0.0001161 0.02959 112 640: 21%|██▏ | 12/56 [01:06<07:45, 10.58s/it] 247/299 6.88G 0.01551 0.01396 0.0001161 0.02959 112 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 247/299 6.88G 0.01552 0.01396 0.0001163 0.02959 135 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 247/299 6.88G 0.01552 0.01396 0.0001163 0.02959 135 640: 25%|██▌ | 14/56 [01:06<03:41, 5.27s/it] 247/299 6.88G 0.01543 0.01396 0.0001138 0.0295 166 640: 25%|██▌ | 14/56 [01:06<03:41, 5.27s/it] 247/299 6.88G 0.01543 0.01396 0.0001138 0.0295 166 640: 27%|██▋ | 15/56 [01:06<02:33, 3.75s/it] 247/299 6.88G 0.01526 0.01388 0.000111 0.02925 124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.547 0.468 0.392 0.206
0%| | 0/56 [00:00<?, ?it/s] 248/299 6.88G 0.01882 0.0193 7.337e-05 0.0382 202 640: 0%| | 0/56 [00:00<?, ?it/s] 248/299 6.88G 0.01882 0.0193 7.337e-05 0.0382 202 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 248/299 6.88G 0.01725 0.01724 7.442e-05 0.03456 179 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 248/299 6.88G 0.01725 0.01724 7.442e-05 0.03456 179 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 248/299 6.88G 0.01736 0.01713 7.275e-05 0.03457 193 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 248/299 6.88G 0.01736 0.01713 7.275e-05 0.03457 193 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 248/299 6.88G 0.01709 0.01625 7.207e-05 0.03341 169 640: 5%|▌ | 3/56 [00:31<00:12, 4.17it/s] 248/299 6.88G 0.01709 0.01625 7.207e-05 0.03341 169 640: 7%|▋ | 4/56 [00:31<10:46, 12.44s/it] 248/299 6.88G 0.01657 0.01579 0.0001007 0.03246 148 640: 7%|▋ | 4/56 [00:32<10:46, 12.44s/it] 248/299 6.88G 0.01657 0.01579 0.0001007 0.03246 148 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 248/299 6.88G 0.01674 0.01572 0.0001027 0.03255 187 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 248/299 6.88G 0.01674 0.01572 0.0001027 0.03255 187 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 248/299 6.88G 0.01687 0.01552 0.0001004 0.0325 187 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 248/299 6.88G 0.01687 0.01552 0.0001004 0.0325 187 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 248/299 6.88G 0.01667 0.0151 0.000109 0.03188 146 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 248/299 6.88G 0.01667 0.0151 0.000109 0.03188 146 640: 14%|█▍ | 8/56 [00:32<02:04, 2.60s/it] 248/299 6.88G 0.01669 0.01538 0.0001042 0.03217 228 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 248/299 6.88G 0.01669 0.01538 0.0001042 0.03217 228 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 248/299 6.88G 0.0166 0.01571 0.0001038 0.03242 206 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 248/299 6.88G 0.0166 0.01571 0.0001038 0.03242 206 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 248/299 6.88G 0.0164 0.01529 0.0001018 0.03179 107 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 248/299 6.88G 0.0164 0.01529 0.0001018 0.03179 107 640: 20%|█▉ | 11/56 [00:33<00:45, 1.01s/it] 248/299 6.88G 0.01608 0.01518 9.953e-05 0.03136 139 640: 20%|█▉ | 11/56 [01:06<00:45, 1.01s/it] 248/299 6.88G 0.01608 0.01518 9.953e-05 0.03136 139 640: 21%|██▏ | 12/56 [01:06<07:51, 10.71s/it] 248/299 6.88G 0.01591 0.0149 0.0001044 0.03091 131 640: 21%|██▏ | 12/56 [01:06<07:51, 10.71s/it] 248/299 6.88G 0.01591 0.0149 0.0001044 0.03091 131 640: 23%|██▎ | 13/56 [01:06<05:24, 7.55s/it] 248/299 6.88G 0.01583 0.01473 0.0001758 0.03073 135 640: 23%|██▎ | 13/56 [01:06<05:24, 7.55s/it] 248/299 6.88G 0.01583 0.01473 0.0001758 0.03073 135 640: 25%|██▌ | 14/56 [01:06<03:44, 5.33s/it] 248/299 6.88G 0.01578 0.0146 0.0001695 0.03055 125 640: 25%|██▌ | 14/56 [01:07<03:44, 5.33s/it] 248/299 6.88G 0.01578 0.0146 0.0001695 0.03055 125 640: 27%|██▋ | 15/56 [01:07<02:35, 3.80s/it] 248/299 6.88G 0.0156 0.01452 0.0001631 0.03028 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.582 0.458 0.394 0.202
0%| | 0/56 [00:00<?, ?it/s] 249/299 6.88G 0.02048 0.01871 7.946e-05 0.03927 147 640: 0%| | 0/56 [00:00<?, ?it/s] 249/299 6.88G 0.02048 0.01871 7.946e-05 0.03927 147 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 249/299 6.88G 0.01869 0.01623 8.859e-05 0.03501 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 249/299 6.88G 0.01869 0.01623 8.859e-05 0.03501 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 249/299 6.88G 0.0177 0.01486 0.0001055 0.03267 161 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 249/299 6.88G 0.0177 0.01486 0.0001055 0.03267 161 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 249/299 6.88G 0.01706 0.01481 0.0001069 0.03197 167 640: 5%|▌ | 3/56 [00:42<00:12, 4.21it/s] 249/299 6.88G 0.01706 0.01481 0.0001069 0.03197 167 640: 7%|▋ | 4/56 [00:42<14:28, 16.70s/it] 249/299 6.88G 0.01657 0.01416 0.0001457 0.03087 106 640: 7%|▋ | 4/56 [00:42<14:28, 16.70s/it] 249/299 6.88G 0.01657 0.01416 0.0001457 0.03087 106 640: 9%|▉ | 5/56 [00:42<09:09, 10.77s/it] 249/299 6.88G 0.01635 0.01455 0.0001387 0.03104 173 640: 9%|▉ | 5/56 [00:43<09:09, 10.77s/it] 249/299 6.88G 0.01635 0.01455 0.0001387 0.03104 173 640: 11%|█ | 6/56 [00:43<05:59, 7.18s/it] 249/299 6.88G 0.01633 0.01478 0.0001298 0.03124 175 640: 11%|█ | 6/56 [00:43<05:59, 7.18s/it] 249/299 6.88G 0.01633 0.01478 0.0001298 0.03124 175 640: 12%|█▎ | 7/56 [00:43<04:00, 4.91s/it] 249/299 6.88G 0.01606 0.0144 0.0001261 0.03059 110 640: 12%|█▎ | 7/56 [00:43<04:00, 4.91s/it] 249/299 6.88G 0.01606 0.0144 0.0001261 0.03059 110 640: 14%|█▍ | 8/56 [00:43<02:44, 3.42s/it] 249/299 6.88G 0.01591 0.01459 0.0001208 0.03062 182 640: 14%|█▍ | 8/56 [00:43<02:44, 3.42s/it] 249/299 6.88G 0.01591 0.01459 0.0001208 0.03062 182 640: 16%|█▌ | 9/56 [00:43<01:54, 2.43s/it] 249/299 6.88G 0.01604 0.01538 0.0001214 0.03155 225 640: 16%|█▌ | 9/56 [00:44<01:54, 2.43s/it] 249/299 6.88G 0.01604 0.01538 0.0001214 0.03155 225 640: 18%|█▊ | 10/56 [00:44<01:20, 1.75s/it] 249/299 6.88G 0.01596 0.01517 0.0001251 0.03125 117 640: 18%|█▊ | 10/56 [00:44<01:20, 1.75s/it] 249/299 6.88G 0.01596 0.01517 0.0001251 0.03125 117 640: 20%|█▉ | 11/56 [00:44<00:57, 1.29s/it] 249/299 6.88G 0.01589 0.01512 0.0001246 0.03114 143 640: 20%|█▉ | 11/56 [01:16<00:57, 1.29s/it] 249/299 6.88G 0.01589 0.01512 0.0001246 0.03114 143 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 249/299 6.88G 0.01576 0.01502 0.0001209 0.0309 166 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 249/299 6.88G 0.01576 0.01502 0.0001209 0.0309 166 640: 23%|██▎ | 13/56 [01:16<05:24, 7.54s/it] 249/299 6.88G 0.01572 0.01477 0.0001181 0.03061 120 640: 23%|██▎ | 13/56 [01:17<05:24, 7.54s/it] 249/299 6.88G 0.01572 0.01477 0.0001181 0.03061 120 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 249/299 6.88G 0.01562 0.0146 0.0001147 0.03034 134 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 249/299 6.88G 0.01562 0.0146 0.0001147 0.03034 134 640: 27%|██▋ | 15/56 [01:17<02:35, 3.79s/it] 249/299 6.88G 0.01559 0.01465 0.000112 0.03035 182
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.617 0.427 0.385 0.197
0%| | 0/56 [00:00<?, ?it/s] 250/299 6.88G 0.01522 0.01723 7.638e-05 0.03253 163 640: 0%| | 0/56 [00:00<?, ?it/s] 250/299 6.88G 0.01522 0.01723 7.638e-05 0.03253 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 250/299 6.88G 0.01536 0.01398 9.79e-05 0.02943 110 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 250/299 6.88G 0.01536 0.01398 9.79e-05 0.02943 110 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 250/299 6.88G 0.0154 0.01353 9.092e-05 0.02903 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 250/299 6.88G 0.0154 0.01353 9.092e-05 0.02903 151 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 250/299 6.88G 0.01547 0.01351 0.0001313 0.0291 145 640: 5%|▌ | 3/56 [00:32<00:12, 4.21it/s] 250/299 6.88G 0.01547 0.01351 0.0001313 0.0291 145 640: 7%|▋ | 4/56 [00:32<10:52, 12.56s/it] 250/299 6.88G 0.01576 0.01342 0.0001367 0.02932 161 640: 7%|▋ | 4/56 [00:32<10:52, 12.56s/it] 250/299 6.88G 0.01576 0.01342 0.0001367 0.02932 161 640: 9%|▉ | 5/56 [00:32<06:54, 8.13s/it] 250/299 6.88G 0.01585 0.0132 0.0001261 0.02918 127 640: 9%|▉ | 5/56 [00:32<06:54, 8.13s/it] 250/299 6.88G 0.01585 0.0132 0.0001261 0.02918 127 640: 11%|█ | 6/56 [00:32<04:32, 5.44s/it] 250/299 6.88G 0.01568 0.01312 0.0002185 0.02902 126 640: 11%|█ | 6/56 [00:39<04:32, 5.44s/it] 250/299 6.88G 0.01568 0.01312 0.0002185 0.02902 126 640: 12%|█▎ | 7/56 [00:39<04:41, 5.74s/it] 250/299 6.88G 0.01565 0.01319 0.0002015 0.02904 142 640: 12%|█▎ | 7/56 [00:39<04:41, 5.74s/it] 250/299 6.88G 0.01565 0.01319 0.0002015 0.02904 142 640: 14%|█▍ | 8/56 [00:39<03:11, 3.98s/it] 250/299 6.88G 0.01572 0.01279 0.0001879 0.0287 112 640: 14%|█▍ | 8/56 [00:39<03:11, 3.98s/it] 250/299 6.88G 0.01572 0.01279 0.0001879 0.0287 112 640: 16%|█▌ | 9/56 [00:39<02:12, 2.82s/it] 250/299 6.88G 0.01561 0.01308 0.0001766 0.02887 202 640: 16%|█▌ | 9/56 [00:39<02:12, 2.82s/it] 250/299 6.88G 0.01561 0.01308 0.0001766 0.02887 202 640: 18%|█▊ | 10/56 [00:39<01:33, 2.02s/it] 250/299 6.88G 0.01553 0.01308 0.0001676 0.02878 143 640: 18%|█▊ | 10/56 [00:39<01:33, 2.02s/it] 250/299 6.88G 0.01553 0.01308 0.0001676 0.02878 143 640: 20%|█▉ | 11/56 [00:39<01:06, 1.47s/it] 250/299 6.88G 0.01538 0.01295 0.0001598 0.02849 113 640: 20%|█▉ | 11/56 [01:05<01:06, 1.47s/it] 250/299 6.88G 0.01538 0.01295 0.0001598 0.02849 113 640: 21%|██▏ | 12/56 [01:05<06:33, 8.93s/it] 250/299 6.88G 0.01535 0.0132 0.0001586 0.02871 157 640: 21%|██▏ | 12/56 [01:06<06:33, 8.93s/it] 250/299 6.88G 0.01535 0.0132 0.0001586 0.02871 157 640: 23%|██▎ | 13/56 [01:06<04:31, 6.31s/it] 250/299 6.88G 0.01535 0.01322 0.000153 0.02873 135 640: 23%|██▎ | 13/56 [01:06<04:31, 6.31s/it] 250/299 6.88G 0.01535 0.01322 0.000153 0.02873 135 640: 25%|██▌ | 14/56 [01:06<03:07, 4.47s/it] 250/299 6.88G 0.01531 0.01307 0.0001486 0.02852 128 640: 25%|██▌ | 14/56 [01:13<03:07, 4.47s/it] 250/299 6.88G 0.01531 0.01307 0.0001486 0.02852 128 640: 27%|██▋ | 15/56 [01:13<03:34, 5.23s/it] 250/299 6.88G 0.0153 0.01305 0.0001443 0.02849 139
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.548 0.444 0.361 0.187
0%| | 0/56 [00:00<?, ?it/s] 251/299 6.88G 0.01501 0.01295 0.0001041 0.02807 142 640: 0%| | 0/56 [00:00<?, ?it/s] 251/299 6.88G 0.01501 0.01295 0.0001041 0.02807 142 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 251/299 6.88G 0.01514 0.01272 9.507e-05 0.02795 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.67it/s] 251/299 6.88G 0.01514 0.01272 9.507e-05 0.02795 146 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 251/299 6.88G 0.01488 0.01286 8.991e-05 0.02783 139 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 251/299 6.88G 0.01488 0.01286 8.991e-05 0.02783 139 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 251/299 6.88G 0.0153 0.01297 9.427e-05 0.02836 156 640: 5%|▌ | 3/56 [00:36<00:12, 4.18it/s] 251/299 6.88G 0.0153 0.01297 9.427e-05 0.02836 156 640: 7%|▋ | 4/56 [00:36<12:20, 14.24s/it] 251/299 6.88G 0.01499 0.01286 9.065e-05 0.02794 154 640: 7%|▋ | 4/56 [00:36<12:20, 14.24s/it] 251/299 6.88G 0.01499 0.01286 9.065e-05 0.02794 154 640: 9%|▉ | 5/56 [00:36<07:49, 9.20s/it] 251/299 6.88G 0.01495 0.01275 0.0001193 0.02782 148 640: 9%|▉ | 5/56 [00:36<07:49, 9.20s/it] 251/299 6.88G 0.01495 0.01275 0.0001193 0.02782 148 640: 11%|█ | 6/56 [00:36<05:07, 6.15s/it] 251/299 6.88G 0.01484 0.01283 0.0001127 0.02778 122 640: 11%|█ | 6/56 [00:37<05:07, 6.15s/it] 251/299 6.88G 0.01484 0.01283 0.0001127 0.02778 122 640: 12%|█▎ | 7/56 [00:37<03:26, 4.21s/it] 251/299 6.88G 0.01496 0.01305 0.0001238 0.02813 173 640: 12%|█▎ | 7/56 [00:37<03:26, 4.21s/it] 251/299 6.88G 0.01496 0.01305 0.0001238 0.02813 173 640: 14%|█▍ | 8/56 [00:37<02:21, 2.94s/it] 251/299 6.88G 0.0149 0.01302 0.0001213 0.02804 139 640: 14%|█▍ | 8/56 [00:37<02:21, 2.94s/it] 251/299 6.88G 0.0149 0.01302 0.0001213 0.02804 139 640: 16%|█▌ | 9/56 [00:37<01:39, 2.11s/it] 251/299 6.88G 0.01496 0.01315 0.0001168 0.02823 160 640: 16%|█▌ | 9/56 [00:37<01:39, 2.11s/it] 251/299 6.88G 0.01496 0.01315 0.0001168 0.02823 160 640: 18%|█▊ | 10/56 [00:37<01:10, 1.53s/it] 251/299 6.88G 0.01487 0.01315 0.0001266 0.02815 137 640: 18%|█▊ | 10/56 [00:38<01:10, 1.53s/it] 251/299 6.88G 0.01487 0.01315 0.0001266 0.02815 137 640: 20%|█▉ | 11/56 [00:38<00:50, 1.13s/it] 251/299 6.88G 0.01495 0.01333 0.0001227 0.02839 136 640: 20%|█▉ | 11/56 [01:10<00:50, 1.13s/it] 251/299 6.88G 0.01495 0.01333 0.0001227 0.02839 136 640: 21%|██▏ | 12/56 [01:10<07:44, 10.57s/it] 251/299 6.88G 0.01506 0.01344 0.0001209 0.02862 189 640: 21%|██▏ | 12/56 [01:10<07:44, 10.57s/it] 251/299 6.88G 0.01506 0.01344 0.0001209 0.02862 189 640: 23%|██▎ | 13/56 [01:10<05:19, 7.44s/it] 251/299 6.88G 0.01509 0.01357 0.0001182 0.02878 169 640: 23%|██▎ | 13/56 [01:10<05:19, 7.44s/it] 251/299 6.88G 0.01509 0.01357 0.0001182 0.02878 169 640: 25%|██▌ | 14/56 [01:10<03:40, 5.26s/it] 251/299 6.88G 0.01511 0.01364 0.0001147 0.02887 167 640: 25%|██▌ | 14/56 [01:10<03:40, 5.26s/it] 251/299 6.88G 0.01511 0.01364 0.0001147 0.02887 167 640: 27%|██▋ | 15/56 [01:10<02:33, 3.74s/it] 251/299 6.88G 0.01492 0.01343 0.0001221 0.02847 97
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.56 0.459 0.372 0.192
0%| | 0/56 [00:00<?, ?it/s] 252/299 6.88G 0.0148 0.01521 8.015e-05 0.03009 177 640: 0%| | 0/56 [00:00<?, ?it/s] 252/299 6.88G 0.0148 0.01521 8.015e-05 0.03009 177 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 252/299 6.88G 0.01525 0.01471 7.729e-05 0.03004 202 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 252/299 6.88G 0.01525 0.01471 7.729e-05 0.03004 202 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 252/299 6.88G 0.01557 0.01556 8.37e-05 0.03121 228 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 252/299 6.88G 0.01557 0.01556 8.37e-05 0.03121 228 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 252/299 6.88G 0.01547 0.01539 0.0001125 0.03098 178 640: 5%|▌ | 3/56 [00:35<00:12, 4.18it/s] 252/299 6.88G 0.01547 0.01539 0.0001125 0.03098 178 640: 7%|▋ | 4/56 [00:35<12:05, 13.95s/it] 252/299 6.88G 0.01549 0.01482 0.000112 0.03043 164 640: 7%|▋ | 4/56 [00:35<12:05, 13.95s/it] 252/299 6.88G 0.01549 0.01482 0.000112 0.03043 164 640: 9%|▉ | 5/56 [00:35<07:39, 9.01s/it] 252/299 6.88G 0.0159 0.01493 0.0001618 0.031 213 640: 9%|▉ | 5/56 [00:36<07:39, 9.01s/it] 252/299 6.88G 0.0159 0.01493 0.0001618 0.031 213 640: 11%|█ | 6/56 [00:36<05:01, 6.02s/it] 252/299 6.88G 0.01567 0.01474 0.0001636 0.03058 164 640: 11%|█ | 6/56 [00:36<05:01, 6.02s/it] 252/299 6.88G 0.01567 0.01474 0.0001636 0.03058 164 640: 12%|█▎ | 7/56 [00:36<03:22, 4.13s/it] 252/299 6.88G 0.01564 0.01444 0.0001536 0.03024 119 640: 12%|█▎ | 7/56 [00:36<03:22, 4.13s/it] 252/299 6.88G 0.01564 0.01444 0.0001536 0.03024 119 640: 14%|█▍ | 8/56 [00:36<02:18, 2.88s/it] 252/299 6.88G 0.01568 0.0139 0.0001456 0.02973 102 640: 14%|█▍ | 8/56 [00:36<02:18, 2.88s/it] 252/299 6.88G 0.01568 0.0139 0.0001456 0.02973 102 640: 16%|█▌ | 9/56 [00:36<01:37, 2.07s/it] 252/299 6.88G 0.01582 0.01409 0.0001399 0.03005 180 640: 16%|█▌ | 9/56 [00:37<01:37, 2.07s/it] 252/299 6.88G 0.01582 0.01409 0.0001399 0.03005 180 640: 18%|█▊ | 10/56 [00:37<01:08, 1.50s/it] 252/299 6.88G 0.01569 0.01409 0.0001338 0.02992 122 640: 18%|█▊ | 10/56 [00:37<01:08, 1.50s/it] 252/299 6.88G 0.01569 0.01409 0.0001338 0.02992 122 640: 20%|█▉ | 11/56 [00:37<00:49, 1.11s/it] 252/299 6.88G 0.01572 0.0143 0.0001292 0.03015 148 640: 20%|█▉ | 11/56 [01:14<00:49, 1.11s/it] 252/299 6.88G 0.01572 0.0143 0.0001292 0.03015 148 640: 21%|██▏ | 12/56 [01:14<08:55, 12.17s/it] 252/299 6.88G 0.01569 0.01433 0.0001252 0.03015 184 640: 21%|██▏ | 12/56 [01:15<08:55, 12.17s/it] 252/299 6.88G 0.01569 0.01433 0.0001252 0.03015 184 640: 23%|██▎ | 13/56 [01:15<06:08, 8.56s/it] 252/299 6.88G 0.01556 0.01429 0.0001227 0.02996 118 640: 23%|██▎ | 13/56 [01:15<06:08, 8.56s/it] 252/299 6.88G 0.01556 0.01429 0.0001227 0.02996 118 640: 25%|██▌ | 14/56 [01:15<04:13, 6.04s/it] 252/299 6.88G 0.01547 0.01422 0.0001195 0.02981 152 640: 25%|██▌ | 14/56 [01:15<04:13, 6.04s/it] 252/299 6.88G 0.01547 0.01422 0.0001195 0.02981 152 640: 27%|██▋ | 15/56 [01:15<02:55, 4.29s/it] 252/299 6.88G 0.01529 0.01417 0.000117 0.02958 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.521 0.501 0.389 0.201
0%| | 0/56 [00:00<?, ?it/s] 253/299 6.88G 0.0175 0.01839 9.951e-05 0.03599 161 640: 0%| | 0/56 [00:00<?, ?it/s] 253/299 6.88G 0.0175 0.01839 9.951e-05 0.03599 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 253/299 6.88G 0.01739 0.01655 0.0001471 0.03408 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 253/299 6.88G 0.01739 0.01655 0.0001471 0.03408 173 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 253/299 6.88G 0.01685 0.01519 0.0001221 0.03216 140 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 253/299 6.88G 0.01685 0.01519 0.0001221 0.03216 140 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 253/299 6.88G 0.01641 0.01453 0.0001224 0.03106 147 640: 5%|▌ | 3/56 [00:39<00:12, 4.20it/s] 253/299 6.88G 0.01641 0.01453 0.0001224 0.03106 147 640: 7%|▋ | 4/56 [00:39<13:14, 15.28s/it] 253/299 6.88G 0.01597 0.0147 0.000152 0.03081 194 640: 7%|▋ | 4/56 [00:39<13:14, 15.28s/it] 253/299 6.88G 0.01597 0.0147 0.000152 0.03081 194 640: 9%|▉ | 5/56 [00:39<08:23, 9.86s/it] 253/299 6.88G 0.01586 0.01441 0.0001393 0.03041 182 640: 9%|▉ | 5/56 [00:39<08:23, 9.86s/it] 253/299 6.88G 0.01586 0.01441 0.0001393 0.03041 182 640: 11%|█ | 6/56 [00:39<05:29, 6.59s/it] 253/299 6.88G 0.01555 0.01363 0.000129 0.02931 103 640: 11%|█ | 6/56 [00:41<05:29, 6.59s/it] 253/299 6.88G 0.01555 0.01363 0.000129 0.02931 103 640: 12%|█▎ | 7/56 [00:41<04:07, 5.05s/it] 253/299 6.88G 0.01526 0.0136 0.0001238 0.02899 164 640: 12%|█▎ | 7/56 [00:41<04:07, 5.05s/it] 253/299 6.88G 0.01526 0.0136 0.0001238 0.02899 164 640: 14%|█▍ | 8/56 [00:41<02:48, 3.52s/it] 253/299 6.88G 0.01504 0.01332 0.0001177 0.02848 132 640: 14%|█▍ | 8/56 [00:41<02:48, 3.52s/it] 253/299 6.88G 0.01504 0.01332 0.0001177 0.02848 132 640: 16%|█▌ | 9/56 [00:41<01:57, 2.50s/it] 253/299 6.88G 0.01491 0.0133 0.0001165 0.02833 144 640: 16%|█▌ | 9/56 [00:42<01:57, 2.50s/it] 253/299 6.88G 0.01491 0.0133 0.0001165 0.02833 144 640: 18%|█▊ | 10/56 [00:42<01:22, 1.80s/it] 253/299 6.88G 0.01494 0.01355 0.0001132 0.0286 156 640: 18%|█▊ | 10/56 [00:42<01:22, 1.80s/it] 253/299 6.88G 0.01494 0.01355 0.0001132 0.0286 156 640: 20%|█▉ | 11/56 [00:42<00:59, 1.31s/it] 253/299 6.88G 0.01498 0.0135 0.0001136 0.02859 120 640: 20%|█▉ | 11/56 [01:25<00:59, 1.31s/it] 253/299 6.88G 0.01498 0.0135 0.0001136 0.02859 120 640: 21%|██▏ | 12/56 [01:25<10:17, 14.04s/it] 253/299 6.88G 0.01494 0.01339 0.0001093 0.02844 141 640: 21%|██▏ | 12/56 [01:25<10:17, 14.04s/it] 253/299 6.88G 0.01494 0.01339 0.0001093 0.02844 141 640: 23%|██▎ | 13/56 [01:25<07:04, 9.87s/it] 253/299 6.88G 0.01504 0.0132 0.0001981 0.02844 106 640: 23%|██▎ | 13/56 [01:26<07:04, 9.87s/it] 253/299 6.88G 0.01504 0.0132 0.0001981 0.02844 106 640: 25%|██▌ | 14/56 [01:26<04:52, 6.96s/it] 253/299 6.88G 0.01513 0.01356 0.0001919 0.02888 173 640: 25%|██▌ | 14/56 [01:26<04:52, 6.96s/it] 253/299 6.88G 0.01513 0.01356 0.0001919 0.02888 173 640: 27%|██▋ | 15/56 [01:26<03:22, 4.93s/it] 253/299 6.88G 0.01509 0.01359 0.0001851 0.02887 140
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 7.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.524 0.503 0.391 0.204
0%| | 0/56 [00:00<?, ?it/s] 254/299 6.88G 0.01675 0.02133 6.102e-05 0.03814 201 640: 0%| | 0/56 [00:00<?, ?it/s] 254/299 6.88G 0.01675 0.02133 6.102e-05 0.03814 201 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 254/299 6.88G 0.01593 0.01881 8.905e-05 0.03482 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 254/299 6.88G 0.01593 0.01881 8.905e-05 0.03482 208 640: 4%|▎ | 2/56 [00:00<00:13, 4.10it/s] 254/299 6.88G 0.01557 0.01678 8.115e-05 0.03244 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.10it/s] 254/299 6.88G 0.01557 0.01678 8.115e-05 0.03244 151 640: 5%|▌ | 3/56 [00:00<00:12, 4.26it/s] 254/299 6.88G 0.01553 0.01673 8.933e-05 0.03235 219 640: 5%|▌ | 3/56 [00:32<00:12, 4.26it/s] 254/299 6.88G 0.01553 0.01673 8.933e-05 0.03235 219 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 254/299 6.88G 0.0153 0.01597 0.0001077 0.03138 131 640: 7%|▋ | 4/56 [00:32<10:58, 12.66s/it] 254/299 6.88G 0.0153 0.01597 0.0001077 0.03138 131 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 254/299 6.88G 0.01558 0.01554 0.0001042 0.03122 150 640: 9%|▉ | 5/56 [00:32<06:57, 8.19s/it] 254/299 6.88G 0.01558 0.01554 0.0001042 0.03122 150 640: 11%|█ | 6/56 [00:32<04:34, 5.48s/it] 254/299 6.88G 0.01554 0.01499 9.832e-05 0.03062 145 640: 11%|█ | 6/56 [00:33<04:34, 5.48s/it] 254/299 6.88G 0.01554 0.01499 9.832e-05 0.03062 145 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 254/299 6.88G 0.01551 0.01493 9.663e-05 0.03054 132 640: 12%|█▎ | 7/56 [00:33<03:04, 3.76s/it] 254/299 6.88G 0.01551 0.01493 9.663e-05 0.03054 132 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 254/299 6.88G 0.01554 0.0151 9.344e-05 0.03074 198 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 254/299 6.88G 0.01554 0.0151 9.344e-05 0.03074 198 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 254/299 6.88G 0.01556 0.01508 9.174e-05 0.03073 218 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 254/299 6.88G 0.01556 0.01508 9.174e-05 0.03073 218 640: 18%|█▊ | 10/56 [00:33<01:03, 1.38s/it] 254/299 6.88G 0.01541 0.01483 8.999e-05 0.03034 152 640: 18%|█▊ | 10/56 [00:34<01:03, 1.38s/it] 254/299 6.88G 0.01541 0.01483 8.999e-05 0.03034 152 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 254/299 6.88G 0.01522 0.01464 8.788e-05 0.02994 130 640: 20%|█▉ | 11/56 [01:06<00:46, 1.03s/it] 254/299 6.88G 0.01522 0.01464 8.788e-05 0.02994 130 640: 21%|██▏ | 12/56 [01:06<07:42, 10.51s/it] 254/299 6.88G 0.01505 0.01434 8.586e-05 0.02948 128 640: 21%|██▏ | 12/56 [01:06<07:42, 10.51s/it] 254/299 6.88G 0.01505 0.01434 8.586e-05 0.02948 128 640: 23%|██▎ | 13/56 [01:06<05:18, 7.41s/it] 254/299 6.88G 0.01494 0.01423 9.412e-05 0.02927 130 640: 23%|██▎ | 13/56 [01:06<05:18, 7.41s/it] 254/299 6.88G 0.01494 0.01423 9.412e-05 0.02927 130 640: 25%|██▌ | 14/56 [01:06<03:40, 5.24s/it] 254/299 6.88G 0.01496 0.01425 9.242e-05 0.0293 153 640: 25%|██▌ | 14/56 [01:07<03:40, 5.24s/it] 254/299 6.88G 0.01496 0.01425 9.242e-05 0.0293 153 640: 27%|██▋ | 15/56 [01:07<02:32, 3.73s/it] 254/299 6.88G 0.01489 0.01434 9.179e-05 0.02931 147
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.515 0.491 0.395 0.209
0%| | 0/56 [00:00<?, ?it/s] 255/299 6.88G 0.01666 0.02023 5.324e-05 0.03695 155 640: 0%| | 0/56 [00:00<?, ?it/s] 255/299 6.88G 0.01666 0.02023 5.324e-05 0.03695 155 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 255/299 6.88G 0.01665 0.01817 7.852e-05 0.03489 140 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 255/299 6.88G 0.01665 0.01817 7.852e-05 0.03489 140 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 255/299 6.88G 0.01738 0.01681 7.942e-05 0.03428 199 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 255/299 6.88G 0.01738 0.01681 7.942e-05 0.03428 199 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 255/299 6.88G 0.01696 0.01542 0.0001678 0.03255 121 640: 5%|▌ | 3/56 [00:31<00:12, 4.20it/s] 255/299 6.88G 0.01696 0.01542 0.0001678 0.03255 121 640: 7%|▋ | 4/56 [00:31<10:46, 12.43s/it] 255/299 6.88G 0.01724 0.01507 0.0002433 0.03255 178 640: 7%|▋ | 4/56 [00:32<10:46, 12.43s/it] 255/299 6.88G 0.01724 0.01507 0.0002433 0.03255 178 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 255/299 6.88G 0.01677 0.01502 0.0002158 0.032 182 640: 9%|▉ | 5/56 [00:32<06:50, 8.05s/it] 255/299 6.88G 0.01677 0.01502 0.0002158 0.032 182 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 255/299 6.88G 0.01657 0.01531 0.000214 0.03209 214 640: 11%|█ | 6/56 [00:32<04:29, 5.39s/it] 255/299 6.88G 0.01657 0.01531 0.000214 0.03209 214 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 255/299 6.88G 0.01628 0.01494 0.000209 0.03143 149 640: 12%|█▎ | 7/56 [00:32<03:01, 3.70s/it] 255/299 6.88G 0.01628 0.01494 0.000209 0.03143 149 640: 14%|█▍ | 8/56 [00:32<02:04, 2.60s/it] 255/299 6.88G 0.01613 0.01517 0.0001959 0.0315 210 640: 14%|█▍ | 8/56 [00:33<02:04, 2.60s/it] 255/299 6.88G 0.01613 0.01517 0.0001959 0.0315 210 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 255/299 6.88G 0.01596 0.01534 0.0001841 0.03148 204 640: 16%|█▌ | 9/56 [00:33<01:27, 1.87s/it] 255/299 6.88G 0.01596 0.01534 0.0001841 0.03148 204 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 255/299 6.88G 0.01569 0.01494 0.0001732 0.03081 111 640: 18%|█▊ | 10/56 [00:33<01:02, 1.36s/it] 255/299 6.88G 0.01569 0.01494 0.0001732 0.03081 111 640: 20%|█▉ | 11/56 [00:33<00:45, 1.02s/it] 255/299 6.88G 0.01575 0.01475 0.0001766 0.03068 137 640: 20%|█▉ | 11/56 [01:05<00:45, 1.02s/it] 255/299 6.88G 0.01575 0.01475 0.0001766 0.03068 137 640: 21%|██▏ | 12/56 [01:05<07:41, 10.48s/it] 255/299 6.88G 0.01566 0.01441 0.0001738 0.03025 126 640: 21%|██▏ | 12/56 [01:05<07:41, 10.48s/it] 255/299 6.88G 0.01566 0.01441 0.0001738 0.03025 126 640: 23%|██▎ | 13/56 [01:05<05:17, 7.39s/it] 255/299 6.88G 0.01556 0.01422 0.0001671 0.02994 119 640: 23%|██▎ | 13/56 [01:06<05:17, 7.39s/it] 255/299 6.88G 0.01556 0.01422 0.0001671 0.02994 119 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 255/299 6.88G 0.01536 0.01413 0.0001608 0.02965 153 640: 25%|██▌ | 14/56 [01:06<03:39, 5.23s/it] 255/299 6.88G 0.01536 0.01413 0.0001608 0.02965 153 640: 27%|██▋ | 15/56 [01:06<02:32, 3.72s/it] 255/299 6.88G 0.01521 0.01406 0.0001552 0.02943 146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.555 0.481 0.404 0.211
0%| | 0/56 [00:00<?, ?it/s] 256/299 6.88G 0.01705 0.01787 7.197e-05 0.03499 149 640: 0%| | 0/56 [00:00<?, ?it/s] 256/299 6.88G 0.01705 0.01787 7.197e-05 0.03499 149 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 256/299 6.88G 0.01715 0.01658 7.536e-05 0.03381 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 256/299 6.88G 0.01715 0.01658 7.536e-05 0.03381 171 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 256/299 6.88G 0.01699 0.01682 7.718e-05 0.03389 211 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 256/299 6.88G 0.01699 0.01682 7.718e-05 0.03389 211 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 256/299 6.88G 0.01683 0.01616 7.503e-05 0.03306 147 640: 5%|▌ | 3/56 [00:32<00:12, 4.18it/s] 256/299 6.88G 0.01683 0.01616 7.503e-05 0.03306 147 640: 7%|▋ | 4/56 [00:32<10:52, 12.55s/it] 256/299 6.88G 0.01635 0.01549 9.531e-05 0.03193 160 640: 7%|▋ | 4/56 [00:32<10:52, 12.55s/it] 256/299 6.88G 0.01635 0.01549 9.531e-05 0.03193 160 640: 9%|▉ | 5/56 [00:32<06:54, 8.12s/it] 256/299 6.88G 0.01601 0.01476 9.431e-05 0.03086 141 640: 9%|▉ | 5/56 [00:32<06:54, 8.12s/it] 256/299 6.88G 0.01601 0.01476 9.431e-05 0.03086 141 640: 11%|█ | 6/56 [00:32<04:31, 5.44s/it] 256/299 6.88G 0.01613 0.01485 9.095e-05 0.03107 172 640: 11%|█ | 6/56 [00:32<04:31, 5.44s/it] 256/299 6.88G 0.01613 0.01485 9.095e-05 0.03107 172 640: 12%|█▎ | 7/56 [00:32<03:02, 3.73s/it] 256/299 6.88G 0.01596 0.01484 0.0001222 0.03092 167 640: 12%|█▎ | 7/56 [00:33<03:02, 3.73s/it] 256/299 6.88G 0.01596 0.01484 0.0001222 0.03092 167 640: 14%|█▍ | 8/56 [00:33<02:05, 2.62s/it] 256/299 6.88G 0.01592 0.0148 0.0001171 0.03083 196 640: 14%|█▍ | 8/56 [00:33<02:05, 2.62s/it] 256/299 6.88G 0.01592 0.0148 0.0001171 0.03083 196 640: 16%|█▌ | 9/56 [00:33<01:28, 1.88s/it] 256/299 6.88G 0.01593 0.0148 0.0001136 0.03085 189 640: 16%|█▌ | 9/56 [00:33<01:28, 1.88s/it] 256/299 6.88G 0.01593 0.0148 0.0001136 0.03085 189 640: 18%|█▊ | 10/56 [00:33<01:03, 1.37s/it] 256/299 6.88G 0.01573 0.01475 0.0001099 0.03059 157 640: 18%|█▊ | 10/56 [00:33<01:03, 1.37s/it] 256/299 6.88G 0.01573 0.01475 0.0001099 0.03059 157 640: 20%|█▉ | 11/56 [00:33<00:45, 1.02s/it] 256/299 6.88G 0.01557 0.01454 0.0001064 0.03021 125 640: 20%|█▉ | 11/56 [01:06<00:45, 1.02s/it] 256/299 6.88G 0.01557 0.01454 0.0001064 0.03021 125 640: 21%|██▏ | 12/56 [01:06<07:44, 10.56s/it] 256/299 6.88G 0.01544 0.01458 0.0001081 0.03013 187 640: 21%|██▏ | 12/56 [01:06<07:44, 10.56s/it] 256/299 6.88G 0.01544 0.01458 0.0001081 0.03013 187 640: 23%|██▎ | 13/56 [01:06<05:20, 7.44s/it] 256/299 6.88G 0.01531 0.01479 0.0001058 0.03021 188 640: 23%|██▎ | 13/56 [01:06<05:20, 7.44s/it] 256/299 6.88G 0.01531 0.01479 0.0001058 0.03021 188 640: 25%|██▌ | 14/56 [01:06<03:41, 5.26s/it] 256/299 6.88G 0.01526 0.01471 0.0001028 0.03007 151 640: 25%|██▌ | 14/56 [01:06<03:41, 5.26s/it] 256/299 6.88G 0.01526 0.01471 0.0001028 0.03007 151 640: 27%|██▋ | 15/56 [01:06<02:33, 3.75s/it] 256/299 6.88G 0.01518 0.0145 0.0001024 0.02978 125
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.518 0.496 0.394 0.209
0%| | 0/56 [00:00<?, ?it/s] 257/299 6.88G 0.01457 0.0156 0.000324 0.0305 162 640: 0%| | 0/56 [00:03<?, ?it/s] 257/299 6.88G 0.01457 0.0156 0.000324 0.0305 162 640: 2%|▏ | 1/56 [00:03<03:15, 3.56s/it] 257/299 6.88G 0.01559 0.01368 0.0002399 0.02951 118 640: 2%|▏ | 1/56 [00:03<03:15, 3.56s/it] 257/299 6.88G 0.01559 0.01368 0.0002399 0.02951 118 640: 4%|▎ | 2/56 [00:03<01:26, 1.60s/it] 257/299 6.88G 0.0155 0.01427 0.0002072 0.02998 201 640: 4%|▎ | 2/56 [00:04<01:26, 1.60s/it] 257/299 6.88G 0.0155 0.01427 0.0002072 0.02998 201 640: 5%|▌ | 3/56 [00:04<00:51, 1.03it/s] 257/299 6.88G 0.01549 0.01434 0.000181 0.03001 185 640: 5%|▌ | 3/56 [00:42<00:51, 1.03it/s] 257/299 6.88G 0.01549 0.01434 0.000181 0.03001 185 640: 7%|▋ | 4/56 [00:42<13:35, 15.68s/it] 257/299 6.88G 0.01527 0.01377 0.0001687 0.02921 144 640: 7%|▋ | 4/56 [00:42<13:35, 15.68s/it] 257/299 6.88G 0.01527 0.01377 0.0001687 0.02921 144 640: 9%|▉ | 5/56 [00:42<08:36, 10.12s/it] 257/299 6.88G 0.01566 0.01433 0.0001586 0.03014 200 640: 9%|▉ | 5/56 [00:42<08:36, 10.12s/it] 257/299 6.88G 0.01566 0.01433 0.0001586 0.03014 200 640: 11%|█ | 6/56 [00:42<05:37, 6.76s/it] 257/299 6.88G 0.01548 0.01445 0.000152 0.03009 215 640: 11%|█ | 6/56 [00:42<05:37, 6.76s/it] 257/299 6.88G 0.01548 0.01445 0.000152 0.03009 215 640: 12%|█▎ | 7/56 [00:42<03:46, 4.62s/it] 257/299 6.88G 0.01541 0.0142 0.0001503 0.02976 160 640: 12%|█▎ | 7/56 [00:43<03:46, 4.62s/it] 257/299 6.88G 0.01541 0.0142 0.0001503 0.02976 160 640: 14%|█▍ | 8/56 [00:43<02:34, 3.22s/it] 257/299 6.88G 0.01542 0.01406 0.0001434 0.02962 148 640: 14%|█▍ | 8/56 [00:45<02:34, 3.22s/it] 257/299 6.88G 0.01542 0.01406 0.0001434 0.02962 148 640: 16%|█▌ | 9/56 [00:45<02:22, 3.03s/it] 257/299 6.88G 0.01528 0.0142 0.0001395 0.02962 201 640: 16%|█▌ | 9/56 [00:46<02:22, 3.03s/it] 257/299 6.88G 0.01528 0.0142 0.0001395 0.02962 201 640: 18%|█▊ | 10/56 [00:46<01:39, 2.16s/it] 257/299 6.88G 0.01532 0.01427 0.0001334 0.02973 148 640: 18%|█▊ | 10/56 [00:46<01:39, 2.16s/it] 257/299 6.88G 0.01532 0.01427 0.0001334 0.02973 148 640: 20%|█▉ | 11/56 [00:46<01:10, 1.57s/it] 257/299 6.88G 0.01526 0.01415 0.0001278 0.02954 145 640: 20%|█▉ | 11/56 [01:19<01:10, 1.57s/it] 257/299 6.88G 0.01526 0.01415 0.0001278 0.02954 145 640: 21%|██▏ | 12/56 [01:19<08:18, 11.33s/it] 257/299 6.88G 0.01526 0.0142 0.0001231 0.02959 146 640: 21%|██▏ | 12/56 [01:20<08:18, 11.33s/it] 257/299 6.88G 0.01526 0.0142 0.0001231 0.02959 146 640: 23%|██▎ | 13/56 [01:20<05:43, 7.98s/it] 257/299 6.88G 0.01539 0.01409 0.0001198 0.0296 98 640: 23%|██▎ | 13/56 [01:20<05:43, 7.98s/it] 257/299 6.88G 0.01539 0.01409 0.0001198 0.0296 98 640: 25%|██▌ | 14/56 [01:20<03:56, 5.64s/it] 257/299 6.88G 0.01538 0.01412 0.0001205 0.02962 144 640: 25%|██▌ | 14/56 [01:20<03:56, 5.64s/it] 257/299 6.88G 0.01538 0.01412 0.0001205 0.02962 144 640: 27%|██▋ | 15/56 [01:20<02:44, 4.01s/it] 257/299 6.88G 0.01525 0.01406 0.0001173 0.02943 128
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.559 0.457 0.38 0.201
0%| | 0/56 [00:00<?, ?it/s] 258/299 6.88G 0.01719 0.01931 9.359e-05 0.0366 216 640: 0%| | 0/56 [00:00<?, ?it/s] 258/299 6.88G 0.01719 0.01931 9.359e-05 0.0366 216 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 258/299 6.88G 0.01557 0.01653 8.427e-05 0.03218 160 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 258/299 6.88G 0.01557 0.01653 8.427e-05 0.03218 160 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 258/299 6.88G 0.01572 0.01661 0.0001177 0.03245 212 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 258/299 6.88G 0.01572 0.01661 0.0001177 0.03245 212 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 258/299 6.88G 0.0159 0.01545 0.0001072 0.03146 127 640: 5%|▌ | 3/56 [00:39<00:12, 4.19it/s] 258/299 6.88G 0.0159 0.01545 0.0001072 0.03146 127 640: 7%|▋ | 4/56 [00:39<13:17, 15.35s/it] 258/299 6.88G 0.01622 0.01493 0.0001376 0.03129 155 640: 7%|▋ | 4/56 [00:39<13:17, 15.35s/it] 258/299 6.88G 0.01622 0.01493 0.0001376 0.03129 155 640: 9%|▉ | 5/56 [00:39<08:25, 9.91s/it] 258/299 6.88G 0.0161 0.0148 0.0001333 0.03104 184 640: 9%|▉ | 5/56 [00:39<08:25, 9.91s/it] 258/299 6.88G 0.0161 0.0148 0.0001333 0.03104 184 640: 11%|█ | 6/56 [00:39<05:30, 6.62s/it] 258/299 6.88G 0.01572 0.01467 0.0001254 0.03051 185 640: 11%|█ | 6/56 [00:39<05:30, 6.62s/it] 258/299 6.88G 0.01572 0.01467 0.0001254 0.03051 185 640: 12%|█▎ | 7/56 [00:39<03:41, 4.53s/it] 258/299 6.88G 0.01552 0.01467 0.0001242 0.03031 151 640: 12%|█▎ | 7/56 [00:40<03:41, 4.53s/it] 258/299 6.88G 0.01552 0.01467 0.0001242 0.03031 151 640: 14%|█▍ | 8/56 [00:40<02:31, 3.16s/it] 258/299 6.88G 0.01574 0.0148 0.0001334 0.03068 203 640: 14%|█▍ | 8/56 [00:40<02:31, 3.16s/it] 258/299 6.88G 0.01574 0.0148 0.0001334 0.03068 203 640: 16%|█▌ | 9/56 [00:40<01:45, 2.26s/it] 258/299 6.88G 0.01562 0.01473 0.0001281 0.03047 170 640: 16%|█▌ | 9/56 [00:40<01:45, 2.26s/it] 258/299 6.88G 0.01562 0.01473 0.0001281 0.03047 170 640: 18%|█▊ | 10/56 [00:40<01:14, 1.63s/it] 258/299 6.88G 0.01566 0.01485 0.0001368 0.03065 141 640: 18%|█▊ | 10/56 [00:40<01:14, 1.63s/it] 258/299 6.88G 0.01566 0.01485 0.0001368 0.03065 141 640: 20%|█▉ | 11/56 [00:40<00:53, 1.20s/it] 258/299 6.88G 0.01566 0.01477 0.0001322 0.03056 161 640: 20%|█▉ | 11/56 [01:21<00:53, 1.20s/it] 258/299 6.88G 0.01566 0.01477 0.0001322 0.03056 161 640: 21%|██▏ | 12/56 [01:21<09:46, 13.33s/it] 258/299 6.88G 0.01567 0.01459 0.0001271 0.03038 123 640: 21%|██▏ | 12/56 [01:22<09:46, 13.33s/it] 258/299 6.88G 0.01567 0.01459 0.0001271 0.03038 123 640: 23%|██▎ | 13/56 [01:22<06:43, 9.37s/it] 258/299 6.88G 0.01555 0.01451 0.0001246 0.03019 124 640: 23%|██▎ | 13/56 [01:22<06:43, 9.37s/it] 258/299 6.88G 0.01555 0.01451 0.0001246 0.03019 124 640: 25%|██▌ | 14/56 [01:22<04:37, 6.61s/it] 258/299 6.88G 0.01536 0.01448 0.0001218 0.02997 163 640: 25%|██▌ | 14/56 [01:22<04:37, 6.61s/it] 258/299 6.88G 0.01536 0.01448 0.0001218 0.02997 163 640: 27%|██▋ | 15/56 [01:22<03:12, 4.69s/it] 258/299 6.88G 0.01525 0.01444 0.0001185 0.02981 138
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.531 0.465 0.379 0.199
0%| | 0/56 [00:00<?, ?it/s] 259/299 6.88G 0.01599 0.01654 0.0001933 0.03273 205 640: 0%| | 0/56 [00:00<?, ?it/s] 259/299 6.88G 0.01599 0.01654 0.0001933 0.03273 205 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 259/299 6.88G 0.01548 0.01372 0.0001299 0.02932 126 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 259/299 6.88G 0.01548 0.01372 0.0001299 0.02932 126 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 259/299 6.88G 0.01551 0.01374 0.0001144 0.02937 171 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 259/299 6.88G 0.01551 0.01374 0.0001144 0.02937 171 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 259/299 6.88G 0.01543 0.01308 0.0001064 0.02861 124 640: 5%|▌ | 3/56 [00:33<00:12, 4.20it/s] 259/299 6.88G 0.01543 0.01308 0.0001064 0.02861 124 640: 7%|▋ | 4/56 [00:33<11:23, 13.15s/it] 259/299 6.88G 0.0153 0.01393 0.0001622 0.0294 213 640: 7%|▋ | 4/56 [00:37<11:23, 13.15s/it] 259/299 6.88G 0.0153 0.01393 0.0001622 0.0294 213 640: 9%|▉ | 5/56 [00:37<08:12, 9.66s/it] 259/299 6.88G 0.01507 0.01371 0.0001625 0.02895 129 640: 9%|▉ | 5/56 [00:37<08:12, 9.66s/it] 259/299 6.88G 0.01507 0.01371 0.0001625 0.02895 129 640: 11%|█ | 6/56 [00:37<05:22, 6.45s/it] 259/299 6.88G 0.01527 0.01376 0.0001585 0.02919 132 640: 11%|█ | 6/56 [00:37<05:22, 6.45s/it] 259/299 6.88G 0.01527 0.01376 0.0001585 0.02919 132 640: 12%|█▎ | 7/56 [00:37<03:36, 4.42s/it] 259/299 6.88G 0.01515 0.01392 0.0001648 0.02923 171 640: 12%|█▎ | 7/56 [00:37<03:36, 4.42s/it] 259/299 6.88G 0.01515 0.01392 0.0001648 0.02923 171 640: 14%|█▍ | 8/56 [00:37<02:27, 3.08s/it] 259/299 6.88G 0.01503 0.01359 0.000154 0.02877 139 640: 14%|█▍ | 8/56 [00:38<02:27, 3.08s/it] 259/299 6.88G 0.01503 0.01359 0.000154 0.02877 139 640: 16%|█▌ | 9/56 [00:38<01:43, 2.20s/it] 259/299 6.88G 0.01521 0.01374 0.0001494 0.0291 183 640: 16%|█▌ | 9/56 [00:38<01:43, 2.20s/it] 259/299 6.88G 0.01521 0.01374 0.0001494 0.0291 183 640: 18%|█▊ | 10/56 [00:38<01:13, 1.59s/it] 259/299 6.88G 0.0151 0.01348 0.000143 0.02873 119 640: 18%|█▊ | 10/56 [00:38<01:13, 1.59s/it] 259/299 6.88G 0.0151 0.01348 0.000143 0.02873 119 640: 20%|█▉ | 11/56 [00:38<00:52, 1.17s/it] 259/299 6.88G 0.01509 0.01351 0.0001375 0.02873 139 640: 20%|█▉ | 11/56 [01:07<00:52, 1.17s/it] 259/299 6.88G 0.01509 0.01351 0.0001375 0.02873 139 640: 21%|██▏ | 12/56 [01:07<07:04, 9.64s/it] 259/299 6.88G 0.01512 0.01357 0.0001328 0.02883 162 640: 21%|██▏ | 12/56 [01:11<07:04, 9.64s/it] 259/299 6.88G 0.01512 0.01357 0.0001328 0.02883 162 640: 23%|██▎ | 13/56 [01:11<05:40, 7.93s/it] 259/299 6.88G 0.01515 0.01385 0.000129 0.02913 198 640: 23%|██▎ | 13/56 [01:11<05:40, 7.93s/it] 259/299 6.88G 0.01515 0.01385 0.000129 0.02913 198 640: 25%|██▌ | 14/56 [01:11<03:55, 5.60s/it] 259/299 6.88G 0.01516 0.01389 0.000127 0.02918 161 640: 25%|██▌ | 14/56 [01:11<03:55, 5.60s/it] 259/299 6.88G 0.01516 0.01389 0.000127 0.02918 161 640: 27%|██▋ | 15/56 [01:11<02:43, 3.98s/it] 259/299 6.88G 0.01509 0.01412 0.0001237 0.02934 198
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.556 0.466 0.38 0.197
0%| | 0/56 [00:00<?, ?it/s] 260/299 6.88G 0.01528 0.01645 8.195e-05 0.03182 172 640: 0%| | 0/56 [00:00<?, ?it/s] 260/299 6.88G 0.01528 0.01645 8.195e-05 0.03182 172 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 260/299 6.88G 0.01504 0.01528 0.0001318 0.03046 170 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 260/299 6.88G 0.01504 0.01528 0.0001318 0.03046 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 260/299 6.88G 0.01476 0.01463 0.0001188 0.02951 163 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 260/299 6.88G 0.01476 0.01463 0.0001188 0.02951 163 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 260/299 6.88G 0.01484 0.01364 0.0001133 0.0286 120 640: 5%|▌ | 3/56 [00:26<00:12, 4.19it/s] 260/299 6.88G 0.01484 0.01364 0.0001133 0.0286 120 640: 7%|▋ | 4/56 [00:26<09:05, 10.49s/it] 260/299 6.88G 0.01505 0.01367 0.0001239 0.02885 135 640: 7%|▋ | 4/56 [00:40<09:05, 10.49s/it] 260/299 6.88G 0.01505 0.01367 0.0001239 0.02885 135 640: 9%|▉ | 5/56 [00:40<09:54, 11.65s/it] 260/299 6.88G 0.01509 0.01358 0.0001291 0.0288 196 640: 9%|▉ | 5/56 [00:40<09:54, 11.65s/it] 260/299 6.88G 0.01509 0.01358 0.0001291 0.0288 196 640: 11%|█ | 6/56 [00:40<06:28, 7.76s/it] 260/299 6.88G 0.01499 0.01337 0.000124 0.02849 150 640: 11%|█ | 6/56 [00:41<06:28, 7.76s/it] 260/299 6.88G 0.01499 0.01337 0.000124 0.02849 150 640: 12%|█▎ | 7/56 [00:41<04:19, 5.30s/it] 260/299 6.88G 0.01474 0.01315 0.0001174 0.02801 110 640: 12%|█▎ | 7/56 [00:41<04:19, 5.30s/it] 260/299 6.88G 0.01474 0.01315 0.0001174 0.02801 110 640: 14%|█▍ | 8/56 [00:41<02:56, 3.68s/it] 260/299 6.88G 0.01468 0.01287 0.0001128 0.02767 125 640: 14%|█▍ | 8/56 [00:41<02:56, 3.68s/it] 260/299 6.88G 0.01468 0.01287 0.0001128 0.02767 125 640: 16%|█▌ | 9/56 [00:41<02:02, 2.61s/it] 260/299 6.88G 0.01466 0.01284 0.0001091 0.02761 171 640: 16%|█▌ | 9/56 [00:41<02:02, 2.61s/it] 260/299 6.88G 0.01466 0.01284 0.0001091 0.02761 171 640: 18%|█▊ | 10/56 [00:41<01:26, 1.88s/it] 260/299 6.88G 0.01467 0.01286 0.0001095 0.02764 132 640: 18%|█▊ | 10/56 [00:42<01:26, 1.88s/it] 260/299 6.88G 0.01467 0.01286 0.0001095 0.02764 132 640: 20%|█▉ | 11/56 [00:42<01:01, 1.37s/it] 260/299 6.88G 0.01447 0.01287 0.0001091 0.02745 133 640: 20%|█▉ | 11/56 [01:00<01:01, 1.37s/it] 260/299 6.88G 0.01447 0.01287 0.0001091 0.02745 133 640: 21%|██▏ | 12/56 [01:00<04:53, 6.68s/it] 260/299 6.88G 0.0145 0.013 0.0001061 0.02761 130 640: 21%|██▏ | 12/56 [01:14<04:53, 6.68s/it] 260/299 6.88G 0.0145 0.013 0.0001061 0.02761 130 640: 23%|██▎ | 13/56 [01:14<06:19, 8.82s/it] 260/299 6.88G 0.01446 0.0134 0.0001046 0.02796 196 640: 23%|██▎ | 13/56 [01:14<06:19, 8.82s/it] 260/299 6.88G 0.01446 0.0134 0.0001046 0.02796 196 640: 25%|██▌ | 14/56 [01:14<04:21, 6.22s/it] 260/299 6.88G 0.01447 0.01361 0.0001045 0.02819 175 640: 25%|██▌ | 14/56 [01:15<04:21, 6.22s/it] 260/299 6.88G 0.01447 0.01361 0.0001045 0.02819 175 640: 27%|██▋ | 15/56 [01:15<03:01, 4.42s/it] 260/299 6.88G 0.01445 0.01387 0.0001039 0.02843 168
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.584 0.441 0.39 0.203
0%| | 0/56 [00:00<?, ?it/s] 261/299 6.88G 0.01638 0.01877 7.825e-05 0.03523 176 640: 0%| | 0/56 [00:00<?, ?it/s] 261/299 6.88G 0.01638 0.01877 7.825e-05 0.03523 176 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 261/299 6.88G 0.01619 0.01666 0.0001019 0.03295 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 261/299 6.88G 0.01619 0.01666 0.0001019 0.03295 163 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 261/299 6.88G 0.01521 0.01492 9.713e-05 0.03023 148 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 261/299 6.88G 0.01521 0.01492 9.713e-05 0.03023 148 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 261/299 6.88G 0.01532 0.01483 9.559e-05 0.03024 205 640: 5%|▌ | 3/56 [00:26<00:12, 4.18it/s] 261/299 6.88G 0.01532 0.01483 9.559e-05 0.03024 205 640: 7%|▋ | 4/56 [00:26<09:03, 10.45s/it] 261/299 6.88G 0.01521 0.01447 9.373e-05 0.02978 170 640: 7%|▋ | 4/56 [00:32<09:03, 10.45s/it] 261/299 6.88G 0.01521 0.01447 9.373e-05 0.02978 170 640: 9%|▉ | 5/56 [00:32<07:25, 8.74s/it] 261/299 6.88G 0.015 0.01423 0.0001337 0.02936 159 640: 9%|▉ | 5/56 [00:32<07:25, 8.74s/it] 261/299 6.88G 0.015 0.01423 0.0001337 0.02936 159 640: 11%|█ | 6/56 [00:32<04:52, 5.84s/it] 261/299 6.88G 0.01504 0.01402 0.000125 0.02919 162 640: 11%|█ | 6/56 [00:32<04:52, 5.84s/it] 261/299 6.88G 0.01504 0.01402 0.000125 0.02919 162 640: 12%|█▎ | 7/56 [00:32<03:16, 4.01s/it] 261/299 6.88G 0.01504 0.01415 0.000136 0.02933 168 640: 12%|█▎ | 7/56 [00:33<03:16, 4.01s/it] 261/299 6.88G 0.01504 0.01415 0.000136 0.02933 168 640: 14%|█▍ | 8/56 [00:33<02:14, 2.80s/it] 261/299 6.88G 0.01519 0.01404 0.0001291 0.02935 196 640: 14%|█▍ | 8/56 [00:33<02:14, 2.80s/it] 261/299 6.88G 0.01519 0.01404 0.0001291 0.02935 196 640: 16%|█▌ | 9/56 [00:33<01:34, 2.01s/it] 261/299 6.88G 0.01531 0.01403 0.000123 0.02947 199 640: 16%|█▌ | 9/56 [00:33<01:34, 2.01s/it] 261/299 6.88G 0.01531 0.01403 0.000123 0.02947 199 640: 18%|█▊ | 10/56 [00:33<01:07, 1.46s/it] 261/299 6.88G 0.01526 0.01417 0.000126 0.02956 162 640: 18%|█▊ | 10/56 [00:33<01:07, 1.46s/it] 261/299 6.88G 0.01526 0.01417 0.000126 0.02956 162 640: 20%|█▉ | 11/56 [00:33<00:48, 1.08s/it] 261/299 6.88G 0.01509 0.01413 0.0001457 0.02936 151 640: 20%|█▉ | 11/56 [01:02<00:48, 1.08s/it] 261/299 6.88G 0.01509 0.01413 0.0001457 0.02936 151 640: 21%|██▏ | 12/56 [01:02<06:58, 9.51s/it] 261/299 6.88G 0.01505 0.01404 0.0001406 0.02922 133 640: 21%|██▏ | 12/56 [01:06<06:58, 9.51s/it] 261/299 6.88G 0.01505 0.01404 0.0001406 0.02922 133 640: 23%|██▎ | 13/56 [01:06<05:35, 7.81s/it] 261/299 6.88G 0.01508 0.01418 0.0001362 0.0294 200 640: 23%|██▎ | 13/56 [01:06<05:35, 7.81s/it] 261/299 6.88G 0.01508 0.01418 0.0001362 0.0294 200 640: 25%|██▌ | 14/56 [01:06<03:51, 5.52s/it] 261/299 6.88G 0.01511 0.01413 0.0001329 0.02938 136 640: 25%|██▌ | 14/56 [01:07<03:51, 5.52s/it] 261/299 6.88G 0.01511 0.01413 0.0001329 0.02938 136 640: 27%|██▋ | 15/56 [01:07<02:40, 3.92s/it] 261/299 6.88G 0.01511 0.01413 0.0001291 0.02937 140
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.526 0.506 0.399 0.206
0%| | 0/56 [00:00<?, ?it/s] 262/299 6.88G 0.0174 0.01716 0.0001958 0.03476 206 640: 0%| | 0/56 [00:00<?, ?it/s] 262/299 6.88G 0.0174 0.01716 0.0001958 0.03476 206 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 262/299 6.88G 0.0179 0.01772 0.0001507 0.03577 206 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 262/299 6.88G 0.0179 0.01772 0.0001507 0.03577 206 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 262/299 6.88G 0.01677 0.01557 0.0001537 0.03249 129 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 262/299 6.88G 0.01677 0.01557 0.0001537 0.03249 129 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 262/299 6.88G 0.0169 0.0155 0.0001674 0.03257 174 640: 5%|▌ | 3/56 [00:36<00:12, 4.19it/s] 262/299 6.88G 0.0169 0.0155 0.0001674 0.03257 174 640: 7%|▋ | 4/56 [00:36<12:13, 14.11s/it] 262/299 6.88G 0.01674 0.01482 0.0002041 0.03176 143 640: 7%|▋ | 4/56 [00:36<12:13, 14.11s/it] 262/299 6.88G 0.01674 0.01482 0.0002041 0.03176 143 640: 9%|▉ | 5/56 [00:36<07:44, 9.12s/it] 262/299 6.88G 0.01681 0.01451 0.000182 0.03151 134 640: 9%|▉ | 5/56 [00:36<07:44, 9.12s/it] 262/299 6.88G 0.01681 0.01451 0.000182 0.03151 134 640: 11%|█ | 6/56 [00:36<05:04, 6.09s/it] 262/299 6.88G 0.01702 0.01454 0.0001761 0.03173 150 640: 11%|█ | 6/56 [00:36<05:04, 6.09s/it] 262/299 6.88G 0.01702 0.01454 0.0001761 0.03173 150 640: 12%|█▎ | 7/56 [00:36<03:24, 4.17s/it] 262/299 6.88G 0.01661 0.01451 0.0001664 0.03129 141 640: 12%|█▎ | 7/56 [00:37<03:24, 4.17s/it] 262/299 6.88G 0.01661 0.01451 0.0001664 0.03129 141 640: 14%|█▍ | 8/56 [00:37<02:20, 2.92s/it] 262/299 6.88G 0.01645 0.01433 0.0001622 0.03095 156 640: 14%|█▍ | 8/56 [00:37<02:20, 2.92s/it] 262/299 6.88G 0.01645 0.01433 0.0001622 0.03095 156 640: 16%|█▌ | 9/56 [00:37<01:38, 2.09s/it] 262/299 6.88G 0.01628 0.01447 0.0001534 0.0309 181 640: 16%|█▌ | 9/56 [00:37<01:38, 2.09s/it] 262/299 6.88G 0.01628 0.01447 0.0001534 0.0309 181 640: 18%|█▊ | 10/56 [00:37<01:09, 1.51s/it] 262/299 6.88G 0.01617 0.01464 0.0001471 0.03096 167 640: 18%|█▊ | 10/56 [00:37<01:09, 1.51s/it] 262/299 6.88G 0.01617 0.01464 0.0001471 0.03096 167 640: 20%|█▉ | 11/56 [00:37<00:50, 1.12s/it] 262/299 6.88G 0.01591 0.01442 0.0001404 0.03046 124 640: 20%|█▉ | 11/56 [01:10<00:50, 1.12s/it] 262/299 6.88G 0.01591 0.01442 0.0001404 0.03046 124 640: 21%|██▏ | 12/56 [01:10<07:46, 10.59s/it] 262/299 6.88G 0.0157 0.0142 0.0001342 0.03003 122 640: 21%|██▏ | 12/56 [01:10<07:46, 10.59s/it] 262/299 6.88G 0.0157 0.0142 0.0001342 0.03003 122 640: 23%|██▎ | 13/56 [01:10<05:21, 7.47s/it] 262/299 6.88G 0.01582 0.01454 0.0001306 0.03049 206 640: 23%|██▎ | 13/56 [01:10<05:21, 7.47s/it] 262/299 6.88G 0.01582 0.01454 0.0001306 0.03049 206 640: 25%|██▌ | 14/56 [01:10<03:41, 5.28s/it] 262/299 6.88G 0.01576 0.01445 0.0001445 0.03035 138 640: 25%|██▌ | 14/56 [01:10<03:41, 5.28s/it] 262/299 6.88G 0.01576 0.01445 0.0001445 0.03035 138 640: 27%|██▋ | 15/56 [01:10<02:34, 3.76s/it] 262/299 6.88G 0.01561 0.01424 0.0001449 0.02999 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.04it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.555 0.449 0.388 0.201
0%| | 0/56 [00:00<?, ?it/s] 263/299 6.88G 0.01523 0.01777 5.867e-05 0.03306 157 640: 0%| | 0/56 [00:00<?, ?it/s] 263/299 6.88G 0.01523 0.01777 5.867e-05 0.03306 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 263/299 6.88G 0.01633 0.01581 9.283e-05 0.03223 199 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 263/299 6.88G 0.01633 0.01581 9.283e-05 0.03223 199 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 263/299 6.88G 0.01638 0.01526 8.493e-05 0.03173 139 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 263/299 6.88G 0.01638 0.01526 8.493e-05 0.03173 139 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 263/299 6.88G 0.01628 0.01477 8.116e-05 0.03112 167 640: 5%|▌ | 3/56 [00:43<00:12, 4.17it/s] 263/299 6.88G 0.01628 0.01477 8.116e-05 0.03112 167 640: 7%|▋ | 4/56 [00:43<14:41, 16.96s/it] 263/299 6.88G 0.01584 0.01432 8.171e-05 0.03024 153 640: 7%|▋ | 4/56 [00:43<14:41, 16.96s/it] 263/299 6.88G 0.01584 0.01432 8.171e-05 0.03024 153 640: 9%|▉ | 5/56 [00:43<09:17, 10.94s/it] 263/299 6.88G 0.01585 0.01438 7.987e-05 0.03031 170 640: 9%|▉ | 5/56 [00:43<09:17, 10.94s/it] 263/299 6.88G 0.01585 0.01438 7.987e-05 0.03031 170 640: 11%|█ | 6/56 [00:43<06:04, 7.30s/it] 263/299 6.88G 0.01579 0.01449 7.85e-05 0.03035 176 640: 11%|█ | 6/56 [00:44<06:04, 7.30s/it] 263/299 6.88G 0.01579 0.01449 7.85e-05 0.03035 176 640: 12%|█▎ | 7/56 [00:44<04:04, 4.99s/it] 263/299 6.88G 0.01563 0.01457 8.229e-05 0.03029 153 640: 12%|█▎ | 7/56 [00:44<04:04, 4.99s/it] 263/299 6.88G 0.01563 0.01457 8.229e-05 0.03029 153 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 263/299 6.88G 0.01551 0.01431 8.076e-05 0.02989 158 640: 14%|█▍ | 8/56 [00:44<02:46, 3.47s/it] 263/299 6.88G 0.01551 0.01431 8.076e-05 0.02989 158 640: 16%|█▌ | 9/56 [00:44<01:56, 2.47s/it] 263/299 6.88G 0.01543 0.01458 0.0001032 0.03011 169 640: 16%|█▌ | 9/56 [00:44<01:56, 2.47s/it] 263/299 6.88G 0.01543 0.01458 0.0001032 0.03011 169 640: 18%|█▊ | 10/56 [00:44<01:21, 1.78s/it] 263/299 6.88G 0.01542 0.01441 9.933e-05 0.02993 128 640: 18%|█▊ | 10/56 [00:44<01:21, 1.78s/it] 263/299 6.88G 0.01542 0.01441 9.933e-05 0.02993 128 640: 20%|█▉ | 11/56 [00:44<00:58, 1.30s/it] 263/299 6.88G 0.01532 0.0143 9.647e-05 0.02971 133 640: 20%|█▉ | 11/56 [01:17<00:58, 1.30s/it] 263/299 6.88G 0.01532 0.0143 9.647e-05 0.02971 133 640: 21%|██▏ | 12/56 [01:17<07:58, 10.88s/it] 263/299 6.88G 0.01531 0.0141 0.0001022 0.02952 126 640: 21%|██▏ | 12/56 [01:20<07:58, 10.88s/it] 263/299 6.88G 0.01531 0.0141 0.0001022 0.02952 126 640: 23%|██▎ | 13/56 [01:20<06:02, 8.43s/it] 263/299 6.88G 0.0152 0.01395 0.0001091 0.02926 140 640: 23%|██▎ | 13/56 [01:20<06:02, 8.43s/it] 263/299 6.88G 0.0152 0.01395 0.0001091 0.02926 140 640: 25%|██▌ | 14/56 [01:20<04:09, 5.95s/it] 263/299 6.88G 0.01528 0.01383 0.0001062 0.02921 143 640: 25%|██▌ | 14/56 [01:21<04:09, 5.95s/it] 263/299 6.88G 0.01528 0.01383 0.0001062 0.02921 143 640: 27%|██▋ | 15/56 [01:21<02:53, 4.22s/it] 263/299 6.88G 0.01516 0.01398 0.0001052 0.02924 167
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.524 0.479 0.39 0.203
0%| | 0/56 [00:00<?, ?it/s] 264/299 6.88G 0.01993 0.02254 7.158e-05 0.04254 189 640: 0%| | 0/56 [00:00<?, ?it/s] 264/299 6.88G 0.01993 0.02254 7.158e-05 0.04254 189 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 264/299 6.88G 0.01713 0.01758 6.694e-05 0.03477 154 640: 2%|▏ | 1/56 [00:00<00:15, 3.60it/s] 264/299 6.88G 0.01713 0.01758 6.694e-05 0.03477 154 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 264/299 6.88G 0.01601 0.01623 6.484e-05 0.0323 147 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 264/299 6.88G 0.01601 0.01623 6.484e-05 0.0323 147 640: 5%|▌ | 3/56 [00:00<00:17, 3.04it/s] 264/299 6.88G 0.01607 0.01599 0.0001026 0.03217 144 640: 5%|▌ | 3/56 [00:24<00:17, 3.04it/s] 264/299 6.88G 0.01607 0.01599 0.0001026 0.03217 144 640: 7%|▋ | 4/56 [00:24<08:23, 9.68s/it] 264/299 6.88G 0.01579 0.01522 0.0001465 0.03115 172 640: 7%|▋ | 4/56 [00:32<08:23, 9.68s/it] 264/299 6.88G 0.01579 0.01522 0.0001465 0.03115 172 640: 9%|▉ | 5/56 [00:32<07:26, 8.76s/it] 264/299 6.88G 0.01565 0.0148 0.0001975 0.03065 151 640: 9%|▉ | 5/56 [00:32<07:26, 8.76s/it] 264/299 6.88G 0.01565 0.0148 0.0001975 0.03065 151 640: 11%|█ | 6/56 [00:32<04:52, 5.86s/it] 264/299 6.88G 0.01574 0.01494 0.0001853 0.03086 177 640: 11%|█ | 6/56 [00:32<04:52, 5.86s/it] 264/299 6.88G 0.01574 0.01494 0.0001853 0.03086 177 640: 12%|█▎ | 7/56 [00:32<03:16, 4.02s/it] 264/299 6.88G 0.0159 0.01461 0.0001902 0.0307 142 640: 12%|█▎ | 7/56 [00:32<03:16, 4.02s/it] 264/299 6.88G 0.0159 0.01461 0.0001902 0.0307 142 640: 14%|█▍ | 8/56 [00:32<02:14, 2.81s/it] 264/299 6.88G 0.01569 0.0143 0.0001854 0.03018 145 640: 14%|█▍ | 8/56 [00:33<02:14, 2.81s/it] 264/299 6.88G 0.01569 0.0143 0.0001854 0.03018 145 640: 16%|█▌ | 9/56 [00:33<01:34, 2.02s/it] 264/299 6.88G 0.01566 0.01466 0.0001741 0.03049 199 640: 16%|█▌ | 9/56 [00:33<01:34, 2.02s/it] 264/299 6.88G 0.01566 0.01466 0.0001741 0.03049 199 640: 18%|█▊ | 10/56 [00:33<01:07, 1.46s/it] 264/299 6.88G 0.01554 0.01476 0.0001673 0.03046 178 640: 18%|█▊ | 10/56 [00:33<01:07, 1.46s/it] 264/299 6.88G 0.01554 0.01476 0.0001673 0.03046 178 640: 20%|█▉ | 11/56 [00:33<00:48, 1.09s/it] 264/299 6.88G 0.0154 0.01472 0.0001586 0.03028 151 640: 20%|█▉ | 11/56 [01:00<00:48, 1.09s/it] 264/299 6.88G 0.0154 0.01472 0.0001586 0.03028 151 640: 21%|██▏ | 12/56 [01:00<06:32, 8.91s/it] 264/299 6.88G 0.01535 0.01465 0.000151 0.03015 139 640: 21%|██▏ | 12/56 [01:05<06:32, 8.91s/it] 264/299 6.88G 0.01535 0.01465 0.000151 0.03015 139 640: 23%|██▎ | 13/56 [01:05<05:40, 7.91s/it] 264/299 6.88G 0.01544 0.01463 0.0001447 0.03022 184 640: 23%|██▎ | 13/56 [01:06<05:40, 7.91s/it] 264/299 6.88G 0.01544 0.01463 0.0001447 0.03022 184 640: 25%|██▌ | 14/56 [01:06<03:54, 5.59s/it] 264/299 6.88G 0.01533 0.01469 0.0001395 0.03016 206 640: 25%|██▌ | 14/56 [01:06<03:54, 5.59s/it] 264/299 6.88G 0.01533 0.01469 0.0001395 0.03016 206 640: 27%|██▋ | 15/56 [01:06<02:42, 3.97s/it] 264/299 6.88G 0.0152 0.01462 0.0001345 0.02995 156
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.575 0.442 0.388 0.199
0%| | 0/56 [00:00<?, ?it/s] 265/299 6.88G 0.01556 0.01779 7.329e-05 0.03342 232 640: 0%| | 0/56 [00:00<?, ?it/s] 265/299 6.88G 0.01556 0.01779 7.329e-05 0.03342 232 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 265/299 6.88G 0.01589 0.01641 0.000138 0.03244 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 265/299 6.88G 0.01589 0.01641 0.000138 0.03244 182 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 265/299 6.88G 0.01583 0.01654 0.0001654 0.03253 231 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 265/299 6.88G 0.01583 0.01654 0.0001654 0.03253 231 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 265/299 6.88G 0.01547 0.01546 0.0001424 0.03108 141 640: 5%|▌ | 3/56 [00:34<00:12, 4.20it/s] 265/299 6.88G 0.01547 0.01546 0.0001424 0.03108 141 640: 7%|▋ | 4/56 [00:34<11:47, 13.60s/it] 265/299 6.88G 0.01538 0.01527 0.0001571 0.03081 199 640: 7%|▋ | 4/56 [00:41<11:47, 13.60s/it] 265/299 6.88G 0.01538 0.01527 0.0001571 0.03081 199 640: 9%|▉ | 5/56 [00:41<09:35, 11.28s/it] 265/299 6.88G 0.01502 0.01439 0.0001449 0.02956 138 640: 9%|▉ | 5/56 [00:42<09:35, 11.28s/it] 265/299 6.88G 0.01502 0.01439 0.0001449 0.02956 138 640: 11%|█ | 6/56 [00:42<06:16, 7.52s/it] 265/299 6.88G 0.01489 0.01408 0.0001339 0.0291 132 640: 11%|█ | 6/56 [00:42<06:16, 7.52s/it] 265/299 6.88G 0.01489 0.01408 0.0001339 0.0291 132 640: 12%|█▎ | 7/56 [00:42<04:11, 5.13s/it] 265/299 6.88G 0.01485 0.01426 0.0001345 0.02925 180 640: 12%|█▎ | 7/56 [00:42<04:11, 5.13s/it] 265/299 6.88G 0.01485 0.01426 0.0001345 0.02925 180 640: 14%|█▍ | 8/56 [00:42<02:51, 3.57s/it] 265/299 6.88G 0.01498 0.0145 0.0001269 0.0296 203 640: 14%|█▍ | 8/56 [00:42<02:51, 3.57s/it] 265/299 6.88G 0.01498 0.0145 0.0001269 0.0296 203 640: 16%|█▌ | 9/56 [00:42<01:59, 2.53s/it] 265/299 6.88G 0.01489 0.01457 0.000133 0.02959 193 640: 16%|█▌ | 9/56 [00:43<01:59, 2.53s/it] 265/299 6.88G 0.01489 0.01457 0.000133 0.02959 193 640: 18%|█▊ | 10/56 [00:43<01:23, 1.82s/it] 265/299 6.88G 0.01491 0.01482 0.0001275 0.02986 197 640: 18%|█▊ | 10/56 [00:43<01:23, 1.82s/it] 265/299 6.88G 0.01491 0.01482 0.0001275 0.02986 197 640: 20%|█▉ | 11/56 [00:43<00:59, 1.33s/it] 265/299 6.88G 0.01494 0.01486 0.0001255 0.02992 157 640: 20%|█▉ | 11/56 [01:08<00:59, 1.33s/it] 265/299 6.88G 0.01494 0.01486 0.0001255 0.02992 157 640: 21%|██▏ | 12/56 [01:08<06:16, 8.56s/it] 265/299 6.88G 0.01496 0.01484 0.0001785 0.02998 159 640: 21%|██▏ | 12/56 [01:15<06:16, 8.56s/it] 265/299 6.88G 0.01496 0.01484 0.0001785 0.02998 159 640: 23%|██▎ | 13/56 [01:15<05:54, 8.25s/it] 265/299 6.88G 0.01515 0.01492 0.0001773 0.03024 166 640: 23%|██▎ | 13/56 [01:16<05:54, 8.25s/it] 265/299 6.88G 0.01515 0.01492 0.0001773 0.03024 166 640: 25%|██▌ | 14/56 [01:16<04:04, 5.82s/it] 265/299 6.88G 0.01507 0.01473 0.0001699 0.02997 146 640: 25%|██▌ | 14/56 [01:16<04:04, 5.82s/it] 265/299 6.88G 0.01507 0.01473 0.0001699 0.02997 146 640: 27%|██▋ | 15/56 [01:16<02:49, 4.14s/it] 265/299 6.88G 0.01494 0.01455 0.0001678 0.02966 95
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.535 0.479 0.387 0.201
0%| | 0/56 [00:00<?, ?it/s] 266/299 6.88G 0.0136 0.01712 0.0002071 0.03093 189 640: 0%| | 0/56 [00:00<?, ?it/s] 266/299 6.88G 0.0136 0.01712 0.0002071 0.03093 189 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 266/299 6.88G 0.01398 0.01415 0.000181 0.02832 149 640: 2%|▏ | 1/56 [00:00<00:14, 3.68it/s] 266/299 6.88G 0.01398 0.01415 0.000181 0.02832 149 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 266/299 6.88G 0.01453 0.01442 0.0001596 0.02911 163 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 266/299 6.88G 0.01453 0.01442 0.0001596 0.02911 163 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 266/299 6.88G 0.01443 0.01401 0.0001722 0.02861 161 640: 5%|▌ | 3/56 [00:27<00:12, 4.21it/s] 266/299 6.88G 0.01443 0.01401 0.0001722 0.02861 161 640: 7%|▋ | 4/56 [00:27<09:10, 10.59s/it] 266/299 6.88G 0.01459 0.01439 0.0001811 0.02917 185 640: 7%|▋ | 4/56 [00:42<09:10, 10.59s/it] 266/299 6.88G 0.01459 0.01439 0.0001811 0.02917 185 640: 9%|▉ | 5/56 [00:42<10:25, 12.26s/it] 266/299 6.88G 0.01464 0.01478 0.0001814 0.0296 184 640: 9%|▉ | 5/56 [00:42<10:25, 12.26s/it] 266/299 6.88G 0.01464 0.01478 0.0001814 0.0296 184 640: 11%|█ | 6/56 [00:42<06:48, 8.17s/it] 266/299 6.88G 0.01445 0.0145 0.0001664 0.02911 162 640: 11%|█ | 6/56 [00:42<06:48, 8.17s/it] 266/299 6.88G 0.01445 0.0145 0.0001664 0.02911 162 640: 12%|█▎ | 7/56 [00:42<04:33, 5.57s/it] 266/299 6.88G 0.01446 0.01413 0.0001666 0.02876 109 640: 12%|█▎ | 7/56 [00:43<04:33, 5.57s/it] 266/299 6.88G 0.01446 0.01413 0.0001666 0.02876 109 640: 14%|█▍ | 8/56 [00:43<03:05, 3.87s/it] 266/299 6.88G 0.01462 0.01395 0.0001558 0.02873 139 640: 14%|█▍ | 8/56 [00:43<03:05, 3.87s/it] 266/299 6.88G 0.01462 0.01395 0.0001558 0.02873 139 640: 16%|█▌ | 9/56 [00:43<02:08, 2.74s/it] 266/299 6.88G 0.01468 0.01427 0.0001596 0.02911 213 640: 16%|█▌ | 9/56 [00:43<02:08, 2.74s/it] 266/299 6.88G 0.01468 0.01427 0.0001596 0.02911 213 640: 18%|█▊ | 10/56 [00:43<01:30, 1.96s/it] 266/299 6.88G 0.01457 0.01423 0.0001532 0.02896 132 640: 18%|█▊ | 10/56 [00:43<01:30, 1.96s/it] 266/299 6.88G 0.01457 0.01423 0.0001532 0.02896 132 640: 20%|█▉ | 11/56 [00:43<01:04, 1.43s/it] 266/299 6.88G 0.01453 0.01399 0.0001463 0.02866 118 640: 20%|█▉ | 11/56 [01:02<01:04, 1.43s/it] 266/299 6.88G 0.01453 0.01399 0.0001463 0.02866 118 640: 21%|██▏ | 12/56 [01:02<04:50, 6.61s/it] 266/299 6.88G 0.01433 0.01379 0.0001405 0.02826 134 640: 21%|██▏ | 12/56 [01:16<04:50, 6.61s/it] 266/299 6.88G 0.01433 0.01379 0.0001405 0.02826 134 640: 23%|██▎ | 13/56 [01:16<06:18, 8.81s/it] 266/299 6.88G 0.01437 0.01385 0.0001401 0.02836 137 640: 23%|██▎ | 13/56 [01:16<06:18, 8.81s/it] 266/299 6.88G 0.01437 0.01385 0.0001401 0.02836 137 640: 25%|██▌ | 14/56 [01:16<04:21, 6.22s/it] 266/299 6.88G 0.01424 0.01365 0.0001353 0.02803 123 640: 25%|██▌ | 14/56 [01:16<04:21, 6.22s/it] 266/299 6.88G 0.01424 0.01365 0.0001353 0.02803 123 640: 27%|██▋ | 15/56 [01:16<03:00, 4.41s/it] 266/299 6.88G 0.01436 0.01382 0.0001321 0.02831 209
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.58 0.44 0.381 0.202
0%| | 0/56 [00:00<?, ?it/s] 267/299 6.88G 0.01457 0.01369 6.115e-05 0.02832 135 640: 0%| | 0/56 [00:00<?, ?it/s] 267/299 6.88G 0.01457 0.01369 6.115e-05 0.02832 135 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 267/299 6.88G 0.01585 0.01499 9.463e-05 0.03094 216 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 267/299 6.88G 0.01585 0.01499 9.463e-05 0.03094 216 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 267/299 6.88G 0.01634 0.01658 0.0001428 0.03306 241 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 267/299 6.88G 0.01634 0.01658 0.0001428 0.03306 241 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 267/299 6.88G 0.0167 0.0158 0.0001232 0.03263 153 640: 5%|▌ | 3/56 [00:28<00:12, 4.20it/s] 267/299 6.88G 0.0167 0.0158 0.0001232 0.03263 153 640: 7%|▋ | 4/56 [00:28<09:31, 11.00s/it] 267/299 6.88G 0.01634 0.01539 0.0001362 0.03187 160 640: 7%|▋ | 4/56 [00:32<09:31, 11.00s/it] 267/299 6.88G 0.01634 0.01539 0.0001362 0.03187 160 640: 9%|▉ | 5/56 [00:32<07:16, 8.57s/it] 267/299 6.88G 0.0159 0.01511 0.0001314 0.03115 168 640: 9%|▉ | 5/56 [00:32<07:16, 8.57s/it] 267/299 6.88G 0.0159 0.01511 0.0001314 0.03115 168 640: 11%|█ | 6/56 [00:32<04:46, 5.73s/it] 267/299 6.88G 0.01562 0.01491 0.0001219 0.03065 157 640: 11%|█ | 6/56 [00:32<04:46, 5.73s/it] 267/299 6.88G 0.01562 0.01491 0.0001219 0.03065 157 640: 12%|█▎ | 7/56 [00:32<03:12, 3.93s/it] 267/299 6.88G 0.01531 0.01442 0.000133 0.02986 135 640: 12%|█▎ | 7/56 [00:33<03:12, 3.93s/it] 267/299 6.88G 0.01531 0.01442 0.000133 0.02986 135 640: 14%|█▍ | 8/56 [00:33<02:12, 2.75s/it] 267/299 6.88G 0.01515 0.01428 0.0001254 0.02956 176 640: 14%|█▍ | 8/56 [00:33<02:12, 2.75s/it] 267/299 6.88G 0.01515 0.01428 0.0001254 0.02956 176 640: 16%|█▌ | 9/56 [00:33<01:32, 1.98s/it] 267/299 6.88G 0.01509 0.01419 0.0001202 0.0294 177 640: 16%|█▌ | 9/56 [00:33<01:32, 1.98s/it] 267/299 6.88G 0.01509 0.01419 0.0001202 0.0294 177 640: 18%|█▊ | 10/56 [00:33<01:06, 1.44s/it] 267/299 6.88G 0.01499 0.01406 0.0001164 0.02916 140 640: 18%|█▊ | 10/56 [00:33<01:06, 1.44s/it] 267/299 6.88G 0.01499 0.01406 0.0001164 0.02916 140 640: 20%|█▉ | 11/56 [00:33<00:47, 1.07s/it] 267/299 6.88G 0.01491 0.01403 0.0001126 0.02905 141 640: 20%|█▉ | 11/56 [01:02<00:47, 1.07s/it] 267/299 6.88G 0.01491 0.01403 0.0001126 0.02905 141 640: 21%|██▏ | 12/56 [01:02<06:51, 9.36s/it] 267/299 6.88G 0.01476 0.01382 0.0001092 0.02869 121 640: 21%|██▏ | 12/56 [01:06<06:51, 9.36s/it] 267/299 6.88G 0.01476 0.01382 0.0001092 0.02869 121 640: 23%|██▎ | 13/56 [01:06<05:35, 7.80s/it] 267/299 6.88G 0.01467 0.01367 0.0001064 0.02845 125 640: 23%|██▎ | 13/56 [01:06<05:35, 7.80s/it] 267/299 6.88G 0.01467 0.01367 0.0001064 0.02845 125 640: 25%|██▌ | 14/56 [01:06<03:51, 5.51s/it] 267/299 6.88G 0.01471 0.01368 0.0001036 0.02849 148 640: 25%|██▌ | 14/56 [01:06<03:51, 5.51s/it] 267/299 6.88G 0.01471 0.01368 0.0001036 0.02849 148 640: 27%|██▋ | 15/56 [01:06<02:40, 3.92s/it] 267/299 6.88G 0.01458 0.01365 0.0001014 0.02833 124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.571 0.456 0.382 0.204
0%| | 0/56 [00:00<?, ?it/s] 268/299 6.88G 0.01717 0.01422 5.822e-05 0.03145 171 640: 0%| | 0/56 [00:00<?, ?it/s] 268/299 6.88G 0.01717 0.01422 5.822e-05 0.03145 171 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 268/299 6.88G 0.01575 0.01416 8.724e-05 0.03 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 268/299 6.88G 0.01575 0.01416 8.724e-05 0.03 175 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 268/299 6.88G 0.01587 0.01497 0.0001146 0.03096 220 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 268/299 6.88G 0.01587 0.01497 0.0001146 0.03096 220 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 268/299 6.88G 0.01542 0.01378 0.000143 0.02933 140 640: 5%|▌ | 3/56 [00:27<00:12, 4.19it/s] 268/299 6.88G 0.01542 0.01378 0.000143 0.02933 140 640: 7%|▋ | 4/56 [00:27<09:27, 10.91s/it] 268/299 6.88G 0.01522 0.01332 0.0001403 0.02868 154 640: 7%|▋ | 4/56 [00:33<09:27, 10.91s/it] 268/299 6.88G 0.01522 0.01332 0.0001403 0.02868 154 640: 9%|▉ | 5/56 [00:33<07:33, 8.88s/it] 268/299 6.88G 0.01504 0.01303 0.0001276 0.0282 139 640: 9%|▉ | 5/56 [00:33<07:33, 8.88s/it] 268/299 6.88G 0.01504 0.01303 0.0001276 0.0282 139 640: 11%|█ | 6/56 [00:33<04:56, 5.94s/it] 268/299 6.88G 0.01496 0.0129 0.0001196 0.02798 144 640: 11%|█ | 6/56 [00:33<04:56, 5.94s/it] 268/299 6.88G 0.01496 0.0129 0.0001196 0.02798 144 640: 12%|█▎ | 7/56 [00:33<03:19, 4.07s/it] 268/299 6.88G 0.01482 0.0129 0.0001206 0.02784 139 640: 12%|█▎ | 7/56 [00:33<03:19, 4.07s/it] 268/299 6.88G 0.01482 0.0129 0.0001206 0.02784 139 640: 14%|█▍ | 8/56 [00:33<02:16, 2.85s/it] 268/299 6.88G 0.01469 0.01295 0.0001141 0.02776 155 640: 14%|█▍ | 8/56 [00:34<02:16, 2.85s/it] 268/299 6.88G 0.01469 0.01295 0.0001141 0.02776 155 640: 16%|█▌ | 9/56 [00:34<01:35, 2.04s/it] 268/299 6.88G 0.01465 0.01265 0.0001186 0.02742 144 640: 16%|█▌ | 9/56 [00:34<01:35, 2.04s/it] 268/299 6.88G 0.01465 0.01265 0.0001186 0.02742 144 640: 18%|█▊ | 10/56 [00:34<01:08, 1.48s/it] 268/299 6.88G 0.01457 0.0129 0.0001167 0.02759 171 640: 18%|█▊ | 10/56 [00:34<01:08, 1.48s/it] 268/299 6.88G 0.01457 0.0129 0.0001167 0.02759 171 640: 20%|█▉ | 11/56 [00:34<00:49, 1.10s/it] 268/299 6.88G 0.0145 0.01286 0.0001143 0.02747 132 640: 20%|█▉ | 11/56 [01:01<00:49, 1.10s/it] 268/299 6.88G 0.0145 0.01286 0.0001143 0.02747 132 640: 21%|██▏ | 12/56 [01:01<06:33, 8.95s/it] 268/299 6.88G 0.01451 0.01284 0.0001165 0.02746 133 640: 21%|██▏ | 12/56 [01:07<06:33, 8.95s/it] 268/299 6.88G 0.01451 0.01284 0.0001165 0.02746 133 640: 23%|██▎ | 13/56 [01:07<05:39, 7.90s/it] 268/299 6.88G 0.01452 0.0128 0.0001145 0.02744 143 640: 23%|██▎ | 13/56 [01:07<05:39, 7.90s/it] 268/299 6.88G 0.01452 0.0128 0.0001145 0.02744 143 640: 25%|██▌ | 14/56 [01:07<03:54, 5.58s/it] 268/299 6.88G 0.01447 0.01282 0.0001108 0.0274 163 640: 25%|██▌ | 14/56 [01:07<03:54, 5.58s/it] 268/299 6.88G 0.01447 0.01282 0.0001108 0.0274 163 640: 27%|██▋ | 15/56 [01:07<02:42, 3.97s/it] 268/299 6.88G 0.01442 0.01281 0.0001093 0.02734 145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.618 0.419 0.375 0.199
0%| | 0/56 [00:00<?, ?it/s] 269/299 6.88G 0.01719 0.01759 6.455e-05 0.03485 144 640: 0%| | 0/56 [00:00<?, ?it/s] 269/299 6.88G 0.01719 0.01759 6.455e-05 0.03485 144 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 269/299 6.88G 0.01637 0.01667 6.48e-05 0.03311 197 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 269/299 6.88G 0.01637 0.01667 6.48e-05 0.03311 197 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 269/299 6.88G 0.01626 0.01582 0.000116 0.0322 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 269/299 6.88G 0.01626 0.01582 0.000116 0.0322 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 269/299 6.88G 0.01585 0.01488 0.0001072 0.03083 161 640: 5%|▌ | 3/56 [00:33<00:12, 4.19it/s] 269/299 6.88G 0.01585 0.01488 0.0001072 0.03083 161 640: 7%|▋ | 4/56 [00:33<11:22, 13.12s/it] 269/299 6.88G 0.01545 0.01486 0.0001348 0.03044 204 640: 7%|▋ | 4/56 [00:33<11:22, 13.12s/it] 269/299 6.88G 0.01545 0.01486 0.0001348 0.03044 204 640: 9%|▉ | 5/56 [00:33<07:12, 8.49s/it] 269/299 6.88G 0.0155 0.01537 0.0001277 0.03099 188 640: 9%|▉ | 5/56 [00:34<07:12, 8.49s/it] 269/299 6.88G 0.0155 0.01537 0.0001277 0.03099 188 640: 11%|█ | 6/56 [00:34<04:44, 5.68s/it] 269/299 6.88G 0.01521 0.01492 0.000119 0.03024 118 640: 11%|█ | 6/56 [00:34<04:44, 5.68s/it] 269/299 6.88G 0.01521 0.01492 0.000119 0.03024 118 640: 12%|█▎ | 7/56 [00:34<03:11, 3.90s/it] 269/299 6.88G 0.01499 0.01477 0.0001135 0.02987 172 640: 12%|█▎ | 7/56 [00:34<03:11, 3.90s/it] 269/299 6.88G 0.01499 0.01477 0.0001135 0.02987 172 640: 14%|█▍ | 8/56 [00:34<02:11, 2.73s/it] 269/299 6.88G 0.01494 0.01449 0.0001085 0.02954 133 640: 14%|█▍ | 8/56 [00:34<02:11, 2.73s/it] 269/299 6.88G 0.01494 0.01449 0.0001085 0.02954 133 640: 16%|█▌ | 9/56 [00:34<01:32, 1.96s/it] 269/299 6.88G 0.01503 0.01478 0.00011 0.02992 180 640: 16%|█▌ | 9/56 [00:35<01:32, 1.96s/it] 269/299 6.88G 0.01503 0.01478 0.00011 0.02992 180 640: 18%|█▊ | 10/56 [00:35<01:05, 1.43s/it] 269/299 6.88G 0.01493 0.01468 0.0001153 0.02973 146 640: 18%|█▊ | 10/56 [00:35<01:05, 1.43s/it] 269/299 6.88G 0.01493 0.01468 0.0001153 0.02973 146 640: 20%|█▉ | 11/56 [00:35<00:47, 1.06s/it] 269/299 6.88G 0.0148 0.01458 0.0001102 0.02949 138 640: 20%|█▉ | 11/56 [01:07<00:47, 1.06s/it] 269/299 6.88G 0.0148 0.01458 0.0001102 0.02949 138 640: 21%|██▏ | 12/56 [01:07<07:44, 10.57s/it] 269/299 6.88G 0.01467 0.01439 0.0001064 0.02917 120 640: 21%|██▏ | 12/56 [01:07<07:44, 10.57s/it] 269/299 6.88G 0.01467 0.01439 0.0001064 0.02917 120 640: 23%|██▎ | 13/56 [01:07<05:20, 7.45s/it] 269/299 6.88G 0.0147 0.0142 0.0001036 0.029 114 640: 23%|██▎ | 13/56 [01:08<05:20, 7.45s/it] 269/299 6.88G 0.0147 0.0142 0.0001036 0.029 114 640: 25%|██▌ | 14/56 [01:08<03:41, 5.27s/it] 269/299 6.88G 0.01458 0.01421 0.0001008 0.02889 147 640: 25%|██▌ | 14/56 [01:08<03:41, 5.27s/it] 269/299 6.88G 0.01458 0.01421 0.0001008 0.02889 147 640: 27%|██▋ | 15/56 [01:08<02:33, 3.75s/it] 269/299 6.88G 0.01447 0.01402 9.904e-05 0.02859 114
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.603 0.434 0.388 0.202
0%| | 0/56 [00:00<?, ?it/s] 270/299 6.88G 0.017 0.01598 6.105e-05 0.03304 144 640: 0%| | 0/56 [00:00<?, ?it/s] 270/299 6.88G 0.017 0.01598 6.105e-05 0.03304 144 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 270/299 6.88G 0.01673 0.01541 0.0002534 0.0324 171 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 270/299 6.88G 0.01673 0.01541 0.0002534 0.0324 171 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 270/299 6.88G 0.01601 0.01608 0.0002364 0.03233 219 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 270/299 6.88G 0.01601 0.01608 0.0002364 0.03233 219 640: 5%|▌ | 3/56 [00:00<00:17, 3.07it/s] 270/299 6.88G 0.01541 0.01538 0.0001991 0.03099 158 640: 5%|▌ | 3/56 [00:41<00:17, 3.07it/s] 270/299 6.88G 0.01541 0.01538 0.0001991 0.03099 158 640: 7%|▋ | 4/56 [00:41<14:09, 16.33s/it] 270/299 6.88G 0.01508 0.01504 0.0001738 0.0303 171 640: 7%|▋ | 4/56 [00:42<14:09, 16.33s/it] 270/299 6.88G 0.01508 0.01504 0.0001738 0.0303 171 640: 9%|▉ | 5/56 [00:42<08:57, 10.53s/it] 270/299 6.88G 0.0151 0.01444 0.0001604 0.0297 146 640: 9%|▉ | 5/56 [00:42<08:57, 10.53s/it] 270/299 6.88G 0.0151 0.01444 0.0001604 0.0297 146 640: 11%|█ | 6/56 [00:42<05:51, 7.03s/it] 270/299 6.88G 0.01525 0.01443 0.0001466 0.02982 172 640: 11%|█ | 6/56 [00:42<05:51, 7.03s/it] 270/299 6.88G 0.01525 0.01443 0.0001466 0.02982 172 640: 12%|█▎ | 7/56 [00:42<03:55, 4.80s/it] 270/299 6.88G 0.01496 0.01398 0.0001374 0.02908 120 640: 12%|█▎ | 7/56 [00:42<03:55, 4.80s/it] 270/299 6.88G 0.01496 0.01398 0.0001374 0.02908 120 640: 14%|█▍ | 8/56 [00:42<02:40, 3.35s/it] 270/299 6.88G 0.01508 0.01425 0.0001294 0.02946 206 640: 14%|█▍ | 8/56 [00:42<02:40, 3.35s/it] 270/299 6.88G 0.01508 0.01425 0.0001294 0.02946 206 640: 16%|█▌ | 9/56 [00:42<01:52, 2.38s/it] 270/299 6.88G 0.01497 0.0143 0.0001233 0.02939 167 640: 16%|█▌ | 9/56 [00:43<01:52, 2.38s/it] 270/299 6.88G 0.01497 0.0143 0.0001233 0.02939 167 640: 18%|█▊ | 10/56 [00:43<01:19, 1.72s/it] 270/299 6.88G 0.0151 0.01446 0.0001353 0.0297 160 640: 18%|█▊ | 10/56 [00:43<01:19, 1.72s/it] 270/299 6.88G 0.0151 0.01446 0.0001353 0.0297 160 640: 20%|█▉ | 11/56 [00:43<00:56, 1.26s/it] 270/299 6.88G 0.01501 0.01448 0.0001293 0.02962 134 640: 20%|█▉ | 11/56 [01:16<00:56, 1.26s/it] 270/299 6.88G 0.01501 0.01448 0.0001293 0.02962 134 640: 21%|██▏ | 12/56 [01:16<07:55, 10.80s/it] 270/299 6.88G 0.01492 0.01449 0.0001387 0.02955 189 640: 21%|██▏ | 12/56 [01:16<07:55, 10.80s/it] 270/299 6.88G 0.01492 0.01449 0.0001387 0.02955 189 640: 23%|██▎ | 13/56 [01:16<05:27, 7.61s/it] 270/299 6.88G 0.01483 0.01433 0.0001333 0.0293 147 640: 23%|██▎ | 13/56 [01:16<05:27, 7.61s/it] 270/299 6.88G 0.01483 0.01433 0.0001333 0.0293 147 640: 25%|██▌ | 14/56 [01:16<03:45, 5.38s/it] 270/299 6.88G 0.01468 0.01403 0.0001287 0.02884 102 640: 25%|██▌ | 14/56 [01:16<03:45, 5.38s/it] 270/299 6.88G 0.01468 0.01403 0.0001287 0.02884 102 640: 27%|██▋ | 15/56 [01:16<02:36, 3.83s/it] 270/299 6.88G 0.01461 0.01387 0.0001251 0.0286 106
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.547 0.471 0.384 0.203
0%| | 0/56 [00:00<?, ?it/s] 271/299 6.88G 0.01512 0.01656 0.0001302 0.03181 184 640: 0%| | 0/56 [00:00<?, ?it/s] 271/299 6.88G 0.01512 0.01656 0.0001302 0.03181 184 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 271/299 6.88G 0.01546 0.01683 0.0001657 0.03245 191 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 271/299 6.88G 0.01546 0.01683 0.0001657 0.03245 191 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 271/299 6.88G 0.01519 0.01507 0.0001332 0.03039 144 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 271/299 6.88G 0.01519 0.01507 0.0001332 0.03039 144 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 271/299 6.88G 0.01481 0.01405 0.0001981 0.02906 155 640: 5%|▌ | 3/56 [00:43<00:12, 4.19it/s] 271/299 6.88G 0.01481 0.01405 0.0001981 0.02906 155 640: 7%|▋ | 4/56 [00:43<14:47, 17.06s/it] 271/299 6.88G 0.01479 0.01364 0.0002022 0.02863 127 640: 7%|▋ | 4/56 [00:43<14:47, 17.06s/it] 271/299 6.88G 0.01479 0.01364 0.0002022 0.02863 127 640: 9%|▉ | 5/56 [00:43<09:21, 11.00s/it] 271/299 6.88G 0.01485 0.01293 0.0002079 0.02798 128 640: 9%|▉ | 5/56 [00:44<09:21, 11.00s/it] 271/299 6.88G 0.01485 0.01293 0.0002079 0.02798 128 640: 11%|█ | 6/56 [00:44<06:06, 7.34s/it] 271/299 6.88G 0.01477 0.01307 0.0001976 0.02804 159 640: 11%|█ | 6/56 [00:44<06:06, 7.34s/it] 271/299 6.88G 0.01477 0.01307 0.0001976 0.02804 159 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 271/299 6.88G 0.01472 0.01329 0.0001922 0.0282 165 640: 12%|█▎ | 7/56 [00:44<04:05, 5.01s/it] 271/299 6.88G 0.01472 0.01329 0.0001922 0.0282 165 640: 14%|█▍ | 8/56 [00:44<02:47, 3.49s/it] 271/299 6.88G 0.01481 0.0134 0.0001862 0.02839 177 640: 14%|█▍ | 8/56 [00:44<02:47, 3.49s/it] 271/299 6.88G 0.01481 0.0134 0.0001862 0.02839 177 640: 16%|█▌ | 9/56 [00:44<01:56, 2.48s/it] 271/299 6.88G 0.01491 0.01336 0.0001758 0.02845 153 640: 16%|█▌ | 9/56 [00:44<01:56, 2.48s/it] 271/299 6.88G 0.01491 0.01336 0.0001758 0.02845 153 640: 18%|█▊ | 10/56 [00:44<01:21, 1.78s/it] 271/299 6.88G 0.015 0.01331 0.0001662 0.02848 132 640: 18%|█▊ | 10/56 [00:45<01:21, 1.78s/it] 271/299 6.88G 0.015 0.01331 0.0001662 0.02848 132 640: 20%|█▉ | 11/56 [00:45<00:58, 1.31s/it] 271/299 6.88G 0.01487 0.01304 0.0001652 0.02808 118 640: 20%|█▉ | 11/56 [01:17<00:58, 1.31s/it] 271/299 6.88G 0.01487 0.01304 0.0001652 0.02808 118 640: 21%|██▏ | 12/56 [01:17<07:50, 10.69s/it] 271/299 6.88G 0.01486 0.01314 0.0001577 0.02815 147 640: 21%|██▏ | 12/56 [01:17<07:50, 10.69s/it] 271/299 6.88G 0.01486 0.01314 0.0001577 0.02815 147 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 271/299 6.88G 0.01479 0.01301 0.0001511 0.02795 134 640: 23%|██▎ | 13/56 [01:17<05:23, 7.53s/it] 271/299 6.88G 0.01479 0.01301 0.0001511 0.02795 134 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 271/299 6.88G 0.0147 0.01284 0.0001452 0.02768 89 640: 25%|██▌ | 14/56 [01:18<03:43, 5.33s/it] 271/299 6.88G 0.0147 0.01284 0.0001452 0.02768 89 640: 27%|██▋ | 15/56 [01:18<02:35, 3.79s/it] 271/299 6.88G 0.01464 0.01265 0.0001401 0.02743 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.25it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.598 0.44 0.38 0.198
0%| | 0/56 [00:00<?, ?it/s] 272/299 6.88G 0.01625 0.01681 5.983e-05 0.03312 157 640: 0%| | 0/56 [00:00<?, ?it/s] 272/299 6.88G 0.01625 0.01681 5.983e-05 0.03312 157 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 272/299 6.88G 0.01525 0.01558 0.0001013 0.03093 191 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 272/299 6.88G 0.01525 0.01558 0.0001013 0.03093 191 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 272/299 6.88G 0.01562 0.01585 0.0001028 0.03157 207 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 272/299 6.88G 0.01562 0.01585 0.0001028 0.03157 207 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 272/299 6.88G 0.016 0.01519 0.0001157 0.0313 161 640: 5%|▌ | 3/56 [00:35<00:12, 4.20it/s] 272/299 6.88G 0.016 0.01519 0.0001157 0.0313 161 640: 7%|▋ | 4/56 [00:35<12:02, 13.89s/it] 272/299 6.88G 0.01565 0.01444 0.0001309 0.03022 132 640: 7%|▋ | 4/56 [00:35<12:02, 13.89s/it] 272/299 6.88G 0.01565 0.01444 0.0001309 0.03022 132 640: 9%|▉ | 5/56 [00:35<07:37, 8.97s/it] 272/299 6.88G 0.01524 0.01359 0.0001216 0.02895 133 640: 9%|▉ | 5/56 [00:36<07:37, 8.97s/it] 272/299 6.88G 0.01524 0.01359 0.0001216 0.02895 133 640: 11%|█ | 6/56 [00:36<04:59, 6.00s/it] 272/299 6.88G 0.01506 0.01386 0.0001147 0.02904 198 640: 11%|█ | 6/56 [00:36<04:59, 6.00s/it] 272/299 6.88G 0.01506 0.01386 0.0001147 0.02904 198 640: 12%|█▎ | 7/56 [00:36<03:21, 4.11s/it] 272/299 6.88G 0.01493 0.01361 0.0001246 0.02866 153 640: 12%|█▎ | 7/56 [00:36<03:21, 4.11s/it] 272/299 6.88G 0.01493 0.01361 0.0001246 0.02866 153 640: 14%|█▍ | 8/56 [00:36<02:17, 2.87s/it] 272/299 6.88G 0.01534 0.01371 0.0001193 0.02917 201 640: 14%|█▍ | 8/56 [00:36<02:17, 2.87s/it] 272/299 6.88G 0.01534 0.01371 0.0001193 0.02917 201 640: 16%|█▌ | 9/56 [00:36<01:36, 2.06s/it] 272/299 6.88G 0.01526 0.01386 0.0001139 0.02924 171 640: 16%|█▌ | 9/56 [00:36<01:36, 2.06s/it] 272/299 6.88G 0.01526 0.01386 0.0001139 0.02924 171 640: 18%|█▊ | 10/56 [00:36<01:08, 1.49s/it] 272/299 6.88G 0.01536 0.01383 0.0001138 0.02931 159 640: 18%|█▊ | 10/56 [00:37<01:08, 1.49s/it] 272/299 6.88G 0.01536 0.01383 0.0001138 0.02931 159 640: 20%|█▉ | 11/56 [00:37<00:49, 1.11s/it] 272/299 6.88G 0.01517 0.01384 0.0001198 0.02912 160 640: 20%|█▉ | 11/56 [01:09<00:49, 1.11s/it] 272/299 6.88G 0.01517 0.01384 0.0001198 0.02912 160 640: 21%|██▏ | 12/56 [01:09<07:47, 10.61s/it] 272/299 6.88G 0.0152 0.01377 0.000115 0.02909 148 640: 21%|██▏ | 12/56 [01:09<07:47, 10.61s/it] 272/299 6.88G 0.0152 0.01377 0.000115 0.02909 148 640: 23%|██▎ | 13/56 [01:09<05:21, 7.48s/it] 272/299 6.88G 0.01516 0.01389 0.0001117 0.02916 164 640: 23%|██▎ | 13/56 [01:10<05:21, 7.48s/it] 272/299 6.88G 0.01516 0.01389 0.0001117 0.02916 164 640: 25%|██▌ | 14/56 [01:10<03:42, 5.29s/it] 272/299 6.88G 0.01512 0.01382 0.0001084 0.02905 142 640: 25%|██▌ | 14/56 [01:10<03:42, 5.29s/it] 272/299 6.88G 0.01512 0.01382 0.0001084 0.02905 142 640: 27%|██▋ | 15/56 [01:10<02:34, 3.76s/it] 272/299 6.88G 0.01501 0.01371 0.000107 0.02882 143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.553 0.44 0.367 0.192
0%| | 0/56 [00:00<?, ?it/s] 273/299 6.88G 0.01692 0.01501 6.993e-05 0.032 191 640: 0%| | 0/56 [00:00<?, ?it/s] 273/299 6.88G 0.01692 0.01501 6.993e-05 0.032 191 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 273/299 6.88G 0.0149 0.01363 7.033e-05 0.0286 164 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 273/299 6.88G 0.0149 0.01363 7.033e-05 0.0286 164 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 273/299 6.88G 0.01449 0.01359 6.836e-05 0.02815 166 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 273/299 6.88G 0.01449 0.01359 6.836e-05 0.02815 166 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 273/299 6.88G 0.01492 0.01324 8.875e-05 0.02824 185 640: 5%|▌ | 3/56 [00:32<00:12, 4.19it/s] 273/299 6.88G 0.01492 0.01324 8.875e-05 0.02824 185 640: 7%|▋ | 4/56 [00:32<11:07, 12.83s/it] 273/299 6.88G 0.01486 0.01323 9.591e-05 0.02818 180 640: 7%|▋ | 4/56 [00:38<11:07, 12.83s/it] 273/299 6.88G 0.01486 0.01323 9.591e-05 0.02818 180 640: 9%|▉ | 5/56 [00:38<08:35, 10.11s/it] 273/299 6.88G 0.01486 0.01269 0.0001047 0.02766 122 640: 9%|▉ | 5/56 [00:38<08:35, 10.11s/it] 273/299 6.88G 0.01486 0.01269 0.0001047 0.02766 122 640: 11%|█ | 6/56 [00:38<05:37, 6.75s/it] 273/299 6.88G 0.01496 0.01317 9.819e-05 0.02823 173 640: 11%|█ | 6/56 [00:38<05:37, 6.75s/it] 273/299 6.88G 0.01496 0.01317 9.819e-05 0.02823 173 640: 12%|█▎ | 7/56 [00:38<03:46, 4.61s/it] 273/299 6.88G 0.01476 0.01311 9.938e-05 0.02797 147 640: 12%|█▎ | 7/56 [00:38<03:46, 4.61s/it] 273/299 6.88G 0.01476 0.01311 9.938e-05 0.02797 147 640: 14%|█▍ | 8/56 [00:38<02:34, 3.22s/it] 273/299 6.88G 0.0148 0.01351 0.0001019 0.02842 202 640: 14%|█▍ | 8/56 [00:39<02:34, 3.22s/it] 273/299 6.88G 0.0148 0.01351 0.0001019 0.02842 202 640: 16%|█▌ | 9/56 [00:39<01:47, 2.30s/it] 273/299 6.88G 0.01487 0.01389 0.0001033 0.02886 207 640: 16%|█▌ | 9/56 [00:39<01:47, 2.30s/it] 273/299 6.88G 0.01487 0.01389 0.0001033 0.02886 207 640: 18%|█▊ | 10/56 [00:39<01:16, 1.66s/it] 273/299 6.88G 0.01485 0.0138 0.0001009 0.02875 142 640: 18%|█▊ | 10/56 [00:39<01:16, 1.66s/it] 273/299 6.88G 0.01485 0.0138 0.0001009 0.02875 142 640: 20%|█▉ | 11/56 [00:39<00:54, 1.22s/it] 273/299 6.88G 0.01475 0.01372 9.759e-05 0.02857 145 640: 20%|█▉ | 11/56 [01:06<00:54, 1.22s/it] 273/299 6.88G 0.01475 0.01372 9.759e-05 0.02857 145 640: 21%|██▏ | 12/56 [01:06<06:33, 8.93s/it] 273/299 6.88G 0.01481 0.0138 0.0001052 0.02871 167 640: 21%|██▏ | 12/56 [01:11<06:33, 8.93s/it] 273/299 6.88G 0.01481 0.0138 0.0001052 0.02871 167 640: 23%|██▎ | 13/56 [01:11<05:42, 7.96s/it] 273/299 6.88G 0.01479 0.01377 0.0001025 0.02866 164 640: 23%|██▎ | 13/56 [01:12<05:42, 7.96s/it] 273/299 6.88G 0.01479 0.01377 0.0001025 0.02866 164 640: 25%|██▌ | 14/56 [01:12<03:56, 5.63s/it] 273/299 6.88G 0.01471 0.01362 0.0001007 0.02844 156 640: 25%|██▌ | 14/56 [01:12<03:56, 5.63s/it] 273/299 6.88G 0.01471 0.01362 0.0001007 0.02844 156 640: 27%|██▋ | 15/56 [01:12<02:43, 4.00s/it] 273/299 6.88G 0.01459 0.01365 0.0001086 0.02835 134
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.553 0.457 0.388 0.203
0%| | 0/56 [00:00<?, ?it/s] 274/299 6.88G 0.01622 0.01689 5.424e-05 0.03317 207 640: 0%| | 0/56 [00:00<?, ?it/s] 274/299 6.88G 0.01622 0.01689 5.424e-05 0.03317 207 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 274/299 6.88G 0.01604 0.01581 9.779e-05 0.03195 188 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 274/299 6.88G 0.01604 0.01581 9.779e-05 0.03195 188 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 274/299 6.88G 0.01571 0.0159 8.766e-05 0.0317 222 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 274/299 6.88G 0.01571 0.0159 8.766e-05 0.0317 222 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 274/299 6.88G 0.01524 0.01505 9.139e-05 0.03038 141 640: 5%|▌ | 3/56 [00:39<00:12, 4.18it/s] 274/299 6.88G 0.01524 0.01505 9.139e-05 0.03038 141 640: 7%|▋ | 4/56 [00:39<13:13, 15.26s/it] 274/299 6.88G 0.01526 0.01478 0.0001592 0.03019 183 640: 7%|▋ | 4/56 [00:39<13:13, 15.26s/it] 274/299 6.88G 0.01526 0.01478 0.0001592 0.03019 183 640: 9%|▉ | 5/56 [00:39<08:22, 9.85s/it] 274/299 6.88G 0.01506 0.01411 0.0001466 0.02932 173 640: 9%|▉ | 5/56 [00:39<08:22, 9.85s/it] 274/299 6.88G 0.01506 0.01411 0.0001466 0.02932 173 640: 11%|█ | 6/56 [00:39<05:28, 6.58s/it] 274/299 6.88G 0.01505 0.01457 0.0001344 0.02975 189 640: 11%|█ | 6/56 [00:39<05:28, 6.58s/it] 274/299 6.88G 0.01505 0.01457 0.0001344 0.02975 189 640: 12%|█▎ | 7/56 [00:39<03:40, 4.50s/it] 274/299 6.88G 0.01479 0.01424 0.0001669 0.02919 164 640: 12%|█▎ | 7/56 [00:39<03:40, 4.50s/it] 274/299 6.88G 0.01479 0.01424 0.0001669 0.02919 164 640: 14%|█▍ | 8/56 [00:39<02:30, 3.14s/it] 274/299 6.88G 0.01459 0.01399 0.0001571 0.02873 173 640: 14%|█▍ | 8/56 [00:40<02:30, 3.14s/it] 274/299 6.88G 0.01459 0.01399 0.0001571 0.02873 173 640: 16%|█▌ | 9/56 [00:40<01:45, 2.24s/it] 274/299 6.88G 0.0145 0.01415 0.0001488 0.02879 200 640: 16%|█▌ | 9/56 [00:40<01:45, 2.24s/it] 274/299 6.88G 0.0145 0.01415 0.0001488 0.02879 200 640: 18%|█▊ | 10/56 [00:40<01:14, 1.62s/it] 274/299 6.88G 0.01454 0.01413 0.0001416 0.02881 153 640: 18%|█▊ | 10/56 [00:40<01:14, 1.62s/it] 274/299 6.88G 0.01454 0.01413 0.0001416 0.02881 153 640: 20%|█▉ | 11/56 [00:40<00:53, 1.19s/it] 274/299 6.88G 0.01448 0.01378 0.0001355 0.02839 101 640: 20%|█▉ | 11/56 [01:12<00:53, 1.19s/it] 274/299 6.88G 0.01448 0.01378 0.0001355 0.02839 101 640: 21%|██▏ | 12/56 [01:12<07:44, 10.56s/it] 274/299 6.88G 0.01443 0.01358 0.0001302 0.02814 110 640: 21%|██▏ | 12/56 [01:12<07:44, 10.56s/it] 274/299 6.88G 0.01443 0.01358 0.0001302 0.02814 110 640: 23%|██▎ | 13/56 [01:12<05:19, 7.44s/it] 274/299 6.88G 0.01446 0.01369 0.0001251 0.02828 169 640: 23%|██▎ | 13/56 [01:13<05:19, 7.44s/it] 274/299 6.88G 0.01446 0.01369 0.0001251 0.02828 169 640: 25%|██▌ | 14/56 [01:13<03:40, 5.26s/it] 274/299 6.88G 0.01438 0.01371 0.0001204 0.02821 172 640: 25%|██▌ | 14/56 [01:13<03:40, 5.26s/it] 274/299 6.88G 0.01438 0.01371 0.0001204 0.02821 172 640: 27%|██▋ | 15/56 [01:13<02:33, 3.74s/it] 274/299 6.88G 0.01436 0.01362 0.0001168 0.0281 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.575 0.427 0.372 0.194
0%| | 0/56 [00:00<?, ?it/s] 275/299 6.88G 0.01587 0.0207 6.663e-05 0.03664 160 640: 0%| | 0/56 [00:00<?, ?it/s] 275/299 6.88G 0.01587 0.0207 6.663e-05 0.03664 160 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 275/299 6.88G 0.01668 0.01627 6.614e-05 0.03302 100 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 275/299 6.88G 0.01668 0.01627 6.614e-05 0.03302 100 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 275/299 6.88G 0.01639 0.01613 8.615e-05 0.0326 214 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 275/299 6.88G 0.01639 0.01613 8.615e-05 0.0326 214 640: 5%|▌ | 3/56 [00:00<00:14, 3.67it/s] 275/299 6.88G 0.01598 0.01617 0.0001005 0.03225 207 640: 5%|▌ | 3/56 [00:42<00:14, 3.67it/s] 275/299 6.88G 0.01598 0.01617 0.0001005 0.03225 207 640: 7%|▋ | 4/56 [00:42<14:27, 16.67s/it] 275/299 6.88G 0.01583 0.01555 0.0001086 0.03149 164 640: 7%|▋ | 4/56 [00:42<14:27, 16.67s/it] 275/299 6.88G 0.01583 0.01555 0.0001086 0.03149 164 640: 9%|▉ | 5/56 [00:42<09:08, 10.75s/it] 275/299 6.88G 0.01566 0.01507 0.0001712 0.0309 125 640: 9%|▉ | 5/56 [00:43<09:08, 10.75s/it] 275/299 6.88G 0.01566 0.01507 0.0001712 0.0309 125 640: 11%|█ | 6/56 [00:43<05:58, 7.17s/it] 275/299 6.88G 0.01543 0.01496 0.0001548 0.03054 152 640: 11%|█ | 6/56 [00:43<05:58, 7.17s/it] 275/299 6.88G 0.01543 0.01496 0.0001548 0.03054 152 640: 12%|█▎ | 7/56 [00:43<04:00, 4.90s/it] 275/299 6.88G 0.01513 0.01423 0.000143 0.0295 110 640: 12%|█▎ | 7/56 [00:43<04:00, 4.90s/it] 275/299 6.88G 0.01513 0.01423 0.000143 0.0295 110 640: 14%|█▍ | 8/56 [00:43<02:43, 3.41s/it] 275/299 6.88G 0.01539 0.01469 0.0001472 0.03023 189 640: 14%|█▍ | 8/56 [00:43<02:43, 3.41s/it] 275/299 6.88G 0.01539 0.01469 0.0001472 0.03023 189 640: 16%|█▌ | 9/56 [00:43<01:53, 2.42s/it] 275/299 6.88G 0.0154 0.01479 0.00014 0.03033 237 640: 16%|█▌ | 9/56 [00:44<01:53, 2.42s/it] 275/299 6.88G 0.0154 0.01479 0.00014 0.03033 237 640: 18%|█▊ | 10/56 [00:44<01:20, 1.74s/it] 275/299 6.88G 0.01533 0.01491 0.0001337 0.03038 200 640: 18%|█▊ | 10/56 [00:44<01:20, 1.74s/it] 275/299 6.88G 0.01533 0.01491 0.0001337 0.03038 200 640: 20%|█▉ | 11/56 [00:44<00:57, 1.28s/it] 275/299 6.88G 0.01524 0.01494 0.0001296 0.03031 187 640: 20%|█▉ | 11/56 [01:16<00:57, 1.28s/it] 275/299 6.88G 0.01524 0.01494 0.0001296 0.03031 187 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 275/299 6.88G 0.0153 0.01499 0.0001314 0.03042 158 640: 21%|██▏ | 12/56 [01:16<07:50, 10.70s/it] 275/299 6.88G 0.0153 0.01499 0.0001314 0.03042 158 640: 23%|██▎ | 13/56 [01:16<05:24, 7.54s/it] 275/299 6.88G 0.01525 0.01515 0.000187 0.03059 178 640: 23%|██▎ | 13/56 [01:16<05:24, 7.54s/it] 275/299 6.88G 0.01525 0.01515 0.000187 0.03059 178 640: 25%|██▌ | 14/56 [01:16<03:43, 5.33s/it] 275/299 6.88G 0.01522 0.01504 0.0001784 0.03044 182 640: 25%|██▌ | 14/56 [01:17<03:43, 5.33s/it] 275/299 6.88G 0.01522 0.01504 0.0001784 0.03044 182 640: 27%|██▋ | 15/56 [01:17<02:35, 3.79s/it] 275/299 6.88G 0.01519 0.01495 0.0001909 0.03033 147
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.581 0.44 0.389 0.199
0%| | 0/56 [00:00<?, ?it/s] 276/299 6.88G 0.01536 0.01417 8.093e-05 0.0296 162 640: 0%| | 0/56 [00:00<?, ?it/s] 276/299 6.88G 0.01536 0.01417 8.093e-05 0.0296 162 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 276/299 6.88G 0.01481 0.01414 7.354e-05 0.02902 179 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 276/299 6.88G 0.01481 0.01414 7.354e-05 0.02902 179 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 276/299 6.88G 0.01458 0.0137 6.787e-05 0.02834 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 276/299 6.88G 0.01458 0.0137 6.787e-05 0.02834 156 640: 5%|▌ | 3/56 [00:00<00:12, 4.22it/s] 276/299 6.88G 0.01481 0.01365 6.861e-05 0.02852 189 640: 5%|▌ | 3/56 [00:32<00:12, 4.22it/s] 276/299 6.88G 0.01481 0.01365 6.861e-05 0.02852 189 640: 7%|▋ | 4/56 [00:32<10:59, 12.68s/it] 276/299 6.88G 0.01474 0.01342 7.295e-05 0.02823 121 640: 7%|▋ | 4/56 [00:32<10:59, 12.68s/it] 276/299 6.88G 0.01474 0.01342 7.295e-05 0.02823 121 640: 9%|▉ | 5/56 [00:32<06:58, 8.20s/it] 276/299 6.88G 0.01445 0.01323 0.0001067 0.02779 177 640: 9%|▉ | 5/56 [00:32<06:58, 8.20s/it] 276/299 6.88G 0.01445 0.01323 0.0001067 0.02779 177 640: 11%|█ | 6/56 [00:32<04:34, 5.49s/it] 276/299 6.88G 0.01439 0.01333 0.0001126 0.02784 151 640: 11%|█ | 6/56 [00:33<04:34, 5.49s/it] 276/299 6.88G 0.01439 0.01333 0.0001126 0.02784 151 640: 12%|█▎ | 7/56 [00:33<03:04, 3.77s/it] 276/299 6.88G 0.01429 0.01331 0.0001081 0.02771 150 640: 12%|█▎ | 7/56 [00:33<03:04, 3.77s/it] 276/299 6.88G 0.01429 0.01331 0.0001081 0.02771 150 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 276/299 6.88G 0.01428 0.01349 0.0001049 0.02788 195 640: 14%|█▍ | 8/56 [00:33<02:06, 2.64s/it] 276/299 6.88G 0.01428 0.01349 0.0001049 0.02788 195 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 276/299 6.88G 0.01444 0.01362 0.0001015 0.02816 188 640: 16%|█▌ | 9/56 [00:33<01:29, 1.90s/it] 276/299 6.88G 0.01444 0.01362 0.0001015 0.02816 188 640: 18%|█▊ | 10/56 [00:33<01:03, 1.38s/it] 276/299 6.88G 0.01435 0.01373 0.0001005 0.02818 164 640: 18%|█▊ | 10/56 [00:34<01:03, 1.38s/it] 276/299 6.88G 0.01435 0.01373 0.0001005 0.02818 164 640: 20%|█▉ | 11/56 [00:34<00:46, 1.03s/it] 276/299 6.88G 0.0142 0.01367 9.885e-05 0.02797 155 640: 20%|█▉ | 11/56 [01:06<00:46, 1.03s/it] 276/299 6.88G 0.0142 0.01367 9.885e-05 0.02797 155 640: 21%|██▏ | 12/56 [01:06<07:45, 10.59s/it] 276/299 6.88G 0.01412 0.01355 9.561e-05 0.02776 151 640: 21%|██▏ | 12/56 [01:06<07:45, 10.59s/it] 276/299 6.88G 0.01412 0.01355 9.561e-05 0.02776 151 640: 23%|██▎ | 13/56 [01:06<05:20, 7.46s/it] 276/299 6.88G 0.01404 0.01349 9.842e-05 0.02763 147 640: 23%|██▎ | 13/56 [01:07<05:20, 7.46s/it] 276/299 6.88G 0.01404 0.01349 9.842e-05 0.02763 147 640: 25%|██▌ | 14/56 [01:07<03:41, 5.28s/it] 276/299 6.88G 0.01402 0.01338 0.0001054 0.02751 133 640: 25%|██▌ | 14/56 [01:07<03:41, 5.28s/it] 276/299 6.88G 0.01402 0.01338 0.0001054 0.02751 133 640: 27%|██▋ | 15/56 [01:07<02:33, 3.76s/it] 276/299 6.88G 0.01412 0.01351 0.0001106 0.02774 182
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.516 0.463 0.363 0.189
0%| | 0/56 [00:00<?, ?it/s] 277/299 6.88G 0.01646 0.01405 6.027e-05 0.03057 167 640: 0%| | 0/56 [00:00<?, ?it/s] 277/299 6.88G 0.01646 0.01405 6.027e-05 0.03057 167 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 277/299 6.88G 0.01491 0.01314 6.233e-05 0.02811 152 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 277/299 6.88G 0.01491 0.01314 6.233e-05 0.02811 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 277/299 6.88G 0.0149 0.01415 6.448e-05 0.02911 171 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 277/299 6.88G 0.0149 0.01415 6.448e-05 0.02911 171 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 277/299 6.88G 0.01508 0.01329 6.675e-05 0.02843 133 640: 5%|▌ | 3/56 [00:32<00:12, 4.21it/s] 277/299 6.88G 0.01508 0.01329 6.675e-05 0.02843 133 640: 7%|▋ | 4/56 [00:32<11:00, 12.70s/it] 277/299 6.88G 0.01498 0.01311 0.0001044 0.0282 140 640: 7%|▋ | 4/56 [00:32<11:00, 12.70s/it] 277/299 6.88G 0.01498 0.01311 0.0001044 0.0282 140 640: 9%|▉ | 5/56 [00:32<06:59, 8.22s/it] 277/299 6.88G 0.01498 0.013 0.0001373 0.02811 155 640: 9%|▉ | 5/56 [00:33<06:59, 8.22s/it] 277/299 6.88G 0.01498 0.013 0.0001373 0.02811 155 640: 11%|█ | 6/56 [00:33<04:35, 5.50s/it] 277/299 6.88G 0.01492 0.01345 0.000128 0.0285 171 640: 11%|█ | 6/56 [00:35<04:35, 5.50s/it] 277/299 6.88G 0.01492 0.01345 0.000128 0.0285 171 640: 12%|█▎ | 7/56 [00:35<03:40, 4.50s/it] 277/299 6.88G 0.0151 0.01385 0.0001452 0.0291 165 640: 12%|█▎ | 7/56 [00:35<03:40, 4.50s/it] 277/299 6.88G 0.0151 0.01385 0.0001452 0.0291 165 640: 14%|█▍ | 8/56 [00:35<02:30, 3.14s/it] 277/299 6.88G 0.01532 0.01409 0.0001415 0.02954 213 640: 14%|█▍ | 8/56 [00:35<02:30, 3.14s/it] 277/299 6.88G 0.01532 0.01409 0.0001415 0.02954 213 640: 16%|█▌ | 9/56 [00:35<01:45, 2.24s/it] 277/299 6.88G 0.01525 0.01433 0.0001356 0.02972 200 640: 16%|█▌ | 9/56 [00:36<01:45, 2.24s/it] 277/299 6.88G 0.01525 0.01433 0.0001356 0.02972 200 640: 18%|█▊ | 10/56 [00:36<01:14, 1.62s/it] 277/299 6.88G 0.01495 0.01398 0.0001293 0.02906 144 640: 18%|█▊ | 10/56 [00:36<01:14, 1.62s/it] 277/299 6.88G 0.01495 0.01398 0.0001293 0.02906 144 640: 20%|█▉ | 11/56 [00:36<00:53, 1.19s/it] 277/299 6.88G 0.01481 0.01428 0.0001252 0.02921 203 640: 20%|█▉ | 11/56 [01:06<00:53, 1.19s/it] 277/299 6.88G 0.01481 0.01428 0.0001252 0.02921 203 640: 21%|██▏ | 12/56 [01:06<07:24, 10.11s/it] 277/299 6.88G 0.01467 0.01402 0.0001252 0.02881 138 640: 21%|██▏ | 12/56 [01:07<07:24, 10.11s/it] 277/299 6.88G 0.01467 0.01402 0.0001252 0.02881 138 640: 23%|██▎ | 13/56 [01:07<05:06, 7.13s/it] 277/299 6.88G 0.01461 0.01414 0.0001422 0.02889 173 640: 23%|██▎ | 13/56 [01:07<05:06, 7.13s/it] 277/299 6.88G 0.01461 0.01414 0.0001422 0.02889 173 640: 25%|██▌ | 14/56 [01:07<03:31, 5.04s/it] 277/299 6.88G 0.01457 0.01392 0.0001384 0.02862 121 640: 25%|██▌ | 14/56 [01:09<03:31, 5.04s/it] 277/299 6.88G 0.01457 0.01392 0.0001384 0.02862 121 640: 27%|██▋ | 15/56 [01:09<02:51, 4.19s/it] 277/299 6.88G 0.01449 0.01414 0.0001333 0.02876 165
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.534 0.465 0.379 0.201
0%| | 0/56 [00:00<?, ?it/s] 278/299 6.88G 0.01669 0.016 0.0001571 0.03285 186 640: 0%| | 0/56 [00:00<?, ?it/s] 278/299 6.88G 0.01669 0.016 0.0001571 0.03285 186 640: 2%|▏ | 1/56 [00:00<00:14, 3.79it/s] 278/299 6.88G 0.01692 0.01419 0.0002119 0.03132 170 640: 2%|▏ | 1/56 [00:00<00:14, 3.79it/s] 278/299 6.88G 0.01692 0.01419 0.0002119 0.03132 170 640: 4%|▎ | 2/56 [00:00<00:13, 4.15it/s] 278/299 6.88G 0.01609 0.01341 0.0001624 0.02966 174 640: 4%|▎ | 2/56 [00:00<00:13, 4.15it/s] 278/299 6.88G 0.01609 0.01341 0.0001624 0.02966 174 640: 5%|▌ | 3/56 [00:00<00:12, 4.25it/s] 278/299 6.88G 0.01588 0.01295 0.0001452 0.02898 149 640: 5%|▌ | 3/56 [00:28<00:12, 4.25it/s] 278/299 6.88G 0.01588 0.01295 0.0001452 0.02898 149 640: 7%|▋ | 4/56 [00:28<09:43, 11.22s/it] 278/299 6.88G 0.01546 0.01214 0.0001367 0.02774 142 640: 7%|▋ | 4/56 [00:29<09:43, 11.22s/it] 278/299 6.88G 0.01546 0.01214 0.0001367 0.02774 142 640: 9%|▉ | 5/56 [00:29<06:10, 7.27s/it] 278/299 6.88G 0.01516 0.01211 0.0001246 0.02739 122 640: 9%|▉ | 5/56 [00:29<06:10, 7.27s/it] 278/299 6.88G 0.01516 0.01211 0.0001246 0.02739 122 640: 11%|█ | 6/56 [00:29<04:03, 4.87s/it] 278/299 6.88G 0.01513 0.01223 0.0001169 0.02748 136 640: 11%|█ | 6/56 [00:43<04:03, 4.87s/it] 278/299 6.88G 0.01513 0.01223 0.0001169 0.02748 136 640: 12%|█▎ | 7/56 [00:43<06:27, 7.90s/it] 278/299 6.88G 0.01491 0.0126 0.0001116 0.02762 199 640: 12%|█▎ | 7/56 [00:43<06:27, 7.90s/it] 278/299 6.88G 0.01491 0.0126 0.0001116 0.02762 199 640: 14%|█▍ | 8/56 [00:43<04:22, 5.46s/it] 278/299 6.88G 0.01467 0.01233 0.0001076 0.02711 124 640: 14%|█▍ | 8/56 [00:43<04:22, 5.46s/it] 278/299 6.88G 0.01467 0.01233 0.0001076 0.02711 124 640: 16%|█▌ | 9/56 [00:43<03:00, 3.83s/it] 278/299 6.88G 0.01465 0.01236 0.0001035 0.02712 179 640: 16%|█▌ | 9/56 [00:44<03:00, 3.83s/it] 278/299 6.88G 0.01465 0.01236 0.0001035 0.02712 179 640: 18%|█▊ | 10/56 [00:44<02:05, 2.72s/it] 278/299 6.88G 0.01456 0.01254 0.0001003 0.0272 147 640: 18%|█▊ | 10/56 [00:44<02:05, 2.72s/it] 278/299 6.88G 0.01456 0.01254 0.0001003 0.0272 147 640: 20%|█▉ | 11/56 [00:44<01:27, 1.95s/it] 278/299 6.88G 0.01456 0.01281 9.772e-05 0.02747 177 640: 20%|█▉ | 11/56 [01:02<01:27, 1.95s/it] 278/299 6.88G 0.01456 0.01281 9.772e-05 0.02747 177 640: 21%|██▏ | 12/56 [01:02<05:00, 6.83s/it] 278/299 6.88G 0.01447 0.01297 9.669e-05 0.02754 166 640: 21%|██▏ | 12/56 [01:02<05:00, 6.83s/it] 278/299 6.88G 0.01447 0.01297 9.669e-05 0.02754 166 640: 23%|██▎ | 13/56 [01:02<03:28, 4.85s/it] 278/299 6.88G 0.01448 0.0128 9.704e-05 0.02738 135 640: 23%|██▎ | 13/56 [01:02<03:28, 4.85s/it] 278/299 6.88G 0.01448 0.0128 9.704e-05 0.02738 135 640: 25%|██▌ | 14/56 [01:02<02:24, 3.45s/it] 278/299 6.88G 0.01433 0.01266 9.536e-05 0.02708 122 640: 25%|██▌ | 14/56 [01:17<02:24, 3.45s/it] 278/299 6.88G 0.01433 0.01266 9.536e-05 0.02708 122 640: 27%|██▋ | 15/56 [01:17<04:39, 6.83s/it] 278/299 6.88G 0.01418 0.01263 9.434e-05 0.02691 141
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.593 0.443 0.385 0.203
0%| | 0/56 [00:00<?, ?it/s] 279/299 6.88G 0.01485 0.01621 6.326e-05 0.03112 182 640: 0%| | 0/56 [00:00<?, ?it/s] 279/299 6.88G 0.01485 0.01621 6.326e-05 0.03112 182 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 279/299 6.88G 0.01554 0.01488 8.805e-05 0.03051 216 640: 2%|▏ | 1/56 [00:00<00:15, 3.63it/s] 279/299 6.88G 0.01554 0.01488 8.805e-05 0.03051 216 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 279/299 6.88G 0.01523 0.01441 9.312e-05 0.02974 197 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 279/299 6.88G 0.01523 0.01441 9.312e-05 0.02974 197 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 279/299 6.88G 0.01478 0.01378 8.771e-05 0.02865 152 640: 5%|▌ | 3/56 [00:17<00:12, 4.18it/s] 279/299 6.88G 0.01478 0.01378 8.771e-05 0.02865 152 640: 7%|▋ | 4/56 [00:17<05:44, 6.63s/it] 279/299 6.88G 0.01494 0.01374 8.976e-05 0.02878 158 640: 7%|▋ | 4/56 [00:17<05:44, 6.63s/it] 279/299 6.88G 0.01494 0.01374 8.976e-05 0.02878 158 640: 9%|▉ | 5/56 [00:17<03:41, 4.34s/it] 279/299 6.88G 0.01492 0.0134 0.0001115 0.02843 148 640: 9%|▉ | 5/56 [00:17<03:41, 4.34s/it] 279/299 6.88G 0.01492 0.0134 0.0001115 0.02843 148 640: 11%|█ | 6/56 [00:17<02:26, 2.94s/it] 279/299 6.88G 0.0149 0.01316 0.0001196 0.02818 157 640: 11%|█ | 6/56 [00:33<02:26, 2.94s/it] 279/299 6.88G 0.0149 0.01316 0.0001196 0.02818 157 640: 12%|█▎ | 7/56 [00:33<05:50, 7.16s/it] 279/299 6.88G 0.01472 0.01294 0.000119 0.02778 118 640: 12%|█▎ | 7/56 [00:33<05:50, 7.16s/it] 279/299 6.88G 0.01472 0.01294 0.000119 0.02778 118 640: 14%|█▍ | 8/56 [00:33<03:57, 4.95s/it] 279/299 6.88G 0.0148 0.01287 0.0001135 0.02778 139 640: 14%|█▍ | 8/56 [00:33<03:57, 4.95s/it] 279/299 6.88G 0.0148 0.01287 0.0001135 0.02778 139 640: 16%|█▌ | 9/56 [00:33<02:43, 3.49s/it] 279/299 6.88G 0.01492 0.0137 0.0001092 0.02872 231 640: 16%|█▌ | 9/56 [00:34<02:43, 3.49s/it] 279/299 6.88G 0.01492 0.0137 0.0001092 0.02872 231 640: 18%|█▊ | 10/56 [00:34<01:54, 2.48s/it] 279/299 6.88G 0.01479 0.01412 0.0001057 0.02901 164 640: 18%|█▊ | 10/56 [00:34<01:54, 2.48s/it] 279/299 6.88G 0.01479 0.01412 0.0001057 0.02901 164 640: 20%|█▉ | 11/56 [00:34<01:20, 1.79s/it] 279/299 6.88G 0.01466 0.01385 0.0001019 0.02861 141 640: 20%|█▉ | 11/56 [00:53<01:20, 1.79s/it] 279/299 6.88G 0.01466 0.01385 0.0001019 0.02861 141 640: 21%|██▏ | 12/56 [00:53<05:15, 7.17s/it] 279/299 6.88G 0.01462 0.01395 0.000103 0.02867 146 640: 21%|██▏ | 12/56 [00:54<05:15, 7.17s/it] 279/299 6.88G 0.01462 0.01395 0.000103 0.02867 146 640: 23%|██▎ | 13/56 [00:54<03:38, 5.08s/it] 279/299 6.88G 0.01454 0.01375 0.0001013 0.02839 134 640: 23%|██▎ | 13/56 [00:54<03:38, 5.08s/it] 279/299 6.88G 0.01454 0.01375 0.0001013 0.02839 134 640: 25%|██▌ | 14/56 [00:54<02:31, 3.61s/it] 279/299 6.88G 0.01439 0.01353 9.935e-05 0.02802 129 640: 25%|██▌ | 14/56 [01:07<02:31, 3.61s/it] 279/299 6.88G 0.01439 0.01353 9.935e-05 0.02802 129 640: 27%|██▋ | 15/56 [01:07<04:25, 6.49s/it] 279/299 6.88G 0.01426 0.01341 9.644e-05 0.02777 110
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.584 0.484 0.402 0.208
0%| | 0/56 [00:00<?, ?it/s] 280/299 6.88G 0.01753 0.0165 5.228e-05 0.03408 166 640: 0%| | 0/56 [00:00<?, ?it/s] 280/299 6.88G 0.01753 0.0165 5.228e-05 0.03408 166 640: 2%|▏ | 1/56 [00:00<00:18, 3.05it/s] 280/299 6.88G 0.01751 0.01645 0.0001403 0.0341 213 640: 2%|▏ | 1/56 [00:00<00:18, 3.05it/s] 280/299 6.88G 0.01751 0.01645 0.0001403 0.0341 213 640: 4%|▎ | 2/56 [00:00<00:14, 3.73it/s] 280/299 6.88G 0.01671 0.0158 0.0001203 0.03262 210 640: 4%|▎ | 2/56 [00:00<00:14, 3.73it/s] 280/299 6.88G 0.01671 0.0158 0.0001203 0.03262 210 640: 5%|▌ | 3/56 [00:00<00:13, 4.01it/s] 280/299 6.88G 0.01597 0.01469 0.0001053 0.03077 148 640: 5%|▌ | 3/56 [00:20<00:13, 4.01it/s] 280/299 6.88G 0.01597 0.01469 0.0001053 0.03077 148 640: 7%|▋ | 4/56 [00:20<06:53, 7.95s/it] 280/299 6.88G 0.01569 0.01443 9.658e-05 0.03021 144 640: 7%|▋ | 4/56 [00:20<06:53, 7.95s/it] 280/299 6.88G 0.01569 0.01443 9.658e-05 0.03021 144 640: 9%|▉ | 5/56 [00:20<04:24, 5.18s/it] 280/299 6.88G 0.01582 0.01401 9.478e-05 0.02992 124 640: 9%|▉ | 5/56 [00:21<04:24, 5.18s/it] 280/299 6.88G 0.01582 0.01401 9.478e-05 0.02992 124 640: 11%|█ | 6/56 [00:21<02:54, 3.50s/it] 280/299 6.88G 0.01556 0.01384 8.982e-05 0.02949 171 640: 11%|█ | 6/56 [00:32<02:54, 3.50s/it] 280/299 6.88G 0.01556 0.01384 8.982e-05 0.02949 171 640: 12%|█▎ | 7/56 [00:32<05:05, 6.24s/it] 280/299 6.88G 0.01526 0.01362 8.594e-05 0.02896 132 640: 12%|█▎ | 7/56 [00:33<05:05, 6.24s/it] 280/299 6.88G 0.01526 0.01362 8.594e-05 0.02896 132 640: 14%|█▍ | 8/56 [00:33<03:27, 4.33s/it] 280/299 6.88G 0.01531 0.01363 0.0002701 0.02921 114 640: 14%|█▍ | 8/56 [00:33<03:27, 4.33s/it] 280/299 6.88G 0.01531 0.01363 0.0002701 0.02921 114 640: 16%|█▌ | 9/56 [00:33<02:23, 3.06s/it] 280/299 6.88G 0.01537 0.01375 0.0002523 0.02937 189 640: 16%|█▌ | 9/56 [00:33<02:23, 3.06s/it] 280/299 6.88G 0.01537 0.01375 0.0002523 0.02937 189 640: 18%|█▊ | 10/56 [00:33<01:40, 2.18s/it] 280/299 6.88G 0.01508 0.01353 0.0002344 0.02885 156 640: 18%|█▊ | 10/56 [00:33<01:40, 2.18s/it] 280/299 6.88G 0.01508 0.01353 0.0002344 0.02885 156 640: 20%|█▉ | 11/56 [00:33<01:11, 1.59s/it] 280/299 6.88G 0.01499 0.01346 0.0002202 0.02866 136 640: 20%|█▉ | 11/56 [00:54<01:11, 1.59s/it] 280/299 6.88G 0.01499 0.01346 0.0002202 0.02866 136 640: 21%|██▏ | 12/56 [00:54<05:29, 7.49s/it] 280/299 6.88G 0.01472 0.01324 0.0002083 0.02817 99 640: 21%|██▏ | 12/56 [00:57<05:29, 7.49s/it] 280/299 6.88G 0.01472 0.01324 0.0002083 0.02817 99 640: 23%|██▎ | 13/56 [00:57<04:22, 6.10s/it] 280/299 6.88G 0.01461 0.01304 0.0001978 0.02785 104 640: 23%|██▎ | 13/56 [00:57<04:22, 6.10s/it] 280/299 6.88G 0.01461 0.01304 0.0001978 0.02785 104 640: 25%|██▌ | 14/56 [00:57<03:01, 4.32s/it] 280/299 6.88G 0.01456 0.0128 0.0001885 0.02755 106 640: 25%|██▌ | 14/56 [01:07<03:01, 4.32s/it] 280/299 6.88G 0.01456 0.0128 0.0001885 0.02755 106 640: 27%|██▋ | 15/56 [01:07<03:56, 5.77s/it] 280/299 6.88G 0.01446 0.01283 0.0001805 0.02746 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.567 0.472 0.393 0.204
0%| | 0/56 [00:00<?, ?it/s] 281/299 6.88G 0.01512 0.01906 6.958e-05 0.03425 229 640: 0%| | 0/56 [00:00<?, ?it/s] 281/299 6.88G 0.01512 0.01906 6.958e-05 0.03425 229 640: 2%|▏ | 1/56 [00:00<00:17, 3.19it/s] 281/299 6.88G 0.01477 0.01727 6.386e-05 0.03211 177 640: 2%|▏ | 1/56 [00:00<00:17, 3.19it/s] 281/299 6.88G 0.01477 0.01727 6.386e-05 0.03211 177 640: 4%|▎ | 2/56 [00:00<00:14, 3.80it/s] 281/299 6.88G 0.01441 0.0169 6.197e-05 0.03137 203 640: 4%|▎ | 2/56 [00:00<00:14, 3.80it/s] 281/299 6.88G 0.01441 0.0169 6.197e-05 0.03137 203 640: 5%|▌ | 3/56 [00:00<00:13, 4.05it/s] 281/299 6.88G 0.01437 0.01729 6.125e-05 0.03172 233 640: 5%|▌ | 3/56 [00:27<00:13, 4.05it/s] 281/299 6.88G 0.01437 0.01729 6.125e-05 0.03172 233 640: 7%|▋ | 4/56 [00:27<09:10, 10.59s/it] 281/299 6.88G 0.01466 0.01608 0.0001224 0.03087 144 640: 7%|▋ | 4/56 [00:27<09:10, 10.59s/it] 281/299 6.88G 0.01466 0.01608 0.0001224 0.03087 144 640: 9%|▉ | 5/56 [00:27<05:50, 6.86s/it] 281/299 6.88G 0.01403 0.01505 0.0001198 0.02921 103 640: 9%|▉ | 5/56 [00:27<05:50, 6.86s/it] 281/299 6.88G 0.01403 0.01505 0.0001198 0.02921 103 640: 11%|█ | 6/56 [00:27<03:50, 4.61s/it] 281/299 6.88G 0.01435 0.01465 0.0001108 0.02911 186 640: 11%|█ | 6/56 [00:46<03:50, 4.61s/it] 281/299 6.88G 0.01435 0.01465 0.0001108 0.02911 186 640: 12%|█▎ | 7/56 [00:46<07:30, 9.19s/it] 281/299 6.88G 0.01421 0.01438 0.0001287 0.02872 145 640: 12%|█▎ | 7/56 [00:46<07:30, 9.19s/it] 281/299 6.88G 0.01421 0.01438 0.0001287 0.02872 145 640: 14%|█▍ | 8/56 [00:46<05:04, 6.33s/it] 281/299 6.88G 0.01428 0.01413 0.0001204 0.02853 188 640: 14%|█▍ | 8/56 [00:46<05:04, 6.33s/it] 281/299 6.88G 0.01428 0.01413 0.0001204 0.02853 188 640: 16%|█▌ | 9/56 [00:46<03:28, 4.44s/it] 281/299 6.88G 0.01452 0.01413 0.0001155 0.02876 180 640: 16%|█▌ | 9/56 [00:47<03:28, 4.44s/it] 281/299 6.88G 0.01452 0.01413 0.0001155 0.02876 180 640: 18%|█▊ | 10/56 [00:47<02:24, 3.14s/it] 281/299 6.88G 0.01436 0.01414 0.0001145 0.02861 180 640: 18%|█▊ | 10/56 [00:47<02:24, 3.14s/it] 281/299 6.88G 0.01436 0.01414 0.0001145 0.02861 180 640: 20%|█▉ | 11/56 [00:47<01:41, 2.25s/it] 281/299 6.88G 0.01442 0.01411 0.0001103 0.02864 134 640: 20%|█▉ | 11/56 [01:02<01:41, 2.25s/it] 281/299 6.88G 0.01442 0.01411 0.0001103 0.02864 134 640: 21%|██▏ | 12/56 [01:02<04:29, 6.12s/it] 281/299 6.88G 0.01434 0.01402 0.0001064 0.02847 152 640: 21%|██▏ | 12/56 [01:11<04:29, 6.12s/it] 281/299 6.88G 0.01434 0.01402 0.0001064 0.02847 152 640: 23%|██▎ | 13/56 [01:11<05:08, 7.18s/it] 281/299 6.88G 0.0144 0.0142 0.0001053 0.0287 165 640: 23%|██▎ | 13/56 [01:12<05:08, 7.18s/it] 281/299 6.88G 0.0144 0.0142 0.0001053 0.0287 165 640: 25%|██▌ | 14/56 [01:12<03:33, 5.08s/it] 281/299 6.88G 0.01437 0.01416 0.0001021 0.02863 158 640: 25%|██▌ | 14/56 [01:20<03:33, 5.08s/it] 281/299 6.88G 0.01437 0.01416 0.0001021 0.02863 158 640: 27%|██▋ | 15/56 [01:20<04:14, 6.22s/it] 281/299 6.88G 0.01423 0.01399 0.0001096 0.02834 126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.549 0.483 0.397 0.205
0%| | 0/56 [00:00<?, ?it/s] 282/299 6.88G 0.01539 0.0168 5.379e-05 0.03225 166 640: 0%| | 0/56 [00:00<?, ?it/s] 282/299 6.88G 0.01539 0.0168 5.379e-05 0.03225 166 640: 2%|▏ | 1/56 [00:00<00:15, 3.58it/s] 282/299 6.88G 0.01417 0.01571 5.58e-05 0.02994 150 640: 2%|▏ | 1/56 [00:00<00:15, 3.58it/s] 282/299 6.88G 0.01417 0.01571 5.58e-05 0.02994 150 640: 4%|▎ | 2/56 [00:00<00:19, 2.81it/s] 282/299 6.88G 0.01422 0.01465 5.86e-05 0.02893 162 640: 4%|▎ | 2/56 [00:00<00:19, 2.81it/s] 282/299 6.88G 0.01422 0.01465 5.86e-05 0.02893 162 640: 5%|▌ | 3/56 [00:00<00:15, 3.36it/s] 282/299 6.88G 0.01422 0.0136 7.362e-05 0.02789 140 640: 5%|▌ | 3/56 [00:26<00:15, 3.36it/s] 282/299 6.88G 0.01422 0.0136 7.362e-05 0.02789 140 640: 7%|▋ | 4/56 [00:26<08:44, 10.09s/it] 282/299 6.88G 0.01395 0.01362 9.442e-05 0.02767 179 640: 7%|▋ | 4/56 [00:26<08:44, 10.09s/it] 282/299 6.88G 0.01395 0.01362 9.442e-05 0.02767 179 640: 9%|▉ | 5/56 [00:26<05:34, 6.55s/it] 282/299 6.88G 0.0142 0.01315 9.056e-05 0.02745 123 640: 9%|▉ | 5/56 [00:26<05:34, 6.55s/it] 282/299 6.88G 0.0142 0.01315 9.056e-05 0.02745 123 640: 11%|█ | 6/56 [00:26<03:40, 4.40s/it] 282/299 6.88G 0.01382 0.01278 8.635e-05 0.02669 118 640: 11%|█ | 6/56 [00:44<03:40, 4.40s/it] 282/299 6.88G 0.01382 0.01278 8.635e-05 0.02669 118 640: 12%|█▎ | 7/56 [00:44<07:14, 8.86s/it] 282/299 6.88G 0.01373 0.01257 8.412e-05 0.02638 122 640: 12%|█▎ | 7/56 [00:44<07:14, 8.86s/it] 282/299 6.88G 0.01373 0.01257 8.412e-05 0.02638 122 640: 14%|█▍ | 8/56 [00:44<04:53, 6.12s/it] 282/299 6.88G 0.01383 0.01255 8.091e-05 0.02645 156 640: 14%|█▍ | 8/56 [00:45<04:53, 6.12s/it] 282/299 6.88G 0.01383 0.01255 8.091e-05 0.02645 156 640: 16%|█▌ | 9/56 [00:45<03:21, 4.28s/it] 282/299 6.88G 0.01402 0.01257 8.068e-05 0.02667 139 640: 16%|█▌ | 9/56 [00:45<03:21, 4.28s/it] 282/299 6.88G 0.01402 0.01257 8.068e-05 0.02667 139 640: 18%|█▊ | 10/56 [00:45<02:19, 3.03s/it] 282/299 6.88G 0.01391 0.01239 7.897e-05 0.02637 141 640: 18%|█▊ | 10/56 [00:45<02:19, 3.03s/it] 282/299 6.88G 0.01391 0.01239 7.897e-05 0.02637 141 640: 20%|█▉ | 11/56 [00:45<01:37, 2.17s/it] 282/299 6.88G 0.0139 0.0124 8.034e-05 0.02638 126 640: 20%|█▉ | 11/56 [01:01<01:37, 2.17s/it] 282/299 6.88G 0.0139 0.0124 8.034e-05 0.02638 126 640: 21%|██▏ | 12/56 [01:01<04:38, 6.32s/it] 282/299 6.88G 0.01377 0.01222 7.906e-05 0.02607 131 640: 21%|██▏ | 12/56 [01:01<04:38, 6.32s/it] 282/299 6.88G 0.01377 0.01222 7.906e-05 0.02607 131 640: 23%|██▎ | 13/56 [01:01<03:12, 4.49s/it] 282/299 6.88G 0.0137 0.01229 7.744e-05 0.02607 149 640: 23%|██▎ | 13/56 [01:01<03:12, 4.49s/it] 282/299 6.88G 0.0137 0.01229 7.744e-05 0.02607 149 640: 25%|██▌ | 14/56 [01:01<02:14, 3.20s/it] 282/299 6.88G 0.01367 0.01231 7.757e-05 0.02605 139 640: 25%|██▌ | 14/56 [01:18<02:14, 3.20s/it] 282/299 6.88G 0.01367 0.01231 7.757e-05 0.02605 139 640: 27%|██▋ | 15/56 [01:18<05:02, 7.38s/it] 282/299 6.88G 0.01352 0.0122 7.757e-05 0.02579 120
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.582 0.455 0.393 0.201
0%| | 0/56 [00:00<?, ?it/s] 283/299 6.88G 0.01714 0.0158 7.112e-05 0.03301 165 640: 0%| | 0/56 [00:00<?, ?it/s] 283/299 6.88G 0.01714 0.0158 7.112e-05 0.03301 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 283/299 6.88G 0.01672 0.01539 9.251e-05 0.0322 205 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 283/299 6.88G 0.01672 0.01539 9.251e-05 0.0322 205 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 283/299 6.88G 0.01612 0.0148 9.68e-05 0.03101 195 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 283/299 6.88G 0.01612 0.0148 9.68e-05 0.03101 195 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 283/299 6.88G 0.01561 0.01466 9.254e-05 0.03036 207 640: 5%|▌ | 3/56 [00:13<00:12, 4.18it/s] 283/299 6.88G 0.01561 0.01466 9.254e-05 0.03036 207 640: 7%|▋ | 4/56 [00:13<04:35, 5.30s/it] 283/299 6.88G 0.01516 0.01442 8.714e-05 0.02967 153 640: 7%|▋ | 4/56 [00:14<04:35, 5.30s/it] 283/299 6.88G 0.01516 0.01442 8.714e-05 0.02967 153 640: 9%|▉ | 5/56 [00:14<02:57, 3.49s/it] 283/299 6.88G 0.01512 0.01401 0.0001206 0.02924 145 640: 9%|▉ | 5/56 [00:14<02:57, 3.49s/it] 283/299 6.88G 0.01512 0.01401 0.0001206 0.02924 145 640: 11%|█ | 6/56 [00:14<01:59, 2.38s/it] 283/299 6.88G 0.01487 0.01391 0.000113 0.02889 174 640: 11%|█ | 6/56 [00:33<01:59, 2.38s/it] 283/299 6.88G 0.01487 0.01391 0.000113 0.02889 174 640: 12%|█▎ | 7/56 [00:33<06:28, 7.94s/it] 283/299 6.88G 0.01445 0.01375 0.0001066 0.02831 153 640: 12%|█▎ | 7/56 [00:33<06:28, 7.94s/it] 283/299 6.88G 0.01445 0.01375 0.0001066 0.02831 153 640: 14%|█▍ | 8/56 [00:33<04:23, 5.48s/it] 283/299 6.88G 0.01432 0.01376 0.0001021 0.02818 162 640: 14%|█▍ | 8/56 [00:34<04:23, 5.48s/it] 283/299 6.88G 0.01432 0.01376 0.0001021 0.02818 162 640: 16%|█▌ | 9/56 [00:34<03:01, 3.85s/it] 283/299 6.88G 0.01428 0.01411 0.0001073 0.02849 200 640: 16%|█▌ | 9/56 [00:34<03:01, 3.85s/it] 283/299 6.88G 0.01428 0.01411 0.0001073 0.02849 200 640: 18%|█▊ | 10/56 [00:34<02:05, 2.73s/it] 283/299 6.88G 0.01435 0.01384 0.000106 0.0283 126 640: 18%|█▊ | 10/56 [00:34<02:05, 2.73s/it] 283/299 6.88G 0.01435 0.01384 0.000106 0.0283 126 640: 20%|█▉ | 11/56 [00:34<01:28, 1.97s/it] 283/299 6.88G 0.0144 0.01379 0.0001032 0.0283 138 640: 20%|█▉ | 11/56 [00:48<01:28, 1.97s/it] 283/299 6.88G 0.0144 0.01379 0.0001032 0.0283 138 640: 21%|██▏ | 12/56 [00:48<04:06, 5.60s/it] 283/299 6.88G 0.0144 0.01366 0.0001043 0.02817 133 640: 21%|██▏ | 12/56 [00:49<04:06, 5.60s/it] 283/299 6.88G 0.0144 0.01366 0.0001043 0.02817 133 640: 23%|██▎ | 13/56 [00:49<03:06, 4.33s/it] 283/299 6.88G 0.01427 0.01364 0.0001109 0.02802 140 640: 23%|██▎ | 13/56 [00:50<03:06, 4.33s/it] 283/299 6.88G 0.01427 0.01364 0.0001109 0.02802 140 640: 25%|██▌ | 14/56 [00:50<02:09, 3.09s/it] 283/299 6.88G 0.01428 0.01381 0.0001075 0.0282 173 640: 25%|██▌ | 14/56 [01:07<02:09, 3.09s/it] 283/299 6.88G 0.01428 0.01381 0.0001075 0.0282 173 640: 27%|██▋ | 15/56 [01:07<05:06, 7.46s/it] 283/299 6.88G 0.01424 0.01384 0.0001122 0.0282 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.543 0.503 0.396 0.201
0%| | 0/56 [00:00<?, ?it/s] 284/299 6.88G 0.0162 0.01689 5.966e-05 0.03315 180 640: 0%| | 0/56 [00:00<?, ?it/s] 284/299 6.88G 0.0162 0.01689 5.966e-05 0.03315 180 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 284/299 6.88G 0.0149 0.01441 7.109e-05 0.02937 151 640: 2%|▏ | 1/56 [00:00<00:14, 3.67it/s] 284/299 6.88G 0.0149 0.01441 7.109e-05 0.02937 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 284/299 6.88G 0.01488 0.01379 9.19e-05 0.02877 151 640: 4%|▎ | 2/56 [00:00<00:13, 4.07it/s] 284/299 6.88G 0.01488 0.01379 9.19e-05 0.02877 151 640: 5%|▌ | 3/56 [00:00<00:12, 4.21it/s] 284/299 6.88G 0.0147 0.01346 8.775e-05 0.02825 151 640: 5%|▌ | 3/56 [00:12<00:12, 4.21it/s] 284/299 6.88G 0.0147 0.01346 8.775e-05 0.02825 151 640: 7%|▋ | 4/56 [00:12<04:04, 4.70s/it] 284/299 6.88G 0.01446 0.01357 0.0001212 0.02815 178 640: 7%|▋ | 4/56 [00:19<04:04, 4.70s/it] 284/299 6.88G 0.01446 0.01357 0.0001212 0.02815 178 640: 9%|▉ | 5/56 [00:19<04:44, 5.58s/it] 284/299 6.88G 0.0143 0.01312 0.0001154 0.02754 121 640: 9%|▉ | 5/56 [00:19<04:44, 5.58s/it] 284/299 6.88G 0.0143 0.01312 0.0001154 0.02754 121 640: 11%|█ | 6/56 [00:19<03:08, 3.76s/it] 284/299 6.88G 0.01431 0.01287 0.0001086 0.02728 144 640: 11%|█ | 6/56 [00:35<03:08, 3.76s/it] 284/299 6.88G 0.01431 0.01287 0.0001086 0.02728 144 640: 12%|█▎ | 7/56 [00:35<06:18, 7.73s/it] 284/299 6.88G 0.01451 0.01309 0.0001068 0.0277 159 640: 12%|█▎ | 7/56 [00:35<06:18, 7.73s/it] 284/299 6.88G 0.01451 0.01309 0.0001068 0.0277 159 640: 14%|█▍ | 8/56 [00:35<04:16, 5.34s/it] 284/299 6.88G 0.01488 0.01308 0.0001108 0.02806 202 640: 14%|█▍ | 8/56 [00:36<04:16, 5.34s/it] 284/299 6.88G 0.01488 0.01308 0.0001108 0.02806 202 640: 16%|█▌ | 9/56 [00:36<02:56, 3.75s/it] 284/299 6.88G 0.0149 0.0132 0.0001062 0.0282 171 640: 16%|█▌ | 9/56 [00:36<02:56, 3.75s/it] 284/299 6.88G 0.0149 0.0132 0.0001062 0.0282 171 640: 18%|█▊ | 10/56 [00:36<02:02, 2.66s/it] 284/299 6.88G 0.01476 0.01317 0.0001017 0.02804 139 640: 18%|█▊ | 10/56 [00:36<02:02, 2.66s/it] 284/299 6.88G 0.01476 0.01317 0.0001017 0.02804 139 640: 20%|█▉ | 11/56 [00:36<01:26, 1.92s/it] 284/299 6.88G 0.01474 0.01329 9.829e-05 0.02813 155 640: 20%|█▉ | 11/56 [00:49<01:26, 1.92s/it] 284/299 6.88G 0.01474 0.01329 9.829e-05 0.02813 155 640: 21%|██▏ | 12/56 [00:49<03:48, 5.20s/it] 284/299 6.88G 0.01465 0.01301 9.902e-05 0.02776 127 640: 21%|██▏ | 12/56 [00:53<03:48, 5.20s/it] 284/299 6.88G 0.01465 0.01301 9.902e-05 0.02776 127 640: 23%|██▎ | 13/56 [00:53<03:33, 4.97s/it] 284/299 6.88G 0.01454 0.01304 0.0001012 0.02768 162 640: 23%|██▎ | 13/56 [00:53<03:33, 4.97s/it] 284/299 6.88G 0.01454 0.01304 0.0001012 0.02768 162 640: 25%|██▌ | 14/56 [00:53<02:28, 3.54s/it] 284/299 6.88G 0.01458 0.01332 9.888e-05 0.028 224 640: 25%|██▌ | 14/56 [01:09<02:28, 3.54s/it] 284/299 6.88G 0.01458 0.01332 9.888e-05 0.028 224 640: 27%|██▋ | 15/56 [01:09<04:58, 7.28s/it] 284/299 6.88G 0.0145 0.01348 9.804e-05 0.02808 146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.578 0.442 0.378 0.194
0%| | 0/56 [00:00<?, ?it/s] 285/299 6.88G 0.01657 0.0167 0.0001391 0.0334 179 640: 0%| | 0/56 [00:00<?, ?it/s] 285/299 6.88G 0.01657 0.0167 0.0001391 0.0334 179 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 285/299 6.88G 0.01566 0.01628 0.000103 0.03204 192 640: 2%|▏ | 1/56 [00:00<00:15, 3.62it/s] 285/299 6.88G 0.01566 0.01628 0.000103 0.03204 192 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 285/299 6.88G 0.01517 0.01537 8.797e-05 0.03062 172 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 285/299 6.88G 0.01517 0.01537 8.797e-05 0.03062 172 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 285/299 6.88G 0.01493 0.01416 0.0002678 0.02936 117 640: 5%|▌ | 3/56 [00:10<00:12, 4.16it/s] 285/299 6.88G 0.01493 0.01416 0.0002678 0.02936 117 640: 7%|▋ | 4/56 [00:10<03:32, 4.08s/it] 285/299 6.88G 0.01479 0.0136 0.0002556 0.02864 163 640: 7%|▋ | 4/56 [00:16<03:32, 4.08s/it] 285/299 6.88G 0.01479 0.0136 0.0002556 0.02864 163 640: 9%|▉ | 5/56 [00:16<03:56, 4.64s/it] 285/299 6.88G 0.01493 0.01361 0.0002746 0.02882 191 640: 9%|▉ | 5/56 [00:16<03:56, 4.64s/it] 285/299 6.88G 0.01493 0.01361 0.0002746 0.02882 191 640: 11%|█ | 6/56 [00:16<02:37, 3.14s/it] 285/299 6.88G 0.01495 0.01349 0.0002483 0.02869 162 640: 11%|█ | 6/56 [00:44<02:37, 3.14s/it] 285/299 6.88G 0.01495 0.01349 0.0002483 0.02869 162 640: 12%|█▎ | 7/56 [00:44<09:15, 11.33s/it] 285/299 6.88G 0.01504 0.01365 0.0002462 0.02894 161 640: 12%|█▎ | 7/56 [00:44<09:15, 11.33s/it] 285/299 6.88G 0.01504 0.01365 0.0002462 0.02894 161 640: 14%|█▍ | 8/56 [00:44<06:14, 7.80s/it] 285/299 6.88G 0.0149 0.01363 0.0002275 0.02875 194 640: 14%|█▍ | 8/56 [00:45<06:14, 7.80s/it] 285/299 6.88G 0.0149 0.01363 0.0002275 0.02875 194 640: 16%|█▌ | 9/56 [00:45<04:15, 5.44s/it] 285/299 6.88G 0.01489 0.01407 0.0002254 0.02918 251 640: 16%|█▌ | 9/56 [00:45<04:15, 5.44s/it] 285/299 6.88G 0.01489 0.01407 0.0002254 0.02918 251 640: 18%|█▊ | 10/56 [00:45<02:56, 3.83s/it] 285/299 6.88G 0.01482 0.01397 0.0002106 0.029 131 640: 18%|█▊ | 10/56 [00:45<02:56, 3.83s/it] 285/299 6.88G 0.01482 0.01397 0.0002106 0.029 131 640: 20%|█▉ | 11/56 [00:45<02:02, 2.73s/it] 285/299 6.88G 0.01476 0.01383 0.0001981 0.02879 154 640: 20%|█▉ | 11/56 [00:45<02:02, 2.73s/it] 285/299 6.88G 0.01476 0.01383 0.0001981 0.02879 154 640: 21%|██▏ | 12/56 [00:45<01:26, 1.97s/it] 285/299 6.88G 0.01475 0.01403 0.0001872 0.02897 163 640: 21%|██▏ | 12/56 [00:50<01:26, 1.97s/it] 285/299 6.88G 0.01475 0.01403 0.0001872 0.02897 163 640: 23%|██▎ | 13/56 [00:50<02:02, 2.85s/it] 285/299 6.88G 0.01469 0.01382 0.0001791 0.02869 126 640: 23%|██▎ | 13/56 [00:51<02:02, 2.85s/it] 285/299 6.88G 0.01469 0.01382 0.0001791 0.02869 126 640: 25%|██▌ | 14/56 [00:51<01:26, 2.06s/it] 285/299 6.88G 0.01456 0.01375 0.0001799 0.02849 145 640: 25%|██▌ | 14/56 [01:19<01:26, 2.06s/it] 285/299 6.88G 0.01456 0.01375 0.0001799 0.02849 145 640: 27%|██▋ | 15/56 [01:19<06:46, 9.92s/it] 285/299 6.88G 0.01442 0.01369 0.0001745 0.02828 127
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.497 0.508 0.381 0.196
0%| | 0/56 [00:00<?, ?it/s] 286/299 6.88G 0.01603 0.01568 6.694e-05 0.03177 208 640: 0%| | 0/56 [00:00<?, ?it/s] 286/299 6.88G 0.01603 0.01568 6.694e-05 0.03177 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 286/299 6.88G 0.0152 0.01371 6.809e-05 0.02897 176 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 286/299 6.88G 0.0152 0.01371 6.809e-05 0.02897 176 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 286/299 6.88G 0.01491 0.01393 6.687e-05 0.02891 179 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 286/299 6.88G 0.01491 0.01393 6.687e-05 0.02891 179 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 286/299 6.88G 0.01471 0.01386 6.659e-05 0.02864 163 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 286/299 6.88G 0.01471 0.01386 6.659e-05 0.02864 163 640: 7%|▋ | 4/56 [00:00<00:12, 4.26it/s] 286/299 6.88G 0.01485 0.0145 8.128e-05 0.02944 168 640: 7%|▋ | 4/56 [00:05<00:12, 4.26it/s] 286/299 6.88G 0.01485 0.0145 8.128e-05 0.02944 168 640: 9%|▉ | 5/56 [00:05<01:30, 1.77s/it] 286/299 6.88G 0.01461 0.01383 7.907e-05 0.02852 136 640: 9%|▉ | 5/56 [00:05<01:30, 1.77s/it] 286/299 6.88G 0.01461 0.01383 7.907e-05 0.02852 136 640: 11%|█ | 6/56 [00:05<01:02, 1.25s/it] 286/299 6.88G 0.01434 0.01343 7.596e-05 0.02784 147 640: 11%|█ | 6/56 [00:44<01:02, 1.25s/it] 286/299 6.88G 0.01434 0.01343 7.596e-05 0.02784 147 640: 12%|█▎ | 7/56 [00:44<11:02, 13.53s/it] 286/299 6.88G 0.01425 0.0136 8.073e-05 0.02792 183 640: 12%|█▎ | 7/56 [00:44<11:02, 13.53s/it] 286/299 6.88G 0.01425 0.0136 8.073e-05 0.02792 183 640: 14%|█▍ | 8/56 [00:44<07:26, 9.29s/it] 286/299 6.88G 0.01399 0.01331 7.812e-05 0.02738 139 640: 14%|█▍ | 8/56 [00:44<07:26, 9.29s/it] 286/299 6.88G 0.01399 0.01331 7.812e-05 0.02738 139 640: 16%|█▌ | 9/56 [00:44<05:03, 6.47s/it] 286/299 6.88G 0.01398 0.01358 8.866e-05 0.02765 222 640: 16%|█▌ | 9/56 [00:45<05:03, 6.47s/it] 286/299 6.88G 0.01398 0.01358 8.866e-05 0.02765 222 640: 18%|█▊ | 10/56 [00:45<03:28, 4.54s/it] 286/299 6.88G 0.01392 0.01359 8.955e-05 0.02761 177 640: 18%|█▊ | 10/56 [00:45<03:28, 4.54s/it] 286/299 6.88G 0.01392 0.01359 8.955e-05 0.02761 177 640: 20%|█▉ | 11/56 [00:45<02:24, 3.22s/it] 286/299 6.88G 0.01398 0.01351 8.908e-05 0.02758 134 640: 20%|█▉ | 11/56 [00:45<02:24, 3.22s/it] 286/299 6.88G 0.01398 0.01351 8.908e-05 0.02758 134 640: 21%|██▏ | 12/56 [00:45<01:41, 2.31s/it] 286/299 6.88G 0.01381 0.01353 8.66e-05 0.02744 162 640: 21%|██▏ | 12/56 [00:45<01:41, 2.31s/it] 286/299 6.88G 0.01381 0.01353 8.66e-05 0.02744 162 640: 23%|██▎ | 13/56 [00:45<01:12, 1.69s/it] 286/299 6.88G 0.01374 0.01363 8.621e-05 0.02746 160 640: 23%|██▎ | 13/56 [00:46<01:12, 1.69s/it] 286/299 6.88G 0.01374 0.01363 8.621e-05 0.02746 160 640: 25%|██▌ | 14/56 [00:46<00:52, 1.25s/it] 286/299 6.88G 0.01379 0.01371 0.0001032 0.02761 130 640: 25%|██▌ | 14/56 [01:18<00:52, 1.25s/it] 286/299 6.88G 0.01379 0.01371 0.0001032 0.02761 130 640: 27%|██▋ | 15/56 [01:18<07:16, 10.66s/it] 286/299 6.88G 0.01383 0.01383 0.000101 0.02776 152
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.529 0.492 0.38 0.196
0%| | 0/56 [00:00<?, ?it/s] 287/299 6.88G 0.01627 0.0156 6.342e-05 0.03193 140 640: 0%| | 0/56 [00:00<?, ?it/s] 287/299 6.88G 0.01627 0.0156 6.342e-05 0.03193 140 640: 2%|▏ | 1/56 [00:00<00:14, 3.81it/s] 287/299 6.88G 0.01581 0.01545 0.0001334 0.03139 207 640: 2%|▏ | 1/56 [00:00<00:14, 3.81it/s] 287/299 6.88G 0.01581 0.01545 0.0001334 0.03139 207 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 287/299 6.88G 0.01612 0.01586 0.0001113 0.03209 232 640: 4%|▎ | 2/56 [00:00<00:13, 4.14it/s] 287/299 6.88G 0.01612 0.01586 0.0001113 0.03209 232 640: 5%|▌ | 3/56 [00:00<00:12, 4.27it/s] 287/299 6.88G 0.01555 0.01492 9.915e-05 0.03057 149 640: 5%|▌ | 3/56 [00:00<00:12, 4.27it/s] 287/299 6.88G 0.01555 0.01492 9.915e-05 0.03057 149 640: 7%|▋ | 4/56 [00:00<00:11, 4.34it/s] 287/299 6.88G 0.01562 0.01484 9.614e-05 0.03055 192 640: 7%|▋ | 4/56 [00:01<00:11, 4.34it/s] 287/299 6.88G 0.01562 0.01484 9.614e-05 0.03055 192 640: 9%|▉ | 5/56 [00:01<00:12, 4.11it/s] 287/299 6.88G 0.01542 0.01441 9.281e-05 0.02993 139 640: 9%|▉ | 5/56 [00:01<00:12, 4.11it/s] 287/299 6.88G 0.01542 0.01441 9.281e-05 0.02993 139 640: 11%|█ | 6/56 [00:01<00:11, 4.20it/s] 287/299 6.88G 0.0151 0.0142 8.919e-05 0.02939 170 640: 11%|█ | 6/56 [00:32<00:11, 4.20it/s] 287/299 6.88G 0.0151 0.0142 8.919e-05 0.02939 170 640: 12%|█▎ | 7/56 [00:32<08:29, 10.40s/it] 287/299 6.88G 0.0149 0.01399 8.859e-05 0.02898 150 640: 12%|█▎ | 7/56 [00:32<08:29, 10.40s/it] 287/299 6.88G 0.0149 0.01399 8.859e-05 0.02898 150 640: 14%|█▍ | 8/56 [00:32<05:43, 7.16s/it] 287/299 6.88G 0.01473 0.01387 8.524e-05 0.02868 136 640: 14%|█▍ | 8/56 [00:33<05:43, 7.16s/it] 287/299 6.88G 0.01473 0.01387 8.524e-05 0.02868 136 640: 16%|█▌ | 9/56 [00:33<03:55, 5.01s/it] 287/299 6.88G 0.01471 0.01398 8.283e-05 0.02878 155 640: 16%|█▌ | 9/56 [00:33<03:55, 5.01s/it] 287/299 6.88G 0.01471 0.01398 8.283e-05 0.02878 155 640: 18%|█▊ | 10/56 [00:33<02:42, 3.53s/it] 287/299 6.88G 0.01464 0.01383 8.103e-05 0.02855 161 640: 18%|█▊ | 10/56 [00:33<02:42, 3.53s/it] 287/299 6.88G 0.01464 0.01383 8.103e-05 0.02855 161 640: 20%|█▉ | 11/56 [00:33<01:53, 2.52s/it] 287/299 6.88G 0.01464 0.01367 7.981e-05 0.0284 116 640: 20%|█▉ | 11/56 [00:33<01:53, 2.52s/it] 287/299 6.88G 0.01464 0.01367 7.981e-05 0.0284 116 640: 21%|██▏ | 12/56 [00:33<01:20, 1.82s/it] 287/299 6.88G 0.01455 0.01366 7.784e-05 0.02828 172 640: 21%|██▏ | 12/56 [00:40<01:20, 1.82s/it] 287/299 6.88G 0.01455 0.01366 7.784e-05 0.02828 172 640: 23%|██▎ | 13/56 [00:40<02:18, 3.21s/it] 287/299 6.88G 0.01453 0.01332 7.892e-05 0.02793 97 640: 23%|██▎ | 13/56 [00:40<02:18, 3.21s/it] 287/299 6.88G 0.01453 0.01332 7.892e-05 0.02793 97 640: 25%|██▌ | 14/56 [00:40<01:36, 2.31s/it] 287/299 6.88G 0.0144 0.01318 7.741e-05 0.02766 113 640: 25%|██▌ | 14/56 [01:06<01:36, 2.31s/it] 287/299 6.88G 0.0144 0.01318 7.741e-05 0.02766 113 640: 27%|██▋ | 15/56 [01:06<06:28, 9.48s/it] 287/299 6.88G 0.01427 0.01315 7.585e-05 0.0275 142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.526 0.497 0.383 0.197
0%| | 0/56 [00:00<?, ?it/s] 288/299 6.88G 0.01486 0.01172 6.334e-05 0.02664 139 640: 0%| | 0/56 [00:00<?, ?it/s] 288/299 6.88G 0.01486 0.01172 6.334e-05 0.02664 139 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 288/299 6.88G 0.01456 0.01439 8.383e-05 0.02904 208 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 288/299 6.88G 0.01456 0.01439 8.383e-05 0.02904 208 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 288/299 6.88G 0.01465 0.01449 9.656e-05 0.02923 223 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 288/299 6.88G 0.01465 0.01449 9.656e-05 0.02923 223 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 288/299 6.88G 0.01499 0.01432 8.913e-05 0.0294 191 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 288/299 6.88G 0.01499 0.01432 8.913e-05 0.0294 191 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 288/299 6.88G 0.01492 0.01396 0.0001354 0.02901 151 640: 7%|▋ | 4/56 [00:08<00:12, 4.25it/s] 288/299 6.88G 0.01492 0.01396 0.0001354 0.02901 151 640: 9%|▉ | 5/56 [00:08<02:22, 2.79s/it] 288/299 6.88G 0.01497 0.01369 0.0001222 0.02878 144 640: 9%|▉ | 5/56 [00:08<02:22, 2.79s/it] 288/299 6.88G 0.01497 0.01369 0.0001222 0.02878 144 640: 11%|█ | 6/56 [00:08<01:35, 1.92s/it] 288/299 6.88G 0.01473 0.01339 0.0001139 0.02824 149 640: 11%|█ | 6/56 [00:32<01:35, 1.92s/it] 288/299 6.88G 0.01473 0.01339 0.0001139 0.02824 149 640: 12%|█▎ | 7/56 [00:32<07:33, 9.26s/it] 288/299 6.88G 0.0146 0.01325 0.0001232 0.02797 148 640: 12%|█▎ | 7/56 [00:33<07:33, 9.26s/it] 288/299 6.88G 0.0146 0.01325 0.0001232 0.02797 148 640: 14%|█▍ | 8/56 [00:33<05:06, 6.38s/it] 288/299 6.88G 0.01441 0.01342 0.0001166 0.02795 187 640: 14%|█▍ | 8/56 [00:33<05:06, 6.38s/it] 288/299 6.88G 0.01441 0.01342 0.0001166 0.02795 187 640: 16%|█▌ | 9/56 [00:33<03:30, 4.47s/it] 288/299 6.88G 0.01433 0.01377 0.0001121 0.02822 217 640: 16%|█▌ | 9/56 [00:33<03:30, 4.47s/it] 288/299 6.88G 0.01433 0.01377 0.0001121 0.02822 217 640: 18%|█▊ | 10/56 [00:33<02:25, 3.16s/it] 288/299 6.88G 0.01418 0.01366 0.0001074 0.02795 145 640: 18%|█▊ | 10/56 [00:33<02:25, 3.16s/it] 288/299 6.88G 0.01418 0.01366 0.0001074 0.02795 145 640: 20%|█▉ | 11/56 [00:33<01:41, 2.26s/it] 288/299 6.88G 0.01414 0.01364 0.0001033 0.02788 137 640: 20%|█▉ | 11/56 [00:34<01:41, 2.26s/it] 288/299 6.88G 0.01414 0.01364 0.0001033 0.02788 137 640: 21%|██▏ | 12/56 [00:34<01:12, 1.64s/it] 288/299 6.88G 0.01398 0.01333 0.000108 0.02741 111 640: 21%|██▏ | 12/56 [00:51<01:12, 1.64s/it] 288/299 6.88G 0.01398 0.01333 0.000108 0.02741 111 640: 23%|██▎ | 13/56 [00:51<04:32, 6.33s/it] 288/299 6.88G 0.01394 0.01324 0.0001051 0.02728 138 640: 23%|██▎ | 13/56 [00:51<04:32, 6.33s/it] 288/299 6.88G 0.01394 0.01324 0.0001051 0.02728 138 640: 25%|██▌ | 14/56 [00:51<03:08, 4.49s/it] 288/299 6.88G 0.01383 0.01324 0.0001022 0.02717 143 640: 25%|██▌ | 14/56 [01:06<03:08, 4.49s/it] 288/299 6.88G 0.01383 0.01324 0.0001022 0.02717 143 640: 27%|██▋ | 15/56 [01:06<05:19, 7.79s/it] 288/299 6.88G 0.01375 0.01318 0.0001035 0.02703 119
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.533 0.5 0.389 0.199
0%| | 0/56 [00:00<?, ?it/s] 289/299 6.88G 0.01682 0.01859 6.633e-05 0.03548 212 640: 0%| | 0/56 [00:00<?, ?it/s] 289/299 6.88G 0.01682 0.01859 6.633e-05 0.03548 212 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 289/299 6.88G 0.01546 0.016 6.815e-05 0.03153 180 640: 2%|▏ | 1/56 [00:00<00:15, 3.61it/s] 289/299 6.88G 0.01546 0.016 6.815e-05 0.03153 180 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 289/299 6.88G 0.01561 0.01622 8.167e-05 0.03191 194 640: 4%|▎ | 2/56 [00:00<00:13, 4.01it/s] 289/299 6.88G 0.01561 0.01622 8.167e-05 0.03191 194 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 289/299 6.88G 0.01538 0.01503 7.731e-05 0.03049 120 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 289/299 6.88G 0.01538 0.01503 7.731e-05 0.03049 120 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 289/299 6.88G 0.01553 0.01447 0.0001676 0.03016 153 640: 7%|▋ | 4/56 [00:25<00:12, 4.25it/s] 289/299 6.88G 0.01553 0.01447 0.0001676 0.03016 153 640: 9%|▉ | 5/56 [00:25<07:42, 9.06s/it] 289/299 6.88G 0.01504 0.01398 0.0001528 0.02918 129 640: 9%|▉ | 5/56 [00:25<07:42, 9.06s/it] 289/299 6.88G 0.01504 0.01398 0.0001528 0.02918 129 640: 11%|█ | 6/56 [00:25<05:02, 6.06s/it] 289/299 6.88G 0.01481 0.01376 0.0001402 0.02871 167 640: 11%|█ | 6/56 [00:32<05:02, 6.06s/it] 289/299 6.88G 0.01481 0.01376 0.0001402 0.02871 167 640: 12%|█▎ | 7/56 [00:32<05:11, 6.36s/it] 289/299 6.88G 0.01472 0.01358 0.0001322 0.02843 159 640: 12%|█▎ | 7/56 [00:33<05:11, 6.36s/it] 289/299 6.88G 0.01472 0.01358 0.0001322 0.02843 159 640: 14%|█▍ | 8/56 [00:33<03:31, 4.41s/it] 289/299 6.88G 0.0146 0.01347 0.0001233 0.02819 151 640: 14%|█▍ | 8/56 [00:33<03:31, 4.41s/it] 289/299 6.88G 0.0146 0.01347 0.0001233 0.02819 151 640: 16%|█▌ | 9/56 [00:33<02:26, 3.11s/it] 289/299 6.88G 0.01452 0.01346 0.0001231 0.02811 186 640: 16%|█▌ | 9/56 [00:33<02:26, 3.11s/it] 289/299 6.88G 0.01452 0.01346 0.0001231 0.02811 186 640: 18%|█▊ | 10/56 [00:33<01:42, 2.22s/it] 289/299 6.88G 0.01442 0.01358 0.0001181 0.02812 154 640: 18%|█▊ | 10/56 [00:33<01:42, 2.22s/it] 289/299 6.88G 0.01442 0.01358 0.0001181 0.02812 154 640: 20%|█▉ | 11/56 [00:33<01:12, 1.61s/it] 289/299 6.88G 0.01437 0.01382 0.0001134 0.0283 185 640: 20%|█▉ | 11/56 [00:38<01:12, 1.61s/it] 289/299 6.88G 0.01437 0.01382 0.0001134 0.0283 185 640: 21%|██▏ | 12/56 [00:38<01:56, 2.64s/it] 289/299 6.88G 0.01428 0.0137 0.0001094 0.02809 145 640: 21%|██▏ | 12/56 [01:01<01:56, 2.64s/it] 289/299 6.88G 0.01428 0.0137 0.0001094 0.02809 145 640: 23%|██▎ | 13/56 [01:01<06:21, 8.86s/it] 289/299 6.88G 0.01427 0.01375 0.0001065 0.02813 152 640: 23%|██▎ | 13/56 [01:02<06:21, 8.86s/it] 289/299 6.88G 0.01427 0.01375 0.0001065 0.02813 152 640: 25%|██▌ | 14/56 [01:02<04:22, 6.25s/it] 289/299 6.88G 0.01418 0.01381 0.0001039 0.02809 165 640: 25%|██▌ | 14/56 [01:07<04:22, 6.25s/it] 289/299 6.88G 0.01418 0.01381 0.0001039 0.02809 165 640: 27%|██▋ | 15/56 [01:07<04:01, 5.90s/it] 289/299 6.88G 0.01407 0.01362 0.0001009 0.02779 131
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.529 0.492 0.384 0.201
0%| | 0/56 [00:00<?, ?it/s] 290/299 6.88G 0.0146 0.01402 5.89e-05 0.02869 138 640: 0%| | 0/56 [00:00<?, ?it/s] 290/299 6.88G 0.0146 0.01402 5.89e-05 0.02869 138 640: 2%|▏ | 1/56 [00:00<00:15, 3.45it/s] 290/299 6.88G 0.01453 0.01273 7.398e-05 0.02734 138 640: 2%|▏ | 1/56 [00:00<00:15, 3.45it/s] 290/299 6.88G 0.01453 0.01273 7.398e-05 0.02734 138 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 290/299 6.88G 0.01507 0.01474 7.88e-05 0.02988 262 640: 4%|▎ | 2/56 [00:00<00:13, 3.95it/s] 290/299 6.88G 0.01507 0.01474 7.88e-05 0.02988 262 640: 5%|▌ | 3/56 [00:00<00:12, 4.13it/s] 290/299 6.88G 0.01474 0.01411 7.575e-05 0.02893 147 640: 5%|▌ | 3/56 [00:06<00:12, 4.13it/s] 290/299 6.88G 0.01474 0.01411 7.575e-05 0.02893 147 640: 7%|▋ | 4/56 [00:06<02:06, 2.44s/it] 290/299 6.88G 0.01453 0.01352 0.0001418 0.0282 134 640: 7%|▋ | 4/56 [00:26<02:06, 2.44s/it] 290/299 6.88G 0.01453 0.01352 0.0001418 0.0282 134 640: 9%|▉ | 5/56 [00:26<07:30, 8.83s/it] 290/299 6.88G 0.01414 0.01319 0.0001583 0.02749 117 640: 9%|▉ | 5/56 [00:26<07:30, 8.83s/it] 290/299 6.88G 0.01414 0.01319 0.0001583 0.02749 117 640: 11%|█ | 6/56 [00:26<04:55, 5.91s/it] 290/299 6.88G 0.01396 0.01325 0.0001445 0.02736 173 640: 11%|█ | 6/56 [00:44<04:55, 5.91s/it] 290/299 6.88G 0.01396 0.01325 0.0001445 0.02736 173 640: 12%|█▎ | 7/56 [00:44<08:01, 9.82s/it] 290/299 6.88G 0.01374 0.01309 0.0001364 0.02697 164 640: 12%|█▎ | 7/56 [00:45<08:01, 9.82s/it] 290/299 6.88G 0.01374 0.01309 0.0001364 0.02697 164 640: 14%|█▍ | 8/56 [00:45<05:24, 6.76s/it] 290/299 6.88G 0.01373 0.013 0.0001292 0.02686 172 640: 14%|█▍ | 8/56 [00:45<05:24, 6.76s/it] 290/299 6.88G 0.01373 0.013 0.0001292 0.02686 172 640: 16%|█▌ | 9/56 [00:45<03:42, 4.73s/it] 290/299 6.88G 0.01368 0.01323 0.0001231 0.02703 186 640: 16%|█▌ | 9/56 [00:45<03:42, 4.73s/it] 290/299 6.88G 0.01368 0.01323 0.0001231 0.02703 186 640: 18%|█▊ | 10/56 [00:45<02:33, 3.34s/it] 290/299 6.88G 0.01351 0.01334 0.0001177 0.02697 174 640: 18%|█▊ | 10/56 [00:45<02:33, 3.34s/it] 290/299 6.88G 0.01351 0.01334 0.0001177 0.02697 174 640: 20%|█▉ | 11/56 [00:45<01:47, 2.38s/it] 290/299 6.88G 0.0134 0.01318 0.0001136 0.02669 124 640: 20%|█▉ | 11/56 [00:45<01:47, 2.38s/it] 290/299 6.88G 0.0134 0.01318 0.0001136 0.02669 124 640: 21%|██▏ | 12/56 [00:45<01:15, 1.73s/it] 290/299 6.88G 0.01346 0.01315 0.0001093 0.02672 175 640: 21%|██▏ | 12/56 [01:01<01:15, 1.73s/it] 290/299 6.88G 0.01346 0.01315 0.0001093 0.02672 175 640: 23%|██▎ | 13/56 [01:01<04:10, 5.82s/it] 290/299 6.88G 0.01347 0.01314 0.0001063 0.02672 145 640: 23%|██▎ | 13/56 [01:01<04:10, 5.82s/it] 290/299 6.88G 0.01347 0.01314 0.0001063 0.02672 145 640: 25%|██▌ | 14/56 [01:01<02:53, 4.13s/it] 290/299 6.88G 0.01344 0.01304 0.0001028 0.02658 125 640: 25%|██▌ | 14/56 [01:18<02:53, 4.13s/it] 290/299 6.88G 0.01344 0.01304 0.0001028 0.02658 125 640: 27%|██▋ | 15/56 [01:18<05:34, 8.17s/it] 290/299 6.88G 0.01339 0.01296 9.986e-05 0.02645 130
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.597 0.438 0.387 0.202
0%| | 0/56 [00:00<?, ?it/s] 291/299 6.88G 0.015 0.01651 5.43e-05 0.03156 175 640: 0%| | 0/56 [00:00<?, ?it/s] 291/299 6.88G 0.015 0.01651 5.43e-05 0.03156 175 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 291/299 6.88G 0.01559 0.0164 6.318e-05 0.03205 193 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 291/299 6.88G 0.01559 0.0164 6.318e-05 0.03205 193 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 291/299 6.88G 0.01548 0.01578 0.0001171 0.03138 189 640: 4%|▎ | 2/56 [00:00<00:13, 4.05it/s] 291/299 6.88G 0.01548 0.01578 0.0001171 0.03138 189 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 291/299 6.88G 0.01531 0.01504 0.0001036 0.03045 135 640: 5%|▌ | 3/56 [00:01<00:12, 4.17it/s] 291/299 6.88G 0.01531 0.01504 0.0001036 0.03045 135 640: 7%|▋ | 4/56 [00:01<00:15, 3.36it/s] 291/299 6.88G 0.01496 0.01412 0.0001038 0.02918 135 640: 7%|▋ | 4/56 [00:22<00:15, 3.36it/s] 291/299 6.88G 0.01496 0.01412 0.0001038 0.02918 135 640: 9%|▉ | 5/56 [00:22<06:36, 7.78s/it] 291/299 6.88G 0.01462 0.01336 0.0001249 0.0281 106 640: 9%|▉ | 5/56 [00:22<06:36, 7.78s/it] 291/299 6.88G 0.01462 0.01336 0.0001249 0.0281 106 640: 11%|█ | 6/56 [00:22<04:20, 5.21s/it] 291/299 6.88G 0.01444 0.01309 0.0001155 0.02764 142 640: 11%|█ | 6/56 [00:32<04:20, 5.21s/it] 291/299 6.88G 0.01444 0.01309 0.0001155 0.02764 142 640: 12%|█▎ | 7/56 [00:32<05:39, 6.93s/it] 291/299 6.88G 0.01419 0.01307 0.0001089 0.02737 154 640: 12%|█▎ | 7/56 [00:33<05:39, 6.93s/it] 291/299 6.88G 0.01419 0.01307 0.0001089 0.02737 154 640: 14%|█▍ | 8/56 [00:33<03:50, 4.80s/it] 291/299 6.88G 0.01411 0.01324 0.000104 0.02745 186 640: 14%|█▍ | 8/56 [00:33<03:50, 4.80s/it] 291/299 6.88G 0.01411 0.01324 0.000104 0.02745 186 640: 16%|█▌ | 9/56 [00:33<02:38, 3.38s/it] 291/299 6.88G 0.01423 0.01321 0.0001067 0.02755 165 640: 16%|█▌ | 9/56 [00:33<02:38, 3.38s/it] 291/299 6.88G 0.01423 0.01321 0.0001067 0.02755 165 640: 18%|█▊ | 10/56 [00:33<01:50, 2.41s/it] 291/299 6.88G 0.01431 0.01337 0.0001024 0.02778 178 640: 18%|█▊ | 10/56 [00:33<01:50, 2.41s/it] 291/299 6.88G 0.01431 0.01337 0.0001024 0.02778 178 640: 20%|█▉ | 11/56 [00:33<01:18, 1.74s/it] 291/299 6.88G 0.01425 0.01376 9.876e-05 0.02811 163 640: 20%|█▉ | 11/56 [00:34<01:18, 1.74s/it] 291/299 6.88G 0.01425 0.01376 9.876e-05 0.02811 163 640: 21%|██▏ | 12/56 [00:34<00:56, 1.28s/it] 291/299 6.88G 0.01426 0.01389 9.542e-05 0.02825 164 640: 21%|██▏ | 12/56 [00:56<00:56, 1.28s/it] 291/299 6.88G 0.01426 0.01389 9.542e-05 0.02825 164 640: 23%|██▎ | 13/56 [00:56<05:30, 7.67s/it] 291/299 6.88G 0.01421 0.01373 0.0001091 0.02804 157 640: 23%|██▎ | 13/56 [00:56<05:30, 7.67s/it] 291/299 6.88G 0.01421 0.01373 0.0001091 0.02804 157 640: 25%|██▌ | 14/56 [00:56<03:47, 5.43s/it] 291/299 6.88G 0.01414 0.01376 0.0001057 0.02801 161 640: 25%|██▌ | 14/56 [01:07<03:47, 5.43s/it] 291/299 6.88G 0.01414 0.01376 0.0001057 0.02801 161 640: 27%|██▋ | 15/56 [01:07<04:49, 7.07s/it] 291/299 6.88G 0.01419 0.01372 0.0001036 0.02801 160
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.578 0.443 0.379 0.201
0%| | 0/56 [00:00<?, ?it/s] 292/299 6.88G 0.016 0.01521 5.281e-05 0.03126 145 640: 0%| | 0/56 [00:00<?, ?it/s] 292/299 6.88G 0.016 0.01521 5.281e-05 0.03126 145 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 292/299 6.88G 0.01465 0.01419 8.488e-05 0.02892 165 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 292/299 6.88G 0.01465 0.01419 8.488e-05 0.02892 165 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 292/299 6.88G 0.01467 0.01356 8.021e-05 0.02831 168 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 292/299 6.88G 0.01467 0.01356 8.021e-05 0.02831 168 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 292/299 6.88G 0.01457 0.01329 7.968e-05 0.02794 173 640: 5%|▌ | 3/56 [00:03<00:12, 4.19it/s] 292/299 6.88G 0.01457 0.01329 7.968e-05 0.02794 173 640: 7%|▋ | 4/56 [00:03<01:13, 1.41s/it] 292/299 6.88G 0.01451 0.01365 8.756e-05 0.02825 191 640: 7%|▋ | 4/56 [00:21<01:13, 1.41s/it] 292/299 6.88G 0.01451 0.01365 8.756e-05 0.02825 191 640: 9%|▉ | 5/56 [00:21<06:13, 7.33s/it] 292/299 6.88G 0.01494 0.01335 0.0001022 0.02839 157 640: 9%|▉ | 5/56 [00:21<06:13, 7.33s/it] 292/299 6.88G 0.01494 0.01335 0.0001022 0.02839 157 640: 11%|█ | 6/56 [00:21<04:05, 4.91s/it] 292/299 6.88G 0.01497 0.01291 9.56e-05 0.02798 116 640: 11%|█ | 6/56 [00:33<04:05, 4.91s/it] 292/299 6.88G 0.01497 0.01291 9.56e-05 0.02798 116 640: 12%|█▎ | 7/56 [00:33<05:49, 7.14s/it] 292/299 6.88G 0.01476 0.01282 9.177e-05 0.02767 184 640: 12%|█▎ | 7/56 [00:33<05:49, 7.14s/it] 292/299 6.88G 0.01476 0.01282 9.177e-05 0.02767 184 640: 14%|█▍ | 8/56 [00:33<03:57, 4.94s/it] 292/299 6.88G 0.01463 0.01308 8.763e-05 0.02779 164 640: 14%|█▍ | 8/56 [00:34<03:57, 4.94s/it] 292/299 6.88G 0.01463 0.01308 8.763e-05 0.02779 164 640: 16%|█▌ | 9/56 [00:34<02:43, 3.48s/it] 292/299 6.88G 0.01446 0.01312 9.931e-05 0.02768 168 640: 16%|█▌ | 9/56 [00:34<02:43, 3.48s/it] 292/299 6.88G 0.01446 0.01312 9.931e-05 0.02768 168 640: 18%|█▊ | 10/56 [00:34<01:53, 2.47s/it] 292/299 6.88G 0.01441 0.01309 9.569e-05 0.02759 185 640: 18%|█▊ | 10/56 [00:34<01:53, 2.47s/it] 292/299 6.88G 0.01441 0.01309 9.569e-05 0.02759 185 640: 20%|█▉ | 11/56 [00:34<01:20, 1.79s/it] 292/299 6.88G 0.01416 0.01298 9.23e-05 0.02724 160 640: 20%|█▉ | 11/56 [00:38<01:20, 1.79s/it] 292/299 6.88G 0.01416 0.01298 9.23e-05 0.02724 160 640: 21%|██▏ | 12/56 [00:38<01:47, 2.44s/it] 292/299 6.88G 0.01408 0.01291 9.208e-05 0.02709 143 640: 21%|██▏ | 12/56 [00:56<01:47, 2.44s/it] 292/299 6.88G 0.01408 0.01291 9.208e-05 0.02709 143 640: 23%|██▎ | 13/56 [00:56<05:06, 7.13s/it] 292/299 6.88G 0.01405 0.01315 9.208e-05 0.02729 179 640: 23%|██▎ | 13/56 [00:56<05:06, 7.13s/it] 292/299 6.88G 0.01405 0.01315 9.208e-05 0.02729 179 640: 25%|██▌ | 14/56 [00:56<03:32, 5.05s/it] 292/299 6.88G 0.01386 0.01294 8.942e-05 0.02689 134 640: 25%|██▌ | 14/56 [01:08<03:32, 5.05s/it] 292/299 6.88G 0.01386 0.01294 8.942e-05 0.02689 134 640: 27%|██▋ | 15/56 [01:08<04:44, 6.93s/it] 292/299 6.88G 0.01383 0.01308 8.756e-05 0.027 129
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.572 0.461 0.381 0.2
0%| | 0/56 [00:00<?, ?it/s] 293/299 6.88G 0.01486 0.0166 5.816e-05 0.03152 161 640: 0%| | 0/56 [00:00<?, ?it/s] 293/299 6.88G 0.01486 0.0166 5.816e-05 0.03152 161 640: 2%|▏ | 1/56 [00:00<00:15, 3.58it/s] 293/299 6.88G 0.01543 0.01615 5.955e-05 0.03163 200 640: 2%|▏ | 1/56 [00:00<00:15, 3.58it/s] 293/299 6.88G 0.01543 0.01615 5.955e-05 0.03163 200 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 293/299 6.88G 0.01489 0.01498 5.964e-05 0.02993 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 293/299 6.88G 0.01489 0.01498 5.964e-05 0.02993 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.16it/s] 293/299 6.88G 0.01491 0.01437 7.437e-05 0.02935 169 640: 5%|▌ | 3/56 [00:01<00:12, 4.16it/s] 293/299 6.88G 0.01491 0.01437 7.437e-05 0.02935 169 640: 7%|▋ | 4/56 [00:01<00:25, 2.02it/s] 293/299 6.88G 0.01468 0.01386 8.374e-05 0.02862 156 640: 7%|▋ | 4/56 [00:28<00:25, 2.02it/s] 293/299 6.88G 0.01468 0.01386 8.374e-05 0.02862 156 640: 9%|▉ | 5/56 [00:28<08:28, 9.97s/it] 293/299 6.88G 0.01471 0.0138 0.0001119 0.02862 181 640: 9%|▉ | 5/56 [00:28<08:28, 9.97s/it] 293/299 6.88G 0.01471 0.0138 0.0001119 0.02862 181 640: 11%|█ | 6/56 [00:28<05:32, 6.65s/it] 293/299 6.88G 0.01476 0.01385 0.0001054 0.02872 194 640: 11%|█ | 6/56 [00:39<05:32, 6.65s/it] 293/299 6.88G 0.01476 0.01385 0.0001054 0.02872 194 640: 12%|█▎ | 7/56 [00:39<06:37, 8.12s/it] 293/299 6.88G 0.01457 0.01413 0.0001118 0.02881 185 640: 12%|█▎ | 7/56 [00:39<06:37, 8.12s/it] 293/299 6.88G 0.01457 0.01413 0.0001118 0.02881 185 640: 14%|█▍ | 8/56 [00:39<04:29, 5.60s/it] 293/299 6.88G 0.01454 0.01393 0.0001057 0.02858 158 640: 14%|█▍ | 8/56 [00:40<04:29, 5.60s/it] 293/299 6.88G 0.01454 0.01393 0.0001057 0.02858 158 640: 16%|█▌ | 9/56 [00:40<03:04, 3.93s/it] 293/299 6.88G 0.0146 0.01382 0.0001021 0.02853 164 640: 16%|█▌ | 9/56 [00:40<03:04, 3.93s/it] 293/299 6.88G 0.0146 0.01382 0.0001021 0.02853 164 640: 18%|█▊ | 10/56 [00:40<02:08, 2.79s/it] 293/299 6.88G 0.01441 0.01357 9.79e-05 0.02808 117 640: 18%|█▊ | 10/56 [00:40<02:08, 2.79s/it] 293/299 6.88G 0.01441 0.01357 9.79e-05 0.02808 117 640: 20%|█▉ | 11/56 [00:40<01:30, 2.00s/it] 293/299 6.88G 0.01435 0.01346 9.512e-05 0.02791 147 640: 20%|█▉ | 11/56 [00:47<01:30, 2.00s/it] 293/299 6.88G 0.01435 0.01346 9.512e-05 0.02791 147 640: 21%|██▏ | 12/56 [00:47<02:26, 3.33s/it] 293/299 6.88G 0.01427 0.01354 9.257e-05 0.0279 151 640: 21%|██▏ | 12/56 [01:07<02:26, 3.33s/it] 293/299 6.88G 0.01427 0.01354 9.257e-05 0.0279 151 640: 23%|██▎ | 13/56 [01:07<06:01, 8.40s/it] 293/299 6.88G 0.01431 0.01351 8.987e-05 0.02791 146 640: 23%|██▎ | 13/56 [01:07<06:01, 8.40s/it] 293/299 6.88G 0.01431 0.01351 8.987e-05 0.02791 146 640: 25%|██▌ | 14/56 [01:07<04:09, 5.93s/it] 293/299 6.88G 0.01427 0.01363 8.767e-05 0.02798 169 640: 25%|██▌ | 14/56 [01:15<04:09, 5.93s/it] 293/299 6.88G 0.01427 0.01363 8.767e-05 0.02798 169 640: 27%|██▋ | 15/56 [01:15<04:29, 6.57s/it] 293/299 6.88G 0.01405 0.01354 8.564e-05 0.02768 138
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.55 0.484 0.395 0.203
0%| | 0/56 [00:00<?, ?it/s] 294/299 6.88G 0.01574 0.01628 5.563e-05 0.03208 194 640: 0%| | 0/56 [00:00<?, ?it/s] 294/299 6.88G 0.01574 0.01628 5.563e-05 0.03208 194 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 294/299 6.88G 0.01508 0.01405 7.05e-05 0.0292 157 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 294/299 6.88G 0.01508 0.01405 7.05e-05 0.0292 157 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 294/299 6.88G 0.0151 0.01333 6.486e-05 0.02849 156 640: 4%|▎ | 2/56 [00:00<00:13, 4.03it/s] 294/299 6.88G 0.0151 0.01333 6.486e-05 0.02849 156 640: 5%|▌ | 3/56 [00:00<00:12, 4.18it/s] 294/299 6.88G 0.01488 0.01325 6.936e-05 0.0282 179 640: 5%|▌ | 3/56 [00:01<00:12, 4.18it/s] 294/299 6.88G 0.01488 0.01325 6.936e-05 0.0282 179 640: 7%|▋ | 4/56 [00:01<00:24, 2.11it/s] 294/299 6.88G 0.01457 0.01338 7.355e-05 0.02802 211 640: 7%|▋ | 4/56 [00:35<00:24, 2.11it/s] 294/299 6.88G 0.01457 0.01338 7.355e-05 0.02802 211 640: 9%|▉ | 5/56 [00:35<10:47, 12.70s/it] 294/299 6.88G 0.01467 0.01281 7.286e-05 0.02755 90 640: 9%|▉ | 5/56 [00:36<10:47, 12.70s/it] 294/299 6.88G 0.01467 0.01281 7.286e-05 0.02755 90 640: 11%|█ | 6/56 [00:36<07:02, 8.46s/it] 294/299 6.88G 0.01443 0.01237 7.281e-05 0.02687 120 640: 11%|█ | 6/56 [00:36<07:02, 8.46s/it] 294/299 6.88G 0.01443 0.01237 7.281e-05 0.02687 120 640: 12%|█▎ | 7/56 [00:36<04:42, 5.77s/it] 294/299 6.88G 0.0144 0.01268 7.426e-05 0.02715 148 640: 12%|█▎ | 7/56 [00:36<04:42, 5.77s/it] 294/299 6.88G 0.0144 0.01268 7.426e-05 0.02715 148 640: 14%|█▍ | 8/56 [00:36<03:12, 4.00s/it] 294/299 6.88G 0.01439 0.01309 7.277e-05 0.02755 232 640: 14%|█▍ | 8/56 [00:36<03:12, 4.00s/it] 294/299 6.88G 0.01439 0.01309 7.277e-05 0.02755 232 640: 16%|█▌ | 9/56 [00:36<02:13, 2.84s/it] 294/299 6.88G 0.0143 0.01297 7.257e-05 0.02734 159 640: 16%|█▌ | 9/56 [00:37<02:13, 2.84s/it] 294/299 6.88G 0.0143 0.01297 7.257e-05 0.02734 159 640: 18%|█▊ | 10/56 [00:37<01:33, 2.03s/it] 294/299 6.88G 0.01416 0.013 7.141e-05 0.02723 116 640: 18%|█▊ | 10/56 [00:37<01:33, 2.03s/it] 294/299 6.88G 0.01416 0.013 7.141e-05 0.02723 116 640: 20%|█▉ | 11/56 [00:37<01:06, 1.48s/it] 294/299 6.88G 0.01404 0.013 6.989e-05 0.02711 125 640: 20%|█▉ | 11/56 [00:46<01:06, 1.48s/it] 294/299 6.88G 0.01404 0.013 6.989e-05 0.02711 125 640: 21%|██▏ | 12/56 [00:46<02:52, 3.91s/it] 294/299 6.88G 0.01388 0.01274 6.844e-05 0.02669 111 640: 21%|██▏ | 12/56 [01:10<02:52, 3.91s/it] 294/299 6.88G 0.01388 0.01274 6.844e-05 0.02669 111 640: 23%|██▎ | 13/56 [01:10<06:59, 9.76s/it] 294/299 6.88G 0.01389 0.01279 6.786e-05 0.02675 150 640: 23%|██▎ | 13/56 [01:10<06:59, 9.76s/it] 294/299 6.88G 0.01389 0.01279 6.786e-05 0.02675 150 640: 25%|██▌ | 14/56 [01:10<04:48, 6.88s/it] 294/299 6.88G 0.01393 0.01284 6.741e-05 0.02683 151 640: 25%|██▌ | 14/56 [01:10<04:48, 6.88s/it] 294/299 6.88G 0.01393 0.01284 6.741e-05 0.02683 151 640: 27%|██▋ | 15/56 [01:10<03:19, 4.87s/it] 294/299 6.88G 0.0138 0.01278 6.598e-05 0.02664 112
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.598 0.463 0.403 0.207
0%| | 0/56 [00:00<?, ?it/s] 295/299 6.88G 0.01508 0.01534 0.000116 0.03054 167 640: 0%| | 0/56 [00:00<?, ?it/s] 295/299 6.88G 0.01508 0.01534 0.000116 0.03054 167 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 295/299 6.88G 0.01398 0.01352 8.405e-05 0.02759 159 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 295/299 6.88G 0.01398 0.01352 8.405e-05 0.02759 159 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 295/299 6.88G 0.01399 0.01288 9.637e-05 0.02696 132 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 295/299 6.88G 0.01399 0.01288 9.637e-05 0.02696 132 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 295/299 6.88G 0.01408 0.01346 9.26e-05 0.02764 202 640: 5%|▌ | 3/56 [00:09<00:12, 4.19it/s] 295/299 6.88G 0.01408 0.01346 9.26e-05 0.02764 202 640: 7%|▋ | 4/56 [00:09<03:05, 3.57s/it] 295/299 6.88G 0.01438 0.01335 0.0001475 0.02788 196 640: 7%|▋ | 4/56 [00:44<03:05, 3.57s/it] 295/299 6.88G 0.01438 0.01335 0.0001475 0.02788 196 640: 9%|▉ | 5/56 [00:44<12:43, 14.98s/it] 295/299 6.88G 0.01421 0.01306 0.0001332 0.02741 138 640: 9%|▉ | 5/56 [00:44<12:43, 14.98s/it] 295/299 6.88G 0.01421 0.01306 0.0001332 0.02741 138 640: 11%|█ | 6/56 [00:44<08:18, 9.96s/it] 295/299 6.88G 0.01423 0.01317 0.0001782 0.02758 175 640: 11%|█ | 6/56 [00:45<08:18, 9.96s/it] 295/299 6.88G 0.01423 0.01317 0.0001782 0.02758 175 640: 12%|█▎ | 7/56 [00:45<05:32, 6.78s/it] 295/299 6.88G 0.01436 0.01336 0.0001632 0.02788 157 640: 12%|█▎ | 7/56 [00:45<05:32, 6.78s/it] 295/299 6.88G 0.01436 0.01336 0.0001632 0.02788 157 640: 14%|█▍ | 8/56 [00:45<03:45, 4.69s/it] 295/299 6.88G 0.0143 0.0132 0.0001513 0.02766 142 640: 14%|█▍ | 8/56 [00:45<03:45, 4.69s/it] 295/299 6.88G 0.0143 0.0132 0.0001513 0.02766 142 640: 16%|█▌ | 9/56 [00:45<02:35, 3.31s/it] 295/299 6.88G 0.01436 0.01317 0.0001431 0.02767 176 640: 16%|█▌ | 9/56 [00:45<02:35, 3.31s/it] 295/299 6.88G 0.01436 0.01317 0.0001431 0.02767 176 640: 18%|█▊ | 10/56 [00:45<01:48, 2.36s/it] 295/299 6.88G 0.01437 0.01334 0.0001398 0.02785 180 640: 18%|█▊ | 10/56 [00:46<01:48, 2.36s/it] 295/299 6.88G 0.01437 0.01334 0.0001398 0.02785 180 640: 20%|█▉ | 11/56 [00:46<01:16, 1.71s/it] 295/299 6.88G 0.01435 0.01359 0.0001337 0.02808 203 640: 20%|█▉ | 11/56 [00:46<01:16, 1.71s/it] 295/299 6.88G 0.01435 0.01359 0.0001337 0.02808 203 640: 21%|██▏ | 12/56 [00:46<00:55, 1.26s/it] 295/299 6.88G 0.01434 0.0136 0.0001275 0.02807 165 640: 21%|██▏ | 12/56 [01:18<00:55, 1.26s/it] 295/299 6.88G 0.01434 0.0136 0.0001275 0.02807 165 640: 23%|██▎ | 13/56 [01:18<07:35, 10.60s/it] 295/299 6.88G 0.01432 0.01351 0.000123 0.02796 128 640: 23%|██▎ | 13/56 [01:18<07:35, 10.60s/it] 295/299 6.88G 0.01432 0.01351 0.000123 0.02796 128 640: 25%|██▌ | 14/56 [01:18<05:13, 7.47s/it] 295/299 6.88G 0.01425 0.01362 0.000119 0.02799 148 640: 25%|██▌ | 14/56 [01:18<05:13, 7.47s/it] 295/299 6.88G 0.01425 0.01362 0.000119 0.02799 148 640: 27%|██▋ | 15/56 [01:18<03:36, 5.29s/it] 295/299 6.88G 0.01421 0.01363 0.0001148 0.02796 164
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.593 0.443 0.387 0.2
0%| | 0/56 [00:00<?, ?it/s] 296/299 6.88G 0.01352 0.01388 5.366e-05 0.02746 146 640: 0%| | 0/56 [00:00<?, ?it/s] 296/299 6.88G 0.01352 0.01388 5.366e-05 0.02746 146 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 296/299 6.88G 0.01412 0.014 8.112e-05 0.0282 193 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 296/299 6.88G 0.01412 0.014 8.112e-05 0.0282 193 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 296/299 6.88G 0.01431 0.01337 8.291e-05 0.02776 152 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 296/299 6.88G 0.01431 0.01337 8.291e-05 0.02776 152 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 296/299 6.88G 0.01415 0.0135 7.665e-05 0.02773 185 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 296/299 6.88G 0.01415 0.0135 7.665e-05 0.02773 185 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 296/299 6.88G 0.01426 0.01358 0.0001083 0.02795 168 640: 7%|▋ | 4/56 [00:43<00:12, 4.25it/s] 296/299 6.88G 0.01426 0.01358 0.0001083 0.02795 168 640: 9%|▉ | 5/56 [00:43<13:14, 15.57s/it] 296/299 6.88G 0.01434 0.01302 0.0001318 0.02749 143 640: 9%|▉ | 5/56 [00:43<13:14, 15.57s/it] 296/299 6.88G 0.01434 0.01302 0.0001318 0.02749 143 640: 11%|█ | 6/56 [00:43<08:37, 10.35s/it] 296/299 6.88G 0.01435 0.0132 0.0001385 0.02769 162 640: 11%|█ | 6/56 [00:44<08:37, 10.35s/it] 296/299 6.88G 0.01435 0.0132 0.0001385 0.02769 162 640: 12%|█▎ | 7/56 [00:44<05:45, 7.04s/it] 296/299 6.88G 0.01403 0.0129 0.0001282 0.02705 123 640: 12%|█▎ | 7/56 [00:44<05:45, 7.04s/it] 296/299 6.88G 0.01403 0.0129 0.0001282 0.02705 123 640: 14%|█▍ | 8/56 [00:44<03:53, 4.87s/it] 296/299 6.88G 0.01386 0.01273 0.0001211 0.02671 147 640: 14%|█▍ | 8/56 [00:44<03:53, 4.87s/it] 296/299 6.88G 0.01386 0.01273 0.0001211 0.02671 147 640: 16%|█▌ | 9/56 [00:44<02:41, 3.43s/it] 296/299 6.88G 0.01392 0.0128 0.0001171 0.02684 185 640: 16%|█▌ | 9/56 [00:44<02:41, 3.43s/it] 296/299 6.88G 0.01392 0.0128 0.0001171 0.02684 185 640: 18%|█▊ | 10/56 [00:44<01:52, 2.44s/it] 296/299 6.88G 0.01407 0.01282 0.0001119 0.02701 166 640: 18%|█▊ | 10/56 [00:45<01:52, 2.44s/it] 296/299 6.88G 0.01407 0.01282 0.0001119 0.02701 166 640: 20%|█▉ | 11/56 [00:45<01:19, 1.76s/it] 296/299 6.88G 0.01389 0.01266 0.0001077 0.02666 157 640: 20%|█▉ | 11/56 [00:45<01:19, 1.76s/it] 296/299 6.88G 0.01389 0.01266 0.0001077 0.02666 157 640: 21%|██▏ | 12/56 [00:45<00:56, 1.29s/it] 296/299 6.88G 0.01379 0.01261 0.0001061 0.02651 115 640: 21%|██▏ | 12/56 [01:17<00:56, 1.29s/it] 296/299 6.88G 0.01379 0.01261 0.0001061 0.02651 115 640: 23%|██▎ | 13/56 [01:17<07:40, 10.71s/it] 296/299 6.88G 0.01373 0.01263 0.0001023 0.02647 166 640: 23%|██▎ | 13/56 [01:17<07:40, 10.71s/it] 296/299 6.88G 0.01373 0.01263 0.0001023 0.02647 166 640: 25%|██▌ | 14/56 [01:17<05:16, 7.54s/it] 296/299 6.88G 0.0136 0.01238 9.904e-05 0.02608 105 640: 25%|██▌ | 14/56 [01:18<05:16, 7.54s/it] 296/299 6.88G 0.0136 0.01238 9.904e-05 0.02608 105 640: 27%|██▋ | 15/56 [01:18<03:38, 5.34s/it] 296/299 6.88G 0.01358 0.01256 9.862e-05 0.02624 171
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.603 0.456 0.4 0.207
0%| | 0/56 [00:00<?, ?it/s] 297/299 6.88G 0.01447 0.01459 5.503e-05 0.02911 158 640: 0%| | 0/56 [00:00<?, ?it/s] 297/299 6.88G 0.01447 0.01459 5.503e-05 0.02911 158 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 297/299 6.88G 0.01481 0.01454 0.0001042 0.02945 179 640: 2%|▏ | 1/56 [00:00<00:15, 3.66it/s] 297/299 6.88G 0.01481 0.01454 0.0001042 0.02945 179 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 297/299 6.88G 0.01466 0.01405 0.0001659 0.02888 160 640: 4%|▎ | 2/56 [00:00<00:13, 4.06it/s] 297/299 6.88G 0.01466 0.01405 0.0001659 0.02888 160 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 297/299 6.88G 0.01448 0.01389 0.0001393 0.02851 169 640: 5%|▌ | 3/56 [00:00<00:12, 4.20it/s] 297/299 6.88G 0.01448 0.01389 0.0001393 0.02851 169 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 297/299 6.88G 0.01408 0.01354 0.0001263 0.02775 147 640: 7%|▋ | 4/56 [00:38<00:12, 4.25it/s] 297/299 6.88G 0.01408 0.01354 0.0001263 0.02775 147 640: 9%|▉ | 5/56 [00:38<11:34, 13.61s/it] 297/299 6.88G 0.01419 0.01306 0.0001174 0.02737 135 640: 9%|▉ | 5/56 [00:38<11:34, 13.61s/it] 297/299 6.88G 0.01419 0.01306 0.0001174 0.02737 135 640: 11%|█ | 6/56 [00:38<07:33, 9.06s/it] 297/299 6.88G 0.01398 0.01309 0.0001088 0.02718 184 640: 11%|█ | 6/56 [00:38<07:33, 9.06s/it] 297/299 6.88G 0.01398 0.01309 0.0001088 0.02718 184 640: 12%|█▎ | 7/56 [00:38<05:02, 6.17s/it] 297/299 6.88G 0.01368 0.01302 0.0001179 0.02682 169 640: 12%|█▎ | 7/56 [00:38<05:02, 6.17s/it] 297/299 6.88G 0.01368 0.01302 0.0001179 0.02682 169 640: 14%|█▍ | 8/56 [00:38<03:25, 4.28s/it] 297/299 6.88G 0.01383 0.01304 0.0001306 0.027 189 640: 14%|█▍ | 8/56 [00:39<03:25, 4.28s/it] 297/299 6.88G 0.01383 0.01304 0.0001306 0.027 189 640: 16%|█▌ | 9/56 [00:39<02:22, 3.03s/it] 297/299 6.88G 0.01396 0.01303 0.000124 0.02711 166 640: 16%|█▌ | 9/56 [00:39<02:22, 3.03s/it] 297/299 6.88G 0.01396 0.01303 0.000124 0.02711 166 640: 18%|█▊ | 10/56 [00:39<01:39, 2.16s/it] 297/299 6.88G 0.01391 0.01337 0.0001176 0.0274 180 640: 18%|█▊ | 10/56 [00:39<01:39, 2.16s/it] 297/299 6.88G 0.01391 0.01337 0.0001176 0.0274 180 640: 20%|█▉ | 11/56 [00:39<01:10, 1.57s/it] 297/299 6.88G 0.01396 0.01323 0.0001127 0.02731 131 640: 20%|█▉ | 11/56 [00:39<01:10, 1.57s/it] 297/299 6.88G 0.01396 0.01323 0.0001127 0.02731 131 640: 21%|██▏ | 12/56 [00:39<00:51, 1.16s/it] 297/299 6.88G 0.01403 0.01304 0.0001084 0.02717 130 640: 21%|██▏ | 12/56 [01:12<00:51, 1.16s/it] 297/299 6.88G 0.01403 0.01304 0.0001084 0.02717 130 640: 23%|██▎ | 13/56 [01:12<07:36, 10.61s/it] 297/299 6.88G 0.01395 0.01293 0.0001047 0.02698 120 640: 23%|██▎ | 13/56 [01:12<07:36, 10.61s/it] 297/299 6.88G 0.01395 0.01293 0.0001047 0.02698 120 640: 25%|██▌ | 14/56 [01:12<05:13, 7.48s/it] 297/299 6.88G 0.01382 0.01274 0.0001013 0.02666 121 640: 25%|██▌ | 14/56 [01:12<05:13, 7.48s/it] 297/299 6.88G 0.01382 0.01274 0.0001013 0.02666 121 640: 27%|██▋ | 15/56 [01:12<03:36, 5.29s/it] 297/299 6.88G 0.0137 0.01257 9.817e-05 0.02637 107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.609 0.453 0.398 0.202
0%| | 0/56 [00:00<?, ?it/s] 298/299 6.88G 0.01371 0.01604 5.277e-05 0.0298 163 640: 0%| | 0/56 [00:00<?, ?it/s] 298/299 6.88G 0.01371 0.01604 5.277e-05 0.0298 163 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 298/299 6.88G 0.01498 0.0174 6.316e-05 0.03245 215 640: 2%|▏ | 1/56 [00:00<00:15, 3.65it/s] 298/299 6.88G 0.01498 0.0174 6.316e-05 0.03245 215 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 298/299 6.88G 0.0156 0.01714 9.026e-05 0.03283 216 640: 4%|▎ | 2/56 [00:00<00:13, 4.02it/s] 298/299 6.88G 0.0156 0.01714 9.026e-05 0.03283 216 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 298/299 6.88G 0.01562 0.01696 9.058e-05 0.03268 195 640: 5%|▌ | 3/56 [00:00<00:12, 4.17it/s] 298/299 6.88G 0.01562 0.01696 9.058e-05 0.03268 195 640: 7%|▋ | 4/56 [00:00<00:12, 4.25it/s] 298/299 6.88G 0.01524 0.01607 8.419e-05 0.03139 143 640: 7%|▋ | 4/56 [00:35<00:12, 4.25it/s] 298/299 6.88G 0.01524 0.01607 8.419e-05 0.03139 143 640: 9%|▉ | 5/56 [00:35<10:33, 12.43s/it] 298/299 6.88G 0.01505 0.01593 8.209e-05 0.03106 195 640: 9%|▉ | 5/56 [00:35<10:33, 12.43s/it] 298/299 6.88G 0.01505 0.01593 8.209e-05 0.03106 195 640: 11%|█ | 6/56 [00:35<06:53, 8.28s/it] 298/299 6.88G 0.01477 0.01557 7.867e-05 0.03042 178 640: 11%|█ | 6/56 [00:35<06:53, 8.28s/it] 298/299 6.88G 0.01477 0.01557 7.867e-05 0.03042 178 640: 12%|█▎ | 7/56 [00:35<04:36, 5.65s/it] 298/299 6.88G 0.01469 0.01542 7.806e-05 0.03019 157 640: 12%|█▎ | 7/56 [00:35<04:36, 5.65s/it] 298/299 6.88G 0.01469 0.01542 7.806e-05 0.03019 157 640: 14%|█▍ | 8/56 [00:35<03:08, 3.92s/it] 298/299 6.88G 0.01462 0.01529 8.45e-05 0.02999 192 640: 14%|█▍ | 8/56 [00:35<03:08, 3.92s/it] 298/299 6.88G 0.01462 0.01529 8.45e-05 0.02999 192 640: 16%|█▌ | 9/56 [00:35<02:10, 2.78s/it] 298/299 6.88G 0.01447 0.01531 8.363e-05 0.02986 227 640: 16%|█▌ | 9/56 [00:36<02:10, 2.78s/it] 298/299 6.88G 0.01447 0.01531 8.363e-05 0.02986 227 640: 18%|█▊ | 10/56 [00:36<01:31, 1.99s/it] 298/299 6.88G 0.01437 0.01511 8.197e-05 0.02955 125 640: 18%|█▊ | 10/56 [00:36<01:31, 1.99s/it] 298/299 6.88G 0.01437 0.01511 8.197e-05 0.02955 125 640: 20%|█▉ | 11/56 [00:36<01:05, 1.45s/it] 298/299 6.88G 0.01465 0.01536 8.475e-05 0.03009 183 640: 20%|█▉ | 11/56 [00:36<01:05, 1.45s/it] 298/299 6.88G 0.01465 0.01536 8.475e-05 0.03009 183 640: 21%|██▏ | 12/56 [00:36<00:47, 1.08s/it] 298/299 6.88G 0.01466 0.01527 8.402e-05 0.03002 163 640: 21%|██▏ | 12/56 [01:09<00:47, 1.08s/it] 298/299 6.88G 0.01466 0.01527 8.402e-05 0.03002 163 640: 23%|██▎ | 13/56 [01:09<07:34, 10.57s/it] 298/299 6.88G 0.01465 0.01536 8.193e-05 0.03009 187 640: 23%|██▎ | 13/56 [01:09<07:34, 10.57s/it] 298/299 6.88G 0.01465 0.01536 8.193e-05 0.03009 187 640: 25%|██▌ | 14/56 [01:09<05:12, 7.45s/it] 298/299 6.88G 0.01447 0.01506 8.038e-05 0.0296 117 640: 25%|██▌ | 14/56 [01:09<05:12, 7.45s/it] 298/299 6.88G 0.01447 0.01506 8.038e-05 0.0296 117 640: 27%|██▋ | 15/56 [01:09<03:36, 5.27s/it] 298/299 6.88G 0.01436 0.01493 7.88e-05 0.02937 150
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 6.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 98 501 0.536 0.493 0.389 0.197
0%| | 0/56 [00:00<?, ?it/s] 299/299 6.88G 0.01385 0.01612 5.313e-05 0.03002 212 640: 0%| | 0/56 [00:00<?, ?it/s] 299/299 6.88G 0.01385 0.01612 5.313e-05 0.03002 212 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 299/299 6.88G 0.01403 0.01447 5.708e-05 0.02856 173 640: 2%|▏ | 1/56 [00:00<00:15, 3.64it/s] 299/299 6.88G 0.01403 0.01447 5.708e-05 0.02856 173 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 299/299 6.88G 0.01424 0.01322 6.002e-05 0.02752 128 640: 4%|▎ | 2/56 [00:00<00:13, 4.04it/s] 299/299 6.88G 0.01424 0.01322 6.002e-05 0.02752 128 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 299/299 6.88G 0.01402 0.01235 5.852e-05 0.02643 119 640: 5%|▌ | 3/56 [00:00<00:12, 4.19it/s] 299/299 6.88G 0.01402 0.01235 5.852e-05 0.02643 119 640: 7%|▋ | 4/56 [00:00<00:12, 4.24it/s] 299/299 6.88G 0.01408 0.01233 5.907e-05 0.02647 139 640: 7%|▋ | 4/56 [00:32<00:12, 4.24it/s] 299/299 6.88G 0.01408 0.01233 5.907e-05 0.02647 139 640: 9%|▉ | 5/56 [00:32<09:47, 11.51s/it] 299/299 6.88G 0.01406 0.01152 9.42e-05 0.02567 88 640: 9%|▉ | 5/56 [00:32<09:47, 11.51s/it] 299/299 6.88G 0.01406 0.01152 9.42e-05 0.02567 88 640: 11%|█ | 6/56 [00:32<06:23, 7.67s/it] 299/299 6.88G 0.01401 0.01177 8.81e-05 0.02587 201 640: 11%|█ | 6/56 [00:34<06:23, 7.67s/it] 299/299 6.88G 0.01401 0.01177 8.81e-05 0.02587 201 640: 12%|█▎ | 7/56 [00:34<04:40, 5.72s/it] 299/299 6.88G 0.01416 0.01267 8.599e-05 0.02692 245 640: 12%|█▎ | 7/56 [00:34<04:40, 5.72s/it] 299/299 6.88G 0.01416 0.01267 8.599e-05 0.02692 245 640: 14%|█▍ | 8/56 [00:34<03:10, 3.97s/it] 299/299 6.88G 0.01433 0.01308 8.65e-05 0.02749 229 640: 14%|█▍ | 8/56 [00:34<03:10, 3.97s/it] 299/299 6.88G 0.01433 0.01308 8.65e-05 0.02749 229 640: 16%|█▌ | 9/56 [00:34<02:12, 2.81s/it] 299/299 6.88G 0.01449 0.01329 8.937e-05 0.02787 224 640: 16%|█▌ | 9/56 [00:35<02:12, 2.81s/it] 299/299 6.88G 0.01449 0.01329 8.937e-05 0.02787 224 640: 18%|█▊ | 10/56 [00:35<01:32, 2.01s/it] 299/299 6.88G 0.01442 0.01315 8.807e-05 0.02767 136 640: 18%|█▊ | 10/56 [00:35<01:32, 2.01s/it] 299/299 6.88G 0.01442 0.01315 8.807e-05 0.02767 136 640: 20%|█▉ | 11/56 [00:35<01:05, 1.47s/it] 299/299 6.88G 0.01428 0.01295 8.638e-05 0.02732 137 640: 20%|█▉ | 11/56 [00:35<01:05, 1.47s/it] 299/299 6.88G 0.01428 0.01295 8.638e-05 0.02732 137 640: 21%|██▏ | 12/56 [00:35<00:47, 1.09s/it] 299/299 6.88G 0.01417 0.013 8.463e-05 0.02725 154 640: 21%|██▏ | 12/56 [01:06<00:47, 1.09s/it] 299/299 6.88G 0.01417 0.013 8.463e-05 0.02725 154 640: 23%|██▎ | 13/56 [01:06<07:17, 10.18s/it] 299/299 6.88G 0.0142 0.01283 8.525e-05 0.02711 130 640: 23%|██▎ | 13/56 [01:06<07:17, 10.18s/it] 299/299 6.88G 0.0142 0.01283 8.525e-05 0.02711 130 640: 25%|██▌ | 14/56 [01:06<05:01, 7.18s/it] 299/299 6.88G 0.01424 0.01289 8.831e-05 0.02722 176 640: 25%|██▌ | 14/56 [01:08<05:01, 7.18s/it] 299/299 6.88G 0.01424 0.01289 8.831e-05 0.02722 176 640: 27%|██▋ | 15/56 [01:08<03:45, 5.51s/it] 299/299 6.88G 0.01415 0.01293 8.677e-05 0.02716 133
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/4 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 25%|██▌ | 1/4 [00:00<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 2/4 [00:00<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 75%|███████▌ | 3/4 [00:00<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 4/4 [00:00<00:00, 4.09it/s]
300 epochs completed in 20.938 hours.
all 98 501 0.526 0.5 0.396 0.207
ForestSpot 98 177 0.445 0.576 0.441 0.251
PestTree 98 324 0.607 0.423 0.351 0.163
Optimizer stripped from runs/train/exp42/weights/last.pt, 42.5MB
Optimizer stripped from runs/train/exp42/weights/best.pt, 42.5MB
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-8-5 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Dataset not found ⚠, missing paths ['/host/zjc/VOCresize/images/val']
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 667, in <module>
main(opt)
File "/host/zjc/yolov5/train.py", line 562, in main
train(opt.hyp, opt, device, callbacks)
File "/host/zjc/yolov5/train.py", line 107, in train
data_dict = data_dict or check_dataset(data) # check if None
File "/host/zjc/yolov5/utils/general.py", line 487, in check_dataset
raise Exception(emojis('Dataset not found ❌'))
Exception: Dataset not found ❌
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=32, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-8-5 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCresize7.5/labels/train' images and labels...: 0%| | 0/878 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCresize7.5/labels/train' images and labels...878 found, 0 missing, 2 empty, 0 corrupt: 100%|██████████| 878/878 [00:00<00:00, 22688.82it/s]
train: New cache created: /host/zjc/yolov5/../VOCresize7.5/labels/train.cache
val: Scanning '/host/zjc/yolov5/../VOCresize7.5/labels/val' images and labels...: 0%| | 0/110 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCresize7.5/labels/val' images and labels...110 found, 0 missing, 0 empty, 0 corrupt: 100%|██████████| 110/110 [00:00<00:00, 14156.03it/s]
val: New cache created: /host/zjc/yolov5/../VOCresize7.5/labels/val.cache
Plotting labels to runs/train/exp29/labels.jpg...
AutoAnchor: 3.71 anchors/target, 0.994 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp29
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 0/299 6.31G 0.1262 0.03735 0.03027 220 640: 0%| | 0/28 [00:07<?, ?it/s] 0/299 6.31G 0.1262 0.03735 0.03027 220 640: 4%|▎ | 1/28 [00:09<04:14, 9.44s/it] 0/299 6.38G 0.1262 0.03842 0.03023 257 640: 4%|▎ | 1/28 [00:09<04:14, 9.44s/it] 0/299 6.38G 0.1262 0.03842 0.03023 257 640: 7%|▋ | 2/28 [00:09<01:47, 4.12s/it] 0/299 6.38G 0.1262 0.03837 0.03043 298 640: 7%|▋ | 2/28 [00:10<01:47, 4.12s/it] 0/299 6.38G 0.1262 0.03837 0.03043 298 640: 11%|█ | 3/28 [00:10<00:59, 2.39s/it] 0/299 6.38G 0.1267 0.03751 0.03051 264 640: 11%|█ | 3/28 [00:10<00:59, 2.39s/it] 0/299 6.38G 0.1267 0.03751 0.03051 264 640: 14%|█▍ | 4/28 [00:10<00:37, 1.57s/it] 0/299 6.38G 0.1265 0.03781 0.03036 302 640: 14%|█▍ | 4/28 [00:10<00:37, 1.57s/it] 0/299 6.38G 0.1265 0.03781 0.03036 302 640: 18%|█▊ | 5/28 [00:10<00:25, 1.09s/it] 0/299 6.38G 0.1265 0.03751 0.03027 343 640: 18%|█▊ | 5/28 [00:10<00:25, 1.09s/it] 0/299 6.38G 0.1265 0.03751 0.03027 343 640: 21%|██▏ | 6/28 [00:10<00:17, 1.25it/s] 0/299 6.38G 0.1264 0.03679 0.03009 226 640: 21%|██▏ | 6/28 [00:11<00:17, 1.25it/s] 0/299 6.38G 0.1264 0.03679 0.03009 226 640: 25%|██▌ | 7/28 [00:11<00:12, 1.62it/s] 0/299 6.38G 0.126 0.03688 0.02992 286 640: 25%|██▌ | 7/28 [00:11<00:12, 1.62it/s] 0/299 6.38G 0.126 0.03688 0.02992 286 640: 29%|██▊ | 8/28 [00:11<00:09, 2.01it/s] 0/299 6.38G 0.1256 0.037 0.02976 284 640: 29%|██▊ | 8/28 [00:13<00:09, 2.01it/s] 0/299 6.38G 0.1256 0.037 0.02976 284 640: 32%|███▏ | 9/28 [00:13<00:20, 1.07s/it] 0/299 6.38G 0.1251 0.03695 0.0296 279 640: 32%|███▏ | 9/28 [00:14<00:20, 1.07s/it] 0/299 6.38G 0.1251 0.03695 0.0296 279 640: 36%|███▌ | 10/28 [00:14<00:14, 1.23it/s] 0/299 6.38G 0.1247 0.03688 0.02945 290 640: 36%|███▌ | 10/28 [00:14<00:14, 1.23it/s] 0/299 6.38G 0.1247 0.03688 0.02945 290 640: 39%|███▉ | 11/28 [00:14<00:10, 1.58it/s] 0/299 6.38G 0.1243 0.03665 0.02923 281 640: 39%|███▉ | 11/28 [00:14<00:10, 1.58it/s] 0/299 6.38G 0.1243 0.03665 0.02923 281 640: 43%|████▎ | 12/28 [00:14<00:08, 1.96it/s] 0/299 6.38G 0.1238 0.0368 0.02908 280 640: 43%|████▎ | 12/28 [00:14<00:08, 1.96it/s] 0/299 6.38G 0.1238 0.0368 0.02908 280 640: 46%|████▋ | 13/28 [00:14<00:06, 2.34it/s] 0/299 6.38G 0.1233 0.03667 0.02892 281 640: 46%|████▋ | 13/28 [00:14<00:06, 2.34it/s] 0/299 6.38G 0.1233 0.03667 0.02892 281 640: 50%|█████ | 14/28 [00:14<00:05, 2.71it/s] 0/299 6.38G 0.123 0.03667 0.02872 337 640: 50%|█████ | 14/28 [00:15<00:05, 2.71it/s] 0/299 6.38G 0.123 0.03667 0.02872 337 640: 54%|█████▎ | 15/28 [00:15<00:04, 3.03it/s] 0/299 6.38G 0.1225 0.03671 0.02852 331 640: 54%|█████▎ | 15/28 [00:15<00:04, 3.03it/s] 0/299 6.38G 0.1225 0.03671 0.02852 331 640: 57%|█████▋ | 16/28 [00:15<00:03, 3.30it/s] 0/299 6.38G 0.1221 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.0011 0.164 0.00379 0.000937
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 1/299 7.15G 0.1056 0.0356 0.01979 243 640: 0%| | 0/28 [00:00<?, ?it/s] 1/299 7.15G 0.1056 0.0356 0.01979 243 640: 4%|▎ | 1/28 [00:00<00:06, 4.07it/s] 1/299 7.15G 0.1057 0.03564 0.01929 251 640: 4%|▎ | 1/28 [00:00<00:06, 4.07it/s] 1/299 7.15G 0.1057 0.03564 0.01929 251 640: 7%|▋ | 2/28 [00:00<00:06, 4.10it/s] 1/299 7.15G 0.1047 0.0359 0.01911 259 640: 7%|▋ | 2/28 [00:00<00:06, 4.10it/s] 1/299 7.15G 0.1047 0.0359 0.01911 259 640: 11%|█ | 3/28 [00:00<00:06, 4.12it/s] 1/299 7.15G 0.1039 0.03617 0.0193 208 640: 11%|█ | 3/28 [00:00<00:06, 4.12it/s] 1/299 7.15G 0.1039 0.03617 0.0193 208 640: 14%|█▍ | 4/28 [00:00<00:05, 4.13it/s] 1/299 7.15G 0.1039 0.03616 0.01921 253 640: 14%|█▍ | 4/28 [00:03<00:05, 4.13it/s] 1/299 7.15G 0.1039 0.03616 0.01921 253 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 1/299 7.15G 0.104 0.03583 0.01906 290 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 1/299 7.15G 0.104 0.03583 0.01906 290 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 1/299 7.15G 0.1038 0.03619 0.01868 270 640: 21%|██▏ | 6/28 [00:04<00:17, 1.25it/s] 1/299 7.15G 0.1038 0.03619 0.01868 270 640: 25%|██▌ | 7/28 [00:04<00:12, 1.62it/s] 1/299 7.15G 0.1034 0.03684 0.01856 233 640: 25%|██▌ | 7/28 [00:04<00:12, 1.62it/s] 1/299 7.15G 0.1034 0.03684 0.01856 233 640: 29%|██▊ | 8/28 [00:04<00:09, 2.01it/s] 1/299 7.15G 0.1029 0.03738 0.01835 256 640: 29%|██▊ | 8/28 [00:04<00:09, 2.01it/s] 1/299 7.15G 0.1029 0.03738 0.01835 256 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 1/299 7.15G 0.1026 0.03735 0.01816 273 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 1/299 7.15G 0.1026 0.03735 0.01816 273 640: 36%|███▌ | 10/28 [00:04<00:06, 2.76it/s] 1/299 7.15G 0.1025 0.0383 0.01801 318 640: 36%|███▌ | 10/28 [00:05<00:06, 2.76it/s] 1/299 7.15G 0.1025 0.0383 0.01801 318 640: 39%|███▉ | 11/28 [00:05<00:05, 3.07it/s] 1/299 7.15G 0.1021 0.03926 0.01774 299 640: 39%|███▉ | 11/28 [00:05<00:05, 3.07it/s] 1/299 7.15G 0.1021 0.03926 0.01774 299 640: 43%|████▎ | 12/28 [00:05<00:04, 3.33it/s] 1/299 7.15G 0.1017 0.03962 0.01759 251 640: 43%|████▎ | 12/28 [00:08<00:04, 3.33it/s] 1/299 7.15G 0.1017 0.03962 0.01759 251 640: 46%|████▋ | 13/28 [00:08<00:20, 1.34s/it] 1/299 7.15G 0.1013 0.04015 0.01756 286 640: 46%|████▋ | 13/28 [00:09<00:20, 1.34s/it] 1/299 7.15G 0.1013 0.04015 0.01756 286 640: 50%|█████ | 14/28 [00:09<00:14, 1.01s/it] 1/299 7.15G 0.1007 0.04049 0.01733 248 640: 50%|█████ | 14/28 [00:09<00:14, 1.01s/it] 1/299 7.15G 0.1007 0.04049 0.01733 248 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 1/299 7.15G 0.1004 0.04048 0.0172 291 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 1/299 7.15G 0.1004 0.04048 0.0172 291 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.62it/s] 1/299 7.15G 0.1001 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.03it/s]
all 110 564 0.56 0.047 0.0311 0.00877
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 2/299 7.15G 0.09601 0.03777 0.01216 256 640: 0%| | 0/28 [00:03<?, ?it/s] 2/299 7.15G 0.09601 0.03777 0.01216 256 640: 4%|▎ | 1/28 [00:03<01:25, 3.15s/it] 2/299 7.15G 0.0954 0.03853 0.01162 249 640: 4%|▎ | 1/28 [00:03<01:25, 3.15s/it] 2/299 7.15G 0.0954 0.03853 0.01162 249 640: 7%|▋ | 2/28 [00:03<00:37, 1.44s/it] 2/299 7.15G 0.09399 0.0397 0.01185 296 640: 7%|▋ | 2/28 [00:03<00:37, 1.44s/it] 2/299 7.15G 0.09399 0.0397 0.01185 296 640: 11%|█ | 3/28 [00:03<00:21, 1.14it/s] 2/299 7.15G 0.09238 0.03982 0.01191 240 640: 11%|█ | 3/28 [00:03<00:21, 1.14it/s] 2/299 7.15G 0.09238 0.03982 0.01191 240 640: 14%|█▍ | 4/28 [00:03<00:15, 1.60it/s] 2/299 7.15G 0.09163 0.03994 0.01164 242 640: 14%|█▍ | 4/28 [00:04<00:15, 1.60it/s] 2/299 7.15G 0.09163 0.03994 0.01164 242 640: 18%|█▊ | 5/28 [00:04<00:10, 2.10it/s] 2/299 7.15G 0.0911 0.04035 0.01151 274 640: 18%|█▊ | 5/28 [00:04<00:10, 2.10it/s] 2/299 7.15G 0.0911 0.04035 0.01151 274 640: 21%|██▏ | 6/28 [00:04<00:08, 2.53it/s] 2/299 7.15G 0.09125 0.04106 0.01161 318 640: 21%|██▏ | 6/28 [00:04<00:08, 2.53it/s] 2/299 7.15G 0.09125 0.04106 0.01161 318 640: 25%|██▌ | 7/28 [00:04<00:07, 2.97it/s] 2/299 7.15G 0.09112 0.04057 0.01159 230 640: 25%|██▌ | 7/28 [00:04<00:07, 2.97it/s] 2/299 7.15G 0.09112 0.04057 0.01159 230 640: 29%|██▊ | 8/28 [00:04<00:06, 3.27it/s] 2/299 7.15G 0.09102 0.04045 0.01135 238 640: 29%|██▊ | 8/28 [00:08<00:06, 3.27it/s] 2/299 7.15G 0.09102 0.04045 0.01135 238 640: 32%|███▏ | 9/28 [00:08<00:26, 1.40s/it] 2/299 7.15G 0.09111 0.04021 0.01144 263 640: 32%|███▏ | 9/28 [00:08<00:26, 1.40s/it] 2/299 7.15G 0.09111 0.04021 0.01144 263 640: 36%|███▌ | 10/28 [00:08<00:18, 1.04s/it] 2/299 7.15G 0.09169 0.03983 0.0113 266 640: 36%|███▌ | 10/28 [00:09<00:18, 1.04s/it] 2/299 7.15G 0.09169 0.03983 0.0113 266 640: 39%|███▉ | 11/28 [00:09<00:13, 1.27it/s] 2/299 7.15G 0.092 0.03948 0.01131 219 640: 39%|███▉ | 11/28 [00:09<00:13, 1.27it/s] 2/299 7.15G 0.092 0.03948 0.01131 219 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 2/299 7.15G 0.09238 0.03916 0.01148 288 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 2/299 7.15G 0.09238 0.03916 0.01148 288 640: 46%|████▋ | 13/28 [00:09<00:07, 2.01it/s] 2/299 7.15G 0.09252 0.03892 0.01138 250 640: 46%|████▋ | 13/28 [00:09<00:07, 2.01it/s] 2/299 7.15G 0.09252 0.03892 0.01138 250 640: 50%|█████ | 14/28 [00:09<00:05, 2.39it/s] 2/299 7.15G 0.09201 0.03896 0.01129 268 640: 50%|█████ | 14/28 [00:09<00:05, 2.39it/s] 2/299 7.15G 0.09201 0.03896 0.01129 268 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.81it/s] 2/299 7.15G 0.09176 0.03876 0.01126 264 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.81it/s] 2/299 7.15G 0.09176 0.03876 0.01126 264 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.17it/s] 2/299 7.15G 0.09153 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.07it/s]
all 110 564 0.0836 0.208 0.0556 0.0141
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 3/299 7.15G 0.0749 0.03987 0.008733 260 640: 0%| | 0/28 [00:00<?, ?it/s] 3/299 7.15G 0.0749 0.03987 0.008733 260 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 3/299 7.15G 0.0756 0.04624 0.009433 364 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 3/299 7.15G 0.0756 0.04624 0.009433 364 640: 7%|▋ | 2/28 [00:00<00:13, 1.99it/s] 3/299 7.15G 0.07792 0.0421 0.009198 220 640: 7%|▋ | 2/28 [00:01<00:13, 1.99it/s] 3/299 7.15G 0.07792 0.0421 0.009198 220 640: 11%|█ | 3/28 [00:01<00:09, 2.70it/s] 3/299 7.15G 0.07982 0.03945 0.0088 248 640: 11%|█ | 3/28 [00:01<00:09, 2.70it/s] 3/299 7.15G 0.07982 0.03945 0.0088 248 640: 14%|█▍ | 4/28 [00:01<00:07, 3.12it/s] 3/299 7.15G 0.08133 0.0399 0.008455 302 640: 14%|█▍ | 4/28 [00:03<00:07, 3.12it/s] 3/299 7.15G 0.08133 0.0399 0.008455 302 640: 18%|█▊ | 5/28 [00:03<00:19, 1.16it/s] 3/299 7.15G 0.08237 0.03949 0.008312 237 640: 18%|█▊ | 5/28 [00:04<00:19, 1.16it/s] 3/299 7.15G 0.08237 0.03949 0.008312 237 640: 21%|██▏ | 6/28 [00:04<00:21, 1.01it/s] 3/299 7.15G 0.08199 0.04012 0.008419 314 640: 21%|██▏ | 6/28 [00:04<00:21, 1.01it/s] 3/299 7.15G 0.08199 0.04012 0.008419 314 640: 25%|██▌ | 7/28 [00:04<00:15, 1.37it/s] 3/299 7.15G 0.0816 0.03958 0.008402 269 640: 25%|██▌ | 7/28 [00:04<00:15, 1.37it/s] 3/299 7.15G 0.0816 0.03958 0.008402 269 640: 29%|██▊ | 8/28 [00:04<00:11, 1.74it/s] 3/299 7.15G 0.08221 0.03915 0.008231 274 640: 29%|██▊ | 8/28 [00:05<00:11, 1.74it/s] 3/299 7.15G 0.08221 0.03915 0.008231 274 640: 32%|███▏ | 9/28 [00:05<00:08, 2.16it/s] 3/299 7.15G 0.0826 0.03888 0.008339 300 640: 32%|███▏ | 9/28 [00:05<00:08, 2.16it/s] 3/299 7.15G 0.0826 0.03888 0.008339 300 640: 36%|███▌ | 10/28 [00:05<00:07, 2.54it/s] 3/299 7.15G 0.08221 0.03858 0.008365 245 640: 36%|███▌ | 10/28 [00:05<00:07, 2.54it/s] 3/299 7.15G 0.08221 0.03858 0.008365 245 640: 39%|███▉ | 11/28 [00:05<00:05, 2.95it/s] 3/299 7.15G 0.08225 0.03858 0.008312 278 640: 39%|███▉ | 11/28 [00:05<00:05, 2.95it/s] 3/299 7.15G 0.08225 0.03858 0.008312 278 640: 43%|████▎ | 12/28 [00:05<00:04, 3.23it/s] 3/299 7.15G 0.0814 0.03887 0.008258 289 640: 43%|████▎ | 12/28 [00:08<00:04, 3.23it/s] 3/299 7.15G 0.0814 0.03887 0.008258 289 640: 46%|████▋ | 13/28 [00:08<00:14, 1.02it/s] 3/299 7.15G 0.08064 0.03932 0.008307 288 640: 46%|████▋ | 13/28 [00:09<00:14, 1.02it/s] 3/299 7.15G 0.08064 0.03932 0.008307 288 640: 50%|█████ | 14/28 [00:09<00:15, 1.10s/it] 3/299 7.15G 0.08022 0.0397 0.008154 283 640: 50%|█████ | 14/28 [00:09<00:15, 1.10s/it] 3/299 7.15G 0.08022 0.0397 0.008154 283 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.20it/s] 3/299 7.15G 0.07987 0.03967 0.008136 291 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.20it/s] 3/299 7.15G 0.07987 0.03967 0.008136 291 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.54it/s] 3/299 7.15G 0.07949 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.55it/s]
all 110 564 0.139 0.217 0.0846 0.0228
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 4/299 7.15G 0.06562 0.04617 0.005582 309 640: 0%| | 0/28 [00:01<?, ?it/s] 4/299 7.15G 0.06562 0.04617 0.005582 309 640: 4%|▎ | 1/28 [00:01<00:32, 1.19s/it] 4/299 7.15G 0.06663 0.04268 0.00496 273 640: 4%|▎ | 1/28 [00:02<00:32, 1.19s/it] 4/299 7.15G 0.06663 0.04268 0.00496 273 640: 7%|▋ | 2/28 [00:02<00:37, 1.45s/it] 4/299 7.15G 0.06695 0.0424 0.005136 316 640: 7%|▋ | 2/28 [00:03<00:37, 1.45s/it] 4/299 7.15G 0.06695 0.0424 0.005136 316 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 4/299 7.15G 0.06708 0.04158 0.005021 264 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 4/299 7.15G 0.06708 0.04158 0.005021 264 640: 14%|█▍ | 4/28 [00:03<00:15, 1.58it/s] 4/299 7.15G 0.06763 0.0402 0.00494 238 640: 14%|█▍ | 4/28 [00:03<00:15, 1.58it/s] 4/299 7.15G 0.06763 0.0402 0.00494 238 640: 18%|█▊ | 5/28 [00:03<00:11, 2.08it/s] 4/299 7.15G 0.06846 0.04008 0.004909 271 640: 18%|█▊ | 5/28 [00:03<00:11, 2.08it/s] 4/299 7.15G 0.06846 0.04008 0.004909 271 640: 21%|██▏ | 6/28 [00:03<00:08, 2.49it/s] 4/299 7.15G 0.06833 0.04009 0.004956 271 640: 21%|██▏ | 6/28 [00:03<00:08, 2.49it/s] 4/299 7.15G 0.06833 0.04009 0.004956 271 640: 25%|██▌ | 7/28 [00:03<00:07, 2.94it/s] 4/299 7.15G 0.06821 0.04005 0.004963 272 640: 25%|██▌ | 7/28 [00:04<00:07, 2.94it/s] 4/299 7.15G 0.06821 0.04005 0.004963 272 640: 29%|██▊ | 8/28 [00:04<00:06, 3.23it/s] 4/299 7.15G 0.06807 0.03971 0.00493 265 640: 29%|██▊ | 8/28 [00:06<00:06, 3.23it/s] 4/299 7.15G 0.06807 0.03971 0.00493 265 640: 32%|███▏ | 9/28 [00:06<00:19, 1.01s/it] 4/299 7.15G 0.06806 0.03913 0.004874 270 640: 32%|███▏ | 9/28 [00:07<00:19, 1.01s/it] 4/299 7.15G 0.06806 0.03913 0.004874 270 640: 36%|███▌ | 10/28 [00:07<00:19, 1.07s/it] 4/299 7.15G 0.06808 0.0389 0.004926 273 640: 36%|███▌ | 10/28 [00:08<00:19, 1.07s/it] 4/299 7.15G 0.06808 0.0389 0.004926 273 640: 39%|███▉ | 11/28 [00:08<00:13, 1.24it/s] 4/299 7.15G 0.06805 0.03886 0.004977 291 640: 39%|███▉ | 11/28 [00:08<00:13, 1.24it/s] 4/299 7.15G 0.06805 0.03886 0.004977 291 640: 43%|████▎ | 12/28 [00:08<00:10, 1.57it/s] 4/299 7.15G 0.06806 0.03925 0.004897 315 640: 43%|████▎ | 12/28 [00:08<00:10, 1.57it/s] 4/299 7.15G 0.06806 0.03925 0.004897 315 640: 46%|████▋ | 13/28 [00:08<00:07, 1.97it/s] 4/299 7.15G 0.0679 0.03917 0.004888 294 640: 46%|████▋ | 13/28 [00:08<00:07, 1.97it/s] 4/299 7.15G 0.0679 0.03917 0.004888 294 640: 50%|█████ | 14/28 [00:08<00:06, 2.33it/s] 4/299 7.15G 0.06759 0.03937 0.004867 261 640: 50%|█████ | 14/28 [00:09<00:06, 2.33it/s] 4/299 7.15G 0.06759 0.03937 0.004867 261 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.75it/s] 4/299 7.15G 0.06747 0.0392 0.004914 239 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.75it/s] 4/299 7.15G 0.06747 0.0392 0.004914 239 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.05it/s] 4/299 7.15G 0.06732
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.62it/s]
all 110 564 0.308 0.365 0.266 0.0957
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 5/299 7.15G 0.0579 0.03632 0.003844 246 640: 0%| | 0/28 [00:00<?, ?it/s] 5/299 7.15G 0.0579 0.03632 0.003844 246 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 5/299 7.15G 0.05902 0.03978 0.003944 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 5/299 7.15G 0.05902 0.03978 0.003944 279 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 5/299 7.15G 0.06136 0.04304 0.004529 345 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 5/299 7.15G 0.06136 0.04304 0.004529 345 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 5/299 7.15G 0.06131 0.04456 0.005211 328 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 5/299 7.15G 0.06131 0.04456 0.005211 328 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 5/299 7.15G 0.06167 0.04539 0.004921 310 640: 14%|█▍ | 4/28 [00:02<00:05, 4.33it/s] 5/299 7.15G 0.06167 0.04539 0.004921 310 640: 18%|█▊ | 5/28 [00:02<00:15, 1.49it/s] 5/299 7.15G 0.06204 0.04425 0.004989 233 640: 18%|█▊ | 5/28 [00:03<00:15, 1.49it/s] 5/299 7.15G 0.06204 0.04425 0.004989 233 640: 21%|██▏ | 6/28 [00:03<00:19, 1.13it/s] 5/299 7.15G 0.06134 0.04402 0.004848 243 640: 21%|██▏ | 6/28 [00:03<00:19, 1.13it/s] 5/299 7.15G 0.06134 0.04402 0.004848 243 640: 25%|██▌ | 7/28 [00:03<00:13, 1.51it/s] 5/299 7.15G 0.06173 0.04456 0.004897 311 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 5/299 7.15G 0.06173 0.04456 0.004897 311 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 5/299 7.15G 0.06167 0.04413 0.00481 283 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 5/299 7.15G 0.06167 0.04413 0.00481 283 640: 32%|███▏ | 9/28 [00:04<00:08, 2.33it/s] 5/299 7.15G 0.06193 0.04407 0.004704 317 640: 32%|███▏ | 9/28 [00:04<00:08, 2.33it/s] 5/299 7.15G 0.06193 0.04407 0.004704 317 640: 36%|███▌ | 10/28 [00:04<00:06, 2.69it/s] 5/299 7.15G 0.0619 0.04351 0.004538 236 640: 36%|███▌ | 10/28 [00:04<00:06, 2.69it/s] 5/299 7.15G 0.0619 0.04351 0.004538 236 640: 39%|███▉ | 11/28 [00:04<00:05, 3.09it/s] 5/299 7.15G 0.06178 0.0434 0.004397 276 640: 39%|███▉ | 11/28 [00:05<00:05, 3.09it/s] 5/299 7.15G 0.06178 0.0434 0.004397 276 640: 43%|████▎ | 12/28 [00:05<00:04, 3.35it/s] 5/299 7.15G 0.06225 0.04352 0.004461 283 640: 43%|████▎ | 12/28 [00:07<00:04, 3.35it/s] 5/299 7.15G 0.06225 0.04352 0.004461 283 640: 46%|████▋ | 13/28 [00:07<00:14, 1.03it/s] 5/299 7.15G 0.06252 0.04345 0.004356 278 640: 46%|████▋ | 13/28 [00:08<00:14, 1.03it/s] 5/299 7.15G 0.06252 0.04345 0.004356 278 640: 50%|█████ | 14/28 [00:08<00:14, 1.05s/it] 5/299 7.15G 0.06264 0.04301 0.004393 261 640: 50%|█████ | 14/28 [00:08<00:14, 1.05s/it] 5/299 7.15G 0.06264 0.04301 0.004393 261 640: 54%|█████▎ | 15/28 [00:08<00:10, 1.25it/s] 5/299 7.15G 0.0625 0.04268 0.004344 218 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.25it/s] 5/299 7.15G 0.0625 0.04268 0.004344 218 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.59it/s] 5/299 7.15G 0.06253 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.34it/s]
all 110 564 0.307 0.453 0.294 0.0996
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 6/299 7.15G 0.05542 0.0388 0.002939 238 640: 0%| | 0/28 [00:02<?, ?it/s] 6/299 7.15G 0.05542 0.0388 0.002939 238 640: 4%|▎ | 1/28 [00:02<01:11, 2.63s/it] 6/299 7.15G 0.05543 0.04168 0.003096 266 640: 4%|▎ | 1/28 [00:02<01:11, 2.63s/it] 6/299 7.15G 0.05543 0.04168 0.003096 266 640: 7%|▋ | 2/28 [00:02<00:31, 1.23s/it] 6/299 7.15G 0.05448 0.04143 0.003627 251 640: 7%|▋ | 2/28 [00:03<00:31, 1.23s/it] 6/299 7.15G 0.05448 0.04143 0.003627 251 640: 11%|█ | 3/28 [00:03<00:19, 1.31it/s] 6/299 7.15G 0.05521 0.04221 0.003542 272 640: 11%|█ | 3/28 [00:03<00:19, 1.31it/s] 6/299 7.15G 0.05521 0.04221 0.003542 272 640: 14%|█▍ | 4/28 [00:03<00:13, 1.80it/s] 6/299 7.15G 0.05636 0.04233 0.003433 249 640: 14%|█▍ | 4/28 [00:03<00:13, 1.80it/s] 6/299 7.15G 0.05636 0.04233 0.003433 249 640: 18%|█▊ | 5/28 [00:03<00:09, 2.31it/s] 6/299 7.15G 0.05669 0.04148 0.003248 239 640: 18%|█▊ | 5/28 [00:03<00:09, 2.31it/s] 6/299 7.15G 0.05669 0.04148 0.003248 239 640: 21%|██▏ | 6/28 [00:03<00:08, 2.71it/s] 6/299 7.15G 0.05745 0.04183 0.003225 291 640: 21%|██▏ | 6/28 [00:03<00:08, 2.71it/s] 6/299 7.15G 0.05745 0.04183 0.003225 291 640: 25%|██▌ | 7/28 [00:03<00:06, 3.15it/s] 6/299 7.15G 0.05785 0.04165 0.003176 284 640: 25%|██▌ | 7/28 [00:04<00:06, 3.15it/s] 6/299 7.15G 0.05785 0.04165 0.003176 284 640: 29%|██▊ | 8/28 [00:04<00:05, 3.44it/s] 6/299 7.15G 0.05833 0.04205 0.003115 331 640: 29%|██▊ | 8/28 [00:08<00:05, 3.44it/s] 6/299 7.15G 0.05833 0.04205 0.003115 331 640: 32%|███▏ | 9/28 [00:08<00:27, 1.44s/it] 6/299 7.15G 0.05806 0.04152 0.003084 299 640: 32%|███▏ | 9/28 [00:08<00:27, 1.44s/it] 6/299 7.15G 0.05806 0.04152 0.003084 299 640: 36%|███▌ | 10/28 [00:08<00:19, 1.07s/it] 6/299 7.15G 0.0587 0.04134 0.003056 256 640: 36%|███▌ | 10/28 [00:08<00:19, 1.07s/it] 6/299 7.15G 0.0587 0.04134 0.003056 256 640: 39%|███▉ | 11/28 [00:08<00:13, 1.24it/s] 6/299 7.15G 0.05925 0.04129 0.003039 269 640: 39%|███▉ | 11/28 [00:08<00:13, 1.24it/s] 6/299 7.15G 0.05925 0.04129 0.003039 269 640: 43%|████▎ | 12/28 [00:08<00:10, 1.58it/s] 6/299 7.15G 0.05924 0.0409 0.003129 195 640: 43%|████▎ | 12/28 [00:09<00:10, 1.58it/s] 6/299 7.15G 0.05924 0.0409 0.003129 195 640: 46%|████▋ | 13/28 [00:09<00:07, 1.97it/s] 6/299 7.15G 0.05916 0.04069 0.003135 210 640: 46%|████▋ | 13/28 [00:09<00:07, 1.97it/s] 6/299 7.15G 0.05916 0.04069 0.003135 210 640: 50%|█████ | 14/28 [00:09<00:05, 2.35it/s] 6/299 7.15G 0.05882 0.04082 0.003111 269 640: 50%|█████ | 14/28 [00:09<00:05, 2.35it/s] 6/299 7.15G 0.05882 0.04082 0.003111 269 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.77it/s] 6/299 7.15G 0.05852 0.04131 0.003102 285 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.77it/s] 6/299 7.15G 0.05852 0.04131 0.003102 285 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.08it/s] 6/299 7.15G 0.05826 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.445 0.415 0.349 0.141
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 7/299 7.15G 0.05145 0.04144 0.00306 292 640: 0%| | 0/28 [00:00<?, ?it/s] 7/299 7.15G 0.05145 0.04144 0.00306 292 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 7/299 7.15G 0.05246 0.03966 0.00261 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 7/299 7.15G 0.05246 0.03966 0.00261 252 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 7/299 7.15G 0.05406 0.03947 0.002573 289 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 7/299 7.15G 0.05406 0.03947 0.002573 289 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 7/299 7.15G 0.05439 0.03892 0.002461 249 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 7/299 7.15G 0.05439 0.03892 0.002461 249 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 7/299 7.15G 0.05522 0.03882 0.00241 254 640: 14%|█▍ | 4/28 [00:04<00:05, 4.33it/s] 7/299 7.15G 0.05522 0.03882 0.00241 254 640: 18%|█▊ | 5/28 [00:04<00:33, 1.44s/it] 7/299 7.15G 0.05554 0.03841 0.002508 277 640: 18%|█▊ | 5/28 [00:04<00:33, 1.44s/it] 7/299 7.15G 0.05554 0.03841 0.002508 277 640: 21%|██▏ | 6/28 [00:04<00:22, 1.03s/it] 7/299 7.15G 0.05487 0.03797 0.002524 290 640: 21%|██▏ | 6/28 [00:04<00:22, 1.03s/it] 7/299 7.15G 0.05487 0.03797 0.002524 290 640: 25%|██▌ | 7/28 [00:04<00:16, 1.31it/s] 7/299 7.15G 0.05512 0.03846 0.002622 314 640: 25%|██▌ | 7/28 [00:05<00:16, 1.31it/s] 7/299 7.15G 0.05512 0.03846 0.002622 314 640: 29%|██▊ | 8/28 [00:05<00:11, 1.67it/s] 7/299 7.15G 0.05513 0.03834 0.002547 262 640: 29%|██▊ | 8/28 [00:05<00:11, 1.67it/s] 7/299 7.15G 0.05513 0.03834 0.002547 262 640: 32%|███▏ | 9/28 [00:05<00:09, 2.09it/s] 7/299 7.15G 0.05529 0.03853 0.002507 285 640: 32%|███▏ | 9/28 [00:05<00:09, 2.09it/s] 7/299 7.15G 0.05529 0.03853 0.002507 285 640: 36%|███▌ | 10/28 [00:05<00:07, 2.47it/s] 7/299 7.15G 0.05532 0.03884 0.002513 267 640: 36%|███▌ | 10/28 [00:05<00:07, 2.47it/s] 7/299 7.15G 0.05532 0.03884 0.002513 267 640: 39%|███▉ | 11/28 [00:05<00:05, 2.89it/s] 7/299 7.15G 0.05521 0.03844 0.002514 241 640: 39%|███▉ | 11/28 [00:06<00:05, 2.89it/s] 7/299 7.15G 0.05521 0.03844 0.002514 241 640: 43%|████▎ | 12/28 [00:06<00:05, 3.18it/s] 7/299 7.15G 0.05538 0.03832 0.002523 239 640: 43%|████▎ | 12/28 [00:09<00:05, 3.18it/s] 7/299 7.15G 0.05538 0.03832 0.002523 239 640: 46%|████▋ | 13/28 [00:09<00:20, 1.39s/it] 7/299 7.15G 0.05537 0.03829 0.002534 304 640: 46%|████▋ | 13/28 [00:10<00:20, 1.39s/it] 7/299 7.15G 0.05537 0.03829 0.002534 304 640: 50%|█████ | 14/28 [00:10<00:14, 1.04s/it] 7/299 7.15G 0.05527 0.03845 0.002651 293 640: 50%|█████ | 14/28 [00:10<00:14, 1.04s/it] 7/299 7.15G 0.05527 0.03845 0.002651 293 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.26it/s] 7/299 7.15G 0.05516 0.03859 0.002691 284 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.26it/s] 7/299 7.15G 0.05516 0.03859 0.002691 284 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.60it/s] 7/299 7.15G 0.0551 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.446 0.483 0.435 0.162
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 8/299 7.15G 0.04883 0.04253 0.001642 257 640: 0%| | 0/28 [00:02<?, ?it/s] 8/299 7.15G 0.04883 0.04253 0.001642 257 640: 4%|▎ | 1/28 [00:02<01:08, 2.55s/it] 8/299 7.15G 0.05239 0.03926 0.001902 320 640: 4%|▎ | 1/28 [00:02<01:08, 2.55s/it] 8/299 7.15G 0.05239 0.03926 0.001902 320 640: 7%|▋ | 2/28 [00:02<00:31, 1.20s/it] 8/299 7.15G 0.05242 0.03958 0.002034 284 640: 7%|▋ | 2/28 [00:03<00:31, 1.20s/it] 8/299 7.15G 0.05242 0.03958 0.002034 284 640: 11%|█ | 3/28 [00:03<00:18, 1.34it/s] 8/299 7.15G 0.05253 0.03847 0.002108 239 640: 11%|█ | 3/28 [00:03<00:18, 1.34it/s] 8/299 7.15G 0.05253 0.03847 0.002108 239 640: 14%|█▍ | 4/28 [00:03<00:13, 1.83it/s] 8/299 7.15G 0.0539 0.03874 0.002264 303 640: 14%|█▍ | 4/28 [00:03<00:13, 1.83it/s] 8/299 7.15G 0.0539 0.03874 0.002264 303 640: 18%|█▊ | 5/28 [00:03<00:09, 2.34it/s] 8/299 7.15G 0.05484 0.03853 0.002292 308 640: 18%|█▊ | 5/28 [00:03<00:09, 2.34it/s] 8/299 7.15G 0.05484 0.03853 0.002292 308 640: 21%|██▏ | 6/28 [00:03<00:08, 2.74it/s] 8/299 7.15G 0.05514 0.03875 0.002262 255 640: 21%|██▏ | 6/28 [00:03<00:08, 2.74it/s] 8/299 7.15G 0.05514 0.03875 0.002262 255 640: 25%|██▌ | 7/28 [00:03<00:06, 3.17it/s] 8/299 7.15G 0.05542 0.03858 0.00228 276 640: 25%|██▌ | 7/28 [00:04<00:06, 3.17it/s] 8/299 7.15G 0.05542 0.03858 0.00228 276 640: 29%|██▊ | 8/28 [00:04<00:05, 3.42it/s] 8/299 7.15G 0.05566 0.03887 0.002422 323 640: 29%|██▊ | 8/28 [00:08<00:05, 3.42it/s] 8/299 7.15G 0.05566 0.03887 0.002422 323 640: 32%|███▏ | 9/28 [00:08<00:26, 1.40s/it] 8/299 7.15G 0.05567 0.03854 0.00245 228 640: 32%|███▏ | 9/28 [00:08<00:26, 1.40s/it] 8/299 7.15G 0.05567 0.03854 0.00245 228 640: 36%|███▌ | 10/28 [00:08<00:18, 1.04s/it] 8/299 7.15G 0.05539 0.03856 0.002414 295 640: 36%|███▌ | 10/28 [00:08<00:18, 1.04s/it] 8/299 7.15G 0.05539 0.03856 0.002414 295 640: 39%|███▉ | 11/28 [00:08<00:13, 1.27it/s] 8/299 7.15G 0.05571 0.03859 0.002404 235 640: 39%|███▉ | 11/28 [00:08<00:13, 1.27it/s] 8/299 7.15G 0.05571 0.03859 0.002404 235 640: 43%|████▎ | 12/28 [00:08<00:09, 1.61it/s] 8/299 7.15G 0.05563 0.03831 0.002346 240 640: 43%|████▎ | 12/28 [00:08<00:09, 1.61it/s] 8/299 7.15G 0.05563 0.03831 0.002346 240 640: 46%|████▋ | 13/28 [00:08<00:07, 2.01it/s] 8/299 7.15G 0.05547 0.03861 0.002316 313 640: 46%|████▋ | 13/28 [00:09<00:07, 2.01it/s] 8/299 7.15G 0.05547 0.03861 0.002316 313 640: 50%|█████ | 14/28 [00:09<00:05, 2.37it/s] 8/299 7.15G 0.05538 0.03849 0.002328 294 640: 50%|█████ | 14/28 [00:09<00:05, 2.37it/s] 8/299 7.15G 0.05538 0.03849 0.002328 294 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.79it/s] 8/299 7.15G 0.05539 0.03865 0.002307 288 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.79it/s] 8/299 7.15G 0.05539 0.03865 0.002307 288 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.09it/s] 8/299 7.15G 0.05519 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.497 0.545 0.48 0.194
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 9/299 7.15G 0.04871 0.04152 0.00274 265 640: 0%| | 0/28 [00:00<?, ?it/s] 9/299 7.15G 0.04871 0.04152 0.00274 265 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 9/299 7.15G 0.05069 0.04137 0.002763 309 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 9/299 7.15G 0.05069 0.04137 0.002763 309 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 9/299 7.15G 0.04981 0.04048 0.002706 283 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 9/299 7.15G 0.04981 0.04048 0.002706 283 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 9/299 7.15G 0.05057 0.04081 0.00282 284 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 9/299 7.15G 0.05057 0.04081 0.00282 284 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 9/299 7.15G 0.05075 0.03939 0.00289 273 640: 14%|█▍ | 4/28 [00:03<00:05, 4.31it/s] 9/299 7.15G 0.05075 0.03939 0.00289 273 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 9/299 7.15G 0.05049 0.0395 0.002704 291 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 9/299 7.15G 0.05049 0.0395 0.002704 291 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 9/299 7.15G 0.05072 0.03829 0.00265 214 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 9/299 7.15G 0.05072 0.03829 0.00265 214 640: 25%|██▌ | 7/28 [00:03<00:12, 1.64it/s] 9/299 7.15G 0.05096 0.03785 0.002538 252 640: 25%|██▌ | 7/28 [00:04<00:12, 1.64it/s] 9/299 7.15G 0.05096 0.03785 0.002538 252 640: 29%|██▊ | 8/28 [00:04<00:09, 2.04it/s] 9/299 7.15G 0.05117 0.03821 0.002486 312 640: 29%|██▊ | 8/28 [00:04<00:09, 2.04it/s] 9/299 7.15G 0.05117 0.03821 0.002486 312 640: 32%|███▏ | 9/28 [00:04<00:07, 2.48it/s] 9/299 7.15G 0.05089 0.03844 0.002459 317 640: 32%|███▏ | 9/28 [00:04<00:07, 2.48it/s] 9/299 7.15G 0.05089 0.03844 0.002459 317 640: 36%|███▌ | 10/28 [00:04<00:06, 2.84it/s] 9/299 7.15G 0.05105 0.03836 0.002404 256 640: 36%|███▌ | 10/28 [00:04<00:06, 2.84it/s] 9/299 7.15G 0.05105 0.03836 0.002404 256 640: 39%|███▉ | 11/28 [00:04<00:05, 3.23it/s] 9/299 7.15G 0.05125 0.03873 0.00246 302 640: 39%|███▉ | 11/28 [00:05<00:05, 3.23it/s] 9/299 7.15G 0.05125 0.03873 0.00246 302 640: 43%|████▎ | 12/28 [00:05<00:04, 3.46it/s] 9/299 7.15G 0.05142 0.039 0.002451 341 640: 43%|████▎ | 12/28 [00:08<00:04, 3.46it/s] 9/299 7.15G 0.05142 0.039 0.002451 341 640: 46%|████▋ | 13/28 [00:08<00:18, 1.25s/it] 9/299 7.15G 0.05131 0.03893 0.00243 279 640: 46%|████▋ | 13/28 [00:08<00:18, 1.25s/it] 9/299 7.15G 0.05131 0.03893 0.00243 279 640: 50%|█████ | 14/28 [00:08<00:13, 1.06it/s] 9/299 7.15G 0.05148 0.03908 0.002463 304 640: 50%|█████ | 14/28 [00:09<00:13, 1.06it/s] 9/299 7.15G 0.05148 0.03908 0.002463 304 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.38it/s] 9/299 7.15G 0.05116 0.03878 0.002412 244 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.38it/s] 9/299 7.15G 0.05116 0.03878 0.002412 244 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.73it/s] 9/299 7.15G 0.05119 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.63it/s]
all 110 564 0.513 0.507 0.47 0.203
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 10/299 7.15G 0.04696 0.03385 0.001758 217 640: 0%| | 0/28 [00:03<?, ?it/s] 10/299 7.15G 0.04696 0.03385 0.001758 217 640: 4%|▎ | 1/28 [00:03<01:30, 3.35s/it] 10/299 7.15G 0.04853 0.03649 0.001926 298 640: 4%|▎ | 1/28 [00:03<01:30, 3.35s/it] 10/299 7.15G 0.04853 0.03649 0.001926 298 640: 7%|▋ | 2/28 [00:03<00:39, 1.52s/it] 10/299 7.15G 0.04947 0.03781 0.001848 292 640: 7%|▋ | 2/28 [00:03<00:39, 1.52s/it] 10/299 7.15G 0.04947 0.03781 0.001848 292 640: 11%|█ | 3/28 [00:03<00:23, 1.08it/s] 10/299 7.15G 0.04909 0.03815 0.002147 266 640: 11%|█ | 3/28 [00:04<00:23, 1.08it/s] 10/299 7.15G 0.04909 0.03815 0.002147 266 640: 14%|█▍ | 4/28 [00:04<00:15, 1.53it/s] 10/299 7.15G 0.04965 0.03744 0.002441 228 640: 14%|█▍ | 4/28 [00:04<00:15, 1.53it/s] 10/299 7.15G 0.04965 0.03744 0.002441 228 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 10/299 7.15G 0.04959 0.03783 0.002269 318 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 10/299 7.15G 0.04959 0.03783 0.002269 318 640: 21%|██▏ | 6/28 [00:04<00:08, 2.45it/s] 10/299 7.15G 0.04995 0.03829 0.002195 308 640: 21%|██▏ | 6/28 [00:04<00:08, 2.45it/s] 10/299 7.15G 0.04995 0.03829 0.002195 308 640: 25%|██▌ | 7/28 [00:04<00:07, 2.91it/s] 10/299 7.15G 0.05035 0.03755 0.002112 218 640: 25%|██▌ | 7/28 [00:04<00:07, 2.91it/s] 10/299 7.15G 0.05035 0.03755 0.002112 218 640: 29%|██▊ | 8/28 [00:04<00:06, 3.26it/s] 10/299 7.15G 0.05084 0.0366 0.002068 216 640: 29%|██▊ | 8/28 [00:08<00:06, 3.26it/s] 10/299 7.15G 0.05084 0.0366 0.002068 216 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 10/299 7.15G 0.05169 0.03666 0.002042 287 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 10/299 7.15G 0.05169 0.03666 0.002042 287 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 10/299 7.15G 0.05166 0.03697 0.002037 279 640: 36%|███▌ | 10/28 [00:09<00:18, 1.02s/it] 10/299 7.15G 0.05166 0.03697 0.002037 279 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 10/299 7.15G 0.05199 0.03684 0.002 272 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 10/299 7.15G 0.05199 0.03684 0.002 272 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 10/299 7.15G 0.05237 0.03687 0.00202 288 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 10/299 7.15G 0.05237 0.03687 0.00202 288 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 10/299 7.15G 0.05256 0.03687 0.00201 246 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 10/299 7.15G 0.05256 0.03687 0.00201 246 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 10/299 7.15G 0.05232 0.03668 0.002002 259 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 10/299 7.15G 0.05232 0.03668 0.002002 259 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 10/299 7.15G 0.05227 0.03686 0.001964 268 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 10/299 7.15G 0.05227 0.03686 0.001964 268 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 10/299 7.15G 0.05224 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.563 0.453 0.513 0.228
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 11/299 7.15G 0.04867 0.03707 0.002302 281 640: 0%| | 0/28 [00:00<?, ?it/s] 11/299 7.15G 0.04867 0.03707 0.002302 281 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 11/299 7.15G 0.0521 0.04011 0.002317 342 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 11/299 7.15G 0.0521 0.04011 0.002317 342 640: 7%|▋ | 2/28 [00:00<00:07, 3.41it/s] 11/299 7.15G 0.05195 0.04023 0.002702 304 640: 7%|▋ | 2/28 [00:00<00:07, 3.41it/s] 11/299 7.15G 0.05195 0.04023 0.002702 304 640: 11%|█ | 3/28 [00:00<00:06, 3.89it/s] 11/299 7.15G 0.05169 0.03891 0.002643 269 640: 11%|█ | 3/28 [00:01<00:06, 3.89it/s] 11/299 7.15G 0.05169 0.03891 0.002643 269 640: 14%|█▍ | 4/28 [00:01<00:06, 3.98it/s] 11/299 7.15G 0.05246 0.03897 0.002551 292 640: 14%|█▍ | 4/28 [00:04<00:06, 3.98it/s] 11/299 7.15G 0.05246 0.03897 0.002551 292 640: 18%|█▊ | 5/28 [00:04<00:34, 1.51s/it] 11/299 7.15G 0.05343 0.03874 0.002309 301 640: 18%|█▊ | 5/28 [00:05<00:34, 1.51s/it] 11/299 7.15G 0.05343 0.03874 0.002309 301 640: 21%|██▏ | 6/28 [00:05<00:23, 1.08s/it] 11/299 7.15G 0.05257 0.03844 0.002385 286 640: 21%|██▏ | 6/28 [00:05<00:23, 1.08s/it] 11/299 7.15G 0.05257 0.03844 0.002385 286 640: 25%|██▌ | 7/28 [00:05<00:16, 1.26it/s] 11/299 7.15G 0.0521 0.03856 0.00247 275 640: 25%|██▌ | 7/28 [00:05<00:16, 1.26it/s] 11/299 7.15G 0.0521 0.03856 0.00247 275 640: 29%|██▊ | 8/28 [00:05<00:12, 1.62it/s] 11/299 7.15G 0.05166 0.03925 0.002497 311 640: 29%|██▊ | 8/28 [00:05<00:12, 1.62it/s] 11/299 7.15G 0.05166 0.03925 0.002497 311 640: 32%|███▏ | 9/28 [00:05<00:09, 2.03it/s] 11/299 7.15G 0.05183 0.03888 0.002599 269 640: 32%|███▏ | 9/28 [00:05<00:09, 2.03it/s] 11/299 7.15G 0.05183 0.03888 0.002599 269 640: 36%|███▌ | 10/28 [00:05<00:07, 2.41it/s] 11/299 7.15G 0.05121 0.03894 0.002603 307 640: 36%|███▌ | 10/28 [00:06<00:07, 2.41it/s] 11/299 7.15G 0.05121 0.03894 0.002603 307 640: 39%|███▉ | 11/28 [00:06<00:06, 2.83it/s] 11/299 7.15G 0.05126 0.03855 0.002557 269 640: 39%|███▉ | 11/28 [00:06<00:06, 2.83it/s] 11/299 7.15G 0.05126 0.03855 0.002557 269 640: 43%|████▎ | 12/28 [00:06<00:05, 3.13it/s] 11/299 7.15G 0.05101 0.03816 0.00252 319 640: 43%|████▎ | 12/28 [00:09<00:05, 3.13it/s] 11/299 7.15G 0.05101 0.03816 0.00252 319 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 11/299 7.15G 0.051 0.03816 0.002472 304 640: 46%|████▋ | 13/28 [00:10<00:19, 1.31s/it] 11/299 7.15G 0.051 0.03816 0.002472 304 640: 50%|█████ | 14/28 [00:10<00:13, 1.02it/s] 11/299 7.15G 0.05097 0.03841 0.002517 342 640: 50%|█████ | 14/28 [00:10<00:13, 1.02it/s] 11/299 7.15G 0.05097 0.03841 0.002517 342 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.33it/s] 11/299 7.15G 0.05103 0.03791 0.002438 181 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.33it/s] 11/299 7.15G 0.05103 0.03791 0.002438 181 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.68it/s] 11/299 7.15G 0.05101 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s]
all 110 564 0.527 0.52 0.521 0.235
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 12/299 7.15G 0.04923 0.04396 0.002994 272 640: 0%| | 0/28 [00:03<?, ?it/s] 12/299 7.15G 0.04923 0.04396 0.002994 272 640: 4%|▎ | 1/28 [00:03<01:25, 3.18s/it] 12/299 7.15G 0.04959 0.04162 0.002604 313 640: 4%|▎ | 1/28 [00:03<01:25, 3.18s/it] 12/299 7.15G 0.04959 0.04162 0.002604 313 640: 7%|▋ | 2/28 [00:03<00:37, 1.45s/it] 12/299 7.15G 0.04921 0.03933 0.002584 279 640: 7%|▋ | 2/28 [00:03<00:37, 1.45s/it] 12/299 7.15G 0.04921 0.03933 0.002584 279 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 12/299 7.15G 0.04875 0.03945 0.002439 304 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 12/299 7.15G 0.04875 0.03945 0.002439 304 640: 14%|█▍ | 4/28 [00:03<00:15, 1.59it/s] 12/299 7.15G 0.04903 0.03985 0.002428 267 640: 14%|█▍ | 4/28 [00:04<00:15, 1.59it/s] 12/299 7.15G 0.04903 0.03985 0.002428 267 640: 18%|█▊ | 5/28 [00:04<00:10, 2.09it/s] 12/299 7.15G 0.04892 0.03912 0.002284 250 640: 18%|█▊ | 5/28 [00:04<00:10, 2.09it/s] 12/299 7.15G 0.04892 0.03912 0.002284 250 640: 21%|██▏ | 6/28 [00:04<00:08, 2.53it/s] 12/299 7.15G 0.04889 0.03896 0.002299 267 640: 21%|██▏ | 6/28 [00:04<00:08, 2.53it/s] 12/299 7.15G 0.04889 0.03896 0.002299 267 640: 25%|██▌ | 7/28 [00:04<00:07, 2.98it/s] 12/299 7.15G 0.04951 0.03874 0.002225 267 640: 25%|██▌ | 7/28 [00:04<00:07, 2.98it/s] 12/299 7.15G 0.04951 0.03874 0.002225 267 640: 29%|██▊ | 8/28 [00:04<00:06, 3.31it/s] 12/299 7.15G 0.04977 0.03819 0.002237 240 640: 29%|██▊ | 8/28 [00:08<00:06, 3.31it/s] 12/299 7.15G 0.04977 0.03819 0.002237 240 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 12/299 7.15G 0.04978 0.03778 0.002164 263 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 12/299 7.15G 0.04978 0.03778 0.002164 263 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 12/299 7.15G 0.05016 0.03782 0.002238 261 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 12/299 7.15G 0.05016 0.03782 0.002238 261 640: 39%|███▉ | 11/28 [00:08<00:13, 1.31it/s] 12/299 7.15G 0.05045 0.03778 0.002188 242 640: 39%|███▉ | 11/28 [00:09<00:13, 1.31it/s] 12/299 7.15G 0.05045 0.03778 0.002188 242 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 12/299 7.15G 0.05049 0.03753 0.002196 299 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 12/299 7.15G 0.05049 0.03753 0.002196 299 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 12/299 7.15G 0.05052 0.03764 0.002183 347 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 12/299 7.15G 0.05052 0.03764 0.002183 347 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 12/299 7.15G 0.05063 0.03764 0.002192 255 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 12/299 7.15G 0.05063 0.03764 0.002192 255 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.83it/s] 12/299 7.15G 0.05097 0.03774 0.00215 346 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 12/299 7.15G 0.05097 0.03774 0.00215 346 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.13it/s] 12/299 7.15G 0.05081 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.554 0.52 0.53 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 13/299 7.15G 0.04409 0.03425 0.001563 226 640: 0%| | 0/28 [00:00<?, ?it/s] 13/299 7.15G 0.04409 0.03425 0.001563 226 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 13/299 7.15G 0.04584 0.03599 0.001773 259 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 13/299 7.15G 0.04584 0.03599 0.001773 259 640: 7%|▋ | 2/28 [00:00<00:05, 4.43it/s] 13/299 7.15G 0.04547 0.03393 0.001787 219 640: 7%|▋ | 2/28 [00:00<00:05, 4.43it/s] 13/299 7.15G 0.04547 0.03393 0.001787 219 640: 11%|█ | 3/28 [00:00<00:05, 4.56it/s] 13/299 7.15G 0.04597 0.03401 0.001733 271 640: 11%|█ | 3/28 [00:00<00:05, 4.56it/s] 13/299 7.15G 0.04597 0.03401 0.001733 271 640: 14%|█▍ | 4/28 [00:00<00:05, 4.41it/s] 13/299 7.15G 0.04656 0.03482 0.001687 289 640: 14%|█▍ | 4/28 [00:03<00:05, 4.41it/s] 13/299 7.15G 0.04656 0.03482 0.001687 289 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 13/299 7.15G 0.04659 0.0354 0.001651 300 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 13/299 7.15G 0.04659 0.0354 0.001651 300 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 13/299 7.15G 0.04721 0.03515 0.001685 238 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 13/299 7.15G 0.04721 0.03515 0.001685 238 640: 25%|██▌ | 7/28 [00:03<00:12, 1.64it/s] 13/299 7.15G 0.04761 0.03516 0.001685 294 640: 25%|██▌ | 7/28 [00:04<00:12, 1.64it/s] 13/299 7.15G 0.04761 0.03516 0.001685 294 640: 29%|██▊ | 8/28 [00:04<00:09, 2.03it/s] 13/299 7.15G 0.0479 0.03546 0.001677 267 640: 29%|██▊ | 8/28 [00:04<00:09, 2.03it/s] 13/299 7.15G 0.0479 0.03546 0.001677 267 640: 32%|███▏ | 9/28 [00:04<00:07, 2.46it/s] 13/299 7.15G 0.04821 0.03491 0.001746 215 640: 32%|███▏ | 9/28 [00:04<00:07, 2.46it/s] 13/299 7.15G 0.04821 0.03491 0.001746 215 640: 36%|███▌ | 10/28 [00:04<00:06, 2.81it/s] 13/299 7.15G 0.04817 0.03568 0.001728 316 640: 36%|███▌ | 10/28 [00:04<00:06, 2.81it/s] 13/299 7.15G 0.04817 0.03568 0.001728 316 640: 39%|███▉ | 11/28 [00:04<00:05, 3.21it/s] 13/299 7.15G 0.04825 0.03551 0.00176 276 640: 39%|███▉ | 11/28 [00:05<00:05, 3.21it/s] 13/299 7.15G 0.04825 0.03551 0.00176 276 640: 43%|████▎ | 12/28 [00:05<00:04, 3.44it/s] 13/299 7.15G 0.04801 0.03586 0.001752 299 640: 43%|████▎ | 12/28 [00:08<00:04, 3.44it/s] 13/299 7.15G 0.04801 0.03586 0.001752 299 640: 46%|████▋ | 13/28 [00:08<00:18, 1.25s/it] 13/299 7.15G 0.04785 0.03572 0.00171 271 640: 46%|████▋ | 13/28 [00:08<00:18, 1.25s/it] 13/299 7.15G 0.04785 0.03572 0.00171 271 640: 50%|█████ | 14/28 [00:08<00:13, 1.05it/s] 13/299 7.15G 0.04788 0.03588 0.001698 340 640: 50%|█████ | 14/28 [00:09<00:13, 1.05it/s] 13/299 7.15G 0.04788 0.03588 0.001698 340 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.38it/s] 13/299 7.15G 0.04791 0.03586 0.001673 284 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.38it/s] 13/299 7.15G 0.04791 0.03586 0.001673 284 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.73it/s] 13/299 7.15G 0.04786 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.568 0.539 0.531 0.245
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 14/299 7.15G 0.04845 0.03586 0.002837 272 640: 0%| | 0/28 [00:03<?, ?it/s] 14/299 7.15G 0.04845 0.03586 0.002837 272 640: 4%|▎ | 1/28 [00:03<01:31, 3.37s/it] 14/299 7.15G 0.04865 0.03691 0.002017 272 640: 4%|▎ | 1/28 [00:03<01:31, 3.37s/it] 14/299 7.15G 0.04865 0.03691 0.002017 272 640: 7%|▋ | 2/28 [00:03<00:39, 1.53s/it] 14/299 7.15G 0.04873 0.03688 0.001931 292 640: 7%|▋ | 2/28 [00:03<00:39, 1.53s/it] 14/299 7.15G 0.04873 0.03688 0.001931 292 640: 11%|█ | 3/28 [00:03<00:23, 1.08it/s] 14/299 7.15G 0.04846 0.03649 0.00173 290 640: 11%|█ | 3/28 [00:04<00:23, 1.08it/s] 14/299 7.15G 0.04846 0.03649 0.00173 290 640: 14%|█▍ | 4/28 [00:04<00:15, 1.52it/s] 14/299 7.15G 0.04887 0.03611 0.001743 243 640: 14%|█▍ | 4/28 [00:04<00:15, 1.52it/s] 14/299 7.15G 0.04887 0.03611 0.001743 243 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 14/299 7.15G 0.04878 0.03634 0.001723 291 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 14/299 7.15G 0.04878 0.03634 0.001723 291 640: 21%|██▏ | 6/28 [00:04<00:09, 2.44it/s] 14/299 7.15G 0.04862 0.03573 0.001644 272 640: 21%|██▏ | 6/28 [00:04<00:09, 2.44it/s] 14/299 7.15G 0.04862 0.03573 0.001644 272 640: 25%|██▌ | 7/28 [00:04<00:07, 2.89it/s] 14/299 7.15G 0.04843 0.03491 0.001581 216 640: 25%|██▌ | 7/28 [00:04<00:07, 2.89it/s] 14/299 7.15G 0.04843 0.03491 0.001581 216 640: 29%|██▊ | 8/28 [00:04<00:06, 3.20it/s] 14/299 7.15G 0.04879 0.03514 0.001604 270 640: 29%|██▊ | 8/28 [00:08<00:06, 3.20it/s] 14/299 7.15G 0.04879 0.03514 0.001604 270 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 14/299 7.15G 0.04909 0.03569 0.001643 319 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 14/299 7.15G 0.04909 0.03569 0.001643 319 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 14/299 7.15G 0.0489 0.03585 0.001714 265 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 14/299 7.15G 0.0489 0.03585 0.001714 265 640: 39%|███▉ | 11/28 [00:09<00:13, 1.31it/s] 14/299 7.15G 0.04911 0.03598 0.001694 278 640: 39%|███▉ | 11/28 [00:09<00:13, 1.31it/s] 14/299 7.15G 0.04911 0.03598 0.001694 278 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 14/299 7.15G 0.04885 0.03635 0.001689 258 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 14/299 7.15G 0.04885 0.03635 0.001689 258 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 14/299 7.15G 0.04873 0.03631 0.001693 276 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 14/299 7.15G 0.04873 0.03631 0.001693 276 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 14/299 7.15G 0.04849 0.03683 0.001709 362 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 14/299 7.15G 0.04849 0.03683 0.001709 362 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 14/299 7.15G 0.04834 0.03713 0.001744 344 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 14/299 7.15G 0.04834 0.03713 0.001744 344 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 14/299 7.15G 0.04819
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.599 0.507 0.523 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 15/299 7.15G 0.04743 0.03328 0.001479 233 640: 0%| | 0/28 [00:00<?, ?it/s] 15/299 7.15G 0.04743 0.03328 0.001479 233 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 15/299 7.15G 0.04688 0.0365 0.001516 314 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 15/299 7.15G 0.04688 0.0365 0.001516 314 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 15/299 7.15G 0.04593 0.03631 0.001333 265 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 15/299 7.15G 0.04593 0.03631 0.001333 265 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 15/299 7.15G 0.04494 0.03518 0.0012 238 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 15/299 7.15G 0.04494 0.03518 0.0012 238 640: 14%|█▍ | 4/28 [00:00<00:05, 4.34it/s] 15/299 7.15G 0.04484 0.03486 0.001361 277 640: 14%|█▍ | 4/28 [00:04<00:05, 4.34it/s] 15/299 7.15G 0.04484 0.03486 0.001361 277 640: 18%|█▊ | 5/28 [00:04<00:35, 1.55s/it] 15/299 7.15G 0.04475 0.03414 0.001564 281 640: 18%|█▊ | 5/28 [00:05<00:35, 1.55s/it] 15/299 7.15G 0.04475 0.03414 0.001564 281 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 15/299 7.15G 0.0448 0.0354 0.001578 331 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 15/299 7.15G 0.0448 0.0354 0.001578 331 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 15/299 7.15G 0.04475 0.03572 0.001522 281 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 15/299 7.15G 0.04475 0.03572 0.001522 281 640: 29%|██▊ | 8/28 [00:05<00:12, 1.59it/s] 15/299 7.15G 0.04467 0.0356 0.001454 268 640: 29%|██▊ | 8/28 [00:05<00:12, 1.59it/s] 15/299 7.15G 0.04467 0.0356 0.001454 268 640: 32%|███▏ | 9/28 [00:05<00:09, 2.00it/s] 15/299 7.15G 0.04504 0.03577 0.001416 303 640: 32%|███▏ | 9/28 [00:05<00:09, 2.00it/s] 15/299 7.15G 0.04504 0.03577 0.001416 303 640: 36%|███▌ | 10/28 [00:05<00:07, 2.37it/s] 15/299 7.15G 0.04514 0.03544 0.00141 225 640: 36%|███▌ | 10/28 [00:06<00:07, 2.37it/s] 15/299 7.15G 0.04514 0.03544 0.00141 225 640: 39%|███▉ | 11/28 [00:06<00:06, 2.80it/s] 15/299 7.15G 0.04558 0.03561 0.001442 318 640: 39%|███▉ | 11/28 [00:06<00:06, 2.80it/s] 15/299 7.15G 0.04558 0.03561 0.001442 318 640: 43%|████▎ | 12/28 [00:06<00:05, 3.13it/s] 15/299 7.15G 0.0461 0.03548 0.001466 241 640: 43%|████▎ | 12/28 [00:09<00:05, 3.13it/s] 15/299 7.15G 0.0461 0.03548 0.001466 241 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 15/299 7.15G 0.04604 0.03559 0.001478 303 640: 46%|████▋ | 13/28 [00:10<00:19, 1.28s/it] 15/299 7.15G 0.04604 0.03559 0.001478 303 640: 50%|█████ | 14/28 [00:10<00:13, 1.04it/s] 15/299 7.15G 0.04598 0.03532 0.001472 255 640: 50%|█████ | 14/28 [00:10<00:13, 1.04it/s] 15/299 7.15G 0.04598 0.03532 0.001472 255 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 15/299 7.15G 0.04625 0.03531 0.001507 283 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 15/299 7.15G 0.04625 0.03531 0.001507 283 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.71it/s] 15/299 7.15G 0.04641 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.583 0.506 0.514 0.231
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 16/299 7.15G 0.04599 0.03788 0.001376 283 640: 0%| | 0/28 [00:04<?, ?it/s] 16/299 7.15G 0.04599 0.03788 0.001376 283 640: 4%|▎ | 1/28 [00:04<01:53, 4.22s/it] 16/299 7.15G 0.04626 0.03568 0.001353 220 640: 4%|▎ | 1/28 [00:04<01:53, 4.22s/it] 16/299 7.15G 0.04626 0.03568 0.001353 220 640: 7%|▋ | 2/28 [00:04<00:48, 1.87s/it] 16/299 7.15G 0.04486 0.03473 0.001599 262 640: 7%|▋ | 2/28 [00:04<00:48, 1.87s/it] 16/299 7.15G 0.04486 0.03473 0.001599 262 640: 11%|█ | 3/28 [00:04<00:27, 1.11s/it] 16/299 7.15G 0.04617 0.03431 0.001685 254 640: 11%|█ | 3/28 [00:04<00:27, 1.11s/it] 16/299 7.15G 0.04617 0.03431 0.001685 254 640: 14%|█▍ | 4/28 [00:04<00:18, 1.31it/s] 16/299 7.15G 0.04568 0.03399 0.00162 260 640: 14%|█▍ | 4/28 [00:05<00:18, 1.31it/s] 16/299 7.15G 0.04568 0.03399 0.00162 260 640: 18%|█▊ | 5/28 [00:05<00:12, 1.77it/s] 16/299 7.15G 0.04566 0.0336 0.001562 233 640: 18%|█▊ | 5/28 [00:05<00:12, 1.77it/s] 16/299 7.15G 0.04566 0.0336 0.001562 233 640: 21%|██▏ | 6/28 [00:05<00:09, 2.22it/s] 16/299 7.15G 0.04573 0.03415 0.001611 278 640: 21%|██▏ | 6/28 [00:05<00:09, 2.22it/s] 16/299 7.15G 0.04573 0.03415 0.001611 278 640: 25%|██▌ | 7/28 [00:05<00:07, 2.69it/s] 16/299 7.15G 0.04543 0.03471 0.00158 295 640: 25%|██▌ | 7/28 [00:05<00:07, 2.69it/s] 16/299 7.15G 0.04543 0.03471 0.00158 295 640: 29%|██▊ | 8/28 [00:05<00:06, 3.06it/s] 16/299 7.15G 0.04538 0.03466 0.001628 265 640: 29%|██▊ | 8/28 [00:09<00:06, 3.06it/s] 16/299 7.15G 0.04538 0.03466 0.001628 265 640: 32%|███▏ | 9/28 [00:09<00:25, 1.36s/it] 16/299 7.15G 0.04538 0.03456 0.001571 263 640: 32%|███▏ | 9/28 [00:09<00:25, 1.36s/it] 16/299 7.15G 0.04538 0.03456 0.001571 263 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 16/299 7.15G 0.04512 0.03454 0.001568 262 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 16/299 7.15G 0.04512 0.03454 0.001568 262 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 16/299 7.15G 0.04488 0.03444 0.001622 277 640: 39%|███▉ | 11/28 [00:10<00:13, 1.30it/s] 16/299 7.15G 0.04488 0.03444 0.001622 277 640: 43%|████▎ | 12/28 [00:10<00:09, 1.65it/s] 16/299 7.15G 0.04513 0.03461 0.0016 286 640: 43%|████▎ | 12/28 [00:10<00:09, 1.65it/s] 16/299 7.15G 0.04513 0.03461 0.0016 286 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 16/299 7.15G 0.04532 0.03468 0.001668 265 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 16/299 7.15G 0.04532 0.03468 0.001668 265 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 16/299 7.15G 0.04538 0.03462 0.001659 242 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 16/299 7.15G 0.04538 0.03462 0.001659 242 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.86it/s] 16/299 7.15G 0.04554 0.0347 0.001741 271 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.86it/s] 16/299 7.15G 0.04554 0.0347 0.001741 271 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.18it/s] 16/299 7.15G 0.04568 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s]
all 110 564 0.609 0.485 0.527 0.242
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 17/299 7.15G 0.04278 0.03459 0.00192 231 640: 0%| | 0/28 [00:00<?, ?it/s] 17/299 7.15G 0.04278 0.03459 0.00192 231 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 17/299 7.15G 0.04396 0.03502 0.00153 254 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 17/299 7.15G 0.04396 0.03502 0.00153 254 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 17/299 7.15G 0.04579 0.03554 0.001428 276 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 17/299 7.15G 0.04579 0.03554 0.001428 276 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 17/299 7.15G 0.04722 0.03632 0.001487 343 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 17/299 7.15G 0.04722 0.03632 0.001487 343 640: 14%|█▍ | 4/28 [00:00<00:05, 4.37it/s] 17/299 7.15G 0.04668 0.03516 0.001481 259 640: 14%|█▍ | 4/28 [00:03<00:05, 4.37it/s] 17/299 7.15G 0.04668 0.03516 0.001481 259 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 17/299 7.15G 0.04656 0.03536 0.001507 258 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 17/299 7.15G 0.04656 0.03536 0.001507 258 640: 21%|██▏ | 6/28 [00:03<00:18, 1.18it/s] 17/299 7.15G 0.0463 0.03512 0.001465 273 640: 21%|██▏ | 6/28 [00:04<00:18, 1.18it/s] 17/299 7.15G 0.0463 0.03512 0.001465 273 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 17/299 7.15G 0.04605 0.03515 0.0014 288 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 17/299 7.15G 0.04605 0.03515 0.0014 288 640: 29%|██▊ | 8/28 [00:04<00:10, 1.95it/s] 17/299 7.15G 0.04604 0.03447 0.001509 203 640: 29%|██▊ | 8/28 [00:04<00:10, 1.95it/s] 17/299 7.15G 0.04604 0.03447 0.001509 203 640: 32%|███▏ | 9/28 [00:04<00:07, 2.39it/s] 17/299 7.15G 0.0458 0.03508 0.001509 302 640: 32%|███▏ | 9/28 [00:04<00:07, 2.39it/s] 17/299 7.15G 0.0458 0.03508 0.001509 302 640: 36%|███▌ | 10/28 [00:04<00:06, 2.76it/s] 17/299 7.15G 0.04587 0.03494 0.001456 255 640: 36%|███▌ | 10/28 [00:05<00:06, 2.76it/s] 17/299 7.15G 0.04587 0.03494 0.001456 255 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 17/299 7.15G 0.04566 0.03497 0.001448 284 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 17/299 7.15G 0.04566 0.03497 0.001448 284 640: 43%|████▎ | 12/28 [00:05<00:04, 3.42it/s] 17/299 7.15G 0.04568 0.03489 0.001433 293 640: 43%|████▎ | 12/28 [00:08<00:04, 3.42it/s] 17/299 7.15G 0.04568 0.03489 0.001433 293 640: 46%|████▋ | 13/28 [00:08<00:19, 1.28s/it] 17/299 7.15G 0.04563 0.03466 0.001387 260 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 17/299 7.15G 0.04563 0.03466 0.001387 260 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 17/299 7.15G 0.04564 0.03484 0.001429 267 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 17/299 7.15G 0.04564 0.03484 0.001429 267 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 17/299 7.15G 0.04555 0.03468 0.001415 259 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 17/299 7.15G 0.04555 0.03468 0.001415 259 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.70it/s] 17/299 7.15G 0.04574 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.54 0.554 0.557 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 18/299 7.15G 0.04152 0.03091 0.0008541 260 640: 0%| | 0/28 [00:03<?, ?it/s] 18/299 7.15G 0.04152 0.03091 0.0008541 260 640: 4%|▎ | 1/28 [00:03<01:38, 3.66s/it] 18/299 7.15G 0.04103 0.032 0.001778 258 640: 4%|▎ | 1/28 [00:03<01:38, 3.66s/it] 18/299 7.15G 0.04103 0.032 0.001778 258 640: 7%|▋ | 2/28 [00:03<00:42, 1.65s/it] 18/299 7.15G 0.04194 0.03621 0.001608 354 640: 7%|▋ | 2/28 [00:04<00:42, 1.65s/it] 18/299 7.15G 0.04194 0.03621 0.001608 354 640: 11%|█ | 3/28 [00:04<00:24, 1.01it/s] 18/299 7.15G 0.04211 0.03566 0.001479 250 640: 11%|█ | 3/28 [00:04<00:24, 1.01it/s] 18/299 7.15G 0.04211 0.03566 0.001479 250 640: 14%|█▍ | 4/28 [00:04<00:16, 1.44it/s] 18/299 7.15G 0.04245 0.03567 0.001472 290 640: 14%|█▍ | 4/28 [00:04<00:16, 1.44it/s] 18/299 7.15G 0.04245 0.03567 0.001472 290 640: 18%|█▊ | 5/28 [00:04<00:11, 1.92it/s] 18/299 7.15G 0.04309 0.03576 0.001422 267 640: 18%|█▊ | 5/28 [00:04<00:11, 1.92it/s] 18/299 7.15G 0.04309 0.03576 0.001422 267 640: 21%|██▏ | 6/28 [00:04<00:09, 2.37it/s] 18/299 7.15G 0.0431 0.03544 0.001386 238 640: 21%|██▏ | 6/28 [00:05<00:09, 2.37it/s] 18/299 7.15G 0.0431 0.03544 0.001386 238 640: 25%|██▌ | 7/28 [00:05<00:07, 2.83it/s] 18/299 7.15G 0.04325 0.03602 0.001318 356 640: 25%|██▌ | 7/28 [00:05<00:07, 2.83it/s] 18/299 7.15G 0.04325 0.03602 0.001318 356 640: 29%|██▊ | 8/28 [00:05<00:06, 3.18it/s] 18/299 7.15G 0.04312 0.03583 0.001256 251 640: 29%|██▊ | 8/28 [00:08<00:06, 3.18it/s] 18/299 7.15G 0.04312 0.03583 0.001256 251 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 18/299 7.15G 0.04331 0.03574 0.001241 246 640: 32%|███▏ | 9/28 [00:09<00:25, 1.36s/it] 18/299 7.15G 0.04331 0.03574 0.001241 246 640: 36%|███▌ | 10/28 [00:09<00:18, 1.02s/it] 18/299 7.15G 0.04333 0.03522 0.001185 249 640: 36%|███▌ | 10/28 [00:09<00:18, 1.02s/it] 18/299 7.15G 0.04333 0.03522 0.001185 249 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 18/299 7.15G 0.04375 0.03542 0.001194 290 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 18/299 7.15G 0.04375 0.03542 0.001194 290 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 18/299 7.15G 0.044 0.03532 0.001204 304 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 18/299 7.15G 0.044 0.03532 0.001204 304 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 18/299 7.15G 0.04416 0.03527 0.001231 313 640: 46%|████▋ | 13/28 [00:10<00:07, 2.04it/s] 18/299 7.15G 0.04416 0.03527 0.001231 313 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 18/299 7.15G 0.0447 0.03548 0.001264 320 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 18/299 7.15G 0.0447 0.03548 0.001264 320 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 18/299 7.15G 0.04523 0.03533 0.001288 284 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 18/299 7.15G 0.04523 0.03533 0.001288 284 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.15it/s] 18/299 7.15G 0.04539 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.572 0.561 0.569 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 19/299 7.15G 0.04179 0.03593 0.0009654 304 640: 0%| | 0/28 [00:00<?, ?it/s] 19/299 7.15G 0.04179 0.03593 0.0009654 304 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 19/299 7.15G 0.04145 0.03294 0.001421 254 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 19/299 7.15G 0.04145 0.03294 0.001421 254 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 19/299 7.15G 0.04306 0.03345 0.001659 280 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 19/299 7.15G 0.04306 0.03345 0.001659 280 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 19/299 7.15G 0.04278 0.03502 0.001564 298 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 19/299 7.15G 0.04278 0.03502 0.001564 298 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 19/299 7.15G 0.04277 0.03552 0.001648 302 640: 14%|█▍ | 4/28 [00:03<00:05, 4.32it/s] 19/299 7.15G 0.04277 0.03552 0.001648 302 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 19/299 7.15G 0.04305 0.03464 0.001654 260 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 19/299 7.15G 0.04305 0.03464 0.001654 260 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 19/299 7.15G 0.04329 0.03521 0.001651 299 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 19/299 7.15G 0.04329 0.03521 0.001651 299 640: 25%|██▌ | 7/28 [00:03<00:12, 1.64it/s] 19/299 7.15G 0.04389 0.03472 0.001553 248 640: 25%|██▌ | 7/28 [00:04<00:12, 1.64it/s] 19/299 7.15G 0.04389 0.03472 0.001553 248 640: 29%|██▊ | 8/28 [00:04<00:09, 2.04it/s] 19/299 7.15G 0.04385 0.03424 0.001555 254 640: 29%|██▊ | 8/28 [00:04<00:09, 2.04it/s] 19/299 7.15G 0.04385 0.03424 0.001555 254 640: 32%|███▏ | 9/28 [00:04<00:07, 2.47it/s] 19/299 7.15G 0.04368 0.03384 0.001705 203 640: 32%|███▏ | 9/28 [00:04<00:07, 2.47it/s] 19/299 7.15G 0.04368 0.03384 0.001705 203 640: 36%|███▌ | 10/28 [00:04<00:06, 2.83it/s] 19/299 7.15G 0.0436 0.03458 0.001678 331 640: 36%|███▌ | 10/28 [00:04<00:06, 2.83it/s] 19/299 7.15G 0.0436 0.03458 0.001678 331 640: 39%|███▉ | 11/28 [00:04<00:05, 3.22it/s] 19/299 7.15G 0.04347 0.03483 0.001668 292 640: 39%|███▉ | 11/28 [00:05<00:05, 3.22it/s] 19/299 7.15G 0.04347 0.03483 0.001668 292 640: 43%|████▎ | 12/28 [00:05<00:04, 3.45it/s] 19/299 7.15G 0.04395 0.03513 0.001634 370 640: 43%|████▎ | 12/28 [00:08<00:04, 3.45it/s] 19/299 7.15G 0.04395 0.03513 0.001634 370 640: 46%|████▋ | 13/28 [00:08<00:20, 1.37s/it] 19/299 7.15G 0.04409 0.03468 0.001566 209 640: 46%|████▋ | 13/28 [00:09<00:20, 1.37s/it] 19/299 7.15G 0.04409 0.03468 0.001566 209 640: 50%|█████ | 14/28 [00:09<00:14, 1.02s/it] 19/299 7.15G 0.04426 0.03437 0.001553 221 640: 50%|█████ | 14/28 [00:09<00:14, 1.02s/it] 19/299 7.15G 0.04426 0.03437 0.001553 221 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 19/299 7.15G 0.0444 0.03454 0.001532 303 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 19/299 7.15G 0.0444 0.03454 0.001532 303 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.63it/s] 19/299 7.15G 0.04467 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.582 0.536 0.565 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 20/299 7.15G 0.04236 0.0346 0.001068 238 640: 0%| | 0/28 [00:02<?, ?it/s] 20/299 7.15G 0.04236 0.0346 0.001068 238 640: 4%|▎ | 1/28 [00:02<01:14, 2.76s/it] 20/299 7.15G 0.04359 0.03724 0.001109 330 640: 4%|▎ | 1/28 [00:03<01:14, 2.76s/it] 20/299 7.15G 0.04359 0.03724 0.001109 330 640: 7%|▋ | 2/28 [00:03<00:33, 1.28s/it] 20/299 7.15G 0.0426 0.0373 0.001104 284 640: 7%|▋ | 2/28 [00:03<00:33, 1.28s/it] 20/299 7.15G 0.0426 0.0373 0.001104 284 640: 11%|█ | 3/28 [00:03<00:19, 1.26it/s] 20/299 7.15G 0.0433 0.03703 0.001255 293 640: 11%|█ | 3/28 [00:03<00:19, 1.26it/s] 20/299 7.15G 0.0433 0.03703 0.001255 293 640: 14%|█▍ | 4/28 [00:03<00:13, 1.74it/s] 20/299 7.15G 0.04285 0.03596 0.001226 250 640: 14%|█▍ | 4/28 [00:03<00:13, 1.74it/s] 20/299 7.15G 0.04285 0.03596 0.001226 250 640: 18%|█▊ | 5/28 [00:03<00:10, 2.24it/s] 20/299 7.15G 0.04297 0.03522 0.001186 248 640: 18%|█▊ | 5/28 [00:03<00:10, 2.24it/s] 20/299 7.15G 0.04297 0.03522 0.001186 248 640: 21%|██▏ | 6/28 [00:03<00:08, 2.66it/s] 20/299 7.15G 0.04283 0.03542 0.00125 286 640: 21%|██▏ | 6/28 [00:04<00:08, 2.66it/s] 20/299 7.15G 0.04283 0.03542 0.00125 286 640: 25%|██▌ | 7/28 [00:04<00:06, 3.09it/s] 20/299 7.15G 0.04286 0.03494 0.001272 280 640: 25%|██▌ | 7/28 [00:04<00:06, 3.09it/s] 20/299 7.15G 0.04286 0.03494 0.001272 280 640: 29%|██▊ | 8/28 [00:04<00:05, 3.37it/s] 20/299 7.15G 0.04298 0.03492 0.001424 284 640: 29%|██▊ | 8/28 [00:08<00:05, 3.37it/s] 20/299 7.15G 0.04298 0.03492 0.001424 284 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 20/299 7.15G 0.04374 0.03479 0.001415 316 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 20/299 7.15G 0.04374 0.03479 0.001415 316 640: 36%|███▌ | 10/28 [00:08<00:19, 1.06s/it] 20/299 7.15G 0.04379 0.03429 0.001399 263 640: 36%|███▌ | 10/28 [00:08<00:19, 1.06s/it] 20/299 7.15G 0.04379 0.03429 0.001399 263 640: 39%|███▉ | 11/28 [00:08<00:13, 1.25it/s] 20/299 7.15G 0.04408 0.03445 0.001406 332 640: 39%|███▉ | 11/28 [00:08<00:13, 1.25it/s] 20/299 7.15G 0.04408 0.03445 0.001406 332 640: 43%|████▎ | 12/28 [00:08<00:10, 1.59it/s] 20/299 7.15G 0.04401 0.03455 0.001409 260 640: 43%|████▎ | 12/28 [00:09<00:10, 1.59it/s] 20/299 7.15G 0.04401 0.03455 0.001409 260 640: 46%|████▋ | 13/28 [00:09<00:07, 1.98it/s] 20/299 7.15G 0.04411 0.03429 0.001418 260 640: 46%|████▋ | 13/28 [00:09<00:07, 1.98it/s] 20/299 7.15G 0.04411 0.03429 0.001418 260 640: 50%|█████ | 14/28 [00:09<00:05, 2.34it/s] 20/299 7.15G 0.04402 0.03405 0.001389 245 640: 50%|█████ | 14/28 [00:09<00:05, 2.34it/s] 20/299 7.15G 0.04402 0.03405 0.001389 245 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.76it/s] 20/299 7.15G 0.04394 0.03446 0.001461 330 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.76it/s] 20/299 7.15G 0.04394 0.03446 0.001461 330 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.06it/s] 20/299 7.15G 0.04384 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.618 0.508 0.56 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 21/299 7.15G 0.04255 0.03637 0.002009 323 640: 0%| | 0/28 [00:00<?, ?it/s] 21/299 7.15G 0.04255 0.03637 0.002009 323 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 21/299 7.15G 0.04334 0.03752 0.001559 331 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 21/299 7.15G 0.04334 0.03752 0.001559 331 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 21/299 7.15G 0.04295 0.03567 0.001848 280 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 21/299 7.15G 0.04295 0.03567 0.001848 280 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 21/299 7.15G 0.04238 0.03634 0.001759 276 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 21/299 7.15G 0.04238 0.03634 0.001759 276 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 21/299 7.15G 0.0425 0.03538 0.00182 277 640: 14%|█▍ | 4/28 [00:04<00:05, 4.32it/s] 21/299 7.15G 0.0425 0.03538 0.00182 277 640: 18%|█▊ | 5/28 [00:04<00:29, 1.27s/it] 21/299 7.15G 0.04304 0.03497 0.001714 281 640: 18%|█▊ | 5/28 [00:04<00:29, 1.27s/it] 21/299 7.15G 0.04304 0.03497 0.001714 281 640: 21%|██▏ | 6/28 [00:04<00:20, 1.09it/s] 21/299 7.15G 0.04309 0.03488 0.001616 268 640: 21%|██▏ | 6/28 [00:04<00:20, 1.09it/s] 21/299 7.15G 0.04309 0.03488 0.001616 268 640: 25%|██▌ | 7/28 [00:04<00:14, 1.45it/s] 21/299 7.15G 0.04302 0.03419 0.001627 235 640: 25%|██▌ | 7/28 [00:04<00:14, 1.45it/s] 21/299 7.15G 0.04302 0.03419 0.001627 235 640: 29%|██▊ | 8/28 [00:04<00:10, 1.84it/s] 21/299 7.15G 0.04316 0.03453 0.001636 329 640: 29%|██▊ | 8/28 [00:04<00:10, 1.84it/s] 21/299 7.15G 0.04316 0.03453 0.001636 329 640: 32%|███▏ | 9/28 [00:04<00:08, 2.28it/s] 21/299 7.15G 0.04372 0.03419 0.001623 298 640: 32%|███▏ | 9/28 [00:05<00:08, 2.28it/s] 21/299 7.15G 0.04372 0.03419 0.001623 298 640: 36%|███▌ | 10/28 [00:05<00:06, 2.66it/s] 21/299 7.15G 0.0438 0.03407 0.001567 268 640: 36%|███▌ | 10/28 [00:05<00:06, 2.66it/s] 21/299 7.15G 0.0438 0.03407 0.001567 268 640: 39%|███▉ | 11/28 [00:05<00:05, 3.07it/s] 21/299 7.15G 0.04428 0.03447 0.001515 266 640: 39%|███▉ | 11/28 [00:05<00:05, 3.07it/s] 21/299 7.15G 0.04428 0.03447 0.001515 266 640: 43%|████▎ | 12/28 [00:05<00:04, 3.36it/s] 21/299 7.15G 0.04473 0.03417 0.001508 253 640: 43%|████▎ | 12/28 [00:09<00:04, 3.36it/s] 21/299 7.15G 0.04473 0.03417 0.001508 253 640: 46%|████▋ | 13/28 [00:09<00:19, 1.32s/it] 21/299 7.15G 0.04496 0.034 0.00146 259 640: 46%|████▋ | 13/28 [00:09<00:19, 1.32s/it] 21/299 7.15G 0.04496 0.034 0.00146 259 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 21/299 7.15G 0.04499 0.03407 0.001508 307 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 21/299 7.15G 0.04499 0.03407 0.001508 307 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.32it/s] 21/299 7.15G 0.04501 0.03438 0.001488 305 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.32it/s] 21/299 7.15G 0.04501 0.03438 0.001488 305 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.67it/s] 21/299 7.15G 0.04508 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.516 0.504 0.499 0.233
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 22/299 7.15G 0.04228 0.03344 0.001448 248 640: 0%| | 0/28 [00:03<?, ?it/s] 22/299 7.15G 0.04228 0.03344 0.001448 248 640: 4%|▎ | 1/28 [00:03<01:26, 3.22s/it] 22/299 7.15G 0.04053 0.03428 0.001444 290 640: 4%|▎ | 1/28 [00:03<01:26, 3.22s/it] 22/299 7.15G 0.04053 0.03428 0.001444 290 640: 7%|▋ | 2/28 [00:03<00:38, 1.47s/it] 22/299 7.15G 0.04221 0.03602 0.001247 346 640: 7%|▋ | 2/28 [00:03<00:38, 1.47s/it] 22/299 7.15G 0.04221 0.03602 0.001247 346 640: 11%|█ | 3/28 [00:03<00:22, 1.12it/s] 22/299 7.15G 0.04302 0.03498 0.001286 230 640: 11%|█ | 3/28 [00:03<00:22, 1.12it/s] 22/299 7.15G 0.04302 0.03498 0.001286 230 640: 14%|█▍ | 4/28 [00:03<00:15, 1.57it/s] 22/299 7.15G 0.04309 0.0341 0.001457 274 640: 14%|█▍ | 4/28 [00:04<00:15, 1.57it/s] 22/299 7.15G 0.04309 0.0341 0.001457 274 640: 18%|█▊ | 5/28 [00:04<00:11, 2.06it/s] 22/299 7.15G 0.04283 0.03372 0.001379 278 640: 18%|█▊ | 5/28 [00:04<00:11, 2.06it/s] 22/299 7.15G 0.04283 0.03372 0.001379 278 640: 21%|██▏ | 6/28 [00:04<00:08, 2.48it/s] 22/299 7.15G 0.0424 0.03354 0.001304 267 640: 21%|██▏ | 6/28 [00:04<00:08, 2.48it/s] 22/299 7.15G 0.0424 0.03354 0.001304 267 640: 25%|██▌ | 7/28 [00:04<00:07, 2.93it/s] 22/299 7.15G 0.04244 0.03385 0.001253 300 640: 25%|██▌ | 7/28 [00:04<00:07, 2.93it/s] 22/299 7.15G 0.04244 0.03385 0.001253 300 640: 29%|██▊ | 8/28 [00:04<00:06, 3.23it/s] 22/299 7.15G 0.04226 0.03358 0.001253 259 640: 29%|██▊ | 8/28 [00:08<00:06, 3.23it/s] 22/299 7.15G 0.04226 0.03358 0.001253 259 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 22/299 7.15G 0.04254 0.03328 0.001285 241 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 22/299 7.15G 0.04254 0.03328 0.001285 241 640: 36%|███▌ | 10/28 [00:08<00:19, 1.06s/it] 22/299 7.15G 0.04234 0.03322 0.001325 247 640: 36%|███▌ | 10/28 [00:09<00:19, 1.06s/it] 22/299 7.15G 0.04234 0.03322 0.001325 247 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 22/299 7.15G 0.04246 0.03362 0.001293 323 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 22/299 7.15G 0.04246 0.03362 0.001293 323 640: 43%|████▎ | 12/28 [00:09<00:10, 1.58it/s] 22/299 7.15G 0.04252 0.03406 0.001264 333 640: 43%|████▎ | 12/28 [00:09<00:10, 1.58it/s] 22/299 7.15G 0.04252 0.03406 0.001264 333 640: 46%|████▋ | 13/28 [00:09<00:07, 1.97it/s] 22/299 7.15G 0.04235 0.03387 0.001251 253 640: 46%|████▋ | 13/28 [00:09<00:07, 1.97it/s] 22/299 7.15G 0.04235 0.03387 0.001251 253 640: 50%|█████ | 14/28 [00:09<00:05, 2.33it/s] 22/299 7.15G 0.04258 0.03374 0.001234 283 640: 50%|█████ | 14/28 [00:10<00:05, 2.33it/s] 22/299 7.15G 0.04258 0.03374 0.001234 283 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.74it/s] 22/299 7.15G 0.04272 0.03339 0.001273 222 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.74it/s] 22/299 7.15G 0.04272 0.03339 0.001273 222 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.05it/s] 22/299 7.15G 0.04284 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.609 0.513 0.532 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 23/299 7.15G 0.04207 0.03086 0.001269 216 640: 0%| | 0/28 [00:00<?, ?it/s] 23/299 7.15G 0.04207 0.03086 0.001269 216 640: 4%|▎ | 1/28 [00:00<00:07, 3.52it/s] 23/299 7.15G 0.04319 0.03173 0.00146 290 640: 4%|▎ | 1/28 [00:00<00:07, 3.52it/s] 23/299 7.15G 0.04319 0.03173 0.00146 290 640: 7%|▋ | 2/28 [00:00<00:06, 3.85it/s] 23/299 7.15G 0.04391 0.03249 0.001367 273 640: 7%|▋ | 2/28 [00:00<00:06, 3.85it/s] 23/299 7.15G 0.04391 0.03249 0.001367 273 640: 11%|█ | 3/28 [00:00<00:05, 4.18it/s] 23/299 7.15G 0.04316 0.0339 0.001366 334 640: 11%|█ | 3/28 [00:00<00:05, 4.18it/s] 23/299 7.15G 0.04316 0.0339 0.001366 334 640: 14%|█▍ | 4/28 [00:00<00:05, 4.15it/s] 23/299 7.15G 0.04252 0.03334 0.001292 269 640: 14%|█▍ | 4/28 [00:03<00:05, 4.15it/s] 23/299 7.15G 0.04252 0.03334 0.001292 269 640: 18%|█▊ | 5/28 [00:03<00:27, 1.21s/it] 23/299 7.15G 0.04278 0.03476 0.00135 339 640: 18%|█▊ | 5/28 [00:04<00:27, 1.21s/it] 23/299 7.15G 0.04278 0.03476 0.00135 339 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 23/299 7.15G 0.04305 0.03453 0.001297 309 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 23/299 7.15G 0.04305 0.03453 0.001297 309 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 23/299 7.15G 0.04271 0.03384 0.001306 257 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 23/299 7.15G 0.04271 0.03384 0.001306 257 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 23/299 7.15G 0.04215 0.03363 0.001268 257 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 23/299 7.15G 0.04215 0.03363 0.001268 257 640: 32%|███▏ | 9/28 [00:04<00:08, 2.32it/s] 23/299 7.15G 0.04184 0.03362 0.00134 271 640: 32%|███▏ | 9/28 [00:05<00:08, 2.32it/s] 23/299 7.15G 0.04184 0.03362 0.00134 271 640: 36%|███▌ | 10/28 [00:05<00:06, 2.68it/s] 23/299 7.15G 0.04207 0.03352 0.001373 288 640: 36%|███▌ | 10/28 [00:05<00:06, 2.68it/s] 23/299 7.15G 0.04207 0.03352 0.001373 288 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 23/299 7.15G 0.04221 0.03354 0.001361 269 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 23/299 7.15G 0.04221 0.03354 0.001361 269 640: 43%|████▎ | 12/28 [00:05<00:04, 3.33it/s] 23/299 7.15G 0.04255 0.03336 0.001328 295 640: 43%|████▎ | 12/28 [00:09<00:04, 3.33it/s] 23/299 7.15G 0.04255 0.03336 0.001328 295 640: 46%|████▋ | 13/28 [00:09<00:21, 1.46s/it] 23/299 7.15G 0.04274 0.03345 0.001314 314 640: 46%|████▋ | 13/28 [00:09<00:21, 1.46s/it] 23/299 7.15G 0.04274 0.03345 0.001314 314 640: 50%|█████ | 14/28 [00:09<00:15, 1.09s/it] 23/299 7.15G 0.04307 0.03331 0.001335 253 640: 50%|█████ | 14/28 [00:10<00:15, 1.09s/it] 23/299 7.15G 0.04307 0.03331 0.001335 253 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.21it/s] 23/299 7.15G 0.04352 0.03335 0.00132 268 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.21it/s] 23/299 7.15G 0.04352 0.03335 0.00132 268 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.54it/s] 23/299 7.15G 0.04381 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.63 0.493 0.555 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 24/299 7.15G 0.03985 0.02987 0.001011 256 640: 0%| | 0/28 [00:04<?, ?it/s] 24/299 7.15G 0.03985 0.02987 0.001011 256 640: 4%|▎ | 1/28 [00:04<01:52, 4.18s/it] 24/299 7.15G 0.04279 0.03309 0.001221 278 640: 4%|▎ | 1/28 [00:04<01:52, 4.18s/it] 24/299 7.15G 0.04279 0.03309 0.001221 278 640: 7%|▋ | 2/28 [00:04<00:48, 1.87s/it] 24/299 7.15G 0.04366 0.03346 0.001488 231 640: 7%|▋ | 2/28 [00:04<00:48, 1.87s/it] 24/299 7.15G 0.04366 0.03346 0.001488 231 640: 11%|█ | 3/28 [00:04<00:27, 1.11s/it] 24/299 7.15G 0.04286 0.03363 0.001468 283 640: 11%|█ | 3/28 [00:04<00:27, 1.11s/it] 24/299 7.15G 0.04286 0.03363 0.001468 283 640: 14%|█▍ | 4/28 [00:04<00:18, 1.30it/s] 24/299 7.15G 0.04358 0.03203 0.001327 195 640: 14%|█▍ | 4/28 [00:05<00:18, 1.30it/s] 24/299 7.15G 0.04358 0.03203 0.001327 195 640: 18%|█▊ | 5/28 [00:05<00:13, 1.76it/s] 24/299 7.15G 0.04373 0.03174 0.001271 240 640: 18%|█▊ | 5/28 [00:05<00:13, 1.76it/s] 24/299 7.15G 0.04373 0.03174 0.001271 240 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 24/299 7.15G 0.04417 0.03135 0.001258 227 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 24/299 7.15G 0.04417 0.03135 0.001258 227 640: 25%|██▌ | 7/28 [00:05<00:07, 2.65it/s] 24/299 7.15G 0.0442 0.03259 0.001248 336 640: 25%|██▌ | 7/28 [00:05<00:07, 2.65it/s] 24/299 7.15G 0.0442 0.03259 0.001248 336 640: 29%|██▊ | 8/28 [00:05<00:06, 2.98it/s] 24/299 7.15G 0.04466 0.0323 0.001208 219 640: 29%|██▊ | 8/28 [00:09<00:06, 2.98it/s] 24/299 7.15G 0.04466 0.0323 0.001208 219 640: 32%|███▏ | 9/28 [00:09<00:25, 1.35s/it] 24/299 7.15G 0.0449 0.03266 0.00128 310 640: 32%|███▏ | 9/28 [00:09<00:25, 1.35s/it] 24/299 7.15G 0.0449 0.03266 0.00128 310 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 24/299 7.15G 0.04471 0.03286 0.001356 253 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 24/299 7.15G 0.04471 0.03286 0.001356 253 640: 39%|███▉ | 11/28 [00:09<00:12, 1.31it/s] 24/299 7.15G 0.04487 0.03274 0.001332 275 640: 39%|███▉ | 11/28 [00:10<00:12, 1.31it/s] 24/299 7.15G 0.04487 0.03274 0.001332 275 640: 43%|████▎ | 12/28 [00:10<00:09, 1.65it/s] 24/299 7.15G 0.04479 0.03306 0.001356 282 640: 43%|████▎ | 12/28 [00:10<00:09, 1.65it/s] 24/299 7.15G 0.04479 0.03306 0.001356 282 640: 46%|████▋ | 13/28 [00:10<00:07, 2.05it/s] 24/299 7.15G 0.04462 0.03293 0.001384 271 640: 46%|████▋ | 13/28 [00:10<00:07, 2.05it/s] 24/299 7.15G 0.04462 0.03293 0.001384 271 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 24/299 7.15G 0.04434 0.03295 0.001458 250 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 24/299 7.15G 0.04434 0.03295 0.001458 250 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 24/299 7.15G 0.04403 0.03271 0.001433 197 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 24/299 7.15G 0.04403 0.03271 0.001433 197 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.14it/s] 24/299 7.15G 0.04361 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.581 0.534 0.553 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 25/299 7.15G 0.03846 0.03122 0.0009853 244 640: 0%| | 0/28 [00:00<?, ?it/s] 25/299 7.15G 0.03846 0.03122 0.0009853 244 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 25/299 7.15G 0.04001 0.03403 0.001236 293 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 25/299 7.15G 0.04001 0.03403 0.001236 293 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 25/299 7.15G 0.04021 0.0348 0.001299 290 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 25/299 7.15G 0.04021 0.0348 0.001299 290 640: 11%|█ | 3/28 [00:00<00:05, 4.50it/s] 25/299 7.15G 0.04028 0.0348 0.001353 243 640: 11%|█ | 3/28 [00:00<00:05, 4.50it/s] 25/299 7.15G 0.04028 0.0348 0.001353 243 640: 14%|█▍ | 4/28 [00:00<00:05, 4.35it/s] 25/299 7.15G 0.04019 0.03521 0.001349 348 640: 14%|█▍ | 4/28 [00:05<00:05, 4.35it/s] 25/299 7.15G 0.04019 0.03521 0.001349 348 640: 18%|█▊ | 5/28 [00:05<00:37, 1.62s/it] 25/299 7.15G 0.04039 0.03494 0.001283 268 640: 18%|█▊ | 5/28 [00:05<00:37, 1.62s/it] 25/299 7.15G 0.04039 0.03494 0.001283 268 640: 21%|██▏ | 6/28 [00:05<00:25, 1.15s/it] 25/299 7.15G 0.04057 0.03478 0.00126 290 640: 21%|██▏ | 6/28 [00:05<00:25, 1.15s/it] 25/299 7.15G 0.04057 0.03478 0.00126 290 640: 25%|██▌ | 7/28 [00:05<00:17, 1.18it/s] 25/299 7.15G 0.0404 0.03448 0.001261 256 640: 25%|██▌ | 7/28 [00:05<00:17, 1.18it/s] 25/299 7.15G 0.0404 0.03448 0.001261 256 640: 29%|██▊ | 8/28 [00:05<00:13, 1.53it/s] 25/299 7.15G 0.04011 0.034 0.001264 235 640: 29%|██▊ | 8/28 [00:05<00:13, 1.53it/s] 25/299 7.15G 0.04011 0.034 0.001264 235 640: 32%|███▏ | 9/28 [00:05<00:09, 1.93it/s] 25/299 7.15G 0.04031 0.03394 0.001312 282 640: 32%|███▏ | 9/28 [00:06<00:09, 1.93it/s] 25/299 7.15G 0.04031 0.03394 0.001312 282 640: 36%|███▌ | 10/28 [00:06<00:07, 2.31it/s] 25/299 7.15G 0.04036 0.03425 0.001271 322 640: 36%|███▌ | 10/28 [00:06<00:07, 2.31it/s] 25/299 7.15G 0.04036 0.03425 0.001271 322 640: 39%|███▉ | 11/28 [00:06<00:06, 2.73it/s] 25/299 7.15G 0.04065 0.03423 0.001266 252 640: 39%|███▉ | 11/28 [00:06<00:06, 2.73it/s] 25/299 7.15G 0.04065 0.03423 0.001266 252 640: 43%|████▎ | 12/28 [00:06<00:05, 3.05it/s] 25/299 7.15G 0.04061 0.0338 0.001262 255 640: 43%|████▎ | 12/28 [00:10<00:05, 3.05it/s] 25/299 7.15G 0.04061 0.0338 0.001262 255 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 25/299 7.15G 0.04075 0.0336 0.001315 259 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 25/299 7.15G 0.04075 0.0336 0.001315 259 640: 50%|█████ | 14/28 [00:10<00:14, 1.03s/it] 25/299 7.15G 0.0411 0.0335 0.001298 278 640: 50%|█████ | 14/28 [00:10<00:14, 1.03s/it] 25/299 7.15G 0.0411 0.0335 0.001298 278 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.27it/s] 25/299 7.15G 0.04132 0.03353 0.001269 277 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.27it/s] 25/299 7.15G 0.04132 0.03353 0.001269 277 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.61it/s] 25/299 7.15G 0.04126 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.601 0.556 0.57 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 26/299 7.15G 0.04212 0.03401 0.001287 299 640: 0%| | 0/28 [00:03<?, ?it/s] 26/299 7.15G 0.04212 0.03401 0.001287 299 640: 4%|▎ | 1/28 [00:03<01:23, 3.09s/it] 26/299 7.15G 0.04158 0.03378 0.001208 295 640: 4%|▎ | 1/28 [00:03<01:23, 3.09s/it] 26/299 7.15G 0.04158 0.03378 0.001208 295 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 26/299 7.15G 0.04209 0.03456 0.001084 296 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 26/299 7.15G 0.04209 0.03456 0.001084 296 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 26/299 7.15G 0.04197 0.03423 0.001092 283 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 26/299 7.15G 0.04197 0.03423 0.001092 283 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 26/299 7.15G 0.04175 0.03305 0.001016 226 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 26/299 7.15G 0.04175 0.03305 0.001016 226 640: 18%|█▊ | 5/28 [00:03<00:10, 2.13it/s] 26/299 7.15G 0.04198 0.03312 0.001055 283 640: 18%|█▊ | 5/28 [00:04<00:10, 2.13it/s] 26/299 7.15G 0.04198 0.03312 0.001055 283 640: 21%|██▏ | 6/28 [00:04<00:08, 2.57it/s] 26/299 7.15G 0.04287 0.03291 0.001056 285 640: 21%|██▏ | 6/28 [00:04<00:08, 2.57it/s] 26/299 7.15G 0.04287 0.03291 0.001056 285 640: 25%|██▌ | 7/28 [00:04<00:06, 3.03it/s] 26/299 7.15G 0.04255 0.03303 0.00102 271 640: 25%|██▌ | 7/28 [00:04<00:06, 3.03it/s] 26/299 7.15G 0.04255 0.03303 0.00102 271 640: 29%|██▊ | 8/28 [00:04<00:05, 3.33it/s] 26/299 7.15G 0.04262 0.03276 0.001069 272 640: 29%|██▊ | 8/28 [00:08<00:05, 3.33it/s] 26/299 7.15G 0.04262 0.03276 0.001069 272 640: 32%|███▏ | 9/28 [00:08<00:27, 1.43s/it] 26/299 7.15G 0.04247 0.03268 0.001035 245 640: 32%|███▏ | 9/28 [00:08<00:27, 1.43s/it] 26/299 7.15G 0.04247 0.03268 0.001035 245 640: 36%|███▌ | 10/28 [00:08<00:19, 1.06s/it] 26/299 7.15G 0.0426 0.03263 0.001017 282 640: 36%|███▌ | 10/28 [00:09<00:19, 1.06s/it] 26/299 7.15G 0.0426 0.03263 0.001017 282 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 26/299 7.15G 0.04261 0.03306 0.001001 282 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 26/299 7.15G 0.04261 0.03306 0.001001 282 640: 43%|████▎ | 12/28 [00:09<00:10, 1.59it/s] 26/299 7.15G 0.04318 0.03297 0.001009 282 640: 43%|████▎ | 12/28 [00:09<00:10, 1.59it/s] 26/299 7.15G 0.04318 0.03297 0.001009 282 640: 46%|████▋ | 13/28 [00:09<00:07, 2.00it/s] 26/299 7.15G 0.04364 0.03315 0.0009941 314 640: 46%|████▋ | 13/28 [00:09<00:07, 2.00it/s] 26/299 7.15G 0.04364 0.03315 0.0009941 314 640: 50%|█████ | 14/28 [00:09<00:05, 2.39it/s] 26/299 7.15G 0.04403 0.03303 0.001029 260 640: 50%|█████ | 14/28 [00:09<00:05, 2.39it/s] 26/299 7.15G 0.04403 0.03303 0.001029 260 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.81it/s] 26/299 7.15G 0.04395 0.03296 0.00106 263 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.81it/s] 26/299 7.15G 0.04395 0.03296 0.00106 263 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.13it/s] 26/299 7.15G 0.04391 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s]
all 110 564 0.589 0.571 0.585 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 27/299 7.15G 0.04201 0.03949 0.00115 365 640: 0%| | 0/28 [00:00<?, ?it/s] 27/299 7.15G 0.04201 0.03949 0.00115 365 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 27/299 7.15G 0.04142 0.03554 0.001515 260 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 27/299 7.15G 0.04142 0.03554 0.001515 260 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 27/299 7.15G 0.04189 0.03709 0.001416 371 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 27/299 7.15G 0.04189 0.03709 0.001416 371 640: 11%|█ | 3/28 [00:00<00:05, 4.40it/s] 27/299 7.15G 0.04233 0.03806 0.001336 319 640: 11%|█ | 3/28 [00:00<00:05, 4.40it/s] 27/299 7.15G 0.04233 0.03806 0.001336 319 640: 14%|█▍ | 4/28 [00:00<00:05, 4.27it/s] 27/299 7.15G 0.04164 0.03743 0.001273 312 640: 14%|█▍ | 4/28 [00:03<00:05, 4.27it/s] 27/299 7.15G 0.04164 0.03743 0.001273 312 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 27/299 7.15G 0.04108 0.0365 0.001227 249 640: 18%|█▊ | 5/28 [00:03<00:25, 1.09s/it] 27/299 7.15G 0.04108 0.0365 0.001227 249 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 27/299 7.15G 0.04117 0.03545 0.001268 255 640: 21%|██▏ | 6/28 [00:03<00:17, 1.25it/s] 27/299 7.15G 0.04117 0.03545 0.001268 255 640: 25%|██▌ | 7/28 [00:03<00:12, 1.64it/s] 27/299 7.15G 0.04143 0.03583 0.001194 294 640: 25%|██▌ | 7/28 [00:04<00:12, 1.64it/s] 27/299 7.15G 0.04143 0.03583 0.001194 294 640: 29%|██▊ | 8/28 [00:04<00:09, 2.03it/s] 27/299 7.15G 0.04156 0.03561 0.001151 285 640: 29%|██▊ | 8/28 [00:04<00:09, 2.03it/s] 27/299 7.15G 0.04156 0.03561 0.001151 285 640: 32%|███▏ | 9/28 [00:04<00:07, 2.47it/s] 27/299 7.15G 0.04137 0.03561 0.001212 309 640: 32%|███▏ | 9/28 [00:04<00:07, 2.47it/s] 27/299 7.15G 0.04137 0.03561 0.001212 309 640: 36%|███▌ | 10/28 [00:04<00:06, 2.82it/s] 27/299 7.15G 0.04156 0.03537 0.001265 265 640: 36%|███▌ | 10/28 [00:04<00:06, 2.82it/s] 27/299 7.15G 0.04156 0.03537 0.001265 265 640: 39%|███▉ | 11/28 [00:04<00:05, 3.21it/s] 27/299 7.15G 0.04163 0.03545 0.001229 275 640: 39%|███▉ | 11/28 [00:05<00:05, 3.21it/s] 27/299 7.15G 0.04163 0.03545 0.001229 275 640: 43%|████▎ | 12/28 [00:05<00:04, 3.44it/s] 27/299 7.15G 0.04159 0.0351 0.001207 273 640: 43%|████▎ | 12/28 [00:08<00:04, 3.44it/s] 27/299 7.15G 0.04159 0.0351 0.001207 273 640: 46%|████▋ | 13/28 [00:08<00:18, 1.26s/it] 27/299 7.15G 0.04149 0.03448 0.001284 202 640: 46%|████▋ | 13/28 [00:08<00:18, 1.26s/it] 27/299 7.15G 0.04149 0.03448 0.001284 202 640: 50%|█████ | 14/28 [00:08<00:13, 1.05it/s] 27/299 7.15G 0.04147 0.03438 0.00127 306 640: 50%|█████ | 14/28 [00:09<00:13, 1.05it/s] 27/299 7.15G 0.04147 0.03438 0.00127 306 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.37it/s] 27/299 7.15G 0.0415 0.03465 0.001279 317 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.37it/s] 27/299 7.15G 0.0415 0.03465 0.001279 317 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.72it/s] 27/299 7.15G 0.04147 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.64 0.517 0.568 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 28/299 7.15G 0.03921 0.03654 0.001 312 640: 0%| | 0/28 [00:04<?, ?it/s] 28/299 7.15G 0.03921 0.03654 0.001 312 640: 4%|▎ | 1/28 [00:04<01:55, 4.28s/it] 28/299 7.15G 0.04244 0.03548 0.001238 314 640: 4%|▎ | 1/28 [00:04<01:55, 4.28s/it] 28/299 7.15G 0.04244 0.03548 0.001238 314 640: 7%|▋ | 2/28 [00:04<00:49, 1.90s/it] 28/299 7.15G 0.04302 0.0353 0.001121 265 640: 7%|▋ | 2/28 [00:04<00:49, 1.90s/it] 28/299 7.15G 0.04302 0.0353 0.001121 265 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 28/299 7.15G 0.04149 0.03526 0.001232 294 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 28/299 7.15G 0.04149 0.03526 0.001232 294 640: 14%|█▍ | 4/28 [00:04<00:18, 1.29it/s] 28/299 7.15G 0.04132 0.03519 0.001174 309 640: 14%|█▍ | 4/28 [00:05<00:18, 1.29it/s] 28/299 7.15G 0.04132 0.03519 0.001174 309 640: 18%|█▊ | 5/28 [00:05<00:13, 1.75it/s] 28/299 7.15G 0.04115 0.03418 0.001181 269 640: 18%|█▊ | 5/28 [00:05<00:13, 1.75it/s] 28/299 7.15G 0.04115 0.03418 0.001181 269 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 28/299 7.15G 0.04068 0.03439 0.001163 313 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 28/299 7.15G 0.04068 0.03439 0.001163 313 640: 25%|██▌ | 7/28 [00:05<00:07, 2.64it/s] 28/299 7.15G 0.04069 0.0343 0.001145 267 640: 25%|██▌ | 7/28 [00:05<00:07, 2.64it/s] 28/299 7.15G 0.04069 0.0343 0.001145 267 640: 29%|██▊ | 8/28 [00:05<00:06, 2.98it/s] 28/299 7.15G 0.04065 0.03409 0.001107 296 640: 29%|██▊ | 8/28 [00:09<00:06, 2.98it/s] 28/299 7.15G 0.04065 0.03409 0.001107 296 640: 32%|███▏ | 9/28 [00:09<00:27, 1.43s/it] 28/299 7.15G 0.04082 0.03361 0.001071 232 640: 32%|███▏ | 9/28 [00:09<00:27, 1.43s/it] 28/299 7.15G 0.04082 0.03361 0.001071 232 640: 36%|███▌ | 10/28 [00:09<00:19, 1.06s/it] 28/299 7.15G 0.04091 0.03391 0.001047 341 640: 36%|███▌ | 10/28 [00:10<00:19, 1.06s/it] 28/299 7.15G 0.04091 0.03391 0.001047 341 640: 39%|███▉ | 11/28 [00:10<00:13, 1.25it/s] 28/299 7.15G 0.04119 0.03392 0.00104 264 640: 39%|███▉ | 11/28 [00:10<00:13, 1.25it/s] 28/299 7.15G 0.04119 0.03392 0.00104 264 640: 43%|████▎ | 12/28 [00:10<00:10, 1.60it/s] 28/299 7.15G 0.04132 0.03364 0.00104 266 640: 43%|████▎ | 12/28 [00:10<00:10, 1.60it/s] 28/299 7.15G 0.04132 0.03364 0.00104 266 640: 46%|████▋ | 13/28 [00:10<00:07, 2.00it/s] 28/299 7.15G 0.04121 0.03372 0.001061 330 640: 46%|████▋ | 13/28 [00:10<00:07, 2.00it/s] 28/299 7.15G 0.04121 0.03372 0.001061 330 640: 50%|█████ | 14/28 [00:10<00:05, 2.38it/s] 28/299 7.15G 0.04134 0.03375 0.001083 283 640: 50%|█████ | 14/28 [00:11<00:05, 2.38it/s] 28/299 7.15G 0.04134 0.03375 0.001083 283 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.81it/s] 28/299 7.15G 0.04138 0.03346 0.001073 198 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.81it/s] 28/299 7.15G 0.04138 0.03346 0.001073 198 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.14it/s] 28/299 7.15G 0.04145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.36it/s]
all 110 564 0.686 0.504 0.578 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 29/299 7.15G 0.03993 0.02895 0.0007567 221 640: 0%| | 0/28 [00:00<?, ?it/s] 29/299 7.15G 0.03993 0.02895 0.0007567 221 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 29/299 7.15G 0.03967 0.03088 0.001075 267 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 29/299 7.15G 0.03967 0.03088 0.001075 267 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 29/299 7.15G 0.04016 0.03111 0.000888 244 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 29/299 7.15G 0.04016 0.03111 0.000888 244 640: 11%|█ | 3/28 [00:00<00:05, 4.48it/s] 29/299 7.15G 0.03962 0.03004 0.0008256 252 640: 11%|█ | 3/28 [00:00<00:05, 4.48it/s] 29/299 7.15G 0.03962 0.03004 0.0008256 252 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 29/299 7.15G 0.03933 0.02989 0.0008281 259 640: 14%|█▍ | 4/28 [00:03<00:05, 4.32it/s] 29/299 7.15G 0.03933 0.02989 0.0008281 259 640: 18%|█▊ | 5/28 [00:03<00:28, 1.23s/it] 29/299 7.15G 0.03967 0.03105 0.0009317 342 640: 18%|█▊ | 5/28 [00:04<00:28, 1.23s/it] 29/299 7.15G 0.03967 0.03105 0.0009317 342 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 29/299 7.15G 0.04004 0.0309 0.0009264 214 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 29/299 7.15G 0.04004 0.0309 0.0009264 214 640: 25%|██▌ | 7/28 [00:04<00:14, 1.49it/s] 29/299 7.15G 0.03965 0.03026 0.0009022 246 640: 25%|██▌ | 7/28 [00:04<00:14, 1.49it/s] 29/299 7.15G 0.03965 0.03026 0.0009022 246 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 29/299 7.15G 0.03989 0.03072 0.0008768 326 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 29/299 7.15G 0.03989 0.03072 0.0008768 326 640: 32%|███▏ | 9/28 [00:04<00:08, 2.29it/s] 29/299 7.15G 0.04019 0.0308 0.0009832 268 640: 32%|███▏ | 9/28 [00:05<00:08, 2.29it/s] 29/299 7.15G 0.04019 0.0308 0.0009832 268 640: 36%|███▌ | 10/28 [00:05<00:06, 2.65it/s] 29/299 7.15G 0.04045 0.0311 0.000967 281 640: 36%|███▌ | 10/28 [00:05<00:06, 2.65it/s] 29/299 7.15G 0.04045 0.0311 0.000967 281 640: 39%|███▉ | 11/28 [00:05<00:05, 3.05it/s] 29/299 7.15G 0.04057 0.03147 0.0009612 341 640: 39%|███▉ | 11/28 [00:05<00:05, 3.05it/s] 29/299 7.15G 0.04057 0.03147 0.0009612 341 640: 43%|████▎ | 12/28 [00:05<00:04, 3.32it/s] 29/299 7.15G 0.04067 0.03159 0.0009406 282 640: 43%|████▎ | 12/28 [00:09<00:04, 3.32it/s] 29/299 7.15G 0.04067 0.03159 0.0009406 282 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 29/299 7.15G 0.04072 0.03161 0.0009217 308 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 29/299 7.15G 0.04072 0.03161 0.0009217 308 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 29/299 7.15G 0.04088 0.03153 0.001019 249 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 29/299 7.15G 0.04088 0.03153 0.001019 249 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.36it/s] 29/299 7.15G 0.04102 0.03151 0.001045 274 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.36it/s] 29/299 7.15G 0.04102 0.03151 0.001045 274 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.71it/s] 29/299 7.15G 0.04132 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.632 0.578 0.599 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 30/299 7.15G 0.03935 0.03581 0.001268 344 640: 0%| | 0/28 [00:03<?, ?it/s] 30/299 7.15G 0.03935 0.03581 0.001268 344 640: 4%|▎ | 1/28 [00:03<01:26, 3.19s/it] 30/299 7.15G 0.03908 0.03386 0.001959 269 640: 4%|▎ | 1/28 [00:03<01:26, 3.19s/it] 30/299 7.15G 0.03908 0.03386 0.001959 269 640: 7%|▋ | 2/28 [00:03<00:37, 1.45s/it] 30/299 7.15G 0.04003 0.03243 0.001612 227 640: 7%|▋ | 2/28 [00:03<00:37, 1.45s/it] 30/299 7.15G 0.04003 0.03243 0.001612 227 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 30/299 7.15G 0.03973 0.03284 0.001765 258 640: 11%|█ | 3/28 [00:03<00:22, 1.13it/s] 30/299 7.15G 0.03973 0.03284 0.001765 258 640: 14%|█▍ | 4/28 [00:03<00:15, 1.59it/s] 30/299 7.15G 0.03882 0.03258 0.001718 289 640: 14%|█▍ | 4/28 [00:04<00:15, 1.59it/s] 30/299 7.15G 0.03882 0.03258 0.001718 289 640: 18%|█▊ | 5/28 [00:04<00:11, 2.08it/s] 30/299 7.15G 0.03886 0.03214 0.001707 286 640: 18%|█▊ | 5/28 [00:04<00:11, 2.08it/s] 30/299 7.15G 0.03886 0.03214 0.001707 286 640: 21%|██▏ | 6/28 [00:04<00:08, 2.51it/s] 30/299 7.15G 0.0387 0.03272 0.001603 309 640: 21%|██▏ | 6/28 [00:04<00:08, 2.51it/s] 30/299 7.15G 0.0387 0.03272 0.001603 309 640: 25%|██▌ | 7/28 [00:04<00:07, 2.95it/s] 30/299 7.15G 0.03909 0.03363 0.001623 340 640: 25%|██▌ | 7/28 [00:04<00:07, 2.95it/s] 30/299 7.15G 0.03909 0.03363 0.001623 340 640: 29%|██▊ | 8/28 [00:04<00:06, 3.27it/s] 30/299 7.15G 0.03915 0.03349 0.001536 273 640: 29%|██▊ | 8/28 [00:08<00:06, 3.27it/s] 30/299 7.15G 0.03915 0.03349 0.001536 273 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 30/299 7.15G 0.03907 0.03351 0.001492 316 640: 32%|███▏ | 9/28 [00:08<00:27, 1.42s/it] 30/299 7.15G 0.03907 0.03351 0.001492 316 640: 36%|███▌ | 10/28 [00:08<00:19, 1.06s/it] 30/299 7.15G 0.03932 0.0337 0.001421 285 640: 36%|███▌ | 10/28 [00:09<00:19, 1.06s/it] 30/299 7.15G 0.03932 0.0337 0.001421 285 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 30/299 7.15G 0.03957 0.03349 0.001505 236 640: 39%|███▉ | 11/28 [00:09<00:13, 1.25it/s] 30/299 7.15G 0.03957 0.03349 0.001505 236 640: 43%|████▎ | 12/28 [00:09<00:10, 1.59it/s] 30/299 7.15G 0.03977 0.03313 0.001524 257 640: 43%|████▎ | 12/28 [00:09<00:10, 1.59it/s] 30/299 7.15G 0.03977 0.03313 0.001524 257 640: 46%|████▋ | 13/28 [00:09<00:07, 1.99it/s] 30/299 7.15G 0.04002 0.03296 0.00148 267 640: 46%|████▋ | 13/28 [00:09<00:07, 1.99it/s] 30/299 7.15G 0.04002 0.03296 0.00148 267 640: 50%|█████ | 14/28 [00:09<00:05, 2.36it/s] 30/299 7.15G 0.04029 0.03303 0.001477 264 640: 50%|█████ | 14/28 [00:10<00:05, 2.36it/s] 30/299 7.15G 0.04029 0.03303 0.001477 264 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.76it/s] 30/299 7.15G 0.04036 0.03292 0.001445 260 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.76it/s] 30/299 7.15G 0.04036 0.03292 0.001445 260 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.07it/s] 30/299 7.15G 0.04036 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.671 0.522 0.583 0.282
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 31/299 7.15G 0.03864 0.03803 0.001385 309 640: 0%| | 0/28 [00:00<?, ?it/s] 31/299 7.15G 0.03864 0.03803 0.001385 309 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 31/299 7.15G 0.03855 0.03516 0.001115 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 31/299 7.15G 0.03855 0.03516 0.001115 252 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 31/299 7.15G 0.03882 0.03382 0.0009889 239 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 31/299 7.15G 0.03882 0.03382 0.0009889 239 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 31/299 7.15G 0.03885 0.03472 0.001295 308 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 31/299 7.15G 0.03885 0.03472 0.001295 308 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 31/299 7.15G 0.03847 0.03508 0.001292 304 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 31/299 7.15G 0.03847 0.03508 0.001292 304 640: 18%|█▊ | 5/28 [00:04<00:31, 1.37s/it] 31/299 7.15G 0.03859 0.03451 0.001228 247 640: 18%|█▊ | 5/28 [00:04<00:31, 1.37s/it] 31/299 7.15G 0.03859 0.03451 0.001228 247 640: 21%|██▏ | 6/28 [00:04<00:21, 1.01it/s] 31/299 7.15G 0.039 0.03412 0.001156 289 640: 21%|██▏ | 6/28 [00:04<00:21, 1.01it/s] 31/299 7.15G 0.039 0.03412 0.001156 289 640: 25%|██▌ | 7/28 [00:04<00:15, 1.36it/s] 31/299 7.15G 0.03947 0.03347 0.001136 271 640: 25%|██▌ | 7/28 [00:04<00:15, 1.36it/s] 31/299 7.15G 0.03947 0.03347 0.001136 271 640: 29%|██▊ | 8/28 [00:04<00:11, 1.74it/s] 31/299 7.15G 0.03927 0.03291 0.001076 218 640: 29%|██▊ | 8/28 [00:05<00:11, 1.74it/s] 31/299 7.15G 0.03927 0.03291 0.001076 218 640: 32%|███▏ | 9/28 [00:05<00:08, 2.17it/s] 31/299 7.15G 0.03936 0.03293 0.001044 280 640: 32%|███▏ | 9/28 [00:05<00:08, 2.17it/s] 31/299 7.15G 0.03936 0.03293 0.001044 280 640: 36%|███▌ | 10/28 [00:05<00:07, 2.56it/s] 31/299 7.15G 0.03948 0.03288 0.0009995 303 640: 36%|███▌ | 10/28 [00:05<00:07, 2.56it/s] 31/299 7.15G 0.03948 0.03288 0.0009995 303 640: 39%|███▉ | 11/28 [00:05<00:05, 2.97it/s] 31/299 7.15G 0.03939 0.03349 0.001003 388 640: 39%|███▉ | 11/28 [00:05<00:05, 2.97it/s] 31/299 7.15G 0.03939 0.03349 0.001003 388 640: 43%|████▎ | 12/28 [00:05<00:04, 3.27it/s] 31/299 7.15G 0.03964 0.03376 0.000969 339 640: 43%|████▎ | 12/28 [00:09<00:04, 3.27it/s] 31/299 7.15G 0.03964 0.03376 0.000969 339 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 31/299 7.15G 0.03986 0.03367 0.0009489 306 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 31/299 7.15G 0.03986 0.03367 0.0009489 306 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 31/299 7.15G 0.04005 0.03362 0.0009473 336 640: 50%|█████ | 14/28 [00:10<00:13, 1.00it/s] 31/299 7.15G 0.04005 0.03362 0.0009473 336 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 31/299 7.15G 0.04 0.03357 0.0009462 283 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 31/299 7.15G 0.04 0.03357 0.0009462 283 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.66it/s] 31/299 7.15G 0.03998 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s]
all 110 564 0.627 0.571 0.6 0.293
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 32/299 7.15G 0.04171 0.03007 0.0009418 235 640: 0%| | 0/28 [00:03<?, ?it/s] 32/299 7.15G 0.04171 0.03007 0.0009418 235 640: 4%|▎ | 1/28 [00:03<01:39, 3.68s/it] 32/299 7.15G 0.04117 0.03025 0.0007884 299 640: 4%|▎ | 1/28 [00:03<01:39, 3.68s/it] 32/299 7.15G 0.04117 0.03025 0.0007884 299 640: 7%|▋ | 2/28 [00:03<00:43, 1.66s/it] 32/299 7.15G 0.041 0.03051 0.0008673 265 640: 7%|▋ | 2/28 [00:04<00:43, 1.66s/it] 32/299 7.15G 0.041 0.03051 0.0008673 265 640: 11%|█ | 3/28 [00:04<00:24, 1.00it/s] 32/299 7.15G 0.04031 0.02993 0.001006 264 640: 11%|█ | 3/28 [00:04<00:24, 1.00it/s] 32/299 7.15G 0.04031 0.02993 0.001006 264 640: 14%|█▍ | 4/28 [00:04<00:16, 1.43it/s] 32/299 7.15G 0.04039 0.02888 0.0009325 204 640: 14%|█▍ | 4/28 [00:04<00:16, 1.43it/s] 32/299 7.15G 0.04039 0.02888 0.0009325 204 640: 18%|█▊ | 5/28 [00:04<00:12, 1.91it/s] 32/299 7.15G 0.04087 0.02994 0.0009637 342 640: 18%|█▊ | 5/28 [00:04<00:12, 1.91it/s] 32/299 7.15G 0.04087 0.02994 0.0009637 342 640: 21%|██▏ | 6/28 [00:04<00:09, 2.35it/s] 32/299 7.15G 0.04062 0.02993 0.0009604 245 640: 21%|██▏ | 6/28 [00:05<00:09, 2.35it/s] 32/299 7.15G 0.04062 0.02993 0.0009604 245 640: 25%|██▌ | 7/28 [00:05<00:07, 2.81it/s] 32/299 7.15G 0.04024 0.02955 0.0009607 249 640: 25%|██▌ | 7/28 [00:05<00:07, 2.81it/s] 32/299 7.15G 0.04024 0.02955 0.0009607 249 640: 29%|██▊ | 8/28 [00:05<00:06, 3.14it/s] 32/299 7.15G 0.04036 0.02969 0.0009189 264 640: 29%|██▊ | 8/28 [00:09<00:06, 3.14it/s] 32/299 7.15G 0.04036 0.02969 0.0009189 264 640: 32%|███▏ | 9/28 [00:09<00:27, 1.45s/it] 32/299 7.15G 0.04021 0.02984 0.000967 246 640: 32%|███▏ | 9/28 [00:09<00:27, 1.45s/it] 32/299 7.15G 0.04021 0.02984 0.000967 246 640: 36%|███▌ | 10/28 [00:09<00:19, 1.08s/it] 32/299 7.15G 0.04 0.03007 0.0009856 290 640: 36%|███▌ | 10/28 [00:09<00:19, 1.08s/it] 32/299 7.15G 0.04 0.03007 0.0009856 290 640: 39%|███▉ | 11/28 [00:09<00:13, 1.23it/s] 32/299 7.15G 0.03997 0.03004 0.001031 224 640: 39%|███▉ | 11/28 [00:09<00:13, 1.23it/s] 32/299 7.15G 0.03997 0.03004 0.001031 224 640: 43%|████▎ | 12/28 [00:09<00:10, 1.56it/s] 32/299 7.15G 0.04012 0.03048 0.001005 313 640: 43%|████▎ | 12/28 [00:10<00:10, 1.56it/s] 32/299 7.15G 0.04012 0.03048 0.001005 313 640: 46%|████▋ | 13/28 [00:10<00:07, 1.96it/s] 32/299 7.15G 0.04011 0.03032 0.0009857 268 640: 46%|████▋ | 13/28 [00:10<00:07, 1.96it/s] 32/299 7.15G 0.04011 0.03032 0.0009857 268 640: 50%|█████ | 14/28 [00:10<00:06, 2.33it/s] 32/299 7.15G 0.04016 0.03048 0.0009718 252 640: 50%|█████ | 14/28 [00:10<00:06, 2.33it/s] 32/299 7.15G 0.04016 0.03048 0.0009718 252 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.75it/s] 32/299 7.15G 0.0403 0.03029 0.0009713 262 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.75it/s] 32/299 7.15G 0.0403 0.03029 0.0009713 262 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.06it/s] 32/299 7.15G 0.04033 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.638 0.58 0.608 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 33/299 7.15G 0.03457 0.0254 0.0007168 229 640: 0%| | 0/28 [00:00<?, ?it/s] 33/299 7.15G 0.03457 0.0254 0.0007168 229 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 33/299 7.15G 0.03601 0.02668 0.0007984 226 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 33/299 7.15G 0.03601 0.02668 0.0007984 226 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 33/299 7.15G 0.03781 0.02816 0.001098 289 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 33/299 7.15G 0.03781 0.02816 0.001098 289 640: 11%|█ | 3/28 [00:00<00:05, 4.48it/s] 33/299 7.15G 0.03759 0.02921 0.00106 271 640: 11%|█ | 3/28 [00:00<00:05, 4.48it/s] 33/299 7.15G 0.03759 0.02921 0.00106 271 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 33/299 7.15G 0.03785 0.03014 0.001025 246 640: 14%|█▍ | 4/28 [00:03<00:05, 4.33it/s] 33/299 7.15G 0.03785 0.03014 0.001025 246 640: 18%|█▊ | 5/28 [00:03<00:26, 1.15s/it] 33/299 7.15G 0.03773 0.03076 0.00097 282 640: 18%|█▊ | 5/28 [00:03<00:26, 1.15s/it] 33/299 7.15G 0.03773 0.03076 0.00097 282 640: 21%|██▏ | 6/28 [00:03<00:18, 1.19it/s] 33/299 7.15G 0.03808 0.03058 0.0009885 264 640: 21%|██▏ | 6/28 [00:04<00:18, 1.19it/s] 33/299 7.15G 0.03808 0.03058 0.0009885 264 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 33/299 7.15G 0.03904 0.03054 0.001059 253 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 33/299 7.15G 0.03904 0.03054 0.001059 253 640: 29%|██▊ | 8/28 [00:04<00:10, 1.96it/s] 33/299 7.15G 0.03877 0.0304 0.001022 232 640: 29%|██▊ | 8/28 [00:04<00:10, 1.96it/s] 33/299 7.15G 0.03877 0.0304 0.001022 232 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 33/299 7.15G 0.0387 0.03091 0.0009749 321 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 33/299 7.15G 0.0387 0.03091 0.0009749 321 640: 36%|███▌ | 10/28 [00:04<00:06, 2.75it/s] 33/299 7.15G 0.03854 0.03084 0.0009602 285 640: 36%|███▌ | 10/28 [00:05<00:06, 2.75it/s] 33/299 7.15G 0.03854 0.03084 0.0009602 285 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 33/299 7.15G 0.03844 0.03067 0.0009664 251 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 33/299 7.15G 0.03844 0.03067 0.0009664 251 640: 43%|████▎ | 12/28 [00:05<00:04, 3.43it/s] 33/299 7.15G 0.03829 0.03068 0.0009487 272 640: 43%|████▎ | 12/28 [00:08<00:04, 3.43it/s] 33/299 7.15G 0.03829 0.03068 0.0009487 272 640: 46%|████▋ | 13/28 [00:08<00:19, 1.28s/it] 33/299 7.15G 0.0384 0.03085 0.0009335 267 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 33/299 7.15G 0.0384 0.03085 0.0009335 267 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 33/299 7.15G 0.03849 0.03079 0.0009439 246 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 33/299 7.15G 0.03849 0.03079 0.0009439 246 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 33/299 7.15G 0.0388 0.03093 0.0009313 303 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 33/299 7.15G 0.0388 0.03093 0.0009313 303 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.70it/s] 33/299 7.15G 0.03878 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.64 0.544 0.588 0.282
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 34/299 7.15G 0.03893 0.03406 0.0009847 305 640: 0%| | 0/28 [00:03<?, ?it/s] 34/299 7.15G 0.03893 0.03406 0.0009847 305 640: 4%|▎ | 1/28 [00:03<01:23, 3.08s/it] 34/299 7.15G 0.03889 0.03412 0.001102 299 640: 4%|▎ | 1/28 [00:03<01:23, 3.08s/it] 34/299 7.15G 0.03889 0.03412 0.001102 299 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 34/299 7.15G 0.03801 0.03389 0.0009369 296 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 34/299 7.15G 0.03801 0.03389 0.0009369 296 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 34/299 7.15G 0.03824 0.0343 0.0008738 328 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 34/299 7.15G 0.03824 0.0343 0.0008738 328 640: 14%|█▍ | 4/28 [00:03<00:14, 1.62it/s] 34/299 7.15G 0.03867 0.03429 0.0008692 305 640: 14%|█▍ | 4/28 [00:03<00:14, 1.62it/s] 34/299 7.15G 0.03867 0.03429 0.0008692 305 640: 18%|█▊ | 5/28 [00:03<00:10, 2.13it/s] 34/299 7.15G 0.0391 0.03376 0.0008448 263 640: 18%|█▊ | 5/28 [00:04<00:10, 2.13it/s] 34/299 7.15G 0.0391 0.03376 0.0008448 263 640: 21%|██▏ | 6/28 [00:04<00:08, 2.56it/s] 34/299 7.15G 0.03902 0.03352 0.0008644 291 640: 21%|██▏ | 6/28 [00:04<00:08, 2.56it/s] 34/299 7.15G 0.03902 0.03352 0.0008644 291 640: 25%|██▌ | 7/28 [00:04<00:06, 3.01it/s] 34/299 7.15G 0.03939 0.03318 0.0008602 252 640: 25%|██▌ | 7/28 [00:04<00:06, 3.01it/s] 34/299 7.15G 0.03939 0.03318 0.0008602 252 640: 29%|██▊ | 8/28 [00:04<00:06, 3.32it/s] 34/299 7.15G 0.03963 0.03345 0.0008463 270 640: 29%|██▊ | 8/28 [00:08<00:06, 3.32it/s] 34/299 7.15G 0.03963 0.03345 0.0008463 270 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 34/299 7.15G 0.03984 0.03335 0.0008573 250 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 34/299 7.15G 0.03984 0.03335 0.0008573 250 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 34/299 7.15G 0.04 0.0333 0.0008765 353 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 34/299 7.15G 0.04 0.0333 0.0008765 353 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 34/299 7.15G 0.03967 0.03279 0.0008568 254 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 34/299 7.15G 0.03967 0.03279 0.0008568 254 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 34/299 7.15G 0.03947 0.03272 0.0008963 292 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 34/299 7.15G 0.03947 0.03272 0.0008963 292 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 34/299 7.15G 0.03942 0.03245 0.0009303 265 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 34/299 7.15G 0.03942 0.03245 0.0009303 265 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 34/299 7.15G 0.03943 0.0323 0.0009119 189 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 34/299 7.15G 0.03943 0.0323 0.0009119 189 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 34/299 7.15G 0.03961 0.03268 0.0009061 391 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 34/299 7.15G 0.03961 0.03268 0.0009061 391 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.12it/s] 34/299 7.15G 0.03963 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.611 0.599 0.596 0.282
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 35/299 7.15G 0.03962 0.03216 0.0005944 305 640: 0%| | 0/28 [00:00<?, ?it/s] 35/299 7.15G 0.03962 0.03216 0.0005944 305 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 35/299 7.15G 0.03859 0.03262 0.0006791 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 35/299 7.15G 0.03859 0.03262 0.0006791 279 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 35/299 7.15G 0.03959 0.03251 0.0006952 284 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 35/299 7.15G 0.03959 0.03251 0.0006952 284 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 35/299 7.15G 0.03898 0.03074 0.0007192 209 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 35/299 7.15G 0.03898 0.03074 0.0007192 209 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 35/299 7.15G 0.03902 0.03 0.0007524 255 640: 14%|█▍ | 4/28 [00:03<00:05, 4.32it/s] 35/299 7.15G 0.03902 0.03 0.0007524 255 640: 18%|█▊ | 5/28 [00:03<00:26, 1.14s/it] 35/299 7.15G 0.03937 0.03109 0.0007828 318 640: 18%|█▊ | 5/28 [00:03<00:26, 1.14s/it] 35/299 7.15G 0.03937 0.03109 0.0007828 318 640: 21%|██▏ | 6/28 [00:03<00:18, 1.20it/s] 35/299 7.15G 0.03894 0.03071 0.0007918 224 640: 21%|██▏ | 6/28 [00:04<00:18, 1.20it/s] 35/299 7.15G 0.03894 0.03071 0.0007918 224 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 35/299 7.15G 0.03859 0.03109 0.0008397 280 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 35/299 7.15G 0.03859 0.03109 0.0008397 280 640: 29%|██▊ | 8/28 [00:04<00:10, 1.97it/s] 35/299 7.15G 0.03852 0.0305 0.0009219 221 640: 29%|██▊ | 8/28 [00:04<00:10, 1.97it/s] 35/299 7.15G 0.03852 0.0305 0.0009219 221 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 35/299 7.15G 0.03841 0.03024 0.0009609 290 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 35/299 7.15G 0.03841 0.03024 0.0009609 290 640: 36%|███▌ | 10/28 [00:04<00:06, 2.76it/s] 35/299 7.15G 0.03853 0.03015 0.0009798 253 640: 36%|███▌ | 10/28 [00:05<00:06, 2.76it/s] 35/299 7.15G 0.03853 0.03015 0.0009798 253 640: 39%|███▉ | 11/28 [00:05<00:10, 1.69it/s] 35/299 7.15G 0.03855 0.02986 0.0009496 231 640: 39%|███▉ | 11/28 [00:06<00:10, 1.69it/s] 35/299 7.15G 0.03855 0.02986 0.0009496 231 640: 43%|████▎ | 12/28 [00:06<00:07, 2.06it/s] 35/299 7.15G 0.03875 0.03001 0.0009196 253 640: 43%|████▎ | 12/28 [00:08<00:07, 2.06it/s] 35/299 7.15G 0.03875 0.03001 0.0009196 253 640: 46%|████▋ | 13/28 [00:08<00:17, 1.14s/it] 35/299 7.15G 0.03875 0.03014 0.000905 297 640: 46%|████▋ | 13/28 [00:09<00:17, 1.14s/it] 35/299 7.15G 0.03875 0.03014 0.000905 297 640: 50%|█████ | 14/28 [00:09<00:12, 1.15it/s] 35/299 7.15G 0.0389 0.03037 0.00089 313 640: 50%|█████ | 14/28 [00:09<00:12, 1.15it/s] 35/299 7.15G 0.0389 0.03037 0.00089 313 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.48it/s] 35/299 7.15G 0.03877 0.03018 0.000898 240 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.48it/s] 35/299 7.15G 0.03877 0.03018 0.000898 240 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.84it/s] 35/299 7.15G 0.039 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s]
all 110 564 0.645 0.545 0.598 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 36/299 7.15G 0.03751 0.02798 0.0007014 260 640: 0%| | 0/28 [00:02<?, ?it/s] 36/299 7.15G 0.03751 0.02798 0.0007014 260 640: 4%|▎ | 1/28 [00:02<01:03, 2.36s/it] 36/299 7.15G 0.03666 0.02803 0.001247 216 640: 4%|▎ | 1/28 [00:02<01:03, 2.36s/it] 36/299 7.15G 0.03666 0.02803 0.001247 216 640: 7%|▋ | 2/28 [00:02<00:28, 1.11s/it] 36/299 7.15G 0.03631 0.02883 0.001144 302 640: 7%|▋ | 2/28 [00:02<00:28, 1.11s/it] 36/299 7.15G 0.03631 0.02883 0.001144 302 640: 11%|█ | 3/28 [00:02<00:17, 1.42it/s] 36/299 7.15G 0.03686 0.02902 0.001237 255 640: 11%|█ | 3/28 [00:03<00:17, 1.42it/s] 36/299 7.15G 0.03686 0.02902 0.001237 255 640: 14%|█▍ | 4/28 [00:03<00:12, 1.91it/s] 36/299 7.15G 0.03731 0.02891 0.001137 248 640: 14%|█▍ | 4/28 [00:03<00:12, 1.91it/s] 36/299 7.15G 0.03731 0.02891 0.001137 248 640: 18%|█▊ | 5/28 [00:03<00:09, 2.44it/s] 36/299 7.15G 0.03806 0.02927 0.001109 321 640: 18%|█▊ | 5/28 [00:03<00:09, 2.44it/s] 36/299 7.15G 0.03806 0.02927 0.001109 321 640: 21%|██▏ | 6/28 [00:03<00:07, 2.84it/s] 36/299 7.15G 0.03852 0.02929 0.001191 248 640: 21%|██▏ | 6/28 [00:05<00:07, 2.84it/s] 36/299 7.15G 0.03852 0.02929 0.001191 248 640: 25%|██▌ | 7/28 [00:05<00:17, 1.19it/s] 36/299 7.15G 0.03856 0.02992 0.001185 295 640: 25%|██▌ | 7/28 [00:05<00:17, 1.19it/s] 36/299 7.15G 0.03856 0.02992 0.001185 295 640: 29%|██▊ | 8/28 [00:05<00:12, 1.55it/s] 36/299 7.15G 0.03942 0.02982 0.001168 275 640: 29%|██▊ | 8/28 [00:07<00:12, 1.55it/s] 36/299 7.15G 0.03942 0.02982 0.001168 275 640: 32%|███▏ | 9/28 [00:07<00:21, 1.15s/it] 36/299 7.15G 0.03958 0.02928 0.001178 244 640: 32%|███▏ | 9/28 [00:08<00:21, 1.15s/it] 36/299 7.15G 0.03958 0.02928 0.001178 244 640: 36%|███▌ | 10/28 [00:08<00:15, 1.15it/s] 36/299 7.15G 0.03962 0.02926 0.001154 257 640: 36%|███▌ | 10/28 [00:08<00:15, 1.15it/s] 36/299 7.15G 0.03962 0.02926 0.001154 257 640: 39%|███▉ | 11/28 [00:08<00:11, 1.50it/s] 36/299 7.15G 0.03961 0.02928 0.001201 260 640: 39%|███▉ | 11/28 [00:08<00:11, 1.50it/s] 36/299 7.15G 0.03961 0.02928 0.001201 260 640: 43%|████▎ | 12/28 [00:08<00:08, 1.86it/s] 36/299 7.15G 0.03981 0.02957 0.001169 366 640: 43%|████▎ | 12/28 [00:08<00:08, 1.86it/s] 36/299 7.15G 0.03981 0.02957 0.001169 366 640: 46%|████▋ | 13/28 [00:08<00:06, 2.27it/s] 36/299 7.15G 0.03978 0.0298 0.001173 293 640: 46%|████▋ | 13/28 [00:08<00:06, 2.27it/s] 36/299 7.15G 0.03978 0.0298 0.001173 293 640: 50%|█████ | 14/28 [00:08<00:05, 2.62it/s] 36/299 7.15G 0.03999 0.02981 0.001182 280 640: 50%|█████ | 14/28 [00:10<00:05, 2.62it/s] 36/299 7.15G 0.03999 0.02981 0.001182 280 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.39it/s] 36/299 7.15G 0.04006 0.02998 0.001196 271 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.39it/s] 36/299 7.15G 0.04006 0.02998 0.001196 271 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.74it/s] 36/299 7.15G 0.03994
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.629 0.578 0.599 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 37/299 7.15G 0.03901 0.03356 0.001711 335 640: 0%| | 0/28 [00:00<?, ?it/s] 37/299 7.15G 0.03901 0.03356 0.001711 335 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 37/299 7.15G 0.03923 0.03059 0.001535 289 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 37/299 7.15G 0.03923 0.03059 0.001535 289 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 37/299 7.15G 0.04008 0.03137 0.001375 268 640: 7%|▋ | 2/28 [00:01<00:06, 4.28it/s] 37/299 7.15G 0.04008 0.03137 0.001375 268 640: 11%|█ | 3/28 [00:01<00:19, 1.28it/s] 37/299 7.15G 0.04077 0.03173 0.001225 317 640: 11%|█ | 3/28 [00:02<00:19, 1.28it/s] 37/299 7.15G 0.04077 0.03173 0.001225 317 640: 14%|█▍ | 4/28 [00:02<00:13, 1.77it/s] 37/299 7.15G 0.03985 0.03151 0.001135 278 640: 14%|█▍ | 4/28 [00:03<00:13, 1.77it/s] 37/299 7.15G 0.03985 0.03151 0.001135 278 640: 18%|█▊ | 5/28 [00:03<00:20, 1.13it/s] 37/299 7.15G 0.03973 0.03109 0.00108 285 640: 18%|█▊ | 5/28 [00:03<00:20, 1.13it/s] 37/299 7.15G 0.03973 0.03109 0.00108 285 640: 21%|██▏ | 6/28 [00:03<00:14, 1.50it/s] 37/299 7.15G 0.03897 0.03056 0.001109 231 640: 21%|██▏ | 6/28 [00:04<00:14, 1.50it/s] 37/299 7.15G 0.03897 0.03056 0.001109 231 640: 25%|██▌ | 7/28 [00:04<00:10, 1.93it/s] 37/299 7.15G 0.03887 0.03075 0.001045 285 640: 25%|██▌ | 7/28 [00:04<00:10, 1.93it/s] 37/299 7.15G 0.03887 0.03075 0.001045 285 640: 29%|██▊ | 8/28 [00:04<00:08, 2.33it/s] 37/299 7.15G 0.0391 0.031 0.0009988 255 640: 29%|██▊ | 8/28 [00:04<00:08, 2.33it/s] 37/299 7.15G 0.0391 0.031 0.0009988 255 640: 32%|███▏ | 9/28 [00:04<00:06, 2.76it/s] 37/299 7.15G 0.03905 0.03104 0.000983 290 640: 32%|███▏ | 9/28 [00:04<00:06, 2.76it/s] 37/299 7.15G 0.03905 0.03104 0.000983 290 640: 36%|███▌ | 10/28 [00:04<00:05, 3.06it/s] 37/299 7.15G 0.03913 0.03112 0.000954 312 640: 36%|███▌ | 10/28 [00:07<00:05, 3.06it/s] 37/299 7.15G 0.03913 0.03112 0.000954 312 640: 39%|███▉ | 11/28 [00:07<00:17, 1.01s/it] 37/299 7.15G 0.03927 0.03064 0.0009325 208 640: 39%|███▉ | 11/28 [00:07<00:17, 1.01s/it] 37/299 7.15G 0.03927 0.03064 0.0009325 208 640: 43%|████▎ | 12/28 [00:07<00:12, 1.28it/s] 37/299 7.15G 0.03924 0.03053 0.0009012 247 640: 43%|████▎ | 12/28 [00:08<00:12, 1.28it/s] 37/299 7.15G 0.03924 0.03053 0.0009012 247 640: 46%|████▋ | 13/28 [00:08<00:13, 1.09it/s] 37/299 7.15G 0.03927 0.03028 0.0009029 232 640: 46%|████▋ | 13/28 [00:09<00:13, 1.09it/s] 37/299 7.15G 0.03927 0.03028 0.0009029 232 640: 50%|█████ | 14/28 [00:09<00:09, 1.40it/s] 37/299 7.15G 0.03923 0.03024 0.0008797 274 640: 50%|█████ | 14/28 [00:09<00:09, 1.40it/s] 37/299 7.15G 0.03923 0.03024 0.0008797 274 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.78it/s] 37/299 7.15G 0.03919 0.03042 0.0008737 270 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.78it/s] 37/299 7.15G 0.03919 0.03042 0.0008737 270 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.14it/s] 37/299 7.15G 0.03904 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s]
all 110 564 0.586 0.583 0.601 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 38/299 7.15G 0.03894 0.025 0.0006702 208 640: 0%| | 0/28 [00:00<?, ?it/s] 38/299 7.15G 0.03894 0.025 0.0006702 208 640: 4%|▎ | 1/28 [00:00<00:13, 2.04it/s] 38/299 7.15G 0.03836 0.02813 0.001318 264 640: 4%|▎ | 1/28 [00:00<00:13, 2.04it/s] 38/299 7.15G 0.03836 0.02813 0.001318 264 640: 7%|▋ | 2/28 [00:00<00:08, 2.92it/s] 38/299 7.15G 0.03781 0.0274 0.001192 236 640: 7%|▋ | 2/28 [00:00<00:08, 2.92it/s] 38/299 7.15G 0.03781 0.0274 0.001192 236 640: 11%|█ | 3/28 [00:00<00:07, 3.52it/s] 38/299 7.15G 0.03741 0.02753 0.001193 308 640: 11%|█ | 3/28 [00:01<00:07, 3.52it/s] 38/299 7.15G 0.03741 0.02753 0.001193 308 640: 14%|█▍ | 4/28 [00:01<00:06, 3.74it/s] 38/299 7.15G 0.03752 0.02804 0.001091 275 640: 14%|█▍ | 4/28 [00:01<00:06, 3.74it/s] 38/299 7.15G 0.03752 0.02804 0.001091 275 640: 18%|█▊ | 5/28 [00:01<00:05, 4.02it/s] 38/299 7.15G 0.03798 0.02835 0.001034 251 640: 18%|█▊ | 5/28 [00:01<00:05, 4.02it/s] 38/299 7.15G 0.03798 0.02835 0.001034 251 640: 21%|██▏ | 6/28 [00:01<00:05, 4.06it/s] 38/299 7.15G 0.03816 0.02957 0.001053 347 640: 21%|██▏ | 6/28 [00:04<00:05, 4.06it/s] 38/299 7.15G 0.03816 0.02957 0.001053 347 640: 25%|██▌ | 7/28 [00:04<00:23, 1.12s/it] 38/299 7.15G 0.03783 0.02969 0.000996 265 640: 25%|██▌ | 7/28 [00:04<00:23, 1.12s/it] 38/299 7.15G 0.03783 0.02969 0.000996 265 640: 29%|██▊ | 8/28 [00:04<00:16, 1.19it/s] 38/299 7.15G 0.03776 0.02969 0.001027 284 640: 29%|██▊ | 8/28 [00:06<00:16, 1.19it/s] 38/299 7.15G 0.03776 0.02969 0.001027 284 640: 32%|███▏ | 9/28 [00:06<00:22, 1.16s/it] 38/299 7.15G 0.03779 0.02994 0.0009772 296 640: 32%|███▏ | 9/28 [00:06<00:22, 1.16s/it] 38/299 7.15G 0.03779 0.02994 0.0009772 296 640: 36%|███▌ | 10/28 [00:06<00:15, 1.14it/s] 38/299 7.15G 0.03796 0.03019 0.0009342 304 640: 36%|███▌ | 10/28 [00:07<00:15, 1.14it/s] 38/299 7.15G 0.03796 0.03019 0.0009342 304 640: 39%|███▉ | 11/28 [00:07<00:11, 1.49it/s] 38/299 7.15G 0.03817 0.03031 0.0008982 284 640: 39%|███▉ | 11/28 [00:07<00:11, 1.49it/s] 38/299 7.15G 0.03817 0.03031 0.0008982 284 640: 43%|████▎ | 12/28 [00:07<00:08, 1.85it/s] 38/299 7.15G 0.03827 0.03029 0.0008911 251 640: 43%|████▎ | 12/28 [00:07<00:08, 1.85it/s] 38/299 7.15G 0.03827 0.03029 0.0008911 251 640: 46%|████▋ | 13/28 [00:07<00:06, 2.26it/s] 38/299 7.15G 0.03832 0.03029 0.0008828 280 640: 46%|████▋ | 13/28 [00:07<00:06, 2.26it/s] 38/299 7.15G 0.03832 0.03029 0.0008828 280 640: 50%|█████ | 14/28 [00:07<00:05, 2.62it/s] 38/299 7.15G 0.03851 0.03048 0.0008614 273 640: 50%|█████ | 14/28 [00:09<00:05, 2.62it/s] 38/299 7.15G 0.03851 0.03048 0.0008614 273 640: 54%|█████▎ | 15/28 [00:09<00:11, 1.09it/s] 38/299 7.15G 0.03847 0.03092 0.0008514 311 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.09it/s] 38/299 7.15G 0.03847 0.03092 0.0008514 311 640: 57%|█████▋ | 16/28 [00:10<00:08, 1.40it/s] 38/299 7.15G 0.03867 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.591 0.604 0.596 0.282
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 39/299 7.15G 0.0376 0.02883 0.0008126 295 640: 0%| | 0/28 [00:00<?, ?it/s] 39/299 7.15G 0.0376 0.02883 0.0008126 295 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 39/299 7.15G 0.03794 0.02948 0.0008357 257 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 39/299 7.15G 0.03794 0.02948 0.0008357 257 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 39/299 7.15G 0.03759 0.02952 0.0009294 294 640: 7%|▋ | 2/28 [00:01<00:06, 4.26it/s] 39/299 7.15G 0.03759 0.02952 0.0009294 294 640: 11%|█ | 3/28 [00:01<00:13, 1.86it/s] 39/299 7.15G 0.0374 0.0295 0.0008845 245 640: 11%|█ | 3/28 [00:01<00:13, 1.86it/s] 39/299 7.15G 0.0374 0.0295 0.0008845 245 640: 14%|█▍ | 4/28 [00:01<00:10, 2.38it/s] 39/299 7.15G 0.0375 0.0293 0.0008237 250 640: 14%|█▍ | 4/28 [00:03<00:10, 2.38it/s] 39/299 7.15G 0.0375 0.0293 0.0008237 250 640: 18%|█▊ | 5/28 [00:03<00:23, 1.00s/it] 39/299 7.15G 0.03711 0.02932 0.0008082 242 640: 18%|█▊ | 5/28 [00:03<00:23, 1.00s/it] 39/299 7.15G 0.03711 0.02932 0.0008082 242 640: 21%|██▏ | 6/28 [00:03<00:16, 1.34it/s] 39/299 7.15G 0.03705 0.03011 0.0007563 303 640: 21%|██▏ | 6/28 [00:04<00:16, 1.34it/s] 39/299 7.15G 0.03705 0.03011 0.0007563 303 640: 25%|██▌ | 7/28 [00:04<00:12, 1.75it/s] 39/299 7.15G 0.03724 0.03012 0.0007272 261 640: 25%|██▌ | 7/28 [00:04<00:12, 1.75it/s] 39/299 7.15G 0.03724 0.03012 0.0007272 261 640: 29%|██▊ | 8/28 [00:04<00:09, 2.14it/s] 39/299 7.15G 0.03708 0.02985 0.0007694 248 640: 29%|██▊ | 8/28 [00:04<00:09, 2.14it/s] 39/299 7.15G 0.03708 0.02985 0.0007694 248 640: 32%|███▏ | 9/28 [00:04<00:07, 2.58it/s] 39/299 7.15G 0.03699 0.02982 0.0007641 297 640: 32%|███▏ | 9/28 [00:04<00:07, 2.58it/s] 39/299 7.15G 0.03699 0.02982 0.0007641 297 640: 36%|███▌ | 10/28 [00:04<00:06, 2.92it/s] 39/299 7.15G 0.03717 0.02973 0.0007586 282 640: 36%|███▌ | 10/28 [00:06<00:06, 2.92it/s] 39/299 7.15G 0.03717 0.02973 0.0007586 282 640: 39%|███▉ | 11/28 [00:06<00:14, 1.15it/s] 39/299 7.15G 0.03734 0.02993 0.0008528 288 640: 39%|███▉ | 11/28 [00:07<00:14, 1.15it/s] 39/299 7.15G 0.03734 0.02993 0.0008528 288 640: 43%|████▎ | 12/28 [00:07<00:10, 1.47it/s] 39/299 7.15G 0.03737 0.03007 0.000927 292 640: 43%|████▎ | 12/28 [00:08<00:10, 1.47it/s] 39/299 7.15G 0.03737 0.03007 0.000927 292 640: 46%|████▋ | 13/28 [00:08<00:14, 1.02it/s] 39/299 7.15G 0.03773 0.03016 0.0008903 301 640: 46%|████▋ | 13/28 [00:09<00:14, 1.02it/s] 39/299 7.15G 0.03773 0.03016 0.0008903 301 640: 50%|█████ | 14/28 [00:09<00:10, 1.32it/s] 39/299 7.15G 0.03764 0.02981 0.0008741 223 640: 50%|█████ | 14/28 [00:09<00:10, 1.32it/s] 39/299 7.15G 0.03764 0.02981 0.0008741 223 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.68it/s] 39/299 7.15G 0.03776 0.02992 0.0008588 334 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.68it/s] 39/299 7.15G 0.03776 0.02992 0.0008588 334 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.05it/s] 39/299 7.15G 0.03809 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s]
all 110 564 0.617 0.564 0.581 0.276
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 40/299 7.15G 0.03914 0.03314 0.002007 306 640: 0%| | 0/28 [00:01<?, ?it/s] 40/299 7.15G 0.03914 0.03314 0.002007 306 640: 4%|▎ | 1/28 [00:01<00:51, 1.91s/it] 40/299 7.15G 0.03883 0.03091 0.001313 245 640: 4%|▎ | 1/28 [00:02<00:51, 1.91s/it] 40/299 7.15G 0.03883 0.03091 0.001313 245 640: 7%|▋ | 2/28 [00:02<00:24, 1.08it/s] 40/299 7.15G 0.0386 0.03032 0.001229 283 640: 7%|▋ | 2/28 [00:02<00:24, 1.08it/s] 40/299 7.15G 0.0386 0.03032 0.001229 283 640: 11%|█ | 3/28 [00:02<00:15, 1.66it/s] 40/299 7.15G 0.03826 0.03044 0.001358 244 640: 11%|█ | 3/28 [00:02<00:15, 1.66it/s] 40/299 7.15G 0.03826 0.03044 0.001358 244 640: 14%|█▍ | 4/28 [00:02<00:11, 2.17it/s] 40/299 7.15G 0.03804 0.03095 0.001277 300 640: 14%|█▍ | 4/28 [00:02<00:11, 2.17it/s] 40/299 7.15G 0.03804 0.03095 0.001277 300 640: 18%|█▊ | 5/28 [00:02<00:08, 2.69it/s] 40/299 7.15G 0.03785 0.03116 0.001169 292 640: 18%|█▊ | 5/28 [00:03<00:08, 2.69it/s] 40/299 7.15G 0.03785 0.03116 0.001169 292 640: 21%|██▏ | 6/28 [00:03<00:08, 2.65it/s] 40/299 7.15G 0.0377 0.03071 0.001182 250 640: 21%|██▏ | 6/28 [00:05<00:08, 2.65it/s] 40/299 7.15G 0.0377 0.03071 0.001182 250 640: 25%|██▌ | 7/28 [00:05<00:20, 1.01it/s] 40/299 7.15G 0.03786 0.03093 0.001102 285 640: 25%|██▌ | 7/28 [00:05<00:20, 1.01it/s] 40/299 7.15G 0.03786 0.03093 0.001102 285 640: 29%|██▊ | 8/28 [00:05<00:15, 1.33it/s] 40/299 7.15G 0.03815 0.03075 0.001292 235 640: 29%|██▊ | 8/28 [00:08<00:15, 1.33it/s] 40/299 7.15G 0.03815 0.03075 0.001292 235 640: 32%|███▏ | 9/28 [00:08<00:25, 1.34s/it] 40/299 7.15G 0.03802 0.03089 0.001241 285 640: 32%|███▏ | 9/28 [00:08<00:25, 1.34s/it] 40/299 7.15G 0.03802 0.03089 0.001241 285 640: 36%|███▌ | 10/28 [00:08<00:17, 1.00it/s] 40/299 7.15G 0.03786 0.03063 0.001166 299 640: 36%|███▌ | 10/28 [00:08<00:17, 1.00it/s] 40/299 7.15G 0.03786 0.03063 0.001166 299 640: 39%|███▉ | 11/28 [00:08<00:12, 1.32it/s] 40/299 7.15G 0.03781 0.03069 0.001122 298 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 40/299 7.15G 0.03781 0.03069 0.001122 298 640: 43%|████▎ | 12/28 [00:09<00:09, 1.67it/s] 40/299 7.15G 0.03777 0.03051 0.001095 286 640: 43%|████▎ | 12/28 [00:09<00:09, 1.67it/s] 40/299 7.15G 0.03777 0.03051 0.001095 286 640: 46%|████▋ | 13/28 [00:09<00:07, 2.08it/s] 40/299 7.15G 0.03776 0.03075 0.001063 348 640: 46%|████▋ | 13/28 [00:09<00:07, 2.08it/s] 40/299 7.15G 0.03776 0.03075 0.001063 348 640: 50%|█████ | 14/28 [00:09<00:05, 2.45it/s] 40/299 7.15G 0.03768 0.03074 0.001044 270 640: 50%|█████ | 14/28 [00:11<00:05, 2.45it/s] 40/299 7.15G 0.03768 0.03074 0.001044 270 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.33it/s] 40/299 7.15G 0.03765 0.03079 0.001043 304 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.33it/s] 40/299 7.15G 0.03765 0.03079 0.001043 304 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.67it/s] 40/299 7.15G 0.03754 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.595 0.614 0.604 0.286
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 41/299 7.15G 0.03527 0.02884 0.0007982 287 640: 0%| | 0/28 [00:00<?, ?it/s] 41/299 7.15G 0.03527 0.02884 0.0007982 287 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 41/299 7.15G 0.03664 0.03008 0.0007272 279 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 41/299 7.15G 0.03664 0.03008 0.0007272 279 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 41/299 7.15G 0.03787 0.03076 0.0008713 305 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 41/299 7.15G 0.03787 0.03076 0.0008713 305 640: 11%|█ | 3/28 [00:00<00:09, 2.77it/s] 41/299 7.15G 0.03711 0.03047 0.0007666 237 640: 11%|█ | 3/28 [00:01<00:09, 2.77it/s] 41/299 7.15G 0.03711 0.03047 0.0007666 237 640: 14%|█▍ | 4/28 [00:01<00:07, 3.18it/s] 41/299 7.15G 0.03745 0.03082 0.0009079 299 640: 14%|█▍ | 4/28 [00:03<00:07, 3.18it/s] 41/299 7.15G 0.03745 0.03082 0.0009079 299 640: 18%|█▊ | 5/28 [00:03<00:25, 1.12s/it] 41/299 7.15G 0.03682 0.02996 0.0008276 228 640: 18%|█▊ | 5/28 [00:04<00:25, 1.12s/it] 41/299 7.15G 0.03682 0.02996 0.0008276 228 640: 21%|██▏ | 6/28 [00:04<00:18, 1.21it/s] 41/299 7.15G 0.03698 0.03048 0.0008044 327 640: 21%|██▏ | 6/28 [00:04<00:18, 1.21it/s] 41/299 7.15G 0.03698 0.03048 0.0008044 327 640: 25%|██▌ | 7/28 [00:04<00:13, 1.60it/s] 41/299 7.15G 0.03723 0.0298 0.0008329 283 640: 25%|██▌ | 7/28 [00:04<00:13, 1.60it/s] 41/299 7.15G 0.03723 0.0298 0.0008329 283 640: 29%|██▊ | 8/28 [00:04<00:10, 2.00it/s] 41/299 7.15G 0.03739 0.03015 0.0008685 274 640: 29%|██▊ | 8/28 [00:04<00:10, 2.00it/s] 41/299 7.15G 0.03739 0.03015 0.0008685 274 640: 32%|███▏ | 9/28 [00:04<00:07, 2.44it/s] 41/299 7.15G 0.03791 0.03057 0.0008465 367 640: 32%|███▏ | 9/28 [00:04<00:07, 2.44it/s] 41/299 7.15G 0.03791 0.03057 0.0008465 367 640: 36%|███▌ | 10/28 [00:04<00:06, 2.79it/s] 41/299 7.15G 0.03777 0.03037 0.0008465 264 640: 36%|███▌ | 10/28 [00:06<00:06, 2.79it/s] 41/299 7.15G 0.03777 0.03037 0.0008465 264 640: 39%|███▉ | 11/28 [00:06<00:11, 1.50it/s] 41/299 7.15G 0.03781 0.03006 0.0008305 217 640: 39%|███▉ | 11/28 [00:06<00:11, 1.50it/s] 41/299 7.15G 0.03781 0.03006 0.0008305 217 640: 43%|████▎ | 12/28 [00:06<00:08, 1.87it/s] 41/299 7.15G 0.03778 0.03001 0.0008196 268 640: 43%|████▎ | 12/28 [00:09<00:08, 1.87it/s] 41/299 7.15G 0.03778 0.03001 0.0008196 268 640: 46%|████▋ | 13/28 [00:09<00:18, 1.25s/it] 41/299 7.15G 0.03788 0.03003 0.0008217 296 640: 46%|████▋ | 13/28 [00:09<00:18, 1.25s/it] 41/299 7.15G 0.03788 0.03003 0.0008217 296 640: 50%|█████ | 14/28 [00:09<00:13, 1.05it/s] 41/299 7.15G 0.03782 0.03007 0.0008043 228 640: 50%|█████ | 14/28 [00:09<00:13, 1.05it/s] 41/299 7.15G 0.03782 0.03007 0.0008043 228 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.38it/s] 41/299 7.15G 0.03787 0.02995 0.0008043 229 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.38it/s] 41/299 7.15G 0.03787 0.02995 0.0008043 229 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.72it/s] 41/299 7.15G 0.03805 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.597 0.58 0.583 0.283
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 42/299 7.15G 0.03558 0.02932 0.001005 289 640: 0%| | 0/28 [00:02<?, ?it/s] 42/299 7.15G 0.03558 0.02932 0.001005 289 640: 4%|▎ | 1/28 [00:02<01:14, 2.74s/it] 42/299 7.15G 0.03561 0.03071 0.0007771 324 640: 4%|▎ | 1/28 [00:02<01:14, 2.74s/it] 42/299 7.15G 0.03561 0.03071 0.0007771 324 640: 7%|▋ | 2/28 [00:02<00:33, 1.27s/it] 42/299 7.15G 0.03574 0.02939 0.000769 195 640: 7%|▋ | 2/28 [00:03<00:33, 1.27s/it] 42/299 7.15G 0.03574 0.02939 0.000769 195 640: 11%|█ | 3/28 [00:03<00:19, 1.27it/s] 42/299 7.15G 0.0356 0.03041 0.001184 303 640: 11%|█ | 3/28 [00:03<00:19, 1.27it/s] 42/299 7.15G 0.0356 0.03041 0.001184 303 640: 14%|█▍ | 4/28 [00:03<00:13, 1.74it/s] 42/299 7.15G 0.03576 0.02988 0.001139 269 640: 14%|█▍ | 4/28 [00:03<00:13, 1.74it/s] 42/299 7.15G 0.03576 0.02988 0.001139 269 640: 18%|█▊ | 5/28 [00:03<00:10, 2.25it/s] 42/299 7.15G 0.03578 0.02985 0.001094 271 640: 18%|█▊ | 5/28 [00:03<00:10, 2.25it/s] 42/299 7.15G 0.03578 0.02985 0.001094 271 640: 21%|██▏ | 6/28 [00:03<00:08, 2.66it/s] 42/299 7.15G 0.03581 0.02956 0.001078 232 640: 21%|██▏ | 6/28 [00:04<00:08, 2.66it/s] 42/299 7.15G 0.03581 0.02956 0.001078 232 640: 25%|██▌ | 7/28 [00:04<00:08, 2.53it/s] 42/299 7.15G 0.03618 0.03004 0.00103 265 640: 25%|██▌ | 7/28 [00:04<00:08, 2.53it/s] 42/299 7.15G 0.03618 0.03004 0.00103 265 640: 29%|██▊ | 8/28 [00:04<00:06, 2.89it/s] 42/299 7.15G 0.03645 0.0303 0.0009862 320 640: 29%|██▊ | 8/28 [00:08<00:06, 2.89it/s] 42/299 7.15G 0.03645 0.0303 0.0009862 320 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 42/299 7.15G 0.0365 0.03073 0.001016 322 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 42/299 7.15G 0.0365 0.03073 0.001016 322 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 42/299 7.15G 0.03683 0.03068 0.001005 237 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 42/299 7.15G 0.03683 0.03068 0.001005 237 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 42/299 7.15G 0.03685 0.03049 0.0009559 241 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 42/299 7.15G 0.03685 0.03049 0.0009559 241 640: 43%|████▎ | 12/28 [00:08<00:09, 1.63it/s] 42/299 7.15G 0.03691 0.03046 0.001015 277 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 42/299 7.15G 0.03691 0.03046 0.001015 277 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 42/299 7.15G 0.03712 0.03064 0.0009901 341 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 42/299 7.15G 0.03712 0.03064 0.0009901 341 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 42/299 7.15G 0.0371 0.03045 0.0009608 262 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 42/299 7.15G 0.0371 0.03045 0.0009608 262 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.33it/s] 42/299 7.15G 0.0371 0.03028 0.0009344 268 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.33it/s] 42/299 7.15G 0.0371 0.03028 0.0009344 268 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.68it/s] 42/299 7.15G 0.03717 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.13it/s]
all 110 564 0.574 0.57 0.591 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 43/299 7.15G 0.03865 0.03109 0.0007592 305 640: 0%| | 0/28 [00:00<?, ?it/s] 43/299 7.15G 0.03865 0.03109 0.0007592 305 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 43/299 7.15G 0.03668 0.02903 0.0006333 243 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 43/299 7.15G 0.03668 0.02903 0.0006333 243 640: 7%|▋ | 2/28 [00:00<00:06, 4.24it/s] 43/299 7.15G 0.03727 0.02855 0.0007781 258 640: 7%|▋ | 2/28 [00:01<00:06, 4.24it/s] 43/299 7.15G 0.03727 0.02855 0.0007781 258 640: 11%|█ | 3/28 [00:01<00:14, 1.71it/s] 43/299 7.15G 0.0373 0.0296 0.0007263 304 640: 11%|█ | 3/28 [00:01<00:14, 1.71it/s] 43/299 7.15G 0.0373 0.0296 0.0007263 304 640: 14%|█▍ | 4/28 [00:01<00:10, 2.22it/s] 43/299 7.15G 0.03737 0.02955 0.0006854 252 640: 14%|█▍ | 4/28 [00:04<00:10, 2.22it/s] 43/299 7.15G 0.03737 0.02955 0.0006854 252 640: 18%|█▊ | 5/28 [00:04<00:32, 1.41s/it] 43/299 7.15G 0.03687 0.03003 0.0006534 308 640: 18%|█▊ | 5/28 [00:05<00:32, 1.41s/it] 43/299 7.15G 0.03687 0.03003 0.0006534 308 640: 21%|██▏ | 6/28 [00:05<00:22, 1.01s/it] 43/299 7.15G 0.03684 0.02976 0.0007021 293 640: 21%|██▏ | 6/28 [00:05<00:22, 1.01s/it] 43/299 7.15G 0.03684 0.02976 0.0007021 293 640: 25%|██▌ | 7/28 [00:05<00:15, 1.33it/s] 43/299 7.15G 0.03684 0.02965 0.0006793 255 640: 25%|██▌ | 7/28 [00:05<00:15, 1.33it/s] 43/299 7.15G 0.03684 0.02965 0.0006793 255 640: 29%|██▊ | 8/28 [00:05<00:11, 1.69it/s] 43/299 7.15G 0.03689 0.03014 0.0006956 311 640: 29%|██▊ | 8/28 [00:05<00:11, 1.69it/s] 43/299 7.15G 0.03689 0.03014 0.0006956 311 640: 32%|███▏ | 9/28 [00:05<00:08, 2.12it/s] 43/299 7.15G 0.03681 0.03013 0.0006888 276 640: 32%|███▏ | 9/28 [00:05<00:08, 2.12it/s] 43/299 7.15G 0.03681 0.03013 0.0006888 276 640: 36%|███▌ | 10/28 [00:05<00:07, 2.49it/s] 43/299 7.15G 0.03666 0.02993 0.0007037 295 640: 36%|███▌ | 10/28 [00:07<00:07, 2.49it/s] 43/299 7.15G 0.03666 0.02993 0.0007037 295 640: 39%|███▉ | 11/28 [00:07<00:11, 1.50it/s] 43/299 7.15G 0.03676 0.02973 0.0006814 266 640: 39%|███▉ | 11/28 [00:07<00:11, 1.50it/s] 43/299 7.15G 0.03676 0.02973 0.0006814 266 640: 43%|████▎ | 12/28 [00:07<00:08, 1.86it/s] 43/299 7.15G 0.03686 0.02971 0.0006634 260 640: 43%|████▎ | 12/28 [00:10<00:08, 1.86it/s] 43/299 7.15G 0.03686 0.02971 0.0006634 260 640: 46%|████▋ | 13/28 [00:10<00:21, 1.40s/it] 43/299 7.15G 0.03707 0.02971 0.0006627 247 640: 46%|████▋ | 13/28 [00:11<00:21, 1.40s/it] 43/299 7.15G 0.03707 0.02971 0.0006627 247 640: 50%|█████ | 14/28 [00:11<00:14, 1.05s/it] 43/299 7.15G 0.03702 0.02991 0.0006669 295 640: 50%|█████ | 14/28 [00:11<00:14, 1.05s/it] 43/299 7.15G 0.03702 0.02991 0.0006669 295 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.25it/s] 43/299 7.15G 0.03696 0.02988 0.0006977 273 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.25it/s] 43/299 7.15G 0.03696 0.02988 0.0006977 273 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.59it/s] 43/299 7.15G 0.03682 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s]
all 110 564 0.594 0.59 0.601 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 44/299 7.15G 0.03878 0.03369 0.0007807 331 640: 0%| | 0/28 [00:02<?, ?it/s] 44/299 7.15G 0.03878 0.03369 0.0007807 331 640: 4%|▎ | 1/28 [00:02<01:17, 2.86s/it] 44/299 7.15G 0.03675 0.03192 0.0007181 248 640: 4%|▎ | 1/28 [00:03<01:17, 2.86s/it] 44/299 7.15G 0.03675 0.03192 0.0007181 248 640: 7%|▋ | 2/28 [00:03<00:34, 1.32s/it] 44/299 7.15G 0.03779 0.03103 0.0006089 232 640: 7%|▋ | 2/28 [00:03<00:34, 1.32s/it] 44/299 7.15G 0.03779 0.03103 0.0006089 232 640: 11%|█ | 3/28 [00:03<00:20, 1.22it/s] 44/299 7.15G 0.03742 0.02993 0.0005637 258 640: 11%|█ | 3/28 [00:03<00:20, 1.22it/s] 44/299 7.15G 0.03742 0.02993 0.0005637 258 640: 14%|█▍ | 4/28 [00:03<00:14, 1.69it/s] 44/299 7.15G 0.03735 0.03008 0.0005906 270 640: 14%|█▍ | 4/28 [00:03<00:14, 1.69it/s] 44/299 7.15G 0.03735 0.03008 0.0005906 270 640: 18%|█▊ | 5/28 [00:03<00:10, 2.20it/s] 44/299 7.15G 0.03723 0.02986 0.0006464 289 640: 18%|█▊ | 5/28 [00:04<00:10, 2.20it/s] 44/299 7.15G 0.03723 0.02986 0.0006464 289 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 44/299 7.15G 0.0378 0.03006 0.0006864 274 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 44/299 7.15G 0.0378 0.03006 0.0006864 274 640: 25%|██▌ | 7/28 [00:04<00:11, 1.85it/s] 44/299 7.15G 0.03798 0.03021 0.0006616 273 640: 25%|██▌ | 7/28 [00:05<00:11, 1.85it/s] 44/299 7.15G 0.03798 0.03021 0.0006616 273 640: 29%|██▊ | 8/28 [00:05<00:08, 2.24it/s] 44/299 7.15G 0.03861 0.03033 0.0006764 326 640: 29%|██▊ | 8/28 [00:08<00:08, 2.24it/s] 44/299 7.15G 0.03861 0.03033 0.0006764 326 640: 32%|███▏ | 9/28 [00:08<00:26, 1.38s/it] 44/299 7.15G 0.03867 0.03026 0.0006802 269 640: 32%|███▏ | 9/28 [00:08<00:26, 1.38s/it] 44/299 7.15G 0.03867 0.03026 0.0006802 269 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 44/299 7.15G 0.03864 0.03031 0.0006983 322 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 44/299 7.15G 0.03864 0.03031 0.0006983 322 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 44/299 7.15G 0.03851 0.03029 0.0007087 326 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 44/299 7.15G 0.03851 0.03029 0.0007087 326 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 44/299 7.15G 0.03837 0.03032 0.0007141 267 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 44/299 7.15G 0.03837 0.03032 0.0007141 267 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 44/299 7.15G 0.03858 0.03072 0.0007199 349 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 44/299 7.15G 0.03858 0.03072 0.0007199 349 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 44/299 7.15G 0.03847 0.03069 0.0007126 300 640: 50%|█████ | 14/28 [00:10<00:05, 2.40it/s] 44/299 7.15G 0.03847 0.03069 0.0007126 300 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.10it/s] 44/299 7.15G 0.03865 0.0308 0.0007509 303 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.10it/s] 44/299 7.15G 0.03865 0.0308 0.0007509 303 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.46it/s] 44/299 7.15G 0.03855 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.70it/s]
all 110 564 0.671 0.61 0.625 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 45/299 7.15G 0.0355 0.03185 0.000605 255 640: 0%| | 0/28 [00:00<?, ?it/s] 45/299 7.15G 0.0355 0.03185 0.000605 255 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 45/299 7.15G 0.03554 0.0319 0.0008872 326 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 45/299 7.15G 0.03554 0.0319 0.0008872 326 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 45/299 7.15G 0.03536 0.03066 0.0007714 255 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 45/299 7.15G 0.03536 0.03066 0.0007714 255 640: 11%|█ | 3/28 [00:00<00:05, 4.39it/s] 45/299 7.15G 0.03538 0.03091 0.0007425 301 640: 11%|█ | 3/28 [00:00<00:05, 4.39it/s] 45/299 7.15G 0.03538 0.03091 0.0007425 301 640: 14%|█▍ | 4/28 [00:00<00:05, 4.27it/s] 45/299 7.15G 0.03585 0.03047 0.0007789 303 640: 14%|█▍ | 4/28 [00:05<00:05, 4.27it/s] 45/299 7.15G 0.03585 0.03047 0.0007789 303 640: 18%|█▊ | 5/28 [00:05<00:43, 1.87s/it] 45/299 7.15G 0.03625 0.03059 0.0007388 323 640: 18%|█▊ | 5/28 [00:05<00:43, 1.87s/it] 45/299 7.15G 0.03625 0.03059 0.0007388 323 640: 21%|██▏ | 6/28 [00:05<00:29, 1.32s/it] 45/299 7.15G 0.03678 0.03022 0.000725 305 640: 21%|██▏ | 6/28 [00:06<00:29, 1.32s/it] 45/299 7.15G 0.03678 0.03022 0.000725 305 640: 25%|██▌ | 7/28 [00:06<00:20, 1.04it/s] 45/299 7.15G 0.03661 0.02963 0.0007103 253 640: 25%|██▌ | 7/28 [00:06<00:20, 1.04it/s] 45/299 7.15G 0.03661 0.02963 0.0007103 253 640: 29%|██▊ | 8/28 [00:06<00:14, 1.37it/s] 45/299 7.15G 0.03665 0.02968 0.0007108 288 640: 29%|██▊ | 8/28 [00:06<00:14, 1.37it/s] 45/299 7.15G 0.03665 0.02968 0.0007108 288 640: 32%|███▏ | 9/28 [00:06<00:10, 1.76it/s] 45/299 7.15G 0.03664 0.02938 0.0007871 283 640: 32%|███▏ | 9/28 [00:06<00:10, 1.76it/s] 45/299 7.15G 0.03664 0.02938 0.0007871 283 640: 36%|███▌ | 10/28 [00:06<00:08, 2.15it/s] 45/299 7.15G 0.03681 0.02922 0.0007964 264 640: 36%|███▌ | 10/28 [00:07<00:08, 2.15it/s] 45/299 7.15G 0.03681 0.02922 0.0007964 264 640: 39%|███▉ | 11/28 [00:07<00:06, 2.57it/s] 45/299 7.15G 0.03688 0.02916 0.0007784 287 640: 39%|███▉ | 11/28 [00:07<00:06, 2.57it/s] 45/299 7.15G 0.03688 0.02916 0.0007784 287 640: 43%|████▎ | 12/28 [00:07<00:05, 2.92it/s] 45/299 7.15G 0.03676 0.02928 0.0007504 300 640: 43%|████▎ | 12/28 [00:11<00:05, 2.92it/s] 45/299 7.15G 0.03676 0.02928 0.0007504 300 640: 46%|████▋ | 13/28 [00:11<00:20, 1.37s/it] 45/299 7.15G 0.03683 0.02903 0.0007288 222 640: 46%|████▋ | 13/28 [00:11<00:20, 1.37s/it] 45/299 7.15G 0.03683 0.02903 0.0007288 222 640: 50%|█████ | 14/28 [00:11<00:14, 1.03s/it] 45/299 7.15G 0.03686 0.02906 0.0007076 250 640: 50%|█████ | 14/28 [00:11<00:14, 1.03s/it] 45/299 7.15G 0.03686 0.02906 0.0007076 250 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.28it/s] 45/299 7.15G 0.03679 0.02925 0.0007424 276 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.28it/s] 45/299 7.15G 0.03679 0.02925 0.0007424 276 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.62it/s] 45/299 7.15G 0.0369 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s]
all 110 564 0.68 0.567 0.611 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 46/299 7.15G 0.03739 0.03854 0.0009133 338 640: 0%| | 0/28 [00:03<?, ?it/s] 46/299 7.15G 0.03739 0.03854 0.0009133 338 640: 4%|▎ | 1/28 [00:03<01:28, 3.28s/it] 46/299 7.15G 0.03808 0.03525 0.0007422 289 640: 4%|▎ | 1/28 [00:03<01:28, 3.28s/it] 46/299 7.15G 0.03808 0.03525 0.0007422 289 640: 7%|▋ | 2/28 [00:03<00:38, 1.49s/it] 46/299 7.15G 0.0366 0.03403 0.0006913 280 640: 7%|▋ | 2/28 [00:03<00:38, 1.49s/it] 46/299 7.15G 0.0366 0.03403 0.0006913 280 640: 11%|█ | 3/28 [00:03<00:22, 1.10it/s] 46/299 7.15G 0.03648 0.03359 0.0008935 305 640: 11%|█ | 3/28 [00:03<00:22, 1.10it/s] 46/299 7.15G 0.03648 0.03359 0.0008935 305 640: 14%|█▍ | 4/28 [00:03<00:15, 1.56it/s] 46/299 7.15G 0.03584 0.0323 0.0009241 271 640: 14%|█▍ | 4/28 [00:04<00:15, 1.56it/s] 46/299 7.15G 0.03584 0.0323 0.0009241 271 640: 18%|█▊ | 5/28 [00:04<00:11, 2.05it/s] 46/299 7.15G 0.03526 0.03123 0.0009381 246 640: 18%|█▊ | 5/28 [00:04<00:11, 2.05it/s] 46/299 7.15G 0.03526 0.03123 0.0009381 246 640: 21%|██▏ | 6/28 [00:04<00:08, 2.48it/s] 46/299 7.15G 0.0351 0.03095 0.0008797 280 640: 21%|██▏ | 6/28 [00:04<00:08, 2.48it/s] 46/299 7.15G 0.0351 0.03095 0.0008797 280 640: 25%|██▌ | 7/28 [00:04<00:07, 2.92it/s] 46/299 7.15G 0.03515 0.03063 0.0009042 285 640: 25%|██▌ | 7/28 [00:04<00:07, 2.92it/s] 46/299 7.15G 0.03515 0.03063 0.0009042 285 640: 29%|██▊ | 8/28 [00:04<00:06, 3.22it/s] 46/299 7.15G 0.0352 0.03043 0.0008714 289 640: 29%|██▊ | 8/28 [00:09<00:06, 3.22it/s] 46/299 7.15G 0.0352 0.03043 0.0008714 289 640: 32%|███▏ | 9/28 [00:09<00:31, 1.66s/it] 46/299 7.15G 0.0354 0.0307 0.0008446 361 640: 32%|███▏ | 9/28 [00:09<00:31, 1.66s/it] 46/299 7.15G 0.0354 0.0307 0.0008446 361 640: 36%|███▌ | 10/28 [00:09<00:22, 1.23s/it] 46/299 7.15G 0.03554 0.03049 0.0008288 291 640: 36%|███▌ | 10/28 [00:09<00:22, 1.23s/it] 46/299 7.15G 0.03554 0.03049 0.0008288 291 640: 39%|███▉ | 11/28 [00:09<00:15, 1.09it/s] 46/299 7.15G 0.03559 0.03034 0.0008068 300 640: 39%|███▉ | 11/28 [00:10<00:15, 1.09it/s] 46/299 7.15G 0.03559 0.03034 0.0008068 300 640: 43%|████▎ | 12/28 [00:10<00:11, 1.40it/s] 46/299 7.15G 0.03569 0.0303 0.0007891 303 640: 43%|████▎ | 12/28 [00:10<00:11, 1.40it/s] 46/299 7.15G 0.03569 0.0303 0.0007891 303 640: 46%|████▋ | 13/28 [00:10<00:08, 1.78it/s] 46/299 7.15G 0.03569 0.0301 0.0007747 278 640: 46%|████▋ | 13/28 [00:10<00:08, 1.78it/s] 46/299 7.15G 0.03569 0.0301 0.0007747 278 640: 50%|█████ | 14/28 [00:10<00:06, 2.15it/s] 46/299 7.15G 0.03582 0.02993 0.0007501 241 640: 50%|█████ | 14/28 [00:10<00:06, 2.15it/s] 46/299 7.15G 0.03582 0.02993 0.0007501 241 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.57it/s] 46/299 7.15G 0.03596 0.02971 0.0007399 292 640: 54%|█████▎ | 15/28 [00:11<00:05, 2.57it/s] 46/299 7.15G 0.03596 0.02971 0.0007399 292 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.89it/s] 46/299 7.15G 0.03615 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.09it/s]
all 110 564 0.643 0.58 0.619 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 47/299 7.15G 0.03323 0.02584 0.0004809 237 640: 0%| | 0/28 [00:00<?, ?it/s] 47/299 7.15G 0.03323 0.02584 0.0004809 237 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 47/299 7.15G 0.03358 0.02638 0.0005705 237 640: 4%|▎ | 1/28 [00:01<00:05, 4.66it/s] 47/299 7.15G 0.03358 0.02638 0.0005705 237 640: 7%|▋ | 2/28 [00:01<00:23, 1.09it/s] 47/299 7.15G 0.03472 0.02879 0.0005977 311 640: 7%|▋ | 2/28 [00:01<00:23, 1.09it/s] 47/299 7.15G 0.03472 0.02879 0.0005977 311 640: 11%|█ | 3/28 [00:01<00:14, 1.67it/s] 47/299 7.15G 0.03527 0.02809 0.0006615 238 640: 11%|█ | 3/28 [00:02<00:14, 1.67it/s] 47/299 7.15G 0.03527 0.02809 0.0006615 238 640: 14%|█▍ | 4/28 [00:02<00:10, 2.18it/s] 47/299 7.15G 0.0355 0.02804 0.0006213 268 640: 14%|█▍ | 4/28 [00:04<00:10, 2.18it/s] 47/299 7.15G 0.0355 0.02804 0.0006213 268 640: 18%|█▊ | 5/28 [00:04<00:28, 1.22s/it] 47/299 7.15G 0.03539 0.02846 0.0006217 280 640: 18%|█▊ | 5/28 [00:04<00:28, 1.22s/it] 47/299 7.15G 0.03539 0.02846 0.0006217 280 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 47/299 7.15G 0.03604 0.02852 0.000594 285 640: 21%|██▏ | 6/28 [00:05<00:19, 1.13it/s] 47/299 7.15G 0.03604 0.02852 0.000594 285 640: 25%|██▌ | 7/28 [00:05<00:14, 1.50it/s] 47/299 7.15G 0.03595 0.02843 0.0005806 272 640: 25%|██▌ | 7/28 [00:05<00:14, 1.50it/s] 47/299 7.15G 0.03595 0.02843 0.0005806 272 640: 29%|██▊ | 8/28 [00:05<00:10, 1.87it/s] 47/299 7.15G 0.03634 0.02838 0.000596 252 640: 29%|██▊ | 8/28 [00:05<00:10, 1.87it/s] 47/299 7.15G 0.03634 0.02838 0.000596 252 640: 32%|███▏ | 9/28 [00:05<00:08, 2.30it/s] 47/299 7.15G 0.03673 0.02873 0.0005997 341 640: 32%|███▏ | 9/28 [00:07<00:08, 2.30it/s] 47/299 7.15G 0.03673 0.02873 0.0005997 341 640: 36%|███▌ | 10/28 [00:07<00:17, 1.02it/s] 47/299 7.15G 0.03652 0.02867 0.0006221 256 640: 36%|███▌ | 10/28 [00:07<00:17, 1.02it/s] 47/299 7.15G 0.03652 0.02867 0.0006221 256 640: 39%|███▉ | 11/28 [00:07<00:12, 1.34it/s] 47/299 7.15G 0.03643 0.02881 0.0006296 298 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 47/299 7.15G 0.03643 0.02881 0.0006296 298 640: 43%|████▎ | 12/28 [00:08<00:09, 1.69it/s] 47/299 7.15G 0.03651 0.02868 0.0006615 260 640: 43%|████▎ | 12/28 [00:10<00:09, 1.69it/s] 47/299 7.15G 0.03651 0.02868 0.0006615 260 640: 46%|████▋ | 13/28 [00:10<00:16, 1.09s/it] 47/299 7.15G 0.03656 0.02891 0.0006521 293 640: 46%|████▋ | 13/28 [00:10<00:16, 1.09s/it] 47/299 7.15G 0.03656 0.02891 0.0006521 293 640: 50%|█████ | 14/28 [00:10<00:11, 1.20it/s] 47/299 7.15G 0.03658 0.02879 0.0006952 228 640: 50%|█████ | 14/28 [00:10<00:11, 1.20it/s] 47/299 7.15G 0.03658 0.02879 0.0006952 228 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.54it/s] 47/299 7.15G 0.03658 0.0288 0.0006842 294 640: 54%|█████▎ | 15/28 [00:11<00:08, 1.54it/s] 47/299 7.15G 0.03658 0.0288 0.0006842 294 640: 57%|█████▋ | 16/28 [00:11<00:06, 1.91it/s] 47/299 7.15G 0.03648 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.73it/s]
all 110 564 0.606 0.595 0.592 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 48/299 7.15G 0.03433 0.03062 0.0008033 314 640: 0%| | 0/28 [00:02<?, ?it/s] 48/299 7.15G 0.03433 0.03062 0.0008033 314 640: 4%|▎ | 1/28 [00:02<00:54, 2.03s/it] 48/299 7.15G 0.03436 0.02929 0.0007161 251 640: 4%|▎ | 1/28 [00:02<00:54, 2.03s/it] 48/299 7.15G 0.03436 0.02929 0.0007161 251 640: 7%|▋ | 2/28 [00:02<00:25, 1.02it/s] 48/299 7.15G 0.03488 0.02883 0.0007196 294 640: 7%|▋ | 2/28 [00:02<00:25, 1.02it/s] 48/299 7.15G 0.03488 0.02883 0.0007196 294 640: 11%|█ | 3/28 [00:02<00:15, 1.59it/s] 48/299 7.15G 0.03514 0.02956 0.0006304 286 640: 11%|█ | 3/28 [00:02<00:15, 1.59it/s] 48/299 7.15G 0.03514 0.02956 0.0006304 286 640: 14%|█▍ | 4/28 [00:02<00:11, 2.09it/s] 48/299 7.15G 0.03527 0.02959 0.0005851 272 640: 14%|█▍ | 4/28 [00:02<00:11, 2.09it/s] 48/299 7.15G 0.03527 0.02959 0.0005851 272 640: 18%|█▊ | 5/28 [00:02<00:08, 2.61it/s] 48/299 7.15G 0.03523 0.02946 0.0006135 282 640: 18%|█▊ | 5/28 [00:04<00:08, 2.61it/s] 48/299 7.15G 0.03523 0.02946 0.0006135 282 640: 21%|██▏ | 6/28 [00:04<00:15, 1.46it/s] 48/299 7.15G 0.03543 0.0293 0.0006079 264 640: 21%|██▏ | 6/28 [00:04<00:15, 1.46it/s] 48/299 7.15G 0.03543 0.0293 0.0006079 264 640: 25%|██▌ | 7/28 [00:04<00:11, 1.88it/s] 48/299 7.15G 0.03564 0.02982 0.0006316 318 640: 25%|██▌ | 7/28 [00:04<00:11, 1.88it/s] 48/299 7.15G 0.03564 0.02982 0.0006316 318 640: 29%|██▊ | 8/28 [00:04<00:08, 2.28it/s] 48/299 7.15G 0.03579 0.03 0.0006164 276 640: 29%|██▊ | 8/28 [00:07<00:08, 2.28it/s] 48/299 7.15G 0.03579 0.03 0.0006164 276 640: 32%|███▏ | 9/28 [00:07<00:21, 1.13s/it] 48/299 7.15G 0.03584 0.02979 0.0006093 253 640: 32%|███▏ | 9/28 [00:08<00:21, 1.13s/it] 48/299 7.15G 0.03584 0.02979 0.0006093 253 640: 36%|███▌ | 10/28 [00:08<00:18, 1.00s/it] 48/299 7.15G 0.03596 0.02961 0.0006221 231 640: 36%|███▌ | 10/28 [00:08<00:18, 1.00s/it] 48/299 7.15G 0.03596 0.02961 0.0006221 231 640: 39%|███▉ | 11/28 [00:08<00:12, 1.31it/s] 48/299 7.15G 0.03588 0.02969 0.0006102 274 640: 39%|███▉ | 11/28 [00:08<00:12, 1.31it/s] 48/299 7.15G 0.03588 0.02969 0.0006102 274 640: 43%|████▎ | 12/28 [00:08<00:09, 1.65it/s] 48/299 7.15G 0.03576 0.02954 0.000742 265 640: 43%|████▎ | 12/28 [00:08<00:09, 1.65it/s] 48/299 7.15G 0.03576 0.02954 0.000742 265 640: 46%|████▋ | 13/28 [00:08<00:07, 2.06it/s] 48/299 7.15G 0.03572 0.02948 0.0007431 279 640: 46%|████▋ | 13/28 [00:09<00:07, 2.06it/s] 48/299 7.15G 0.03572 0.02948 0.0007431 279 640: 50%|█████ | 14/28 [00:09<00:08, 1.56it/s] 48/299 7.15G 0.03585 0.02928 0.0007407 240 640: 50%|█████ | 14/28 [00:09<00:08, 1.56it/s] 48/299 7.15G 0.03585 0.02928 0.0007407 240 640: 54%|█████▎ | 15/28 [00:09<00:06, 1.96it/s] 48/299 7.15G 0.036 0.02917 0.0007404 279 640: 54%|█████▎ | 15/28 [00:10<00:06, 1.96it/s] 48/299 7.15G 0.036 0.02917 0.0007404 279 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.34it/s] 48/299 7.15G 0.03593 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.607 0.577 0.59 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 49/299 7.15G 0.03337 0.0253 0.00109 251 640: 0%| | 0/28 [00:00<?, ?it/s] 49/299 7.15G 0.03337 0.0253 0.00109 251 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 49/299 7.15G 0.03454 0.0282 0.0008314 302 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 49/299 7.15G 0.03454 0.0282 0.0008314 302 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 49/299 7.15G 0.03482 0.02843 0.0007152 271 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 49/299 7.15G 0.03482 0.02843 0.0007152 271 640: 11%|█ | 3/28 [00:00<00:07, 3.50it/s] 49/299 7.15G 0.03489 0.02785 0.0007035 264 640: 11%|█ | 3/28 [00:01<00:07, 3.50it/s] 49/299 7.15G 0.03489 0.02785 0.0007035 264 640: 14%|█▍ | 4/28 [00:01<00:06, 3.71it/s] 49/299 7.15G 0.03547 0.02831 0.0008624 302 640: 14%|█▍ | 4/28 [00:04<00:06, 3.71it/s] 49/299 7.15G 0.03547 0.02831 0.0008624 302 640: 18%|█▊ | 5/28 [00:04<00:29, 1.29s/it] 49/299 7.15G 0.03603 0.02856 0.0008388 280 640: 18%|█▊ | 5/28 [00:04<00:29, 1.29s/it] 49/299 7.15G 0.03603 0.02856 0.0008388 280 640: 21%|██▏ | 6/28 [00:04<00:24, 1.10s/it] 49/299 7.15G 0.03615 0.02851 0.0008029 270 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 49/299 7.15G 0.03615 0.02851 0.0008029 270 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 49/299 7.15G 0.03605 0.02808 0.0007746 230 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 49/299 7.15G 0.03605 0.02808 0.0007746 230 640: 29%|██▊ | 8/28 [00:05<00:12, 1.58it/s] 49/299 7.15G 0.036 0.02865 0.0007424 334 640: 29%|██▊ | 8/28 [00:05<00:12, 1.58it/s] 49/299 7.15G 0.036 0.02865 0.0007424 334 640: 32%|███▏ | 9/28 [00:05<00:09, 1.99it/s] 49/299 7.15G 0.03619 0.02872 0.000738 243 640: 32%|███▏ | 9/28 [00:05<00:09, 1.99it/s] 49/299 7.15G 0.03619 0.02872 0.000738 243 640: 36%|███▌ | 10/28 [00:05<00:07, 2.37it/s] 49/299 7.15G 0.03623 0.02883 0.0007347 254 640: 36%|███▌ | 10/28 [00:08<00:07, 2.37it/s] 49/299 7.15G 0.03623 0.02883 0.0007347 254 640: 39%|███▉ | 11/28 [00:08<00:19, 1.12s/it] 49/299 7.15G 0.03628 0.02822 0.0007071 222 640: 39%|███▉ | 11/28 [00:08<00:19, 1.12s/it] 49/299 7.15G 0.03628 0.02822 0.0007071 222 640: 43%|████▎ | 12/28 [00:08<00:13, 1.17it/s] 49/299 7.15G 0.03631 0.02848 0.0007061 300 640: 43%|████▎ | 12/28 [00:09<00:13, 1.17it/s] 49/299 7.15G 0.03631 0.02848 0.0007061 300 640: 46%|████▋ | 13/28 [00:09<00:12, 1.17it/s] 49/299 7.15G 0.0362 0.02848 0.0007342 288 640: 46%|████▋ | 13/28 [00:10<00:12, 1.17it/s] 49/299 7.15G 0.0362 0.02848 0.0007342 288 640: 50%|█████ | 14/28 [00:10<00:11, 1.26it/s] 49/299 7.15G 0.03635 0.02803 0.0007341 192 640: 50%|█████ | 14/28 [00:10<00:11, 1.26it/s] 49/299 7.15G 0.03635 0.02803 0.0007341 192 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.61it/s] 49/299 7.15G 0.03658 0.02793 0.0008178 237 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.61it/s] 49/299 7.15G 0.03658 0.02793 0.0008178 237 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.97it/s] 49/299 7.15G 0.03671 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.618 0.611 0.619 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 50/299 7.15G 0.03477 0.02503 0.0009221 250 640: 0%| | 0/28 [00:00<?, ?it/s] 50/299 7.15G 0.03477 0.02503 0.0009221 250 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 50/299 7.15G 0.03476 0.02642 0.0009369 272 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 50/299 7.15G 0.03476 0.02642 0.0009369 272 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 50/299 7.15G 0.03499 0.02871 0.000864 305 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 50/299 7.15G 0.03499 0.02871 0.000864 305 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 50/299 7.15G 0.03565 0.02814 0.0008803 251 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 50/299 7.15G 0.03565 0.02814 0.0008803 251 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 50/299 7.15G 0.03544 0.02847 0.0008476 262 640: 14%|█▍ | 4/28 [00:01<00:05, 4.31it/s] 50/299 7.15G 0.03544 0.02847 0.0008476 262 640: 18%|█▊ | 5/28 [00:01<00:05, 4.43it/s] 50/299 7.15G 0.03546 0.02833 0.0007924 263 640: 18%|█▊ | 5/28 [00:03<00:05, 4.43it/s] 50/299 7.15G 0.03546 0.02833 0.0007924 263 640: 21%|██▏ | 6/28 [00:03<00:19, 1.14it/s] 50/299 7.15G 0.03539 0.02805 0.0007668 237 640: 21%|██▏ | 6/28 [00:04<00:19, 1.14it/s] 50/299 7.15G 0.03539 0.02805 0.0007668 237 640: 25%|██▌ | 7/28 [00:04<00:21, 1.01s/it] 50/299 7.15G 0.03523 0.02755 0.0008019 235 640: 25%|██▌ | 7/28 [00:04<00:21, 1.01s/it] 50/299 7.15G 0.03523 0.02755 0.0008019 235 640: 29%|██▊ | 8/28 [00:04<00:15, 1.31it/s] 50/299 7.15G 0.03541 0.02799 0.0007695 266 640: 29%|██▊ | 8/28 [00:05<00:15, 1.31it/s] 50/299 7.15G 0.03541 0.02799 0.0007695 266 640: 32%|███▏ | 9/28 [00:05<00:12, 1.50it/s] 50/299 7.15G 0.03537 0.02841 0.0007507 320 640: 32%|███▏ | 9/28 [00:05<00:12, 1.50it/s] 50/299 7.15G 0.03537 0.02841 0.0007507 320 640: 36%|███▌ | 10/28 [00:05<00:09, 1.88it/s] 50/299 7.15G 0.03573 0.02839 0.0008078 287 640: 36%|███▌ | 10/28 [00:05<00:09, 1.88it/s] 50/299 7.15G 0.03573 0.02839 0.0008078 287 640: 39%|███▉ | 11/28 [00:05<00:07, 2.30it/s] 50/299 7.15G 0.03578 0.02831 0.0007922 284 640: 39%|███▉ | 11/28 [00:05<00:07, 2.30it/s] 50/299 7.15G 0.03578 0.02831 0.0007922 284 640: 43%|████▎ | 12/28 [00:05<00:05, 2.67it/s] 50/299 7.15G 0.03577 0.02845 0.0008266 259 640: 43%|████▎ | 12/28 [00:06<00:05, 2.67it/s] 50/299 7.15G 0.03577 0.02845 0.0008266 259 640: 46%|████▋ | 13/28 [00:06<00:04, 3.07it/s] 50/299 7.15G 0.03596 0.02877 0.0008683 344 640: 46%|████▋ | 13/28 [00:08<00:04, 3.07it/s] 50/299 7.15G 0.03596 0.02877 0.0008683 344 640: 50%|█████ | 14/28 [00:08<00:14, 1.04s/it] 50/299 7.15G 0.03596 0.02869 0.0008624 286 640: 50%|█████ | 14/28 [00:09<00:14, 1.04s/it] 50/299 7.15G 0.03596 0.02869 0.0008624 286 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.02it/s] 50/299 7.15G 0.03609 0.029 0.0008555 361 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.02it/s] 50/299 7.15G 0.03609 0.029 0.0008555 361 640: 57%|█████▋ | 16/28 [00:09<00:09, 1.32it/s] 50/299 7.15G 0.03594 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.593 0.61 0.602 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 51/299 7.15G 0.03466 0.02659 0.000733 250 640: 0%| | 0/28 [00:00<?, ?it/s] 51/299 7.15G 0.03466 0.02659 0.000733 250 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 51/299 7.15G 0.03426 0.0254 0.0007842 192 640: 4%|▎ | 1/28 [00:02<00:05, 4.58it/s] 51/299 7.15G 0.03426 0.0254 0.0007842 192 640: 7%|▋ | 2/28 [00:02<00:30, 1.18s/it] 51/299 7.15G 0.03406 0.02642 0.0006823 271 640: 7%|▋ | 2/28 [00:02<00:30, 1.18s/it] 51/299 7.15G 0.03406 0.02642 0.0006823 271 640: 11%|█ | 3/28 [00:02<00:21, 1.15it/s] 51/299 7.15G 0.03417 0.02755 0.0006777 296 640: 11%|█ | 3/28 [00:02<00:21, 1.15it/s] 51/299 7.15G 0.03417 0.02755 0.0006777 296 640: 14%|█▍ | 4/28 [00:02<00:14, 1.61it/s] 51/299 7.15G 0.03479 0.02774 0.0007454 288 640: 14%|█▍ | 4/28 [00:03<00:14, 1.61it/s] 51/299 7.15G 0.03479 0.02774 0.0007454 288 640: 18%|█▊ | 5/28 [00:03<00:15, 1.45it/s] 51/299 7.15G 0.03473 0.02771 0.0007319 245 640: 18%|█▊ | 5/28 [00:03<00:15, 1.45it/s] 51/299 7.15G 0.03473 0.02771 0.0007319 245 640: 21%|██▏ | 6/28 [00:03<00:11, 1.86it/s] 51/299 7.15G 0.03482 0.0278 0.0008 309 640: 21%|██▏ | 6/28 [00:04<00:11, 1.86it/s] 51/299 7.15G 0.03482 0.0278 0.0008 309 640: 25%|██▌ | 7/28 [00:04<00:09, 2.32it/s] 51/299 7.15G 0.03517 0.02814 0.0007669 319 640: 25%|██▌ | 7/28 [00:04<00:09, 2.32it/s] 51/299 7.15G 0.03517 0.02814 0.0007669 319 640: 29%|██▊ | 8/28 [00:04<00:07, 2.69it/s] 51/299 7.15G 0.0352 0.02822 0.0007253 283 640: 29%|██▊ | 8/28 [00:04<00:07, 2.69it/s] 51/299 7.15G 0.0352 0.02822 0.0007253 283 640: 32%|███▏ | 9/28 [00:04<00:06, 3.10it/s] 51/299 7.15G 0.03518 0.02854 0.0007047 314 640: 32%|███▏ | 9/28 [00:07<00:06, 3.10it/s] 51/299 7.15G 0.03518 0.02854 0.0007047 314 640: 36%|███▌ | 10/28 [00:07<00:19, 1.08s/it] 51/299 7.15G 0.03504 0.02823 0.0006712 252 640: 36%|███▌ | 10/28 [00:07<00:19, 1.08s/it] 51/299 7.15G 0.03504 0.02823 0.0006712 252 640: 39%|███▉ | 11/28 [00:07<00:16, 1.04it/s] 51/299 7.15G 0.03497 0.02823 0.0007049 299 640: 39%|███▉ | 11/28 [00:08<00:16, 1.04it/s] 51/299 7.15G 0.03497 0.02823 0.0007049 299 640: 43%|████▎ | 12/28 [00:08<00:11, 1.35it/s] 51/299 7.15G 0.03514 0.0283 0.0006838 289 640: 43%|████▎ | 12/28 [00:08<00:11, 1.35it/s] 51/299 7.15G 0.03514 0.0283 0.0006838 289 640: 46%|████▋ | 13/28 [00:08<00:10, 1.49it/s] 51/299 7.15G 0.03506 0.02826 0.0006702 277 640: 46%|████▋ | 13/28 [00:08<00:10, 1.49it/s] 51/299 7.15G 0.03506 0.02826 0.0006702 277 640: 50%|█████ | 14/28 [00:08<00:07, 1.84it/s] 51/299 7.15G 0.03514 0.02834 0.0006548 315 640: 50%|█████ | 14/28 [00:09<00:07, 1.84it/s] 51/299 7.15G 0.03514 0.02834 0.0006548 315 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.25it/s] 51/299 7.15G 0.03521 0.02825 0.0006826 274 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.25it/s] 51/299 7.15G 0.03521 0.02825 0.0006826 274 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.60it/s] 51/299 7.15G 0.03541 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.619 0.611 0.621 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 52/299 7.15G 0.03426 0.02811 0.000734 275 640: 0%| | 0/28 [00:00<?, ?it/s] 52/299 7.15G 0.03426 0.02811 0.000734 275 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 52/299 7.15G 0.0339 0.02783 0.000733 271 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 52/299 7.15G 0.0339 0.02783 0.000733 271 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 52/299 7.15G 0.03392 0.02776 0.0006336 291 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 52/299 7.15G 0.03392 0.02776 0.0006336 291 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 52/299 7.15G 0.03465 0.02811 0.0006524 325 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 52/299 7.15G 0.03465 0.02811 0.0006524 325 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 52/299 7.15G 0.03466 0.02878 0.0005905 268 640: 14%|█▍ | 4/28 [00:01<00:05, 4.29it/s] 52/299 7.15G 0.03466 0.02878 0.0005905 268 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 52/299 7.15G 0.03501 0.02852 0.0005762 271 640: 18%|█▊ | 5/28 [00:03<00:05, 4.41it/s] 52/299 7.15G 0.03501 0.02852 0.0005762 271 640: 21%|██▏ | 6/28 [00:03<00:20, 1.08it/s] 52/299 7.15G 0.0348 0.02831 0.0006447 223 640: 21%|██▏ | 6/28 [00:04<00:20, 1.08it/s] 52/299 7.15G 0.0348 0.02831 0.0006447 223 640: 25%|██▌ | 7/28 [00:04<00:17, 1.17it/s] 52/299 7.15G 0.03454 0.02781 0.0006411 249 640: 25%|██▌ | 7/28 [00:04<00:17, 1.17it/s] 52/299 7.15G 0.03454 0.02781 0.0006411 249 640: 29%|██▊ | 8/28 [00:04<00:13, 1.51it/s] 52/299 7.15G 0.0345 0.0276 0.0006609 253 640: 29%|██▊ | 8/28 [00:06<00:13, 1.51it/s] 52/299 7.15G 0.0345 0.0276 0.0006609 253 640: 32%|███▏ | 9/28 [00:06<00:19, 1.00s/it] 52/299 7.15G 0.03456 0.0275 0.000658 245 640: 32%|███▏ | 9/28 [00:06<00:19, 1.00s/it] 52/299 7.15G 0.03456 0.0275 0.000658 245 640: 36%|███▌ | 10/28 [00:06<00:13, 1.30it/s] 52/299 7.15G 0.03449 0.02736 0.000712 229 640: 36%|███▌ | 10/28 [00:06<00:13, 1.30it/s] 52/299 7.15G 0.03449 0.02736 0.000712 229 640: 39%|███▉ | 11/28 [00:06<00:10, 1.67it/s] 52/299 7.15G 0.03464 0.02765 0.0007041 322 640: 39%|███▉ | 11/28 [00:06<00:10, 1.67it/s] 52/299 7.15G 0.03464 0.02765 0.0007041 322 640: 43%|████▎ | 12/28 [00:06<00:07, 2.04it/s] 52/299 7.15G 0.03483 0.02776 0.0007244 275 640: 43%|████▎ | 12/28 [00:07<00:07, 2.04it/s] 52/299 7.15G 0.03483 0.02776 0.0007244 275 640: 46%|████▋ | 13/28 [00:07<00:06, 2.46it/s] 52/299 7.15G 0.03487 0.02804 0.0007456 351 640: 46%|████▋ | 13/28 [00:08<00:06, 2.46it/s] 52/299 7.15G 0.03487 0.02804 0.0007456 351 640: 50%|█████ | 14/28 [00:08<00:11, 1.25it/s] 52/299 7.15G 0.03486 0.02806 0.0007248 261 640: 50%|█████ | 14/28 [00:09<00:11, 1.25it/s] 52/299 7.15G 0.03486 0.02806 0.0007248 261 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.40it/s] 52/299 7.15G 0.03489 0.0283 0.0007216 308 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.40it/s] 52/299 7.15G 0.03489 0.0283 0.0007216 308 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.74it/s] 52/299 7.15G 0.03475 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.25it/s]
all 110 564 0.633 0.597 0.627 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 53/299 7.15G 0.03189 0.02713 0.001319 299 640: 0%| | 0/28 [00:00<?, ?it/s] 53/299 7.15G 0.03189 0.02713 0.001319 299 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 53/299 7.15G 0.03371 0.02742 0.000931 302 640: 4%|▎ | 1/28 [00:01<00:05, 4.63it/s] 53/299 7.15G 0.03371 0.02742 0.000931 302 640: 7%|▋ | 2/28 [00:01<00:15, 1.68it/s] 53/299 7.15G 0.03309 0.02732 0.0008783 290 640: 7%|▋ | 2/28 [00:01<00:15, 1.68it/s] 53/299 7.15G 0.03309 0.02732 0.0008783 290 640: 11%|█ | 3/28 [00:01<00:18, 1.35it/s] 53/299 7.15G 0.03312 0.0275 0.0007843 284 640: 11%|█ | 3/28 [00:02<00:18, 1.35it/s] 53/299 7.15G 0.03312 0.0275 0.0007843 284 640: 14%|█▍ | 4/28 [00:02<00:13, 1.84it/s] 53/299 7.15G 0.0338 0.02769 0.0008761 273 640: 14%|█▍ | 4/28 [00:05<00:13, 1.84it/s] 53/299 7.15G 0.0338 0.02769 0.0008761 273 640: 18%|█▊ | 5/28 [00:05<00:32, 1.40s/it] 53/299 7.15G 0.03402 0.02813 0.0008211 309 640: 18%|█▊ | 5/28 [00:05<00:32, 1.40s/it] 53/299 7.15G 0.03402 0.02813 0.0008211 309 640: 21%|██▏ | 6/28 [00:05<00:22, 1.01s/it] 53/299 7.15G 0.03362 0.02756 0.0007849 231 640: 21%|██▏ | 6/28 [00:05<00:22, 1.01s/it] 53/299 7.15G 0.03362 0.02756 0.0007849 231 640: 25%|██▌ | 7/28 [00:05<00:15, 1.34it/s] 53/299 7.15G 0.03335 0.02764 0.0007457 268 640: 25%|██▌ | 7/28 [00:05<00:15, 1.34it/s] 53/299 7.15G 0.03335 0.02764 0.0007457 268 640: 29%|██▊ | 8/28 [00:05<00:11, 1.70it/s] 53/299 7.15G 0.0335 0.02742 0.0007174 273 640: 29%|██▊ | 8/28 [00:06<00:11, 1.70it/s] 53/299 7.15G 0.0335 0.02742 0.0007174 273 640: 32%|███▏ | 9/28 [00:06<00:08, 2.13it/s] 53/299 7.15G 0.03356 0.02759 0.0006892 285 640: 32%|███▏ | 9/28 [00:06<00:08, 2.13it/s] 53/299 7.15G 0.03356 0.02759 0.0006892 285 640: 36%|███▌ | 10/28 [00:06<00:08, 2.04it/s] 53/299 7.15G 0.03382 0.02771 0.0006921 265 640: 36%|███▌ | 10/28 [00:07<00:08, 2.04it/s] 53/299 7.15G 0.03382 0.02771 0.0006921 265 640: 39%|███▉ | 11/28 [00:07<00:08, 1.94it/s] 53/299 7.15G 0.03371 0.02788 0.0007085 291 640: 39%|███▉ | 11/28 [00:07<00:08, 1.94it/s] 53/299 7.15G 0.03371 0.02788 0.0007085 291 640: 43%|████▎ | 12/28 [00:07<00:06, 2.31it/s] 53/299 7.15G 0.0339 0.02789 0.0006907 305 640: 43%|████▎ | 12/28 [00:10<00:06, 2.31it/s] 53/299 7.15G 0.0339 0.02789 0.0006907 305 640: 46%|████▋ | 13/28 [00:10<00:17, 1.16s/it] 53/299 7.15G 0.0338 0.02801 0.0006672 251 640: 46%|████▋ | 13/28 [00:10<00:17, 1.16s/it] 53/299 7.15G 0.0338 0.02801 0.0006672 251 640: 50%|█████ | 14/28 [00:10<00:12, 1.14it/s] 53/299 7.15G 0.03399 0.02847 0.0006797 286 640: 50%|█████ | 14/28 [00:10<00:12, 1.14it/s] 53/299 7.15G 0.03399 0.02847 0.0006797 286 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.48it/s] 53/299 7.15G 0.03406 0.02849 0.0006711 296 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.48it/s] 53/299 7.15G 0.03406 0.02849 0.0006711 296 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.84it/s] 53/299 7.15G 0.034 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.657 0.59 0.634 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 54/299 7.15G 0.03374 0.02395 0.0004142 201 640: 0%| | 0/28 [00:01<?, ?it/s] 54/299 7.15G 0.03374 0.02395 0.0004142 201 640: 4%|▎ | 1/28 [00:01<00:46, 1.70s/it] 54/299 7.15G 0.03346 0.02761 0.0004859 313 640: 4%|▎ | 1/28 [00:01<00:46, 1.70s/it] 54/299 7.15G 0.03346 0.02761 0.0004859 313 640: 7%|▋ | 2/28 [00:01<00:21, 1.18it/s] 54/299 7.15G 0.0337 0.02761 0.0004471 280 640: 7%|▋ | 2/28 [00:02<00:21, 1.18it/s] 54/299 7.15G 0.0337 0.02761 0.0004471 280 640: 11%|█ | 3/28 [00:02<00:13, 1.80it/s] 54/299 7.15G 0.03416 0.02898 0.0004967 328 640: 11%|█ | 3/28 [00:02<00:13, 1.80it/s] 54/299 7.15G 0.03416 0.02898 0.0004967 328 640: 14%|█▍ | 4/28 [00:02<00:10, 2.31it/s] 54/299 7.15G 0.03435 0.02865 0.0004842 282 640: 14%|█▍ | 4/28 [00:02<00:10, 2.31it/s] 54/299 7.15G 0.03435 0.02865 0.0004842 282 640: 18%|█▊ | 5/28 [00:02<00:08, 2.83it/s] 54/299 7.15G 0.03474 0.02898 0.000513 291 640: 18%|█▊ | 5/28 [00:04<00:08, 2.83it/s] 54/299 7.15G 0.03474 0.02898 0.000513 291 640: 21%|██▏ | 6/28 [00:04<00:17, 1.24it/s] 54/299 7.15G 0.03521 0.02915 0.0004938 322 640: 21%|██▏ | 6/28 [00:04<00:17, 1.24it/s] 54/299 7.15G 0.03521 0.02915 0.0004938 322 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 54/299 7.15G 0.03511 0.02893 0.0004856 269 640: 25%|██▌ | 7/28 [00:05<00:15, 1.38it/s] 54/299 7.15G 0.03511 0.02893 0.0004856 269 640: 29%|██▊ | 8/28 [00:05<00:11, 1.76it/s] 54/299 7.15G 0.03531 0.02968 0.0004905 339 640: 29%|██▊ | 8/28 [00:07<00:11, 1.76it/s] 54/299 7.15G 0.03531 0.02968 0.0004905 339 640: 32%|███▏ | 9/28 [00:07<00:19, 1.05s/it] 54/299 7.15G 0.0353 0.02944 0.0006242 231 640: 32%|███▏ | 9/28 [00:07<00:19, 1.05s/it] 54/299 7.15G 0.0353 0.02944 0.0006242 231 640: 36%|███▌ | 10/28 [00:07<00:14, 1.25it/s] 54/299 7.15G 0.03545 0.02937 0.0006 283 640: 36%|███▌ | 10/28 [00:07<00:14, 1.25it/s] 54/299 7.15G 0.03545 0.02937 0.0006 283 640: 39%|███▉ | 11/28 [00:07<00:10, 1.61it/s] 54/299 7.15G 0.0356 0.02937 0.0006227 292 640: 39%|███▉ | 11/28 [00:07<00:10, 1.61it/s] 54/299 7.15G 0.0356 0.02937 0.0006227 292 640: 43%|████▎ | 12/28 [00:07<00:08, 1.98it/s] 54/299 7.15G 0.03547 0.02933 0.0006118 286 640: 43%|████▎ | 12/28 [00:08<00:08, 1.98it/s] 54/299 7.15G 0.03547 0.02933 0.0006118 286 640: 46%|████▋ | 13/28 [00:08<00:06, 2.40it/s] 54/299 7.15G 0.03546 0.02914 0.0006626 254 640: 46%|████▋ | 13/28 [00:09<00:06, 2.40it/s] 54/299 7.15G 0.03546 0.02914 0.0006626 254 640: 50%|█████ | 14/28 [00:09<00:09, 1.47it/s] 54/299 7.15G 0.03543 0.02897 0.000655 259 640: 50%|█████ | 14/28 [00:10<00:09, 1.47it/s] 54/299 7.15G 0.03543 0.02897 0.000655 259 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 54/299 7.15G 0.0354 0.02892 0.0006597 244 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 54/299 7.15G 0.0354 0.02892 0.0006597 244 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.70it/s] 54/299 7.15G 0.03531 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.676 0.594 0.619 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 55/299 7.15G 0.03612 0.02713 0.0005398 279 640: 0%| | 0/28 [00:00<?, ?it/s] 55/299 7.15G 0.03612 0.02713 0.0005398 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 55/299 7.15G 0.03408 0.02802 0.0004911 302 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 55/299 7.15G 0.03408 0.02802 0.0004911 302 640: 7%|▋ | 2/28 [00:00<00:11, 2.36it/s] 55/299 7.15G 0.0337 0.02955 0.0004743 299 640: 7%|▋ | 2/28 [00:01<00:11, 2.36it/s] 55/299 7.15G 0.0337 0.02955 0.0004743 299 640: 11%|█ | 3/28 [00:01<00:15, 1.64it/s] 55/299 7.15G 0.03431 0.02811 0.0005001 225 640: 11%|█ | 3/28 [00:01<00:15, 1.64it/s] 55/299 7.15G 0.03431 0.02811 0.0005001 225 640: 14%|█▍ | 4/28 [00:01<00:11, 2.17it/s] 55/299 7.15G 0.03414 0.02811 0.0005765 273 640: 14%|█▍ | 4/28 [00:04<00:11, 2.17it/s] 55/299 7.15G 0.03414 0.02811 0.0005765 273 640: 18%|█▊ | 5/28 [00:04<00:26, 1.16s/it] 55/299 7.15G 0.03443 0.02811 0.0005751 310 640: 18%|█▊ | 5/28 [00:04<00:26, 1.16s/it] 55/299 7.15G 0.03443 0.02811 0.0005751 310 640: 21%|██▏ | 6/28 [00:04<00:18, 1.18it/s] 55/299 7.15G 0.0345 0.0279 0.0005716 233 640: 21%|██▏ | 6/28 [00:04<00:18, 1.18it/s] 55/299 7.15G 0.0345 0.0279 0.0005716 233 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 55/299 7.15G 0.03457 0.02791 0.0005697 291 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 55/299 7.15G 0.03457 0.02791 0.0005697 291 640: 29%|██▊ | 8/28 [00:04<00:10, 1.95it/s] 55/299 7.15G 0.03477 0.02781 0.0005775 295 640: 29%|██▊ | 8/28 [00:05<00:10, 1.95it/s] 55/299 7.15G 0.03477 0.02781 0.0005775 295 640: 32%|███▏ | 9/28 [00:05<00:07, 2.38it/s] 55/299 7.15G 0.0349 0.02774 0.0005904 278 640: 32%|███▏ | 9/28 [00:06<00:07, 2.38it/s] 55/299 7.15G 0.0349 0.02774 0.0005904 278 640: 36%|███▌ | 10/28 [00:06<00:13, 1.33it/s] 55/299 7.15G 0.03522 0.02778 0.0006179 292 640: 36%|███▌ | 10/28 [00:07<00:13, 1.33it/s] 55/299 7.15G 0.03522 0.02778 0.0006179 292 640: 39%|███▉ | 11/28 [00:07<00:12, 1.40it/s] 55/299 7.15G 0.03546 0.02774 0.0006179 274 640: 39%|███▉ | 11/28 [00:07<00:12, 1.40it/s] 55/299 7.15G 0.03546 0.02774 0.0006179 274 640: 43%|████▎ | 12/28 [00:07<00:09, 1.76it/s] 55/299 7.15G 0.03551 0.0277 0.0006116 264 640: 43%|████▎ | 12/28 [00:09<00:09, 1.76it/s] 55/299 7.15G 0.03551 0.0277 0.0006116 264 640: 46%|████▋ | 13/28 [00:09<00:15, 1.04s/it] 55/299 7.15G 0.03559 0.02754 0.0005988 242 640: 46%|████▋ | 13/28 [00:09<00:15, 1.04s/it] 55/299 7.15G 0.03559 0.02754 0.0005988 242 640: 50%|█████ | 14/28 [00:09<00:11, 1.25it/s] 55/299 7.15G 0.03557 0.02762 0.0006044 256 640: 50%|█████ | 14/28 [00:10<00:11, 1.25it/s] 55/299 7.15G 0.03557 0.02762 0.0006044 256 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.61it/s] 55/299 7.15G 0.03569 0.02765 0.0006199 256 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.61it/s] 55/299 7.15G 0.03569 0.02765 0.0006199 256 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.98it/s] 55/299 7.15G 0.03558 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.601 0.616 0.61 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 56/299 7.15G 0.03413 0.0261 0.001192 224 640: 0%| | 0/28 [00:02<?, ?it/s] 56/299 7.15G 0.03413 0.0261 0.001192 224 640: 4%|▎ | 1/28 [00:02<01:02, 2.32s/it] 56/299 7.15G 0.03248 0.02495 0.0009821 242 640: 4%|▎ | 1/28 [00:02<01:02, 2.32s/it] 56/299 7.15G 0.03248 0.02495 0.0009821 242 640: 7%|▋ | 2/28 [00:02<00:28, 1.10s/it] 56/299 7.15G 0.03299 0.02619 0.0009301 283 640: 7%|▋ | 2/28 [00:02<00:28, 1.10s/it] 56/299 7.15G 0.03299 0.02619 0.0009301 283 640: 11%|█ | 3/28 [00:02<00:17, 1.44it/s] 56/299 7.15G 0.03292 0.02718 0.0008449 301 640: 11%|█ | 3/28 [00:03<00:17, 1.44it/s] 56/299 7.15G 0.03292 0.02718 0.0008449 301 640: 14%|█▍ | 4/28 [00:03<00:12, 1.94it/s] 56/299 7.15G 0.03328 0.02764 0.000772 353 640: 14%|█▍ | 4/28 [00:03<00:12, 1.94it/s] 56/299 7.15G 0.03328 0.02764 0.000772 353 640: 18%|█▊ | 5/28 [00:03<00:09, 2.46it/s] 56/299 7.15G 0.03323 0.02745 0.0007906 221 640: 18%|█▊ | 5/28 [00:03<00:09, 2.46it/s] 56/299 7.15G 0.03323 0.02745 0.0007906 221 640: 21%|██▏ | 6/28 [00:03<00:11, 1.95it/s] 56/299 7.15G 0.03364 0.02769 0.0007473 313 640: 21%|██▏ | 6/28 [00:04<00:11, 1.95it/s] 56/299 7.15G 0.03364 0.02769 0.0007473 313 640: 25%|██▌ | 7/28 [00:04<00:08, 2.41it/s] 56/299 7.15G 0.03379 0.02763 0.0007173 241 640: 25%|██▌ | 7/28 [00:04<00:08, 2.41it/s] 56/299 7.15G 0.03379 0.02763 0.0007173 241 640: 29%|██▊ | 8/28 [00:04<00:07, 2.77it/s] 56/299 7.15G 0.0337 0.02734 0.0007116 213 640: 29%|██▊ | 8/28 [00:07<00:07, 2.77it/s] 56/299 7.15G 0.0337 0.02734 0.0007116 213 640: 32%|███▏ | 9/28 [00:07<00:25, 1.36s/it] 56/299 7.15G 0.03393 0.0276 0.0006829 307 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 56/299 7.15G 0.03393 0.0276 0.0006829 307 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 56/299 7.15G 0.03364 0.02782 0.0006634 314 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 56/299 7.15G 0.03364 0.02782 0.0006634 314 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 56/299 7.15G 0.03368 0.02822 0.0007007 336 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 56/299 7.15G 0.03368 0.02822 0.0007007 336 640: 43%|████▎ | 12/28 [00:08<00:09, 1.64it/s] 56/299 7.15G 0.0338 0.02823 0.0007013 275 640: 43%|████▎ | 12/28 [00:08<00:09, 1.64it/s] 56/299 7.15G 0.0338 0.02823 0.0007013 275 640: 46%|████▋ | 13/28 [00:08<00:07, 2.04it/s] 56/299 7.15G 0.03375 0.02826 0.0006996 275 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 56/299 7.15G 0.03375 0.02826 0.0006996 275 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 56/299 7.15G 0.03384 0.02823 0.0007246 291 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 56/299 7.15G 0.03384 0.02823 0.0007246 291 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 56/299 7.15G 0.03377 0.02813 0.0007099 255 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 56/299 7.15G 0.03377 0.02813 0.0007099 255 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.14it/s] 56/299 7.15G 0.03389 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s]
all 110 564 0.654 0.59 0.627 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 57/299 7.15G 0.03275 0.03091 0.0005034 321 640: 0%| | 0/28 [00:00<?, ?it/s] 57/299 7.15G 0.03275 0.03091 0.0005034 321 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 57/299 7.15G 0.03351 0.03018 0.001088 319 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 57/299 7.15G 0.03351 0.03018 0.001088 319 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 57/299 7.15G 0.0341 0.02875 0.001526 288 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 57/299 7.15G 0.0341 0.02875 0.001526 288 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 57/299 7.15G 0.03343 0.02828 0.001402 236 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 57/299 7.15G 0.03343 0.02828 0.001402 236 640: 14%|█▍ | 4/28 [00:00<00:05, 4.38it/s] 57/299 7.15G 0.03397 0.02886 0.001236 381 640: 14%|█▍ | 4/28 [00:03<00:05, 4.38it/s] 57/299 7.15G 0.03397 0.02886 0.001236 381 640: 18%|█▊ | 5/28 [00:03<00:27, 1.18s/it] 57/299 7.15G 0.03452 0.02841 0.001193 303 640: 18%|█▊ | 5/28 [00:04<00:27, 1.18s/it] 57/299 7.15G 0.03452 0.02841 0.001193 303 640: 21%|██▏ | 6/28 [00:04<00:19, 1.16it/s] 57/299 7.15G 0.03425 0.02814 0.001096 264 640: 21%|██▏ | 6/28 [00:04<00:19, 1.16it/s] 57/299 7.15G 0.03425 0.02814 0.001096 264 640: 25%|██▌ | 7/28 [00:04<00:13, 1.54it/s] 57/299 7.15G 0.03445 0.02798 0.00102 267 640: 25%|██▌ | 7/28 [00:04<00:13, 1.54it/s] 57/299 7.15G 0.03445 0.02798 0.00102 267 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 57/299 7.15G 0.0348 0.02801 0.0009709 277 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 57/299 7.15G 0.0348 0.02801 0.0009709 277 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 57/299 7.15G 0.03459 0.02827 0.0009568 307 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 57/299 7.15G 0.03459 0.02827 0.0009568 307 640: 36%|███▌ | 10/28 [00:04<00:06, 2.65it/s] 57/299 7.15G 0.03442 0.02776 0.0009138 250 640: 36%|███▌ | 10/28 [00:05<00:06, 2.65it/s] 57/299 7.15G 0.03442 0.02776 0.0009138 250 640: 39%|███▉ | 11/28 [00:05<00:06, 2.73it/s] 57/299 7.15G 0.03428 0.0279 0.0008845 312 640: 39%|███▉ | 11/28 [00:05<00:06, 2.73it/s] 57/299 7.15G 0.03428 0.0279 0.0008845 312 640: 43%|████▎ | 12/28 [00:05<00:05, 3.05it/s] 57/299 7.15G 0.03436 0.02808 0.0008616 316 640: 43%|████▎ | 12/28 [00:08<00:05, 3.05it/s] 57/299 7.15G 0.03436 0.02808 0.0008616 316 640: 46%|████▋ | 13/28 [00:08<00:18, 1.25s/it] 57/299 7.15G 0.03435 0.02808 0.0009227 271 640: 46%|████▋ | 13/28 [00:09<00:18, 1.25s/it] 57/299 7.15G 0.03435 0.02808 0.0009227 271 640: 50%|█████ | 14/28 [00:09<00:13, 1.06it/s] 57/299 7.15G 0.03435 0.02802 0.0008917 255 640: 50%|█████ | 14/28 [00:09<00:13, 1.06it/s] 57/299 7.15G 0.03435 0.02802 0.0008917 255 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.39it/s] 57/299 7.15G 0.03421 0.02798 0.0008912 265 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.39it/s] 57/299 7.15G 0.03421 0.02798 0.0008912 265 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.72it/s] 57/299 7.15G 0.03409 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.626 0.567 0.599 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 58/299 7.15G 0.03253 0.02753 0.0007727 290 640: 0%| | 0/28 [00:02<?, ?it/s] 58/299 7.15G 0.03253 0.02753 0.0007727 290 640: 4%|▎ | 1/28 [00:02<01:05, 2.41s/it] 58/299 7.15G 0.03215 0.02574 0.0005918 240 640: 4%|▎ | 1/28 [00:02<01:05, 2.41s/it] 58/299 7.15G 0.03215 0.02574 0.0005918 240 640: 7%|▋ | 2/28 [00:02<00:29, 1.14s/it] 58/299 7.15G 0.03294 0.02708 0.0005386 282 640: 7%|▋ | 2/28 [00:02<00:29, 1.14s/it] 58/299 7.15G 0.03294 0.02708 0.0005386 282 640: 11%|█ | 3/28 [00:02<00:17, 1.40it/s] 58/299 7.15G 0.03413 0.02764 0.0005183 298 640: 11%|█ | 3/28 [00:03<00:17, 1.40it/s] 58/299 7.15G 0.03413 0.02764 0.0005183 298 640: 14%|█▍ | 4/28 [00:03<00:12, 1.88it/s] 58/299 7.15G 0.03403 0.02781 0.0004849 247 640: 14%|█▍ | 4/28 [00:03<00:12, 1.88it/s] 58/299 7.15G 0.03403 0.02781 0.0004849 247 640: 18%|█▊ | 5/28 [00:03<00:09, 2.40it/s] 58/299 7.15G 0.03382 0.02855 0.0004912 314 640: 18%|█▊ | 5/28 [00:04<00:09, 2.40it/s] 58/299 7.15G 0.03382 0.02855 0.0004912 314 640: 21%|██▏ | 6/28 [00:04<00:16, 1.33it/s] 58/299 7.15G 0.03415 0.02837 0.0007018 285 640: 21%|██▏ | 6/28 [00:04<00:16, 1.33it/s] 58/299 7.15G 0.03415 0.02837 0.0007018 285 640: 25%|██▌ | 7/28 [00:04<00:12, 1.70it/s] 58/299 7.15G 0.03405 0.02847 0.0007127 256 640: 25%|██▌ | 7/28 [00:05<00:12, 1.70it/s] 58/299 7.15G 0.03405 0.02847 0.0007127 256 640: 29%|██▊ | 8/28 [00:05<00:09, 2.11it/s] 58/299 7.15G 0.03408 0.02851 0.0006717 306 640: 29%|██▊ | 8/28 [00:08<00:09, 2.11it/s] 58/299 7.15G 0.03408 0.02851 0.0006717 306 640: 32%|███▏ | 9/28 [00:08<00:23, 1.23s/it] 58/299 7.15G 0.03419 0.02807 0.0006522 220 640: 32%|███▏ | 9/28 [00:08<00:23, 1.23s/it] 58/299 7.15G 0.03419 0.02807 0.0006522 220 640: 36%|███▌ | 10/28 [00:08<00:16, 1.08it/s] 58/299 7.15G 0.0344 0.02834 0.0006565 331 640: 36%|███▌ | 10/28 [00:08<00:16, 1.08it/s] 58/299 7.15G 0.0344 0.02834 0.0006565 331 640: 39%|███▉ | 11/28 [00:08<00:11, 1.42it/s] 58/299 7.15G 0.0345 0.02781 0.0006514 185 640: 39%|███▉ | 11/28 [00:08<00:11, 1.42it/s] 58/299 7.15G 0.0345 0.02781 0.0006514 185 640: 43%|████▎ | 12/28 [00:08<00:09, 1.77it/s] 58/299 7.15G 0.03454 0.02808 0.0006382 301 640: 43%|████▎ | 12/28 [00:09<00:09, 1.77it/s] 58/299 7.15G 0.03454 0.02808 0.0006382 301 640: 46%|████▋ | 13/28 [00:09<00:06, 2.18it/s] 58/299 7.15G 0.03455 0.02802 0.0006406 310 640: 46%|████▋ | 13/28 [00:09<00:06, 2.18it/s] 58/299 7.15G 0.03455 0.02802 0.0006406 310 640: 50%|█████ | 14/28 [00:09<00:08, 1.73it/s] 58/299 7.15G 0.03443 0.02773 0.0006734 233 640: 50%|█████ | 14/28 [00:10<00:08, 1.73it/s] 58/299 7.15G 0.03443 0.02773 0.0006734 233 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.09it/s] 58/299 7.15G 0.03446 0.0277 0.0006634 289 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.09it/s] 58/299 7.15G 0.03446 0.0277 0.0006634 289 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.47it/s] 58/299 7.15G 0.03434 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s]
all 110 564 0.653 0.584 0.619 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 59/299 7.15G 0.0306 0.02581 0.0005333 294 640: 0%| | 0/28 [00:00<?, ?it/s] 59/299 7.15G 0.0306 0.02581 0.0005333 294 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 59/299 7.15G 0.03159 0.02649 0.0006705 292 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 59/299 7.15G 0.03159 0.02649 0.0006705 292 640: 7%|▋ | 2/28 [00:00<00:05, 4.44it/s] 59/299 7.15G 0.03257 0.02731 0.000635 313 640: 7%|▋ | 2/28 [00:00<00:05, 4.44it/s] 59/299 7.15G 0.03257 0.02731 0.000635 313 640: 11%|█ | 3/28 [00:00<00:05, 4.57it/s] 59/299 7.15G 0.03304 0.02642 0.0005991 213 640: 11%|█ | 3/28 [00:00<00:05, 4.57it/s] 59/299 7.15G 0.03304 0.02642 0.0005991 213 640: 14%|█▍ | 4/28 [00:00<00:05, 4.39it/s] 59/299 7.15G 0.03322 0.02643 0.0005452 251 640: 14%|█▍ | 4/28 [00:03<00:05, 4.39it/s] 59/299 7.15G 0.03322 0.02643 0.0005452 251 640: 18%|█▊ | 5/28 [00:03<00:27, 1.21s/it] 59/299 7.15G 0.03325 0.02633 0.000523 283 640: 18%|█▊ | 5/28 [00:04<00:27, 1.21s/it] 59/299 7.15G 0.03325 0.02633 0.000523 283 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 59/299 7.15G 0.03323 0.02614 0.0005043 262 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 59/299 7.15G 0.03323 0.02614 0.0005043 262 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 59/299 7.15G 0.03371 0.02654 0.0005144 302 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 59/299 7.15G 0.03371 0.02654 0.0005144 302 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 59/299 7.15G 0.03401 0.02685 0.0005228 354 640: 29%|██▊ | 8/28 [00:04<00:10, 1.89it/s] 59/299 7.15G 0.03401 0.02685 0.0005228 354 640: 32%|███▏ | 9/28 [00:04<00:08, 2.32it/s] 59/299 7.15G 0.03408 0.02723 0.0005341 319 640: 32%|███▏ | 9/28 [00:05<00:08, 2.32it/s] 59/299 7.15G 0.03408 0.02723 0.0005341 319 640: 36%|███▌ | 10/28 [00:05<00:07, 2.35it/s] 59/299 7.15G 0.03401 0.02714 0.0005205 258 640: 36%|███▌ | 10/28 [00:05<00:07, 2.35it/s] 59/299 7.15G 0.03401 0.02714 0.0005205 258 640: 39%|███▉ | 11/28 [00:05<00:09, 1.87it/s] 59/299 7.15G 0.03406 0.02691 0.0005172 210 640: 39%|███▉ | 11/28 [00:06<00:09, 1.87it/s] 59/299 7.15G 0.03406 0.02691 0.0005172 210 640: 43%|████▎ | 12/28 [00:06<00:07, 2.24it/s] 59/299 7.15G 0.0341 0.02678 0.0005209 284 640: 43%|████▎ | 12/28 [00:08<00:07, 2.24it/s] 59/299 7.15G 0.0341 0.02678 0.0005209 284 640: 46%|████▋ | 13/28 [00:08<00:17, 1.15s/it] 59/299 7.15G 0.03408 0.02687 0.0005066 250 640: 46%|████▋ | 13/28 [00:09<00:17, 1.15s/it] 59/299 7.15G 0.03408 0.02687 0.0005066 250 640: 50%|█████ | 14/28 [00:09<00:12, 1.15it/s] 59/299 7.15G 0.03409 0.02675 0.000526 224 640: 50%|█████ | 14/28 [00:09<00:12, 1.15it/s] 59/299 7.15G 0.03409 0.02675 0.000526 224 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.48it/s] 59/299 7.15G 0.0342 0.02673 0.0005347 274 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.48it/s] 59/299 7.15G 0.0342 0.02673 0.0005347 274 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.85it/s] 59/299 7.15G 0.03423 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.62 0.573 0.596 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 60/299 7.15G 0.03381 0.02989 0.0007206 291 640: 0%| | 0/28 [00:01<?, ?it/s] 60/299 7.15G 0.03381 0.02989 0.0007206 291 640: 4%|▎ | 1/28 [00:01<00:52, 1.93s/it] 60/299 7.15G 0.03238 0.02787 0.0006806 254 640: 4%|▎ | 1/28 [00:02<00:52, 1.93s/it] 60/299 7.15G 0.03238 0.02787 0.0006806 254 640: 7%|▋ | 2/28 [00:02<00:24, 1.05it/s] 60/299 7.15G 0.03281 0.02802 0.0006039 346 640: 7%|▋ | 2/28 [00:02<00:24, 1.05it/s] 60/299 7.15G 0.03281 0.02802 0.0006039 346 640: 11%|█ | 3/28 [00:02<00:15, 1.63it/s] 60/299 7.15G 0.03313 0.02769 0.0005555 253 640: 11%|█ | 3/28 [00:02<00:15, 1.63it/s] 60/299 7.15G 0.03313 0.02769 0.0005555 253 640: 14%|█▍ | 4/28 [00:02<00:11, 2.14it/s] 60/299 7.15G 0.03353 0.02773 0.0006309 310 640: 14%|█▍ | 4/28 [00:02<00:11, 2.14it/s] 60/299 7.15G 0.03353 0.02773 0.0006309 310 640: 18%|█▊ | 5/28 [00:02<00:08, 2.66it/s] 60/299 7.15G 0.0333 0.02798 0.0006746 315 640: 18%|█▊ | 5/28 [00:03<00:08, 2.66it/s] 60/299 7.15G 0.0333 0.02798 0.0006746 315 640: 21%|██▏ | 6/28 [00:03<00:07, 2.98it/s] 60/299 7.15G 0.03334 0.02784 0.0007396 289 640: 21%|██▏ | 6/28 [00:04<00:07, 2.98it/s] 60/299 7.15G 0.03334 0.02784 0.0007396 289 640: 25%|██▌ | 7/28 [00:04<00:15, 1.37it/s] 60/299 7.15G 0.03334 0.02767 0.0007648 310 640: 25%|██▌ | 7/28 [00:04<00:15, 1.37it/s] 60/299 7.15G 0.03334 0.02767 0.0007648 310 640: 29%|██▊ | 8/28 [00:04<00:11, 1.75it/s] 60/299 7.15G 0.0336 0.0277 0.0007503 236 640: 29%|██▊ | 8/28 [00:07<00:11, 1.75it/s] 60/299 7.15G 0.0336 0.0277 0.0007503 236 640: 32%|███▏ | 9/28 [00:07<00:23, 1.21s/it] 60/299 7.15G 0.03359 0.0283 0.0007198 326 640: 32%|███▏ | 9/28 [00:07<00:23, 1.21s/it] 60/299 7.15G 0.03359 0.0283 0.0007198 326 640: 36%|███▌ | 10/28 [00:07<00:16, 1.09it/s] 60/299 7.15G 0.03379 0.02799 0.0007677 215 640: 36%|███▌ | 10/28 [00:07<00:16, 1.09it/s] 60/299 7.15G 0.03379 0.02799 0.0007677 215 640: 39%|███▉ | 11/28 [00:07<00:11, 1.43it/s] 60/299 7.15G 0.03384 0.02809 0.0007595 273 640: 39%|███▉ | 11/28 [00:08<00:11, 1.43it/s] 60/299 7.15G 0.03384 0.02809 0.0007595 273 640: 43%|████▎ | 12/28 [00:08<00:08, 1.79it/s] 60/299 7.15G 0.03369 0.02813 0.0007751 312 640: 43%|████▎ | 12/28 [00:08<00:08, 1.79it/s] 60/299 7.15G 0.03369 0.02813 0.0007751 312 640: 46%|████▋ | 13/28 [00:08<00:06, 2.21it/s] 60/299 7.15G 0.03378 0.02829 0.0007887 301 640: 46%|████▋ | 13/28 [00:08<00:06, 2.21it/s] 60/299 7.15G 0.03378 0.02829 0.0007887 301 640: 50%|█████ | 14/28 [00:08<00:05, 2.57it/s] 60/299 7.15G 0.0338 0.02825 0.0007615 258 640: 50%|█████ | 14/28 [00:09<00:05, 2.57it/s] 60/299 7.15G 0.0338 0.02825 0.0007615 258 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.60it/s] 60/299 7.15G 0.03382 0.02833 0.0008256 313 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.60it/s] 60/299 7.15G 0.03382 0.02833 0.0008256 313 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.97it/s] 60/299 7.15G 0.03391 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.625 0.624 0.621 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 61/299 7.15G 0.03526 0.02838 0.0005972 296 640: 0%| | 0/28 [00:00<?, ?it/s] 61/299 7.15G 0.03526 0.02838 0.0005972 296 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 61/299 7.15G 0.03372 0.02581 0.0005253 214 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 61/299 7.15G 0.03372 0.02581 0.0005253 214 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 61/299 7.15G 0.03366 0.02722 0.0005635 288 640: 7%|▋ | 2/28 [00:01<00:06, 4.28it/s] 61/299 7.15G 0.03366 0.02722 0.0005635 288 640: 11%|█ | 3/28 [00:01<00:09, 2.65it/s] 61/299 7.15G 0.03359 0.02689 0.0005301 248 640: 11%|█ | 3/28 [00:01<00:09, 2.65it/s] 61/299 7.15G 0.03359 0.02689 0.0005301 248 640: 14%|█▍ | 4/28 [00:01<00:07, 3.10it/s] 61/299 7.15G 0.03352 0.02739 0.0005687 296 640: 14%|█▍ | 4/28 [00:05<00:07, 3.10it/s] 61/299 7.15G 0.03352 0.02739 0.0005687 296 640: 18%|█▊ | 5/28 [00:05<00:36, 1.58s/it] 61/299 7.15G 0.03355 0.02822 0.0005872 325 640: 18%|█▊ | 5/28 [00:05<00:36, 1.58s/it] 61/299 7.15G 0.03355 0.02822 0.0005872 325 640: 21%|██▏ | 6/28 [00:05<00:24, 1.12s/it] 61/299 7.15G 0.03321 0.02806 0.0005901 295 640: 21%|██▏ | 6/28 [00:05<00:24, 1.12s/it] 61/299 7.15G 0.03321 0.02806 0.0005901 295 640: 25%|██▌ | 7/28 [00:05<00:17, 1.21it/s] 61/299 7.15G 0.03318 0.02805 0.0006209 274 640: 25%|██▌ | 7/28 [00:05<00:17, 1.21it/s] 61/299 7.15G 0.03318 0.02805 0.0006209 274 640: 29%|██▊ | 8/28 [00:05<00:12, 1.57it/s] 61/299 7.15G 0.03305 0.02811 0.0005985 281 640: 29%|██▊ | 8/28 [00:05<00:12, 1.57it/s] 61/299 7.15G 0.03305 0.02811 0.0005985 281 640: 32%|███▏ | 9/28 [00:05<00:09, 1.99it/s] 61/299 7.15G 0.03309 0.02798 0.0005788 268 640: 32%|███▏ | 9/28 [00:06<00:09, 1.99it/s] 61/299 7.15G 0.03309 0.02798 0.0005788 268 640: 36%|███▌ | 10/28 [00:06<00:07, 2.38it/s] 61/299 7.15G 0.03316 0.02793 0.0006451 274 640: 36%|███▌ | 10/28 [00:06<00:07, 2.38it/s] 61/299 7.15G 0.03316 0.02793 0.0006451 274 640: 39%|███▉ | 11/28 [00:06<00:06, 2.80it/s] 61/299 7.15G 0.03309 0.02747 0.0007705 237 640: 39%|███▉ | 11/28 [00:06<00:06, 2.80it/s] 61/299 7.15G 0.03309 0.02747 0.0007705 237 640: 43%|████▎ | 12/28 [00:06<00:05, 3.13it/s] 61/299 7.15G 0.03313 0.02758 0.0007477 315 640: 43%|████▎ | 12/28 [00:10<00:05, 3.13it/s] 61/299 7.15G 0.03313 0.02758 0.0007477 315 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 61/299 7.15G 0.03298 0.02777 0.0007468 271 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 61/299 7.15G 0.03298 0.02777 0.0007468 271 640: 50%|█████ | 14/28 [00:10<00:14, 1.03s/it] 61/299 7.15G 0.03294 0.02792 0.0007488 320 640: 50%|█████ | 14/28 [00:10<00:14, 1.03s/it] 61/299 7.15G 0.03294 0.02792 0.0007488 320 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.27it/s] 61/299 7.15G 0.03304 0.02772 0.0007394 272 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.27it/s] 61/299 7.15G 0.03304 0.02772 0.0007394 272 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.61it/s] 61/299 7.15G 0.03318 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.621 0.606 0.608 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 62/299 7.15G 0.03426 0.02785 0.0005302 284 640: 0%| | 0/28 [00:03<?, ?it/s] 62/299 7.15G 0.03426 0.02785 0.0005302 284 640: 4%|▎ | 1/28 [00:03<01:42, 3.79s/it] 62/299 7.15G 0.03359 0.02901 0.0006424 316 640: 4%|▎ | 1/28 [00:04<01:42, 3.79s/it] 62/299 7.15G 0.03359 0.02901 0.0006424 316 640: 7%|▋ | 2/28 [00:04<00:44, 1.70s/it] 62/299 7.15G 0.0338 0.0298 0.000637 316 640: 7%|▋ | 2/28 [00:04<00:44, 1.70s/it] 62/299 7.15G 0.0338 0.0298 0.000637 316 640: 11%|█ | 3/28 [00:04<00:25, 1.02s/it] 62/299 7.15G 0.03396 0.02965 0.0006177 325 640: 11%|█ | 3/28 [00:04<00:25, 1.02s/it] 62/299 7.15G 0.03396 0.02965 0.0006177 325 640: 14%|█▍ | 4/28 [00:04<00:17, 1.41it/s] 62/299 7.15G 0.03382 0.0292 0.0005955 261 640: 14%|█▍ | 4/28 [00:04<00:17, 1.41it/s] 62/299 7.15G 0.03382 0.0292 0.0005955 261 640: 18%|█▊ | 5/28 [00:04<00:12, 1.89it/s] 62/299 7.15G 0.03393 0.02972 0.000611 366 640: 18%|█▊ | 5/28 [00:04<00:12, 1.89it/s] 62/299 7.15G 0.03393 0.02972 0.000611 366 640: 21%|██▏ | 6/28 [00:04<00:09, 2.33it/s] 62/299 7.15G 0.03371 0.02932 0.0006508 246 640: 21%|██▏ | 6/28 [00:05<00:09, 2.33it/s] 62/299 7.15G 0.03371 0.02932 0.0006508 246 640: 25%|██▌ | 7/28 [00:05<00:07, 2.80it/s] 62/299 7.15G 0.03385 0.0291 0.0006326 271 640: 25%|██▌ | 7/28 [00:05<00:07, 2.80it/s] 62/299 7.15G 0.03385 0.0291 0.0006326 271 640: 29%|██▊ | 8/28 [00:05<00:06, 3.15it/s] 62/299 7.15G 0.0339 0.0292 0.0006515 306 640: 29%|██▊ | 8/28 [00:08<00:06, 3.15it/s] 62/299 7.15G 0.0339 0.0292 0.0006515 306 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 62/299 7.15G 0.0339 0.02899 0.0006552 303 640: 32%|███▏ | 9/28 [00:09<00:25, 1.35s/it] 62/299 7.15G 0.0339 0.02899 0.0006552 303 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 62/299 7.15G 0.03402 0.02892 0.0007176 268 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 62/299 7.15G 0.03402 0.02892 0.0007176 268 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 62/299 7.15G 0.03396 0.02909 0.0006893 319 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 62/299 7.15G 0.03396 0.02909 0.0006893 319 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 62/299 7.15G 0.03419 0.02904 0.0006694 294 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 62/299 7.15G 0.03419 0.02904 0.0006694 294 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 62/299 7.15G 0.03408 0.02891 0.0006474 265 640: 46%|████▋ | 13/28 [00:10<00:07, 2.05it/s] 62/299 7.15G 0.03408 0.02891 0.0006474 265 640: 50%|█████ | 14/28 [00:10<00:05, 2.41it/s] 62/299 7.15G 0.0341 0.02887 0.0006466 308 640: 50%|█████ | 14/28 [00:10<00:05, 2.41it/s] 62/299 7.15G 0.0341 0.02887 0.0006466 308 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 62/299 7.15G 0.03408 0.0287 0.0006332 293 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 62/299 7.15G 0.03408 0.0287 0.0006332 293 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 62/299 7.15G 0.03413 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.06it/s]
all 110 564 0.637 0.615 0.627 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 63/299 7.15G 0.03373 0.02817 0.0007524 252 640: 0%| | 0/28 [00:00<?, ?it/s] 63/299 7.15G 0.03373 0.02817 0.0007524 252 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 63/299 7.15G 0.03389 0.02829 0.0005696 305 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 63/299 7.15G 0.03389 0.02829 0.0005696 305 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 63/299 7.15G 0.03352 0.02767 0.0005799 272 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 63/299 7.15G 0.03352 0.02767 0.0005799 272 640: 11%|█ | 3/28 [00:00<00:05, 4.39it/s] 63/299 7.15G 0.03351 0.02738 0.0005912 313 640: 11%|█ | 3/28 [00:00<00:05, 4.39it/s] 63/299 7.15G 0.03351 0.02738 0.0005912 313 640: 14%|█▍ | 4/28 [00:00<00:05, 4.27it/s] 63/299 7.15G 0.03332 0.02698 0.0005815 274 640: 14%|█▍ | 4/28 [00:05<00:05, 4.27it/s] 63/299 7.15G 0.03332 0.02698 0.0005815 274 640: 18%|█▊ | 5/28 [00:05<00:38, 1.69s/it] 63/299 7.15G 0.03357 0.02689 0.0006186 277 640: 18%|█▊ | 5/28 [00:05<00:38, 1.69s/it] 63/299 7.15G 0.03357 0.02689 0.0006186 277 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 63/299 7.15G 0.03379 0.02652 0.0005801 261 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 63/299 7.15G 0.03379 0.02652 0.0005801 261 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 63/299 7.15G 0.03395 0.0268 0.0005633 304 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 63/299 7.15G 0.03395 0.0268 0.0005633 304 640: 29%|██▊ | 8/28 [00:05<00:13, 1.49it/s] 63/299 7.15G 0.03372 0.02663 0.0005399 291 640: 29%|██▊ | 8/28 [00:06<00:13, 1.49it/s] 63/299 7.15G 0.03372 0.02663 0.0005399 291 640: 32%|███▏ | 9/28 [00:06<00:10, 1.90it/s] 63/299 7.15G 0.03361 0.02641 0.0005845 251 640: 32%|███▏ | 9/28 [00:06<00:10, 1.90it/s] 63/299 7.15G 0.03361 0.02641 0.0005845 251 640: 36%|███▌ | 10/28 [00:06<00:07, 2.29it/s] 63/299 7.15G 0.03371 0.02639 0.0005656 232 640: 36%|███▌ | 10/28 [00:06<00:07, 2.29it/s] 63/299 7.15G 0.03371 0.02639 0.0005656 232 640: 39%|███▉ | 11/28 [00:06<00:06, 2.72it/s] 63/299 7.15G 0.03373 0.02657 0.0006607 276 640: 39%|███▉ | 11/28 [00:06<00:06, 2.72it/s] 63/299 7.15G 0.03373 0.02657 0.0006607 276 640: 43%|████▎ | 12/28 [00:06<00:05, 3.06it/s] 63/299 7.15G 0.03384 0.02637 0.0006906 220 640: 43%|████▎ | 12/28 [00:10<00:05, 3.06it/s] 63/299 7.15G 0.03384 0.02637 0.0006906 220 640: 46%|████▋ | 13/28 [00:10<00:20, 1.39s/it] 63/299 7.15G 0.0341 0.02648 0.0006843 262 640: 46%|████▋ | 13/28 [00:10<00:20, 1.39s/it] 63/299 7.15G 0.0341 0.02648 0.0006843 262 640: 50%|█████ | 14/28 [00:10<00:14, 1.04s/it] 63/299 7.15G 0.03411 0.02656 0.0006631 270 640: 50%|█████ | 14/28 [00:11<00:14, 1.04s/it] 63/299 7.15G 0.03411 0.02656 0.0006631 270 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.26it/s] 63/299 7.15G 0.03426 0.02645 0.0006659 248 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.26it/s] 63/299 7.15G 0.03426 0.02645 0.0006659 248 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.61it/s] 63/299 7.15G 0.0342 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.658 0.552 0.589 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 64/299 7.15G 0.03083 0.02768 0.001024 298 640: 0%| | 0/28 [00:03<?, ?it/s] 64/299 7.15G 0.03083 0.02768 0.001024 298 640: 4%|▎ | 1/28 [00:03<01:24, 3.12s/it] 64/299 7.15G 0.03255 0.02677 0.0008348 249 640: 4%|▎ | 1/28 [00:03<01:24, 3.12s/it] 64/299 7.15G 0.03255 0.02677 0.0008348 249 640: 7%|▋ | 2/28 [00:03<00:37, 1.43s/it] 64/299 7.15G 0.03247 0.02656 0.0007511 292 640: 7%|▋ | 2/28 [00:03<00:37, 1.43s/it] 64/299 7.15G 0.03247 0.02656 0.0007511 292 640: 11%|█ | 3/28 [00:03<00:21, 1.14it/s] 64/299 7.15G 0.03273 0.02688 0.0006502 287 640: 11%|█ | 3/28 [00:03<00:21, 1.14it/s] 64/299 7.15G 0.03273 0.02688 0.0006502 287 640: 14%|█▍ | 4/28 [00:03<00:14, 1.60it/s] 64/299 7.15G 0.03327 0.02671 0.0006532 279 640: 14%|█▍ | 4/28 [00:04<00:14, 1.60it/s] 64/299 7.15G 0.03327 0.02671 0.0006532 279 640: 18%|█▊ | 5/28 [00:04<00:10, 2.10it/s] 64/299 7.15G 0.03307 0.02622 0.0006972 241 640: 18%|█▊ | 5/28 [00:04<00:10, 2.10it/s] 64/299 7.15G 0.03307 0.02622 0.0006972 241 640: 21%|██▏ | 6/28 [00:04<00:08, 2.51it/s] 64/299 7.15G 0.03354 0.02637 0.0006661 254 640: 21%|██▏ | 6/28 [00:04<00:08, 2.51it/s] 64/299 7.15G 0.03354 0.02637 0.0006661 254 640: 25%|██▌ | 7/28 [00:04<00:07, 2.96it/s] 64/299 7.15G 0.03343 0.02628 0.0006738 250 640: 25%|██▌ | 7/28 [00:04<00:07, 2.96it/s] 64/299 7.15G 0.03343 0.02628 0.0006738 250 640: 29%|██▊ | 8/28 [00:04<00:06, 3.25it/s] 64/299 7.15G 0.03329 0.02591 0.0006946 233 640: 29%|██▊ | 8/28 [00:08<00:06, 3.25it/s] 64/299 7.15G 0.03329 0.02591 0.0006946 233 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 64/299 7.15G 0.03323 0.02595 0.0006969 272 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 64/299 7.15G 0.03323 0.02595 0.0006969 272 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 64/299 7.15G 0.03325 0.02596 0.0006709 250 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 64/299 7.15G 0.03325 0.02596 0.0006709 250 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 64/299 7.15G 0.03312 0.02591 0.0006618 300 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 64/299 7.15G 0.03312 0.02591 0.0006618 300 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 64/299 7.15G 0.03303 0.0264 0.0006993 318 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 64/299 7.15G 0.03303 0.0264 0.0006993 318 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 64/299 7.15G 0.03323 0.02647 0.0006819 242 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 64/299 7.15G 0.03323 0.02647 0.0006819 242 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 64/299 7.15G 0.03323 0.02697 0.0006615 379 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 64/299 7.15G 0.03323 0.02697 0.0006615 379 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 64/299 7.15G 0.03308 0.02704 0.000643 297 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 64/299 7.15G 0.03308 0.02704 0.000643 297 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 64/299 7.15G 0.0329 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.662 0.552 0.612 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 65/299 7.15G 0.03135 0.02742 0.0003004 307 640: 0%| | 0/28 [00:00<?, ?it/s] 65/299 7.15G 0.03135 0.02742 0.0003004 307 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 65/299 7.15G 0.03137 0.02773 0.0005362 316 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 65/299 7.15G 0.03137 0.02773 0.0005362 316 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 65/299 7.15G 0.03172 0.02724 0.0004633 247 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 65/299 7.15G 0.03172 0.02724 0.0004633 247 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 65/299 7.15G 0.03224 0.027 0.0004629 234 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 65/299 7.15G 0.03224 0.027 0.0004629 234 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 65/299 7.15G 0.03242 0.02668 0.0004249 239 640: 14%|█▍ | 4/28 [00:04<00:05, 4.32it/s] 65/299 7.15G 0.03242 0.02668 0.0004249 239 640: 18%|█▊ | 5/28 [00:04<00:33, 1.44s/it] 65/299 7.15G 0.0325 0.0263 0.0005999 258 640: 18%|█▊ | 5/28 [00:04<00:33, 1.44s/it] 65/299 7.15G 0.0325 0.0263 0.0005999 258 640: 21%|██▏ | 6/28 [00:04<00:22, 1.03s/it] 65/299 7.15G 0.03241 0.0265 0.0005575 284 640: 21%|██▏ | 6/28 [00:04<00:22, 1.03s/it] 65/299 7.15G 0.03241 0.0265 0.0005575 284 640: 25%|██▌ | 7/28 [00:04<00:15, 1.31it/s] 65/299 7.15G 0.03262 0.02668 0.0005344 292 640: 25%|██▌ | 7/28 [00:05<00:15, 1.31it/s] 65/299 7.15G 0.03262 0.02668 0.0005344 292 640: 29%|██▊ | 8/28 [00:05<00:11, 1.68it/s] 65/299 7.15G 0.03265 0.0268 0.0005368 306 640: 29%|██▊ | 8/28 [00:05<00:11, 1.68it/s] 65/299 7.15G 0.03265 0.0268 0.0005368 306 640: 32%|███▏ | 9/28 [00:05<00:09, 2.10it/s] 65/299 7.15G 0.03253 0.02651 0.0005404 259 640: 32%|███▏ | 9/28 [00:05<00:09, 2.10it/s] 65/299 7.15G 0.03253 0.02651 0.0005404 259 640: 36%|███▌ | 10/28 [00:05<00:07, 2.48it/s] 65/299 7.15G 0.03257 0.02647 0.00052 265 640: 36%|███▌ | 10/28 [00:05<00:07, 2.48it/s] 65/299 7.15G 0.03257 0.02647 0.00052 265 640: 39%|███▉ | 11/28 [00:05<00:05, 2.89it/s] 65/299 7.15G 0.0327 0.0262 0.0005052 216 640: 39%|███▉ | 11/28 [00:06<00:05, 2.89it/s] 65/299 7.15G 0.0327 0.0262 0.0005052 216 640: 43%|████▎ | 12/28 [00:06<00:05, 3.18it/s] 65/299 7.15G 0.03291 0.02637 0.0004961 331 640: 43%|████▎ | 12/28 [00:10<00:05, 3.18it/s] 65/299 7.15G 0.03291 0.02637 0.0004961 331 640: 46%|████▋ | 13/28 [00:10<00:24, 1.61s/it] 65/299 7.15G 0.03296 0.02627 0.0005174 254 640: 46%|████▋ | 13/28 [00:10<00:24, 1.61s/it] 65/299 7.15G 0.03296 0.02627 0.0005174 254 640: 50%|█████ | 14/28 [00:10<00:16, 1.20s/it] 65/299 7.15G 0.03326 0.02655 0.0005186 289 640: 50%|█████ | 14/28 [00:11<00:16, 1.20s/it] 65/299 7.15G 0.03326 0.02655 0.0005186 289 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.11it/s] 65/299 7.15G 0.03345 0.02673 0.0005066 271 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.11it/s] 65/299 7.15G 0.03345 0.02673 0.0005066 271 640: 57%|█████▋ | 16/28 [00:11<00:08, 1.42it/s] 65/299 7.15G 0.03342
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.631 0.59 0.614 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 66/299 7.15G 0.03096 0.0238 0.0004254 259 640: 0%| | 0/28 [00:03<?, ?it/s] 66/299 7.15G 0.03096 0.0238 0.0004254 259 640: 4%|▎ | 1/28 [00:03<01:32, 3.43s/it] 66/299 7.15G 0.03285 0.02627 0.000513 285 640: 4%|▎ | 1/28 [00:03<01:32, 3.43s/it] 66/299 7.15G 0.03285 0.02627 0.000513 285 640: 7%|▋ | 2/28 [00:03<00:40, 1.55s/it] 66/299 7.15G 0.03223 0.02617 0.0004363 280 640: 7%|▋ | 2/28 [00:03<00:40, 1.55s/it] 66/299 7.15G 0.03223 0.02617 0.0004363 280 640: 11%|█ | 3/28 [00:03<00:23, 1.06it/s] 66/299 7.15G 0.0326 0.02577 0.0004163 280 640: 11%|█ | 3/28 [00:04<00:23, 1.06it/s] 66/299 7.15G 0.0326 0.02577 0.0004163 280 640: 14%|█▍ | 4/28 [00:04<00:15, 1.51it/s] 66/299 7.15G 0.03334 0.02587 0.0004141 280 640: 14%|█▍ | 4/28 [00:04<00:15, 1.51it/s] 66/299 7.15G 0.03334 0.02587 0.0004141 280 640: 18%|█▊ | 5/28 [00:04<00:11, 2.00it/s] 66/299 7.15G 0.03325 0.02685 0.0003805 317 640: 18%|█▊ | 5/28 [00:04<00:11, 2.00it/s] 66/299 7.15G 0.03325 0.02685 0.0003805 317 640: 21%|██▏ | 6/28 [00:04<00:11, 1.94it/s] 66/299 7.15G 0.03335 0.02676 0.0003694 254 640: 21%|██▏ | 6/28 [00:05<00:11, 1.94it/s] 66/299 7.15G 0.03335 0.02676 0.0003694 254 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 66/299 7.15G 0.03341 0.02658 0.0003694 288 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 66/299 7.15G 0.03341 0.02658 0.0003694 288 640: 29%|██▊ | 8/28 [00:05<00:07, 2.77it/s] 66/299 7.15G 0.03331 0.02657 0.0003541 258 640: 29%|██▊ | 8/28 [00:08<00:07, 2.77it/s] 66/299 7.15G 0.03331 0.02657 0.0003541 258 640: 32%|███▏ | 9/28 [00:08<00:24, 1.30s/it] 66/299 7.15G 0.03353 0.0268 0.000371 329 640: 32%|███▏ | 9/28 [00:08<00:24, 1.30s/it] 66/299 7.15G 0.03353 0.0268 0.000371 329 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 66/299 7.15G 0.03355 0.02686 0.0003828 303 640: 36%|███▌ | 10/28 [00:09<00:17, 1.02it/s] 66/299 7.15G 0.03355 0.02686 0.0003828 303 640: 39%|███▉ | 11/28 [00:09<00:12, 1.35it/s] 66/299 7.15G 0.03372 0.02691 0.0003881 260 640: 39%|███▉ | 11/28 [00:09<00:12, 1.35it/s] 66/299 7.15G 0.03372 0.02691 0.0003881 260 640: 43%|████▎ | 12/28 [00:09<00:09, 1.69it/s] 66/299 7.15G 0.03389 0.02687 0.0003931 260 640: 43%|████▎ | 12/28 [00:09<00:09, 1.69it/s] 66/299 7.15G 0.03389 0.02687 0.0003931 260 640: 46%|████▋ | 13/28 [00:09<00:07, 2.10it/s] 66/299 7.15G 0.03393 0.02703 0.0004303 299 640: 46%|████▋ | 13/28 [00:10<00:07, 2.10it/s] 66/299 7.15G 0.03393 0.02703 0.0004303 299 640: 50%|█████ | 14/28 [00:10<00:08, 1.65it/s] 66/299 7.15G 0.03397 0.02698 0.0004499 230 640: 50%|█████ | 14/28 [00:10<00:08, 1.65it/s] 66/299 7.15G 0.03397 0.02698 0.0004499 230 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.05it/s] 66/299 7.15G 0.034 0.02686 0.0004493 246 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.05it/s] 66/299 7.15G 0.034 0.02686 0.0004493 246 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.41it/s] 66/299 7.15G 0.03395 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]
all 110 564 0.668 0.575 0.63 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 67/299 7.15G 0.033 0.02546 0.0007972 262 640: 0%| | 0/28 [00:00<?, ?it/s] 67/299 7.15G 0.033 0.02546 0.0007972 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 67/299 7.15G 0.03402 0.02594 0.0007286 322 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 67/299 7.15G 0.03402 0.02594 0.0007286 322 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 67/299 7.15G 0.03373 0.02568 0.0006199 305 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 67/299 7.15G 0.03373 0.02568 0.0006199 305 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 67/299 7.15G 0.03325 0.02646 0.0006742 286 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 67/299 7.15G 0.03325 0.02646 0.0006742 286 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 67/299 7.15G 0.03267 0.02629 0.0006636 289 640: 14%|█▍ | 4/28 [00:05<00:05, 4.31it/s] 67/299 7.15G 0.03267 0.02629 0.0006636 289 640: 18%|█▊ | 5/28 [00:05<00:39, 1.71s/it] 67/299 7.15G 0.03269 0.02631 0.000642 228 640: 18%|█▊ | 5/28 [00:05<00:39, 1.71s/it] 67/299 7.15G 0.03269 0.02631 0.000642 228 640: 21%|██▏ | 6/28 [00:05<00:26, 1.21s/it] 67/299 7.15G 0.03287 0.02627 0.0006142 284 640: 21%|██▏ | 6/28 [00:05<00:26, 1.21s/it] 67/299 7.15G 0.03287 0.02627 0.0006142 284 640: 25%|██▌ | 7/28 [00:05<00:18, 1.13it/s] 67/299 7.15G 0.03302 0.02581 0.0005857 209 640: 25%|██▌ | 7/28 [00:05<00:18, 1.13it/s] 67/299 7.15G 0.03302 0.02581 0.0005857 209 640: 29%|██▊ | 8/28 [00:05<00:13, 1.47it/s] 67/299 7.15G 0.03323 0.02567 0.0005993 233 640: 29%|██▊ | 8/28 [00:06<00:13, 1.47it/s] 67/299 7.15G 0.03323 0.02567 0.0005993 233 640: 32%|███▏ | 9/28 [00:06<00:10, 1.87it/s] 67/299 7.15G 0.03323 0.02552 0.0006216 236 640: 32%|███▏ | 9/28 [00:06<00:10, 1.87it/s] 67/299 7.15G 0.03323 0.02552 0.0006216 236 640: 36%|███▌ | 10/28 [00:06<00:07, 2.25it/s] 67/299 7.15G 0.03316 0.02587 0.0006144 291 640: 36%|███▌ | 10/28 [00:06<00:07, 2.25it/s] 67/299 7.15G 0.03316 0.02587 0.0006144 291 640: 39%|███▉ | 11/28 [00:06<00:06, 2.66it/s] 67/299 7.15G 0.03314 0.02606 0.0006045 263 640: 39%|███▉ | 11/28 [00:06<00:06, 2.66it/s] 67/299 7.15G 0.03314 0.02606 0.0006045 263 640: 43%|████▎ | 12/28 [00:06<00:05, 2.98it/s] 67/299 7.15G 0.03299 0.02633 0.0006044 327 640: 43%|████▎ | 12/28 [00:10<00:05, 2.98it/s] 67/299 7.15G 0.03299 0.02633 0.0006044 327 640: 46%|████▋ | 13/28 [00:10<00:22, 1.48s/it] 67/299 7.15G 0.03304 0.02612 0.0005891 267 640: 46%|████▋ | 13/28 [00:11<00:22, 1.48s/it] 67/299 7.15G 0.03304 0.02612 0.0005891 267 640: 50%|█████ | 14/28 [00:11<00:15, 1.10s/it] 67/299 7.15G 0.03304 0.02613 0.0005771 239 640: 50%|█████ | 14/28 [00:11<00:15, 1.10s/it] 67/299 7.15G 0.03304 0.02613 0.0005771 239 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.20it/s] 67/299 7.15G 0.03301 0.02585 0.0005806 236 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.20it/s] 67/299 7.15G 0.03301 0.02585 0.0005806 236 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.52it/s] 67/299 7.15G 0.03316 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s]
all 110 564 0.6 0.596 0.597 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 68/299 7.15G 0.03394 0.02796 0.0004459 252 640: 0%| | 0/28 [00:03<?, ?it/s] 68/299 7.15G 0.03394 0.02796 0.0004459 252 640: 4%|▎ | 1/28 [00:03<01:31, 3.38s/it] 68/299 7.15G 0.03285 0.02737 0.0005127 293 640: 4%|▎ | 1/28 [00:03<01:31, 3.38s/it] 68/299 7.15G 0.03285 0.02737 0.0005127 293 640: 7%|▋ | 2/28 [00:03<00:39, 1.53s/it] 68/299 7.15G 0.03276 0.02776 0.0008009 280 640: 7%|▋ | 2/28 [00:03<00:39, 1.53s/it] 68/299 7.15G 0.03276 0.02776 0.0008009 280 640: 11%|█ | 3/28 [00:03<00:23, 1.07it/s] 68/299 7.15G 0.03284 0.02741 0.0007041 300 640: 11%|█ | 3/28 [00:04<00:23, 1.07it/s] 68/299 7.15G 0.03284 0.02741 0.0007041 300 640: 14%|█▍ | 4/28 [00:04<00:15, 1.52it/s] 68/299 7.15G 0.03283 0.02706 0.0006732 268 640: 14%|█▍ | 4/28 [00:04<00:15, 1.52it/s] 68/299 7.15G 0.03283 0.02706 0.0006732 268 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 68/299 7.15G 0.03271 0.02666 0.0006412 281 640: 18%|█▊ | 5/28 [00:04<00:11, 2.01it/s] 68/299 7.15G 0.03271 0.02666 0.0006412 281 640: 21%|██▏ | 6/28 [00:04<00:11, 1.96it/s] 68/299 7.15G 0.03273 0.02649 0.0008108 250 640: 21%|██▏ | 6/28 [00:05<00:11, 1.96it/s] 68/299 7.15G 0.03273 0.02649 0.0008108 250 640: 25%|██▌ | 7/28 [00:05<00:08, 2.42it/s] 68/299 7.15G 0.03242 0.0264 0.0007431 239 640: 25%|██▌ | 7/28 [00:05<00:08, 2.42it/s] 68/299 7.15G 0.03242 0.0264 0.0007431 239 640: 29%|██▊ | 8/28 [00:05<00:07, 2.81it/s] 68/299 7.15G 0.03243 0.0269 0.0007286 343 640: 29%|██▊ | 8/28 [00:08<00:07, 2.81it/s] 68/299 7.15G 0.03243 0.0269 0.0007286 343 640: 32%|███▏ | 9/28 [00:08<00:26, 1.40s/it] 68/299 7.15G 0.0323 0.02686 0.0006861 285 640: 32%|███▏ | 9/28 [00:09<00:26, 1.40s/it] 68/299 7.15G 0.0323 0.02686 0.0006861 285 640: 36%|███▌ | 10/28 [00:09<00:18, 1.04s/it] 68/299 7.15G 0.03244 0.02668 0.0006917 264 640: 36%|███▌ | 10/28 [00:09<00:18, 1.04s/it] 68/299 7.15G 0.03244 0.02668 0.0006917 264 640: 39%|███▉ | 11/28 [00:09<00:13, 1.27it/s] 68/299 7.15G 0.03271 0.02663 0.0007066 240 640: 39%|███▉ | 11/28 [00:09<00:13, 1.27it/s] 68/299 7.15G 0.03271 0.02663 0.0007066 240 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 68/299 7.15G 0.03275 0.02707 0.0006979 361 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 68/299 7.15G 0.03275 0.02707 0.0006979 361 640: 46%|████▋ | 13/28 [00:09<00:07, 2.00it/s] 68/299 7.15G 0.03284 0.02707 0.0006691 285 640: 46%|████▋ | 13/28 [00:10<00:07, 2.00it/s] 68/299 7.15G 0.03284 0.02707 0.0006691 285 640: 50%|█████ | 14/28 [00:10<00:08, 1.65it/s] 68/299 7.15G 0.03278 0.02708 0.0006425 298 640: 50%|█████ | 14/28 [00:10<00:08, 1.65it/s] 68/299 7.15G 0.03278 0.02708 0.0006425 298 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.05it/s] 68/299 7.15G 0.03268 0.02699 0.0006175 284 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.05it/s] 68/299 7.15G 0.03268 0.02699 0.0006175 284 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.41it/s] 68/299 7.15G 0.03277 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.617 0.583 0.618 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 69/299 7.15G 0.03192 0.0266 0.0005892 282 640: 0%| | 0/28 [00:00<?, ?it/s] 69/299 7.15G 0.03192 0.0266 0.0005892 282 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 69/299 7.15G 0.03277 0.02425 0.000487 228 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 69/299 7.15G 0.03277 0.02425 0.000487 228 640: 7%|▋ | 2/28 [00:00<00:11, 2.25it/s] 69/299 7.15G 0.03311 0.02486 0.0005434 278 640: 7%|▋ | 2/28 [00:01<00:11, 2.25it/s] 69/299 7.15G 0.03311 0.02486 0.0005434 278 640: 11%|█ | 3/28 [00:01<00:08, 2.95it/s] 69/299 7.15G 0.03314 0.02595 0.0005013 261 640: 11%|█ | 3/28 [00:01<00:08, 2.95it/s] 69/299 7.15G 0.03314 0.02595 0.0005013 261 640: 14%|█▍ | 4/28 [00:01<00:07, 3.33it/s] 69/299 7.15G 0.03249 0.02562 0.0004879 286 640: 14%|█▍ | 4/28 [00:04<00:07, 3.33it/s] 69/299 7.15G 0.03249 0.02562 0.0004879 286 640: 18%|█▊ | 5/28 [00:04<00:34, 1.49s/it] 69/299 7.15G 0.03232 0.02542 0.0004716 241 640: 18%|█▊ | 5/28 [00:05<00:34, 1.49s/it] 69/299 7.15G 0.03232 0.02542 0.0004716 241 640: 21%|██▏ | 6/28 [00:05<00:23, 1.07s/it] 69/299 7.15G 0.0319 0.02526 0.0005384 250 640: 21%|██▏ | 6/28 [00:05<00:23, 1.07s/it] 69/299 7.15G 0.0319 0.02526 0.0005384 250 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 69/299 7.15G 0.03189 0.02505 0.0005119 230 640: 25%|██▌ | 7/28 [00:05<00:17, 1.23it/s] 69/299 7.15G 0.03189 0.02505 0.0005119 230 640: 29%|██▊ | 8/28 [00:05<00:12, 1.58it/s] 69/299 7.15G 0.03209 0.02492 0.0005326 260 640: 29%|██▊ | 8/28 [00:05<00:12, 1.58it/s] 69/299 7.15G 0.03209 0.02492 0.0005326 260 640: 32%|███▏ | 9/28 [00:05<00:09, 1.99it/s] 69/299 7.15G 0.03212 0.02443 0.0005111 204 640: 32%|███▏ | 9/28 [00:06<00:09, 1.99it/s] 69/299 7.15G 0.03212 0.02443 0.0005111 204 640: 36%|███▌ | 10/28 [00:06<00:07, 2.28it/s] 69/299 7.15G 0.0323 0.02449 0.0005018 234 640: 36%|███▌ | 10/28 [00:06<00:07, 2.28it/s] 69/299 7.15G 0.0323 0.02449 0.0005018 234 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 69/299 7.15G 0.0326 0.02469 0.0005041 312 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 69/299 7.15G 0.0326 0.02469 0.0005041 312 640: 43%|████▎ | 12/28 [00:06<00:05, 3.03it/s] 69/299 7.15G 0.03254 0.02469 0.0004961 264 640: 43%|████▎ | 12/28 [00:10<00:05, 3.03it/s] 69/299 7.15G 0.03254 0.02469 0.0004961 264 640: 46%|████▋ | 13/28 [00:10<00:19, 1.31s/it] 69/299 7.15G 0.0326 0.02475 0.0004858 253 640: 46%|████▋ | 13/28 [00:10<00:19, 1.31s/it] 69/299 7.15G 0.0326 0.02475 0.0004858 253 640: 50%|█████ | 14/28 [00:10<00:13, 1.01it/s] 69/299 7.15G 0.03266 0.0247 0.0004783 249 640: 50%|█████ | 14/28 [00:10<00:13, 1.01it/s] 69/299 7.15G 0.03266 0.0247 0.0004783 249 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.20it/s] 69/299 7.15G 0.03263 0.02519 0.0004751 346 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.20it/s] 69/299 7.15G 0.03263 0.02519 0.0004751 346 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.52it/s] 69/299 7.15G 0.03292 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.656 0.555 0.59 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 70/299 7.15G 0.0336 0.02589 0.0004778 265 640: 0%| | 0/28 [00:05<?, ?it/s] 70/299 7.15G 0.0336 0.02589 0.0004778 265 640: 4%|▎ | 1/28 [00:05<02:26, 5.43s/it] 70/299 7.15G 0.03319 0.02508 0.0004938 224 640: 4%|▎ | 1/28 [00:05<02:26, 5.43s/it] 70/299 7.15G 0.03319 0.02508 0.0004938 224 640: 7%|▋ | 2/28 [00:05<01:01, 2.38s/it] 70/299 7.15G 0.03323 0.02734 0.0005571 304 640: 7%|▋ | 2/28 [00:05<01:01, 2.38s/it] 70/299 7.15G 0.03323 0.02734 0.0005571 304 640: 11%|█ | 3/28 [00:05<00:34, 1.39s/it] 70/299 7.15G 0.03323 0.02693 0.0006305 264 640: 11%|█ | 3/28 [00:06<00:34, 1.39s/it] 70/299 7.15G 0.03323 0.02693 0.0006305 264 640: 14%|█▍ | 4/28 [00:06<00:22, 1.07it/s] 70/299 7.15G 0.03307 0.02632 0.0005848 220 640: 14%|█▍ | 4/28 [00:06<00:22, 1.07it/s] 70/299 7.15G 0.03307 0.02632 0.0005848 220 640: 18%|█▊ | 5/28 [00:06<00:15, 1.48it/s] 70/299 7.15G 0.03255 0.02641 0.0005858 262 640: 18%|█▊ | 5/28 [00:06<00:15, 1.48it/s] 70/299 7.15G 0.03255 0.02641 0.0005858 262 640: 21%|██▏ | 6/28 [00:06<00:11, 1.89it/s] 70/299 7.15G 0.0326 0.02629 0.0005878 277 640: 21%|██▏ | 6/28 [00:06<00:11, 1.89it/s] 70/299 7.15G 0.0326 0.02629 0.0005878 277 640: 25%|██▌ | 7/28 [00:06<00:08, 2.35it/s] 70/299 7.15G 0.03265 0.02608 0.0005897 228 640: 25%|██▌ | 7/28 [00:07<00:08, 2.35it/s] 70/299 7.15G 0.03265 0.02608 0.0005897 228 640: 29%|██▊ | 8/28 [00:07<00:07, 2.73it/s] 70/299 7.15G 0.03241 0.02641 0.0005766 296 640: 29%|██▊ | 8/28 [00:10<00:07, 2.73it/s] 70/299 7.15G 0.03241 0.02641 0.0005766 296 640: 32%|███▏ | 9/28 [00:10<00:27, 1.43s/it] 70/299 7.15G 0.03258 0.02646 0.0005526 298 640: 32%|███▏ | 9/28 [00:11<00:27, 1.43s/it] 70/299 7.15G 0.03258 0.02646 0.0005526 298 640: 36%|███▌ | 10/28 [00:11<00:19, 1.06s/it] 70/299 7.15G 0.03256 0.02618 0.0005517 206 640: 36%|███▌ | 10/28 [00:11<00:19, 1.06s/it] 70/299 7.15G 0.03256 0.02618 0.0005517 206 640: 39%|███▉ | 11/28 [00:11<00:13, 1.24it/s] 70/299 7.15G 0.03271 0.02605 0.0005512 262 640: 39%|███▉ | 11/28 [00:11<00:13, 1.24it/s] 70/299 7.15G 0.03271 0.02605 0.0005512 262 640: 43%|████▎ | 12/28 [00:11<00:10, 1.58it/s] 70/299 7.15G 0.03297 0.02656 0.0005669 338 640: 43%|████▎ | 12/28 [00:11<00:10, 1.58it/s] 70/299 7.15G 0.03297 0.02656 0.0005669 338 640: 46%|████▋ | 13/28 [00:11<00:07, 1.97it/s] 70/299 7.15G 0.03307 0.02656 0.0005694 262 640: 46%|████▋ | 13/28 [00:11<00:07, 1.97it/s] 70/299 7.15G 0.03307 0.02656 0.0005694 262 640: 50%|█████ | 14/28 [00:11<00:05, 2.34it/s] 70/299 7.15G 0.03315 0.02672 0.0005664 330 640: 50%|█████ | 14/28 [00:12<00:05, 2.34it/s] 70/299 7.15G 0.03315 0.02672 0.0005664 330 640: 54%|█████▎ | 15/28 [00:12<00:04, 2.76it/s] 70/299 7.15G 0.03309 0.02673 0.0005635 275 640: 54%|█████▎ | 15/28 [00:12<00:04, 2.76it/s] 70/299 7.15G 0.03309 0.02673 0.0005635 275 640: 57%|█████▋ | 16/28 [00:12<00:03, 3.06it/s] 70/299 7.15G 0.03299 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.12it/s]
all 110 564 0.603 0.616 0.609 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 71/299 7.15G 0.0335 0.02806 0.0006921 273 640: 0%| | 0/28 [00:00<?, ?it/s] 71/299 7.15G 0.0335 0.02806 0.0006921 273 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 71/299 7.15G 0.03178 0.02722 0.0007995 265 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 71/299 7.15G 0.03178 0.02722 0.0007995 265 640: 7%|▋ | 2/28 [00:00<00:05, 4.37it/s] 71/299 7.15G 0.03198 0.02688 0.0006483 255 640: 7%|▋ | 2/28 [00:00<00:05, 4.37it/s] 71/299 7.15G 0.03198 0.02688 0.0006483 255 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 71/299 7.15G 0.03185 0.02695 0.0006508 267 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 71/299 7.15G 0.03185 0.02695 0.0006508 267 640: 14%|█▍ | 4/28 [00:00<00:05, 4.42it/s] 71/299 7.15G 0.0316 0.02738 0.0006567 348 640: 14%|█▍ | 4/28 [00:05<00:05, 4.42it/s] 71/299 7.15G 0.0316 0.02738 0.0006567 348 640: 18%|█▊ | 5/28 [00:05<00:38, 1.68s/it] 71/299 7.15G 0.03168 0.02705 0.0006464 287 640: 18%|█▊ | 5/28 [00:05<00:38, 1.68s/it] 71/299 7.15G 0.03168 0.02705 0.0006464 287 640: 21%|██▏ | 6/28 [00:05<00:26, 1.19s/it] 71/299 7.15G 0.03161 0.02654 0.0006044 234 640: 21%|██▏ | 6/28 [00:05<00:26, 1.19s/it] 71/299 7.15G 0.03161 0.02654 0.0006044 234 640: 25%|██▌ | 7/28 [00:05<00:18, 1.15it/s] 71/299 7.15G 0.03148 0.02648 0.0005943 283 640: 25%|██▌ | 7/28 [00:05<00:18, 1.15it/s] 71/299 7.15G 0.03148 0.02648 0.0005943 283 640: 29%|██▊ | 8/28 [00:05<00:13, 1.49it/s] 71/299 7.15G 0.0316 0.02608 0.0006243 203 640: 29%|██▊ | 8/28 [00:06<00:13, 1.49it/s] 71/299 7.15G 0.0316 0.02608 0.0006243 203 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 71/299 7.15G 0.03159 0.02661 0.0006114 331 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 71/299 7.15G 0.03159 0.02661 0.0006114 331 640: 36%|███▌ | 10/28 [00:06<00:07, 2.27it/s] 71/299 7.15G 0.03178 0.02634 0.000608 245 640: 36%|███▌ | 10/28 [00:06<00:07, 2.27it/s] 71/299 7.15G 0.03178 0.02634 0.000608 245 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 71/299 7.15G 0.03196 0.02624 0.0006122 293 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 71/299 7.15G 0.03196 0.02624 0.0006122 293 640: 43%|████▎ | 12/28 [00:06<00:05, 3.01it/s] 71/299 7.15G 0.03221 0.02652 0.0005953 283 640: 43%|████▎ | 12/28 [00:10<00:05, 3.01it/s] 71/299 7.15G 0.03221 0.02652 0.0005953 283 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 71/299 7.15G 0.0323 0.02646 0.0005835 246 640: 46%|████▋ | 13/28 [00:10<00:20, 1.38s/it] 71/299 7.15G 0.0323 0.02646 0.0005835 246 640: 50%|█████ | 14/28 [00:10<00:14, 1.04s/it] 71/299 7.15G 0.03233 0.02644 0.0005706 259 640: 50%|█████ | 14/28 [00:11<00:14, 1.04s/it] 71/299 7.15G 0.03233 0.02644 0.0005706 259 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.27it/s] 71/299 7.15G 0.03244 0.02638 0.0005567 302 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.27it/s] 71/299 7.15G 0.03244 0.02638 0.0005567 302 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.60it/s] 71/299 7.15G 0.03266 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.592 0.627 0.609 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 72/299 7.15G 0.03197 0.02323 0.0004527 247 640: 0%| | 0/28 [00:05<?, ?it/s] 72/299 7.15G 0.03197 0.02323 0.0004527 247 640: 4%|▎ | 1/28 [00:05<02:18, 5.12s/it] 72/299 7.15G 0.03092 0.02383 0.0003994 274 640: 4%|▎ | 1/28 [00:05<02:18, 5.12s/it] 72/299 7.15G 0.03092 0.02383 0.0003994 274 640: 7%|▋ | 2/28 [00:05<00:58, 2.25s/it] 72/299 7.15G 0.03144 0.02383 0.0004039 260 640: 7%|▋ | 2/28 [00:05<00:58, 2.25s/it] 72/299 7.15G 0.03144 0.02383 0.0004039 260 640: 11%|█ | 3/28 [00:05<00:33, 1.32s/it] 72/299 7.15G 0.03129 0.02484 0.0005018 276 640: 11%|█ | 3/28 [00:05<00:33, 1.32s/it] 72/299 7.15G 0.03129 0.02484 0.0005018 276 640: 14%|█▍ | 4/28 [00:05<00:21, 1.12it/s] 72/299 7.15G 0.0313 0.02448 0.0005097 216 640: 14%|█▍ | 4/28 [00:06<00:21, 1.12it/s] 72/299 7.15G 0.0313 0.02448 0.0005097 216 640: 18%|█▊ | 5/28 [00:06<00:14, 1.54it/s] 72/299 7.15G 0.03139 0.02434 0.0005474 280 640: 18%|█▊ | 5/28 [00:06<00:14, 1.54it/s] 72/299 7.15G 0.03139 0.02434 0.0005474 280 640: 21%|██▏ | 6/28 [00:06<00:11, 1.96it/s] 72/299 7.15G 0.03163 0.02449 0.0005117 244 640: 21%|██▏ | 6/28 [00:06<00:11, 1.96it/s] 72/299 7.15G 0.03163 0.02449 0.0005117 244 640: 25%|██▌ | 7/28 [00:06<00:08, 2.42it/s] 72/299 7.15G 0.03161 0.02448 0.0005606 282 640: 25%|██▌ | 7/28 [00:06<00:08, 2.42it/s] 72/299 7.15G 0.03161 0.02448 0.0005606 282 640: 29%|██▊ | 8/28 [00:06<00:07, 2.79it/s] 72/299 7.15G 0.0318 0.02471 0.0005357 295 640: 29%|██▊ | 8/28 [00:11<00:07, 2.79it/s] 72/299 7.15G 0.0318 0.02471 0.0005357 295 640: 32%|███▏ | 9/28 [00:11<00:35, 1.87s/it] 72/299 7.15G 0.03216 0.02517 0.0005584 345 640: 32%|███▏ | 9/28 [00:12<00:35, 1.87s/it] 72/299 7.15G 0.03216 0.02517 0.0005584 345 640: 36%|███▌ | 10/28 [00:12<00:24, 1.37s/it] 72/299 7.15G 0.03211 0.02542 0.0005508 269 640: 36%|███▌ | 10/28 [00:12<00:24, 1.37s/it] 72/299 7.15G 0.03211 0.02542 0.0005508 269 640: 39%|███▉ | 11/28 [00:12<00:17, 1.01s/it] 72/299 7.15G 0.03224 0.02548 0.0005576 277 640: 39%|███▉ | 11/28 [00:12<00:17, 1.01s/it] 72/299 7.15G 0.03224 0.02548 0.0005576 277 640: 43%|████▎ | 12/28 [00:12<00:12, 1.29it/s] 72/299 7.15G 0.03231 0.02557 0.000575 268 640: 43%|████▎ | 12/28 [00:12<00:12, 1.29it/s] 72/299 7.15G 0.03231 0.02557 0.000575 268 640: 46%|████▋ | 13/28 [00:12<00:09, 1.65it/s] 72/299 7.15G 0.03227 0.02581 0.0005577 307 640: 46%|████▋ | 13/28 [00:13<00:09, 1.65it/s] 72/299 7.15G 0.03227 0.02581 0.0005577 307 640: 50%|█████ | 14/28 [00:13<00:06, 2.01it/s] 72/299 7.15G 0.03243 0.02572 0.0005632 274 640: 50%|█████ | 14/28 [00:13<00:06, 2.01it/s] 72/299 7.15G 0.03243 0.02572 0.0005632 274 640: 54%|█████▎ | 15/28 [00:13<00:05, 2.43it/s] 72/299 7.15G 0.03247 0.02566 0.0005818 274 640: 54%|█████▎ | 15/28 [00:13<00:05, 2.43it/s] 72/299 7.15G 0.03247 0.02566 0.0005818 274 640: 57%|█████▋ | 16/28 [00:13<00:04, 2.79it/s] 72/299 7.15G 0.03254 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s]
all 110 564 0.617 0.598 0.589 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 73/299 7.15G 0.03224 0.02715 0.0007329 266 640: 0%| | 0/28 [00:00<?, ?it/s] 73/299 7.15G 0.03224 0.02715 0.0007329 266 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 73/299 7.15G 0.03222 0.02637 0.0005549 273 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 73/299 7.15G 0.03222 0.02637 0.0005549 273 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 73/299 7.15G 0.03253 0.02633 0.0005213 281 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 73/299 7.15G 0.03253 0.02633 0.0005213 281 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 73/299 7.15G 0.03243 0.02686 0.0004871 297 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 73/299 7.15G 0.03243 0.02686 0.0004871 297 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 73/299 7.15G 0.03283 0.02655 0.0004512 263 640: 14%|█▍ | 4/28 [00:05<00:05, 4.31it/s] 73/299 7.15G 0.03283 0.02655 0.0004512 263 640: 18%|█▊ | 5/28 [00:05<00:37, 1.65s/it] 73/299 7.15G 0.03306 0.02673 0.0004559 309 640: 18%|█▊ | 5/28 [00:05<00:37, 1.65s/it] 73/299 7.15G 0.03306 0.02673 0.0004559 309 640: 21%|██▏ | 6/28 [00:05<00:25, 1.17s/it] 73/299 7.15G 0.0328 0.02652 0.0004571 299 640: 21%|██▏ | 6/28 [00:05<00:25, 1.17s/it] 73/299 7.15G 0.0328 0.02652 0.0004571 299 640: 25%|██▌ | 7/28 [00:05<00:18, 1.17it/s] 73/299 7.15G 0.03285 0.02663 0.0004652 258 640: 25%|██▌ | 7/28 [00:05<00:18, 1.17it/s] 73/299 7.15G 0.03285 0.02663 0.0004652 258 640: 29%|██▊ | 8/28 [00:05<00:13, 1.51it/s] 73/299 7.15G 0.03299 0.02647 0.0004698 281 640: 29%|██▊ | 8/28 [00:05<00:13, 1.51it/s] 73/299 7.15G 0.03299 0.02647 0.0004698 281 640: 32%|███▏ | 9/28 [00:05<00:09, 1.92it/s] 73/299 7.15G 0.03313 0.02653 0.0005614 286 640: 32%|███▏ | 9/28 [00:06<00:09, 1.92it/s] 73/299 7.15G 0.03313 0.02653 0.0005614 286 640: 36%|███▌ | 10/28 [00:06<00:07, 2.32it/s] 73/299 7.15G 0.03296 0.0261 0.0005428 225 640: 36%|███▌ | 10/28 [00:06<00:07, 2.32it/s] 73/299 7.15G 0.03296 0.0261 0.0005428 225 640: 39%|███▉ | 11/28 [00:06<00:06, 2.74it/s] 73/299 7.15G 0.03272 0.02605 0.0005297 247 640: 39%|███▉ | 11/28 [00:06<00:06, 2.74it/s] 73/299 7.15G 0.03272 0.02605 0.0005297 247 640: 43%|████▎ | 12/28 [00:06<00:05, 3.08it/s] 73/299 7.15G 0.03276 0.02584 0.0005138 246 640: 43%|████▎ | 12/28 [00:10<00:05, 3.08it/s] 73/299 7.15G 0.03276 0.02584 0.0005138 246 640: 46%|████▋ | 13/28 [00:10<00:22, 1.49s/it] 73/299 7.15G 0.03282 0.02557 0.0005264 230 640: 46%|████▋ | 13/28 [00:11<00:22, 1.49s/it] 73/299 7.15G 0.03282 0.02557 0.0005264 230 640: 50%|█████ | 14/28 [00:11<00:15, 1.11s/it] 73/299 7.15G 0.03278 0.02538 0.0005163 264 640: 50%|█████ | 14/28 [00:11<00:15, 1.11s/it] 73/299 7.15G 0.03278 0.02538 0.0005163 264 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.19it/s] 73/299 7.15G 0.03306 0.0255 0.0005099 286 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.19it/s] 73/299 7.15G 0.03306 0.0255 0.0005099 286 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.52it/s] 73/299 7.15G 0.03304 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.663 0.537 0.579 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 74/299 7.15G 0.03382 0.0247 0.000499 255 640: 0%| | 0/28 [00:04<?, ?it/s] 74/299 7.15G 0.03382 0.0247 0.000499 255 640: 4%|▎ | 1/28 [00:04<01:54, 4.25s/it] 74/299 7.15G 0.03358 0.02626 0.0004216 289 640: 4%|▎ | 1/28 [00:04<01:54, 4.25s/it] 74/299 7.15G 0.03358 0.02626 0.0004216 289 640: 7%|▋ | 2/28 [00:04<00:49, 1.89s/it] 74/299 7.15G 0.0334 0.0259 0.0004831 262 640: 7%|▋ | 2/28 [00:04<00:49, 1.89s/it] 74/299 7.15G 0.0334 0.0259 0.0004831 262 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 74/299 7.15G 0.03327 0.02607 0.0004475 322 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 74/299 7.15G 0.03327 0.02607 0.0004475 322 640: 14%|█▍ | 4/28 [00:04<00:18, 1.29it/s] 74/299 7.15G 0.03299 0.02581 0.0004454 242 640: 14%|█▍ | 4/28 [00:05<00:18, 1.29it/s] 74/299 7.15G 0.03299 0.02581 0.0004454 242 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 74/299 7.15G 0.03265 0.02507 0.0004858 250 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 74/299 7.15G 0.03265 0.02507 0.0004858 250 640: 21%|██▏ | 6/28 [00:05<00:10, 2.17it/s] 74/299 7.15G 0.0332 0.0254 0.000515 278 640: 21%|██▏ | 6/28 [00:05<00:10, 2.17it/s] 74/299 7.15G 0.0332 0.0254 0.000515 278 640: 25%|██▌ | 7/28 [00:05<00:07, 2.63it/s] 74/299 7.15G 0.03312 0.02564 0.0004831 325 640: 25%|██▌ | 7/28 [00:05<00:07, 2.63it/s] 74/299 7.15G 0.03312 0.02564 0.0004831 325 640: 29%|██▊ | 8/28 [00:05<00:06, 2.97it/s] 74/299 7.15G 0.03331 0.02599 0.0005079 322 640: 29%|██▊ | 8/28 [00:09<00:06, 2.97it/s] 74/299 7.15G 0.03331 0.02599 0.0005079 322 640: 32%|███▏ | 9/28 [00:09<00:26, 1.41s/it] 74/299 7.15G 0.0333 0.0264 0.0005279 354 640: 32%|███▏ | 9/28 [00:09<00:26, 1.41s/it] 74/299 7.15G 0.0333 0.0264 0.0005279 354 640: 36%|███▌ | 10/28 [00:09<00:18, 1.05s/it] 74/299 7.15G 0.03327 0.02634 0.0005061 288 640: 36%|███▌ | 10/28 [00:10<00:18, 1.05s/it] 74/299 7.15G 0.03327 0.02634 0.0005061 288 640: 39%|███▉ | 11/28 [00:10<00:13, 1.26it/s] 74/299 7.15G 0.03332 0.02609 0.000498 225 640: 39%|███▉ | 11/28 [00:10<00:13, 1.26it/s] 74/299 7.15G 0.03332 0.02609 0.000498 225 640: 43%|████▎ | 12/28 [00:10<00:10, 1.60it/s] 74/299 7.15G 0.03345 0.02617 0.0005042 276 640: 43%|████▎ | 12/28 [00:10<00:10, 1.60it/s] 74/299 7.15G 0.03345 0.02617 0.0005042 276 640: 46%|████▋ | 13/28 [00:10<00:07, 1.99it/s] 74/299 7.15G 0.0333 0.02591 0.0005268 189 640: 46%|████▋ | 13/28 [00:10<00:07, 1.99it/s] 74/299 7.15G 0.0333 0.02591 0.0005268 189 640: 50%|█████ | 14/28 [00:10<00:05, 2.36it/s] 74/299 7.15G 0.03308 0.02565 0.0005266 244 640: 50%|█████ | 14/28 [00:10<00:05, 2.36it/s] 74/299 7.15G 0.03308 0.02565 0.0005266 244 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.78it/s] 74/299 7.15G 0.03337 0.02545 0.0005143 232 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.78it/s] 74/299 7.15G 0.03337 0.02545 0.0005143 232 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.07it/s] 74/299 7.15G 0.03332 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.24it/s]
all 110 564 0.653 0.628 0.624 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 75/299 7.15G 0.03297 0.02496 0.0003986 239 640: 0%| | 0/28 [00:00<?, ?it/s] 75/299 7.15G 0.03297 0.02496 0.0003986 239 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 75/299 7.15G 0.03307 0.02566 0.0003996 247 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 75/299 7.15G 0.03307 0.02566 0.0003996 247 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 75/299 7.15G 0.03296 0.02521 0.0004422 257 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 75/299 7.15G 0.03296 0.02521 0.0004422 257 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 75/299 7.15G 0.03298 0.02597 0.0004775 306 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 75/299 7.15G 0.03298 0.02597 0.0004775 306 640: 14%|█▍ | 4/28 [00:00<00:05, 4.36it/s] 75/299 7.15G 0.03319 0.02563 0.0005436 238 640: 14%|█▍ | 4/28 [00:03<00:05, 4.36it/s] 75/299 7.15G 0.03319 0.02563 0.0005436 238 640: 18%|█▊ | 5/28 [00:03<00:28, 1.24s/it] 75/299 7.15G 0.0328 0.02534 0.0005536 220 640: 18%|█▊ | 5/28 [00:04<00:28, 1.24s/it] 75/299 7.15G 0.0328 0.02534 0.0005536 220 640: 21%|██▏ | 6/28 [00:04<00:19, 1.11it/s] 75/299 7.15G 0.03261 0.02579 0.0006019 301 640: 21%|██▏ | 6/28 [00:04<00:19, 1.11it/s] 75/299 7.15G 0.03261 0.02579 0.0006019 301 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 75/299 7.15G 0.03277 0.02597 0.0005867 308 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 75/299 7.15G 0.03277 0.02597 0.0005867 308 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 75/299 7.15G 0.03268 0.0264 0.00056 285 640: 29%|██▊ | 8/28 [00:05<00:10, 1.86it/s] 75/299 7.15G 0.03268 0.0264 0.00056 285 640: 32%|███▏ | 9/28 [00:05<00:11, 1.59it/s] 75/299 7.15G 0.03291 0.0262 0.0005388 232 640: 32%|███▏ | 9/28 [00:05<00:11, 1.59it/s] 75/299 7.15G 0.03291 0.0262 0.0005388 232 640: 36%|███▌ | 10/28 [00:05<00:09, 1.96it/s] 75/299 7.15G 0.03275 0.02635 0.0005226 293 640: 36%|███▌ | 10/28 [00:05<00:09, 1.96it/s] 75/299 7.15G 0.03275 0.02635 0.0005226 293 640: 39%|███▉ | 11/28 [00:05<00:07, 2.38it/s] 75/299 7.15G 0.03258 0.02639 0.0005149 319 640: 39%|███▉ | 11/28 [00:06<00:07, 2.38it/s] 75/299 7.15G 0.03258 0.02639 0.0005149 319 640: 43%|████▎ | 12/28 [00:06<00:05, 2.73it/s] 75/299 7.15G 0.03242 0.02598 0.0005117 197 640: 43%|████▎ | 12/28 [00:09<00:05, 2.73it/s] 75/299 7.15G 0.03242 0.02598 0.0005117 197 640: 46%|████▋ | 13/28 [00:09<00:17, 1.16s/it] 75/299 7.15G 0.03233 0.0259 0.000501 264 640: 46%|████▋ | 13/28 [00:09<00:17, 1.16s/it] 75/299 7.15G 0.03233 0.0259 0.000501 264 640: 50%|█████ | 14/28 [00:09<00:12, 1.13it/s] 75/299 7.15G 0.03207 0.0257 0.0005085 239 640: 50%|█████ | 14/28 [00:09<00:12, 1.13it/s] 75/299 7.15G 0.03207 0.0257 0.0005085 239 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.47it/s] 75/299 7.15G 0.03208 0.02589 0.000503 266 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.47it/s] 75/299 7.15G 0.03208 0.02589 0.000503 266 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.82it/s] 75/299 7.15G 0.03224 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s]
all 110 564 0.63 0.551 0.588 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 76/299 7.15G 0.03379 0.02368 0.0003513 299 640: 0%| | 0/28 [00:03<?, ?it/s] 76/299 7.15G 0.03379 0.02368 0.0003513 299 640: 4%|▎ | 1/28 [00:03<01:46, 3.93s/it] 76/299 7.15G 0.0331 0.02587 0.0003847 326 640: 4%|▎ | 1/28 [00:04<01:46, 3.93s/it] 76/299 7.15G 0.0331 0.02587 0.0003847 326 640: 7%|▋ | 2/28 [00:04<00:45, 1.76s/it] 76/299 7.15G 0.03241 0.02584 0.0003968 263 640: 7%|▋ | 2/28 [00:04<00:45, 1.76s/it] 76/299 7.15G 0.03241 0.02584 0.0003968 263 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 76/299 7.15G 0.03167 0.02553 0.0003689 253 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 76/299 7.15G 0.03167 0.02553 0.0003689 253 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 76/299 7.15G 0.03155 0.02536 0.0003461 248 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 76/299 7.15G 0.03155 0.02536 0.0003461 248 640: 18%|█▊ | 5/28 [00:04<00:12, 1.83it/s] 76/299 7.15G 0.03142 0.02551 0.0003518 259 640: 18%|█▊ | 5/28 [00:05<00:12, 1.83it/s] 76/299 7.15G 0.03142 0.02551 0.0003518 259 640: 21%|██▏ | 6/28 [00:05<00:09, 2.26it/s] 76/299 7.15G 0.03156 0.02599 0.0003857 324 640: 21%|██▏ | 6/28 [00:05<00:09, 2.26it/s] 76/299 7.15G 0.03156 0.02599 0.0003857 324 640: 25%|██▌ | 7/28 [00:05<00:07, 2.72it/s] 76/299 7.15G 0.03201 0.02595 0.0003996 270 640: 25%|██▌ | 7/28 [00:05<00:07, 2.72it/s] 76/299 7.15G 0.03201 0.02595 0.0003996 270 640: 29%|██▊ | 8/28 [00:05<00:06, 3.05it/s] 76/299 7.15G 0.03222 0.02602 0.0004134 253 640: 29%|██▊ | 8/28 [00:09<00:06, 3.05it/s] 76/299 7.15G 0.03222 0.02602 0.0004134 253 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 76/299 7.15G 0.03208 0.02557 0.0004035 238 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 76/299 7.15G 0.03208 0.02557 0.0004035 238 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 76/299 7.15G 0.03197 0.02593 0.0004929 307 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 76/299 7.15G 0.03197 0.02593 0.0004929 307 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 76/299 7.15G 0.03191 0.02557 0.0005009 215 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 76/299 7.15G 0.03191 0.02557 0.0005009 215 640: 43%|████▎ | 12/28 [00:09<00:09, 1.67it/s] 76/299 7.15G 0.03186 0.02557 0.0005148 307 640: 43%|████▎ | 12/28 [00:09<00:09, 1.67it/s] 76/299 7.15G 0.03186 0.02557 0.0005148 307 640: 46%|████▋ | 13/28 [00:09<00:07, 2.07it/s] 76/299 7.15G 0.03182 0.0255 0.0005097 242 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 76/299 7.15G 0.03182 0.0255 0.0005097 242 640: 50%|█████ | 14/28 [00:10<00:05, 2.34it/s] 76/299 7.15G 0.03194 0.026 0.000516 380 640: 50%|█████ | 14/28 [00:10<00:05, 2.34it/s] 76/299 7.15G 0.03194 0.026 0.000516 380 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.75it/s] 76/299 7.15G 0.03182 0.02599 0.0005113 277 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.75it/s] 76/299 7.15G 0.03182 0.02599 0.0005113 277 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.06it/s] 76/299 7.15G 0.0318 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.05it/s]
all 110 564 0.628 0.595 0.611 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 77/299 7.15G 0.03002 0.02587 0.000493 270 640: 0%| | 0/28 [00:00<?, ?it/s] 77/299 7.15G 0.03002 0.02587 0.000493 270 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 77/299 7.15G 0.03045 0.02824 0.0005636 345 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 77/299 7.15G 0.03045 0.02824 0.0005636 345 640: 7%|▋ | 2/28 [00:00<00:05, 4.42it/s] 77/299 7.15G 0.03069 0.02776 0.0005019 287 640: 7%|▋ | 2/28 [00:00<00:05, 4.42it/s] 77/299 7.15G 0.03069 0.02776 0.0005019 287 640: 11%|█ | 3/28 [00:00<00:05, 4.55it/s] 77/299 7.15G 0.03036 0.02762 0.0004683 276 640: 11%|█ | 3/28 [00:00<00:05, 4.55it/s] 77/299 7.15G 0.03036 0.02762 0.0004683 276 640: 14%|█▍ | 4/28 [00:00<00:05, 4.39it/s] 77/299 7.15G 0.03045 0.02735 0.0004579 275 640: 14%|█▍ | 4/28 [00:04<00:05, 4.39it/s] 77/299 7.15G 0.03045 0.02735 0.0004579 275 640: 18%|█▊ | 5/28 [00:04<00:31, 1.38s/it] 77/299 7.15G 0.03043 0.02726 0.000465 304 640: 18%|█▊ | 5/28 [00:04<00:31, 1.38s/it] 77/299 7.15G 0.03043 0.02726 0.000465 304 640: 21%|██▏ | 6/28 [00:04<00:21, 1.00it/s] 77/299 7.15G 0.03058 0.02741 0.0004536 307 640: 21%|██▏ | 6/28 [00:04<00:21, 1.00it/s] 77/299 7.15G 0.03058 0.02741 0.0004536 307 640: 25%|██▌ | 7/28 [00:04<00:15, 1.35it/s] 77/299 7.15G 0.03069 0.02696 0.0004395 266 640: 25%|██▌ | 7/28 [00:05<00:15, 1.35it/s] 77/299 7.15G 0.03069 0.02696 0.0004395 266 640: 29%|██▊ | 8/28 [00:05<00:11, 1.72it/s] 77/299 7.15G 0.03105 0.02707 0.0004328 284 640: 29%|██▊ | 8/28 [00:05<00:11, 1.72it/s] 77/299 7.15G 0.03105 0.02707 0.0004328 284 640: 32%|███▏ | 9/28 [00:05<00:08, 2.14it/s] 77/299 7.15G 0.0311 0.02711 0.0004341 326 640: 32%|███▏ | 9/28 [00:05<00:08, 2.14it/s] 77/299 7.15G 0.0311 0.02711 0.0004341 326 640: 36%|███▌ | 10/28 [00:05<00:07, 2.51it/s] 77/299 7.15G 0.03133 0.0274 0.0004368 332 640: 36%|███▌ | 10/28 [00:05<00:07, 2.51it/s] 77/299 7.15G 0.03133 0.0274 0.0004368 332 640: 39%|███▉ | 11/28 [00:05<00:05, 2.93it/s] 77/299 7.15G 0.03139 0.02709 0.000443 234 640: 39%|███▉ | 11/28 [00:05<00:05, 2.93it/s] 77/299 7.15G 0.03139 0.02709 0.000443 234 640: 43%|████▎ | 12/28 [00:05<00:04, 3.21it/s] 77/299 7.15G 0.03162 0.02724 0.0004435 335 640: 43%|████▎ | 12/28 [00:09<00:04, 3.21it/s] 77/299 7.15G 0.03162 0.02724 0.0004435 335 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 77/299 7.15G 0.03172 0.0272 0.0004577 282 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 77/299 7.15G 0.03172 0.0272 0.0004577 282 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 77/299 7.15G 0.03181 0.02687 0.0004575 225 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 77/299 7.15G 0.03181 0.02687 0.0004575 225 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.36it/s] 77/299 7.15G 0.0319 0.02697 0.0004808 268 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 77/299 7.15G 0.0319 0.02697 0.0004808 268 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.71it/s] 77/299 7.15G 0.03188 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s]
all 110 564 0.645 0.622 0.622 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 78/299 7.15G 0.03097 0.02436 0.0002525 294 640: 0%| | 0/28 [00:03<?, ?it/s] 78/299 7.15G 0.03097 0.02436 0.0002525 294 640: 4%|▎ | 1/28 [00:03<01:24, 3.13s/it] 78/299 7.15G 0.02967 0.02356 0.0004117 260 640: 4%|▎ | 1/28 [00:03<01:24, 3.13s/it] 78/299 7.15G 0.02967 0.02356 0.0004117 260 640: 7%|▋ | 2/28 [00:03<00:37, 1.43s/it] 78/299 7.15G 0.03095 0.0244 0.0004877 298 640: 7%|▋ | 2/28 [00:03<00:37, 1.43s/it] 78/299 7.15G 0.03095 0.0244 0.0004877 298 640: 11%|█ | 3/28 [00:03<00:25, 1.03s/it] 78/299 7.15G 0.03136 0.02412 0.0004314 258 640: 11%|█ | 3/28 [00:04<00:25, 1.03s/it] 78/299 7.15G 0.03136 0.02412 0.0004314 258 640: 14%|█▍ | 4/28 [00:04<00:17, 1.39it/s] 78/299 7.15G 0.03142 0.02365 0.0004024 219 640: 14%|█▍ | 4/28 [00:04<00:17, 1.39it/s] 78/299 7.15G 0.03142 0.02365 0.0004024 219 640: 18%|█▊ | 5/28 [00:04<00:12, 1.87it/s] 78/299 7.15G 0.03111 0.02383 0.0004516 255 640: 18%|█▊ | 5/28 [00:04<00:12, 1.87it/s] 78/299 7.15G 0.03111 0.02383 0.0004516 255 640: 21%|██▏ | 6/28 [00:04<00:09, 2.31it/s] 78/299 7.15G 0.03129 0.02378 0.000469 255 640: 21%|██▏ | 6/28 [00:04<00:09, 2.31it/s] 78/299 7.15G 0.03129 0.02378 0.000469 255 640: 25%|██▌ | 7/28 [00:04<00:07, 2.77it/s] 78/299 7.15G 0.03161 0.02418 0.0004682 309 640: 25%|██▌ | 7/28 [00:05<00:07, 2.77it/s] 78/299 7.15G 0.03161 0.02418 0.0004682 309 640: 29%|██▊ | 8/28 [00:05<00:06, 3.10it/s] 78/299 7.15G 0.03151 0.02471 0.0004549 293 640: 29%|██▊ | 8/28 [00:08<00:06, 3.10it/s] 78/299 7.15G 0.03151 0.02471 0.0004549 293 640: 32%|███▏ | 9/28 [00:08<00:23, 1.25s/it] 78/299 7.15G 0.03141 0.02462 0.0004386 289 640: 32%|███▏ | 9/28 [00:08<00:23, 1.25s/it] 78/299 7.15G 0.03141 0.02462 0.0004386 289 640: 36%|███▌ | 10/28 [00:08<00:16, 1.06it/s] 78/299 7.15G 0.03144 0.02453 0.0004272 247 640: 36%|███▌ | 10/28 [00:09<00:16, 1.06it/s] 78/299 7.15G 0.03144 0.02453 0.0004272 247 640: 39%|███▉ | 11/28 [00:09<00:14, 1.18it/s] 78/299 7.15G 0.03161 0.02487 0.0004194 322 640: 39%|███▉ | 11/28 [00:09<00:14, 1.18it/s] 78/299 7.15G 0.03161 0.02487 0.0004194 322 640: 43%|████▎ | 12/28 [00:09<00:10, 1.51it/s] 78/299 7.15G 0.03146 0.02478 0.0004131 276 640: 43%|████▎ | 12/28 [00:09<00:10, 1.51it/s] 78/299 7.15G 0.03146 0.02478 0.0004131 276 640: 46%|████▋ | 13/28 [00:09<00:07, 1.89it/s] 78/299 7.15G 0.03147 0.02482 0.000407 269 640: 46%|████▋ | 13/28 [00:09<00:07, 1.89it/s] 78/299 7.15G 0.03147 0.02482 0.000407 269 640: 50%|█████ | 14/28 [00:09<00:06, 2.26it/s] 78/299 7.15G 0.03141 0.02487 0.0004049 292 640: 50%|█████ | 14/28 [00:10<00:06, 2.26it/s] 78/299 7.15G 0.03141 0.02487 0.0004049 292 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.68it/s] 78/299 7.15G 0.03146 0.02494 0.0004093 284 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.68it/s] 78/299 7.15G 0.03146 0.02494 0.0004093 284 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.99it/s] 78/299 7.15G 0.03159 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.623 0.619 0.613 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 79/299 7.15G 0.02876 0.02958 0.0004703 335 640: 0%| | 0/28 [00:00<?, ?it/s] 79/299 7.15G 0.02876 0.02958 0.0004703 335 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 79/299 7.15G 0.02935 0.02653 0.000368 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 79/299 7.15G 0.02935 0.02653 0.000368 262 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 79/299 7.15G 0.03027 0.02551 0.0003905 243 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 79/299 7.15G 0.03027 0.02551 0.0003905 243 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 79/299 7.15G 0.03121 0.02563 0.0004858 237 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 79/299 7.15G 0.03121 0.02563 0.0004858 237 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 79/299 7.15G 0.03087 0.0253 0.0004518 265 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 79/299 7.15G 0.03087 0.0253 0.0004518 265 640: 18%|█▊ | 5/28 [00:04<00:30, 1.32s/it] 79/299 7.15G 0.03066 0.02534 0.0004815 292 640: 18%|█▊ | 5/28 [00:04<00:30, 1.32s/it] 79/299 7.15G 0.03066 0.02534 0.0004815 292 640: 21%|██▏ | 6/28 [00:04<00:20, 1.05it/s] 79/299 7.15G 0.0311 0.02484 0.0005051 240 640: 21%|██▏ | 6/28 [00:05<00:20, 1.05it/s] 79/299 7.15G 0.0311 0.02484 0.0005051 240 640: 25%|██▌ | 7/28 [00:05<00:20, 1.04it/s] 79/299 7.15G 0.03114 0.02481 0.0004855 287 640: 25%|██▌ | 7/28 [00:05<00:20, 1.04it/s] 79/299 7.15G 0.03114 0.02481 0.0004855 287 640: 29%|██▊ | 8/28 [00:05<00:14, 1.36it/s] 79/299 7.15G 0.03148 0.0251 0.0005047 248 640: 29%|██▊ | 8/28 [00:05<00:14, 1.36it/s] 79/299 7.15G 0.03148 0.0251 0.0005047 248 640: 32%|███▏ | 9/28 [00:05<00:10, 1.75it/s] 79/299 7.15G 0.03132 0.02499 0.0005064 263 640: 32%|███▏ | 9/28 [00:06<00:10, 1.75it/s] 79/299 7.15G 0.03132 0.02499 0.0005064 263 640: 36%|███▌ | 10/28 [00:06<00:08, 2.14it/s] 79/299 7.15G 0.03154 0.02486 0.0005254 219 640: 36%|███▌ | 10/28 [00:06<00:08, 2.14it/s] 79/299 7.15G 0.03154 0.02486 0.0005254 219 640: 39%|███▉ | 11/28 [00:06<00:06, 2.57it/s] 79/299 7.15G 0.03153 0.02481 0.0005171 246 640: 39%|███▉ | 11/28 [00:06<00:06, 2.57it/s] 79/299 7.15G 0.03153 0.02481 0.0005171 246 640: 43%|████▎ | 12/28 [00:06<00:05, 2.91it/s] 79/299 7.15G 0.03148 0.02478 0.0005143 283 640: 43%|████▎ | 12/28 [00:09<00:05, 2.91it/s] 79/299 7.15G 0.03148 0.02478 0.0005143 283 640: 46%|████▋ | 13/28 [00:09<00:16, 1.13s/it] 79/299 7.15G 0.03153 0.02512 0.0004985 309 640: 46%|████▋ | 13/28 [00:09<00:16, 1.13s/it] 79/299 7.15G 0.03153 0.02512 0.0004985 309 640: 50%|█████ | 14/28 [00:09<00:12, 1.16it/s] 79/299 7.15G 0.03156 0.02522 0.0005091 299 640: 50%|█████ | 14/28 [00:10<00:12, 1.16it/s] 79/299 7.15G 0.03156 0.02522 0.0005091 299 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.10it/s] 79/299 7.15G 0.0315 0.02525 0.0004962 300 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.10it/s] 79/299 7.15G 0.0315 0.02525 0.0004962 300 640: 57%|█████▋ | 16/28 [00:10<00:08, 1.42it/s] 79/299 7.15G 0.03135 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s]
all 110 564 0.662 0.567 0.606 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 80/299 7.15G 0.0328 0.02691 0.0003478 285 640: 0%| | 0/28 [00:02<?, ?it/s] 80/299 7.15G 0.0328 0.02691 0.0003478 285 640: 4%|▎ | 1/28 [00:02<01:08, 2.52s/it] 80/299 7.15G 0.03363 0.03159 0.0003604 372 640: 4%|▎ | 1/28 [00:02<01:08, 2.52s/it] 80/299 7.15G 0.03363 0.03159 0.0003604 372 640: 7%|▋ | 2/28 [00:02<00:30, 1.18s/it] 80/299 7.15G 0.03303 0.02995 0.0003666 320 640: 7%|▋ | 2/28 [00:03<00:30, 1.18s/it] 80/299 7.15G 0.03303 0.02995 0.0003666 320 640: 11%|█ | 3/28 [00:03<00:23, 1.05it/s] 80/299 7.15G 0.03311 0.02951 0.0003754 296 640: 11%|█ | 3/28 [00:03<00:23, 1.05it/s] 80/299 7.15G 0.03311 0.02951 0.0003754 296 640: 14%|█▍ | 4/28 [00:03<00:16, 1.48it/s] 80/299 7.15G 0.03276 0.02867 0.0003708 296 640: 14%|█▍ | 4/28 [00:03<00:16, 1.48it/s] 80/299 7.15G 0.03276 0.02867 0.0003708 296 640: 18%|█▊ | 5/28 [00:03<00:11, 1.97it/s] 80/299 7.15G 0.03251 0.0281 0.0003625 262 640: 18%|█▊ | 5/28 [00:04<00:11, 1.97it/s] 80/299 7.15G 0.03251 0.0281 0.0003625 262 640: 21%|██▏ | 6/28 [00:04<00:09, 2.40it/s] 80/299 7.15G 0.03261 0.02781 0.0003698 269 640: 21%|██▏ | 6/28 [00:04<00:09, 2.40it/s] 80/299 7.15G 0.03261 0.02781 0.0003698 269 640: 25%|██▌ | 7/28 [00:04<00:07, 2.85it/s] 80/299 7.15G 0.03245 0.02798 0.0004904 308 640: 25%|██▌ | 7/28 [00:04<00:07, 2.85it/s] 80/299 7.15G 0.03245 0.02798 0.0004904 308 640: 29%|██▊ | 8/28 [00:04<00:06, 3.17it/s] 80/299 7.15G 0.03237 0.02738 0.0005672 220 640: 29%|██▊ | 8/28 [00:07<00:06, 3.17it/s] 80/299 7.15G 0.03237 0.02738 0.0005672 220 640: 32%|███▏ | 9/28 [00:07<00:22, 1.17s/it] 80/299 7.15G 0.03232 0.02724 0.0005723 252 640: 32%|███▏ | 9/28 [00:07<00:22, 1.17s/it] 80/299 7.15G 0.03232 0.02724 0.0005723 252 640: 36%|███▌ | 10/28 [00:07<00:15, 1.14it/s] 80/299 7.15G 0.03219 0.02711 0.000556 280 640: 36%|███▌ | 10/28 [00:08<00:15, 1.14it/s] 80/299 7.15G 0.03219 0.02711 0.000556 280 640: 39%|███▉ | 11/28 [00:08<00:14, 1.19it/s] 80/299 7.15G 0.03213 0.02692 0.0005366 229 640: 39%|███▉ | 11/28 [00:08<00:14, 1.19it/s] 80/299 7.15G 0.03213 0.02692 0.0005366 229 640: 43%|████▎ | 12/28 [00:08<00:10, 1.52it/s] 80/299 7.15G 0.03217 0.0266 0.0005291 247 640: 43%|████▎ | 12/28 [00:09<00:10, 1.52it/s] 80/299 7.15G 0.03217 0.0266 0.0005291 247 640: 46%|████▋ | 13/28 [00:09<00:07, 1.91it/s] 80/299 7.15G 0.03213 0.0264 0.0005183 261 640: 46%|████▋ | 13/28 [00:09<00:07, 1.91it/s] 80/299 7.15G 0.03213 0.0264 0.0005183 261 640: 50%|█████ | 14/28 [00:09<00:06, 2.28it/s] 80/299 7.15G 0.03218 0.02605 0.0005114 221 640: 50%|█████ | 14/28 [00:09<00:06, 2.28it/s] 80/299 7.15G 0.03218 0.02605 0.0005114 221 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.70it/s] 80/299 7.15G 0.03216 0.02575 0.0005003 215 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.70it/s] 80/299 7.15G 0.03216 0.02575 0.0005003 215 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.02it/s] 80/299 7.15G 0.03216
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.629 0.614 0.613 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 81/299 7.15G 0.03047 0.02665 0.0003729 304 640: 0%| | 0/28 [00:00<?, ?it/s] 81/299 7.15G 0.03047 0.02665 0.0003729 304 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 81/299 7.15G 0.03118 0.02575 0.0003915 267 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 81/299 7.15G 0.03118 0.02575 0.0003915 267 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 81/299 7.15G 0.02982 0.02485 0.0006738 238 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 81/299 7.15G 0.02982 0.02485 0.0006738 238 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 81/299 7.15G 0.03047 0.02545 0.0006172 304 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 81/299 7.15G 0.03047 0.02545 0.0006172 304 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 81/299 7.15G 0.03023 0.02517 0.0005633 252 640: 14%|█▍ | 4/28 [00:02<00:05, 4.31it/s] 81/299 7.15G 0.03023 0.02517 0.0005633 252 640: 18%|█▊ | 5/28 [00:02<00:18, 1.25it/s] 81/299 7.15G 0.0309 0.02524 0.0005886 287 640: 18%|█▊ | 5/28 [00:02<00:18, 1.25it/s] 81/299 7.15G 0.0309 0.02524 0.0005886 287 640: 21%|██▏ | 6/28 [00:02<00:13, 1.64it/s] 81/299 7.15G 0.03108 0.02506 0.0005799 243 640: 21%|██▏ | 6/28 [00:04<00:13, 1.64it/s] 81/299 7.15G 0.03108 0.02506 0.0005799 243 640: 25%|██▌ | 7/28 [00:04<00:22, 1.07s/it] 81/299 7.15G 0.03107 0.02529 0.0005791 299 640: 25%|██▌ | 7/28 [00:05<00:22, 1.07s/it] 81/299 7.15G 0.03107 0.02529 0.0005791 299 640: 29%|██▊ | 8/28 [00:05<00:16, 1.24it/s] 81/299 7.15G 0.03099 0.02556 0.0005903 314 640: 29%|██▊ | 8/28 [00:05<00:16, 1.24it/s] 81/299 7.15G 0.03099 0.02556 0.0005903 314 640: 32%|███▏ | 9/28 [00:05<00:11, 1.61it/s] 81/299 7.15G 0.03081 0.02524 0.0006341 239 640: 32%|███▏ | 9/28 [00:05<00:11, 1.61it/s] 81/299 7.15G 0.03081 0.02524 0.0006341 239 640: 36%|███▌ | 10/28 [00:05<00:09, 1.99it/s] 81/299 7.15G 0.03087 0.02519 0.0006148 312 640: 36%|███▌ | 10/28 [00:05<00:09, 1.99it/s] 81/299 7.15G 0.03087 0.02519 0.0006148 312 640: 39%|███▉ | 11/28 [00:05<00:07, 2.42it/s] 81/299 7.15G 0.03082 0.02529 0.0006276 300 640: 39%|███▉ | 11/28 [00:06<00:07, 2.42it/s] 81/299 7.15G 0.03082 0.02529 0.0006276 300 640: 43%|████▎ | 12/28 [00:06<00:05, 2.76it/s] 81/299 7.15G 0.03092 0.02515 0.0005998 262 640: 43%|████▎ | 12/28 [00:08<00:05, 2.76it/s] 81/299 7.15G 0.03092 0.02515 0.0005998 262 640: 46%|████▋ | 13/28 [00:08<00:12, 1.20it/s] 81/299 7.15G 0.03097 0.02514 0.0005961 300 640: 46%|████▋ | 13/28 [00:08<00:12, 1.20it/s] 81/299 7.15G 0.03097 0.02514 0.0005961 300 640: 50%|█████ | 14/28 [00:08<00:09, 1.52it/s] 81/299 7.15G 0.03099 0.02534 0.0005838 296 640: 50%|█████ | 14/28 [00:10<00:09, 1.52it/s] 81/299 7.15G 0.03099 0.02534 0.0005838 296 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.01it/s] 81/299 7.15G 0.03108 0.02537 0.0005675 255 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.01it/s] 81/299 7.15G 0.03108 0.02537 0.0005675 255 640: 57%|█████▋ | 16/28 [00:10<00:09, 1.31it/s] 81/299 7.15G 0.03108 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.34it/s]
all 110 564 0.639 0.58 0.603 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 82/299 7.15G 0.02981 0.02491 0.0005348 303 640: 0%| | 0/28 [00:02<?, ?it/s] 82/299 7.15G 0.02981 0.02491 0.0005348 303 640: 4%|▎ | 1/28 [00:02<00:56, 2.10s/it] 82/299 7.15G 0.03001 0.02471 0.000438 304 640: 4%|▎ | 1/28 [00:02<00:56, 2.10s/it] 82/299 7.15G 0.03001 0.02471 0.000438 304 640: 7%|▋ | 2/28 [00:02<00:26, 1.01s/it] 82/299 7.15G 0.03056 0.02474 0.00047 218 640: 7%|▋ | 2/28 [00:03<00:26, 1.01s/it] 82/299 7.15G 0.03056 0.02474 0.00047 218 640: 11%|█ | 3/28 [00:03<00:32, 1.29s/it] 82/299 7.15G 0.03012 0.02433 0.0004268 284 640: 11%|█ | 3/28 [00:04<00:32, 1.29s/it] 82/299 7.15G 0.03012 0.02433 0.0004268 284 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 82/299 7.15G 0.03014 0.02526 0.0004521 336 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 82/299 7.15G 0.03014 0.02526 0.0004521 336 640: 18%|█▊ | 5/28 [00:04<00:14, 1.58it/s] 82/299 7.15G 0.03043 0.02492 0.0005967 216 640: 18%|█▊ | 5/28 [00:04<00:14, 1.58it/s] 82/299 7.15G 0.03043 0.02492 0.0005967 216 640: 21%|██▏ | 6/28 [00:04<00:12, 1.73it/s] 82/299 7.15G 0.0303 0.025 0.0006501 295 640: 21%|██▏ | 6/28 [00:05<00:12, 1.73it/s] 82/299 7.15G 0.0303 0.025 0.0006501 295 640: 25%|██▌ | 7/28 [00:05<00:09, 2.17it/s] 82/299 7.15G 0.03014 0.02525 0.000649 306 640: 25%|██▌ | 7/28 [00:05<00:09, 2.17it/s] 82/299 7.15G 0.03014 0.02525 0.000649 306 640: 29%|██▊ | 8/28 [00:05<00:07, 2.57it/s] 82/299 7.15G 0.03002 0.02522 0.0006088 266 640: 29%|██▊ | 8/28 [00:08<00:07, 2.57it/s] 82/299 7.15G 0.03002 0.02522 0.0006088 266 640: 32%|███▏ | 9/28 [00:08<00:21, 1.15s/it] 82/299 7.15G 0.02995 0.0251 0.0005779 287 640: 32%|███▏ | 9/28 [00:08<00:21, 1.15s/it] 82/299 7.15G 0.02995 0.0251 0.0005779 287 640: 36%|███▌ | 10/28 [00:08<00:15, 1.15it/s] 82/299 7.15G 0.03011 0.0253 0.0005766 282 640: 36%|███▌ | 10/28 [00:10<00:15, 1.15it/s] 82/299 7.15G 0.03011 0.0253 0.0005766 282 640: 39%|███▉ | 11/28 [00:10<00:20, 1.23s/it] 82/299 7.15G 0.03039 0.02546 0.0005612 290 640: 39%|███▉ | 11/28 [00:10<00:20, 1.23s/it] 82/299 7.15G 0.03039 0.02546 0.0005612 290 640: 43%|████▎ | 12/28 [00:10<00:14, 1.08it/s] 82/299 7.15G 0.0302 0.0255 0.0005659 282 640: 43%|████▎ | 12/28 [00:10<00:14, 1.08it/s] 82/299 7.15G 0.0302 0.0255 0.0005659 282 640: 46%|████▋ | 13/28 [00:10<00:10, 1.41it/s] 82/299 7.15G 0.03028 0.02521 0.0005542 212 640: 46%|████▋ | 13/28 [00:11<00:10, 1.41it/s] 82/299 7.15G 0.03028 0.02521 0.0005542 212 640: 50%|█████ | 14/28 [00:11<00:07, 1.75it/s] 82/299 7.15G 0.0303 0.02542 0.0005441 305 640: 50%|█████ | 14/28 [00:11<00:07, 1.75it/s] 82/299 7.15G 0.0303 0.02542 0.0005441 305 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.16it/s] 82/299 7.15G 0.03018 0.02549 0.0005701 269 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.16it/s] 82/299 7.15G 0.03018 0.02549 0.0005701 269 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.52it/s] 82/299 7.15G 0.03028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s]
all 110 564 0.647 0.526 0.559 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 83/299 7.15G 0.02957 0.02735 0.0002957 329 640: 0%| | 0/28 [00:00<?, ?it/s] 83/299 7.15G 0.02957 0.02735 0.0002957 329 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 83/299 7.15G 0.02944 0.02669 0.0003469 331 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 83/299 7.15G 0.02944 0.02669 0.0003469 331 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 83/299 7.15G 0.03011 0.0264 0.0003372 326 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 83/299 7.15G 0.03011 0.0264 0.0003372 326 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 83/299 7.15G 0.0306 0.02625 0.0003296 286 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 83/299 7.15G 0.0306 0.02625 0.0003296 286 640: 14%|█▍ | 4/28 [00:00<00:05, 4.43it/s] 83/299 7.15G 0.0307 0.02611 0.0003423 313 640: 14%|█▍ | 4/28 [00:02<00:05, 4.43it/s] 83/299 7.15G 0.0307 0.02611 0.0003423 313 640: 18%|█▊ | 5/28 [00:02<00:20, 1.12it/s] 83/299 7.15G 0.03126 0.0265 0.0003479 346 640: 18%|█▊ | 5/28 [00:03<00:20, 1.12it/s] 83/299 7.15G 0.03126 0.0265 0.0003479 346 640: 21%|██▏ | 6/28 [00:03<00:14, 1.49it/s] 83/299 7.15G 0.03147 0.02642 0.0003623 292 640: 21%|██▏ | 6/28 [00:05<00:14, 1.49it/s] 83/299 7.15G 0.03147 0.02642 0.0003623 292 640: 25%|██▌ | 7/28 [00:05<00:23, 1.12s/it] 83/299 7.15G 0.0317 0.02614 0.0003482 245 640: 25%|██▌ | 7/28 [00:05<00:23, 1.12s/it] 83/299 7.15G 0.0317 0.02614 0.0003482 245 640: 29%|██▊ | 8/28 [00:05<00:16, 1.19it/s] 83/299 7.15G 0.03212 0.02617 0.0003483 299 640: 29%|██▊ | 8/28 [00:05<00:16, 1.19it/s] 83/299 7.15G 0.03212 0.02617 0.0003483 299 640: 32%|███▏ | 9/28 [00:05<00:12, 1.55it/s] 83/299 7.15G 0.03246 0.02632 0.0003514 305 640: 32%|███▏ | 9/28 [00:05<00:12, 1.55it/s] 83/299 7.15G 0.03246 0.02632 0.0003514 305 640: 36%|███▌ | 10/28 [00:05<00:09, 1.92it/s] 83/299 7.15G 0.03263 0.02621 0.0003654 276 640: 36%|███▌ | 10/28 [00:06<00:09, 1.92it/s] 83/299 7.15G 0.03263 0.02621 0.0003654 276 640: 39%|███▉ | 11/28 [00:06<00:07, 2.34it/s] 83/299 7.15G 0.03286 0.02612 0.0003699 304 640: 39%|███▉ | 11/28 [00:06<00:07, 2.34it/s] 83/299 7.15G 0.03286 0.02612 0.0003699 304 640: 43%|████▎ | 12/28 [00:06<00:05, 2.70it/s] 83/299 7.15G 0.03292 0.02564 0.0003936 197 640: 43%|████▎ | 12/28 [00:08<00:05, 2.70it/s] 83/299 7.15G 0.03292 0.02564 0.0003936 197 640: 46%|████▋ | 13/28 [00:08<00:13, 1.10it/s] 83/299 7.15G 0.03295 0.02551 0.0003913 225 640: 46%|████▋ | 13/28 [00:08<00:13, 1.10it/s] 83/299 7.15G 0.03295 0.02551 0.0003913 225 640: 50%|█████ | 14/28 [00:08<00:09, 1.41it/s] 83/299 7.15G 0.03302 0.0259 0.0003941 311 640: 50%|█████ | 14/28 [00:10<00:09, 1.41it/s] 83/299 7.15G 0.03302 0.0259 0.0003941 311 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.03it/s] 83/299 7.15G 0.03305 0.02578 0.0004377 245 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.03it/s] 83/299 7.15G 0.03305 0.02578 0.0004377 245 640: 57%|█████▋ | 16/28 [00:10<00:08, 1.34it/s] 83/299 7.15G 0.03301 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.621 0.607 0.587 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 84/299 7.15G 0.02918 0.02618 0.0006052 305 640: 0%| | 0/28 [00:01<?, ?it/s] 84/299 7.15G 0.02918 0.02618 0.0006052 305 640: 4%|▎ | 1/28 [00:01<00:29, 1.10s/it] 84/299 7.15G 0.02911 0.02541 0.0005441 262 640: 4%|▎ | 1/28 [00:01<00:29, 1.10s/it] 84/299 7.15G 0.02911 0.02541 0.0005441 262 640: 7%|▋ | 2/28 [00:01<00:15, 1.68it/s] 84/299 7.15G 0.02902 0.02474 0.000587 276 640: 7%|▋ | 2/28 [00:03<00:15, 1.68it/s] 84/299 7.15G 0.02902 0.02474 0.000587 276 640: 11%|█ | 3/28 [00:03<00:30, 1.22s/it] 84/299 7.15G 0.02928 0.02436 0.0005544 228 640: 11%|█ | 3/28 [00:03<00:30, 1.22s/it] 84/299 7.15G 0.02928 0.02436 0.0005544 228 640: 14%|█▍ | 4/28 [00:03<00:19, 1.20it/s] 84/299 7.15G 0.02988 0.0245 0.0005529 270 640: 14%|█▍ | 4/28 [00:03<00:19, 1.20it/s] 84/299 7.15G 0.02988 0.0245 0.0005529 270 640: 18%|█▊ | 5/28 [00:03<00:13, 1.64it/s] 84/299 7.15G 0.03002 0.02431 0.0005118 242 640: 18%|█▊ | 5/28 [00:03<00:13, 1.64it/s] 84/299 7.15G 0.03002 0.02431 0.0005118 242 640: 21%|██▏ | 6/28 [00:03<00:10, 2.07it/s] 84/299 7.15G 0.03004 0.02483 0.0004755 302 640: 21%|██▏ | 6/28 [00:04<00:10, 2.07it/s] 84/299 7.15G 0.03004 0.02483 0.0004755 302 640: 25%|██▌ | 7/28 [00:04<00:08, 2.54it/s] 84/299 7.15G 0.02993 0.02458 0.0004755 256 640: 25%|██▌ | 7/28 [00:04<00:08, 2.54it/s] 84/299 7.15G 0.02993 0.02458 0.0004755 256 640: 29%|██▊ | 8/28 [00:04<00:06, 2.92it/s] 84/299 7.15G 0.02996 0.02488 0.0004585 307 640: 29%|██▊ | 8/28 [00:06<00:06, 2.92it/s] 84/299 7.15G 0.02996 0.02488 0.0004585 307 640: 32%|███▏ | 9/28 [00:06<00:16, 1.18it/s] 84/299 7.15G 0.03027 0.02477 0.0004725 278 640: 32%|███▏ | 9/28 [00:06<00:16, 1.18it/s] 84/299 7.15G 0.03027 0.02477 0.0004725 278 640: 36%|███▌ | 10/28 [00:06<00:11, 1.52it/s] 84/299 7.15G 0.03016 0.02438 0.0004546 229 640: 36%|███▌ | 10/28 [00:08<00:11, 1.52it/s] 84/299 7.15G 0.03016 0.02438 0.0004546 229 640: 39%|███▉ | 11/28 [00:08<00:20, 1.18s/it] 84/299 7.15G 0.03016 0.02417 0.0004391 252 640: 39%|███▉ | 11/28 [00:09<00:20, 1.18s/it] 84/299 7.15G 0.03016 0.02417 0.0004391 252 640: 43%|████▎ | 12/28 [00:09<00:14, 1.12it/s] 84/299 7.15G 0.03024 0.02431 0.0004352 295 640: 43%|████▎ | 12/28 [00:09<00:14, 1.12it/s] 84/299 7.15G 0.03024 0.02431 0.0004352 295 640: 46%|████▋ | 13/28 [00:09<00:10, 1.46it/s] 84/299 7.15G 0.03023 0.02391 0.0004455 204 640: 46%|████▋ | 13/28 [00:09<00:10, 1.46it/s] 84/299 7.15G 0.03023 0.02391 0.0004455 204 640: 50%|█████ | 14/28 [00:09<00:07, 1.81it/s] 84/299 7.15G 0.03033 0.024 0.0004424 245 640: 50%|█████ | 14/28 [00:09<00:07, 1.81it/s] 84/299 7.15G 0.03033 0.024 0.0004424 245 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.22it/s] 84/299 7.15G 0.03023 0.02396 0.0004335 245 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.22it/s] 84/299 7.15G 0.03023 0.02396 0.0004335 245 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.58it/s] 84/299 7.15G 0.03022 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.642 0.597 0.593 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 85/299 7.15G 0.03188 0.02798 0.0005646 336 640: 0%| | 0/28 [00:00<?, ?it/s] 85/299 7.15G 0.03188 0.02798 0.0005646 336 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 85/299 7.15G 0.03123 0.02675 0.0006303 274 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 85/299 7.15G 0.03123 0.02675 0.0006303 274 640: 7%|▋ | 2/28 [00:00<00:07, 3.66it/s] 85/299 7.15G 0.0302 0.02574 0.0005312 265 640: 7%|▋ | 2/28 [00:00<00:07, 3.66it/s] 85/299 7.15G 0.0302 0.02574 0.0005312 265 640: 11%|█ | 3/28 [00:00<00:06, 4.06it/s] 85/299 7.15G 0.03022 0.02518 0.000486 307 640: 11%|█ | 3/28 [00:00<00:06, 4.06it/s] 85/299 7.15G 0.03022 0.02518 0.000486 307 640: 14%|█▍ | 4/28 [00:00<00:05, 4.09it/s] 85/299 7.15G 0.02994 0.02494 0.0004636 247 640: 14%|█▍ | 4/28 [00:01<00:05, 4.09it/s] 85/299 7.15G 0.02994 0.02494 0.0004636 247 640: 18%|█▊ | 5/28 [00:01<00:11, 2.00it/s] 85/299 7.15G 0.03006 0.02445 0.0004327 215 640: 18%|█▊ | 5/28 [00:02<00:11, 2.00it/s] 85/299 7.15G 0.03006 0.02445 0.0004327 215 640: 21%|██▏ | 6/28 [00:02<00:09, 2.43it/s] 85/299 7.15G 0.03081 0.02388 0.0004369 239 640: 21%|██▏ | 6/28 [00:04<00:09, 2.43it/s] 85/299 7.15G 0.03081 0.02388 0.0004369 239 640: 25%|██▌ | 7/28 [00:04<00:25, 1.20s/it] 85/299 7.15G 0.03112 0.02397 0.000457 314 640: 25%|██▌ | 7/28 [00:05<00:25, 1.20s/it] 85/299 7.15G 0.03112 0.02397 0.000457 314 640: 29%|██▊ | 8/28 [00:05<00:17, 1.12it/s] 85/299 7.15G 0.03106 0.02439 0.0004508 319 640: 29%|██▊ | 8/28 [00:05<00:17, 1.12it/s] 85/299 7.15G 0.03106 0.02439 0.0004508 319 640: 32%|███▏ | 9/28 [00:05<00:12, 1.47it/s] 85/299 7.15G 0.03134 0.02456 0.0004595 323 640: 32%|███▏ | 9/28 [00:05<00:12, 1.47it/s] 85/299 7.15G 0.03134 0.02456 0.0004595 323 640: 36%|███▌ | 10/28 [00:05<00:09, 1.83it/s] 85/299 7.15G 0.03137 0.02439 0.0004481 265 640: 36%|███▌ | 10/28 [00:05<00:09, 1.83it/s] 85/299 7.15G 0.03137 0.02439 0.0004481 265 640: 39%|███▉ | 11/28 [00:05<00:07, 2.25it/s] 85/299 7.15G 0.03141 0.02467 0.0004359 292 640: 39%|███▉ | 11/28 [00:06<00:07, 2.25it/s] 85/299 7.15G 0.03141 0.02467 0.0004359 292 640: 43%|████▎ | 12/28 [00:06<00:06, 2.62it/s] 85/299 7.15G 0.03158 0.02463 0.0004387 296 640: 43%|████▎ | 12/28 [00:07<00:06, 2.62it/s] 85/299 7.15G 0.03158 0.02463 0.0004387 296 640: 46%|████▋ | 13/28 [00:07<00:10, 1.40it/s] 85/299 7.15G 0.03156 0.02473 0.0004281 284 640: 46%|████▋ | 13/28 [00:07<00:10, 1.40it/s] 85/299 7.15G 0.03156 0.02473 0.0004281 284 640: 50%|█████ | 14/28 [00:07<00:07, 1.75it/s] 85/299 7.15G 0.03149 0.02481 0.0004229 270 640: 50%|█████ | 14/28 [00:10<00:07, 1.75it/s] 85/299 7.15G 0.03149 0.02481 0.0004229 270 640: 54%|█████▎ | 15/28 [00:10<00:14, 1.08s/it] 85/299 7.15G 0.03143 0.02493 0.0004288 300 640: 54%|█████▎ | 15/28 [00:10<00:14, 1.08s/it] 85/299 7.15G 0.03143 0.02493 0.0004288 300 640: 57%|█████▋ | 16/28 [00:10<00:09, 1.21it/s] 85/299 7.15G 0.03143 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.70it/s]
all 110 564 0.66 0.567 0.592 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 86/299 7.15G 0.02818 0.02369 0.0007532 290 640: 0%| | 0/28 [00:01<?, ?it/s] 86/299 7.15G 0.02818 0.02369 0.0007532 290 640: 4%|▎ | 1/28 [00:01<00:40, 1.49s/it] 86/299 7.15G 0.02949 0.02566 0.0005532 296 640: 4%|▎ | 1/28 [00:01<00:40, 1.49s/it] 86/299 7.15G 0.02949 0.02566 0.0005532 296 640: 7%|▋ | 2/28 [00:01<00:19, 1.32it/s] 86/299 7.15G 0.02943 0.02457 0.0004507 231 640: 7%|▋ | 2/28 [00:03<00:19, 1.32it/s] 86/299 7.15G 0.02943 0.02457 0.0004507 231 640: 11%|█ | 3/28 [00:03<00:27, 1.10s/it] 86/299 7.15G 0.03017 0.02503 0.0004167 369 640: 11%|█ | 3/28 [00:03<00:27, 1.10s/it] 86/299 7.15G 0.03017 0.02503 0.0004167 369 640: 14%|█▍ | 4/28 [00:03<00:18, 1.31it/s] 86/299 7.15G 0.03001 0.02454 0.0004193 269 640: 14%|█▍ | 4/28 [00:03<00:18, 1.31it/s] 86/299 7.15G 0.03001 0.02454 0.0004193 269 640: 18%|█▊ | 5/28 [00:03<00:13, 1.77it/s] 86/299 7.15G 0.03013 0.02475 0.0004052 263 640: 18%|█▊ | 5/28 [00:04<00:13, 1.77it/s] 86/299 7.15G 0.03013 0.02475 0.0004052 263 640: 21%|██▏ | 6/28 [00:04<00:12, 1.75it/s] 86/299 7.15G 0.03007 0.02426 0.0003902 247 640: 21%|██▏ | 6/28 [00:04<00:12, 1.75it/s] 86/299 7.15G 0.03007 0.02426 0.0003902 247 640: 25%|██▌ | 7/28 [00:04<00:09, 2.20it/s] 86/299 7.15G 0.02997 0.02418 0.0003916 298 640: 25%|██▌ | 7/28 [00:04<00:09, 2.20it/s] 86/299 7.15G 0.02997 0.02418 0.0003916 298 640: 29%|██▊ | 8/28 [00:04<00:07, 2.57it/s] 86/299 7.15G 0.02997 0.02453 0.0004662 321 640: 29%|██▊ | 8/28 [00:07<00:07, 2.57it/s] 86/299 7.15G 0.02997 0.02453 0.0004662 321 640: 32%|███▏ | 9/28 [00:07<00:19, 1.01s/it] 86/299 7.15G 0.02997 0.02459 0.0004505 279 640: 32%|███▏ | 9/28 [00:07<00:19, 1.01s/it] 86/299 7.15G 0.02997 0.02459 0.0004505 279 640: 36%|███▌ | 10/28 [00:07<00:13, 1.29it/s] 86/299 7.15G 0.03007 0.02454 0.0004415 293 640: 36%|███▌ | 10/28 [00:08<00:13, 1.29it/s] 86/299 7.15G 0.03007 0.02454 0.0004415 293 640: 39%|███▉ | 11/28 [00:08<00:15, 1.10it/s] 86/299 7.15G 0.03007 0.02448 0.0004411 245 640: 39%|███▉ | 11/28 [00:08<00:15, 1.10it/s] 86/299 7.15G 0.03007 0.02448 0.0004411 245 640: 43%|████▎ | 12/28 [00:08<00:11, 1.42it/s] 86/299 7.15G 0.03017 0.02469 0.0004368 311 640: 43%|████▎ | 12/28 [00:09<00:11, 1.42it/s] 86/299 7.15G 0.03017 0.02469 0.0004368 311 640: 46%|████▋ | 13/28 [00:09<00:08, 1.80it/s] 86/299 7.15G 0.03013 0.02454 0.0004369 275 640: 46%|████▋ | 13/28 [00:09<00:08, 1.80it/s] 86/299 7.15G 0.03013 0.02454 0.0004369 275 640: 50%|█████ | 14/28 [00:09<00:07, 1.98it/s] 86/299 7.15G 0.03026 0.02494 0.0004279 343 640: 50%|█████ | 14/28 [00:09<00:07, 1.98it/s] 86/299 7.15G 0.03026 0.02494 0.0004279 343 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.40it/s] 86/299 7.15G 0.03042 0.02506 0.0004276 271 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.40it/s] 86/299 7.15G 0.03042 0.02506 0.0004276 271 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.74it/s] 86/299 7.15G 0.03042 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s]
all 110 564 0.685 0.556 0.609 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 87/299 7.15G 0.02931 0.02363 0.000297 247 640: 0%| | 0/28 [00:00<?, ?it/s] 87/299 7.15G 0.02931 0.02363 0.000297 247 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 87/299 7.15G 0.03042 0.02603 0.0004875 340 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 87/299 7.15G 0.03042 0.02603 0.0004875 340 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 87/299 7.15G 0.03111 0.02845 0.0005447 330 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 87/299 7.15G 0.03111 0.02845 0.0005447 330 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 87/299 7.15G 0.03095 0.02842 0.0004961 298 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 87/299 7.15G 0.03095 0.02842 0.0004961 298 640: 14%|█▍ | 4/28 [00:00<00:05, 4.27it/s] 87/299 7.15G 0.03108 0.02774 0.0005118 258 640: 14%|█▍ | 4/28 [00:02<00:05, 4.27it/s] 87/299 7.15G 0.03108 0.02774 0.0005118 258 640: 18%|█▊ | 5/28 [00:02<00:16, 1.41it/s] 87/299 7.15G 0.03109 0.02723 0.0005128 255 640: 18%|█▊ | 5/28 [00:02<00:16, 1.41it/s] 87/299 7.15G 0.03109 0.02723 0.0005128 255 640: 21%|██▏ | 6/28 [00:02<00:12, 1.81it/s] 87/299 7.15G 0.03104 0.02694 0.0004785 290 640: 21%|██▏ | 6/28 [00:04<00:12, 1.81it/s] 87/299 7.15G 0.03104 0.02694 0.0004785 290 640: 25%|██▌ | 7/28 [00:04<00:20, 1.01it/s] 87/299 7.15G 0.03124 0.02698 0.0004722 315 640: 25%|██▌ | 7/28 [00:04<00:20, 1.01it/s] 87/299 7.15G 0.03124 0.02698 0.0004722 315 640: 29%|██▊ | 8/28 [00:04<00:14, 1.34it/s] 87/299 7.15G 0.03122 0.02658 0.0004566 276 640: 29%|██▊ | 8/28 [00:05<00:14, 1.34it/s] 87/299 7.15G 0.03122 0.02658 0.0004566 276 640: 32%|███▏ | 9/28 [00:05<00:11, 1.72it/s] 87/299 7.15G 0.03098 0.02676 0.0004422 301 640: 32%|███▏ | 9/28 [00:05<00:11, 1.72it/s] 87/299 7.15G 0.03098 0.02676 0.0004422 301 640: 36%|███▌ | 10/28 [00:05<00:08, 2.10it/s] 87/299 7.15G 0.03074 0.02652 0.0004508 301 640: 36%|███▌ | 10/28 [00:05<00:08, 2.10it/s] 87/299 7.15G 0.03074 0.02652 0.0004508 301 640: 39%|███▉ | 11/28 [00:05<00:06, 2.53it/s] 87/299 7.15G 0.03066 0.02641 0.00044 300 640: 39%|███▉ | 11/28 [00:05<00:06, 2.53it/s] 87/299 7.15G 0.03066 0.02641 0.00044 300 640: 43%|████▎ | 12/28 [00:05<00:05, 2.89it/s] 87/299 7.15G 0.0307 0.02625 0.0004346 277 640: 43%|████▎ | 12/28 [00:07<00:05, 2.89it/s] 87/299 7.15G 0.0307 0.02625 0.0004346 277 640: 46%|████▋ | 13/28 [00:07<00:13, 1.14it/s] 87/299 7.15G 0.03072 0.02619 0.0004329 281 640: 46%|████▋ | 13/28 [00:08<00:13, 1.14it/s] 87/299 7.15G 0.03072 0.02619 0.0004329 281 640: 50%|█████ | 14/28 [00:08<00:09, 1.46it/s] 87/299 7.15G 0.03069 0.02611 0.0004303 258 640: 50%|█████ | 14/28 [00:09<00:09, 1.46it/s] 87/299 7.15G 0.03069 0.02611 0.0004303 258 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.01it/s] 87/299 7.15G 0.03076 0.02619 0.0004195 274 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.01it/s] 87/299 7.15G 0.03076 0.02619 0.0004195 274 640: 57%|█████▋ | 16/28 [00:10<00:09, 1.31it/s] 87/299 7.15G 0.03066 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.652 0.577 0.593 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 88/299 7.15G 0.02831 0.02692 0.000373 291 640: 0%| | 0/28 [00:01<?, ?it/s] 88/299 7.15G 0.02831 0.02692 0.000373 291 640: 4%|▎ | 1/28 [00:01<00:44, 1.66s/it] 88/299 7.15G 0.02951 0.02472 0.0004542 243 640: 4%|▎ | 1/28 [00:01<00:44, 1.66s/it] 88/299 7.15G 0.02951 0.02472 0.0004542 243 640: 7%|▋ | 2/28 [00:01<00:21, 1.21it/s] 88/299 7.15G 0.02964 0.02541 0.0003913 266 640: 7%|▋ | 2/28 [00:03<00:21, 1.21it/s] 88/299 7.15G 0.02964 0.02541 0.0003913 266 640: 11%|█ | 3/28 [00:03<00:25, 1.04s/it] 88/299 7.15G 0.02909 0.02494 0.0003605 240 640: 11%|█ | 3/28 [00:03<00:25, 1.04s/it] 88/299 7.15G 0.02909 0.02494 0.0003605 240 640: 14%|█▍ | 4/28 [00:03<00:17, 1.38it/s] 88/299 7.15G 0.02918 0.02493 0.0003495 261 640: 14%|█▍ | 4/28 [00:03<00:17, 1.38it/s] 88/299 7.15G 0.02918 0.02493 0.0003495 261 640: 18%|█▊ | 5/28 [00:03<00:12, 1.86it/s] 88/299 7.15G 0.02976 0.02496 0.0003439 299 640: 18%|█▊ | 5/28 [00:04<00:12, 1.86it/s] 88/299 7.15G 0.02976 0.02496 0.0003439 299 640: 21%|██▏ | 6/28 [00:04<00:10, 2.02it/s] 88/299 7.15G 0.02988 0.02443 0.0003686 230 640: 21%|██▏ | 6/28 [00:04<00:10, 2.02it/s] 88/299 7.15G 0.02988 0.02443 0.0003686 230 640: 25%|██▌ | 7/28 [00:04<00:08, 2.48it/s] 88/299 7.15G 0.0304 0.02432 0.0003588 246 640: 25%|██▌ | 7/28 [00:04<00:08, 2.48it/s] 88/299 7.15G 0.0304 0.02432 0.0003588 246 640: 29%|██▊ | 8/28 [00:04<00:07, 2.84it/s] 88/299 7.15G 0.03041 0.02424 0.0003529 243 640: 29%|██▊ | 8/28 [00:07<00:07, 2.84it/s] 88/299 7.15G 0.03041 0.02424 0.0003529 243 640: 32%|███▏ | 9/28 [00:07<00:19, 1.02s/it] 88/299 7.15G 0.03059 0.0242 0.0003528 258 640: 32%|███▏ | 9/28 [00:07<00:19, 1.02s/it] 88/299 7.15G 0.03059 0.0242 0.0003528 258 640: 36%|███▌ | 10/28 [00:07<00:14, 1.28it/s] 88/299 7.15G 0.03074 0.02437 0.0003406 256 640: 36%|███▌ | 10/28 [00:08<00:14, 1.28it/s] 88/299 7.15G 0.03074 0.02437 0.0003406 256 640: 39%|███▉ | 11/28 [00:08<00:16, 1.00it/s] 88/299 7.15G 0.03074 0.02462 0.0003336 302 640: 39%|███▉ | 11/28 [00:08<00:16, 1.00it/s] 88/299 7.15G 0.03074 0.02462 0.0003336 302 640: 43%|████▎ | 12/28 [00:08<00:12, 1.30it/s] 88/299 7.15G 0.0307 0.02478 0.0003528 297 640: 43%|████▎ | 12/28 [00:09<00:12, 1.30it/s] 88/299 7.15G 0.0307 0.02478 0.0003528 297 640: 46%|████▋ | 13/28 [00:09<00:09, 1.66it/s] 88/299 7.15G 0.03067 0.02483 0.0003545 273 640: 46%|████▋ | 13/28 [00:09<00:09, 1.66it/s] 88/299 7.15G 0.03067 0.02483 0.0003545 273 640: 50%|█████ | 14/28 [00:09<00:06, 2.03it/s] 88/299 7.15G 0.03068 0.02456 0.0003677 246 640: 50%|█████ | 14/28 [00:09<00:06, 2.03it/s] 88/299 7.15G 0.03068 0.02456 0.0003677 246 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.44it/s] 88/299 7.15G 0.0307 0.02485 0.0003718 344 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.44it/s] 88/299 7.15G 0.0307 0.02485 0.0003718 344 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.78it/s] 88/299 7.15G 0.03069 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.69it/s]
all 110 564 0.622 0.596 0.6 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 89/299 7.15G 0.03131 0.02625 0.000361 267 640: 0%| | 0/28 [00:00<?, ?it/s] 89/299 7.15G 0.03131 0.02625 0.000361 267 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 89/299 7.15G 0.03015 0.02503 0.0003631 236 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 89/299 7.15G 0.03015 0.02503 0.0003631 236 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 89/299 7.15G 0.03002 0.02439 0.0003765 281 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 89/299 7.15G 0.03002 0.02439 0.0003765 281 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 89/299 7.15G 0.03009 0.02492 0.0003665 292 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 89/299 7.15G 0.03009 0.02492 0.0003665 292 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 89/299 7.15G 0.03001 0.02583 0.0003434 314 640: 14%|█▍ | 4/28 [00:03<00:05, 4.29it/s] 89/299 7.15G 0.03001 0.02583 0.0003434 314 640: 18%|█▊ | 5/28 [00:03<00:22, 1.02it/s] 89/299 7.15G 0.02999 0.02547 0.0003679 261 640: 18%|█▊ | 5/28 [00:03<00:22, 1.02it/s] 89/299 7.15G 0.02999 0.02547 0.0003679 261 640: 21%|██▏ | 6/28 [00:03<00:15, 1.38it/s] 89/299 7.15G 0.02986 0.02558 0.0003556 298 640: 21%|██▏ | 6/28 [00:04<00:15, 1.38it/s] 89/299 7.15G 0.02986 0.02558 0.0003556 298 640: 25%|██▌ | 7/28 [00:04<00:18, 1.16it/s] 89/299 7.15G 0.02967 0.02572 0.0003388 287 640: 25%|██▌ | 7/28 [00:04<00:18, 1.16it/s] 89/299 7.15G 0.02967 0.02572 0.0003388 287 640: 29%|██▊ | 8/28 [00:04<00:13, 1.50it/s] 89/299 7.15G 0.02993 0.02603 0.0003415 351 640: 29%|██▊ | 8/28 [00:05<00:13, 1.50it/s] 89/299 7.15G 0.02993 0.02603 0.0003415 351 640: 32%|███▏ | 9/28 [00:05<00:09, 1.91it/s] 89/299 7.15G 0.03008 0.02566 0.0003509 219 640: 32%|███▏ | 9/28 [00:05<00:09, 1.91it/s] 89/299 7.15G 0.03008 0.02566 0.0003509 219 640: 36%|███▌ | 10/28 [00:05<00:09, 1.95it/s] 89/299 7.15G 0.03007 0.02562 0.0003609 294 640: 36%|███▌ | 10/28 [00:05<00:09, 1.95it/s] 89/299 7.15G 0.03007 0.02562 0.0003609 294 640: 39%|███▉ | 11/28 [00:05<00:07, 2.37it/s] 89/299 7.15G 0.02993 0.02562 0.0003593 247 640: 39%|███▉ | 11/28 [00:06<00:07, 2.37it/s] 89/299 7.15G 0.02993 0.02562 0.0003593 247 640: 43%|████▎ | 12/28 [00:06<00:05, 2.72it/s] 89/299 7.15G 0.02997 0.02569 0.000354 311 640: 43%|████▎ | 12/28 [00:08<00:05, 2.72it/s] 89/299 7.15G 0.02997 0.02569 0.000354 311 640: 46%|████▋ | 13/28 [00:08<00:15, 1.00s/it] 89/299 7.15G 0.03019 0.02581 0.0003567 300 640: 46%|████▋ | 13/28 [00:08<00:15, 1.00s/it] 89/299 7.15G 0.03019 0.02581 0.0003567 300 640: 50%|█████ | 14/28 [00:08<00:10, 1.29it/s] 89/299 7.15G 0.03018 0.02572 0.0003676 248 640: 50%|█████ | 14/28 [00:09<00:10, 1.29it/s] 89/299 7.15G 0.03018 0.02572 0.0003676 248 640: 54%|█████▎ | 15/28 [00:09<00:11, 1.17it/s] 89/299 7.15G 0.03011 0.02592 0.0003629 329 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.17it/s] 89/299 7.15G 0.03011 0.02592 0.0003629 329 640: 57%|█████▋ | 16/28 [00:10<00:08, 1.49it/s] 89/299 7.15G 0.03022 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.628 0.582 0.594 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 90/299 7.15G 0.02875 0.0275 0.0003638 323 640: 0%| | 0/28 [00:01<?, ?it/s] 90/299 7.15G 0.02875 0.0275 0.0003638 323 640: 4%|▎ | 1/28 [00:01<00:45, 1.68s/it] 90/299 7.15G 0.02897 0.0264 0.0003662 244 640: 4%|▎ | 1/28 [00:01<00:45, 1.68s/it] 90/299 7.15G 0.02897 0.0264 0.0003662 244 640: 7%|▋ | 2/28 [00:01<00:21, 1.20it/s] 90/299 7.15G 0.0288 0.02566 0.000382 267 640: 7%|▋ | 2/28 [00:04<00:21, 1.20it/s] 90/299 7.15G 0.0288 0.02566 0.000382 267 640: 11%|█ | 3/28 [00:04<00:38, 1.56s/it] 90/299 7.15G 0.0292 0.02467 0.0003703 238 640: 11%|█ | 3/28 [00:04<00:38, 1.56s/it] 90/299 7.15G 0.0292 0.02467 0.0003703 238 640: 14%|█▍ | 4/28 [00:04<00:24, 1.04s/it] 90/299 7.15G 0.02979 0.02471 0.0003714 300 640: 14%|█▍ | 4/28 [00:04<00:24, 1.04s/it] 90/299 7.15G 0.02979 0.02471 0.0003714 300 640: 18%|█▊ | 5/28 [00:04<00:17, 1.35it/s] 90/299 7.15G 0.02963 0.02507 0.000359 309 640: 18%|█▊ | 5/28 [00:05<00:17, 1.35it/s] 90/299 7.15G 0.02963 0.02507 0.000359 309 640: 21%|██▏ | 6/28 [00:05<00:12, 1.76it/s] 90/299 7.15G 0.0294 0.02472 0.0003808 240 640: 21%|██▏ | 6/28 [00:05<00:12, 1.76it/s] 90/299 7.15G 0.0294 0.02472 0.0003808 240 640: 25%|██▌ | 7/28 [00:05<00:09, 2.22it/s] 90/299 7.15G 0.0296 0.02481 0.000375 293 640: 25%|██▌ | 7/28 [00:05<00:09, 2.22it/s] 90/299 7.15G 0.0296 0.02481 0.000375 293 640: 29%|██▊ | 8/28 [00:05<00:07, 2.63it/s] 90/299 7.15G 0.02949 0.02462 0.0003727 272 640: 29%|██▊ | 8/28 [00:07<00:07, 2.63it/s] 90/299 7.15G 0.02949 0.02462 0.0003727 272 640: 32%|███▏ | 9/28 [00:07<00:14, 1.34it/s] 90/299 7.15G 0.02927 0.0247 0.0003689 285 640: 32%|███▏ | 9/28 [00:07<00:14, 1.34it/s] 90/299 7.15G 0.02927 0.0247 0.0003689 285 640: 36%|███▌ | 10/28 [00:07<00:10, 1.69it/s] 90/299 7.15G 0.02934 0.0245 0.0003628 299 640: 36%|███▌ | 10/28 [00:09<00:10, 1.69it/s] 90/299 7.15G 0.02934 0.0245 0.0003628 299 640: 39%|███▉ | 11/28 [00:09<00:19, 1.16s/it] 90/299 7.15G 0.02936 0.02424 0.0003722 274 640: 39%|███▉ | 11/28 [00:09<00:19, 1.16s/it] 90/299 7.15G 0.02936 0.02424 0.0003722 274 640: 43%|████▎ | 12/28 [00:09<00:14, 1.14it/s] 90/299 7.15G 0.02956 0.02411 0.000372 232 640: 43%|████▎ | 12/28 [00:10<00:14, 1.14it/s] 90/299 7.15G 0.02956 0.02411 0.000372 232 640: 46%|████▋ | 13/28 [00:10<00:10, 1.48it/s] 90/299 7.15G 0.02993 0.02397 0.000385 244 640: 46%|████▋ | 13/28 [00:10<00:10, 1.48it/s] 90/299 7.15G 0.02993 0.02397 0.000385 244 640: 50%|█████ | 14/28 [00:10<00:07, 1.84it/s] 90/299 7.15G 0.03037 0.02406 0.0003817 256 640: 50%|█████ | 14/28 [00:10<00:07, 1.84it/s] 90/299 7.15G 0.03037 0.02406 0.0003817 256 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.25it/s] 90/299 7.15G 0.03048 0.02406 0.0003749 232 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.25it/s] 90/299 7.15G 0.03048 0.02406 0.0003749 232 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.60it/s] 90/299 7.15G 0.0305 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.62 0.615 0.599 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 91/299 7.15G 0.0301 0.02121 0.0006687 248 640: 0%| | 0/28 [00:00<?, ?it/s] 91/299 7.15G 0.0301 0.02121 0.0006687 248 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 91/299 7.15G 0.03044 0.02215 0.0004961 265 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 91/299 7.15G 0.03044 0.02215 0.0004961 265 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 91/299 7.15G 0.03014 0.02293 0.0005053 247 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 91/299 7.15G 0.03014 0.02293 0.0005053 247 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 91/299 7.15G 0.02974 0.02392 0.0004619 323 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 91/299 7.15G 0.02974 0.02392 0.0004619 323 640: 14%|█▍ | 4/28 [00:00<00:05, 4.35it/s] 91/299 7.15G 0.02994 0.02388 0.0004403 283 640: 14%|█▍ | 4/28 [00:01<00:05, 4.35it/s] 91/299 7.15G 0.02994 0.02388 0.0004403 283 640: 18%|█▊ | 5/28 [00:01<00:05, 4.47it/s] 91/299 7.15G 0.03041 0.02365 0.0004595 231 640: 18%|█▊ | 5/28 [00:01<00:05, 4.47it/s] 91/299 7.15G 0.03041 0.02365 0.0004595 231 640: 21%|██▏ | 6/28 [00:01<00:05, 4.34it/s] 91/299 7.15G 0.03053 0.02411 0.0004866 354 640: 21%|██▏ | 6/28 [00:04<00:05, 4.34it/s] 91/299 7.15G 0.03053 0.02411 0.0004866 354 640: 25%|██▌ | 7/28 [00:04<00:25, 1.23s/it] 91/299 7.15G 0.03055 0.02419 0.0004723 276 640: 25%|██▌ | 7/28 [00:04<00:25, 1.23s/it] 91/299 7.15G 0.03055 0.02419 0.0004723 276 640: 29%|██▊ | 8/28 [00:04<00:18, 1.09it/s] 91/299 7.15G 0.03055 0.02394 0.0004612 267 640: 29%|██▊ | 8/28 [00:05<00:18, 1.09it/s] 91/299 7.15G 0.03055 0.02394 0.0004612 267 640: 32%|███▏ | 9/28 [00:05<00:13, 1.44it/s] 91/299 7.15G 0.03057 0.02401 0.0004589 293 640: 32%|███▏ | 9/28 [00:05<00:13, 1.44it/s] 91/299 7.15G 0.03057 0.02401 0.0004589 293 640: 36%|███▌ | 10/28 [00:05<00:10, 1.80it/s] 91/299 7.15G 0.03053 0.02409 0.0005072 272 640: 36%|███▌ | 10/28 [00:05<00:10, 1.80it/s] 91/299 7.15G 0.03053 0.02409 0.0005072 272 640: 39%|███▉ | 11/28 [00:05<00:07, 2.21it/s] 91/299 7.15G 0.03045 0.02395 0.0005011 222 640: 39%|███▉ | 11/28 [00:05<00:07, 2.21it/s] 91/299 7.15G 0.03045 0.02395 0.0005011 222 640: 43%|████▎ | 12/28 [00:05<00:06, 2.57it/s] 91/299 7.15G 0.03044 0.02418 0.0005046 289 640: 43%|████▎ | 12/28 [00:06<00:06, 2.57it/s] 91/299 7.15G 0.03044 0.02418 0.0005046 289 640: 46%|████▋ | 13/28 [00:06<00:07, 2.14it/s] 91/299 7.15G 0.03046 0.02419 0.0004864 277 640: 46%|████▋ | 13/28 [00:07<00:07, 2.14it/s] 91/299 7.15G 0.03046 0.02419 0.0004864 277 640: 50%|█████ | 14/28 [00:07<00:07, 1.77it/s] 91/299 7.15G 0.03052 0.02409 0.000481 273 640: 50%|█████ | 14/28 [00:09<00:07, 1.77it/s] 91/299 7.15G 0.03052 0.02409 0.000481 273 640: 54%|█████▎ | 15/28 [00:09<00:15, 1.16s/it] 91/299 7.15G 0.03049 0.02398 0.0004998 240 640: 54%|█████▎ | 15/28 [00:10<00:15, 1.16s/it] 91/299 7.15G 0.03049 0.02398 0.0004998 240 640: 57%|█████▋ | 16/28 [00:10<00:10, 1.13it/s] 91/299 7.15G 0.0305 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.639 0.603 0.616 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 92/299 7.15G 0.03063 0.02444 0.0003379 296 640: 0%| | 0/28 [00:00<?, ?it/s] 92/299 7.15G 0.03063 0.02444 0.0003379 296 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 92/299 7.15G 0.02973 0.02357 0.0003381 236 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 92/299 7.15G 0.02973 0.02357 0.0003381 236 640: 7%|▋ | 2/28 [00:00<00:10, 2.46it/s] 92/299 7.15G 0.02952 0.02213 0.0003663 223 640: 7%|▋ | 2/28 [00:03<00:10, 2.46it/s] 92/299 7.15G 0.02952 0.02213 0.0003663 223 640: 11%|█ | 3/28 [00:03<00:34, 1.39s/it] 92/299 7.15G 0.0291 0.02291 0.0003464 293 640: 11%|█ | 3/28 [00:03<00:34, 1.39s/it] 92/299 7.15G 0.0291 0.02291 0.0003464 293 640: 14%|█▍ | 4/28 [00:03<00:22, 1.07it/s] 92/299 7.15G 0.02919 0.02325 0.0004868 283 640: 14%|█▍ | 4/28 [00:03<00:22, 1.07it/s] 92/299 7.15G 0.02919 0.02325 0.0004868 283 640: 18%|█▊ | 5/28 [00:03<00:15, 1.48it/s] 92/299 7.15G 0.02917 0.02329 0.0004894 291 640: 18%|█▊ | 5/28 [00:04<00:15, 1.48it/s] 92/299 7.15G 0.02917 0.02329 0.0004894 291 640: 21%|██▏ | 6/28 [00:04<00:17, 1.27it/s] 92/299 7.15G 0.02903 0.02302 0.0004699 249 640: 21%|██▏ | 6/28 [00:04<00:17, 1.27it/s] 92/299 7.15G 0.02903 0.02302 0.0004699 249 640: 25%|██▌ | 7/28 [00:04<00:12, 1.67it/s] 92/299 7.15G 0.02908 0.02262 0.0004543 219 640: 25%|██▌ | 7/28 [00:05<00:12, 1.67it/s] 92/299 7.15G 0.02908 0.02262 0.0004543 219 640: 29%|██▊ | 8/28 [00:05<00:09, 2.06it/s] 92/299 7.15G 0.0291 0.02281 0.0004371 279 640: 29%|██▊ | 8/28 [00:05<00:09, 2.06it/s] 92/299 7.15G 0.0291 0.02281 0.0004371 279 640: 32%|███▏ | 9/28 [00:05<00:07, 2.49it/s] 92/299 7.15G 0.02924 0.02285 0.0004155 257 640: 32%|███▏ | 9/28 [00:06<00:07, 2.49it/s] 92/299 7.15G 0.02924 0.02285 0.0004155 257 640: 36%|███▌ | 10/28 [00:06<00:10, 1.77it/s] 92/299 7.15G 0.0292 0.02275 0.0004085 268 640: 36%|███▌ | 10/28 [00:08<00:10, 1.77it/s] 92/299 7.15G 0.0292 0.02275 0.0004085 268 640: 39%|███▉ | 11/28 [00:08<00:18, 1.06s/it] 92/299 7.15G 0.0293 0.02249 0.000406 239 640: 39%|███▉ | 11/28 [00:08<00:18, 1.06s/it] 92/299 7.15G 0.0293 0.02249 0.000406 239 640: 43%|████▎ | 12/28 [00:08<00:12, 1.23it/s] 92/299 7.15G 0.02925 0.02254 0.0003921 244 640: 43%|████▎ | 12/28 [00:09<00:12, 1.23it/s] 92/299 7.15G 0.02925 0.02254 0.0003921 244 640: 46%|████▋ | 13/28 [00:09<00:09, 1.58it/s] 92/299 7.15G 0.02931 0.02276 0.0003862 287 640: 46%|████▋ | 13/28 [00:09<00:09, 1.58it/s] 92/299 7.15G 0.02931 0.02276 0.0003862 287 640: 50%|█████ | 14/28 [00:09<00:10, 1.38it/s] 92/299 7.15G 0.02957 0.02262 0.0003883 240 640: 50%|█████ | 14/28 [00:10<00:10, 1.38it/s] 92/299 7.15G 0.02957 0.02262 0.0003883 240 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.75it/s] 92/299 7.15G 0.02949 0.02259 0.000379 252 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.75it/s] 92/299 7.15G 0.02949 0.02259 0.000379 252 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.10it/s] 92/299 7.15G 0.02954 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.656 0.599 0.616 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 93/299 7.15G 0.02981 0.02406 0.0002378 319 640: 0%| | 0/28 [00:00<?, ?it/s] 93/299 7.15G 0.02981 0.02406 0.0002378 319 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 93/299 7.15G 0.02927 0.02377 0.0005206 249 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 93/299 7.15G 0.02927 0.02377 0.0005206 249 640: 7%|▋ | 2/28 [00:00<00:06, 4.17it/s] 93/299 7.15G 0.02915 0.02307 0.0004357 238 640: 7%|▋ | 2/28 [00:00<00:06, 4.17it/s] 93/299 7.15G 0.02915 0.02307 0.0004357 238 640: 11%|█ | 3/28 [00:00<00:05, 4.32it/s] 93/299 7.15G 0.02958 0.02341 0.0003841 285 640: 11%|█ | 3/28 [00:00<00:05, 4.32it/s] 93/299 7.15G 0.02958 0.02341 0.0003841 285 640: 14%|█▍ | 4/28 [00:00<00:05, 4.11it/s] 93/299 7.15G 0.02954 0.02337 0.0003555 256 640: 14%|█▍ | 4/28 [00:01<00:05, 4.11it/s] 93/299 7.15G 0.02954 0.02337 0.0003555 256 640: 18%|█▊ | 5/28 [00:01<00:07, 2.94it/s] 93/299 7.15G 0.02963 0.02347 0.0003667 304 640: 18%|█▊ | 5/28 [00:02<00:07, 2.94it/s] 93/299 7.15G 0.02963 0.02347 0.0003667 304 640: 21%|██▏ | 6/28 [00:02<00:11, 1.84it/s] 93/299 7.15G 0.02987 0.02321 0.0003543 213 640: 21%|██▏ | 6/28 [00:06<00:11, 1.84it/s] 93/299 7.15G 0.02987 0.02321 0.0003543 213 640: 25%|██▌ | 7/28 [00:06<00:36, 1.76s/it] 93/299 7.15G 0.02983 0.02327 0.0004326 278 640: 25%|██▌ | 7/28 [00:06<00:36, 1.76s/it] 93/299 7.15G 0.02983 0.02327 0.0004326 278 640: 29%|██▊ | 8/28 [00:06<00:25, 1.28s/it] 93/299 7.15G 0.02966 0.02309 0.000416 244 640: 29%|██▊ | 8/28 [00:07<00:25, 1.28s/it] 93/299 7.15G 0.02966 0.02309 0.000416 244 640: 32%|███▏ | 9/28 [00:07<00:17, 1.06it/s] 93/299 7.15G 0.02969 0.02355 0.0004118 302 640: 32%|███▏ | 9/28 [00:07<00:17, 1.06it/s] 93/299 7.15G 0.02969 0.02355 0.0004118 302 640: 36%|███▌ | 10/28 [00:07<00:13, 1.37it/s] 93/299 7.15G 0.02953 0.02361 0.0004191 264 640: 36%|███▌ | 10/28 [00:07<00:13, 1.37it/s] 93/299 7.15G 0.02953 0.02361 0.0004191 264 640: 39%|███▉ | 11/28 [00:07<00:09, 1.75it/s] 93/299 7.15G 0.02962 0.02344 0.0004101 240 640: 39%|███▉ | 11/28 [00:07<00:09, 1.75it/s] 93/299 7.15G 0.02962 0.02344 0.0004101 240 640: 43%|████▎ | 12/28 [00:07<00:07, 2.12it/s] 93/299 7.15G 0.02958 0.02357 0.0004314 294 640: 43%|████▎ | 12/28 [00:08<00:07, 2.12it/s] 93/299 7.15G 0.02958 0.02357 0.0004314 294 640: 46%|████▋ | 13/28 [00:08<00:06, 2.34it/s] 93/299 7.15G 0.02954 0.02346 0.0004197 249 640: 46%|████▋ | 13/28 [00:08<00:06, 2.34it/s] 93/299 7.15G 0.02954 0.02346 0.0004197 249 640: 50%|█████ | 14/28 [00:08<00:06, 2.31it/s] 93/299 7.15G 0.02961 0.02381 0.0004161 314 640: 50%|█████ | 14/28 [00:12<00:06, 2.31it/s] 93/299 7.15G 0.02961 0.02381 0.0004161 314 640: 54%|█████▎ | 15/28 [00:12<00:17, 1.38s/it] 93/299 7.15G 0.02966 0.02384 0.0004062 284 640: 54%|█████▎ | 15/28 [00:12<00:17, 1.38s/it] 93/299 7.15G 0.02966 0.02384 0.0004062 284 640: 57%|█████▋ | 16/28 [00:12<00:12, 1.04s/it] 93/299 7.15G 0.02966 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s]
all 110 564 0.645 0.608 0.602 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 94/299 7.15G 0.02926 0.02129 0.0003088 226 640: 0%| | 0/28 [00:00<?, ?it/s] 94/299 7.15G 0.02926 0.02129 0.0003088 226 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 94/299 7.15G 0.03022 0.02208 0.0003062 305 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 94/299 7.15G 0.03022 0.02208 0.0003062 305 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 94/299 7.15G 0.02994 0.02196 0.0003662 260 640: 7%|▋ | 2/28 [00:03<00:06, 4.27it/s] 94/299 7.15G 0.02994 0.02196 0.0003662 260 640: 11%|█ | 3/28 [00:03<00:37, 1.51s/it] 94/299 7.15G 0.02967 0.02253 0.0003853 243 640: 11%|█ | 3/28 [00:03<00:37, 1.51s/it] 94/299 7.15G 0.02967 0.02253 0.0003853 243 640: 14%|█▍ | 4/28 [00:03<00:24, 1.01s/it] 94/299 7.15G 0.02999 0.02237 0.0003869 260 640: 14%|█▍ | 4/28 [00:03<00:24, 1.01s/it] 94/299 7.15G 0.02999 0.02237 0.0003869 260 640: 18%|█▊ | 5/28 [00:03<00:16, 1.39it/s] 94/299 7.15G 0.03002 0.0226 0.0003598 283 640: 18%|█▊ | 5/28 [00:05<00:16, 1.39it/s] 94/299 7.15G 0.03002 0.0226 0.0003598 283 640: 21%|██▏ | 6/28 [00:05<00:18, 1.17it/s] 94/299 7.15G 0.02987 0.02251 0.0003477 265 640: 21%|██▏ | 6/28 [00:05<00:18, 1.17it/s] 94/299 7.15G 0.02987 0.02251 0.0003477 265 640: 25%|██▌ | 7/28 [00:05<00:13, 1.55it/s] 94/299 7.15G 0.0296 0.02239 0.0003484 229 640: 25%|██▌ | 7/28 [00:05<00:13, 1.55it/s] 94/299 7.15G 0.0296 0.02239 0.0003484 229 640: 29%|██▊ | 8/28 [00:05<00:10, 1.93it/s] 94/299 7.15G 0.02966 0.02268 0.0003505 228 640: 29%|██▊ | 8/28 [00:05<00:10, 1.93it/s] 94/299 7.15G 0.02966 0.02268 0.0003505 228 640: 32%|███▏ | 9/28 [00:05<00:08, 2.36it/s] 94/299 7.15G 0.02984 0.02302 0.0003394 287 640: 32%|███▏ | 9/28 [00:05<00:08, 2.36it/s] 94/299 7.15G 0.02984 0.02302 0.0003394 287 640: 36%|███▌ | 10/28 [00:05<00:06, 2.67it/s] 94/299 7.15G 0.02969 0.02292 0.0003302 251 640: 36%|███▌ | 10/28 [00:09<00:06, 2.67it/s] 94/299 7.15G 0.02969 0.02292 0.0003302 251 640: 39%|███▉ | 11/28 [00:09<00:20, 1.21s/it] 94/299 7.15G 0.02997 0.02283 0.0003443 261 640: 39%|███▉ | 11/28 [00:09<00:20, 1.21s/it] 94/299 7.15G 0.02997 0.02283 0.0003443 261 640: 43%|████▎ | 12/28 [00:09<00:14, 1.09it/s] 94/299 7.15G 0.02999 0.02291 0.0003405 319 640: 43%|████▎ | 12/28 [00:09<00:14, 1.09it/s] 94/299 7.15G 0.02999 0.02291 0.0003405 319 640: 46%|████▋ | 13/28 [00:09<00:10, 1.41it/s] 94/299 7.15G 0.03003 0.02305 0.0003496 288 640: 46%|████▋ | 13/28 [00:10<00:10, 1.41it/s] 94/299 7.15G 0.03003 0.02305 0.0003496 288 640: 50%|█████ | 14/28 [00:10<00:12, 1.14it/s] 94/299 7.15G 0.03024 0.02315 0.0003454 303 640: 50%|█████ | 14/28 [00:11<00:12, 1.14it/s] 94/299 7.15G 0.03024 0.02315 0.0003454 303 640: 54%|█████▎ | 15/28 [00:11<00:08, 1.48it/s] 94/299 7.15G 0.03013 0.02314 0.0003426 280 640: 54%|█████▎ | 15/28 [00:11<00:08, 1.48it/s] 94/299 7.15G 0.03013 0.02314 0.0003426 280 640: 57%|█████▋ | 16/28 [00:11<00:06, 1.83it/s] 94/299 7.15G 0.03007 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.69it/s]
all 110 564 0.692 0.572 0.606 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 95/299 7.15G 0.02886 0.02324 0.0003373 267 640: 0%| | 0/28 [00:00<?, ?it/s] 95/299 7.15G 0.02886 0.02324 0.0003373 267 640: 4%|▎ | 1/28 [00:00<00:06, 4.47it/s] 95/299 7.15G 0.03028 0.0255 0.0004645 283 640: 4%|▎ | 1/28 [00:01<00:06, 4.47it/s] 95/299 7.15G 0.03028 0.0255 0.0004645 283 640: 7%|▋ | 2/28 [00:01<00:25, 1.02it/s] 95/299 7.15G 0.02996 0.0274 0.0005672 383 640: 7%|▋ | 2/28 [00:01<00:25, 1.02it/s] 95/299 7.15G 0.02996 0.0274 0.0005672 383 640: 11%|█ | 3/28 [00:01<00:15, 1.58it/s] 95/299 7.15G 0.03009 0.02636 0.0005633 279 640: 11%|█ | 3/28 [00:02<00:15, 1.58it/s] 95/299 7.15G 0.03009 0.02636 0.0005633 279 640: 14%|█▍ | 4/28 [00:02<00:11, 2.07it/s] 95/299 7.15G 0.03014 0.02687 0.000511 301 640: 14%|█▍ | 4/28 [00:03<00:11, 2.07it/s] 95/299 7.15G 0.03014 0.02687 0.000511 301 640: 18%|█▊ | 5/28 [00:03<00:15, 1.50it/s] 95/299 7.15G 0.02998 0.02626 0.0004644 244 640: 18%|█▊ | 5/28 [00:03<00:15, 1.50it/s] 95/299 7.15G 0.02998 0.02626 0.0004644 244 640: 21%|██▏ | 6/28 [00:03<00:11, 1.91it/s] 95/299 7.15G 0.02969 0.0259 0.000439 276 640: 21%|██▏ | 6/28 [00:06<00:11, 1.91it/s] 95/299 7.15G 0.02969 0.0259 0.000439 276 640: 25%|██▌ | 7/28 [00:06<00:26, 1.28s/it] 95/299 7.15G 0.02976 0.02625 0.0004431 369 640: 25%|██▌ | 7/28 [00:06<00:26, 1.28s/it] 95/299 7.15G 0.02976 0.02625 0.0004431 369 640: 29%|██▊ | 8/28 [00:06<00:19, 1.05it/s] 95/299 7.15G 0.02972 0.02562 0.0004463 204 640: 29%|██▊ | 8/28 [00:06<00:19, 1.05it/s] 95/299 7.15G 0.02972 0.02562 0.0004463 204 640: 32%|███▏ | 9/28 [00:06<00:13, 1.38it/s] 95/299 7.15G 0.03 0.02541 0.0004317 270 640: 32%|███▏ | 9/28 [00:09<00:13, 1.38it/s] 95/299 7.15G 0.03 0.02541 0.0004317 270 640: 36%|███▌ | 10/28 [00:09<00:25, 1.44s/it] 95/299 7.15G 0.02984 0.0252 0.0004307 250 640: 36%|███▌ | 10/28 [00:10<00:25, 1.44s/it] 95/299 7.15G 0.02984 0.0252 0.0004307 250 640: 39%|███▉ | 11/28 [00:10<00:18, 1.07s/it] 95/299 7.15G 0.02985 0.02532 0.0004372 299 640: 39%|███▉ | 11/28 [00:10<00:18, 1.07s/it] 95/299 7.15G 0.02985 0.02532 0.0004372 299 640: 43%|████▎ | 12/28 [00:10<00:13, 1.22it/s] 95/299 7.15G 0.02978 0.02528 0.0004238 283 640: 43%|████▎ | 12/28 [00:10<00:13, 1.22it/s] 95/299 7.15G 0.02978 0.02528 0.0004238 283 640: 46%|████▋ | 13/28 [00:10<00:09, 1.57it/s] 95/299 7.15G 0.02976 0.02514 0.0004162 272 640: 46%|████▋ | 13/28 [00:10<00:09, 1.57it/s] 95/299 7.15G 0.02976 0.02514 0.0004162 272 640: 50%|█████ | 14/28 [00:10<00:07, 1.93it/s] 95/299 7.15G 0.02964 0.02514 0.0004067 325 640: 50%|█████ | 14/28 [00:14<00:07, 1.93it/s] 95/299 7.15G 0.02964 0.02514 0.0004067 325 640: 54%|█████▎ | 15/28 [00:14<00:18, 1.41s/it] 95/299 7.15G 0.02981 0.02529 0.0004074 291 640: 54%|█████▎ | 15/28 [00:14<00:18, 1.41s/it] 95/299 7.15G 0.02981 0.02529 0.0004074 291 640: 57%|█████▋ | 16/28 [00:14<00:12, 1.06s/it] 95/299 7.15G 0.02984 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s]
all 110 564 0.67 0.574 0.62 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 96/299 7.15G 0.03035 0.02588 0.000809 269 640: 0%| | 0/28 [00:00<?, ?it/s] 96/299 7.15G 0.03035 0.02588 0.000809 269 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 96/299 7.15G 0.02951 0.02595 0.0007076 314 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 96/299 7.15G 0.02951 0.02595 0.0007076 314 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 96/299 7.15G 0.02874 0.02485 0.0005471 261 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 96/299 7.15G 0.02874 0.02485 0.0005471 261 640: 11%|█ | 3/28 [00:00<00:06, 4.10it/s] 96/299 7.15G 0.02885 0.02458 0.0004721 243 640: 11%|█ | 3/28 [00:00<00:06, 4.10it/s] 96/299 7.15G 0.02885 0.02458 0.0004721 243 640: 14%|█▍ | 4/28 [00:00<00:05, 4.13it/s] 96/299 7.15G 0.02908 0.02426 0.0005181 255 640: 14%|█▍ | 4/28 [00:01<00:05, 4.13it/s] 96/299 7.15G 0.02908 0.02426 0.0005181 255 640: 18%|█▊ | 5/28 [00:01<00:05, 4.32it/s] 96/299 7.15G 0.0293 0.02361 0.0005111 256 640: 18%|█▊ | 5/28 [00:05<00:05, 4.32it/s] 96/299 7.15G 0.0293 0.02361 0.0005111 256 640: 21%|██▏ | 6/28 [00:05<00:36, 1.64s/it] 96/299 7.15G 0.02965 0.02357 0.0004777 302 640: 21%|██▏ | 6/28 [00:05<00:36, 1.64s/it] 96/299 7.15G 0.02965 0.02357 0.0004777 302 640: 25%|██▌ | 7/28 [00:05<00:24, 1.18s/it] 96/299 7.15G 0.02995 0.02359 0.0004581 263 640: 25%|██▌ | 7/28 [00:06<00:24, 1.18s/it] 96/299 7.15G 0.02995 0.02359 0.0004581 263 640: 29%|██▊ | 8/28 [00:06<00:17, 1.14it/s] 96/299 7.15G 0.03005 0.02391 0.0004497 320 640: 29%|██▊ | 8/28 [00:06<00:17, 1.14it/s] 96/299 7.15G 0.03005 0.02391 0.0004497 320 640: 32%|███▏ | 9/28 [00:06<00:12, 1.49it/s] 96/299 7.15G 0.03031 0.02404 0.0004416 293 640: 32%|███▏ | 9/28 [00:06<00:12, 1.49it/s] 96/299 7.15G 0.03031 0.02404 0.0004416 293 640: 36%|███▌ | 10/28 [00:06<00:09, 1.86it/s] 96/299 7.15G 0.03047 0.02419 0.0004325 265 640: 36%|███▌ | 10/28 [00:06<00:09, 1.86it/s] 96/299 7.15G 0.03047 0.02419 0.0004325 265 640: 39%|███▉ | 11/28 [00:06<00:08, 2.12it/s] 96/299 7.15G 0.03037 0.02396 0.0004154 220 640: 39%|███▉ | 11/28 [00:07<00:08, 2.12it/s] 96/299 7.15G 0.03037 0.02396 0.0004154 220 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 96/299 7.15G 0.03041 0.02382 0.0004141 254 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 96/299 7.15G 0.03041 0.02382 0.0004141 254 640: 46%|████▋ | 13/28 [00:07<00:05, 2.89it/s] 96/299 7.15G 0.03026 0.02427 0.0004022 360 640: 46%|████▋ | 13/28 [00:11<00:05, 2.89it/s] 96/299 7.15G 0.03026 0.02427 0.0004022 360 640: 50%|█████ | 14/28 [00:11<00:20, 1.48s/it] 96/299 7.15G 0.03018 0.02458 0.0003967 372 640: 50%|█████ | 14/28 [00:11<00:20, 1.48s/it] 96/299 7.15G 0.03018 0.02458 0.0003967 372 640: 54%|█████▎ | 15/28 [00:11<00:14, 1.10s/it] 96/299 7.15G 0.03014 0.02442 0.0003861 245 640: 54%|█████▎ | 15/28 [00:11<00:14, 1.10s/it] 96/299 7.15G 0.03014 0.02442 0.0003861 245 640: 57%|█████▋ | 16/28 [00:11<00:10, 1.19it/s] 96/299 7.15G 0.03001
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.648 0.59 0.594 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 97/299 7.15G 0.0318 0.02852 0.0002947 387 640: 0%| | 0/28 [00:00<?, ?it/s] 97/299 7.15G 0.0318 0.02852 0.0002947 387 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 97/299 7.15G 0.03119 0.02659 0.0003402 279 640: 4%|▎ | 1/28 [00:03<00:05, 4.57it/s] 97/299 7.15G 0.03119 0.02659 0.0003402 279 640: 7%|▋ | 2/28 [00:03<00:56, 2.17s/it] 97/299 7.15G 0.03055 0.02539 0.0004113 249 640: 7%|▋ | 2/28 [00:03<00:56, 2.17s/it] 97/299 7.15G 0.03055 0.02539 0.0004113 249 640: 11%|█ | 3/28 [00:03<00:31, 1.28s/it] 97/299 7.15G 0.02995 0.02513 0.0004015 264 640: 11%|█ | 3/28 [00:04<00:31, 1.28s/it] 97/299 7.15G 0.02995 0.02513 0.0004015 264 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 97/299 7.15G 0.02984 0.02499 0.0003807 325 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 97/299 7.15G 0.02984 0.02499 0.0003807 325 640: 18%|█▊ | 5/28 [00:04<00:14, 1.58it/s] 97/299 7.15G 0.02977 0.02449 0.0004342 237 640: 18%|█▊ | 5/28 [00:04<00:14, 1.58it/s] 97/299 7.15G 0.02977 0.02449 0.0004342 237 640: 21%|██▏ | 6/28 [00:04<00:11, 1.99it/s] 97/299 7.15G 0.02967 0.02439 0.0004214 276 640: 21%|██▏ | 6/28 [00:04<00:11, 1.99it/s] 97/299 7.15G 0.02967 0.02439 0.0004214 276 640: 25%|██▌ | 7/28 [00:04<00:08, 2.45it/s] 97/299 7.15G 0.02944 0.02428 0.0004674 255 640: 25%|██▌ | 7/28 [00:05<00:08, 2.45it/s] 97/299 7.15G 0.02944 0.02428 0.0004674 255 640: 29%|██▊ | 8/28 [00:05<00:07, 2.82it/s] 97/299 7.15G 0.02929 0.02405 0.000444 264 640: 29%|██▊ | 8/28 [00:05<00:07, 2.82it/s] 97/299 7.15G 0.02929 0.02405 0.000444 264 640: 32%|███▏ | 9/28 [00:05<00:05, 3.21it/s] 97/299 7.15G 0.02919 0.02383 0.0004431 206 640: 32%|███▏ | 9/28 [00:09<00:05, 3.21it/s] 97/299 7.15G 0.02919 0.02383 0.0004431 206 640: 36%|███▌ | 10/28 [00:09<00:29, 1.63s/it] 97/299 7.15G 0.02916 0.0235 0.0004246 248 640: 36%|███▌ | 10/28 [00:10<00:29, 1.63s/it] 97/299 7.15G 0.02916 0.0235 0.0004246 248 640: 39%|███▉ | 11/28 [00:10<00:20, 1.20s/it] 97/299 7.15G 0.02918 0.0233 0.0004133 238 640: 39%|███▉ | 11/28 [00:10<00:20, 1.20s/it] 97/299 7.15G 0.02918 0.0233 0.0004133 238 640: 43%|████▎ | 12/28 [00:10<00:14, 1.10it/s] 97/299 7.15G 0.02942 0.02336 0.0004096 250 640: 43%|████▎ | 12/28 [00:10<00:14, 1.10it/s] 97/299 7.15G 0.02942 0.02336 0.0004096 250 640: 46%|████▋ | 13/28 [00:10<00:10, 1.44it/s] 97/299 7.15G 0.02942 0.02337 0.0004101 294 640: 46%|████▋ | 13/28 [00:10<00:10, 1.44it/s] 97/299 7.15G 0.02942 0.02337 0.0004101 294 640: 50%|█████ | 14/28 [00:10<00:07, 1.79it/s] 97/299 7.15G 0.02951 0.02341 0.0003983 262 640: 50%|█████ | 14/28 [00:11<00:07, 1.79it/s] 97/299 7.15G 0.02951 0.02341 0.0003983 262 640: 54%|█████▎ | 15/28 [00:11<00:05, 2.20it/s] 97/299 7.15G 0.02951 0.02346 0.0004096 252 640: 54%|█████▎ | 15/28 [00:11<00:05, 2.20it/s] 97/299 7.15G 0.02951 0.02346 0.0004096 252 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.57it/s] 97/299 7.15G 0.02953 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s]
all 110 564 0.604 0.619 0.591 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 98/299 7.15G 0.02959 0.02233 0.0002513 233 640: 0%| | 0/28 [00:00<?, ?it/s] 98/299 7.15G 0.02959 0.02233 0.0002513 233 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 98/299 7.15G 0.03028 0.02242 0.0003319 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 98/299 7.15G 0.03028 0.02242 0.0003319 262 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 98/299 7.15G 0.02979 0.0224 0.0003177 254 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 98/299 7.15G 0.02979 0.0224 0.0003177 254 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 98/299 7.15G 0.02969 0.02231 0.0004876 265 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 98/299 7.15G 0.02969 0.02231 0.0004876 265 640: 14%|█▍ | 4/28 [00:00<00:05, 4.41it/s] 98/299 7.15G 0.0301 0.02262 0.0004594 278 640: 14%|█▍ | 4/28 [00:01<00:05, 4.41it/s] 98/299 7.15G 0.0301 0.02262 0.0004594 278 640: 18%|█▊ | 5/28 [00:01<00:05, 4.51it/s] 98/299 7.15G 0.02966 0.02264 0.0004221 255 640: 18%|█▊ | 5/28 [00:05<00:05, 4.51it/s] 98/299 7.15G 0.02966 0.02264 0.0004221 255 640: 21%|██▏ | 6/28 [00:05<00:37, 1.72s/it] 98/299 7.15G 0.02964 0.02236 0.000423 246 640: 21%|██▏ | 6/28 [00:05<00:37, 1.72s/it] 98/299 7.15G 0.02964 0.02236 0.000423 246 640: 25%|██▌ | 7/28 [00:05<00:25, 1.23s/it] 98/299 7.15G 0.02941 0.02286 0.0004107 283 640: 25%|██▌ | 7/28 [00:06<00:25, 1.23s/it] 98/299 7.15G 0.02941 0.02286 0.0004107 283 640: 29%|██▊ | 8/28 [00:06<00:18, 1.09it/s] 98/299 7.15G 0.02912 0.02305 0.0003947 265 640: 29%|██▊ | 8/28 [00:06<00:18, 1.09it/s] 98/299 7.15G 0.02912 0.02305 0.0003947 265 640: 32%|███▏ | 9/28 [00:06<00:13, 1.44it/s] 98/299 7.15G 0.02925 0.02267 0.0004281 231 640: 32%|███▏ | 9/28 [00:06<00:13, 1.44it/s] 98/299 7.15G 0.02925 0.02267 0.0004281 231 640: 36%|███▌ | 10/28 [00:06<00:09, 1.80it/s] 98/299 7.15G 0.02932 0.02244 0.0004188 213 640: 36%|███▌ | 10/28 [00:06<00:09, 1.80it/s] 98/299 7.15G 0.02932 0.02244 0.0004188 213 640: 39%|███▉ | 11/28 [00:06<00:07, 2.22it/s] 98/299 7.15G 0.02922 0.02262 0.0004499 284 640: 39%|███▉ | 11/28 [00:07<00:07, 2.22it/s] 98/299 7.15G 0.02922 0.02262 0.0004499 284 640: 43%|████▎ | 12/28 [00:07<00:06, 2.58it/s] 98/299 7.15G 0.02925 0.02261 0.0004557 271 640: 43%|████▎ | 12/28 [00:07<00:06, 2.58it/s] 98/299 7.15G 0.02925 0.02261 0.0004557 271 640: 46%|████▋ | 13/28 [00:07<00:05, 2.98it/s] 98/299 7.15G 0.02924 0.02265 0.0004696 257 640: 46%|████▋ | 13/28 [00:11<00:05, 2.98it/s] 98/299 7.15G 0.02924 0.02265 0.0004696 257 640: 50%|█████ | 14/28 [00:11<00:19, 1.37s/it] 98/299 7.15G 0.02914 0.02265 0.0004607 250 640: 50%|█████ | 14/28 [00:11<00:19, 1.37s/it] 98/299 7.15G 0.02914 0.02265 0.0004607 250 640: 54%|█████▎ | 15/28 [00:11<00:13, 1.02s/it] 98/299 7.15G 0.02925 0.02295 0.0004586 327 640: 54%|█████▎ | 15/28 [00:11<00:13, 1.02s/it] 98/299 7.15G 0.02925 0.02295 0.0004586 327 640: 57%|█████▋ | 16/28 [00:11<00:09, 1.27it/s] 98/299 7.15G 0.02941 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.17it/s]
all 110 564 0.6 0.596 0.596 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 99/299 7.15G 0.0285 0.02447 0.0004976 266 640: 0%| | 0/28 [00:00<?, ?it/s] 99/299 7.15G 0.0285 0.02447 0.0004976 266 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 99/299 7.15G 0.0285 0.02498 0.0004626 259 640: 4%|▎ | 1/28 [00:03<00:05, 4.66it/s] 99/299 7.15G 0.0285 0.02498 0.0004626 259 640: 7%|▋ | 2/28 [00:03<00:59, 2.29s/it] 99/299 7.15G 0.02847 0.02379 0.0004543 231 640: 7%|▋ | 2/28 [00:04<00:59, 2.29s/it] 99/299 7.15G 0.02847 0.02379 0.0004543 231 640: 11%|█ | 3/28 [00:04<00:33, 1.34s/it] 99/299 7.15G 0.02851 0.02394 0.0004421 309 640: 11%|█ | 3/28 [00:04<00:33, 1.34s/it] 99/299 7.15G 0.02851 0.02394 0.0004421 309 640: 14%|█▍ | 4/28 [00:04<00:21, 1.10it/s] 99/299 7.15G 0.02882 0.02356 0.0004378 271 640: 14%|█▍ | 4/28 [00:04<00:21, 1.10it/s] 99/299 7.15G 0.02882 0.02356 0.0004378 271 640: 18%|█▊ | 5/28 [00:04<00:15, 1.52it/s] 99/299 7.15G 0.02886 0.02339 0.0004075 250 640: 18%|█▊ | 5/28 [00:04<00:15, 1.52it/s] 99/299 7.15G 0.02886 0.02339 0.0004075 250 640: 21%|██▏ | 6/28 [00:04<00:11, 1.94it/s] 99/299 7.15G 0.0291 0.024 0.0004025 302 640: 21%|██▏ | 6/28 [00:05<00:11, 1.94it/s] 99/299 7.15G 0.0291 0.024 0.0004025 302 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 99/299 7.15G 0.02893 0.02419 0.0003975 265 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 99/299 7.15G 0.02893 0.02419 0.0003975 265 640: 29%|██▊ | 8/28 [00:05<00:07, 2.76it/s] 99/299 7.15G 0.02883 0.02385 0.0004516 253 640: 29%|██▊ | 8/28 [00:05<00:07, 2.76it/s] 99/299 7.15G 0.02883 0.02385 0.0004516 253 640: 32%|███▏ | 9/28 [00:05<00:06, 3.16it/s] 99/299 7.15G 0.02887 0.02389 0.0004755 352 640: 32%|███▏ | 9/28 [00:09<00:06, 3.16it/s] 99/299 7.15G 0.02887 0.02389 0.0004755 352 640: 36%|███▌ | 10/28 [00:09<00:26, 1.46s/it] 99/299 7.15G 0.02883 0.0235 0.0004903 213 640: 36%|███▌ | 10/28 [00:09<00:26, 1.46s/it] 99/299 7.15G 0.02883 0.0235 0.0004903 213 640: 39%|███▉ | 11/28 [00:09<00:18, 1.08s/it] 99/299 7.15G 0.02905 0.02379 0.0005032 336 640: 39%|███▉ | 11/28 [00:10<00:18, 1.08s/it] 99/299 7.15G 0.02905 0.02379 0.0005032 336 640: 43%|████▎ | 12/28 [00:10<00:13, 1.22it/s] 99/299 7.15G 0.02896 0.0236 0.0005114 240 640: 43%|████▎ | 12/28 [00:10<00:13, 1.22it/s] 99/299 7.15G 0.02896 0.0236 0.0005114 240 640: 46%|████▋ | 13/28 [00:10<00:09, 1.57it/s] 99/299 7.15G 0.02902 0.02389 0.0004942 319 640: 46%|████▋ | 13/28 [00:10<00:09, 1.57it/s] 99/299 7.15G 0.02902 0.02389 0.0004942 319 640: 50%|█████ | 14/28 [00:10<00:07, 1.93it/s] 99/299 7.15G 0.02899 0.02397 0.0004801 333 640: 50%|█████ | 14/28 [00:10<00:07, 1.93it/s] 99/299 7.15G 0.02899 0.02397 0.0004801 333 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.35it/s] 99/299 7.15G 0.02894 0.02368 0.0004769 239 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.35it/s] 99/299 7.15G 0.02894 0.02368 0.0004769 239 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.70it/s] 99/299 7.15G 0.02887 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.635 0.573 0.597 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 100/299 7.15G 0.02921 0.02499 0.0002739 297 640: 0%| | 0/28 [00:00<?, ?it/s] 100/299 7.15G 0.02921 0.02499 0.0002739 297 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 100/299 7.15G 0.02913 0.02282 0.0002432 248 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 100/299 7.15G 0.02913 0.02282 0.0002432 248 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 100/299 7.15G 0.02896 0.02281 0.000283 282 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 100/299 7.15G 0.02896 0.02281 0.000283 282 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 100/299 7.15G 0.0287 0.02307 0.000312 280 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 100/299 7.15G 0.0287 0.02307 0.000312 280 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 100/299 7.15G 0.02923 0.02275 0.0003065 222 640: 14%|█▍ | 4/28 [00:01<00:05, 4.32it/s] 100/299 7.15G 0.02923 0.02275 0.0003065 222 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 100/299 7.15G 0.02903 0.0227 0.0003216 261 640: 18%|█▊ | 5/28 [00:05<00:05, 4.41it/s] 100/299 7.15G 0.02903 0.0227 0.0003216 261 640: 21%|██▏ | 6/28 [00:05<00:33, 1.52s/it] 100/299 7.15G 0.02922 0.02249 0.0003704 244 640: 21%|██▏ | 6/28 [00:05<00:33, 1.52s/it] 100/299 7.15G 0.02922 0.02249 0.0003704 244 640: 25%|██▌ | 7/28 [00:05<00:23, 1.10s/it] 100/299 7.15G 0.02939 0.02275 0.0003573 296 640: 25%|██▌ | 7/28 [00:05<00:23, 1.10s/it] 100/299 7.15G 0.02939 0.02275 0.0003573 296 640: 29%|██▊ | 8/28 [00:05<00:16, 1.21it/s] 100/299 7.15G 0.02934 0.02269 0.0003457 289 640: 29%|██▊ | 8/28 [00:05<00:16, 1.21it/s] 100/299 7.15G 0.02934 0.02269 0.0003457 289 640: 32%|███▏ | 9/28 [00:05<00:12, 1.58it/s] 100/299 7.15G 0.02947 0.02298 0.0003471 306 640: 32%|███▏ | 9/28 [00:06<00:12, 1.58it/s] 100/299 7.15G 0.02947 0.02298 0.0003471 306 640: 36%|███▌ | 10/28 [00:06<00:09, 1.95it/s] 100/299 7.15G 0.02956 0.02291 0.0003871 250 640: 36%|███▌ | 10/28 [00:06<00:09, 1.95it/s] 100/299 7.15G 0.02956 0.02291 0.0003871 250 640: 39%|███▉ | 11/28 [00:06<00:07, 2.37it/s] 100/299 7.15G 0.02975 0.02298 0.0003823 286 640: 39%|███▉ | 11/28 [00:06<00:07, 2.37it/s] 100/299 7.15G 0.02975 0.02298 0.0003823 286 640: 43%|████▎ | 12/28 [00:06<00:05, 2.72it/s] 100/299 7.15G 0.02963 0.02314 0.0003736 284 640: 43%|████▎ | 12/28 [00:06<00:05, 2.72it/s] 100/299 7.15G 0.02963 0.02314 0.0003736 284 640: 46%|████▋ | 13/28 [00:06<00:04, 3.11it/s] 100/299 7.15G 0.02962 0.02312 0.0003689 253 640: 46%|████▋ | 13/28 [00:10<00:04, 3.11it/s] 100/299 7.15G 0.02962 0.02312 0.0003689 253 640: 50%|█████ | 14/28 [00:10<00:18, 1.31s/it] 100/299 7.15G 0.02973 0.02325 0.000363 301 640: 50%|█████ | 14/28 [00:10<00:18, 1.31s/it] 100/299 7.15G 0.02973 0.02325 0.000363 301 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.02it/s] 100/299 7.15G 0.02977 0.0229 0.0003531 191 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.02it/s] 100/299 7.15G 0.02977 0.0229 0.0003531 191 640: 57%|█████▋ | 16/28 [00:10<00:09, 1.32it/s] 100/299 7.15G 0.02985 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.34it/s]
all 110 564 0.63 0.62 0.611 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 101/299 7.15G 0.03064 0.0247 0.001338 297 640: 0%| | 0/28 [00:00<?, ?it/s] 101/299 7.15G 0.03064 0.0247 0.001338 297 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 101/299 7.15G 0.02907 0.02293 0.001039 242 640: 4%|▎ | 1/28 [00:04<00:05, 4.58it/s] 101/299 7.15G 0.02907 0.02293 0.001039 242 640: 7%|▋ | 2/28 [00:04<01:00, 2.34s/it] 101/299 7.15G 0.02864 0.02306 0.0008319 260 640: 7%|▋ | 2/28 [00:04<01:00, 2.34s/it] 101/299 7.15G 0.02864 0.02306 0.0008319 260 640: 11%|█ | 3/28 [00:04<00:34, 1.37s/it] 101/299 7.15G 0.02849 0.02381 0.0006848 292 640: 11%|█ | 3/28 [00:04<00:34, 1.37s/it] 101/299 7.15G 0.02849 0.02381 0.0006848 292 640: 14%|█▍ | 4/28 [00:04<00:22, 1.09it/s] 101/299 7.15G 0.02807 0.02376 0.0006247 272 640: 14%|█▍ | 4/28 [00:04<00:22, 1.09it/s] 101/299 7.15G 0.02807 0.02376 0.0006247 272 640: 18%|█▊ | 5/28 [00:04<00:15, 1.51it/s] 101/299 7.15G 0.02828 0.02383 0.0005822 318 640: 18%|█▊ | 5/28 [00:04<00:15, 1.51it/s] 101/299 7.15G 0.02828 0.02383 0.0005822 318 640: 21%|██▏ | 6/28 [00:04<00:11, 1.93it/s] 101/299 7.15G 0.02834 0.02352 0.0005341 197 640: 21%|██▏ | 6/28 [00:05<00:11, 1.93it/s] 101/299 7.15G 0.02834 0.02352 0.0005341 197 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 101/299 7.15G 0.02852 0.0235 0.000504 278 640: 25%|██▌ | 7/28 [00:05<00:08, 2.40it/s] 101/299 7.15G 0.02852 0.0235 0.000504 278 640: 29%|██▊ | 8/28 [00:05<00:07, 2.79it/s] 101/299 7.15G 0.02858 0.02363 0.0005121 298 640: 29%|██▊ | 8/28 [00:05<00:07, 2.79it/s] 101/299 7.15G 0.02858 0.02363 0.0005121 298 640: 32%|███▏ | 9/28 [00:05<00:05, 3.21it/s] 101/299 7.15G 0.0287 0.02365 0.0004999 313 640: 32%|███▏ | 9/28 [00:09<00:05, 3.21it/s] 101/299 7.15G 0.0287 0.02365 0.0004999 313 640: 36%|███▌ | 10/28 [00:09<00:24, 1.33s/it] 101/299 7.15G 0.02883 0.02355 0.0004839 295 640: 36%|███▌ | 10/28 [00:09<00:24, 1.33s/it] 101/299 7.15G 0.02883 0.02355 0.0004839 295 640: 39%|███▉ | 11/28 [00:09<00:16, 1.01it/s] 101/299 7.15G 0.02876 0.02344 0.000464 275 640: 39%|███▉ | 11/28 [00:09<00:16, 1.01it/s] 101/299 7.15G 0.02876 0.02344 0.000464 275 640: 43%|████▎ | 12/28 [00:09<00:12, 1.31it/s] 101/299 7.15G 0.02876 0.02349 0.0004542 284 640: 43%|████▎ | 12/28 [00:09<00:12, 1.31it/s] 101/299 7.15G 0.02876 0.02349 0.0004542 284 640: 46%|████▋ | 13/28 [00:09<00:08, 1.68it/s] 101/299 7.15G 0.02865 0.02328 0.0004384 227 640: 46%|████▋ | 13/28 [00:10<00:08, 1.68it/s] 101/299 7.15G 0.02865 0.02328 0.0004384 227 640: 50%|█████ | 14/28 [00:10<00:06, 2.05it/s] 101/299 7.15G 0.02861 0.02294 0.0004259 235 640: 50%|█████ | 14/28 [00:10<00:06, 2.05it/s] 101/299 7.15G 0.02861 0.02294 0.0004259 235 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.47it/s] 101/299 7.15G 0.02869 0.02299 0.0004373 283 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.47it/s] 101/299 7.15G 0.02869 0.02299 0.0004373 283 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.83it/s] 101/299 7.15G 0.02876 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.657 0.557 0.589 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 102/299 7.15G 0.02975 0.02634 0.0002488 349 640: 0%| | 0/28 [00:00<?, ?it/s] 102/299 7.15G 0.02975 0.02634 0.0002488 349 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 102/299 7.15G 0.02943 0.02465 0.0003795 290 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 102/299 7.15G 0.02943 0.02465 0.0003795 290 640: 7%|▋ | 2/28 [00:00<00:06, 4.24it/s] 102/299 7.15G 0.02925 0.02333 0.0004252 256 640: 7%|▋ | 2/28 [00:00<00:06, 4.24it/s] 102/299 7.15G 0.02925 0.02333 0.0004252 256 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 102/299 7.15G 0.02886 0.02322 0.0003971 266 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 102/299 7.15G 0.02886 0.02322 0.0003971 266 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 102/299 7.15G 0.0293 0.02441 0.0003855 346 640: 14%|█▍ | 4/28 [00:01<00:05, 4.30it/s] 102/299 7.15G 0.0293 0.02441 0.0003855 346 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 102/299 7.15G 0.02952 0.02426 0.0003679 276 640: 18%|█▊ | 5/28 [00:04<00:05, 4.42it/s] 102/299 7.15G 0.02952 0.02426 0.0003679 276 640: 21%|██▏ | 6/28 [00:04<00:28, 1.31s/it] 102/299 7.15G 0.02926 0.02424 0.000379 298 640: 21%|██▏ | 6/28 [00:04<00:28, 1.31s/it] 102/299 7.15G 0.02926 0.02424 0.000379 298 640: 25%|██▌ | 7/28 [00:04<00:19, 1.05it/s] 102/299 7.15G 0.02933 0.02397 0.0003602 231 640: 25%|██▌ | 7/28 [00:05<00:19, 1.05it/s] 102/299 7.15G 0.02933 0.02397 0.0003602 231 640: 29%|██▊ | 8/28 [00:05<00:14, 1.38it/s] 102/299 7.15G 0.02926 0.0237 0.0003499 277 640: 29%|██▊ | 8/28 [00:05<00:14, 1.38it/s] 102/299 7.15G 0.02926 0.0237 0.0003499 277 640: 32%|███▏ | 9/28 [00:05<00:10, 1.77it/s] 102/299 7.15G 0.02949 0.02368 0.0003612 288 640: 32%|███▏ | 9/28 [00:05<00:10, 1.77it/s] 102/299 7.15G 0.02949 0.02368 0.0003612 288 640: 36%|███▌ | 10/28 [00:05<00:08, 2.15it/s] 102/299 7.15G 0.02951 0.02384 0.0003756 265 640: 36%|███▌ | 10/28 [00:05<00:08, 2.15it/s] 102/299 7.15G 0.02951 0.02384 0.0003756 265 640: 39%|███▉ | 11/28 [00:05<00:06, 2.57it/s] 102/299 7.15G 0.02949 0.02353 0.0003925 251 640: 39%|███▉ | 11/28 [00:05<00:06, 2.57it/s] 102/299 7.15G 0.02949 0.02353 0.0003925 251 640: 43%|████▎ | 12/28 [00:05<00:05, 2.90it/s] 102/299 7.15G 0.02934 0.02339 0.0003828 263 640: 43%|████▎ | 12/28 [00:06<00:05, 2.90it/s] 102/299 7.15G 0.02934 0.02339 0.0003828 263 640: 46%|████▋ | 13/28 [00:06<00:04, 3.27it/s] 102/299 7.15G 0.02946 0.02319 0.0003987 220 640: 46%|████▋ | 13/28 [00:09<00:04, 3.27it/s] 102/299 7.15G 0.02946 0.02319 0.0003987 220 640: 50%|█████ | 14/28 [00:09<00:18, 1.31s/it] 102/299 7.15G 0.02957 0.02308 0.0003975 244 640: 50%|█████ | 14/28 [00:09<00:18, 1.31s/it] 102/299 7.15G 0.02957 0.02308 0.0003975 244 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.02it/s] 102/299 7.15G 0.02951 0.02327 0.0004036 316 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.02it/s] 102/299 7.15G 0.02951 0.02327 0.0004036 316 640: 57%|█████▋ | 16/28 [00:10<00:09, 1.32it/s] 102/299 7.15G 0.02954 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.22it/s]
all 110 564 0.629 0.566 0.597 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 103/299 7.15G 0.02851 0.0225 0.0003651 270 640: 0%| | 0/28 [00:00<?, ?it/s] 103/299 7.15G 0.02851 0.0225 0.0003651 270 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 103/299 7.15G 0.02824 0.02394 0.0002988 310 640: 4%|▎ | 1/28 [00:03<00:05, 4.62it/s] 103/299 7.15G 0.02824 0.02394 0.0002988 310 640: 7%|▋ | 2/28 [00:03<00:56, 2.16s/it] 103/299 7.15G 0.02772 0.02406 0.0003016 273 640: 7%|▋ | 2/28 [00:03<00:56, 2.16s/it] 103/299 7.15G 0.02772 0.02406 0.0003016 273 640: 11%|█ | 3/28 [00:03<00:31, 1.27s/it] 103/299 7.15G 0.02793 0.02347 0.0003978 251 640: 11%|█ | 3/28 [00:04<00:31, 1.27s/it] 103/299 7.15G 0.02793 0.02347 0.0003978 251 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 103/299 7.15G 0.02772 0.02252 0.0003848 242 640: 14%|█▍ | 4/28 [00:04<00:20, 1.15it/s] 103/299 7.15G 0.02772 0.02252 0.0003848 242 640: 18%|█▊ | 5/28 [00:04<00:14, 1.59it/s] 103/299 7.15G 0.02782 0.02215 0.0003788 255 640: 18%|█▊ | 5/28 [00:04<00:14, 1.59it/s] 103/299 7.15G 0.02782 0.02215 0.0003788 255 640: 21%|██▏ | 6/28 [00:04<00:10, 2.01it/s] 103/299 7.15G 0.02787 0.022 0.0003743 241 640: 21%|██▏ | 6/28 [00:04<00:10, 2.01it/s] 103/299 7.15G 0.02787 0.022 0.0003743 241 640: 25%|██▌ | 7/28 [00:04<00:08, 2.48it/s] 103/299 7.15G 0.02812 0.02236 0.0003567 272 640: 25%|██▌ | 7/28 [00:05<00:08, 2.48it/s] 103/299 7.15G 0.02812 0.02236 0.0003567 272 640: 29%|██▊ | 8/28 [00:05<00:07, 2.83it/s] 103/299 7.15G 0.02832 0.0226 0.0003536 239 640: 29%|██▊ | 8/28 [00:05<00:07, 2.83it/s] 103/299 7.15G 0.02832 0.0226 0.0003536 239 640: 32%|███▏ | 9/28 [00:05<00:05, 3.24it/s] 103/299 7.15G 0.02854 0.02281 0.0003407 289 640: 32%|███▏ | 9/28 [00:09<00:05, 3.24it/s] 103/299 7.15G 0.02854 0.02281 0.0003407 289 640: 36%|███▌ | 10/28 [00:09<00:24, 1.36s/it] 103/299 7.15G 0.02851 0.02286 0.0003669 268 640: 36%|███▌ | 10/28 [00:09<00:24, 1.36s/it] 103/299 7.15G 0.02851 0.02286 0.0003669 268 640: 39%|███▉ | 11/28 [00:09<00:17, 1.01s/it] 103/299 7.15G 0.02877 0.02329 0.0003641 327 640: 39%|███▉ | 11/28 [00:09<00:17, 1.01s/it] 103/299 7.15G 0.02877 0.02329 0.0003641 327 640: 43%|████▎ | 12/28 [00:09<00:12, 1.29it/s] 103/299 7.15G 0.02871 0.02323 0.000353 236 640: 43%|████▎ | 12/28 [00:09<00:12, 1.29it/s] 103/299 7.15G 0.02871 0.02323 0.000353 236 640: 46%|████▋ | 13/28 [00:09<00:09, 1.65it/s] 103/299 7.15G 0.02878 0.02305 0.0003437 269 640: 46%|████▋ | 13/28 [00:09<00:09, 1.65it/s] 103/299 7.15G 0.02878 0.02305 0.0003437 269 640: 50%|█████ | 14/28 [00:09<00:06, 2.01it/s] 103/299 7.15G 0.0288 0.02306 0.0003394 289 640: 50%|█████ | 14/28 [00:10<00:06, 2.01it/s] 103/299 7.15G 0.0288 0.02306 0.0003394 289 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.43it/s] 103/299 7.15G 0.0288 0.02288 0.0003388 225 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.43it/s] 103/299 7.15G 0.0288 0.02288 0.0003388 225 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.79it/s] 103/299 7.15G 0.02884 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.623 0.6 0.605 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 104/299 7.15G 0.02801 0.02607 0.0003202 310 640: 0%| | 0/28 [00:00<?, ?it/s] 104/299 7.15G 0.02801 0.02607 0.0003202 310 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 104/299 7.15G 0.02829 0.02549 0.0004573 270 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 104/299 7.15G 0.02829 0.02549 0.0004573 270 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 104/299 7.15G 0.02778 0.02396 0.0004013 259 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 104/299 7.15G 0.02778 0.02396 0.0004013 259 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 104/299 7.15G 0.02811 0.02348 0.0003555 266 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 104/299 7.15G 0.02811 0.02348 0.0003555 266 640: 14%|█▍ | 4/28 [00:00<00:05, 4.36it/s] 104/299 7.15G 0.02805 0.02351 0.0003438 294 640: 14%|█▍ | 4/28 [00:01<00:05, 4.36it/s] 104/299 7.15G 0.02805 0.02351 0.0003438 294 640: 18%|█▊ | 5/28 [00:01<00:05, 4.48it/s] 104/299 7.15G 0.02804 0.02361 0.0003636 294 640: 18%|█▊ | 5/28 [00:04<00:05, 4.48it/s] 104/299 7.15G 0.02804 0.02361 0.0003636 294 640: 21%|██▏ | 6/28 [00:04<00:25, 1.14s/it] 104/299 7.15G 0.02822 0.0241 0.0003452 285 640: 21%|██▏ | 6/28 [00:04<00:25, 1.14s/it] 104/299 7.15G 0.02822 0.0241 0.0003452 285 640: 25%|██▌ | 7/28 [00:04<00:17, 1.20it/s] 104/299 7.15G 0.02811 0.02417 0.0003427 297 640: 25%|██▌ | 7/28 [00:04<00:17, 1.20it/s] 104/299 7.15G 0.02811 0.02417 0.0003427 297 640: 29%|██▊ | 8/28 [00:04<00:12, 1.55it/s] 104/299 7.15G 0.0281 0.0242 0.0004463 279 640: 29%|██▊ | 8/28 [00:04<00:12, 1.55it/s] 104/299 7.15G 0.0281 0.0242 0.0004463 279 640: 32%|███▏ | 9/28 [00:04<00:09, 1.97it/s] 104/299 7.15G 0.02809 0.02398 0.0004263 267 640: 32%|███▏ | 9/28 [00:04<00:09, 1.97it/s] 104/299 7.15G 0.02809 0.02398 0.0004263 267 640: 36%|███▌ | 10/28 [00:04<00:07, 2.36it/s] 104/299 7.15G 0.02822 0.02401 0.0004231 304 640: 36%|███▌ | 10/28 [00:05<00:07, 2.36it/s] 104/299 7.15G 0.02822 0.02401 0.0004231 304 640: 39%|███▉ | 11/28 [00:05<00:06, 2.79it/s] 104/299 7.15G 0.02829 0.02416 0.0004118 348 640: 39%|███▉ | 11/28 [00:05<00:06, 2.79it/s] 104/299 7.15G 0.02829 0.02416 0.0004118 348 640: 43%|████▎ | 12/28 [00:05<00:05, 3.12it/s] 104/299 7.15G 0.0283 0.02395 0.0004004 258 640: 43%|████▎ | 12/28 [00:05<00:05, 3.12it/s] 104/299 7.15G 0.0283 0.02395 0.0004004 258 640: 46%|████▋ | 13/28 [00:05<00:04, 3.47it/s] 104/299 7.15G 0.02838 0.02406 0.0003921 297 640: 46%|████▋ | 13/28 [00:09<00:04, 3.47it/s] 104/299 7.15G 0.02838 0.02406 0.0003921 297 640: 50%|█████ | 14/28 [00:09<00:18, 1.29s/it] 104/299 7.15G 0.02849 0.02408 0.0003866 252 640: 50%|█████ | 14/28 [00:09<00:18, 1.29s/it] 104/299 7.15G 0.02849 0.02408 0.0003866 252 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.03it/s] 104/299 7.15G 0.02853 0.02394 0.0003776 236 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.03it/s] 104/299 7.15G 0.02853 0.02394 0.0003776 236 640: 57%|█████▋ | 16/28 [00:09<00:08, 1.34it/s] 104/299 7.15G 0.02852 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.664 0.586 0.603 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 105/299 7.15G 0.02724 0.02425 0.0005393 309 640: 0%| | 0/28 [00:00<?, ?it/s] 105/299 7.15G 0.02724 0.02425 0.0005393 309 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 105/299 7.15G 0.02649 0.0223 0.0003804 251 640: 4%|▎ | 1/28 [00:03<00:05, 4.55it/s] 105/299 7.15G 0.02649 0.0223 0.0003804 251 640: 7%|▋ | 2/28 [00:03<00:54, 2.08s/it] 105/299 7.15G 0.02739 0.02226 0.0003368 267 640: 7%|▋ | 2/28 [00:03<00:54, 2.08s/it] 105/299 7.15G 0.02739 0.02226 0.0003368 267 640: 11%|█ | 3/28 [00:03<00:30, 1.23s/it] 105/299 7.15G 0.02753 0.02293 0.0003526 301 640: 11%|█ | 3/28 [00:04<00:30, 1.23s/it] 105/299 7.15G 0.02753 0.02293 0.0003526 301 640: 14%|█▍ | 4/28 [00:04<00:20, 1.19it/s] 105/299 7.15G 0.02766 0.02304 0.0003277 311 640: 14%|█▍ | 4/28 [00:04<00:20, 1.19it/s] 105/299 7.15G 0.02766 0.02304 0.0003277 311 640: 18%|█▊ | 5/28 [00:04<00:14, 1.63it/s] 105/299 7.15G 0.02772 0.02275 0.0003224 275 640: 18%|█▊ | 5/28 [00:04<00:14, 1.63it/s] 105/299 7.15G 0.02772 0.02275 0.0003224 275 640: 21%|██▏ | 6/28 [00:04<00:10, 2.06it/s] 105/299 7.15G 0.028 0.02294 0.0003169 275 640: 21%|██▏ | 6/28 [00:04<00:10, 2.06it/s] 105/299 7.15G 0.028 0.02294 0.0003169 275 640: 25%|██▌ | 7/28 [00:04<00:08, 2.52it/s] 105/299 7.15G 0.02811 0.02273 0.0003076 272 640: 25%|██▌ | 7/28 [00:04<00:08, 2.52it/s] 105/299 7.15G 0.02811 0.02273 0.0003076 272 640: 29%|██▊ | 8/28 [00:04<00:06, 2.89it/s] 105/299 7.15G 0.02817 0.02314 0.0003279 318 640: 29%|██▊ | 8/28 [00:05<00:06, 2.89it/s] 105/299 7.15G 0.02817 0.02314 0.0003279 318 640: 32%|███▏ | 9/28 [00:05<00:05, 3.28it/s] 105/299 7.15G 0.02827 0.02343 0.0003288 348 640: 32%|███▏ | 9/28 [00:09<00:05, 3.28it/s] 105/299 7.15G 0.02827 0.02343 0.0003288 348 640: 36%|███▌ | 10/28 [00:09<00:26, 1.45s/it] 105/299 7.15G 0.028 0.02319 0.0003314 220 640: 36%|███▌ | 10/28 [00:09<00:26, 1.45s/it] 105/299 7.15G 0.028 0.02319 0.0003314 220 640: 39%|███▉ | 11/28 [00:09<00:18, 1.07s/it] 105/299 7.15G 0.02795 0.02315 0.0003299 276 640: 39%|███▉ | 11/28 [00:09<00:18, 1.07s/it] 105/299 7.15G 0.02795 0.02315 0.0003299 276 640: 43%|████▎ | 12/28 [00:09<00:13, 1.22it/s] 105/299 7.15G 0.02819 0.02308 0.000321 222 640: 43%|████▎ | 12/28 [00:09<00:13, 1.22it/s] 105/299 7.15G 0.02819 0.02308 0.000321 222 640: 46%|████▋ | 13/28 [00:09<00:09, 1.58it/s] 105/299 7.15G 0.02825 0.02322 0.0003159 282 640: 46%|████▋ | 13/28 [00:10<00:09, 1.58it/s] 105/299 7.15G 0.02825 0.02322 0.0003159 282 640: 50%|█████ | 14/28 [00:10<00:07, 1.95it/s] 105/299 7.15G 0.02817 0.02308 0.0003153 289 640: 50%|█████ | 14/28 [00:10<00:07, 1.95it/s] 105/299 7.15G 0.02817 0.02308 0.0003153 289 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.37it/s] 105/299 7.15G 0.02825 0.02317 0.0003125 286 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.37it/s] 105/299 7.15G 0.02825 0.02317 0.0003125 286 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.73it/s] 105/299 7.15G 0.02823 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.68 0.577 0.599 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 106/299 7.15G 0.02809 0.0247 0.0003232 259 640: 0%| | 0/28 [00:00<?, ?it/s] 106/299 7.15G 0.02809 0.0247 0.0003232 259 640: 4%|▎ | 1/28 [00:00<00:10, 2.56it/s] 106/299 7.15G 0.02785 0.02305 0.0002896 250 640: 4%|▎ | 1/28 [00:00<00:10, 2.56it/s] 106/299 7.15G 0.02785 0.02305 0.0002896 250 640: 7%|▋ | 2/28 [00:00<00:07, 3.26it/s] 106/299 7.15G 0.02767 0.02196 0.0002985 232 640: 7%|▋ | 2/28 [00:00<00:07, 3.26it/s] 106/299 7.15G 0.02767 0.02196 0.0002985 232 640: 11%|█ | 3/28 [00:00<00:06, 3.78it/s] 106/299 7.15G 0.02815 0.02265 0.0002997 303 640: 11%|█ | 3/28 [00:01<00:06, 3.78it/s] 106/299 7.15G 0.02815 0.02265 0.0002997 303 640: 14%|█▍ | 4/28 [00:01<00:06, 3.89it/s] 106/299 7.15G 0.02816 0.02342 0.0003164 307 640: 14%|█▍ | 4/28 [00:01<00:06, 3.89it/s] 106/299 7.15G 0.02816 0.02342 0.0003164 307 640: 18%|█▊ | 5/28 [00:01<00:05, 4.11it/s] 106/299 7.15G 0.02821 0.02342 0.0003533 275 640: 18%|█▊ | 5/28 [00:03<00:05, 4.11it/s] 106/299 7.15G 0.02821 0.02342 0.0003533 275 640: 21%|██▏ | 6/28 [00:03<00:22, 1.02s/it] 106/299 7.15G 0.0283 0.0235 0.0003596 273 640: 21%|██▏ | 6/28 [00:04<00:22, 1.02s/it] 106/299 7.15G 0.0283 0.0235 0.0003596 273 640: 25%|██▌ | 7/28 [00:04<00:15, 1.32it/s] 106/299 7.15G 0.02826 0.02348 0.0003624 275 640: 25%|██▌ | 7/28 [00:04<00:15, 1.32it/s] 106/299 7.15G 0.02826 0.02348 0.0003624 275 640: 29%|██▊ | 8/28 [00:04<00:11, 1.68it/s] 106/299 7.15G 0.02828 0.02319 0.0003484 227 640: 29%|██▊ | 8/28 [00:04<00:11, 1.68it/s] 106/299 7.15G 0.02828 0.02319 0.0003484 227 640: 32%|███▏ | 9/28 [00:04<00:09, 2.11it/s] 106/299 7.15G 0.0284 0.02326 0.0003321 273 640: 32%|███▏ | 9/28 [00:04<00:09, 2.11it/s] 106/299 7.15G 0.0284 0.02326 0.0003321 273 640: 36%|███▌ | 10/28 [00:04<00:07, 2.48it/s] 106/299 7.15G 0.02845 0.0232 0.0003287 299 640: 36%|███▌ | 10/28 [00:04<00:07, 2.48it/s] 106/299 7.15G 0.02845 0.0232 0.0003287 299 640: 39%|███▉ | 11/28 [00:04<00:05, 2.90it/s] 106/299 7.15G 0.02837 0.02337 0.0003519 307 640: 39%|███▉ | 11/28 [00:05<00:05, 2.90it/s] 106/299 7.15G 0.02837 0.02337 0.0003519 307 640: 43%|████▎ | 12/28 [00:05<00:05, 3.19it/s] 106/299 7.15G 0.02824 0.02307 0.000349 231 640: 43%|████▎ | 12/28 [00:05<00:05, 3.19it/s] 106/299 7.15G 0.02824 0.02307 0.000349 231 640: 46%|████▋ | 13/28 [00:05<00:04, 3.53it/s] 106/299 7.15G 0.02841 0.02323 0.0003433 291 640: 46%|████▋ | 13/28 [00:09<00:04, 3.53it/s] 106/299 7.15G 0.02841 0.02323 0.0003433 291 640: 50%|█████ | 14/28 [00:09<00:18, 1.32s/it] 106/299 7.15G 0.02846 0.02337 0.0003388 286 640: 50%|█████ | 14/28 [00:09<00:18, 1.32s/it] 106/299 7.15G 0.02846 0.02337 0.0003388 286 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.02it/s] 106/299 7.15G 0.02847 0.02327 0.0003301 268 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.02it/s] 106/299 7.15G 0.02847 0.02327 0.0003301 268 640: 57%|█████▋ | 16/28 [00:09<00:09, 1.32it/s] 106/299 7.15G 0.02852 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s]
all 110 564 0.674 0.555 0.593 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 107/299 7.15G 0.02943 0.02138 0.0002831 267 640: 0%| | 0/28 [00:00<?, ?it/s] 107/299 7.15G 0.02943 0.02138 0.0002831 267 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 107/299 7.15G 0.02817 0.02352 0.0003103 316 640: 4%|▎ | 1/28 [00:03<00:05, 4.59it/s] 107/299 7.15G 0.02817 0.02352 0.0003103 316 640: 7%|▋ | 2/28 [00:03<00:47, 1.84s/it] 107/299 7.15G 0.0279 0.02339 0.0003553 277 640: 7%|▋ | 2/28 [00:03<00:47, 1.84s/it] 107/299 7.15G 0.0279 0.02339 0.0003553 277 640: 11%|█ | 3/28 [00:03<00:27, 1.10s/it] 107/299 7.15G 0.0281 0.02252 0.0003273 205 640: 11%|█ | 3/28 [00:03<00:27, 1.10s/it] 107/299 7.15G 0.0281 0.02252 0.0003273 205 640: 14%|█▍ | 4/28 [00:03<00:18, 1.32it/s] 107/299 7.15G 0.02804 0.02278 0.0003289 251 640: 14%|█▍ | 4/28 [00:03<00:18, 1.32it/s] 107/299 7.15G 0.02804 0.02278 0.0003289 251 640: 18%|█▊ | 5/28 [00:03<00:12, 1.78it/s] 107/299 7.15G 0.02809 0.0227 0.0003209 273 640: 18%|█▊ | 5/28 [00:04<00:12, 1.78it/s] 107/299 7.15G 0.02809 0.0227 0.0003209 273 640: 21%|██▏ | 6/28 [00:04<00:10, 2.20it/s] 107/299 7.15G 0.02802 0.02317 0.0003599 343 640: 21%|██▏ | 6/28 [00:04<00:10, 2.20it/s] 107/299 7.15G 0.02802 0.02317 0.0003599 343 640: 25%|██▌ | 7/28 [00:04<00:07, 2.66it/s] 107/299 7.15G 0.02811 0.02314 0.0003476 236 640: 25%|██▌ | 7/28 [00:04<00:07, 2.66it/s] 107/299 7.15G 0.02811 0.02314 0.0003476 236 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 107/299 7.15G 0.02799 0.02307 0.000344 265 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 107/299 7.15G 0.02799 0.02307 0.000344 265 640: 32%|███▏ | 9/28 [00:04<00:05, 3.39it/s] 107/299 7.15G 0.02815 0.02339 0.0003733 344 640: 32%|███▏ | 9/28 [00:08<00:05, 3.39it/s] 107/299 7.15G 0.02815 0.02339 0.0003733 344 640: 36%|███▌ | 10/28 [00:08<00:24, 1.37s/it] 107/299 7.15G 0.02807 0.02344 0.0003666 312 640: 36%|███▌ | 10/28 [00:08<00:24, 1.37s/it] 107/299 7.15G 0.02807 0.02344 0.0003666 312 640: 39%|███▉ | 11/28 [00:08<00:17, 1.02s/it] 107/299 7.15G 0.02801 0.02345 0.0003556 306 640: 39%|███▉ | 11/28 [00:09<00:17, 1.02s/it] 107/299 7.15G 0.02801 0.02345 0.0003556 306 640: 43%|████▎ | 12/28 [00:09<00:12, 1.28it/s] 107/299 7.15G 0.02803 0.02333 0.0003599 265 640: 43%|████▎ | 12/28 [00:09<00:12, 1.28it/s] 107/299 7.15G 0.02803 0.02333 0.0003599 265 640: 46%|████▋ | 13/28 [00:09<00:09, 1.64it/s] 107/299 7.15G 0.0281 0.02334 0.0003524 315 640: 46%|████▋ | 13/28 [00:09<00:09, 1.64it/s] 107/299 7.15G 0.0281 0.02334 0.0003524 315 640: 50%|█████ | 14/28 [00:09<00:06, 2.00it/s] 107/299 7.15G 0.02834 0.0233 0.0003537 272 640: 50%|█████ | 14/28 [00:09<00:06, 2.00it/s] 107/299 7.15G 0.02834 0.0233 0.0003537 272 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.42it/s] 107/299 7.15G 0.02834 0.02311 0.000354 246 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.42it/s] 107/299 7.15G 0.02834 0.02311 0.000354 246 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.77it/s] 107/299 7.15G 0.02839 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.33it/s]
all 110 564 0.662 0.53 0.587 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 108/299 7.15G 0.02693 0.01965 0.0003674 219 640: 0%| | 0/28 [00:00<?, ?it/s] 108/299 7.15G 0.02693 0.01965 0.0003674 219 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 108/299 7.15G 0.02742 0.02068 0.0003628 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 108/299 7.15G 0.02742 0.02068 0.0003628 262 640: 7%|▋ | 2/28 [00:00<00:05, 4.42it/s] 108/299 7.15G 0.02782 0.02119 0.0004166 230 640: 7%|▋ | 2/28 [00:00<00:05, 4.42it/s] 108/299 7.15G 0.02782 0.02119 0.0004166 230 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 108/299 7.15G 0.02771 0.02142 0.0004006 303 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 108/299 7.15G 0.02771 0.02142 0.0004006 303 640: 14%|█▍ | 4/28 [00:00<00:05, 4.34it/s] 108/299 7.15G 0.02774 0.02191 0.0003718 273 640: 14%|█▍ | 4/28 [00:01<00:05, 4.34it/s] 108/299 7.15G 0.02774 0.02191 0.0003718 273 640: 18%|█▊ | 5/28 [00:01<00:05, 4.45it/s] 108/299 7.15G 0.02791 0.02255 0.0003531 321 640: 18%|█▊ | 5/28 [00:05<00:05, 4.45it/s] 108/299 7.15G 0.02791 0.02255 0.0003531 321 640: 21%|██▏ | 6/28 [00:05<00:35, 1.63s/it] 108/299 7.15G 0.028 0.02238 0.0003324 233 640: 21%|██▏ | 6/28 [00:05<00:35, 1.63s/it] 108/299 7.15G 0.028 0.02238 0.0003324 233 640: 25%|██▌ | 7/28 [00:05<00:24, 1.16s/it] 108/299 7.15G 0.02805 0.02238 0.0003689 239 640: 25%|██▌ | 7/28 [00:05<00:24, 1.16s/it] 108/299 7.15G 0.02805 0.02238 0.0003689 239 640: 29%|██▊ | 8/28 [00:05<00:17, 1.15it/s] 108/299 7.15G 0.02808 0.02264 0.0003937 341 640: 29%|██▊ | 8/28 [00:06<00:17, 1.15it/s] 108/299 7.15G 0.02808 0.02264 0.0003937 341 640: 32%|███▏ | 9/28 [00:06<00:12, 1.50it/s] 108/299 7.15G 0.02838 0.02261 0.0003801 296 640: 32%|███▏ | 9/28 [00:06<00:12, 1.50it/s] 108/299 7.15G 0.02838 0.02261 0.0003801 296 640: 36%|███▌ | 10/28 [00:06<00:09, 1.87it/s] 108/299 7.15G 0.02851 0.02279 0.0003716 299 640: 36%|███▌ | 10/28 [00:06<00:09, 1.87it/s] 108/299 7.15G 0.02851 0.02279 0.0003716 299 640: 39%|███▉ | 11/28 [00:06<00:07, 2.29it/s] 108/299 7.15G 0.02856 0.02261 0.0003611 262 640: 39%|███▉ | 11/28 [00:06<00:07, 2.29it/s] 108/299 7.15G 0.02856 0.02261 0.0003611 262 640: 43%|████▎ | 12/28 [00:06<00:06, 2.65it/s] 108/299 7.15G 0.02857 0.02272 0.0003616 276 640: 43%|████▎ | 12/28 [00:07<00:06, 2.65it/s] 108/299 7.15G 0.02857 0.02272 0.0003616 276 640: 46%|████▋ | 13/28 [00:07<00:04, 3.05it/s] 108/299 7.15G 0.02872 0.02287 0.0003536 276 640: 46%|████▋ | 13/28 [00:10<00:04, 3.05it/s] 108/299 7.15G 0.02872 0.02287 0.0003536 276 640: 50%|█████ | 14/28 [00:10<00:18, 1.35s/it] 108/299 7.15G 0.02867 0.02291 0.0003473 290 640: 50%|█████ | 14/28 [00:10<00:18, 1.35s/it] 108/299 7.15G 0.02867 0.02291 0.0003473 290 640: 54%|█████▎ | 15/28 [00:10<00:13, 1.00s/it] 108/299 7.15G 0.02858 0.02273 0.0003405 246 640: 54%|█████▎ | 15/28 [00:11<00:13, 1.00s/it] 108/299 7.15G 0.02858 0.02273 0.0003405 246 640: 57%|█████▋ | 16/28 [00:11<00:09, 1.29it/s] 108/299 7.15G 0.02879 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.675 0.606 0.622 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 109/299 7.15G 0.0298 0.02391 0.0002536 296 640: 0%| | 0/28 [00:00<?, ?it/s] 109/299 7.15G 0.0298 0.02391 0.0002536 296 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 109/299 7.15G 0.02954 0.0236 0.0003577 296 640: 4%|▎ | 1/28 [00:03<00:05, 4.53it/s] 109/299 7.15G 0.02954 0.0236 0.0003577 296 640: 7%|▋ | 2/28 [00:03<00:48, 1.86s/it] 109/299 7.15G 0.02964 0.02395 0.0003383 355 640: 7%|▋ | 2/28 [00:03<00:48, 1.86s/it] 109/299 7.15G 0.02964 0.02395 0.0003383 355 640: 11%|█ | 3/28 [00:03<00:27, 1.11s/it] 109/299 7.15G 0.02928 0.02324 0.0003407 254 640: 11%|█ | 3/28 [00:03<00:27, 1.11s/it] 109/299 7.15G 0.02928 0.02324 0.0003407 254 640: 14%|█▍ | 4/28 [00:03<00:18, 1.30it/s] 109/299 7.15G 0.02936 0.02429 0.000334 361 640: 14%|█▍ | 4/28 [00:03<00:18, 1.30it/s] 109/299 7.15G 0.02936 0.02429 0.000334 361 640: 18%|█▊ | 5/28 [00:03<00:13, 1.76it/s] 109/299 7.15G 0.02938 0.02437 0.0003244 291 640: 18%|█▊ | 5/28 [00:04<00:13, 1.76it/s] 109/299 7.15G 0.02938 0.02437 0.0003244 291 640: 21%|██▏ | 6/28 [00:04<00:10, 2.19it/s] 109/299 7.15G 0.02947 0.02455 0.0003303 283 640: 21%|██▏ | 6/28 [00:04<00:10, 2.19it/s] 109/299 7.15G 0.02947 0.02455 0.0003303 283 640: 25%|██▌ | 7/28 [00:04<00:07, 2.65it/s] 109/299 7.15G 0.02952 0.02468 0.0003202 265 640: 25%|██▌ | 7/28 [00:04<00:07, 2.65it/s] 109/299 7.15G 0.02952 0.02468 0.0003202 265 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 109/299 7.15G 0.02946 0.0247 0.0003131 315 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 109/299 7.15G 0.02946 0.0247 0.0003131 315 640: 32%|███▏ | 9/28 [00:04<00:05, 3.37it/s] 109/299 7.15G 0.02946 0.02489 0.0003131 296 640: 32%|███▏ | 9/28 [00:08<00:05, 3.37it/s] 109/299 7.15G 0.02946 0.02489 0.0003131 296 640: 36%|███▌ | 10/28 [00:08<00:25, 1.41s/it] 109/299 7.15G 0.02967 0.0246 0.0003156 248 640: 36%|███▌ | 10/28 [00:08<00:25, 1.41s/it] 109/299 7.15G 0.02967 0.0246 0.0003156 248 640: 39%|███▉ | 11/28 [00:08<00:17, 1.04s/it] 109/299 7.15G 0.02947 0.02429 0.0003161 231 640: 39%|███▉ | 11/28 [00:09<00:17, 1.04s/it] 109/299 7.15G 0.02947 0.02429 0.0003161 231 640: 43%|████▎ | 12/28 [00:09<00:12, 1.25it/s] 109/299 7.15G 0.02961 0.02407 0.0003534 214 640: 43%|████▎ | 12/28 [00:09<00:12, 1.25it/s] 109/299 7.15G 0.02961 0.02407 0.0003534 214 640: 46%|████▋ | 13/28 [00:09<00:09, 1.61it/s] 109/299 7.15G 0.02962 0.024 0.0003509 276 640: 46%|████▋ | 13/28 [00:09<00:09, 1.61it/s] 109/299 7.15G 0.02962 0.024 0.0003509 276 640: 50%|█████ | 14/28 [00:09<00:07, 1.97it/s] 109/299 7.15G 0.02955 0.0238 0.0003431 239 640: 50%|█████ | 14/28 [00:09<00:07, 1.97it/s] 109/299 7.15G 0.02955 0.0238 0.0003431 239 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.38it/s] 109/299 7.15G 0.02948 0.02353 0.0003364 224 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.38it/s] 109/299 7.15G 0.02948 0.02353 0.0003364 224 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.75it/s] 109/299 7.15G 0.02942 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.669 0.587 0.618 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 110/299 7.15G 0.02594 0.02028 0.0003599 246 640: 0%| | 0/28 [00:00<?, ?it/s] 110/299 7.15G 0.02594 0.02028 0.0003599 246 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 110/299 7.15G 0.02672 0.02036 0.000307 268 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 110/299 7.15G 0.02672 0.02036 0.000307 268 640: 7%|▋ | 2/28 [00:00<00:06, 4.33it/s] 110/299 7.15G 0.02741 0.02097 0.0002976 272 640: 7%|▋ | 2/28 [00:00<00:06, 4.33it/s] 110/299 7.15G 0.02741 0.02097 0.0002976 272 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 110/299 7.15G 0.02758 0.02161 0.0003161 309 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 110/299 7.15G 0.02758 0.02161 0.0003161 309 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 110/299 7.15G 0.02782 0.02127 0.0002905 264 640: 14%|█▍ | 4/28 [00:01<00:05, 4.32it/s] 110/299 7.15G 0.02782 0.02127 0.0002905 264 640: 18%|█▊ | 5/28 [00:01<00:05, 4.44it/s] 110/299 7.15G 0.0277 0.02155 0.0003166 314 640: 18%|█▊ | 5/28 [00:03<00:05, 4.44it/s] 110/299 7.15G 0.0277 0.02155 0.0003166 314 640: 21%|██▏ | 6/28 [00:03<00:24, 1.11s/it] 110/299 7.15G 0.02789 0.02182 0.0003254 284 640: 21%|██▏ | 6/28 [00:04<00:24, 1.11s/it] 110/299 7.15G 0.02789 0.02182 0.0003254 284 640: 25%|██▌ | 7/28 [00:04<00:17, 1.23it/s] 110/299 7.15G 0.02782 0.02199 0.0003177 285 640: 25%|██▌ | 7/28 [00:04<00:17, 1.23it/s] 110/299 7.15G 0.02782 0.02199 0.0003177 285 640: 29%|██▊ | 8/28 [00:04<00:12, 1.58it/s] 110/299 7.15G 0.02804 0.02195 0.0003088 281 640: 29%|██▊ | 8/28 [00:04<00:12, 1.58it/s] 110/299 7.15G 0.02804 0.02195 0.0003088 281 640: 32%|███▏ | 9/28 [00:04<00:09, 1.99it/s] 110/299 7.15G 0.02828 0.02192 0.0003396 282 640: 32%|███▏ | 9/28 [00:04<00:09, 1.99it/s] 110/299 7.15G 0.02828 0.02192 0.0003396 282 640: 36%|███▌ | 10/28 [00:04<00:07, 2.37it/s] 110/299 7.15G 0.02845 0.02218 0.0003274 297 640: 36%|███▌ | 10/28 [00:05<00:07, 2.37it/s] 110/299 7.15G 0.02845 0.02218 0.0003274 297 640: 39%|███▉ | 11/28 [00:05<00:06, 2.79it/s] 110/299 7.15G 0.02853 0.02253 0.0003305 306 640: 39%|███▉ | 11/28 [00:05<00:06, 2.79it/s] 110/299 7.15G 0.02853 0.02253 0.0003305 306 640: 43%|████▎ | 12/28 [00:05<00:05, 3.09it/s] 110/299 7.15G 0.02859 0.02265 0.0003203 268 640: 43%|████▎ | 12/28 [00:05<00:05, 3.09it/s] 110/299 7.15G 0.02859 0.02265 0.0003203 268 640: 46%|████▋ | 13/28 [00:05<00:04, 3.45it/s] 110/299 7.15G 0.02858 0.02254 0.0003108 240 640: 46%|████▋ | 13/28 [00:09<00:04, 3.45it/s] 110/299 7.15G 0.02858 0.02254 0.0003108 240 640: 50%|█████ | 14/28 [00:09<00:17, 1.27s/it] 110/299 7.15G 0.0286 0.02254 0.0003057 271 640: 50%|█████ | 14/28 [00:09<00:17, 1.27s/it] 110/299 7.15G 0.0286 0.02254 0.0003057 271 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.05it/s] 110/299 7.15G 0.02857 0.02242 0.0003019 234 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.05it/s] 110/299 7.15G 0.02857 0.02242 0.0003019 234 640: 57%|█████▋ | 16/28 [00:09<00:08, 1.36it/s] 110/299 7.15G 0.0287 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.649 0.569 0.602 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 111/299 7.15G 0.02826 0.02024 0.0004094 281 640: 0%| | 0/28 [00:00<?, ?it/s] 111/299 7.15G 0.02826 0.02024 0.0004094 281 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 111/299 7.15G 0.02884 0.02229 0.0003033 269 640: 4%|▎ | 1/28 [00:02<00:05, 4.58it/s] 111/299 7.15G 0.02884 0.02229 0.0003033 269 640: 7%|▋ | 2/28 [00:02<00:44, 1.73s/it] 111/299 7.15G 0.02854 0.02176 0.0002862 219 640: 7%|▋ | 2/28 [00:03<00:44, 1.73s/it] 111/299 7.15G 0.02854 0.02176 0.0002862 219 640: 11%|█ | 3/28 [00:03<00:25, 1.04s/it] 111/299 7.15G 0.02906 0.02177 0.0003052 268 640: 11%|█ | 3/28 [00:03<00:25, 1.04s/it] 111/299 7.15G 0.02906 0.02177 0.0003052 268 640: 14%|█▍ | 4/28 [00:03<00:17, 1.34it/s] 111/299 7.15G 0.02873 0.02171 0.0002791 285 640: 14%|█▍ | 4/28 [00:03<00:17, 1.34it/s] 111/299 7.15G 0.02873 0.02171 0.0002791 285 640: 18%|█▊ | 5/28 [00:03<00:12, 1.80it/s] 111/299 7.15G 0.02903 0.02205 0.0003123 300 640: 18%|█▊ | 5/28 [00:03<00:12, 1.80it/s] 111/299 7.15G 0.02903 0.02205 0.0003123 300 640: 21%|██▏ | 6/28 [00:03<00:09, 2.22it/s] 111/299 7.15G 0.02873 0.02158 0.0002983 246 640: 21%|██▏ | 6/28 [00:04<00:09, 2.22it/s] 111/299 7.15G 0.02873 0.02158 0.0002983 246 640: 25%|██▌ | 7/28 [00:04<00:07, 2.67it/s] 111/299 7.15G 0.0286 0.02215 0.0002914 335 640: 25%|██▌ | 7/28 [00:04<00:07, 2.67it/s] 111/299 7.15G 0.0286 0.02215 0.0002914 335 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 111/299 7.15G 0.02852 0.02263 0.000285 304 640: 29%|██▊ | 8/28 [00:04<00:06, 3.00it/s] 111/299 7.15G 0.02852 0.02263 0.000285 304 640: 32%|███▏ | 9/28 [00:04<00:05, 3.38it/s] 111/299 7.15G 0.02853 0.02257 0.000282 280 640: 32%|███▏ | 9/28 [00:08<00:05, 3.38it/s] 111/299 7.15G 0.02853 0.02257 0.000282 280 640: 36%|███▌ | 10/28 [00:08<00:25, 1.40s/it] 111/299 7.15G 0.02836 0.02246 0.0002784 260 640: 36%|███▌ | 10/28 [00:08<00:25, 1.40s/it] 111/299 7.15G 0.02836 0.02246 0.0002784 260 640: 39%|███▉ | 11/28 [00:08<00:17, 1.04s/it] 111/299 7.15G 0.02842 0.02252 0.0002721 273 640: 39%|███▉ | 11/28 [00:08<00:17, 1.04s/it] 111/299 7.15G 0.02842 0.02252 0.0002721 273 640: 43%|████▎ | 12/28 [00:08<00:12, 1.26it/s] 111/299 7.15G 0.02848 0.02247 0.0002825 282 640: 43%|████▎ | 12/28 [00:09<00:12, 1.26it/s] 111/299 7.15G 0.02848 0.02247 0.0002825 282 640: 46%|████▋ | 13/28 [00:09<00:09, 1.62it/s] 111/299 7.15G 0.02843 0.02224 0.0002788 287 640: 46%|████▋ | 13/28 [00:09<00:09, 1.62it/s] 111/299 7.15G 0.02843 0.02224 0.0002788 287 640: 50%|█████ | 14/28 [00:09<00:07, 2.00it/s] 111/299 7.15G 0.02853 0.02228 0.0002792 223 640: 50%|█████ | 14/28 [00:09<00:07, 2.00it/s] 111/299 7.15G 0.02853 0.02228 0.0002792 223 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.42it/s] 111/299 7.15G 0.02856 0.02257 0.0002737 332 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.42it/s] 111/299 7.15G 0.02856 0.02257 0.0002737 332 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.76it/s] 111/299 7.15G 0.02859 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s]
all 110 564 0.669 0.589 0.601 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 112/299 7.15G 0.02769 0.02321 0.0005401 319 640: 0%| | 0/28 [00:00<?, ?it/s] 112/299 7.15G 0.02769 0.02321 0.0005401 319 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 112/299 7.15G 0.02746 0.02252 0.0003822 269 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 112/299 7.15G 0.02746 0.02252 0.0003822 269 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 112/299 7.15G 0.02781 0.0232 0.0004391 289 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 112/299 7.15G 0.02781 0.0232 0.0004391 289 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 112/299 7.15G 0.02732 0.02263 0.0003853 254 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 112/299 7.15G 0.02732 0.02263 0.0003853 254 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 112/299 7.15G 0.02775 0.02261 0.000374 248 640: 14%|█▍ | 4/28 [00:01<00:05, 4.30it/s] 112/299 7.15G 0.02775 0.02261 0.000374 248 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 112/299 7.15G 0.02754 0.02234 0.0004019 241 640: 18%|█▊ | 5/28 [00:04<00:05, 4.42it/s] 112/299 7.15G 0.02754 0.02234 0.0004019 241 640: 21%|██▏ | 6/28 [00:04<00:28, 1.31s/it] 112/299 7.15G 0.02774 0.0226 0.000397 278 640: 21%|██▏ | 6/28 [00:04<00:28, 1.31s/it] 112/299 7.15G 0.02774 0.0226 0.000397 278 640: 25%|██▌ | 7/28 [00:04<00:20, 1.05it/s] 112/299 7.15G 0.02808 0.02248 0.0003799 278 640: 25%|██▌ | 7/28 [00:05<00:20, 1.05it/s] 112/299 7.15G 0.02808 0.02248 0.0003799 278 640: 29%|██▊ | 8/28 [00:05<00:14, 1.38it/s] 112/299 7.15G 0.02818 0.02248 0.0003753 295 640: 29%|██▊ | 8/28 [00:05<00:14, 1.38it/s] 112/299 7.15G 0.02818 0.02248 0.0003753 295 640: 32%|███▏ | 9/28 [00:05<00:10, 1.77it/s] 112/299 7.15G 0.02845 0.02299 0.000378 366 640: 32%|███▏ | 9/28 [00:05<00:10, 1.77it/s] 112/299 7.15G 0.02845 0.02299 0.000378 366 640: 36%|███▌ | 10/28 [00:05<00:08, 2.16it/s] 112/299 7.15G 0.02855 0.02305 0.0004062 273 640: 36%|███▌ | 10/28 [00:05<00:08, 2.16it/s] 112/299 7.15G 0.02855 0.02305 0.0004062 273 640: 39%|███▉ | 11/28 [00:05<00:06, 2.59it/s] 112/299 7.15G 0.02862 0.02316 0.0003971 297 640: 39%|███▉ | 11/28 [00:05<00:06, 2.59it/s] 112/299 7.15G 0.02862 0.02316 0.0003971 297 640: 43%|████▎ | 12/28 [00:05<00:05, 2.95it/s] 112/299 7.15G 0.02866 0.0233 0.0003877 301 640: 43%|████▎ | 12/28 [00:06<00:05, 2.95it/s] 112/299 7.15G 0.02866 0.0233 0.0003877 301 640: 46%|████▋ | 13/28 [00:06<00:04, 3.32it/s] 112/299 7.15G 0.02878 0.02341 0.0003757 291 640: 46%|████▋ | 13/28 [00:09<00:04, 3.32it/s] 112/299 7.15G 0.02878 0.02341 0.0003757 291 640: 50%|█████ | 14/28 [00:09<00:17, 1.28s/it] 112/299 7.15G 0.02873 0.02343 0.0003829 275 640: 50%|█████ | 14/28 [00:09<00:17, 1.28s/it] 112/299 7.15G 0.02873 0.02343 0.0003829 275 640: 54%|█████▎ | 15/28 [00:09<00:12, 1.04it/s] 112/299 7.15G 0.02864 0.02323 0.0003729 251 640: 54%|█████▎ | 15/28 [00:10<00:12, 1.04it/s] 112/299 7.15G 0.02864 0.02323 0.0003729 251 640: 57%|█████▋ | 16/28 [00:10<00:08, 1.35it/s] 112/299 7.15G 0.02858 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.30it/s]
all 110 564 0.658 0.585 0.591 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 113/299 7.15G 0.02763 0.02127 0.000304 265 640: 0%| | 0/28 [00:00<?, ?it/s] 113/299 7.15G 0.02763 0.02127 0.000304 265 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 113/299 7.15G 0.02791 0.0214 0.0002717 280 640: 4%|▎ | 1/28 [00:03<00:05, 4.65it/s] 113/299 7.15G 0.02791 0.0214 0.0002717 280 640: 7%|▋ | 2/28 [00:03<00:48, 1.86s/it] 113/299 7.15G 0.02787 0.02121 0.0002766 259 640: 7%|▋ | 2/28 [00:03<00:48, 1.86s/it] 113/299 7.15G 0.02787 0.02121 0.0002766 259 640: 11%|█ | 3/28 [00:03<00:27, 1.11s/it] 113/299 7.15G 0.02791 0.02085 0.0002672 222 640: 11%|█ | 3/28 [00:03<00:27, 1.11s/it] 113/299 7.15G 0.02791 0.02085 0.0002672 222 640: 14%|█▍ | 4/28 [00:03<00:18, 1.30it/s] 113/299 7.15G 0.02786 0.021 0.0003027 255 640: 14%|█▍ | 4/28 [00:03<00:18, 1.30it/s] 113/299 7.15G 0.02786 0.021 0.0003027 255 640: 18%|█▊ | 5/28 [00:03<00:13, 1.76it/s] 113/299 7.15G 0.02791 0.02126 0.0003102 259 640: 18%|█▊ | 5/28 [00:05<00:13, 1.76it/s] 113/299 7.15G 0.02791 0.02126 0.0003102 259 640: 21%|██▏ | 6/28 [00:05<00:20, 1.07it/s] 113/299 7.15G 0.02782 0.0211 0.0002925 263 640: 21%|██▏ | 6/28 [00:05<00:20, 1.07it/s] 113/299 7.15G 0.02782 0.0211 0.0002925 263 640: 25%|██▌ | 7/28 [00:05<00:14, 1.44it/s] 113/299 7.15G 0.02762 0.02126 0.000284 234 640: 25%|██▌ | 7/28 [00:05<00:14, 1.44it/s] 113/299 7.15G 0.02762 0.02126 0.000284 234 640: 29%|██▊ | 8/28 [00:05<00:11, 1.82it/s] 113/299 7.15G 0.02762 0.02152 0.0002853 285 640: 29%|██▊ | 8/28 [00:06<00:11, 1.82it/s] 113/299 7.15G 0.02762 0.02152 0.0002853 285 640: 32%|███▏ | 9/28 [00:06<00:08, 2.25it/s] 113/299 7.15G 0.02774 0.02203 0.0002876 325 640: 32%|███▏ | 9/28 [00:08<00:08, 2.25it/s] 113/299 7.15G 0.02774 0.02203 0.0002876 325 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 113/299 7.15G 0.02775 0.02199 0.0002836 260 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 113/299 7.15G 0.02775 0.02199 0.0002836 260 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 113/299 7.15G 0.02799 0.02203 0.0002788 302 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 113/299 7.15G 0.02799 0.02203 0.0002788 302 640: 43%|████▎ | 12/28 [00:08<00:09, 1.69it/s] 113/299 7.15G 0.02792 0.02226 0.0002713 290 640: 43%|████▎ | 12/28 [00:09<00:09, 1.69it/s] 113/299 7.15G 0.02792 0.02226 0.0002713 290 640: 46%|████▋ | 13/28 [00:09<00:07, 2.10it/s] 113/299 7.15G 0.02782 0.0221 0.0002939 246 640: 46%|████▋ | 13/28 [00:10<00:07, 2.10it/s] 113/299 7.15G 0.02782 0.0221 0.0002939 246 640: 50%|█████ | 14/28 [00:10<00:11, 1.17it/s] 113/299 7.15G 0.02781 0.02196 0.0002912 238 640: 50%|█████ | 14/28 [00:10<00:11, 1.17it/s] 113/299 7.15G 0.02781 0.02196 0.0002912 238 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.52it/s] 113/299 7.15G 0.02797 0.02207 0.0002844 309 640: 54%|█████▎ | 15/28 [00:11<00:08, 1.52it/s] 113/299 7.15G 0.02797 0.02207 0.0002844 309 640: 57%|█████▋ | 16/28 [00:11<00:06, 1.88it/s] 113/299 7.15G 0.02805 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.641 0.6 0.6 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 114/299 7.15G 0.0277 0.02337 0.0003072 300 640: 0%| | 0/28 [00:00<?, ?it/s] 114/299 7.15G 0.0277 0.02337 0.0003072 300 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 114/299 7.15G 0.02689 0.02229 0.0003301 231 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 114/299 7.15G 0.02689 0.02229 0.0003301 231 640: 7%|▋ | 2/28 [00:00<00:12, 2.12it/s] 114/299 7.15G 0.0267 0.02295 0.0002929 276 640: 7%|▋ | 2/28 [00:01<00:12, 2.12it/s] 114/299 7.15G 0.0267 0.02295 0.0002929 276 640: 11%|█ | 3/28 [00:01<00:08, 2.81it/s] 114/299 7.15G 0.02681 0.02271 0.0002912 265 640: 11%|█ | 3/28 [00:01<00:08, 2.81it/s] 114/299 7.15G 0.02681 0.02271 0.0002912 265 640: 14%|█▍ | 4/28 [00:01<00:07, 3.21it/s] 114/299 7.15G 0.02751 0.02359 0.0004406 361 640: 14%|█▍ | 4/28 [00:02<00:07, 3.21it/s] 114/299 7.15G 0.02751 0.02359 0.0004406 361 640: 18%|█▊ | 5/28 [00:02<00:18, 1.25it/s] 114/299 7.15G 0.02753 0.02333 0.0004064 338 640: 18%|█▊ | 5/28 [00:04<00:18, 1.25it/s] 114/299 7.15G 0.02753 0.02333 0.0004064 338 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 114/299 7.15G 0.02768 0.02367 0.0003765 320 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 114/299 7.15G 0.02768 0.02367 0.0003765 320 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 114/299 7.15G 0.02779 0.0234 0.0003679 220 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 114/299 7.15G 0.02779 0.0234 0.0003679 220 640: 29%|██▊ | 8/28 [00:04<00:11, 1.76it/s] 114/299 7.15G 0.02765 0.02315 0.0003517 306 640: 29%|██▊ | 8/28 [00:04<00:11, 1.76it/s] 114/299 7.15G 0.02765 0.02315 0.0003517 306 640: 32%|███▏ | 9/28 [00:04<00:08, 2.19it/s] 114/299 7.15G 0.02759 0.0232 0.000338 299 640: 32%|███▏ | 9/28 [00:06<00:08, 2.19it/s] 114/299 7.15G 0.02759 0.0232 0.000338 299 640: 36%|███▌ | 10/28 [00:06<00:11, 1.51it/s] 114/299 7.15G 0.02753 0.02361 0.0003813 362 640: 36%|███▌ | 10/28 [00:06<00:11, 1.51it/s] 114/299 7.15G 0.02753 0.02361 0.0003813 362 640: 39%|███▉ | 11/28 [00:06<00:08, 1.91it/s] 114/299 7.15G 0.02753 0.02348 0.0004015 269 640: 39%|███▉ | 11/28 [00:06<00:08, 1.91it/s] 114/299 7.15G 0.02753 0.02348 0.0004015 269 640: 43%|████▎ | 12/28 [00:06<00:07, 2.28it/s] 114/299 7.15G 0.02745 0.02331 0.0003871 268 640: 43%|████▎ | 12/28 [00:08<00:07, 2.28it/s] 114/299 7.15G 0.02745 0.02331 0.0003871 268 640: 46%|████▋ | 13/28 [00:08<00:14, 1.05it/s] 114/299 7.15G 0.0274 0.02329 0.0003779 258 640: 46%|████▋ | 13/28 [00:09<00:14, 1.05it/s] 114/299 7.15G 0.0274 0.02329 0.0003779 258 640: 50%|█████ | 14/28 [00:09<00:12, 1.10it/s] 114/299 7.15G 0.02752 0.02317 0.0003696 240 640: 50%|█████ | 14/28 [00:09<00:12, 1.10it/s] 114/299 7.15G 0.02752 0.02317 0.0003696 240 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.43it/s] 114/299 7.15G 0.0275 0.02319 0.0003831 279 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.43it/s] 114/299 7.15G 0.0275 0.02319 0.0003831 279 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.78it/s] 114/299 7.15G 0.02747 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.664 0.629 0.621 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 115/299 7.15G 0.02723 0.01983 0.0006549 231 640: 0%| | 0/28 [00:01<?, ?it/s] 115/299 7.15G 0.02723 0.01983 0.0006549 231 640: 4%|▎ | 1/28 [00:01<00:38, 1.43s/it] 115/299 7.15G 0.02783 0.0213 0.0004981 297 640: 4%|▎ | 1/28 [00:02<00:38, 1.43s/it] 115/299 7.15G 0.02783 0.0213 0.0004981 297 640: 7%|▋ | 2/28 [00:02<00:28, 1.11s/it] 115/299 7.15G 0.02775 0.02083 0.0004438 240 640: 7%|▋ | 2/28 [00:02<00:28, 1.11s/it] 115/299 7.15G 0.02775 0.02083 0.0004438 240 640: 11%|█ | 3/28 [00:02<00:17, 1.42it/s] 115/299 7.15G 0.0278 0.0204 0.0004152 239 640: 11%|█ | 3/28 [00:02<00:17, 1.42it/s] 115/299 7.15G 0.0278 0.0204 0.0004152 239 640: 14%|█▍ | 4/28 [00:02<00:12, 1.93it/s] 115/299 7.15G 0.02763 0.02024 0.0004436 253 640: 14%|█▍ | 4/28 [00:02<00:12, 1.93it/s] 115/299 7.15G 0.02763 0.02024 0.0004436 253 640: 18%|█▊ | 5/28 [00:02<00:09, 2.45it/s] 115/299 7.15G 0.0278 0.02075 0.0004081 262 640: 18%|█▊ | 5/28 [00:04<00:09, 2.45it/s] 115/299 7.15G 0.0278 0.02075 0.0004081 262 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 115/299 7.15G 0.0276 0.02121 0.0003881 326 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 115/299 7.15G 0.0276 0.02121 0.0003881 326 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 115/299 7.15G 0.02772 0.02134 0.0004004 276 640: 25%|██▌ | 7/28 [00:05<00:13, 1.51it/s] 115/299 7.15G 0.02772 0.02134 0.0004004 276 640: 29%|██▊ | 8/28 [00:05<00:10, 1.89it/s] 115/299 7.15G 0.02763 0.02128 0.0003875 287 640: 29%|██▊ | 8/28 [00:07<00:10, 1.89it/s] 115/299 7.15G 0.02763 0.02128 0.0003875 287 640: 32%|███▏ | 9/28 [00:07<00:18, 1.00it/s] 115/299 7.15G 0.02761 0.02163 0.0003727 320 640: 32%|███▏ | 9/28 [00:07<00:18, 1.00it/s] 115/299 7.15G 0.02761 0.02163 0.0003727 320 640: 36%|███▌ | 10/28 [00:07<00:15, 1.17it/s] 115/299 7.15G 0.02787 0.02175 0.0003848 301 640: 36%|███▌ | 10/28 [00:08<00:15, 1.17it/s] 115/299 7.15G 0.02787 0.02175 0.0003848 301 640: 39%|███▉ | 11/28 [00:08<00:11, 1.52it/s] 115/299 7.15G 0.02783 0.02191 0.0003713 326 640: 39%|███▉ | 11/28 [00:08<00:11, 1.52it/s] 115/299 7.15G 0.02783 0.02191 0.0003713 326 640: 43%|████▎ | 12/28 [00:08<00:08, 1.89it/s] 115/299 7.15G 0.02777 0.02222 0.00036 343 640: 43%|████▎ | 12/28 [00:08<00:08, 1.89it/s] 115/299 7.15G 0.02777 0.02222 0.00036 343 640: 46%|████▋ | 13/28 [00:08<00:06, 2.30it/s] 115/299 7.15G 0.02795 0.02227 0.0003519 268 640: 46%|████▋ | 13/28 [00:10<00:06, 2.30it/s] 115/299 7.15G 0.02795 0.02227 0.0003519 268 640: 50%|█████ | 14/28 [00:10<00:11, 1.21it/s] 115/299 7.15G 0.02796 0.02219 0.0003438 230 640: 50%|█████ | 14/28 [00:10<00:11, 1.21it/s] 115/299 7.15G 0.02796 0.02219 0.0003438 230 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.55it/s] 115/299 7.15G 0.02798 0.02215 0.0003407 272 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.55it/s] 115/299 7.15G 0.02798 0.02215 0.0003407 272 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.91it/s] 115/299 7.15G 0.02788 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s]
all 110 564 0.687 0.593 0.611 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 116/299 7.15G 0.02783 0.02318 0.0003102 307 640: 0%| | 0/28 [00:00<?, ?it/s] 116/299 7.15G 0.02783 0.02318 0.0003102 307 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 116/299 7.15G 0.02678 0.02206 0.0002625 255 640: 4%|▎ | 1/28 [00:01<00:05, 4.60it/s] 116/299 7.15G 0.02678 0.02206 0.0002625 255 640: 7%|▋ | 2/28 [00:01<00:20, 1.28it/s] 116/299 7.15G 0.02755 0.02329 0.0003069 332 640: 7%|▋ | 2/28 [00:01<00:20, 1.28it/s] 116/299 7.15G 0.02755 0.02329 0.0003069 332 640: 11%|█ | 3/28 [00:01<00:13, 1.91it/s] 116/299 7.15G 0.02724 0.02265 0.0002989 271 640: 11%|█ | 3/28 [00:01<00:13, 1.91it/s] 116/299 7.15G 0.02724 0.02265 0.0002989 271 640: 14%|█▍ | 4/28 [00:01<00:09, 2.42it/s] 116/299 7.15G 0.02708 0.02214 0.000291 234 640: 14%|█▍ | 4/28 [00:03<00:09, 2.42it/s] 116/299 7.15G 0.02708 0.02214 0.000291 234 640: 18%|█▊ | 5/28 [00:03<00:21, 1.09it/s] 116/299 7.15G 0.02768 0.0228 0.0003115 338 640: 18%|█▊ | 5/28 [00:05<00:21, 1.09it/s] 116/299 7.15G 0.02768 0.0228 0.0003115 338 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 116/299 7.15G 0.02744 0.02255 0.0002977 262 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 116/299 7.15G 0.02744 0.02255 0.0002977 262 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 116/299 7.15G 0.02765 0.0223 0.0003148 266 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 116/299 7.15G 0.02765 0.0223 0.0003148 266 640: 29%|██▊ | 8/28 [00:05<00:13, 1.49it/s] 116/299 7.15G 0.02749 0.02215 0.0003069 250 640: 29%|██▊ | 8/28 [00:06<00:13, 1.49it/s] 116/299 7.15G 0.02749 0.02215 0.0003069 250 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 116/299 7.15G 0.02753 0.02214 0.0003024 252 640: 32%|███▏ | 9/28 [00:07<00:10, 1.89it/s] 116/299 7.15G 0.02753 0.02214 0.0003024 252 640: 36%|███▌ | 10/28 [00:07<00:14, 1.29it/s] 116/299 7.15G 0.02751 0.02205 0.0003113 267 640: 36%|███▌ | 10/28 [00:07<00:14, 1.29it/s] 116/299 7.15G 0.02751 0.02205 0.0003113 267 640: 39%|███▉ | 11/28 [00:07<00:10, 1.65it/s] 116/299 7.15G 0.02774 0.02199 0.0003216 279 640: 39%|███▉ | 11/28 [00:07<00:10, 1.65it/s] 116/299 7.15G 0.02774 0.02199 0.0003216 279 640: 43%|████▎ | 12/28 [00:07<00:07, 2.02it/s] 116/299 7.15G 0.02771 0.02214 0.0003133 317 640: 43%|████▎ | 12/28 [00:08<00:07, 2.02it/s] 116/299 7.15G 0.02771 0.02214 0.0003133 317 640: 46%|████▋ | 13/28 [00:08<00:09, 1.59it/s] 116/299 7.15G 0.02763 0.02216 0.0003113 279 640: 46%|████▋ | 13/28 [00:10<00:09, 1.59it/s] 116/299 7.15G 0.02763 0.02216 0.0003113 279 640: 50%|█████ | 14/28 [00:10<00:13, 1.01it/s] 116/299 7.15G 0.02763 0.02216 0.0003086 259 640: 50%|█████ | 14/28 [00:10<00:13, 1.01it/s] 116/299 7.15G 0.02763 0.02216 0.0003086 259 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.33it/s] 116/299 7.15G 0.02758 0.02208 0.0003112 271 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.33it/s] 116/299 7.15G 0.02758 0.02208 0.0003112 271 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.67it/s] 116/299 7.15G 0.02768 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.691 0.58 0.624 0.318
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 117/299 7.15G 0.02773 0.02077 0.000737 248 640: 0%| | 0/28 [00:00<?, ?it/s] 117/299 7.15G 0.02773 0.02077 0.000737 248 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 117/299 7.15G 0.02734 0.02223 0.0005213 267 640: 4%|▎ | 1/28 [00:01<00:05, 4.58it/s] 117/299 7.15G 0.02734 0.02223 0.0005213 267 640: 7%|▋ | 2/28 [00:01<00:26, 1.03s/it] 117/299 7.15G 0.02682 0.02274 0.0004688 288 640: 7%|▋ | 2/28 [00:02<00:26, 1.03s/it] 117/299 7.15G 0.02682 0.02274 0.0004688 288 640: 11%|█ | 3/28 [00:02<00:16, 1.52it/s] 117/299 7.15G 0.02694 0.02298 0.0004625 293 640: 11%|█ | 3/28 [00:02<00:16, 1.52it/s] 117/299 7.15G 0.02694 0.02298 0.0004625 293 640: 14%|█▍ | 4/28 [00:02<00:11, 2.03it/s] 117/299 7.15G 0.02722 0.02282 0.0004659 291 640: 14%|█▍ | 4/28 [00:02<00:11, 2.03it/s] 117/299 7.15G 0.02722 0.02282 0.0004659 291 640: 18%|█▊ | 5/28 [00:02<00:09, 2.55it/s] 117/299 7.15G 0.02733 0.02214 0.000439 204 640: 18%|█▊ | 5/28 [00:04<00:09, 2.55it/s] 117/299 7.15G 0.02733 0.02214 0.000439 204 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 117/299 7.15G 0.02708 0.02196 0.0004041 260 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 117/299 7.15G 0.02708 0.02196 0.0004041 260 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 117/299 7.15G 0.02715 0.02159 0.0003975 242 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 117/299 7.15G 0.02715 0.02159 0.0003975 242 640: 29%|██▊ | 8/28 [00:04<00:10, 1.90it/s] 117/299 7.15G 0.02702 0.02187 0.0003956 281 640: 29%|██▊ | 8/28 [00:06<00:10, 1.90it/s] 117/299 7.15G 0.02702 0.02187 0.0003956 281 640: 32%|███▏ | 9/28 [00:06<00:18, 1.02it/s] 117/299 7.15G 0.02708 0.02198 0.0004012 292 640: 32%|███▏ | 9/28 [00:07<00:18, 1.02it/s] 117/299 7.15G 0.02708 0.02198 0.0004012 292 640: 36%|███▌ | 10/28 [00:07<00:14, 1.23it/s] 117/299 7.15G 0.02722 0.0219 0.0003892 233 640: 36%|███▌ | 10/28 [00:08<00:14, 1.23it/s] 117/299 7.15G 0.02722 0.0219 0.0003892 233 640: 39%|███▉ | 11/28 [00:08<00:13, 1.22it/s] 117/299 7.15G 0.02739 0.02227 0.0003689 271 640: 39%|███▉ | 11/28 [00:08<00:13, 1.22it/s] 117/299 7.15G 0.02739 0.02227 0.0003689 271 640: 43%|████▎ | 12/28 [00:08<00:10, 1.56it/s] 117/299 7.15G 0.02748 0.02219 0.0003551 240 640: 43%|████▎ | 12/28 [00:08<00:10, 1.56it/s] 117/299 7.15G 0.02748 0.02219 0.0003551 240 640: 46%|████▋ | 13/28 [00:08<00:07, 1.95it/s] 117/299 7.15G 0.02766 0.02234 0.000347 326 640: 46%|████▋ | 13/28 [00:09<00:07, 1.95it/s] 117/299 7.15G 0.02766 0.02234 0.000347 326 640: 50%|█████ | 14/28 [00:09<00:09, 1.47it/s] 117/299 7.15G 0.02786 0.02236 0.0003436 293 640: 50%|█████ | 14/28 [00:09<00:09, 1.47it/s] 117/299 7.15G 0.02786 0.02236 0.0003436 293 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.85it/s] 117/299 7.15G 0.02792 0.02261 0.0003369 323 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.85it/s] 117/299 7.15G 0.02792 0.02261 0.0003369 323 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.21it/s] 117/299 7.15G 0.02789 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.623 0.619 0.614 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 118/299 7.15G 0.02567 0.02285 0.0003701 299 640: 0%| | 0/28 [00:00<?, ?it/s] 118/299 7.15G 0.02567 0.02285 0.0003701 299 640: 4%|▎ | 1/28 [00:00<00:11, 2.44it/s] 118/299 7.15G 0.0261 0.02192 0.0003098 277 640: 4%|▎ | 1/28 [00:00<00:11, 2.44it/s] 118/299 7.15G 0.0261 0.02192 0.0003098 277 640: 7%|▋ | 2/28 [00:00<00:13, 2.00it/s] 118/299 7.15G 0.02662 0.02178 0.0003459 269 640: 7%|▋ | 2/28 [00:01<00:13, 2.00it/s] 118/299 7.15G 0.02662 0.02178 0.0003459 269 640: 11%|█ | 3/28 [00:01<00:09, 2.71it/s] 118/299 7.15G 0.02675 0.02188 0.0003303 268 640: 11%|█ | 3/28 [00:01<00:09, 2.71it/s] 118/299 7.15G 0.02675 0.02188 0.0003303 268 640: 14%|█▍ | 4/28 [00:01<00:07, 3.14it/s] 118/299 7.15G 0.02686 0.02194 0.0003145 304 640: 14%|█▍ | 4/28 [00:04<00:07, 3.14it/s] 118/299 7.15G 0.02686 0.02194 0.0003145 304 640: 18%|█▊ | 5/28 [00:04<00:27, 1.18s/it] 118/299 7.15G 0.02685 0.02173 0.0002998 253 640: 18%|█▊ | 5/28 [00:04<00:27, 1.18s/it] 118/299 7.15G 0.02685 0.02173 0.0002998 253 640: 21%|██▏ | 6/28 [00:04<00:18, 1.16it/s] 118/299 7.15G 0.02703 0.02224 0.0002894 347 640: 21%|██▏ | 6/28 [00:04<00:18, 1.16it/s] 118/299 7.15G 0.02703 0.02224 0.0002894 347 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 118/299 7.15G 0.027 0.02203 0.000283 267 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 118/299 7.15G 0.027 0.02203 0.000283 267 640: 29%|██▊ | 8/28 [00:04<00:10, 1.92it/s] 118/299 7.15G 0.02694 0.02202 0.0002873 294 640: 29%|██▊ | 8/28 [00:05<00:10, 1.92it/s] 118/299 7.15G 0.02694 0.02202 0.0002873 294 640: 32%|███▏ | 9/28 [00:05<00:08, 2.35it/s] 118/299 7.15G 0.02696 0.02221 0.0002864 300 640: 32%|███▏ | 9/28 [00:07<00:08, 2.35it/s] 118/299 7.15G 0.02696 0.02221 0.0002864 300 640: 36%|███▌ | 10/28 [00:07<00:17, 1.01it/s] 118/299 7.15G 0.02707 0.0227 0.0002793 365 640: 36%|███▌ | 10/28 [00:07<00:17, 1.01it/s] 118/299 7.15G 0.02707 0.0227 0.0002793 365 640: 39%|███▉ | 11/28 [00:07<00:12, 1.33it/s] 118/299 7.15G 0.02723 0.02261 0.0002725 309 640: 39%|███▉ | 11/28 [00:07<00:12, 1.33it/s] 118/299 7.15G 0.02723 0.02261 0.0002725 309 640: 43%|████▎ | 12/28 [00:07<00:09, 1.68it/s] 118/299 7.15G 0.02745 0.02257 0.0002797 270 640: 43%|████▎ | 12/28 [00:09<00:09, 1.68it/s] 118/299 7.15G 0.02745 0.02257 0.0002797 270 640: 46%|████▋ | 13/28 [00:09<00:12, 1.18it/s] 118/299 7.15G 0.02742 0.02245 0.0002757 296 640: 46%|████▋ | 13/28 [00:09<00:12, 1.18it/s] 118/299 7.15G 0.02742 0.02245 0.0002757 296 640: 50%|█████ | 14/28 [00:09<00:09, 1.50it/s] 118/299 7.15G 0.02742 0.0225 0.0002724 278 640: 50%|█████ | 14/28 [00:09<00:09, 1.50it/s] 118/299 7.15G 0.02742 0.0225 0.0002724 278 640: 54%|█████▎ | 15/28 [00:09<00:06, 1.88it/s] 118/299 7.15G 0.02733 0.02251 0.0002734 280 640: 54%|█████▎ | 15/28 [00:09<00:06, 1.88it/s] 118/299 7.15G 0.02733 0.02251 0.0002734 280 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.26it/s] 118/299 7.15G 0.02727 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.6 0.62 0.593 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 119/299 7.15G 0.0283 0.023 0.000199 235 640: 0%| | 0/28 [00:00<?, ?it/s] 119/299 7.15G 0.0283 0.023 0.000199 235 640: 4%|▎ | 1/28 [00:00<00:21, 1.23it/s] 119/299 7.15G 0.02765 0.02474 0.0002502 335 640: 4%|▎ | 1/28 [00:01<00:21, 1.23it/s] 119/299 7.15G 0.02765 0.02474 0.0002502 335 640: 7%|▋ | 2/28 [00:01<00:12, 2.09it/s] 119/299 7.15G 0.02811 0.02437 0.0002841 314 640: 7%|▋ | 2/28 [00:01<00:12, 2.09it/s] 119/299 7.15G 0.02811 0.02437 0.0002841 314 640: 11%|█ | 3/28 [00:01<00:08, 2.79it/s] 119/299 7.15G 0.02819 0.02376 0.0002807 248 640: 11%|█ | 3/28 [00:01<00:08, 2.79it/s] 119/299 7.15G 0.02819 0.02376 0.0002807 248 640: 14%|█▍ | 4/28 [00:01<00:07, 3.20it/s] 119/299 7.15G 0.02835 0.02315 0.0003123 283 640: 14%|█▍ | 4/28 [00:01<00:07, 3.20it/s] 119/299 7.15G 0.02835 0.02315 0.0003123 283 640: 18%|█▊ | 5/28 [00:01<00:06, 3.61it/s] 119/299 7.15G 0.02819 0.02268 0.0003015 226 640: 18%|█▊ | 5/28 [00:03<00:06, 3.61it/s] 119/299 7.15G 0.02819 0.02268 0.0003015 226 640: 21%|██▏ | 6/28 [00:03<00:20, 1.07it/s] 119/299 7.15G 0.02823 0.02282 0.0002959 292 640: 21%|██▏ | 6/28 [00:04<00:20, 1.07it/s] 119/299 7.15G 0.02823 0.02282 0.0002959 292 640: 25%|██▌ | 7/28 [00:04<00:14, 1.43it/s] 119/299 7.15G 0.02801 0.022 0.0002892 228 640: 25%|██▌ | 7/28 [00:04<00:14, 1.43it/s] 119/299 7.15G 0.02801 0.022 0.0002892 228 640: 29%|██▊ | 8/28 [00:04<00:10, 1.82it/s] 119/299 7.15G 0.02779 0.02177 0.0002837 257 640: 29%|██▊ | 8/28 [00:06<00:10, 1.82it/s] 119/299 7.15G 0.02779 0.02177 0.0002837 257 640: 32%|███▏ | 9/28 [00:06<00:21, 1.14s/it] 119/299 7.15G 0.02769 0.0216 0.0002753 308 640: 32%|███▏ | 9/28 [00:07<00:21, 1.14s/it] 119/299 7.15G 0.02769 0.0216 0.0002753 308 640: 36%|███▌ | 10/28 [00:07<00:15, 1.16it/s] 119/299 7.15G 0.0276 0.02136 0.0002782 233 640: 36%|███▌ | 10/28 [00:07<00:15, 1.16it/s] 119/299 7.15G 0.0276 0.02136 0.0002782 233 640: 39%|███▉ | 11/28 [00:07<00:11, 1.50it/s] 119/299 7.15G 0.02753 0.02157 0.0002796 252 640: 39%|███▉ | 11/28 [00:07<00:11, 1.50it/s] 119/299 7.15G 0.02753 0.02157 0.0002796 252 640: 43%|████▎ | 12/28 [00:07<00:08, 1.86it/s] 119/299 7.15G 0.02751 0.02173 0.0002842 305 640: 43%|████▎ | 12/28 [00:07<00:08, 1.86it/s] 119/299 7.15G 0.02751 0.02173 0.0002842 305 640: 46%|████▋ | 13/28 [00:07<00:06, 2.28it/s] 119/299 7.15G 0.02761 0.02192 0.0002842 321 640: 46%|████▋ | 13/28 [00:09<00:06, 2.28it/s] 119/299 7.15G 0.02761 0.02192 0.0002842 321 640: 50%|█████ | 14/28 [00:09<00:10, 1.34it/s] 119/299 7.15G 0.02756 0.022 0.0002821 287 640: 50%|█████ | 14/28 [00:09<00:10, 1.34it/s] 119/299 7.15G 0.02756 0.022 0.0002821 287 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.71it/s] 119/299 7.15G 0.02749 0.02212 0.000294 297 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.71it/s] 119/299 7.15G 0.02749 0.02212 0.000294 297 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.08it/s] 119/299 7.15G 0.02754 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.649 0.596 0.606 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 120/299 7.15G 0.02824 0.02034 0.0002845 237 640: 0%| | 0/28 [00:00<?, ?it/s] 120/299 7.15G 0.02824 0.02034 0.0002845 237 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 120/299 7.15G 0.02843 0.02188 0.0003522 314 640: 4%|▎ | 1/28 [00:01<00:05, 4.53it/s] 120/299 7.15G 0.02843 0.02188 0.0003522 314 640: 7%|▋ | 2/28 [00:01<00:14, 1.78it/s] 120/299 7.15G 0.02867 0.0215 0.0004017 220 640: 7%|▋ | 2/28 [00:01<00:14, 1.78it/s] 120/299 7.15G 0.02867 0.0215 0.0004017 220 640: 11%|█ | 3/28 [00:01<00:10, 2.47it/s] 120/299 7.15G 0.0286 0.0211 0.0004132 232 640: 11%|█ | 3/28 [00:01<00:10, 2.47it/s] 120/299 7.15G 0.0286 0.0211 0.0004132 232 640: 14%|█▍ | 4/28 [00:01<00:08, 2.96it/s] 120/299 7.15G 0.02881 0.02169 0.0003915 322 640: 14%|█▍ | 4/28 [00:03<00:08, 2.96it/s] 120/299 7.15G 0.02881 0.02169 0.0003915 322 640: 18%|█▊ | 5/28 [00:03<00:24, 1.05s/it] 120/299 7.15G 0.02839 0.02086 0.000362 220 640: 18%|█▊ | 5/28 [00:04<00:24, 1.05s/it] 120/299 7.15G 0.02839 0.02086 0.000362 220 640: 21%|██▏ | 6/28 [00:04<00:22, 1.01s/it] 120/299 7.15G 0.02823 0.02166 0.0003415 364 640: 21%|██▏ | 6/28 [00:04<00:22, 1.01s/it] 120/299 7.15G 0.02823 0.02166 0.0003415 364 640: 25%|██▌ | 7/28 [00:04<00:15, 1.34it/s] 120/299 7.15G 0.02811 0.022 0.0003409 342 640: 25%|██▌ | 7/28 [00:05<00:15, 1.34it/s] 120/299 7.15G 0.02811 0.022 0.0003409 342 640: 29%|██▊ | 8/28 [00:05<00:11, 1.70it/s] 120/299 7.15G 0.02812 0.02201 0.0003381 281 640: 29%|██▊ | 8/28 [00:05<00:11, 1.70it/s] 120/299 7.15G 0.02812 0.02201 0.0003381 281 640: 32%|███▏ | 9/28 [00:05<00:08, 2.13it/s] 120/299 7.15G 0.02799 0.02178 0.0003268 209 640: 32%|███▏ | 9/28 [00:06<00:08, 2.13it/s] 120/299 7.15G 0.02799 0.02178 0.0003268 209 640: 36%|███▌ | 10/28 [00:06<00:14, 1.27it/s] 120/299 7.15G 0.02791 0.02144 0.0003296 254 640: 36%|███▌ | 10/28 [00:07<00:14, 1.27it/s] 120/299 7.15G 0.02791 0.02144 0.0003296 254 640: 39%|███▉ | 11/28 [00:07<00:10, 1.63it/s] 120/299 7.15G 0.0279 0.0214 0.0003466 270 640: 39%|███▉ | 11/28 [00:07<00:10, 1.63it/s] 120/299 7.15G 0.0279 0.0214 0.0003466 270 640: 43%|████▎ | 12/28 [00:07<00:07, 2.01it/s] 120/299 7.15G 0.02783 0.02138 0.0003362 262 640: 43%|████▎ | 12/28 [00:08<00:07, 2.01it/s] 120/299 7.15G 0.02783 0.02138 0.0003362 262 640: 46%|████▋ | 13/28 [00:08<00:12, 1.20it/s] 120/299 7.15G 0.02795 0.02192 0.0003353 374 640: 46%|████▋ | 13/28 [00:09<00:12, 1.20it/s] 120/299 7.15G 0.02795 0.02192 0.0003353 374 640: 50%|█████ | 14/28 [00:09<00:12, 1.13it/s] 120/299 7.15G 0.02792 0.02185 0.0003257 230 640: 50%|█████ | 14/28 [00:10<00:12, 1.13it/s] 120/299 7.15G 0.02792 0.02185 0.0003257 230 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.47it/s] 120/299 7.15G 0.02792 0.02191 0.0003244 244 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.47it/s] 120/299 7.15G 0.02792 0.02191 0.0003244 244 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.83it/s] 120/299 7.15G 0.02795 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.643 0.613 0.621 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 121/299 7.15G 0.02693 0.02105 0.000407 232 640: 0%| | 0/28 [00:01<?, ?it/s] 121/299 7.15G 0.02693 0.02105 0.000407 232 640: 4%|▎ | 1/28 [00:01<00:27, 1.03s/it] 121/299 7.15G 0.02731 0.02266 0.0002994 299 640: 4%|▎ | 1/28 [00:02<00:27, 1.03s/it] 121/299 7.15G 0.02731 0.02266 0.0002994 299 640: 7%|▋ | 2/28 [00:02<00:39, 1.52s/it] 121/299 7.15G 0.02807 0.02456 0.0003308 403 640: 7%|▋ | 2/28 [00:03<00:39, 1.52s/it] 121/299 7.15G 0.02807 0.02456 0.0003308 403 640: 11%|█ | 3/28 [00:03<00:22, 1.09it/s] 121/299 7.15G 0.02811 0.02319 0.0002961 249 640: 11%|█ | 3/28 [00:03<00:22, 1.09it/s] 121/299 7.15G 0.02811 0.02319 0.0002961 249 640: 14%|█▍ | 4/28 [00:03<00:15, 1.54it/s] 121/299 7.15G 0.02828 0.02247 0.0003025 253 640: 14%|█▍ | 4/28 [00:03<00:15, 1.54it/s] 121/299 7.15G 0.02828 0.02247 0.0003025 253 640: 18%|█▊ | 5/28 [00:03<00:11, 2.03it/s] 121/299 7.15G 0.02843 0.02233 0.0003283 271 640: 18%|█▊ | 5/28 [00:05<00:11, 2.03it/s] 121/299 7.15G 0.02843 0.02233 0.0003283 271 640: 21%|██▏ | 6/28 [00:05<00:19, 1.12it/s] 121/299 7.15G 0.02855 0.02241 0.0003246 261 640: 21%|██▏ | 6/28 [00:05<00:19, 1.12it/s] 121/299 7.15G 0.02855 0.02241 0.0003246 261 640: 25%|██▌ | 7/28 [00:05<00:14, 1.49it/s] 121/299 7.15G 0.02851 0.02214 0.0003205 208 640: 25%|██▌ | 7/28 [00:05<00:14, 1.49it/s] 121/299 7.15G 0.02851 0.02214 0.0003205 208 640: 29%|██▊ | 8/28 [00:05<00:10, 1.89it/s] 121/299 7.15G 0.0283 0.0221 0.0003172 249 640: 29%|██▊ | 8/28 [00:06<00:10, 1.89it/s] 121/299 7.15G 0.0283 0.0221 0.0003172 249 640: 32%|███▏ | 9/28 [00:06<00:11, 1.62it/s] 121/299 7.15G 0.02799 0.02192 0.0003486 261 640: 32%|███▏ | 9/28 [00:08<00:11, 1.62it/s] 121/299 7.15G 0.02799 0.02192 0.0003486 261 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 121/299 7.15G 0.02818 0.02167 0.0003361 249 640: 36%|███▌ | 10/28 [00:08<00:18, 1.02s/it] 121/299 7.15G 0.02818 0.02167 0.0003361 249 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 121/299 7.15G 0.02813 0.02146 0.0003282 241 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 121/299 7.15G 0.02813 0.02146 0.0003282 241 640: 43%|████▎ | 12/28 [00:08<00:09, 1.63it/s] 121/299 7.15G 0.02821 0.02163 0.0003338 288 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 121/299 7.15G 0.02821 0.02163 0.0003338 288 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 121/299 7.15G 0.02827 0.02162 0.0003318 266 640: 46%|████▋ | 13/28 [00:10<00:07, 2.03it/s] 121/299 7.15G 0.02827 0.02162 0.0003318 266 640: 50%|█████ | 14/28 [00:10<00:10, 1.32it/s] 121/299 7.15G 0.02821 0.02172 0.0003468 333 640: 50%|█████ | 14/28 [00:10<00:10, 1.32it/s] 121/299 7.15G 0.02821 0.02172 0.0003468 333 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.68it/s] 121/299 7.15G 0.02823 0.02181 0.0003442 296 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.68it/s] 121/299 7.15G 0.02823 0.02181 0.0003442 296 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.04it/s] 121/299 7.15G 0.0282 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.65 0.58 0.601 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 122/299 7.15G 0.02671 0.02406 0.0002 309 640: 0%| | 0/28 [00:00<?, ?it/s] 122/299 7.15G 0.02671 0.02406 0.0002 309 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 122/299 7.15G 0.02712 0.02137 0.0004288 225 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 122/299 7.15G 0.02712 0.02137 0.0004288 225 640: 7%|▋ | 2/28 [00:00<00:10, 2.37it/s] 122/299 7.15G 0.02667 0.0207 0.0003652 251 640: 7%|▋ | 2/28 [00:00<00:10, 2.37it/s] 122/299 7.15G 0.02667 0.0207 0.0003652 251 640: 11%|█ | 3/28 [00:00<00:08, 3.05it/s] 122/299 7.15G 0.02648 0.02038 0.0003636 238 640: 11%|█ | 3/28 [00:01<00:08, 3.05it/s] 122/299 7.15G 0.02648 0.02038 0.0003636 238 640: 14%|█▍ | 4/28 [00:01<00:07, 3.39it/s] 122/299 7.15G 0.02646 0.02059 0.0003447 273 640: 14%|█▍ | 4/28 [00:02<00:07, 3.39it/s] 122/299 7.15G 0.02646 0.02059 0.0003447 273 640: 18%|█▊ | 5/28 [00:02<00:16, 1.37it/s] 122/299 7.15G 0.02647 0.02092 0.000317 289 640: 18%|█▊ | 5/28 [00:03<00:16, 1.37it/s] 122/299 7.15G 0.02647 0.02092 0.000317 289 640: 21%|██▏ | 6/28 [00:03<00:19, 1.12it/s] 122/299 7.15G 0.02658 0.02065 0.0003106 266 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 122/299 7.15G 0.02658 0.02065 0.0003106 266 640: 25%|██▌ | 7/28 [00:04<00:14, 1.49it/s] 122/299 7.15G 0.02689 0.02081 0.0002968 252 640: 25%|██▌ | 7/28 [00:04<00:14, 1.49it/s] 122/299 7.15G 0.02689 0.02081 0.0002968 252 640: 29%|██▊ | 8/28 [00:04<00:10, 1.87it/s] 122/299 7.15G 0.02696 0.02088 0.0003082 229 640: 29%|██▊ | 8/28 [00:04<00:10, 1.87it/s] 122/299 7.15G 0.02696 0.02088 0.0003082 229 640: 32%|███▏ | 9/28 [00:04<00:08, 2.30it/s] 122/299 7.15G 0.02695 0.02129 0.0003029 330 640: 32%|███▏ | 9/28 [00:06<00:08, 2.30it/s] 122/299 7.15G 0.02695 0.02129 0.0003029 330 640: 36%|███▌ | 10/28 [00:06<00:17, 1.00it/s] 122/299 7.15G 0.02684 0.02105 0.0002985 254 640: 36%|███▌ | 10/28 [00:07<00:17, 1.00it/s] 122/299 7.15G 0.02684 0.02105 0.0002985 254 640: 39%|███▉ | 11/28 [00:07<00:12, 1.32it/s] 122/299 7.15G 0.02699 0.02102 0.0002934 261 640: 39%|███▉ | 11/28 [00:07<00:12, 1.32it/s] 122/299 7.15G 0.02699 0.02102 0.0002934 261 640: 43%|████▎ | 12/28 [00:07<00:09, 1.67it/s] 122/299 7.15G 0.02702 0.02114 0.0003012 282 640: 43%|████▎ | 12/28 [00:08<00:09, 1.67it/s] 122/299 7.15G 0.02702 0.02114 0.0003012 282 640: 46%|████▋ | 13/28 [00:08<00:09, 1.55it/s] 122/299 7.15G 0.02713 0.02124 0.000314 259 640: 46%|████▋ | 13/28 [00:09<00:09, 1.55it/s] 122/299 7.15G 0.02713 0.02124 0.000314 259 640: 50%|█████ | 14/28 [00:09<00:10, 1.29it/s] 122/299 7.15G 0.02722 0.02136 0.0003226 309 640: 50%|█████ | 14/28 [00:09<00:10, 1.29it/s] 122/299 7.15G 0.02722 0.02136 0.0003226 309 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.65it/s] 122/299 7.15G 0.02724 0.02136 0.0003175 266 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.65it/s] 122/299 7.15G 0.02724 0.02136 0.0003175 266 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.01it/s] 122/299 7.15G 0.0273 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.31it/s]
all 110 564 0.699 0.557 0.615 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 123/299 7.15G 0.03067 0.02465 0.0002097 294 640: 0%| | 0/28 [00:00<?, ?it/s] 123/299 7.15G 0.03067 0.02465 0.0002097 294 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 123/299 7.15G 0.02834 0.02246 0.0003689 251 640: 4%|▎ | 1/28 [00:01<00:05, 4.60it/s] 123/299 7.15G 0.02834 0.02246 0.0003689 251 640: 7%|▋ | 2/28 [00:01<00:20, 1.26it/s] 123/299 7.15G 0.02821 0.02238 0.0003372 312 640: 7%|▋ | 2/28 [00:01<00:20, 1.26it/s] 123/299 7.15G 0.02821 0.02238 0.0003372 312 640: 11%|█ | 3/28 [00:01<00:13, 1.89it/s] 123/299 7.15G 0.02778 0.02198 0.0003112 232 640: 11%|█ | 3/28 [00:01<00:13, 1.89it/s] 123/299 7.15G 0.02778 0.02198 0.0003112 232 640: 14%|█▍ | 4/28 [00:01<00:09, 2.41it/s] 123/299 7.15G 0.02727 0.02156 0.0003147 259 640: 14%|█▍ | 4/28 [00:02<00:09, 2.41it/s] 123/299 7.15G 0.02727 0.02156 0.0003147 259 640: 18%|█▊ | 5/28 [00:02<00:07, 2.92it/s] 123/299 7.15G 0.02757 0.02199 0.0003726 312 640: 18%|█▊ | 5/28 [00:05<00:07, 2.92it/s] 123/299 7.15G 0.02757 0.02199 0.0003726 312 640: 21%|██▏ | 6/28 [00:05<00:31, 1.43s/it] 123/299 7.15G 0.02772 0.02139 0.0003558 229 640: 21%|██▏ | 6/28 [00:05<00:31, 1.43s/it] 123/299 7.15G 0.02772 0.02139 0.0003558 229 640: 25%|██▌ | 7/28 [00:05<00:21, 1.03s/it] 123/299 7.15G 0.02774 0.02178 0.0003498 275 640: 25%|██▌ | 7/28 [00:06<00:21, 1.03s/it] 123/299 7.15G 0.02774 0.02178 0.0003498 275 640: 29%|██▊ | 8/28 [00:06<00:15, 1.28it/s] 123/299 7.15G 0.0279 0.0217 0.0003319 283 640: 29%|██▊ | 8/28 [00:06<00:15, 1.28it/s] 123/299 7.15G 0.0279 0.0217 0.0003319 283 640: 32%|███▏ | 9/28 [00:06<00:11, 1.66it/s] 123/299 7.15G 0.02793 0.02173 0.0003158 283 640: 32%|███▏ | 9/28 [00:06<00:11, 1.66it/s] 123/299 7.15G 0.02793 0.02173 0.0003158 283 640: 36%|███▌ | 10/28 [00:06<00:10, 1.79it/s] 123/299 7.15G 0.02783 0.02164 0.0003074 253 640: 36%|███▌ | 10/28 [00:07<00:10, 1.79it/s] 123/299 7.15G 0.02783 0.02164 0.0003074 253 640: 39%|███▉ | 11/28 [00:07<00:08, 2.03it/s] 123/299 7.15G 0.02774 0.02192 0.0003027 336 640: 39%|███▉ | 11/28 [00:07<00:08, 2.03it/s] 123/299 7.15G 0.02774 0.02192 0.0003027 336 640: 43%|████▎ | 12/28 [00:07<00:06, 2.41it/s] 123/299 7.15G 0.02782 0.02173 0.0002961 250 640: 43%|████▎ | 12/28 [00:07<00:06, 2.41it/s] 123/299 7.15G 0.02782 0.02173 0.0002961 250 640: 46%|████▋ | 13/28 [00:07<00:05, 2.58it/s] 123/299 7.15G 0.02781 0.02189 0.0002869 273 640: 46%|████▋ | 13/28 [00:10<00:05, 2.58it/s] 123/299 7.15G 0.02781 0.02189 0.0002869 273 640: 50%|█████ | 14/28 [00:10<00:17, 1.27s/it] 123/299 7.15G 0.02786 0.02227 0.0002836 345 640: 50%|█████ | 14/28 [00:11<00:17, 1.27s/it] 123/299 7.15G 0.02786 0.02227 0.0002836 345 640: 54%|█████▎ | 15/28 [00:11<00:12, 1.05it/s] 123/299 7.15G 0.02792 0.02223 0.0002894 288 640: 54%|█████▎ | 15/28 [00:11<00:12, 1.05it/s] 123/299 7.15G 0.02792 0.02223 0.0002894 288 640: 57%|█████▋ | 16/28 [00:11<00:08, 1.35it/s] 123/299 7.15G 0.02787 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.644 0.598 0.593 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 124/299 7.15G 0.02682 0.02109 0.0002055 252 640: 0%| | 0/28 [00:00<?, ?it/s] 124/299 7.15G 0.02682 0.02109 0.0002055 252 640: 4%|▎ | 1/28 [00:00<00:16, 1.67it/s] 124/299 7.15G 0.02724 0.02213 0.0004367 316 640: 4%|▎ | 1/28 [00:01<00:16, 1.67it/s] 124/299 7.15G 0.02724 0.02213 0.0004367 316 640: 7%|▋ | 2/28 [00:01<00:26, 1.01s/it] 124/299 7.15G 0.02746 0.02155 0.00036 271 640: 7%|▋ | 2/28 [00:02<00:26, 1.01s/it] 124/299 7.15G 0.02746 0.02155 0.00036 271 640: 11%|█ | 3/28 [00:02<00:16, 1.54it/s] 124/299 7.15G 0.02662 0.02159 0.0003573 281 640: 11%|█ | 3/28 [00:02<00:16, 1.54it/s] 124/299 7.15G 0.02662 0.02159 0.0003573 281 640: 14%|█▍ | 4/28 [00:02<00:11, 2.06it/s] 124/299 7.15G 0.02668 0.02154 0.0003678 285 640: 14%|█▍ | 4/28 [00:04<00:11, 2.06it/s] 124/299 7.15G 0.02668 0.02154 0.0003678 285 640: 18%|█▊ | 5/28 [00:04<00:26, 1.14s/it] 124/299 7.15G 0.02698 0.02235 0.0003781 324 640: 18%|█▊ | 5/28 [00:05<00:26, 1.14s/it] 124/299 7.15G 0.02698 0.02235 0.0003781 324 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 124/299 7.15G 0.02718 0.02226 0.0005323 223 640: 21%|██▏ | 6/28 [00:06<00:26, 1.20s/it] 124/299 7.15G 0.02718 0.02226 0.0005323 223 640: 25%|██▌ | 7/28 [00:06<00:18, 1.14it/s] 124/299 7.15G 0.02725 0.02208 0.0005159 257 640: 25%|██▌ | 7/28 [00:06<00:18, 1.14it/s] 124/299 7.15G 0.02725 0.02208 0.0005159 257 640: 29%|██▊ | 8/28 [00:06<00:13, 1.49it/s] 124/299 7.15G 0.02729 0.0222 0.0005158 299 640: 29%|██▊ | 8/28 [00:06<00:13, 1.49it/s] 124/299 7.15G 0.02729 0.0222 0.0005158 299 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 124/299 7.15G 0.02719 0.02191 0.00049 248 640: 32%|███▏ | 9/28 [00:07<00:10, 1.89it/s] 124/299 7.15G 0.02719 0.02191 0.00049 248 640: 36%|███▌ | 10/28 [00:07<00:09, 1.92it/s] 124/299 7.15G 0.02729 0.02199 0.000471 306 640: 36%|███▌ | 10/28 [00:07<00:09, 1.92it/s] 124/299 7.15G 0.02729 0.02199 0.000471 306 640: 39%|███▉ | 11/28 [00:07<00:07, 2.34it/s] 124/299 7.15G 0.0272 0.02195 0.000449 281 640: 39%|███▉ | 11/28 [00:07<00:07, 2.34it/s] 124/299 7.15G 0.0272 0.02195 0.000449 281 640: 43%|████▎ | 12/28 [00:07<00:05, 2.70it/s] 124/299 7.15G 0.02708 0.02162 0.0004316 186 640: 43%|████▎ | 12/28 [00:09<00:05, 2.70it/s] 124/299 7.15G 0.02708 0.02162 0.0004316 186 640: 46%|████▋ | 13/28 [00:09<00:13, 1.09it/s] 124/299 7.15G 0.02696 0.02165 0.0004266 289 640: 46%|████▋ | 13/28 [00:11<00:13, 1.09it/s] 124/299 7.15G 0.02696 0.02165 0.0004266 289 640: 50%|█████ | 14/28 [00:11<00:16, 1.16s/it] 124/299 7.15G 0.02689 0.02148 0.0004171 219 640: 50%|█████ | 14/28 [00:11<00:16, 1.16s/it] 124/299 7.15G 0.02689 0.02148 0.0004171 219 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.14it/s] 124/299 7.15G 0.02678 0.02168 0.0004181 291 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.14it/s] 124/299 7.15G 0.02678 0.02168 0.0004181 291 640: 57%|█████▋ | 16/28 [00:11<00:08, 1.46it/s] 124/299 7.15G 0.02668 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.634 0.566 0.574 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 125/299 7.15G 0.02846 0.02416 0.0007951 360 640: 0%| | 0/28 [00:00<?, ?it/s] 125/299 7.15G 0.02846 0.02416 0.0007951 360 640: 4%|▎ | 1/28 [00:00<00:07, 3.79it/s] 125/299 7.15G 0.02752 0.0222 0.0005224 235 640: 4%|▎ | 1/28 [00:02<00:07, 3.79it/s] 125/299 7.15G 0.02752 0.0222 0.0005224 235 640: 7%|▋ | 2/28 [00:02<00:38, 1.50s/it] 125/299 7.15G 0.02782 0.02226 0.0005766 285 640: 7%|▋ | 2/28 [00:02<00:38, 1.50s/it] 125/299 7.15G 0.02782 0.02226 0.0005766 285 640: 11%|█ | 3/28 [00:02<00:22, 1.10it/s] 125/299 7.15G 0.02766 0.02148 0.000494 275 640: 11%|█ | 3/28 [00:03<00:22, 1.10it/s] 125/299 7.15G 0.02766 0.02148 0.000494 275 640: 14%|█▍ | 4/28 [00:03<00:15, 1.54it/s] 125/299 7.15G 0.02786 0.02179 0.0004497 309 640: 14%|█▍ | 4/28 [00:04<00:15, 1.54it/s] 125/299 7.15G 0.02786 0.02179 0.0004497 309 640: 18%|█▊ | 5/28 [00:04<00:20, 1.10it/s] 125/299 7.15G 0.02844 0.0219 0.000439 283 640: 18%|█▊ | 5/28 [00:04<00:20, 1.10it/s] 125/299 7.15G 0.02844 0.0219 0.000439 283 640: 21%|██▏ | 6/28 [00:04<00:15, 1.47it/s] 125/299 7.15G 0.02831 0.02198 0.000444 246 640: 21%|██▏ | 6/28 [00:04<00:15, 1.47it/s] 125/299 7.15G 0.02831 0.02198 0.000444 246 640: 25%|██▌ | 7/28 [00:04<00:11, 1.89it/s] 125/299 7.15G 0.02819 0.02229 0.000429 268 640: 25%|██▌ | 7/28 [00:05<00:11, 1.89it/s] 125/299 7.15G 0.02819 0.02229 0.000429 268 640: 29%|██▊ | 8/28 [00:05<00:08, 2.28it/s] 125/299 7.15G 0.02768 0.02186 0.0004075 234 640: 29%|██▊ | 8/28 [00:06<00:08, 2.28it/s] 125/299 7.15G 0.02768 0.02186 0.0004075 234 640: 32%|███▏ | 9/28 [00:06<00:16, 1.14it/s] 125/299 7.15G 0.02752 0.02188 0.00039 263 640: 32%|███▏ | 9/28 [00:09<00:16, 1.14it/s] 125/299 7.15G 0.02752 0.02188 0.00039 263 640: 36%|███▌ | 10/28 [00:09<00:23, 1.28s/it] 125/299 7.15G 0.02738 0.02197 0.0004194 293 640: 36%|███▌ | 10/28 [00:09<00:23, 1.28s/it] 125/299 7.15G 0.02738 0.02197 0.0004194 293 640: 39%|███▉ | 11/28 [00:09<00:16, 1.05it/s] 125/299 7.15G 0.02747 0.02177 0.0004065 268 640: 39%|███▉ | 11/28 [00:09<00:16, 1.05it/s] 125/299 7.15G 0.02747 0.02177 0.0004065 268 640: 43%|████▎ | 12/28 [00:09<00:11, 1.36it/s] 125/299 7.15G 0.0275 0.02156 0.0003951 234 640: 43%|████▎ | 12/28 [00:10<00:11, 1.36it/s] 125/299 7.15G 0.0275 0.02156 0.0003951 234 640: 46%|████▋ | 13/28 [00:10<00:10, 1.45it/s] 125/299 7.15G 0.02745 0.02151 0.0004045 269 640: 46%|████▋ | 13/28 [00:10<00:10, 1.45it/s] 125/299 7.15G 0.02745 0.02151 0.0004045 269 640: 50%|█████ | 14/28 [00:10<00:07, 1.81it/s] 125/299 7.15G 0.02732 0.02147 0.0003935 264 640: 50%|█████ | 14/28 [00:10<00:07, 1.81it/s] 125/299 7.15G 0.02732 0.02147 0.0003935 264 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.22it/s] 125/299 7.15G 0.02733 0.02186 0.0003892 346 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.22it/s] 125/299 7.15G 0.02733 0.02186 0.0003892 346 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.60it/s] 125/299 7.15G 0.02731 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.19it/s]
all 110 564 0.653 0.61 0.608 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 126/299 7.15G 0.02637 0.02308 0.0002737 308 640: 0%| | 0/28 [00:00<?, ?it/s] 126/299 7.15G 0.02637 0.02308 0.0002737 308 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 126/299 7.15G 0.02708 0.02259 0.0006493 272 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 126/299 7.15G 0.02708 0.02259 0.0006493 272 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 126/299 7.15G 0.02697 0.02216 0.0005139 240 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 126/299 7.15G 0.02697 0.02216 0.0005139 240 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 126/299 7.15G 0.02693 0.02208 0.0004663 275 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 126/299 7.15G 0.02693 0.02208 0.0004663 275 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 126/299 7.15G 0.02712 0.02214 0.0004558 278 640: 14%|█▍ | 4/28 [00:04<00:05, 4.33it/s] 126/299 7.15G 0.02712 0.02214 0.0004558 278 640: 18%|█▊ | 5/28 [00:04<00:32, 1.41s/it] 126/299 7.15G 0.0272 0.02136 0.0004143 248 640: 18%|█▊ | 5/28 [00:06<00:32, 1.41s/it] 126/299 7.15G 0.0272 0.02136 0.0004143 248 640: 21%|██▏ | 6/28 [00:06<00:33, 1.53s/it] 126/299 7.15G 0.02726 0.02208 0.0004194 341 640: 21%|██▏ | 6/28 [00:06<00:33, 1.53s/it] 126/299 7.15G 0.02726 0.02208 0.0004194 341 640: 25%|██▌ | 7/28 [00:06<00:23, 1.10s/it] 126/299 7.15G 0.02732 0.02208 0.0004028 283 640: 25%|██▌ | 7/28 [00:06<00:23, 1.10s/it] 126/299 7.15G 0.02732 0.02208 0.0004028 283 640: 29%|██▊ | 8/28 [00:06<00:16, 1.21it/s] 126/299 7.15G 0.02717 0.02233 0.0003812 314 640: 29%|██▊ | 8/28 [00:06<00:16, 1.21it/s] 126/299 7.15G 0.02717 0.02233 0.0003812 314 640: 32%|███▏ | 9/28 [00:06<00:12, 1.57it/s] 126/299 7.15G 0.02713 0.02233 0.0003733 297 640: 32%|███▏ | 9/28 [00:07<00:12, 1.57it/s] 126/299 7.15G 0.02713 0.02233 0.0003733 297 640: 36%|███▌ | 10/28 [00:07<00:09, 1.95it/s] 126/299 7.15G 0.02704 0.0222 0.000359 265 640: 36%|███▌ | 10/28 [00:07<00:09, 1.95it/s] 126/299 7.15G 0.02704 0.0222 0.000359 265 640: 39%|███▉ | 11/28 [00:07<00:07, 2.37it/s] 126/299 7.15G 0.027 0.02221 0.0003722 279 640: 39%|███▉ | 11/28 [00:07<00:07, 2.37it/s] 126/299 7.15G 0.027 0.02221 0.0003722 279 640: 43%|████▎ | 12/28 [00:07<00:05, 2.71it/s] 126/299 7.15G 0.02702 0.0221 0.000365 304 640: 43%|████▎ | 12/28 [00:09<00:05, 2.71it/s] 126/299 7.15G 0.02702 0.0221 0.000365 304 640: 46%|████▋ | 13/28 [00:09<00:14, 1.05it/s] 126/299 7.15G 0.02691 0.02207 0.0003551 282 640: 46%|████▋ | 13/28 [00:11<00:14, 1.05it/s] 126/299 7.15G 0.02691 0.02207 0.0003551 282 640: 50%|█████ | 14/28 [00:11<00:16, 1.15s/it] 126/299 7.15G 0.02709 0.02202 0.0003646 280 640: 50%|█████ | 14/28 [00:11<00:16, 1.15s/it] 126/299 7.15G 0.02709 0.02202 0.0003646 280 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.15it/s] 126/299 7.15G 0.02703 0.02185 0.00036 219 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.15it/s] 126/299 7.15G 0.02703 0.02185 0.00036 219 640: 57%|█████▋ | 16/28 [00:11<00:08, 1.47it/s] 126/299 7.15G 0.02705 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.654 0.611 0.604 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 127/299 7.15G 0.02536 0.01692 0.0004086 194 640: 0%| | 0/28 [00:03<?, ?it/s] 127/299 7.15G 0.02536 0.01692 0.0004086 194 640: 4%|▎ | 1/28 [00:03<01:25, 3.16s/it] 127/299 7.15G 0.02612 0.01839 0.0003372 263 640: 4%|▎ | 1/28 [00:04<01:25, 3.16s/it] 127/299 7.15G 0.02612 0.01839 0.0003372 263 640: 7%|▋ | 2/28 [00:04<00:53, 2.06s/it] 127/299 7.15G 0.02592 0.01986 0.0003466 327 640: 7%|▋ | 2/28 [00:04<00:53, 2.06s/it] 127/299 7.15G 0.02592 0.01986 0.0003466 327 640: 11%|█ | 3/28 [00:04<00:30, 1.22s/it] 127/299 7.15G 0.02603 0.02043 0.00031 267 640: 11%|█ | 3/28 [00:04<00:30, 1.22s/it] 127/299 7.15G 0.02603 0.02043 0.00031 267 640: 14%|█▍ | 4/28 [00:04<00:20, 1.20it/s] 127/299 7.15G 0.02604 0.02035 0.0002912 247 640: 14%|█▍ | 4/28 [00:05<00:20, 1.20it/s] 127/299 7.15G 0.02604 0.02035 0.0002912 247 640: 18%|█▊ | 5/28 [00:05<00:14, 1.64it/s] 127/299 7.15G 0.02614 0.02051 0.0002816 262 640: 18%|█▊ | 5/28 [00:05<00:14, 1.64it/s] 127/299 7.15G 0.02614 0.02051 0.0002816 262 640: 21%|██▏ | 6/28 [00:05<00:10, 2.06it/s] 127/299 7.15G 0.02645 0.02069 0.0002902 290 640: 21%|██▏ | 6/28 [00:05<00:10, 2.06it/s] 127/299 7.15G 0.02645 0.02069 0.0002902 290 640: 25%|██▌ | 7/28 [00:05<00:08, 2.53it/s] 127/299 7.15G 0.0264 0.02088 0.0002775 290 640: 25%|██▌ | 7/28 [00:05<00:08, 2.53it/s] 127/299 7.15G 0.0264 0.02088 0.0002775 290 640: 29%|██▊ | 8/28 [00:05<00:06, 2.90it/s] 127/299 7.15G 0.02642 0.02087 0.0002711 252 640: 29%|██▊ | 8/28 [00:08<00:06, 2.90it/s] 127/299 7.15G 0.02642 0.02087 0.0002711 252 640: 32%|███▏ | 9/28 [00:08<00:20, 1.10s/it] 127/299 7.15G 0.02644 0.02082 0.0002704 259 640: 32%|███▏ | 9/28 [00:09<00:20, 1.10s/it] 127/299 7.15G 0.02644 0.02082 0.0002704 259 640: 36%|███▌ | 10/28 [00:09<00:20, 1.15s/it] 127/299 7.15G 0.02653 0.02107 0.0002672 263 640: 36%|███▌ | 10/28 [00:10<00:20, 1.15s/it] 127/299 7.15G 0.02653 0.02107 0.0002672 263 640: 39%|███▉ | 11/28 [00:10<00:14, 1.16it/s] 127/299 7.15G 0.02661 0.02094 0.0002745 279 640: 39%|███▉ | 11/28 [00:10<00:14, 1.16it/s] 127/299 7.15G 0.02661 0.02094 0.0002745 279 640: 43%|████▎ | 12/28 [00:10<00:10, 1.48it/s] 127/299 7.15G 0.02653 0.02123 0.0002743 342 640: 43%|████▎ | 12/28 [00:10<00:10, 1.48it/s] 127/299 7.15G 0.02653 0.02123 0.0002743 342 640: 46%|████▋ | 13/28 [00:10<00:08, 1.87it/s] 127/299 7.15G 0.02663 0.02138 0.0002831 265 640: 46%|████▋ | 13/28 [00:10<00:08, 1.87it/s] 127/299 7.15G 0.02663 0.02138 0.0002831 265 640: 50%|█████ | 14/28 [00:10<00:06, 2.24it/s] 127/299 7.15G 0.02656 0.02165 0.0002823 316 640: 50%|█████ | 14/28 [00:10<00:06, 2.24it/s] 127/299 7.15G 0.02656 0.02165 0.0002823 316 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.65it/s] 127/299 7.15G 0.02664 0.02166 0.000284 274 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.65it/s] 127/299 7.15G 0.02664 0.02166 0.000284 274 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.97it/s] 127/299 7.15G 0.02658 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.696 0.592 0.608 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 128/299 7.15G 0.02815 0.02045 0.0002368 271 640: 0%| | 0/28 [00:00<?, ?it/s] 128/299 7.15G 0.02815 0.02045 0.0002368 271 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 128/299 7.15G 0.02727 0.02128 0.0003717 294 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 128/299 7.15G 0.02727 0.02128 0.0003717 294 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 128/299 7.15G 0.02793 0.02157 0.0004075 324 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 128/299 7.15G 0.02793 0.02157 0.0004075 324 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 128/299 7.15G 0.02804 0.02188 0.0004362 307 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 128/299 7.15G 0.02804 0.02188 0.0004362 307 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 128/299 7.15G 0.02789 0.0214 0.0003917 286 640: 14%|█▍ | 4/28 [00:04<00:05, 4.33it/s] 128/299 7.15G 0.02789 0.0214 0.0003917 286 640: 18%|█▊ | 5/28 [00:04<00:32, 1.41s/it] 128/299 7.15G 0.02842 0.02121 0.0003605 201 640: 18%|█▊ | 5/28 [00:05<00:32, 1.41s/it] 128/299 7.15G 0.02842 0.02121 0.0003605 201 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 128/299 7.15G 0.02872 0.02117 0.0003407 241 640: 21%|██▏ | 6/28 [00:05<00:26, 1.20s/it] 128/299 7.15G 0.02872 0.02117 0.0003407 241 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 128/299 7.15G 0.02891 0.02108 0.0003453 244 640: 25%|██▌ | 7/28 [00:05<00:18, 1.14it/s] 128/299 7.15G 0.02891 0.02108 0.0003453 244 640: 29%|██▊ | 8/28 [00:05<00:13, 1.48it/s] 128/299 7.15G 0.02866 0.02101 0.0003414 250 640: 29%|██▊ | 8/28 [00:06<00:13, 1.48it/s] 128/299 7.15G 0.02866 0.02101 0.0003414 250 640: 32%|███▏ | 9/28 [00:06<00:10, 1.74it/s] 128/299 7.15G 0.02846 0.02098 0.0003335 260 640: 32%|███▏ | 9/28 [00:06<00:10, 1.74it/s] 128/299 7.15G 0.02846 0.02098 0.0003335 260 640: 36%|███▌ | 10/28 [00:06<00:08, 2.12it/s] 128/299 7.15G 0.02843 0.02068 0.0003273 210 640: 36%|███▌ | 10/28 [00:06<00:08, 2.12it/s] 128/299 7.15G 0.02843 0.02068 0.0003273 210 640: 39%|███▉ | 11/28 [00:06<00:06, 2.55it/s] 128/299 7.15G 0.02832 0.02074 0.0003192 283 640: 39%|███▉ | 11/28 [00:06<00:06, 2.55it/s] 128/299 7.15G 0.02832 0.02074 0.0003192 283 640: 43%|████▎ | 12/28 [00:06<00:05, 2.88it/s] 128/299 7.15G 0.0281 0.02086 0.0003259 266 640: 43%|████▎ | 12/28 [00:09<00:05, 2.88it/s] 128/299 7.15G 0.0281 0.02086 0.0003259 266 640: 46%|████▋ | 13/28 [00:09<00:17, 1.14s/it] 128/299 7.15G 0.0279 0.02085 0.0003172 255 640: 46%|████▋ | 13/28 [00:10<00:17, 1.14s/it] 128/299 7.15G 0.0279 0.02085 0.0003172 255 640: 50%|█████ | 14/28 [00:10<00:14, 1.05s/it] 128/299 7.15G 0.02794 0.02101 0.0003268 298 640: 50%|█████ | 14/28 [00:10<00:14, 1.05s/it] 128/299 7.15G 0.02794 0.02101 0.0003268 298 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.25it/s] 128/299 7.15G 0.02794 0.02109 0.0003261 295 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.25it/s] 128/299 7.15G 0.02794 0.02109 0.0003261 295 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.59it/s] 128/299 7.15G 0.02779 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.597 0.635 0.599 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 129/299 7.15G 0.02541 0.02055 0.0002166 260 640: 0%| | 0/28 [00:02<?, ?it/s] 129/299 7.15G 0.02541 0.02055 0.0002166 260 640: 4%|▎ | 1/28 [00:02<01:02, 2.31s/it] 129/299 7.15G 0.02496 0.02192 0.0002681 308 640: 4%|▎ | 1/28 [00:03<01:02, 2.31s/it] 129/299 7.15G 0.02496 0.02192 0.0002681 308 640: 7%|▋ | 2/28 [00:03<00:36, 1.39s/it] 129/299 7.15G 0.02521 0.02023 0.0002475 211 640: 7%|▋ | 2/28 [00:03<00:36, 1.39s/it] 129/299 7.15G 0.02521 0.02023 0.0002475 211 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 129/299 7.15G 0.0255 0.02033 0.0002643 233 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 129/299 7.15G 0.0255 0.02033 0.0002643 233 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 129/299 7.15G 0.02549 0.02033 0.0002563 263 640: 14%|█▍ | 4/28 [00:05<00:14, 1.63it/s] 129/299 7.15G 0.02549 0.02033 0.0002563 263 640: 18%|█▊ | 5/28 [00:05<00:23, 1.02s/it] 129/299 7.15G 0.026 0.02095 0.0002776 296 640: 18%|█▊ | 5/28 [00:05<00:23, 1.02s/it] 129/299 7.15G 0.026 0.02095 0.0002776 296 640: 21%|██▏ | 6/28 [00:05<00:16, 1.32it/s] 129/299 7.15G 0.02586 0.02092 0.0002666 266 640: 21%|██▏ | 6/28 [00:05<00:16, 1.32it/s] 129/299 7.15G 0.02586 0.02092 0.0002666 266 640: 25%|██▌ | 7/28 [00:05<00:12, 1.73it/s] 129/299 7.15G 0.02623 0.02091 0.0003067 255 640: 25%|██▌ | 7/28 [00:05<00:12, 1.73it/s] 129/299 7.15G 0.02623 0.02091 0.0003067 255 640: 29%|██▊ | 8/28 [00:05<00:09, 2.12it/s] 129/299 7.15G 0.02623 0.0213 0.0002961 307 640: 29%|██▊ | 8/28 [00:07<00:09, 2.12it/s] 129/299 7.15G 0.02623 0.0213 0.0002961 307 640: 32%|███▏ | 9/28 [00:07<00:17, 1.06it/s] 129/299 7.15G 0.02631 0.02113 0.0003181 242 640: 32%|███▏ | 9/28 [00:08<00:17, 1.06it/s] 129/299 7.15G 0.02631 0.02113 0.0003181 242 640: 36%|███▌ | 10/28 [00:08<00:13, 1.33it/s] 129/299 7.15G 0.02643 0.02144 0.0003161 313 640: 36%|███▌ | 10/28 [00:08<00:13, 1.33it/s] 129/299 7.15G 0.02643 0.02144 0.0003161 313 640: 39%|███▉ | 11/28 [00:08<00:09, 1.70it/s] 129/299 7.15G 0.02639 0.02154 0.0003039 260 640: 39%|███▉ | 11/28 [00:08<00:09, 1.70it/s] 129/299 7.15G 0.02639 0.02154 0.0003039 260 640: 43%|████▎ | 12/28 [00:08<00:07, 2.08it/s] 129/299 7.15G 0.02629 0.0215 0.0002943 284 640: 43%|████▎ | 12/28 [00:10<00:07, 2.08it/s] 129/299 7.15G 0.02629 0.0215 0.0002943 284 640: 46%|████▋ | 13/28 [00:10<00:13, 1.12it/s] 129/299 7.15G 0.02631 0.02157 0.0002918 281 640: 46%|████▋ | 13/28 [00:10<00:13, 1.12it/s] 129/299 7.15G 0.02631 0.02157 0.0002918 281 640: 50%|█████ | 14/28 [00:10<00:09, 1.43it/s] 129/299 7.15G 0.02632 0.02148 0.0003083 237 640: 50%|█████ | 14/28 [00:11<00:09, 1.43it/s] 129/299 7.15G 0.02632 0.02148 0.0003083 237 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.81it/s] 129/299 7.15G 0.02642 0.0214 0.0003053 268 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.81it/s] 129/299 7.15G 0.02642 0.0214 0.0003053 268 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.18it/s] 129/299 7.15G 0.02657 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.671 0.572 0.6 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 130/299 7.15G 0.02571 0.02333 0.0003007 281 640: 0%| | 0/28 [00:01<?, ?it/s] 130/299 7.15G 0.02571 0.02333 0.0003007 281 640: 4%|▎ | 1/28 [00:01<00:27, 1.03s/it] 130/299 7.15G 0.02628 0.02399 0.00031 337 640: 4%|▎ | 1/28 [00:01<00:27, 1.03s/it] 130/299 7.15G 0.02628 0.02399 0.00031 337 640: 7%|▋ | 2/28 [00:01<00:14, 1.75it/s] 130/299 7.15G 0.02669 0.02375 0.0004192 264 640: 7%|▋ | 2/28 [00:01<00:14, 1.75it/s] 130/299 7.15G 0.02669 0.02375 0.0004192 264 640: 11%|█ | 3/28 [00:01<00:10, 2.45it/s] 130/299 7.15G 0.02689 0.02414 0.0003601 322 640: 11%|█ | 3/28 [00:01<00:10, 2.45it/s] 130/299 7.15G 0.02689 0.02414 0.0003601 322 640: 14%|█▍ | 4/28 [00:01<00:08, 2.91it/s] 130/299 7.15G 0.02697 0.02399 0.0003211 286 640: 14%|█▍ | 4/28 [00:04<00:08, 2.91it/s] 130/299 7.15G 0.02697 0.02399 0.0003211 286 640: 18%|█▊ | 5/28 [00:04<00:25, 1.11s/it] 130/299 7.15G 0.02732 0.024 0.0003334 321 640: 18%|█▊ | 5/28 [00:04<00:25, 1.11s/it] 130/299 7.15G 0.02732 0.024 0.0003334 321 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 130/299 7.15G 0.0275 0.02424 0.0003205 281 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 130/299 7.15G 0.0275 0.02424 0.0003205 281 640: 25%|██▌ | 7/28 [00:04<00:14, 1.49it/s] 130/299 7.15G 0.02752 0.02398 0.0003117 293 640: 25%|██▌ | 7/28 [00:05<00:14, 1.49it/s] 130/299 7.15G 0.02752 0.02398 0.0003117 293 640: 29%|██▊ | 8/28 [00:05<00:10, 1.86it/s] 130/299 7.15G 0.02748 0.02356 0.0003372 221 640: 29%|██▊ | 8/28 [00:07<00:10, 1.86it/s] 130/299 7.15G 0.02748 0.02356 0.0003372 221 640: 32%|███▏ | 9/28 [00:07<00:18, 1.04it/s] 130/299 7.15G 0.02751 0.02329 0.0003305 289 640: 32%|███▏ | 9/28 [00:07<00:18, 1.04it/s] 130/299 7.15G 0.02751 0.02329 0.0003305 289 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 130/299 7.15G 0.02765 0.02303 0.0003229 244 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 130/299 7.15G 0.02765 0.02303 0.0003229 244 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 130/299 7.15G 0.02757 0.02268 0.0003159 285 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 130/299 7.15G 0.02757 0.02268 0.0003159 285 640: 43%|████▎ | 12/28 [00:07<00:07, 2.12it/s] 130/299 7.15G 0.02749 0.02266 0.0003743 275 640: 43%|████▎ | 12/28 [00:09<00:07, 2.12it/s] 130/299 7.15G 0.02749 0.02266 0.0003743 275 640: 46%|████▋ | 13/28 [00:09<00:12, 1.23it/s] 130/299 7.15G 0.02745 0.02261 0.0003748 276 640: 46%|████▋ | 13/28 [00:10<00:12, 1.23it/s] 130/299 7.15G 0.02745 0.02261 0.0003748 276 640: 50%|█████ | 14/28 [00:10<00:10, 1.28it/s] 130/299 7.15G 0.02745 0.02253 0.0003737 296 640: 50%|█████ | 14/28 [00:10<00:10, 1.28it/s] 130/299 7.15G 0.02745 0.02253 0.0003737 296 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.63it/s] 130/299 7.15G 0.02742 0.0222 0.0003688 226 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.63it/s] 130/299 7.15G 0.02742 0.0222 0.0003688 226 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.01it/s] 130/299 7.15G 0.02734 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.13it/s]
all 110 564 0.626 0.596 0.605 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 131/299 7.15G 0.02526 0.01865 0.0002461 248 640: 0%| | 0/28 [00:01<?, ?it/s] 131/299 7.15G 0.02526 0.01865 0.0002461 248 640: 4%|▎ | 1/28 [00:01<00:27, 1.02s/it] 131/299 7.15G 0.02561 0.02147 0.0003366 294 640: 4%|▎ | 1/28 [00:02<00:27, 1.02s/it] 131/299 7.15G 0.02561 0.02147 0.0003366 294 640: 7%|▋ | 2/28 [00:02<00:26, 1.04s/it] 131/299 7.15G 0.02575 0.02118 0.0004068 236 640: 7%|▋ | 2/28 [00:02<00:26, 1.04s/it] 131/299 7.15G 0.02575 0.02118 0.0004068 236 640: 11%|█ | 3/28 [00:02<00:16, 1.51it/s] 131/299 7.15G 0.02549 0.02072 0.0003696 281 640: 11%|█ | 3/28 [00:02<00:16, 1.51it/s] 131/299 7.15G 0.02549 0.02072 0.0003696 281 640: 14%|█▍ | 4/28 [00:02<00:11, 2.01it/s] 131/299 7.15G 0.02605 0.02097 0.0003417 284 640: 14%|█▍ | 4/28 [00:04<00:11, 2.01it/s] 131/299 7.15G 0.02605 0.02097 0.0003417 284 640: 18%|█▊ | 5/28 [00:04<00:21, 1.06it/s] 131/299 7.15G 0.02614 0.02127 0.0003321 322 640: 18%|█▊ | 5/28 [00:04<00:21, 1.06it/s] 131/299 7.15G 0.02614 0.02127 0.0003321 322 640: 21%|██▏ | 6/28 [00:04<00:15, 1.42it/s] 131/299 7.15G 0.02611 0.02133 0.0003213 245 640: 21%|██▏ | 6/28 [00:04<00:15, 1.42it/s] 131/299 7.15G 0.02611 0.02133 0.0003213 245 640: 25%|██▌ | 7/28 [00:04<00:11, 1.84it/s] 131/299 7.15G 0.02623 0.02181 0.0003408 339 640: 25%|██▌ | 7/28 [00:04<00:11, 1.84it/s] 131/299 7.15G 0.02623 0.02181 0.0003408 339 640: 29%|██▊ | 8/28 [00:04<00:08, 2.23it/s] 131/299 7.15G 0.0262 0.02176 0.0003357 292 640: 29%|██▊ | 8/28 [00:06<00:08, 2.23it/s] 131/299 7.15G 0.0262 0.02176 0.0003357 292 640: 32%|███▏ | 9/28 [00:06<00:15, 1.19it/s] 131/299 7.15G 0.02633 0.02159 0.0003252 245 640: 32%|███▏ | 9/28 [00:07<00:15, 1.19it/s] 131/299 7.15G 0.02633 0.02159 0.0003252 245 640: 36%|███▌ | 10/28 [00:07<00:15, 1.16it/s] 131/299 7.15G 0.02643 0.02178 0.0003288 336 640: 36%|███▌ | 10/28 [00:07<00:15, 1.16it/s] 131/299 7.15G 0.02643 0.02178 0.0003288 336 640: 39%|███▉ | 11/28 [00:07<00:11, 1.50it/s] 131/299 7.15G 0.02644 0.02199 0.0003489 300 640: 39%|███▉ | 11/28 [00:08<00:11, 1.50it/s] 131/299 7.15G 0.02644 0.02199 0.0003489 300 640: 43%|████▎ | 12/28 [00:08<00:08, 1.86it/s] 131/299 7.15G 0.0263 0.02188 0.0003462 262 640: 43%|████▎ | 12/28 [00:09<00:08, 1.86it/s] 131/299 7.15G 0.0263 0.02188 0.0003462 262 640: 46%|████▋ | 13/28 [00:09<00:13, 1.14it/s] 131/299 7.15G 0.02629 0.02199 0.0003381 330 640: 46%|████▋ | 13/28 [00:09<00:13, 1.14it/s] 131/299 7.15G 0.02629 0.02199 0.0003381 330 640: 50%|█████ | 14/28 [00:09<00:09, 1.46it/s] 131/299 7.15G 0.02629 0.02199 0.0003429 262 640: 50%|█████ | 14/28 [00:10<00:09, 1.46it/s] 131/299 7.15G 0.02629 0.02199 0.0003429 262 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.84it/s] 131/299 7.15G 0.02617 0.02189 0.0003427 273 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.84it/s] 131/299 7.15G 0.02617 0.02189 0.0003427 273 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.22it/s] 131/299 7.15G 0.02622 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.649 0.579 0.604 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 132/299 7.15G 0.02468 0.0196 0.0002212 253 640: 0%| | 0/28 [00:01<?, ?it/s] 132/299 7.15G 0.02468 0.0196 0.0002212 253 640: 4%|▎ | 1/28 [00:01<00:51, 1.89s/it] 132/299 7.15G 0.02593 0.02036 0.0003471 251 640: 4%|▎ | 1/28 [00:02<00:51, 1.89s/it] 132/299 7.15G 0.02593 0.02036 0.0003471 251 640: 7%|▋ | 2/28 [00:02<00:24, 1.08it/s] 132/299 7.15G 0.0253 0.02136 0.0003174 290 640: 7%|▋ | 2/28 [00:02<00:24, 1.08it/s] 132/299 7.15G 0.0253 0.02136 0.0003174 290 640: 11%|█ | 3/28 [00:02<00:15, 1.66it/s] 132/299 7.15G 0.02535 0.02159 0.0002852 274 640: 11%|█ | 3/28 [00:02<00:15, 1.66it/s] 132/299 7.15G 0.02535 0.02159 0.0002852 274 640: 14%|█▍ | 4/28 [00:02<00:11, 2.16it/s] 132/299 7.15G 0.02516 0.02077 0.0002779 234 640: 14%|█▍ | 4/28 [00:03<00:11, 2.16it/s] 132/299 7.15G 0.02516 0.02077 0.0002779 234 640: 18%|█▊ | 5/28 [00:03<00:13, 1.75it/s] 132/299 7.15G 0.0254 0.02115 0.0002678 284 640: 18%|█▊ | 5/28 [00:04<00:13, 1.75it/s] 132/299 7.15G 0.0254 0.02115 0.0002678 284 640: 21%|██▏ | 6/28 [00:04<00:14, 1.53it/s] 132/299 7.15G 0.02558 0.02112 0.0002526 250 640: 21%|██▏ | 6/28 [00:04<00:14, 1.53it/s] 132/299 7.15G 0.02558 0.02112 0.0002526 250 640: 25%|██▌ | 7/28 [00:04<00:10, 1.96it/s] 132/299 7.15G 0.02534 0.02069 0.0002584 219 640: 25%|██▌ | 7/28 [00:04<00:10, 1.96it/s] 132/299 7.15G 0.02534 0.02069 0.0002584 219 640: 29%|██▊ | 8/28 [00:04<00:08, 2.37it/s] 132/299 7.15G 0.02543 0.02049 0.000256 237 640: 29%|██▊ | 8/28 [00:07<00:08, 2.37it/s] 132/299 7.15G 0.02543 0.02049 0.000256 237 640: 32%|███▏ | 9/28 [00:07<00:21, 1.15s/it] 132/299 7.15G 0.02546 0.02065 0.0002542 319 640: 32%|███▏ | 9/28 [00:07<00:21, 1.15s/it] 132/299 7.15G 0.02546 0.02065 0.0002542 319 640: 36%|███▌ | 10/28 [00:07<00:15, 1.15it/s] 132/299 7.15G 0.02557 0.02063 0.0002715 238 640: 36%|███▌ | 10/28 [00:07<00:15, 1.15it/s] 132/299 7.15G 0.02557 0.02063 0.0002715 238 640: 39%|███▉ | 11/28 [00:07<00:11, 1.49it/s] 132/299 7.15G 0.02554 0.02078 0.0002723 284 640: 39%|███▉ | 11/28 [00:08<00:11, 1.49it/s] 132/299 7.15G 0.02554 0.02078 0.0002723 284 640: 43%|████▎ | 12/28 [00:08<00:08, 1.85it/s] 132/299 7.15G 0.02552 0.02055 0.0003124 199 640: 43%|████▎ | 12/28 [00:08<00:08, 1.85it/s] 132/299 7.15G 0.02552 0.02055 0.0003124 199 640: 46%|████▋ | 13/28 [00:08<00:07, 1.98it/s] 132/299 7.15G 0.02564 0.02065 0.0003048 297 640: 46%|████▋ | 13/28 [00:09<00:07, 1.98it/s] 132/299 7.15G 0.02564 0.02065 0.0003048 297 640: 50%|█████ | 14/28 [00:09<00:10, 1.35it/s] 132/299 7.15G 0.02572 0.02089 0.0003077 326 640: 50%|█████ | 14/28 [00:10<00:10, 1.35it/s] 132/299 7.15G 0.02572 0.02089 0.0003077 326 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.72it/s] 132/299 7.15G 0.02578 0.02098 0.0003083 307 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.72it/s] 132/299 7.15G 0.02578 0.02098 0.0003083 307 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.08it/s] 132/299 7.15G 0.02585 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s]
all 110 564 0.651 0.544 0.576 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 133/299 7.15G 0.02569 0.01986 0.0002042 214 640: 0%| | 0/28 [00:00<?, ?it/s] 133/299 7.15G 0.02569 0.01986 0.0002042 214 640: 4%|▎ | 1/28 [00:00<00:05, 4.50it/s] 133/299 7.15G 0.02544 0.02076 0.0002597 273 640: 4%|▎ | 1/28 [00:00<00:05, 4.50it/s] 133/299 7.15G 0.02544 0.02076 0.0002597 273 640: 7%|▋ | 2/28 [00:00<00:12, 2.02it/s] 133/299 7.15G 0.02593 0.02183 0.0002421 330 640: 7%|▋ | 2/28 [00:01<00:12, 2.02it/s] 133/299 7.15G 0.02593 0.02183 0.0002421 330 640: 11%|█ | 3/28 [00:01<00:09, 2.73it/s] 133/299 7.15G 0.02608 0.02196 0.0002772 254 640: 11%|█ | 3/28 [00:01<00:09, 2.73it/s] 133/299 7.15G 0.02608 0.02196 0.0002772 254 640: 14%|█▍ | 4/28 [00:01<00:07, 3.18it/s] 133/299 7.15G 0.02645 0.02176 0.0002706 237 640: 14%|█▍ | 4/28 [00:05<00:07, 3.18it/s] 133/299 7.15G 0.02645 0.02176 0.0002706 237 640: 18%|█▊ | 5/28 [00:05<00:40, 1.75s/it] 133/299 7.15G 0.02615 0.02148 0.0002748 266 640: 18%|█▊ | 5/28 [00:05<00:40, 1.75s/it] 133/299 7.15G 0.02615 0.02148 0.0002748 266 640: 21%|██▏ | 6/28 [00:05<00:27, 1.24s/it] 133/299 7.15G 0.02636 0.02188 0.0002577 343 640: 21%|██▏ | 6/28 [00:06<00:27, 1.24s/it] 133/299 7.15G 0.02636 0.02188 0.0002577 343 640: 25%|██▌ | 7/28 [00:06<00:18, 1.11it/s] 133/299 7.15G 0.02651 0.02163 0.0002552 254 640: 25%|██▌ | 7/28 [00:06<00:18, 1.11it/s] 133/299 7.15G 0.02651 0.02163 0.0002552 254 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 133/299 7.15G 0.02662 0.02169 0.0002833 289 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 133/299 7.15G 0.02662 0.02169 0.0002833 289 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 133/299 7.15G 0.02668 0.02162 0.000273 256 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 133/299 7.15G 0.02668 0.02162 0.000273 256 640: 36%|███▌ | 10/28 [00:06<00:08, 2.24it/s] 133/299 7.15G 0.02691 0.02164 0.0002708 302 640: 36%|███▌ | 10/28 [00:07<00:08, 2.24it/s] 133/299 7.15G 0.02691 0.02164 0.0002708 302 640: 39%|███▉ | 11/28 [00:07<00:06, 2.67it/s] 133/299 7.15G 0.02713 0.02157 0.000267 278 640: 39%|███▉ | 11/28 [00:07<00:06, 2.67it/s] 133/299 7.15G 0.02713 0.02157 0.000267 278 640: 43%|████▎ | 12/28 [00:07<00:05, 3.02it/s] 133/299 7.15G 0.02719 0.02178 0.000262 303 640: 43%|████▎ | 12/28 [00:10<00:05, 3.02it/s] 133/299 7.15G 0.02719 0.02178 0.000262 303 640: 46%|████▋ | 13/28 [00:10<00:19, 1.33s/it] 133/299 7.15G 0.02724 0.02179 0.000261 315 640: 46%|████▋ | 13/28 [00:11<00:19, 1.33s/it] 133/299 7.15G 0.02724 0.02179 0.000261 315 640: 50%|█████ | 14/28 [00:11<00:14, 1.00s/it] 133/299 7.15G 0.02717 0.02187 0.0002532 283 640: 50%|█████ | 14/28 [00:11<00:14, 1.00s/it] 133/299 7.15G 0.02717 0.02187 0.0002532 283 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.31it/s] 133/299 7.15G 0.02728 0.02189 0.000246 281 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.31it/s] 133/299 7.15G 0.02728 0.02189 0.000246 281 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.65it/s] 133/299 7.15G 0.02717 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s]
all 110 564 0.662 0.524 0.581 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 134/299 7.15G 0.02681 0.02198 0.0002734 283 640: 0%| | 0/28 [00:03<?, ?it/s] 134/299 7.15G 0.02681 0.02198 0.0002734 283 640: 4%|▎ | 1/28 [00:03<01:23, 3.08s/it] 134/299 7.15G 0.02726 0.02249 0.0003966 300 640: 4%|▎ | 1/28 [00:03<01:23, 3.08s/it] 134/299 7.15G 0.02726 0.02249 0.0003966 300 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 134/299 7.15G 0.0268 0.02239 0.0003205 298 640: 7%|▋ | 2/28 [00:03<00:36, 1.41s/it] 134/299 7.15G 0.0268 0.02239 0.0003205 298 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 134/299 7.15G 0.02665 0.02193 0.0003488 274 640: 11%|█ | 3/28 [00:03<00:21, 1.16it/s] 134/299 7.15G 0.02665 0.02193 0.0003488 274 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 134/299 7.15G 0.02681 0.02238 0.0003376 325 640: 14%|█▍ | 4/28 [00:04<00:14, 1.63it/s] 134/299 7.15G 0.02681 0.02238 0.0003376 325 640: 18%|█▊ | 5/28 [00:04<00:15, 1.49it/s] 134/299 7.15G 0.02665 0.02263 0.0003168 351 640: 18%|█▊ | 5/28 [00:04<00:15, 1.49it/s] 134/299 7.15G 0.02665 0.02263 0.0003168 351 640: 21%|██▏ | 6/28 [00:04<00:11, 1.90it/s] 134/299 7.15G 0.02632 0.02196 0.0003087 238 640: 21%|██▏ | 6/28 [00:04<00:11, 1.90it/s] 134/299 7.15G 0.02632 0.02196 0.0003087 238 640: 25%|██▌ | 7/28 [00:04<00:08, 2.36it/s] 134/299 7.15G 0.02619 0.02176 0.0003355 287 640: 25%|██▌ | 7/28 [00:05<00:08, 2.36it/s] 134/299 7.15G 0.02619 0.02176 0.0003355 287 640: 29%|██▊ | 8/28 [00:05<00:07, 2.73it/s] 134/299 7.15G 0.02612 0.02205 0.0003483 321 640: 29%|██▊ | 8/28 [00:08<00:07, 2.73it/s] 134/299 7.15G 0.02612 0.02205 0.0003483 321 640: 32%|███▏ | 9/28 [00:08<00:22, 1.20s/it] 134/299 7.15G 0.02613 0.02184 0.0003764 249 640: 32%|███▏ | 9/28 [00:08<00:22, 1.20s/it] 134/299 7.15G 0.02613 0.02184 0.0003764 249 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 134/299 7.15G 0.026 0.0218 0.0003625 244 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 134/299 7.15G 0.026 0.0218 0.0003625 244 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 134/299 7.15G 0.02581 0.02181 0.0003756 311 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 134/299 7.15G 0.02581 0.02181 0.0003756 311 640: 43%|████▎ | 12/28 [00:08<00:08, 1.81it/s] 134/299 7.15G 0.0259 0.02162 0.0003685 222 640: 43%|████▎ | 12/28 [00:09<00:08, 1.81it/s] 134/299 7.15G 0.0259 0.02162 0.0003685 222 640: 46%|████▋ | 13/28 [00:09<00:09, 1.61it/s] 134/299 7.15G 0.02598 0.02149 0.0003553 235 640: 46%|████▋ | 13/28 [00:09<00:09, 1.61it/s] 134/299 7.15G 0.02598 0.02149 0.0003553 235 640: 50%|█████ | 14/28 [00:09<00:07, 1.97it/s] 134/299 7.15G 0.02596 0.02142 0.0003574 250 640: 50%|█████ | 14/28 [00:10<00:07, 1.97it/s] 134/299 7.15G 0.02596 0.02142 0.0003574 250 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.39it/s] 134/299 7.15G 0.02606 0.02148 0.0003583 326 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.39it/s] 134/299 7.15G 0.02606 0.02148 0.0003583 326 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.75it/s] 134/299 7.15G 0.02607 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.07it/s]
all 110 564 0.625 0.558 0.572 0.284
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 135/299 7.15G 0.02417 0.01834 0.0001997 231 640: 0%| | 0/28 [00:00<?, ?it/s] 135/299 7.15G 0.02417 0.01834 0.0001997 231 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 135/299 7.15G 0.02544 0.0201 0.0003037 286 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 135/299 7.15G 0.02544 0.0201 0.0003037 286 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 135/299 7.15G 0.02537 0.01991 0.0003355 262 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 135/299 7.15G 0.02537 0.01991 0.0003355 262 640: 11%|█ | 3/28 [00:00<00:05, 4.51it/s] 135/299 7.15G 0.02527 0.02014 0.0003046 302 640: 11%|█ | 3/28 [00:00<00:05, 4.51it/s] 135/299 7.15G 0.02527 0.02014 0.0003046 302 640: 14%|█▍ | 4/28 [00:00<00:05, 4.41it/s] 135/299 7.15G 0.02524 0.02093 0.0002894 296 640: 14%|█▍ | 4/28 [00:03<00:05, 4.41it/s] 135/299 7.15G 0.02524 0.02093 0.0002894 296 640: 18%|█▊ | 5/28 [00:03<00:27, 1.21s/it] 135/299 7.15G 0.02533 0.02076 0.000283 242 640: 18%|█▊ | 5/28 [00:04<00:27, 1.21s/it] 135/299 7.15G 0.02533 0.02076 0.000283 242 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 135/299 7.15G 0.0259 0.0208 0.0003339 319 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 135/299 7.15G 0.0259 0.0208 0.0003339 319 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 135/299 7.15G 0.02586 0.02111 0.000318 278 640: 25%|██▌ | 7/28 [00:04<00:13, 1.51it/s] 135/299 7.15G 0.02586 0.02111 0.000318 278 640: 29%|██▊ | 8/28 [00:04<00:10, 1.88it/s] 135/299 7.15G 0.02584 0.02154 0.0003069 304 640: 29%|██▊ | 8/28 [00:06<00:10, 1.88it/s] 135/299 7.15G 0.02584 0.02154 0.0003069 304 640: 32%|███▏ | 9/28 [00:06<00:19, 1.00s/it] 135/299 7.15G 0.02588 0.02151 0.0002962 271 640: 32%|███▏ | 9/28 [00:06<00:19, 1.00s/it] 135/299 7.15G 0.02588 0.02151 0.0002962 271 640: 36%|███▌ | 10/28 [00:06<00:13, 1.30it/s] 135/299 7.15G 0.02601 0.02144 0.0003019 275 640: 36%|███▌ | 10/28 [00:07<00:13, 1.30it/s] 135/299 7.15G 0.02601 0.02144 0.0003019 275 640: 39%|███▉ | 11/28 [00:07<00:10, 1.67it/s] 135/299 7.15G 0.02599 0.02128 0.00031 231 640: 39%|███▉ | 11/28 [00:07<00:10, 1.67it/s] 135/299 7.15G 0.02599 0.02128 0.00031 231 640: 43%|████▎ | 12/28 [00:07<00:07, 2.03it/s] 135/299 7.15G 0.02643 0.02129 0.0003047 218 640: 43%|████▎ | 12/28 [00:09<00:07, 2.03it/s] 135/299 7.15G 0.02643 0.02129 0.0003047 218 640: 46%|████▋ | 13/28 [00:09<00:13, 1.12it/s] 135/299 7.15G 0.0264 0.02135 0.0003032 295 640: 46%|████▋ | 13/28 [00:09<00:13, 1.12it/s] 135/299 7.15G 0.0264 0.02135 0.0003032 295 640: 50%|█████ | 14/28 [00:09<00:09, 1.43it/s] 135/299 7.15G 0.02642 0.02167 0.0003036 339 640: 50%|█████ | 14/28 [00:09<00:09, 1.43it/s] 135/299 7.15G 0.02642 0.02167 0.0003036 339 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.81it/s] 135/299 7.15G 0.02637 0.0216 0.0003027 306 640: 54%|█████▎ | 15/28 [00:09<00:07, 1.81it/s] 135/299 7.15G 0.02637 0.0216 0.0003027 306 640: 57%|█████▋ | 16/28 [00:09<00:05, 2.19it/s] 135/299 7.15G 0.02632 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s]
all 110 564 0.627 0.599 0.601 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 136/299 7.15G 0.02766 0.02057 0.0002602 277 640: 0%| | 0/28 [00:02<?, ?it/s] 136/299 7.15G 0.02766 0.02057 0.0002602 277 640: 4%|▎ | 1/28 [00:02<00:55, 2.04s/it] 136/299 7.15G 0.02764 0.0228 0.0002254 314 640: 4%|▎ | 1/28 [00:02<00:55, 2.04s/it] 136/299 7.15G 0.02764 0.0228 0.0002254 314 640: 7%|▋ | 2/28 [00:02<00:25, 1.02it/s] 136/299 7.15G 0.02662 0.02242 0.0002146 258 640: 7%|▋ | 2/28 [00:02<00:25, 1.02it/s] 136/299 7.15G 0.02662 0.02242 0.0002146 258 640: 11%|█ | 3/28 [00:02<00:15, 1.58it/s] 136/299 7.15G 0.02641 0.02327 0.0002318 315 640: 11%|█ | 3/28 [00:02<00:15, 1.58it/s] 136/299 7.15G 0.02641 0.02327 0.0002318 315 640: 14%|█▍ | 4/28 [00:02<00:11, 2.09it/s] 136/299 7.15G 0.02626 0.02259 0.0002298 260 640: 14%|█▍ | 4/28 [00:04<00:11, 2.09it/s] 136/299 7.15G 0.02626 0.02259 0.0002298 260 640: 18%|█▊ | 5/28 [00:04<00:21, 1.09it/s] 136/299 7.15G 0.02615 0.02256 0.0002278 298 640: 18%|█▊ | 5/28 [00:04<00:21, 1.09it/s] 136/299 7.15G 0.02615 0.02256 0.0002278 298 640: 21%|██▏ | 6/28 [00:04<00:15, 1.45it/s] 136/299 7.15G 0.0262 0.02265 0.0002391 309 640: 21%|██▏ | 6/28 [00:04<00:15, 1.45it/s] 136/299 7.15G 0.0262 0.02265 0.0002391 309 640: 25%|██▌ | 7/28 [00:04<00:11, 1.87it/s] 136/299 7.15G 0.02604 0.02257 0.0002539 275 640: 25%|██▌ | 7/28 [00:05<00:11, 1.87it/s] 136/299 7.15G 0.02604 0.02257 0.0002539 275 640: 29%|██▊ | 8/28 [00:05<00:08, 2.27it/s] 136/299 7.15G 0.02594 0.0222 0.000247 256 640: 29%|██▊ | 8/28 [00:07<00:08, 2.27it/s] 136/299 7.15G 0.02594 0.0222 0.000247 256 640: 32%|███▏ | 9/28 [00:07<00:20, 1.09s/it] 136/299 7.15G 0.02589 0.02202 0.0002509 252 640: 32%|███▏ | 9/28 [00:07<00:20, 1.09s/it] 136/299 7.15G 0.02589 0.02202 0.0002509 252 640: 36%|███▌ | 10/28 [00:07<00:14, 1.21it/s] 136/299 7.15G 0.0257 0.02197 0.0002487 291 640: 36%|███▌ | 10/28 [00:08<00:14, 1.21it/s] 136/299 7.15G 0.0257 0.02197 0.0002487 291 640: 39%|███▉ | 11/28 [00:08<00:10, 1.57it/s] 136/299 7.15G 0.02587 0.02187 0.0002455 271 640: 39%|███▉ | 11/28 [00:08<00:10, 1.57it/s] 136/299 7.15G 0.02587 0.02187 0.0002455 271 640: 43%|████▎ | 12/28 [00:08<00:08, 1.95it/s] 136/299 7.15G 0.02586 0.02195 0.0002407 249 640: 43%|████▎ | 12/28 [00:09<00:08, 1.95it/s] 136/299 7.15G 0.02586 0.02195 0.0002407 249 640: 46%|████▋ | 13/28 [00:09<00:12, 1.25it/s] 136/299 7.15G 0.02578 0.02172 0.0002359 249 640: 46%|████▋ | 13/28 [00:10<00:12, 1.25it/s] 136/299 7.15G 0.02578 0.02172 0.0002359 249 640: 50%|█████ | 14/28 [00:10<00:08, 1.58it/s] 136/299 7.15G 0.02591 0.02191 0.000255 312 640: 50%|█████ | 14/28 [00:10<00:08, 1.58it/s] 136/299 7.15G 0.02591 0.02191 0.000255 312 640: 54%|█████▎ | 15/28 [00:10<00:06, 1.97it/s] 136/299 7.15G 0.02582 0.02181 0.0002524 247 640: 54%|█████▎ | 15/28 [00:10<00:06, 1.97it/s] 136/299 7.15G 0.02582 0.02181 0.0002524 247 640: 57%|█████▋ | 16/28 [00:10<00:05, 2.34it/s] 136/299 7.15G 0.0258 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.23it/s]
all 110 564 0.665 0.623 0.624 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 137/299 7.15G 0.02434 0.02021 0.0001435 254 640: 0%| | 0/28 [00:02<?, ?it/s] 137/299 7.15G 0.02434 0.02021 0.0001435 254 640: 4%|▎ | 1/28 [00:02<00:55, 2.05s/it] 137/299 7.15G 0.02506 0.02041 0.0001909 252 640: 4%|▎ | 1/28 [00:02<00:55, 2.05s/it] 137/299 7.15G 0.02506 0.02041 0.0001909 252 640: 7%|▋ | 2/28 [00:02<00:25, 1.01it/s] 137/299 7.15G 0.02518 0.02015 0.0002416 255 640: 7%|▋ | 2/28 [00:02<00:25, 1.01it/s] 137/299 7.15G 0.02518 0.02015 0.0002416 255 640: 11%|█ | 3/28 [00:02<00:15, 1.57it/s] 137/299 7.15G 0.0257 0.02008 0.0002204 249 640: 11%|█ | 3/28 [00:02<00:15, 1.57it/s] 137/299 7.15G 0.0257 0.02008 0.0002204 249 640: 14%|█▍ | 4/28 [00:02<00:11, 2.08it/s] 137/299 7.15G 0.02579 0.02034 0.0002207 313 640: 14%|█▍ | 4/28 [00:05<00:11, 2.08it/s] 137/299 7.15G 0.02579 0.02034 0.0002207 313 640: 18%|█▊ | 5/28 [00:05<00:25, 1.12s/it] 137/299 7.15G 0.02566 0.02029 0.0002197 258 640: 18%|█▊ | 5/28 [00:05<00:25, 1.12s/it] 137/299 7.15G 0.02566 0.02029 0.0002197 258 640: 21%|██▏ | 6/28 [00:05<00:17, 1.22it/s] 137/299 7.15G 0.02541 0.02026 0.0002147 256 640: 21%|██▏ | 6/28 [00:05<00:17, 1.22it/s] 137/299 7.15G 0.02541 0.02026 0.0002147 256 640: 25%|██▌ | 7/28 [00:05<00:13, 1.61it/s] 137/299 7.15G 0.02551 0.0203 0.000208 289 640: 25%|██▌ | 7/28 [00:05<00:13, 1.61it/s] 137/299 7.15G 0.02551 0.0203 0.000208 289 640: 29%|██▊ | 8/28 [00:05<00:09, 2.00it/s] 137/299 7.15G 0.02558 0.02031 0.0002083 264 640: 29%|██▊ | 8/28 [00:07<00:09, 2.00it/s] 137/299 7.15G 0.02558 0.02031 0.0002083 264 640: 32%|███▏ | 9/28 [00:07<00:18, 1.02it/s] 137/299 7.15G 0.02587 0.02033 0.0002106 299 640: 32%|███▏ | 9/28 [00:07<00:18, 1.02it/s] 137/299 7.15G 0.02587 0.02033 0.0002106 299 640: 36%|███▌ | 10/28 [00:07<00:13, 1.33it/s] 137/299 7.15G 0.02575 0.02042 0.0002183 289 640: 36%|███▌ | 10/28 [00:08<00:13, 1.33it/s] 137/299 7.15G 0.02575 0.02042 0.0002183 289 640: 39%|███▉ | 11/28 [00:08<00:10, 1.70it/s] 137/299 7.15G 0.02596 0.02056 0.0002248 286 640: 39%|███▉ | 11/28 [00:08<00:10, 1.70it/s] 137/299 7.15G 0.02596 0.02056 0.0002248 286 640: 43%|████▎ | 12/28 [00:08<00:07, 2.08it/s] 137/299 7.15G 0.02584 0.02045 0.0002186 254 640: 43%|████▎ | 12/28 [00:10<00:07, 2.08it/s] 137/299 7.15G 0.02584 0.02045 0.0002186 254 640: 46%|████▋ | 13/28 [00:10<00:14, 1.05it/s] 137/299 7.15G 0.02578 0.02068 0.0002238 290 640: 46%|████▋ | 13/28 [00:10<00:14, 1.05it/s] 137/299 7.15G 0.02578 0.02068 0.0002238 290 640: 50%|█████ | 14/28 [00:10<00:10, 1.36it/s] 137/299 7.15G 0.02573 0.02073 0.0002242 303 640: 50%|█████ | 14/28 [00:10<00:10, 1.36it/s] 137/299 7.15G 0.02573 0.02073 0.0002242 303 640: 54%|█████▎ | 15/28 [00:10<00:07, 1.73it/s] 137/299 7.15G 0.02579 0.02079 0.000224 312 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.73it/s] 137/299 7.15G 0.02579 0.02079 0.000224 312 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.11it/s] 137/299 7.15G 0.0258 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.635 0.605 0.603 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 138/299 7.15G 0.02536 0.018 0.0001927 205 640: 0%| | 0/28 [00:03<?, ?it/s] 138/299 7.15G 0.02536 0.018 0.0001927 205 640: 4%|▎ | 1/28 [00:03<01:22, 3.05s/it] 138/299 7.15G 0.02397 0.0186 0.0003503 289 640: 4%|▎ | 1/28 [00:03<01:22, 3.05s/it] 138/299 7.15G 0.02397 0.0186 0.0003503 289 640: 7%|▋ | 2/28 [00:03<00:36, 1.40s/it] 138/299 7.15G 0.0252 0.02022 0.0003263 300 640: 7%|▋ | 2/28 [00:03<00:36, 1.40s/it] 138/299 7.15G 0.0252 0.02022 0.0003263 300 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 138/299 7.15G 0.0255 0.01979 0.0003114 191 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 138/299 7.15G 0.0255 0.01979 0.0003114 191 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 138/299 7.15G 0.0259 0.01995 0.000281 239 640: 14%|█▍ | 4/28 [00:05<00:14, 1.63it/s] 138/299 7.15G 0.0259 0.01995 0.000281 239 640: 18%|█▊ | 5/28 [00:05<00:20, 1.13it/s] 138/299 7.15G 0.02571 0.02064 0.0002691 367 640: 18%|█▊ | 5/28 [00:05<00:20, 1.13it/s] 138/299 7.15G 0.02571 0.02064 0.0002691 367 640: 21%|██▏ | 6/28 [00:05<00:14, 1.50it/s] 138/299 7.15G 0.0258 0.02087 0.0002682 280 640: 21%|██▏ | 6/28 [00:05<00:14, 1.50it/s] 138/299 7.15G 0.0258 0.02087 0.0002682 280 640: 25%|██▌ | 7/28 [00:05<00:10, 1.93it/s] 138/299 7.15G 0.02578 0.02084 0.0002527 294 640: 25%|██▌ | 7/28 [00:05<00:10, 1.93it/s] 138/299 7.15G 0.02578 0.02084 0.0002527 294 640: 29%|██▊ | 8/28 [00:05<00:08, 2.32it/s] 138/299 7.15G 0.02563 0.02063 0.0002546 255 640: 29%|██▊ | 8/28 [00:08<00:08, 2.32it/s] 138/299 7.15G 0.02563 0.02063 0.0002546 255 640: 32%|███▏ | 9/28 [00:08<00:21, 1.12s/it] 138/299 7.15G 0.02578 0.02074 0.000249 296 640: 32%|███▏ | 9/28 [00:08<00:21, 1.12s/it] 138/299 7.15G 0.02578 0.02074 0.000249 296 640: 36%|███▌ | 10/28 [00:08<00:15, 1.17it/s] 138/299 7.15G 0.02593 0.02055 0.0002536 221 640: 36%|███▌ | 10/28 [00:08<00:15, 1.17it/s] 138/299 7.15G 0.02593 0.02055 0.0002536 221 640: 39%|███▉ | 11/28 [00:08<00:11, 1.52it/s] 138/299 7.15G 0.02588 0.0204 0.0002611 245 640: 39%|███▉ | 11/28 [00:09<00:11, 1.52it/s] 138/299 7.15G 0.02588 0.0204 0.0002611 245 640: 43%|████▎ | 12/28 [00:09<00:08, 1.88it/s] 138/299 7.15G 0.02587 0.02059 0.000276 305 640: 43%|████▎ | 12/28 [00:10<00:08, 1.88it/s] 138/299 7.15G 0.02587 0.02059 0.000276 305 640: 46%|████▋ | 13/28 [00:10<00:11, 1.36it/s] 138/299 7.15G 0.0258 0.02053 0.0002688 252 640: 46%|████▋ | 13/28 [00:10<00:11, 1.36it/s] 138/299 7.15G 0.0258 0.02053 0.0002688 252 640: 50%|█████ | 14/28 [00:10<00:08, 1.70it/s] 138/299 7.15G 0.02576 0.02068 0.0002618 305 640: 50%|█████ | 14/28 [00:10<00:08, 1.70it/s] 138/299 7.15G 0.02576 0.02068 0.0002618 305 640: 54%|█████▎ | 15/28 [00:10<00:06, 2.10it/s] 138/299 7.15G 0.02581 0.02078 0.0002556 298 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.10it/s] 138/299 7.15G 0.02581 0.02078 0.0002556 298 640: 57%|█████▋ | 16/28 [00:11<00:04, 2.46it/s] 138/299 7.15G 0.02577 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.675 0.592 0.611 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 139/299 7.15G 0.02568 0.02144 0.0001532 272 640: 0%| | 0/28 [00:00<?, ?it/s] 139/299 7.15G 0.02568 0.02144 0.0001532 272 640: 4%|▎ | 1/28 [00:00<00:07, 3.55it/s] 139/299 7.15G 0.02613 0.02082 0.0001821 255 640: 4%|▎ | 1/28 [00:00<00:07, 3.55it/s] 139/299 7.15G 0.02613 0.02082 0.0001821 255 640: 7%|▋ | 2/28 [00:00<00:06, 3.87it/s] 139/299 7.15G 0.0257 0.02141 0.0001812 297 640: 7%|▋ | 2/28 [00:00<00:06, 3.87it/s] 139/299 7.15G 0.0257 0.02141 0.0001812 297 640: 11%|█ | 3/28 [00:00<00:05, 4.19it/s] 139/299 7.15G 0.02597 0.02112 0.000186 275 640: 11%|█ | 3/28 [00:00<00:05, 4.19it/s] 139/299 7.15G 0.02597 0.02112 0.000186 275 640: 14%|█▍ | 4/28 [00:00<00:05, 4.16it/s] 139/299 7.15G 0.02563 0.0212 0.0001846 297 640: 14%|█▍ | 4/28 [00:04<00:05, 4.16it/s] 139/299 7.15G 0.02563 0.0212 0.0001846 297 640: 18%|█▊ | 5/28 [00:04<00:31, 1.35s/it] 139/299 7.15G 0.0254 0.02058 0.0002263 198 640: 18%|█▊ | 5/28 [00:04<00:31, 1.35s/it] 139/299 7.15G 0.0254 0.02058 0.0002263 198 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 139/299 7.15G 0.0253 0.02045 0.0002218 246 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 139/299 7.15G 0.0253 0.02045 0.0002218 246 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 139/299 7.15G 0.02575 0.02056 0.0002161 281 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 139/299 7.15G 0.02575 0.02056 0.0002161 281 640: 29%|██▊ | 8/28 [00:04<00:11, 1.75it/s] 139/299 7.15G 0.02592 0.02078 0.0002426 329 640: 29%|██▊ | 8/28 [00:06<00:11, 1.75it/s] 139/299 7.15G 0.02592 0.02078 0.0002426 329 640: 32%|███▏ | 9/28 [00:06<00:15, 1.21it/s] 139/299 7.15G 0.02578 0.02073 0.0002486 275 640: 32%|███▏ | 9/28 [00:06<00:15, 1.21it/s] 139/299 7.15G 0.02578 0.02073 0.0002486 275 640: 36%|███▌ | 10/28 [00:06<00:11, 1.55it/s] 139/299 7.15G 0.02577 0.02072 0.0002446 256 640: 36%|███▌ | 10/28 [00:06<00:11, 1.55it/s] 139/299 7.15G 0.02577 0.02072 0.0002446 256 640: 39%|███▉ | 11/28 [00:06<00:08, 1.95it/s] 139/299 7.15G 0.02582 0.02092 0.0002461 269 640: 39%|███▉ | 11/28 [00:07<00:08, 1.95it/s] 139/299 7.15G 0.02582 0.02092 0.0002461 269 640: 43%|████▎ | 12/28 [00:07<00:06, 2.32it/s] 139/299 7.15G 0.02577 0.02116 0.0002396 319 640: 43%|████▎ | 12/28 [00:09<00:06, 2.32it/s] 139/299 7.15G 0.02577 0.02116 0.0002396 319 640: 46%|████▋ | 13/28 [00:09<00:15, 1.04s/it] 139/299 7.15G 0.02575 0.02114 0.0002335 251 640: 46%|████▋ | 13/28 [00:09<00:15, 1.04s/it] 139/299 7.15G 0.02575 0.02114 0.0002335 251 640: 50%|█████ | 14/28 [00:09<00:11, 1.25it/s] 139/299 7.15G 0.02574 0.02137 0.0002453 318 640: 50%|█████ | 14/28 [00:09<00:11, 1.25it/s] 139/299 7.15G 0.02574 0.02137 0.0002453 318 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.60it/s] 139/299 7.15G 0.02585 0.02127 0.0002419 247 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.60it/s] 139/299 7.15G 0.02585 0.02127 0.0002419 247 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.96it/s] 139/299 7.15G 0.02588
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.643 0.622 0.614 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 140/299 7.15G 0.02613 0.02089 0.0002987 243 640: 0%| | 0/28 [00:01<?, ?it/s] 140/299 7.15G 0.02613 0.02089 0.0002987 243 640: 4%|▎ | 1/28 [00:01<00:34, 1.26s/it] 140/299 7.15G 0.02527 0.02032 0.0002508 295 640: 4%|▎ | 1/28 [00:01<00:34, 1.26s/it] 140/299 7.15G 0.02527 0.02032 0.0002508 295 640: 7%|▋ | 2/28 [00:01<00:17, 1.51it/s] 140/299 7.15G 0.0251 0.02115 0.000227 311 640: 7%|▋ | 2/28 [00:01<00:17, 1.51it/s] 140/299 7.15G 0.0251 0.02115 0.000227 311 640: 11%|█ | 3/28 [00:01<00:11, 2.18it/s] 140/299 7.15G 0.02542 0.02145 0.0002189 268 640: 11%|█ | 3/28 [00:01<00:11, 2.18it/s] 140/299 7.15G 0.02542 0.02145 0.0002189 268 640: 14%|█▍ | 4/28 [00:01<00:08, 2.67it/s] 140/299 7.15G 0.02549 0.02111 0.0002262 235 640: 14%|█▍ | 4/28 [00:05<00:08, 2.67it/s] 140/299 7.15G 0.02549 0.02111 0.0002262 235 640: 18%|█▊ | 5/28 [00:05<00:34, 1.49s/it] 140/299 7.15G 0.02571 0.02112 0.000254 311 640: 18%|█▊ | 5/28 [00:05<00:34, 1.49s/it] 140/299 7.15G 0.02571 0.02112 0.000254 311 640: 21%|██▏ | 6/28 [00:05<00:23, 1.06s/it] 140/299 7.15G 0.0259 0.02132 0.0002676 330 640: 21%|██▏ | 6/28 [00:05<00:23, 1.06s/it] 140/299 7.15G 0.0259 0.02132 0.0002676 330 640: 25%|██▌ | 7/28 [00:05<00:16, 1.28it/s] 140/299 7.15G 0.02577 0.02115 0.000262 239 640: 25%|██▌ | 7/28 [00:06<00:16, 1.28it/s] 140/299 7.15G 0.02577 0.02115 0.000262 239 640: 29%|██▊ | 8/28 [00:06<00:12, 1.64it/s] 140/299 7.15G 0.02598 0.02118 0.0002628 307 640: 29%|██▊ | 8/28 [00:06<00:12, 1.64it/s] 140/299 7.15G 0.02598 0.02118 0.0002628 307 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 140/299 7.15G 0.02613 0.02107 0.0002577 268 640: 32%|███▏ | 9/28 [00:06<00:10, 1.89it/s] 140/299 7.15G 0.02613 0.02107 0.0002577 268 640: 36%|███▌ | 10/28 [00:06<00:07, 2.27it/s] 140/299 7.15G 0.02602 0.02137 0.0002527 284 640: 36%|███▌ | 10/28 [00:06<00:07, 2.27it/s] 140/299 7.15G 0.02602 0.02137 0.0002527 284 640: 39%|███▉ | 11/28 [00:06<00:06, 2.69it/s] 140/299 7.15G 0.02595 0.02162 0.0002809 300 640: 39%|███▉ | 11/28 [00:07<00:06, 2.69it/s] 140/299 7.15G 0.02595 0.02162 0.0002809 300 640: 43%|████▎ | 12/28 [00:07<00:05, 3.03it/s] 140/299 7.15G 0.02601 0.02129 0.0003091 216 640: 43%|████▎ | 12/28 [00:11<00:05, 3.03it/s] 140/299 7.15G 0.02601 0.02129 0.0003091 216 640: 46%|████▋ | 13/28 [00:11<00:21, 1.40s/it] 140/299 7.15G 0.02608 0.02145 0.0003448 299 640: 46%|████▋ | 13/28 [00:11<00:21, 1.40s/it] 140/299 7.15G 0.02608 0.02145 0.0003448 299 640: 50%|█████ | 14/28 [00:11<00:14, 1.05s/it] 140/299 7.15G 0.02612 0.02143 0.0003439 268 640: 50%|█████ | 14/28 [00:11<00:14, 1.05s/it] 140/299 7.15G 0.02612 0.02143 0.0003439 268 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.25it/s] 140/299 7.15G 0.02613 0.0214 0.0003463 265 640: 54%|█████▎ | 15/28 [00:11<00:10, 1.25it/s] 140/299 7.15G 0.02613 0.0214 0.0003463 265 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.59it/s] 140/299 7.15G 0.02613 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.633 0.602 0.603 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 141/299 7.15G 0.02726 0.01735 0.0008029 241 640: 0%| | 0/28 [00:04<?, ?it/s] 141/299 7.15G 0.02726 0.01735 0.0008029 241 640: 4%|▎ | 1/28 [00:04<01:56, 4.31s/it] 141/299 7.15G 0.02634 0.01921 0.0004998 243 640: 4%|▎ | 1/28 [00:04<01:56, 4.31s/it] 141/299 7.15G 0.02634 0.01921 0.0004998 243 640: 7%|▋ | 2/28 [00:04<00:49, 1.91s/it] 141/299 7.15G 0.02604 0.01972 0.0004058 291 640: 7%|▋ | 2/28 [00:04<00:49, 1.91s/it] 141/299 7.15G 0.02604 0.01972 0.0004058 291 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 141/299 7.15G 0.026 0.01892 0.0003911 222 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 141/299 7.15G 0.026 0.01892 0.0003911 222 640: 14%|█▍ | 4/28 [00:04<00:18, 1.28it/s] 141/299 7.15G 0.02655 0.01944 0.0004889 327 640: 14%|█▍ | 4/28 [00:05<00:18, 1.28it/s] 141/299 7.15G 0.02655 0.01944 0.0004889 327 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 141/299 7.15G 0.02643 0.01974 0.0004392 253 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 141/299 7.15G 0.02643 0.01974 0.0004392 253 640: 21%|██▏ | 6/28 [00:05<00:10, 2.17it/s] 141/299 7.15G 0.02639 0.02012 0.0004096 302 640: 21%|██▏ | 6/28 [00:05<00:10, 2.17it/s] 141/299 7.15G 0.02639 0.02012 0.0004096 302 640: 25%|██▌ | 7/28 [00:05<00:07, 2.63it/s] 141/299 7.15G 0.02618 0.02019 0.0004017 278 640: 25%|██▌ | 7/28 [00:05<00:07, 2.63it/s] 141/299 7.15G 0.02618 0.02019 0.0004017 278 640: 29%|██▊ | 8/28 [00:05<00:06, 2.97it/s] 141/299 7.15G 0.02613 0.02055 0.0003793 322 640: 29%|██▊ | 8/28 [00:09<00:06, 2.97it/s] 141/299 7.15G 0.02613 0.02055 0.0003793 322 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 141/299 7.15G 0.02594 0.02043 0.0003758 258 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 141/299 7.15G 0.02594 0.02043 0.0003758 258 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 141/299 7.15G 0.02601 0.02046 0.0003583 285 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 141/299 7.15G 0.02601 0.02046 0.0003583 285 640: 39%|███▉ | 11/28 [00:09<00:12, 1.33it/s] 141/299 7.15G 0.02599 0.02053 0.0003453 271 640: 39%|███▉ | 11/28 [00:10<00:12, 1.33it/s] 141/299 7.15G 0.02599 0.02053 0.0003453 271 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 141/299 7.15G 0.02602 0.02061 0.0003357 279 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 141/299 7.15G 0.02602 0.02061 0.0003357 279 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 141/299 7.15G 0.02606 0.02062 0.0003423 291 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 141/299 7.15G 0.02606 0.02062 0.0003423 291 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 141/299 7.15G 0.02612 0.0206 0.000332 279 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 141/299 7.15G 0.02612 0.0206 0.000332 279 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 141/299 7.15G 0.02609 0.02051 0.0003247 248 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.85it/s] 141/299 7.15G 0.02609 0.02051 0.0003247 248 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.14it/s] 141/299 7.15G 0.02613 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.6 0.619 0.605 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 142/299 7.15G 0.02717 0.02339 0.0003836 298 640: 0%| | 0/28 [00:00<?, ?it/s] 142/299 7.15G 0.02717 0.02339 0.0003836 298 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 142/299 7.15G 0.02599 0.0212 0.0002844 238 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 142/299 7.15G 0.02599 0.0212 0.0002844 238 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 142/299 7.15G 0.02569 0.02169 0.0002645 301 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 142/299 7.15G 0.02569 0.02169 0.0002645 301 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 142/299 7.15G 0.0257 0.02132 0.0002481 252 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 142/299 7.15G 0.0257 0.02132 0.0002481 252 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 142/299 7.15G 0.02623 0.02118 0.0002348 277 640: 14%|█▍ | 4/28 [00:03<00:05, 4.31it/s] 142/299 7.15G 0.02623 0.02118 0.0002348 277 640: 18%|█▊ | 5/28 [00:03<00:28, 1.24s/it] 142/299 7.15G 0.02668 0.0213 0.000234 310 640: 18%|█▊ | 5/28 [00:04<00:28, 1.24s/it] 142/299 7.15G 0.02668 0.0213 0.000234 310 640: 21%|██▏ | 6/28 [00:04<00:19, 1.11it/s] 142/299 7.15G 0.02683 0.02097 0.0002286 252 640: 21%|██▏ | 6/28 [00:04<00:19, 1.11it/s] 142/299 7.15G 0.02683 0.02097 0.0002286 252 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 142/299 7.15G 0.02714 0.02134 0.0002265 302 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 142/299 7.15G 0.02714 0.02134 0.0002265 302 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 142/299 7.15G 0.02698 0.02138 0.0002238 283 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 142/299 7.15G 0.02698 0.02138 0.0002238 283 640: 32%|███▏ | 9/28 [00:04<00:08, 2.29it/s] 142/299 7.15G 0.02703 0.02113 0.000239 247 640: 32%|███▏ | 9/28 [00:05<00:08, 2.29it/s] 142/299 7.15G 0.02703 0.02113 0.000239 247 640: 36%|███▌ | 10/28 [00:05<00:06, 2.67it/s] 142/299 7.15G 0.02714 0.02134 0.0002366 293 640: 36%|███▌ | 10/28 [00:05<00:06, 2.67it/s] 142/299 7.15G 0.02714 0.02134 0.0002366 293 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 142/299 7.15G 0.02704 0.02122 0.0002424 215 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 142/299 7.15G 0.02704 0.02122 0.0002424 215 640: 43%|████▎ | 12/28 [00:05<00:04, 3.38it/s] 142/299 7.15G 0.02698 0.02116 0.0002519 258 640: 43%|████▎ | 12/28 [00:09<00:04, 3.38it/s] 142/299 7.15G 0.02698 0.02116 0.0002519 258 640: 46%|████▋ | 13/28 [00:09<00:20, 1.40s/it] 142/299 7.15G 0.02699 0.02125 0.0002522 332 640: 46%|████▋ | 13/28 [00:09<00:20, 1.40s/it] 142/299 7.15G 0.02699 0.02125 0.0002522 332 640: 50%|█████ | 14/28 [00:09<00:14, 1.05s/it] 142/299 7.15G 0.02696 0.02119 0.0002783 275 640: 50%|█████ | 14/28 [00:09<00:14, 1.05s/it] 142/299 7.15G 0.02696 0.02119 0.0002783 275 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.25it/s] 142/299 7.15G 0.02718 0.02104 0.0003168 221 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.25it/s] 142/299 7.15G 0.02718 0.02104 0.0003168 221 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.59it/s] 142/299 7.15G 0.02716 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.66 0.567 0.609 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 143/299 7.15G 0.02428 0.02251 0.0003139 287 640: 0%| | 0/28 [00:02<?, ?it/s] 143/299 7.15G 0.02428 0.02251 0.0003139 287 640: 4%|▎ | 1/28 [00:02<01:19, 2.94s/it] 143/299 7.15G 0.02453 0.02137 0.0003747 274 640: 4%|▎ | 1/28 [00:03<01:19, 2.94s/it] 143/299 7.15G 0.02453 0.02137 0.0003747 274 640: 7%|▋ | 2/28 [00:03<00:35, 1.35s/it] 143/299 7.15G 0.02543 0.02207 0.0003358 306 640: 7%|▋ | 2/28 [00:03<00:35, 1.35s/it] 143/299 7.15G 0.02543 0.02207 0.0003358 306 640: 11%|█ | 3/28 [00:03<00:20, 1.20it/s] 143/299 7.15G 0.02556 0.02323 0.0003052 299 640: 11%|█ | 3/28 [00:03<00:20, 1.20it/s] 143/299 7.15G 0.02556 0.02323 0.0003052 299 640: 14%|█▍ | 4/28 [00:03<00:14, 1.67it/s] 143/299 7.15G 0.02546 0.02239 0.0003137 237 640: 14%|█▍ | 4/28 [00:03<00:14, 1.67it/s] 143/299 7.15G 0.02546 0.02239 0.0003137 237 640: 18%|█▊ | 5/28 [00:03<00:10, 2.17it/s] 143/299 7.15G 0.02538 0.02248 0.0003003 292 640: 18%|█▊ | 5/28 [00:04<00:10, 2.17it/s] 143/299 7.15G 0.02538 0.02248 0.0003003 292 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 143/299 7.15G 0.02583 0.02219 0.000341 233 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 143/299 7.15G 0.02583 0.02219 0.000341 233 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 143/299 7.15G 0.02569 0.02195 0.0003305 242 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 143/299 7.15G 0.02569 0.02195 0.0003305 242 640: 29%|██▊ | 8/28 [00:04<00:05, 3.36it/s] 143/299 7.15G 0.02559 0.02175 0.0003126 269 640: 29%|██▊ | 8/28 [00:08<00:05, 3.36it/s] 143/299 7.15G 0.02559 0.02175 0.0003126 269 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 143/299 7.15G 0.02558 0.02172 0.0003371 260 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 143/299 7.15G 0.02558 0.02172 0.0003371 260 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 143/299 7.15G 0.02553 0.02136 0.0003356 250 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 143/299 7.15G 0.02553 0.02136 0.0003356 250 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 143/299 7.15G 0.02553 0.02123 0.0003342 255 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 143/299 7.15G 0.02553 0.02123 0.0003342 255 640: 43%|████▎ | 12/28 [00:08<00:09, 1.64it/s] 143/299 7.15G 0.02562 0.02118 0.0003387 226 640: 43%|████▎ | 12/28 [00:09<00:09, 1.64it/s] 143/299 7.15G 0.02562 0.02118 0.0003387 226 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 143/299 7.15G 0.02571 0.02114 0.0003284 301 640: 46%|████▋ | 13/28 [00:09<00:07, 2.04it/s] 143/299 7.15G 0.02571 0.02114 0.0003284 301 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 143/299 7.15G 0.02587 0.02133 0.000318 344 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 143/299 7.15G 0.02587 0.02133 0.000318 344 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.83it/s] 143/299 7.15G 0.02576 0.02136 0.0003298 298 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.83it/s] 143/299 7.15G 0.02576 0.02136 0.0003298 298 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.15it/s] 143/299 7.15G 0.02578 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.655 0.579 0.596 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 144/299 7.15G 0.02431 0.02458 0.000165 280 640: 0%| | 0/28 [00:00<?, ?it/s] 144/299 7.15G 0.02431 0.02458 0.000165 280 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 144/299 7.15G 0.02411 0.02422 0.0003115 330 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 144/299 7.15G 0.02411 0.02422 0.0003115 330 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 144/299 7.15G 0.02504 0.02356 0.0003491 287 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 144/299 7.15G 0.02504 0.02356 0.0003491 287 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 144/299 7.15G 0.02514 0.02302 0.0004278 299 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 144/299 7.15G 0.02514 0.02302 0.0004278 299 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 144/299 7.15G 0.02517 0.02239 0.0004448 260 640: 14%|█▍ | 4/28 [00:04<00:05, 4.31it/s] 144/299 7.15G 0.02517 0.02239 0.0004448 260 640: 18%|█▊ | 5/28 [00:04<00:29, 1.29s/it] 144/299 7.15G 0.02527 0.02215 0.0004161 278 640: 18%|█▊ | 5/28 [00:04<00:29, 1.29s/it] 144/299 7.15G 0.02527 0.02215 0.0004161 278 640: 21%|██▏ | 6/28 [00:04<00:20, 1.07it/s] 144/299 7.15G 0.02524 0.02226 0.0004158 326 640: 21%|██▏ | 6/28 [00:04<00:20, 1.07it/s] 144/299 7.15G 0.02524 0.02226 0.0004158 326 640: 25%|██▌ | 7/28 [00:04<00:14, 1.44it/s] 144/299 7.15G 0.02547 0.0224 0.0003973 290 640: 25%|██▌ | 7/28 [00:04<00:14, 1.44it/s] 144/299 7.15G 0.02547 0.0224 0.0003973 290 640: 29%|██▊ | 8/28 [00:04<00:11, 1.81it/s] 144/299 7.15G 0.02555 0.02198 0.0004181 208 640: 29%|██▊ | 8/28 [00:04<00:11, 1.81it/s] 144/299 7.15G 0.02555 0.02198 0.0004181 208 640: 32%|███▏ | 9/28 [00:04<00:08, 2.24it/s] 144/299 7.15G 0.02572 0.02192 0.0004184 282 640: 32%|███▏ | 9/28 [00:05<00:08, 2.24it/s] 144/299 7.15G 0.02572 0.02192 0.0004184 282 640: 36%|███▌ | 10/28 [00:05<00:06, 2.61it/s] 144/299 7.15G 0.02572 0.0217 0.0004523 247 640: 36%|███▌ | 10/28 [00:05<00:06, 2.61it/s] 144/299 7.15G 0.02572 0.0217 0.0004523 247 640: 39%|███▉ | 11/28 [00:05<00:05, 3.00it/s] 144/299 7.15G 0.02565 0.02167 0.0004658 309 640: 39%|███▉ | 11/28 [00:05<00:05, 3.00it/s] 144/299 7.15G 0.02565 0.02167 0.0004658 309 640: 43%|████▎ | 12/28 [00:05<00:04, 3.27it/s] 144/299 7.15G 0.02543 0.0212 0.0004479 179 640: 43%|████▎ | 12/28 [00:09<00:04, 3.27it/s] 144/299 7.15G 0.02543 0.0212 0.0004479 179 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 144/299 7.15G 0.02543 0.02117 0.0004276 252 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 144/299 7.15G 0.02543 0.02117 0.0004276 252 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 144/299 7.15G 0.02544 0.02125 0.0004174 263 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 144/299 7.15G 0.02544 0.02125 0.0004174 263 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.31it/s] 144/299 7.15G 0.02543 0.02149 0.0004121 366 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 144/299 7.15G 0.02543 0.02149 0.0004121 366 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.66it/s] 144/299 7.15G 0.02542 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.19it/s]
all 110 564 0.678 0.611 0.617 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 145/299 7.15G 0.02633 0.02347 0.0002039 318 640: 0%| | 0/28 [00:04<?, ?it/s] 145/299 7.15G 0.02633 0.02347 0.0002039 318 640: 4%|▎ | 1/28 [00:04<02:00, 4.46s/it] 145/299 7.15G 0.02653 0.0215 0.0001989 262 640: 4%|▎ | 1/28 [00:04<02:00, 4.46s/it] 145/299 7.15G 0.02653 0.0215 0.0001989 262 640: 7%|▋ | 2/28 [00:04<00:51, 1.98s/it] 145/299 7.15G 0.02639 0.02164 0.000199 309 640: 7%|▋ | 2/28 [00:04<00:51, 1.98s/it] 145/299 7.15G 0.02639 0.02164 0.000199 309 640: 11%|█ | 3/28 [00:04<00:29, 1.17s/it] 145/299 7.15G 0.02623 0.022 0.0002344 303 640: 11%|█ | 3/28 [00:05<00:29, 1.17s/it] 145/299 7.15G 0.02623 0.022 0.0002344 303 640: 14%|█▍ | 4/28 [00:05<00:19, 1.24it/s] 145/299 7.15G 0.02604 0.02171 0.0002246 283 640: 14%|█▍ | 4/28 [00:05<00:19, 1.24it/s] 145/299 7.15G 0.02604 0.02171 0.0002246 283 640: 18%|█▊ | 5/28 [00:05<00:13, 1.69it/s] 145/299 7.15G 0.02594 0.02138 0.0002146 253 640: 18%|█▊ | 5/28 [00:05<00:13, 1.69it/s] 145/299 7.15G 0.02594 0.02138 0.0002146 253 640: 21%|██▏ | 6/28 [00:05<00:10, 2.11it/s] 145/299 7.15G 0.02623 0.02168 0.0002072 285 640: 21%|██▏ | 6/28 [00:05<00:10, 2.11it/s] 145/299 7.15G 0.02623 0.02168 0.0002072 285 640: 25%|██▌ | 7/28 [00:05<00:08, 2.57it/s] 145/299 7.15G 0.02604 0.02125 0.000208 265 640: 25%|██▌ | 7/28 [00:06<00:08, 2.57it/s] 145/299 7.15G 0.02604 0.02125 0.000208 265 640: 29%|██▊ | 8/28 [00:06<00:06, 2.94it/s] 145/299 7.15G 0.02612 0.02145 0.0002426 277 640: 29%|██▊ | 8/28 [00:09<00:06, 2.94it/s] 145/299 7.15G 0.02612 0.02145 0.0002426 277 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 145/299 7.15G 0.02616 0.02154 0.0002402 285 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 145/299 7.15G 0.02616 0.02154 0.0002402 285 640: 36%|███▌ | 10/28 [00:09<00:17, 1.00it/s] 145/299 7.15G 0.02588 0.02132 0.0002379 263 640: 36%|███▌ | 10/28 [00:10<00:17, 1.00it/s] 145/299 7.15G 0.02588 0.02132 0.0002379 263 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 145/299 7.15G 0.02596 0.02144 0.0002547 347 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 145/299 7.15G 0.02596 0.02144 0.0002547 347 640: 43%|████▎ | 12/28 [00:10<00:09, 1.66it/s] 145/299 7.15G 0.02579 0.02148 0.0002553 294 640: 43%|████▎ | 12/28 [00:10<00:09, 1.66it/s] 145/299 7.15G 0.02579 0.02148 0.0002553 294 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 145/299 7.15G 0.02584 0.02177 0.0002599 340 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 145/299 7.15G 0.02584 0.02177 0.0002599 340 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 145/299 7.15G 0.02589 0.02194 0.0002648 327 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 145/299 7.15G 0.02589 0.02194 0.0002648 327 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 145/299 7.15G 0.02583 0.02184 0.00026 282 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 145/299 7.15G 0.02583 0.02184 0.00026 282 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.13it/s] 145/299 7.15G 0.02583 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.37it/s]
all 110 564 0.673 0.565 0.581 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 146/299 7.15G 0.02524 0.02367 0.0002186 339 640: 0%| | 0/28 [00:00<?, ?it/s] 146/299 7.15G 0.02524 0.02367 0.0002186 339 640: 4%|▎ | 1/28 [00:00<00:05, 4.67it/s] 146/299 7.15G 0.02496 0.02266 0.0002758 310 640: 4%|▎ | 1/28 [00:00<00:05, 4.67it/s] 146/299 7.15G 0.02496 0.02266 0.0002758 310 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 146/299 7.15G 0.02482 0.02197 0.0002663 304 640: 7%|▋ | 2/28 [00:00<00:05, 4.41it/s] 146/299 7.15G 0.02482 0.02197 0.0002663 304 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 146/299 7.15G 0.02497 0.02198 0.000246 287 640: 11%|█ | 3/28 [00:00<00:05, 4.54it/s] 146/299 7.15G 0.02497 0.02198 0.000246 287 640: 14%|█▍ | 4/28 [00:00<00:05, 4.44it/s] 146/299 7.15G 0.02509 0.02234 0.0002508 299 640: 14%|█▍ | 4/28 [00:04<00:05, 4.44it/s] 146/299 7.15G 0.02509 0.02234 0.0002508 299 640: 18%|█▊ | 5/28 [00:04<00:35, 1.54s/it] 146/299 7.15G 0.02526 0.02166 0.0002374 269 640: 18%|█▊ | 5/28 [00:05<00:35, 1.54s/it] 146/299 7.15G 0.02526 0.02166 0.0002374 269 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 146/299 7.15G 0.02503 0.02211 0.0002425 379 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 146/299 7.15G 0.02503 0.02211 0.0002425 379 640: 25%|██▌ | 7/28 [00:05<00:16, 1.24it/s] 146/299 7.15G 0.02503 0.02188 0.0002342 276 640: 25%|██▌ | 7/28 [00:05<00:16, 1.24it/s] 146/299 7.15G 0.02503 0.02188 0.0002342 276 640: 29%|██▊ | 8/28 [00:05<00:12, 1.60it/s] 146/299 7.15G 0.02518 0.02226 0.0002304 360 640: 29%|██▊ | 8/28 [00:05<00:12, 1.60it/s] 146/299 7.15G 0.02518 0.02226 0.0002304 360 640: 32%|███▏ | 9/28 [00:05<00:09, 2.02it/s] 146/299 7.15G 0.02514 0.02211 0.0002311 290 640: 32%|███▏ | 9/28 [00:05<00:09, 2.02it/s] 146/299 7.15G 0.02514 0.02211 0.0002311 290 640: 36%|███▌ | 10/28 [00:05<00:07, 2.41it/s] 146/299 7.15G 0.02524 0.02202 0.0002227 249 640: 36%|███▌ | 10/28 [00:06<00:07, 2.41it/s] 146/299 7.15G 0.02524 0.02202 0.0002227 249 640: 39%|███▉ | 11/28 [00:06<00:06, 2.83it/s] 146/299 7.15G 0.02517 0.02161 0.0002304 193 640: 39%|███▉ | 11/28 [00:06<00:06, 2.83it/s] 146/299 7.15G 0.02517 0.02161 0.0002304 193 640: 43%|████▎ | 12/28 [00:06<00:05, 3.15it/s] 146/299 7.15G 0.02517 0.0215 0.0002333 259 640: 43%|████▎ | 12/28 [00:10<00:05, 3.15it/s] 146/299 7.15G 0.02517 0.0215 0.0002333 259 640: 46%|████▋ | 13/28 [00:10<00:19, 1.33s/it] 146/299 7.15G 0.02507 0.02145 0.0002305 284 640: 46%|████▋ | 13/28 [00:10<00:19, 1.33s/it] 146/299 7.15G 0.02507 0.02145 0.0002305 284 640: 50%|█████ | 14/28 [00:10<00:13, 1.00it/s] 146/299 7.15G 0.02512 0.02132 0.0002326 274 640: 50%|█████ | 14/28 [00:10<00:13, 1.00it/s] 146/299 7.15G 0.02512 0.02132 0.0002326 274 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 146/299 7.15G 0.02515 0.02116 0.0002291 260 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 146/299 7.15G 0.02515 0.02116 0.0002291 260 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.65it/s] 146/299 7.15G 0.02525 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.658 0.562 0.579 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 147/299 7.15G 0.02461 0.01873 0.0001614 228 640: 0%| | 0/28 [00:04<?, ?it/s] 147/299 7.15G 0.02461 0.01873 0.0001614 228 640: 4%|▎ | 1/28 [00:04<01:52, 4.18s/it] 147/299 7.15G 0.02537 0.01898 0.0002829 242 640: 4%|▎ | 1/28 [00:04<01:52, 4.18s/it] 147/299 7.15G 0.02537 0.01898 0.0002829 242 640: 7%|▋ | 2/28 [00:04<00:48, 1.88s/it] 147/299 7.15G 0.02551 0.02033 0.0002751 292 640: 7%|▋ | 2/28 [00:04<00:48, 1.88s/it] 147/299 7.15G 0.02551 0.02033 0.0002751 292 640: 11%|█ | 3/28 [00:04<00:27, 1.12s/it] 147/299 7.15G 0.0253 0.02014 0.0002783 295 640: 11%|█ | 3/28 [00:04<00:27, 1.12s/it] 147/299 7.15G 0.0253 0.02014 0.0002783 295 640: 14%|█▍ | 4/28 [00:04<00:18, 1.30it/s] 147/299 7.15G 0.02535 0.01998 0.0002585 274 640: 14%|█▍ | 4/28 [00:05<00:18, 1.30it/s] 147/299 7.15G 0.02535 0.01998 0.0002585 274 640: 18%|█▊ | 5/28 [00:05<00:13, 1.76it/s] 147/299 7.15G 0.02542 0.02012 0.0003495 244 640: 18%|█▊ | 5/28 [00:05<00:13, 1.76it/s] 147/299 7.15G 0.02542 0.02012 0.0003495 244 640: 21%|██▏ | 6/28 [00:05<00:09, 2.20it/s] 147/299 7.15G 0.02543 0.02032 0.0003274 279 640: 21%|██▏ | 6/28 [00:05<00:09, 2.20it/s] 147/299 7.15G 0.02543 0.02032 0.0003274 279 640: 25%|██▌ | 7/28 [00:05<00:07, 2.67it/s] 147/299 7.15G 0.02553 0.02037 0.0003094 289 640: 25%|██▌ | 7/28 [00:05<00:07, 2.67it/s] 147/299 7.15G 0.02553 0.02037 0.0003094 289 640: 29%|██▊ | 8/28 [00:05<00:06, 3.04it/s] 147/299 7.15G 0.02552 0.02061 0.000309 317 640: 29%|██▊ | 8/28 [00:09<00:06, 3.04it/s] 147/299 7.15G 0.02552 0.02061 0.000309 317 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 147/299 7.15G 0.02562 0.02062 0.0003058 310 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 147/299 7.15G 0.02562 0.02062 0.0003058 310 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 147/299 7.15G 0.02576 0.02052 0.0003013 272 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 147/299 7.15G 0.02576 0.02052 0.0003013 272 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 147/299 7.15G 0.02557 0.0203 0.0003073 264 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 147/299 7.15G 0.02557 0.0203 0.0003073 264 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 147/299 7.15G 0.02558 0.02035 0.0003184 319 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 147/299 7.15G 0.02558 0.02035 0.0003184 319 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 147/299 7.15G 0.02538 0.02012 0.0003069 229 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 147/299 7.15G 0.02538 0.02012 0.0003069 229 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 147/299 7.15G 0.02535 0.02041 0.0003125 339 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 147/299 7.15G 0.02535 0.02041 0.0003125 339 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 147/299 7.15G 0.02531 0.02048 0.0003135 288 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 147/299 7.15G 0.02531 0.02048 0.0003135 288 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.14it/s] 147/299 7.15G 0.02535 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.662 0.607 0.602 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 148/299 7.15G 0.0248 0.02339 0.0001966 316 640: 0%| | 0/28 [00:00<?, ?it/s] 148/299 7.15G 0.0248 0.02339 0.0001966 316 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 148/299 7.15G 0.02542 0.02193 0.0002476 277 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 148/299 7.15G 0.02542 0.02193 0.0002476 277 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 148/299 7.15G 0.02532 0.02257 0.0002194 344 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 148/299 7.15G 0.02532 0.02257 0.0002194 344 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 148/299 7.15G 0.02522 0.02111 0.0003242 220 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 148/299 7.15G 0.02522 0.02111 0.0003242 220 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 148/299 7.15G 0.02543 0.02109 0.0003026 295 640: 14%|█▍ | 4/28 [00:05<00:05, 4.30it/s] 148/299 7.15G 0.02543 0.02109 0.0003026 295 640: 18%|█▊ | 5/28 [00:05<00:40, 1.75s/it] 148/299 7.15G 0.02545 0.02113 0.0002828 252 640: 18%|█▊ | 5/28 [00:05<00:40, 1.75s/it] 148/299 7.15G 0.02545 0.02113 0.0002828 252 640: 21%|██▏ | 6/28 [00:05<00:27, 1.24s/it] 148/299 7.15G 0.02532 0.02075 0.000295 245 640: 21%|██▏ | 6/28 [00:05<00:27, 1.24s/it] 148/299 7.15G 0.02532 0.02075 0.000295 245 640: 25%|██▌ | 7/28 [00:05<00:18, 1.11it/s] 148/299 7.15G 0.02546 0.02117 0.0002799 300 640: 25%|██▌ | 7/28 [00:06<00:18, 1.11it/s] 148/299 7.15G 0.02546 0.02117 0.0002799 300 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 148/299 7.15G 0.02535 0.02116 0.0002736 276 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 148/299 7.15G 0.02535 0.02116 0.0002736 276 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 148/299 7.15G 0.02539 0.02153 0.0002711 303 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 148/299 7.15G 0.02539 0.02153 0.0002711 303 640: 36%|███▌ | 10/28 [00:06<00:08, 2.25it/s] 148/299 7.15G 0.02551 0.02173 0.0002802 356 640: 36%|███▌ | 10/28 [00:06<00:08, 2.25it/s] 148/299 7.15G 0.02551 0.02173 0.0002802 356 640: 39%|███▉ | 11/28 [00:06<00:06, 2.67it/s] 148/299 7.15G 0.02554 0.02182 0.000293 322 640: 39%|███▉ | 11/28 [00:06<00:06, 2.67it/s] 148/299 7.15G 0.02554 0.02182 0.000293 322 640: 43%|████▎ | 12/28 [00:06<00:05, 3.02it/s] 148/299 7.15G 0.02552 0.0217 0.0002832 289 640: 43%|████▎ | 12/28 [00:10<00:05, 3.02it/s] 148/299 7.15G 0.02552 0.0217 0.0002832 289 640: 46%|████▋ | 13/28 [00:10<00:19, 1.29s/it] 148/299 7.15G 0.02545 0.02169 0.0002884 267 640: 46%|████▋ | 13/28 [00:10<00:19, 1.29s/it] 148/299 7.15G 0.02545 0.02169 0.0002884 267 640: 50%|█████ | 14/28 [00:10<00:13, 1.03it/s] 148/299 7.15G 0.0254 0.02158 0.0002889 240 640: 50%|█████ | 14/28 [00:10<00:13, 1.03it/s] 148/299 7.15G 0.0254 0.02158 0.0002889 240 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.35it/s] 148/299 7.15G 0.02535 0.02147 0.000282 261 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.35it/s] 148/299 7.15G 0.02535 0.02147 0.000282 261 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.70it/s] 148/299 7.15G 0.02529 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s]
all 110 564 0.686 0.568 0.595 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 149/299 7.15G 0.02403 0.01817 0.0001407 267 640: 0%| | 0/28 [00:03<?, ?it/s] 149/299 7.15G 0.02403 0.01817 0.0001407 267 640: 4%|▎ | 1/28 [00:03<01:29, 3.30s/it] 149/299 7.15G 0.02457 0.01832 0.0002867 268 640: 4%|▎ | 1/28 [00:03<01:29, 3.30s/it] 149/299 7.15G 0.02457 0.01832 0.0002867 268 640: 7%|▋ | 2/28 [00:03<00:38, 1.50s/it] 149/299 7.15G 0.02463 0.01826 0.0002529 296 640: 7%|▋ | 2/28 [00:03<00:38, 1.50s/it] 149/299 7.15G 0.02463 0.01826 0.0002529 296 640: 11%|█ | 3/28 [00:03<00:22, 1.10it/s] 149/299 7.15G 0.02496 0.01894 0.0002522 264 640: 11%|█ | 3/28 [00:03<00:22, 1.10it/s] 149/299 7.15G 0.02496 0.01894 0.0002522 264 640: 14%|█▍ | 4/28 [00:03<00:15, 1.54it/s] 149/299 7.15G 0.02573 0.01897 0.0002351 264 640: 14%|█▍ | 4/28 [00:04<00:15, 1.54it/s] 149/299 7.15G 0.02573 0.01897 0.0002351 264 640: 18%|█▊ | 5/28 [00:04<00:11, 2.04it/s] 149/299 7.15G 0.02563 0.01926 0.0002235 258 640: 18%|█▊ | 5/28 [00:04<00:11, 2.04it/s] 149/299 7.15G 0.02563 0.01926 0.0002235 258 640: 21%|██▏ | 6/28 [00:04<00:08, 2.46it/s] 149/299 7.15G 0.02572 0.01961 0.0002232 281 640: 21%|██▏ | 6/28 [00:04<00:08, 2.46it/s] 149/299 7.15G 0.02572 0.01961 0.0002232 281 640: 25%|██▌ | 7/28 [00:04<00:07, 2.92it/s] 149/299 7.15G 0.02555 0.01979 0.0002169 278 640: 25%|██▌ | 7/28 [00:04<00:07, 2.92it/s] 149/299 7.15G 0.02555 0.01979 0.0002169 278 640: 29%|██▊ | 8/28 [00:04<00:06, 3.25it/s] 149/299 7.15G 0.02576 0.01954 0.0002081 239 640: 29%|██▊ | 8/28 [00:08<00:06, 3.25it/s] 149/299 7.15G 0.02576 0.01954 0.0002081 239 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 149/299 7.15G 0.02569 0.01951 0.0002109 225 640: 32%|███▏ | 9/28 [00:08<00:25, 1.36s/it] 149/299 7.15G 0.02569 0.01951 0.0002109 225 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 149/299 7.15G 0.02555 0.01954 0.0002044 258 640: 36%|███▌ | 10/28 [00:09<00:18, 1.01s/it] 149/299 7.15G 0.02555 0.01954 0.0002044 258 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 149/299 7.15G 0.02566 0.0199 0.0002069 316 640: 39%|███▉ | 11/28 [00:09<00:13, 1.30it/s] 149/299 7.15G 0.02566 0.0199 0.0002069 316 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 149/299 7.15G 0.02567 0.02011 0.0002312 313 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 149/299 7.15G 0.02567 0.02011 0.0002312 313 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 149/299 7.15G 0.02568 0.01992 0.0002257 226 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 149/299 7.15G 0.02568 0.01992 0.0002257 226 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 149/299 7.15G 0.02559 0.01991 0.0002211 254 640: 50%|█████ | 14/28 [00:09<00:05, 2.42it/s] 149/299 7.15G 0.02559 0.01991 0.0002211 254 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 149/299 7.15G 0.0255 0.02013 0.000218 282 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 149/299 7.15G 0.0255 0.02013 0.000218 282 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 149/299 7.15G 0.02546 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.642 0.615 0.605 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 150/299 7.15G 0.0239 0.01679 0.0002455 208 640: 0%| | 0/28 [00:00<?, ?it/s] 150/299 7.15G 0.0239 0.01679 0.0002455 208 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 150/299 7.15G 0.02421 0.01885 0.0004408 259 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 150/299 7.15G 0.02421 0.01885 0.0004408 259 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 150/299 7.15G 0.02451 0.01978 0.0004166 326 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 150/299 7.15G 0.02451 0.01978 0.0004166 326 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 150/299 7.15G 0.0251 0.0201 0.0003593 283 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 150/299 7.15G 0.0251 0.0201 0.0003593 283 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 150/299 7.15G 0.02484 0.02121 0.0003432 365 640: 14%|█▍ | 4/28 [00:04<00:05, 4.32it/s] 150/299 7.15G 0.02484 0.02121 0.0003432 365 640: 18%|█▊ | 5/28 [00:04<00:36, 1.58s/it] 150/299 7.15G 0.02489 0.02092 0.0003218 245 640: 18%|█▊ | 5/28 [00:05<00:36, 1.58s/it] 150/299 7.15G 0.02489 0.02092 0.0003218 245 640: 21%|██▏ | 6/28 [00:05<00:24, 1.12s/it] 150/299 7.15G 0.0249 0.02108 0.0003716 269 640: 21%|██▏ | 6/28 [00:05<00:24, 1.12s/it] 150/299 7.15G 0.0249 0.02108 0.0003716 269 640: 25%|██▌ | 7/28 [00:05<00:17, 1.21it/s] 150/299 7.15G 0.02486 0.02091 0.0003464 279 640: 25%|██▌ | 7/28 [00:05<00:17, 1.21it/s] 150/299 7.15G 0.02486 0.02091 0.0003464 279 640: 29%|██▊ | 8/28 [00:05<00:12, 1.57it/s] 150/299 7.15G 0.02473 0.0209 0.0003269 295 640: 29%|██▊ | 8/28 [00:05<00:12, 1.57it/s] 150/299 7.15G 0.02473 0.0209 0.0003269 295 640: 32%|███▏ | 9/28 [00:05<00:09, 1.98it/s] 150/299 7.15G 0.02489 0.02096 0.0003463 313 640: 32%|███▏ | 9/28 [00:06<00:09, 1.98it/s] 150/299 7.15G 0.02489 0.02096 0.0003463 313 640: 36%|███▌ | 10/28 [00:06<00:07, 2.36it/s] 150/299 7.15G 0.02482 0.0211 0.0003375 289 640: 36%|███▌ | 10/28 [00:06<00:07, 2.36it/s] 150/299 7.15G 0.02482 0.0211 0.0003375 289 640: 39%|███▉ | 11/28 [00:06<00:06, 2.78it/s] 150/299 7.15G 0.02475 0.02082 0.0003293 280 640: 39%|███▉ | 11/28 [00:06<00:06, 2.78it/s] 150/299 7.15G 0.02475 0.02082 0.0003293 280 640: 43%|████▎ | 12/28 [00:06<00:05, 3.09it/s] 150/299 7.15G 0.025 0.02068 0.0003346 255 640: 43%|████▎ | 12/28 [00:09<00:05, 3.09it/s] 150/299 7.15G 0.025 0.02068 0.0003346 255 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 150/299 7.15G 0.02512 0.0206 0.0003257 305 640: 46%|████▋ | 13/28 [00:10<00:19, 1.28s/it] 150/299 7.15G 0.02512 0.0206 0.0003257 305 640: 50%|█████ | 14/28 [00:10<00:13, 1.04it/s] 150/299 7.15G 0.02498 0.02039 0.0003201 204 640: 50%|█████ | 14/28 [00:10<00:13, 1.04it/s] 150/299 7.15G 0.02498 0.02039 0.0003201 204 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 150/299 7.15G 0.02489 0.02036 0.0003122 294 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.36it/s] 150/299 7.15G 0.02489 0.02036 0.0003122 294 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.70it/s] 150/299 7.15G 0.02486 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.647 0.631 0.606 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 151/299 7.15G 0.0264 0.02132 0.0002327 268 640: 0%| | 0/28 [00:04<?, ?it/s] 151/299 7.15G 0.0264 0.02132 0.0002327 268 640: 4%|▎ | 1/28 [00:04<02:08, 4.75s/it] 151/299 7.15G 0.02585 0.02166 0.0002263 286 640: 4%|▎ | 1/28 [00:04<02:08, 4.75s/it] 151/299 7.15G 0.02585 0.02166 0.0002263 286 640: 7%|▋ | 2/28 [00:04<00:54, 2.09s/it] 151/299 7.15G 0.02532 0.02063 0.0002151 241 640: 7%|▋ | 2/28 [00:05<00:54, 2.09s/it] 151/299 7.15G 0.02532 0.02063 0.0002151 241 640: 11%|█ | 3/28 [00:05<00:30, 1.23s/it] 151/299 7.15G 0.02543 0.02105 0.0002084 324 640: 11%|█ | 3/28 [00:05<00:30, 1.23s/it] 151/299 7.15G 0.02543 0.02105 0.0002084 324 640: 14%|█▍ | 4/28 [00:05<00:20, 1.19it/s] 151/299 7.15G 0.02502 0.02105 0.0002 229 640: 14%|█▍ | 4/28 [00:05<00:20, 1.19it/s] 151/299 7.15G 0.02502 0.02105 0.0002 229 640: 18%|█▊ | 5/28 [00:05<00:14, 1.63it/s] 151/299 7.15G 0.0249 0.02122 0.0001932 294 640: 18%|█▊ | 5/28 [00:05<00:14, 1.63it/s] 151/299 7.15G 0.0249 0.02122 0.0001932 294 640: 21%|██▏ | 6/28 [00:05<00:10, 2.05it/s] 151/299 7.15G 0.02475 0.02105 0.0001968 282 640: 21%|██▏ | 6/28 [00:06<00:10, 2.05it/s] 151/299 7.15G 0.02475 0.02105 0.0001968 282 640: 25%|██▌ | 7/28 [00:06<00:08, 2.51it/s] 151/299 7.15G 0.02453 0.02051 0.0001901 211 640: 25%|██▌ | 7/28 [00:06<00:08, 2.51it/s] 151/299 7.15G 0.02453 0.02051 0.0001901 211 640: 29%|██▊ | 8/28 [00:06<00:06, 2.88it/s] 151/299 7.15G 0.0248 0.02049 0.0002071 276 640: 29%|██▊ | 8/28 [00:09<00:06, 2.88it/s] 151/299 7.15G 0.0248 0.02049 0.0002071 276 640: 32%|███▏ | 9/28 [00:09<00:26, 1.38s/it] 151/299 7.15G 0.02469 0.0208 0.000205 351 640: 32%|███▏ | 9/28 [00:10<00:26, 1.38s/it] 151/299 7.15G 0.02469 0.0208 0.000205 351 640: 36%|███▌ | 10/28 [00:10<00:18, 1.02s/it] 151/299 7.15G 0.02511 0.02108 0.0002219 379 640: 36%|███▌ | 10/28 [00:10<00:18, 1.02s/it] 151/299 7.15G 0.02511 0.02108 0.0002219 379 640: 39%|███▉ | 11/28 [00:10<00:13, 1.29it/s] 151/299 7.15G 0.02519 0.02098 0.0002189 268 640: 39%|███▉ | 11/28 [00:10<00:13, 1.29it/s] 151/299 7.15G 0.02519 0.02098 0.0002189 268 640: 43%|████▎ | 12/28 [00:10<00:09, 1.64it/s] 151/299 7.15G 0.02535 0.02084 0.0002412 257 640: 43%|████▎ | 12/28 [00:10<00:09, 1.64it/s] 151/299 7.15G 0.02535 0.02084 0.0002412 257 640: 46%|████▋ | 13/28 [00:10<00:07, 2.04it/s] 151/299 7.15G 0.0253 0.02081 0.0002347 288 640: 46%|████▋ | 13/28 [00:11<00:07, 2.04it/s] 151/299 7.15G 0.0253 0.02081 0.0002347 288 640: 50%|█████ | 14/28 [00:11<00:05, 2.42it/s] 151/299 7.15G 0.02549 0.02065 0.0002335 207 640: 50%|█████ | 14/28 [00:11<00:05, 2.42it/s] 151/299 7.15G 0.02549 0.02065 0.0002335 207 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 151/299 7.15G 0.02556 0.02058 0.0002288 275 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 151/299 7.15G 0.02556 0.02058 0.0002288 275 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.11it/s] 151/299 7.15G 0.02555 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s]
all 110 564 0.67 0.596 0.601 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 152/299 7.15G 0.02664 0.02195 0.0004841 307 640: 0%| | 0/28 [00:00<?, ?it/s] 152/299 7.15G 0.02664 0.02195 0.0004841 307 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 152/299 7.15G 0.02522 0.02272 0.0004186 294 640: 4%|▎ | 1/28 [00:00<00:05, 4.65it/s] 152/299 7.15G 0.02522 0.02272 0.0004186 294 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 152/299 7.15G 0.02514 0.02262 0.0003452 291 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 152/299 7.15G 0.02514 0.02262 0.0003452 291 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 152/299 7.15G 0.0249 0.02178 0.000322 243 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 152/299 7.15G 0.0249 0.02178 0.000322 243 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 152/299 7.15G 0.02497 0.0215 0.0003049 272 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 152/299 7.15G 0.02497 0.0215 0.0003049 272 640: 18%|█▊ | 5/28 [00:04<00:35, 1.54s/it] 152/299 7.15G 0.02529 0.02179 0.0002816 303 640: 18%|█▊ | 5/28 [00:05<00:35, 1.54s/it] 152/299 7.15G 0.02529 0.02179 0.0002816 303 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 152/299 7.15G 0.02515 0.0214 0.0002681 245 640: 21%|██▏ | 6/28 [00:05<00:24, 1.10s/it] 152/299 7.15G 0.02515 0.0214 0.0002681 245 640: 25%|██▌ | 7/28 [00:05<00:16, 1.24it/s] 152/299 7.15G 0.02521 0.02197 0.00026 332 640: 25%|██▌ | 7/28 [00:05<00:16, 1.24it/s] 152/299 7.15G 0.02521 0.02197 0.00026 332 640: 29%|██▊ | 8/28 [00:05<00:12, 1.54it/s] 152/299 7.15G 0.0251 0.02171 0.0002486 258 640: 29%|██▊ | 8/28 [00:05<00:12, 1.54it/s] 152/299 7.15G 0.0251 0.02171 0.0002486 258 640: 32%|███▏ | 9/28 [00:05<00:09, 1.95it/s] 152/299 7.15G 0.02506 0.02146 0.0002413 250 640: 32%|███▏ | 9/28 [00:05<00:09, 1.95it/s] 152/299 7.15G 0.02506 0.02146 0.0002413 250 640: 36%|███▌ | 10/28 [00:05<00:07, 2.33it/s] 152/299 7.15G 0.02492 0.0215 0.000238 307 640: 36%|███▌ | 10/28 [00:06<00:07, 2.33it/s] 152/299 7.15G 0.02492 0.0215 0.000238 307 640: 39%|███▉ | 11/28 [00:06<00:06, 2.75it/s] 152/299 7.15G 0.0251 0.02144 0.0002392 285 640: 39%|███▉ | 11/28 [00:06<00:06, 2.75it/s] 152/299 7.15G 0.0251 0.02144 0.0002392 285 640: 43%|████▎ | 12/28 [00:06<00:05, 3.06it/s] 152/299 7.15G 0.025 0.02121 0.0002415 270 640: 43%|████▎ | 12/28 [00:10<00:05, 3.06it/s] 152/299 7.15G 0.025 0.02121 0.0002415 270 640: 46%|████▋ | 13/28 [00:10<00:20, 1.36s/it] 152/299 7.15G 0.02494 0.02115 0.0002367 287 640: 46%|████▋ | 13/28 [00:10<00:20, 1.36s/it] 152/299 7.15G 0.02494 0.02115 0.0002367 287 640: 50%|█████ | 14/28 [00:10<00:14, 1.02s/it] 152/299 7.15G 0.02489 0.02101 0.0002312 264 640: 50%|█████ | 14/28 [00:10<00:14, 1.02s/it] 152/299 7.15G 0.02489 0.02101 0.0002312 264 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.29it/s] 152/299 7.15G 0.02493 0.0212 0.0002298 328 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.29it/s] 152/299 7.15G 0.02493 0.0212 0.0002298 328 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.63it/s] 152/299 7.15G 0.02506
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.659 0.628 0.609 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 153/299 7.15G 0.02284 0.02081 0.0001391 285 640: 0%| | 0/28 [00:02<?, ?it/s] 153/299 7.15G 0.02284 0.02081 0.0001391 285 640: 4%|▎ | 1/28 [00:02<01:18, 2.90s/it] 153/299 7.15G 0.02375 0.02124 0.0001689 253 640: 4%|▎ | 1/28 [00:03<01:18, 2.90s/it] 153/299 7.15G 0.02375 0.02124 0.0001689 253 640: 7%|▋ | 2/28 [00:03<00:34, 1.34s/it] 153/299 7.15G 0.02483 0.02164 0.0001863 271 640: 7%|▋ | 2/28 [00:03<00:34, 1.34s/it] 153/299 7.15G 0.02483 0.02164 0.0001863 271 640: 11%|█ | 3/28 [00:03<00:20, 1.21it/s] 153/299 7.15G 0.02476 0.02124 0.0002223 293 640: 11%|█ | 3/28 [00:03<00:20, 1.21it/s] 153/299 7.15G 0.02476 0.02124 0.0002223 293 640: 14%|█▍ | 4/28 [00:03<00:14, 1.68it/s] 153/299 7.15G 0.02502 0.02084 0.0002099 247 640: 14%|█▍ | 4/28 [00:03<00:14, 1.68it/s] 153/299 7.15G 0.02502 0.02084 0.0002099 247 640: 18%|█▊ | 5/28 [00:03<00:10, 2.19it/s] 153/299 7.15G 0.02491 0.02115 0.0002023 299 640: 18%|█▊ | 5/28 [00:04<00:10, 2.19it/s] 153/299 7.15G 0.02491 0.02115 0.0002023 299 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 153/299 7.15G 0.02501 0.02126 0.0002577 298 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 153/299 7.15G 0.02501 0.02126 0.0002577 298 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 153/299 7.15G 0.02542 0.02125 0.0002654 301 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 153/299 7.15G 0.02542 0.02125 0.0002654 301 640: 29%|██▊ | 8/28 [00:04<00:06, 3.33it/s] 153/299 7.15G 0.02524 0.02092 0.0002509 221 640: 29%|██▊ | 8/28 [00:08<00:06, 3.33it/s] 153/299 7.15G 0.02524 0.02092 0.0002509 221 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 153/299 7.15G 0.02553 0.02062 0.0002439 200 640: 32%|███▏ | 9/28 [00:08<00:25, 1.35s/it] 153/299 7.15G 0.02553 0.02062 0.0002439 200 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 153/299 7.15G 0.0254 0.02055 0.0002405 301 640: 36%|███▌ | 10/28 [00:08<00:18, 1.01s/it] 153/299 7.15G 0.0254 0.02055 0.0002405 301 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 153/299 7.15G 0.02538 0.0206 0.0002397 295 640: 39%|███▉ | 11/28 [00:08<00:13, 1.30it/s] 153/299 7.15G 0.02538 0.0206 0.0002397 295 640: 43%|████▎ | 12/28 [00:08<00:09, 1.65it/s] 153/299 7.15G 0.02545 0.02054 0.0002391 264 640: 43%|████▎ | 12/28 [00:09<00:09, 1.65it/s] 153/299 7.15G 0.02545 0.02054 0.0002391 264 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 153/299 7.15G 0.02545 0.02056 0.0002371 302 640: 46%|████▋ | 13/28 [00:09<00:07, 2.05it/s] 153/299 7.15G 0.02545 0.02056 0.0002371 302 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 153/299 7.15G 0.02535 0.02064 0.0002587 306 640: 50%|█████ | 14/28 [00:09<00:05, 2.41it/s] 153/299 7.15G 0.02535 0.02064 0.0002587 306 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 153/299 7.15G 0.02521 0.02047 0.0002939 272 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.82it/s] 153/299 7.15G 0.02521 0.02047 0.0002939 272 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.14it/s] 153/299 7.15G 0.02528 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s]
all 110 564 0.653 0.602 0.593 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 154/299 7.15G 0.02518 0.02199 0.0001299 305 640: 0%| | 0/28 [00:00<?, ?it/s] 154/299 7.15G 0.02518 0.02199 0.0001299 305 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 154/299 7.15G 0.0239 0.02062 0.0001411 265 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 154/299 7.15G 0.0239 0.02062 0.0001411 265 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 154/299 7.15G 0.02429 0.02034 0.0001473 253 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 154/299 7.15G 0.02429 0.02034 0.0001473 253 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 154/299 7.15G 0.02386 0.02054 0.0001519 274 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 154/299 7.15G 0.02386 0.02054 0.0001519 274 640: 14%|█▍ | 4/28 [00:00<00:05, 4.28it/s] 154/299 7.15G 0.02398 0.02008 0.0001911 271 640: 14%|█▍ | 4/28 [00:03<00:05, 4.28it/s] 154/299 7.15G 0.02398 0.02008 0.0001911 271 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 154/299 7.15G 0.02406 0.02041 0.0003099 284 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 154/299 7.15G 0.02406 0.02041 0.0003099 284 640: 21%|██▏ | 6/28 [00:03<00:18, 1.18it/s] 154/299 7.15G 0.02406 0.0204 0.0002908 275 640: 21%|██▏ | 6/28 [00:04<00:18, 1.18it/s] 154/299 7.15G 0.02406 0.0204 0.0002908 275 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 154/299 7.15G 0.02414 0.0205 0.000278 318 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 154/299 7.15G 0.02414 0.0205 0.000278 318 640: 29%|██▊ | 8/28 [00:04<00:10, 1.94it/s] 154/299 7.15G 0.02417 0.0209 0.0002665 347 640: 29%|██▊ | 8/28 [00:04<00:10, 1.94it/s] 154/299 7.15G 0.02417 0.0209 0.0002665 347 640: 32%|███▏ | 9/28 [00:04<00:08, 2.37it/s] 154/299 7.15G 0.02443 0.02081 0.0002608 299 640: 32%|███▏ | 9/28 [00:04<00:08, 2.37it/s] 154/299 7.15G 0.02443 0.02081 0.0002608 299 640: 36%|███▌ | 10/28 [00:04<00:06, 2.73it/s] 154/299 7.15G 0.02431 0.02049 0.0002606 235 640: 36%|███▌ | 10/28 [00:05<00:06, 2.73it/s] 154/299 7.15G 0.02431 0.02049 0.0002606 235 640: 39%|███▉ | 11/28 [00:05<00:05, 3.13it/s] 154/299 7.15G 0.02426 0.0204 0.0002711 294 640: 39%|███▉ | 11/28 [00:05<00:05, 3.13it/s] 154/299 7.15G 0.02426 0.0204 0.0002711 294 640: 43%|████▎ | 12/28 [00:05<00:04, 3.38it/s] 154/299 7.15G 0.02422 0.02042 0.0002693 258 640: 43%|████▎ | 12/28 [00:08<00:04, 3.38it/s] 154/299 7.15G 0.02422 0.02042 0.0002693 258 640: 46%|████▋ | 13/28 [00:08<00:19, 1.30s/it] 154/299 7.15G 0.02414 0.0202 0.0002862 224 640: 46%|████▋ | 13/28 [00:09<00:19, 1.30s/it] 154/299 7.15G 0.02414 0.0202 0.0002862 224 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 154/299 7.15G 0.02416 0.02035 0.0002966 307 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 154/299 7.15G 0.02416 0.02035 0.0002966 307 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.34it/s] 154/299 7.15G 0.02424 0.02035 0.0002887 266 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.34it/s] 154/299 7.15G 0.02424 0.02035 0.0002887 266 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.69it/s] 154/299 7.15G 0.02419
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.656 0.588 0.592 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 155/299 7.15G 0.02578 0.02298 0.0002206 318 640: 0%| | 0/28 [00:03<?, ?it/s] 155/299 7.15G 0.02578 0.02298 0.0002206 318 640: 4%|▎ | 1/28 [00:03<01:44, 3.88s/it] 155/299 7.15G 0.02425 0.02137 0.0005122 290 640: 4%|▎ | 1/28 [00:04<01:44, 3.88s/it] 155/299 7.15G 0.02425 0.02137 0.0005122 290 640: 7%|▋ | 2/28 [00:04<00:45, 1.74s/it] 155/299 7.15G 0.02425 0.02042 0.0004646 244 640: 7%|▋ | 2/28 [00:04<00:45, 1.74s/it] 155/299 7.15G 0.02425 0.02042 0.0004646 244 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 155/299 7.15G 0.02463 0.02063 0.0005245 248 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 155/299 7.15G 0.02463 0.02063 0.0005245 248 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 155/299 7.15G 0.0247 0.02024 0.0004625 277 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 155/299 7.15G 0.0247 0.02024 0.0004625 277 640: 18%|█▊ | 5/28 [00:04<00:12, 1.84it/s] 155/299 7.15G 0.0244 0.0207 0.0004149 284 640: 18%|█▊ | 5/28 [00:05<00:12, 1.84it/s] 155/299 7.15G 0.0244 0.0207 0.0004149 284 640: 21%|██▏ | 6/28 [00:05<00:09, 2.27it/s] 155/299 7.15G 0.02426 0.02065 0.000408 266 640: 21%|██▏ | 6/28 [00:05<00:09, 2.27it/s] 155/299 7.15G 0.02426 0.02065 0.000408 266 640: 25%|██▌ | 7/28 [00:05<00:07, 2.72it/s] 155/299 7.15G 0.02442 0.02026 0.0004002 248 640: 25%|██▌ | 7/28 [00:05<00:07, 2.72it/s] 155/299 7.15G 0.02442 0.02026 0.0004002 248 640: 29%|██▊ | 8/28 [00:05<00:06, 3.06it/s] 155/299 7.15G 0.02467 0.02062 0.0003972 310 640: 29%|██▊ | 8/28 [00:09<00:06, 3.06it/s] 155/299 7.15G 0.02467 0.02062 0.0003972 310 640: 32%|███▏ | 9/28 [00:09<00:26, 1.38s/it] 155/299 7.15G 0.02445 0.02033 0.0003696 247 640: 32%|███▏ | 9/28 [00:09<00:26, 1.38s/it] 155/299 7.15G 0.02445 0.02033 0.0003696 247 640: 36%|███▌ | 10/28 [00:09<00:18, 1.03s/it] 155/299 7.15G 0.02448 0.0203 0.0003529 271 640: 36%|███▌ | 10/28 [00:09<00:18, 1.03s/it] 155/299 7.15G 0.02448 0.0203 0.0003529 271 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 155/299 7.15G 0.02465 0.02034 0.0003354 267 640: 39%|███▉ | 11/28 [00:09<00:13, 1.29it/s] 155/299 7.15G 0.02465 0.02034 0.0003354 267 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 155/299 7.15G 0.0249 0.02065 0.000324 354 640: 43%|████▎ | 12/28 [00:10<00:09, 1.63it/s] 155/299 7.15G 0.0249 0.02065 0.000324 354 640: 46%|████▋ | 13/28 [00:10<00:07, 2.04it/s] 155/299 7.15G 0.025 0.02069 0.0003269 278 640: 46%|████▋ | 13/28 [00:10<00:07, 2.04it/s] 155/299 7.15G 0.025 0.02069 0.0003269 278 640: 50%|█████ | 14/28 [00:10<00:05, 2.41it/s] 155/299 7.15G 0.02524 0.02074 0.0003292 292 640: 50%|█████ | 14/28 [00:10<00:05, 2.41it/s] 155/299 7.15G 0.02524 0.02074 0.0003292 292 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 155/299 7.15G 0.02557 0.02063 0.0003212 227 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.82it/s] 155/299 7.15G 0.02557 0.02063 0.0003212 227 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.13it/s] 155/299 7.15G 0.02583
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.631 0.57 0.579 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 156/299 7.15G 0.02603 0.02024 0.0005326 273 640: 0%| | 0/28 [00:00<?, ?it/s] 156/299 7.15G 0.02603 0.02024 0.0005326 273 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 156/299 7.15G 0.02487 0.02041 0.0004251 320 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 156/299 7.15G 0.02487 0.02041 0.0004251 320 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 156/299 7.15G 0.02517 0.02028 0.0003747 227 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 156/299 7.15G 0.02517 0.02028 0.0003747 227 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 156/299 7.15G 0.02547 0.02089 0.0003375 279 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 156/299 7.15G 0.02547 0.02089 0.0003375 279 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 156/299 7.15G 0.02531 0.02038 0.0003522 282 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 156/299 7.15G 0.02531 0.02038 0.0003522 282 640: 18%|█▊ | 5/28 [00:04<00:32, 1.41s/it] 156/299 7.15G 0.02518 0.02029 0.0003251 262 640: 18%|█▊ | 5/28 [00:04<00:32, 1.41s/it] 156/299 7.15G 0.02518 0.02029 0.0003251 262 640: 21%|██▏ | 6/28 [00:04<00:22, 1.01s/it] 156/299 7.15G 0.02553 0.02027 0.0003085 237 640: 21%|██▏ | 6/28 [00:04<00:22, 1.01s/it] 156/299 7.15G 0.02553 0.02027 0.0003085 237 640: 25%|██▌ | 7/28 [00:04<00:15, 1.34it/s] 156/299 7.15G 0.02541 0.02061 0.000328 331 640: 25%|██▌ | 7/28 [00:05<00:15, 1.34it/s] 156/299 7.15G 0.02541 0.02061 0.000328 331 640: 29%|██▊ | 8/28 [00:05<00:11, 1.70it/s] 156/299 7.15G 0.02537 0.02051 0.0003103 267 640: 29%|██▊ | 8/28 [00:05<00:11, 1.70it/s] 156/299 7.15G 0.02537 0.02051 0.0003103 267 640: 32%|███▏ | 9/28 [00:05<00:08, 2.13it/s] 156/299 7.15G 0.02533 0.02021 0.0003359 200 640: 32%|███▏ | 9/28 [00:05<00:08, 2.13it/s] 156/299 7.15G 0.02533 0.02021 0.0003359 200 640: 36%|███▌ | 10/28 [00:05<00:07, 2.50it/s] 156/299 7.15G 0.02561 0.01993 0.000327 206 640: 36%|███▌ | 10/28 [00:05<00:07, 2.50it/s] 156/299 7.15G 0.02561 0.01993 0.000327 206 640: 39%|███▉ | 11/28 [00:05<00:05, 2.92it/s] 156/299 7.15G 0.02553 0.01997 0.0003491 272 640: 39%|███▉ | 11/28 [00:06<00:05, 2.92it/s] 156/299 7.15G 0.02553 0.01997 0.0003491 272 640: 43%|████▎ | 12/28 [00:06<00:04, 3.21it/s] 156/299 7.15G 0.02547 0.02035 0.0003382 370 640: 43%|████▎ | 12/28 [00:09<00:04, 3.21it/s] 156/299 7.15G 0.02547 0.02035 0.0003382 370 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 156/299 7.15G 0.02531 0.02044 0.0003283 313 640: 46%|████▋ | 13/28 [00:09<00:19, 1.33s/it] 156/299 7.15G 0.02531 0.02044 0.0003283 313 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 156/299 7.15G 0.02525 0.02028 0.0004063 233 640: 50%|█████ | 14/28 [00:10<00:13, 1.00it/s] 156/299 7.15G 0.02525 0.02028 0.0004063 233 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 156/299 7.15G 0.02524 0.02029 0.0003936 291 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.31it/s] 156/299 7.15G 0.02524 0.02029 0.0003936 291 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.66it/s] 156/299 7.15G 0.0253 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.14it/s]
all 110 564 0.658 0.593 0.588 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 157/299 7.15G 0.02442 0.01995 0.0002447 306 640: 0%| | 0/28 [00:03<?, ?it/s] 157/299 7.15G 0.02442 0.01995 0.0002447 306 640: 4%|▎ | 1/28 [00:03<01:45, 3.89s/it] 157/299 7.15G 0.02501 0.01907 0.0002178 248 640: 4%|▎ | 1/28 [00:04<01:45, 3.89s/it] 157/299 7.15G 0.02501 0.01907 0.0002178 248 640: 7%|▋ | 2/28 [00:04<00:45, 1.74s/it] 157/299 7.15G 0.02436 0.01923 0.0001979 258 640: 7%|▋ | 2/28 [00:04<00:45, 1.74s/it] 157/299 7.15G 0.02436 0.01923 0.0001979 258 640: 11%|█ | 3/28 [00:04<00:26, 1.04s/it] 157/299 7.15G 0.02455 0.01932 0.0002205 284 640: 11%|█ | 3/28 [00:04<00:26, 1.04s/it] 157/299 7.15G 0.02455 0.01932 0.0002205 284 640: 14%|█▍ | 4/28 [00:04<00:17, 1.39it/s] 157/299 7.15G 0.02449 0.01914 0.0002173 239 640: 14%|█▍ | 4/28 [00:04<00:17, 1.39it/s] 157/299 7.15G 0.02449 0.01914 0.0002173 239 640: 18%|█▊ | 5/28 [00:04<00:12, 1.86it/s] 157/299 7.15G 0.02449 0.01896 0.0002123 277 640: 18%|█▊ | 5/28 [00:05<00:12, 1.86it/s] 157/299 7.15G 0.02449 0.01896 0.0002123 277 640: 21%|██▏ | 6/28 [00:05<00:09, 2.30it/s] 157/299 7.15G 0.02472 0.01889 0.000212 248 640: 21%|██▏ | 6/28 [00:05<00:09, 2.30it/s] 157/299 7.15G 0.02472 0.01889 0.000212 248 640: 25%|██▌ | 7/28 [00:05<00:07, 2.77it/s] 157/299 7.15G 0.0249 0.01948 0.000212 328 640: 25%|██▌ | 7/28 [00:05<00:07, 2.77it/s] 157/299 7.15G 0.0249 0.01948 0.000212 328 640: 29%|██▊ | 8/28 [00:05<00:06, 3.10it/s] 157/299 7.15G 0.02497 0.01947 0.0002597 246 640: 29%|██▊ | 8/28 [00:09<00:06, 3.10it/s] 157/299 7.15G 0.02497 0.01947 0.0002597 246 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 157/299 7.15G 0.02493 0.01937 0.000266 281 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 157/299 7.15G 0.02493 0.01937 0.000266 281 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 157/299 7.15G 0.02483 0.01948 0.0002647 294 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 157/299 7.15G 0.02483 0.01948 0.0002647 294 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 157/299 7.15G 0.02482 0.01959 0.0002555 273 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 157/299 7.15G 0.02482 0.01959 0.0002555 273 640: 43%|████▎ | 12/28 [00:09<00:09, 1.66it/s] 157/299 7.15G 0.02483 0.01967 0.0002531 284 640: 43%|████▎ | 12/28 [00:09<00:09, 1.66it/s] 157/299 7.15G 0.02483 0.01967 0.0002531 284 640: 46%|████▋ | 13/28 [00:09<00:07, 2.06it/s] 157/299 7.15G 0.02492 0.01974 0.0002605 245 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 157/299 7.15G 0.02492 0.01974 0.0002605 245 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 157/299 7.15G 0.02507 0.01977 0.0002695 275 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 157/299 7.15G 0.02507 0.01977 0.0002695 275 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.84it/s] 157/299 7.15G 0.02506 0.01969 0.0002653 258 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.84it/s] 157/299 7.15G 0.02506 0.01969 0.0002653 258 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.12it/s] 157/299 7.15G 0.02509 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.668 0.618 0.589 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 158/299 7.15G 0.02355 0.01776 0.000188 246 640: 0%| | 0/28 [00:00<?, ?it/s] 158/299 7.15G 0.02355 0.01776 0.000188 246 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 158/299 7.15G 0.02318 0.01771 0.0002004 236 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 158/299 7.15G 0.02318 0.01771 0.0002004 236 640: 7%|▋ | 2/28 [00:00<00:05, 4.35it/s] 158/299 7.15G 0.02324 0.01796 0.0002282 276 640: 7%|▋ | 2/28 [00:00<00:05, 4.35it/s] 158/299 7.15G 0.02324 0.01796 0.0002282 276 640: 11%|█ | 3/28 [00:00<00:05, 4.49it/s] 158/299 7.15G 0.02327 0.01803 0.0002277 222 640: 11%|█ | 3/28 [00:00<00:05, 4.49it/s] 158/299 7.15G 0.02327 0.01803 0.0002277 222 640: 14%|█▍ | 4/28 [00:00<00:05, 4.39it/s] 158/299 7.15G 0.02333 0.01787 0.0002184 253 640: 14%|█▍ | 4/28 [00:03<00:05, 4.39it/s] 158/299 7.15G 0.02333 0.01787 0.0002184 253 640: 18%|█▊ | 5/28 [00:03<00:27, 1.22s/it] 158/299 7.15G 0.02305 0.01801 0.0002131 243 640: 18%|█▊ | 5/28 [00:04<00:27, 1.22s/it] 158/299 7.15G 0.02305 0.01801 0.0002131 243 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 158/299 7.15G 0.02322 0.01841 0.0002068 301 640: 21%|██▏ | 6/28 [00:04<00:19, 1.13it/s] 158/299 7.15G 0.02322 0.01841 0.0002068 301 640: 25%|██▌ | 7/28 [00:04<00:13, 1.50it/s] 158/299 7.15G 0.02329 0.01848 0.0002138 262 640: 25%|██▌ | 7/28 [00:04<00:13, 1.50it/s] 158/299 7.15G 0.02329 0.01848 0.0002138 262 640: 29%|██▊ | 8/28 [00:04<00:10, 1.88it/s] 158/299 7.15G 0.02344 0.01863 0.0002158 304 640: 29%|██▊ | 8/28 [00:04<00:10, 1.88it/s] 158/299 7.15G 0.02344 0.01863 0.0002158 304 640: 32%|███▏ | 9/28 [00:04<00:08, 2.31it/s] 158/299 7.15G 0.02334 0.01856 0.0002188 274 640: 32%|███▏ | 9/28 [00:05<00:08, 2.31it/s] 158/299 7.15G 0.02334 0.01856 0.0002188 274 640: 36%|███▌ | 10/28 [00:05<00:06, 2.67it/s] 158/299 7.15G 0.02354 0.01844 0.0002375 235 640: 36%|███▌ | 10/28 [00:05<00:06, 2.67it/s] 158/299 7.15G 0.02354 0.01844 0.0002375 235 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 158/299 7.15G 0.02356 0.01844 0.0002435 282 640: 39%|███▉ | 11/28 [00:05<00:05, 3.08it/s] 158/299 7.15G 0.02356 0.01844 0.0002435 282 640: 43%|████▎ | 12/28 [00:05<00:04, 3.34it/s] 158/299 7.15G 0.0236 0.01838 0.0002408 221 640: 43%|████▎ | 12/28 [00:09<00:04, 3.34it/s] 158/299 7.15G 0.0236 0.01838 0.0002408 221 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 158/299 7.15G 0.02368 0.01878 0.0002389 348 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 158/299 7.15G 0.02368 0.01878 0.0002389 348 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 158/299 7.15G 0.02375 0.01894 0.0002358 347 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 158/299 7.15G 0.02375 0.01894 0.0002358 347 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.33it/s] 158/299 7.15G 0.02378 0.01905 0.0002306 286 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.33it/s] 158/299 7.15G 0.02378 0.01905 0.0002306 286 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.68it/s] 158/299 7.15G 0.02375
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s]
all 110 564 0.64 0.642 0.594 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 159/299 7.15G 0.02479 0.02125 0.0001839 289 640: 0%| | 0/28 [00:04<?, ?it/s] 159/299 7.15G 0.02479 0.02125 0.0001839 289 640: 4%|▎ | 1/28 [00:04<01:50, 4.11s/it] 159/299 7.15G 0.0244 0.02127 0.0002325 307 640: 4%|▎ | 1/28 [00:04<01:50, 4.11s/it] 159/299 7.15G 0.0244 0.02127 0.0002325 307 640: 7%|▋ | 2/28 [00:04<00:47, 1.84s/it] 159/299 7.15G 0.02401 0.02024 0.000573 278 640: 7%|▋ | 2/28 [00:04<00:47, 1.84s/it] 159/299 7.15G 0.02401 0.02024 0.000573 278 640: 11%|█ | 3/28 [00:04<00:27, 1.10s/it] 159/299 7.15G 0.02377 0.01974 0.0004872 292 640: 11%|█ | 3/28 [00:04<00:27, 1.10s/it] 159/299 7.15G 0.02377 0.01974 0.0004872 292 640: 14%|█▍ | 4/28 [00:04<00:18, 1.32it/s] 159/299 7.15G 0.02409 0.01962 0.0004406 260 640: 14%|█▍ | 4/28 [00:05<00:18, 1.32it/s] 159/299 7.15G 0.02409 0.01962 0.0004406 260 640: 18%|█▊ | 5/28 [00:05<00:12, 1.78it/s] 159/299 7.15G 0.02418 0.01963 0.0003967 261 640: 18%|█▊ | 5/28 [00:05<00:12, 1.78it/s] 159/299 7.15G 0.02418 0.01963 0.0003967 261 640: 21%|██▏ | 6/28 [00:05<00:09, 2.20it/s] 159/299 7.15G 0.02424 0.01976 0.0003651 266 640: 21%|██▏ | 6/28 [00:05<00:09, 2.20it/s] 159/299 7.15G 0.02424 0.01976 0.0003651 266 640: 25%|██▌ | 7/28 [00:05<00:07, 2.67it/s] 159/299 7.15G 0.02426 0.01988 0.0003454 258 640: 25%|██▌ | 7/28 [00:05<00:07, 2.67it/s] 159/299 7.15G 0.02426 0.01988 0.0003454 258 640: 29%|██▊ | 8/28 [00:05<00:06, 3.01it/s] 159/299 7.15G 0.0244 0.01999 0.0003356 254 640: 29%|██▊ | 8/28 [00:09<00:06, 3.01it/s] 159/299 7.15G 0.0244 0.01999 0.0003356 254 640: 32%|███▏ | 9/28 [00:09<00:27, 1.45s/it] 159/299 7.15G 0.02434 0.01996 0.0003263 245 640: 32%|███▏ | 9/28 [00:09<00:27, 1.45s/it] 159/299 7.15G 0.02434 0.01996 0.0003263 245 640: 36%|███▌ | 10/28 [00:09<00:19, 1.08s/it] 159/299 7.15G 0.02447 0.0197 0.0003097 238 640: 36%|███▌ | 10/28 [00:10<00:19, 1.08s/it] 159/299 7.15G 0.02447 0.0197 0.0003097 238 640: 39%|███▉ | 11/28 [00:10<00:13, 1.23it/s] 159/299 7.15G 0.02433 0.01971 0.0002989 275 640: 39%|███▉ | 11/28 [00:10<00:13, 1.23it/s] 159/299 7.15G 0.02433 0.01971 0.0002989 275 640: 43%|████▎ | 12/28 [00:10<00:10, 1.56it/s] 159/299 7.15G 0.02434 0.01996 0.0002908 327 640: 43%|████▎ | 12/28 [00:10<00:10, 1.56it/s] 159/299 7.15G 0.02434 0.01996 0.0002908 327 640: 46%|████▋ | 13/28 [00:10<00:07, 1.95it/s] 159/299 7.15G 0.02433 0.02043 0.0002828 321 640: 46%|████▋ | 13/28 [00:10<00:07, 1.95it/s] 159/299 7.15G 0.02433 0.02043 0.0002828 321 640: 50%|█████ | 14/28 [00:10<00:06, 2.32it/s] 159/299 7.15G 0.02438 0.02051 0.0002779 318 640: 50%|█████ | 14/28 [00:11<00:06, 2.32it/s] 159/299 7.15G 0.02438 0.02051 0.0002779 318 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.73it/s] 159/299 7.15G 0.0245 0.0205 0.0002743 291 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.73it/s] 159/299 7.15G 0.0245 0.0205 0.0002743 291 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.04it/s] 159/299 7.15G 0.02444 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.629 0.593 0.572 0.293
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 160/299 7.15G 0.02497 0.02022 0.0001757 263 640: 0%| | 0/28 [00:00<?, ?it/s] 160/299 7.15G 0.02497 0.02022 0.0001757 263 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 160/299 7.15G 0.02434 0.02014 0.0001874 317 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 160/299 7.15G 0.02434 0.02014 0.0001874 317 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 160/299 7.15G 0.02481 0.0209 0.0002178 299 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 160/299 7.15G 0.02481 0.0209 0.0002178 299 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 160/299 7.15G 0.02473 0.02103 0.0001939 300 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 160/299 7.15G 0.02473 0.02103 0.0001939 300 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 160/299 7.15G 0.02477 0.02124 0.0001815 300 640: 14%|█▍ | 4/28 [00:03<00:05, 4.29it/s] 160/299 7.15G 0.02477 0.02124 0.0001815 300 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 160/299 7.15G 0.02483 0.02117 0.0001994 270 640: 18%|█▊ | 5/28 [00:03<00:26, 1.16s/it] 160/299 7.15G 0.02483 0.02117 0.0001994 270 640: 21%|██▏ | 6/28 [00:03<00:18, 1.18it/s] 160/299 7.15G 0.02504 0.02161 0.0002086 331 640: 21%|██▏ | 6/28 [00:04<00:18, 1.18it/s] 160/299 7.15G 0.02504 0.02161 0.0002086 331 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 160/299 7.15G 0.02497 0.02122 0.0002051 251 640: 25%|██▌ | 7/28 [00:04<00:13, 1.56it/s] 160/299 7.15G 0.02497 0.02122 0.0002051 251 640: 29%|██▊ | 8/28 [00:04<00:10, 1.95it/s] 160/299 7.15G 0.0251 0.02092 0.0002082 257 640: 29%|██▊ | 8/28 [00:04<00:10, 1.95it/s] 160/299 7.15G 0.0251 0.02092 0.0002082 257 640: 32%|███▏ | 9/28 [00:04<00:07, 2.38it/s] 160/299 7.15G 0.02501 0.02102 0.0002249 322 640: 32%|███▏ | 9/28 [00:04<00:07, 2.38it/s] 160/299 7.15G 0.02501 0.02102 0.0002249 322 640: 36%|███▌ | 10/28 [00:04<00:06, 2.74it/s] 160/299 7.15G 0.02501 0.02092 0.0002761 258 640: 36%|███▌ | 10/28 [00:05<00:06, 2.74it/s] 160/299 7.15G 0.02501 0.02092 0.0002761 258 640: 39%|███▉ | 11/28 [00:05<00:05, 3.14it/s] 160/299 7.15G 0.0251 0.02062 0.0003458 232 640: 39%|███▉ | 11/28 [00:05<00:05, 3.14it/s] 160/299 7.15G 0.0251 0.02062 0.0003458 232 640: 43%|████▎ | 12/28 [00:05<00:04, 3.39it/s] 160/299 7.15G 0.02497 0.02066 0.0003306 300 640: 43%|████▎ | 12/28 [00:09<00:04, 3.39it/s] 160/299 7.15G 0.02497 0.02066 0.0003306 300 640: 46%|████▋ | 13/28 [00:09<00:20, 1.37s/it] 160/299 7.15G 0.02506 0.0207 0.0003235 271 640: 46%|████▋ | 13/28 [00:09<00:20, 1.37s/it] 160/299 7.15G 0.02506 0.0207 0.0003235 271 640: 50%|█████ | 14/28 [00:09<00:14, 1.03s/it] 160/299 7.15G 0.02496 0.02045 0.0003122 235 640: 50%|█████ | 14/28 [00:09<00:14, 1.03s/it] 160/299 7.15G 0.02496 0.02045 0.0003122 235 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 160/299 7.15G 0.02487 0.02043 0.000303 250 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.28it/s] 160/299 7.15G 0.02487 0.02043 0.000303 250 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.62it/s] 160/299 7.15G 0.02487 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.607 0.604 0.579 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 161/299 7.15G 0.0266 0.01764 0.0001637 205 640: 0%| | 0/28 [00:04<?, ?it/s] 161/299 7.15G 0.0266 0.01764 0.0001637 205 640: 4%|▎ | 1/28 [00:04<01:49, 4.07s/it] 161/299 7.15G 0.02498 0.02029 0.0002427 319 640: 4%|▎ | 1/28 [00:04<01:49, 4.07s/it] 161/299 7.15G 0.02498 0.02029 0.0002427 319 640: 7%|▋ | 2/28 [00:04<00:47, 1.81s/it] 161/299 7.15G 0.02514 0.02077 0.0002072 273 640: 7%|▋ | 2/28 [00:04<00:47, 1.81s/it] 161/299 7.15G 0.02514 0.02077 0.0002072 273 640: 11%|█ | 3/28 [00:04<00:27, 1.08s/it] 161/299 7.15G 0.02486 0.0215 0.0002225 317 640: 11%|█ | 3/28 [00:04<00:27, 1.08s/it] 161/299 7.15G 0.02486 0.0215 0.0002225 317 640: 14%|█▍ | 4/28 [00:04<00:18, 1.33it/s] 161/299 7.15G 0.02491 0.02051 0.000201 224 640: 14%|█▍ | 4/28 [00:04<00:18, 1.33it/s] 161/299 7.15G 0.02491 0.02051 0.000201 224 640: 18%|█▊ | 5/28 [00:04<00:12, 1.79it/s] 161/299 7.15G 0.02499 0.02056 0.0001911 265 640: 18%|█▊ | 5/28 [00:05<00:12, 1.79it/s] 161/299 7.15G 0.02499 0.02056 0.0001911 265 640: 21%|██▏ | 6/28 [00:05<00:09, 2.22it/s] 161/299 7.15G 0.02514 0.02052 0.0001955 285 640: 21%|██▏ | 6/28 [00:05<00:09, 2.22it/s] 161/299 7.15G 0.02514 0.02052 0.0001955 285 640: 25%|██▌ | 7/28 [00:05<00:07, 2.68it/s] 161/299 7.15G 0.02513 0.02042 0.0001883 267 640: 25%|██▌ | 7/28 [00:05<00:07, 2.68it/s] 161/299 7.15G 0.02513 0.02042 0.0001883 267 640: 29%|██▊ | 8/28 [00:05<00:06, 3.01it/s] 161/299 7.15G 0.02496 0.01998 0.0001812 231 640: 29%|██▊ | 8/28 [00:09<00:06, 3.01it/s] 161/299 7.15G 0.02496 0.01998 0.0001812 231 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 161/299 7.15G 0.02509 0.02022 0.0001776 261 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 161/299 7.15G 0.02509 0.02022 0.0001776 261 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 161/299 7.15G 0.02512 0.01994 0.0001849 252 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 161/299 7.15G 0.02512 0.01994 0.0001849 252 640: 39%|███▉ | 11/28 [00:09<00:12, 1.31it/s] 161/299 7.15G 0.0252 0.01984 0.0001813 277 640: 39%|███▉ | 11/28 [00:09<00:12, 1.31it/s] 161/299 7.15G 0.0252 0.01984 0.0001813 277 640: 43%|████▎ | 12/28 [00:09<00:09, 1.66it/s] 161/299 7.15G 0.02529 0.01986 0.0001776 248 640: 43%|████▎ | 12/28 [00:10<00:09, 1.66it/s] 161/299 7.15G 0.02529 0.01986 0.0001776 248 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 161/299 7.15G 0.02539 0.01966 0.0001816 232 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 161/299 7.15G 0.02539 0.01966 0.0001816 232 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 161/299 7.15G 0.02524 0.01982 0.0001799 299 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 161/299 7.15G 0.02524 0.01982 0.0001799 299 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 161/299 7.15G 0.02511 0.01999 0.0001809 283 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 161/299 7.15G 0.02511 0.01999 0.0001809 283 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.15it/s] 161/299 7.15G 0.02514 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.17it/s]
all 110 564 0.646 0.62 0.596 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 162/299 7.15G 0.02339 0.02142 0.0001825 296 640: 0%| | 0/28 [00:00<?, ?it/s] 162/299 7.15G 0.02339 0.02142 0.0001825 296 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 162/299 7.15G 0.02414 0.02029 0.0001894 264 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 162/299 7.15G 0.02414 0.02029 0.0001894 264 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 162/299 7.15G 0.02443 0.01941 0.0002791 247 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 162/299 7.15G 0.02443 0.01941 0.0002791 247 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 162/299 7.15G 0.02492 0.01956 0.0002533 336 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 162/299 7.15G 0.02492 0.01956 0.0002533 336 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 162/299 7.15G 0.02466 0.01963 0.0002363 295 640: 14%|█▍ | 4/28 [00:03<00:05, 4.29it/s] 162/299 7.15G 0.02466 0.01963 0.0002363 295 640: 18%|█▊ | 5/28 [00:03<00:27, 1.19s/it] 162/299 7.15G 0.02479 0.02014 0.0002345 316 640: 18%|█▊ | 5/28 [00:04<00:27, 1.19s/it] 162/299 7.15G 0.02479 0.02014 0.0002345 316 640: 21%|██▏ | 6/28 [00:04<00:19, 1.15it/s] 162/299 7.15G 0.02474 0.02011 0.0002288 269 640: 21%|██▏ | 6/28 [00:04<00:19, 1.15it/s] 162/299 7.15G 0.02474 0.02011 0.0002288 269 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 162/299 7.15G 0.02477 0.02007 0.0002628 286 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 162/299 7.15G 0.02477 0.02007 0.0002628 286 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 162/299 7.15G 0.02482 0.02009 0.0002548 257 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 162/299 7.15G 0.02482 0.02009 0.0002548 257 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 162/299 7.15G 0.02488 0.02025 0.0002545 340 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 162/299 7.15G 0.02488 0.02025 0.0002545 340 640: 36%|███▌ | 10/28 [00:04<00:06, 2.70it/s] 162/299 7.15G 0.02485 0.02043 0.000281 290 640: 36%|███▌ | 10/28 [00:05<00:06, 2.70it/s] 162/299 7.15G 0.02485 0.02043 0.000281 290 640: 39%|███▉ | 11/28 [00:05<00:05, 3.10it/s] 162/299 7.15G 0.02479 0.02042 0.0002734 293 640: 39%|███▉ | 11/28 [00:05<00:05, 3.10it/s] 162/299 7.15G 0.02479 0.02042 0.0002734 293 640: 43%|████▎ | 12/28 [00:05<00:04, 3.34it/s] 162/299 7.15G 0.02484 0.02038 0.0002757 285 640: 43%|████▎ | 12/28 [00:09<00:04, 3.34it/s] 162/299 7.15G 0.02484 0.02038 0.0002757 285 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 162/299 7.15G 0.02477 0.0204 0.0002934 277 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 162/299 7.15G 0.02477 0.0204 0.0002934 277 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 162/299 7.15G 0.02463 0.02041 0.0002923 290 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 162/299 7.15G 0.02463 0.02041 0.0002923 290 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.33it/s] 162/299 7.15G 0.02453 0.02028 0.0002849 257 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.33it/s] 162/299 7.15G 0.02453 0.02028 0.0002849 257 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.68it/s] 162/299 7.15G 0.02445 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.625 0.597 0.58 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 163/299 7.15G 0.0235 0.01754 0.0001887 262 640: 0%| | 0/28 [00:04<?, ?it/s] 163/299 7.15G 0.0235 0.01754 0.0001887 262 640: 4%|▎ | 1/28 [00:04<02:01, 4.49s/it] 163/299 7.15G 0.02391 0.01904 0.0001914 284 640: 4%|▎ | 1/28 [00:04<02:01, 4.49s/it] 163/299 7.15G 0.02391 0.01904 0.0001914 284 640: 7%|▋ | 2/28 [00:04<00:51, 1.99s/it] 163/299 7.15G 0.02435 0.01929 0.000194 291 640: 7%|▋ | 2/28 [00:04<00:51, 1.99s/it] 163/299 7.15G 0.02435 0.01929 0.000194 291 640: 11%|█ | 3/28 [00:04<00:29, 1.18s/it] 163/299 7.15G 0.02422 0.02081 0.0002046 357 640: 11%|█ | 3/28 [00:05<00:29, 1.18s/it] 163/299 7.15G 0.02422 0.02081 0.0002046 357 640: 14%|█▍ | 4/28 [00:05<00:19, 1.24it/s] 163/299 7.15G 0.02445 0.02095 0.000199 304 640: 14%|█▍ | 4/28 [00:05<00:19, 1.24it/s] 163/299 7.15G 0.02445 0.02095 0.000199 304 640: 18%|█▊ | 5/28 [00:05<00:13, 1.69it/s] 163/299 7.15G 0.02401 0.02022 0.0001882 257 640: 18%|█▊ | 5/28 [00:05<00:13, 1.69it/s] 163/299 7.15G 0.02401 0.02022 0.0001882 257 640: 21%|██▏ | 6/28 [00:05<00:10, 2.13it/s] 163/299 7.15G 0.02396 0.02 0.0001977 278 640: 21%|██▏ | 6/28 [00:05<00:10, 2.13it/s] 163/299 7.15G 0.02396 0.02 0.0001977 278 640: 25%|██▌ | 7/28 [00:05<00:08, 2.60it/s] 163/299 7.15G 0.02396 0.02015 0.0001965 301 640: 25%|██▌ | 7/28 [00:06<00:08, 2.60it/s] 163/299 7.15G 0.02396 0.02015 0.0001965 301 640: 29%|██▊ | 8/28 [00:06<00:06, 2.97it/s] 163/299 7.15G 0.02387 0.02056 0.000217 339 640: 29%|██▊ | 8/28 [00:09<00:06, 2.97it/s] 163/299 7.15G 0.02387 0.02056 0.000217 339 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 163/299 7.15G 0.02398 0.02073 0.0002105 371 640: 32%|███▏ | 9/28 [00:09<00:25, 1.33s/it] 163/299 7.15G 0.02398 0.02073 0.0002105 371 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 163/299 7.15G 0.02381 0.02081 0.0002296 278 640: 36%|███▌ | 10/28 [00:10<00:17, 1.01it/s] 163/299 7.15G 0.02381 0.02081 0.0002296 278 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 163/299 7.15G 0.02381 0.02058 0.000223 260 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 163/299 7.15G 0.02381 0.02058 0.000223 260 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 163/299 7.15G 0.02384 0.02036 0.0002194 228 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 163/299 7.15G 0.02384 0.02036 0.0002194 228 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 163/299 7.15G 0.0238 0.02025 0.0002173 268 640: 46%|████▋ | 13/28 [00:10<00:07, 2.06it/s] 163/299 7.15G 0.0238 0.02025 0.0002173 268 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 163/299 7.15G 0.02394 0.02026 0.0002219 358 640: 50%|█████ | 14/28 [00:10<00:05, 2.43it/s] 163/299 7.15G 0.02394 0.02026 0.0002219 358 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.84it/s] 163/299 7.15G 0.02391 0.02014 0.0002207 230 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.84it/s] 163/299 7.15G 0.02391 0.02014 0.0002207 230 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.14it/s] 163/299 7.15G 0.02391 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.638 0.574 0.578 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 164/299 7.15G 0.02168 0.01751 0.000161 262 640: 0%| | 0/28 [00:00<?, ?it/s] 164/299 7.15G 0.02168 0.01751 0.000161 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 164/299 7.15G 0.02315 0.02033 0.0002229 345 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 164/299 7.15G 0.02315 0.02033 0.0002229 345 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 164/299 7.15G 0.02355 0.01973 0.0001894 246 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 164/299 7.15G 0.02355 0.01973 0.0001894 246 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 164/299 7.15G 0.02375 0.01989 0.000311 298 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 164/299 7.15G 0.02375 0.01989 0.000311 298 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 164/299 7.15G 0.02404 0.02069 0.0002975 330 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 164/299 7.15G 0.02404 0.02069 0.0002975 330 640: 18%|█▊ | 5/28 [00:04<00:31, 1.35s/it] 164/299 7.15G 0.0243 0.0207 0.0003281 342 640: 18%|█▊ | 5/28 [00:04<00:31, 1.35s/it] 164/299 7.15G 0.0243 0.0207 0.0003281 342 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 164/299 7.15G 0.02435 0.02047 0.0003097 282 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 164/299 7.15G 0.02435 0.02047 0.0003097 282 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 164/299 7.15G 0.02435 0.02057 0.0003331 292 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 164/299 7.15G 0.02435 0.02057 0.0003331 292 640: 29%|██▊ | 8/28 [00:04<00:11, 1.76it/s] 164/299 7.15G 0.02438 0.02024 0.0003161 269 640: 29%|██▊ | 8/28 [00:05<00:11, 1.76it/s] 164/299 7.15G 0.02438 0.02024 0.0003161 269 640: 32%|███▏ | 9/28 [00:05<00:08, 2.19it/s] 164/299 7.15G 0.02452 0.02034 0.0003054 246 640: 32%|███▏ | 9/28 [00:05<00:08, 2.19it/s] 164/299 7.15G 0.02452 0.02034 0.0003054 246 640: 36%|███▌ | 10/28 [00:05<00:07, 2.57it/s] 164/299 7.15G 0.02443 0.02017 0.0002936 282 640: 36%|███▌ | 10/28 [00:05<00:07, 2.57it/s] 164/299 7.15G 0.02443 0.02017 0.0002936 282 640: 39%|███▉ | 11/28 [00:05<00:05, 2.97it/s] 164/299 7.15G 0.02452 0.02014 0.0002858 270 640: 39%|███▉ | 11/28 [00:05<00:05, 2.97it/s] 164/299 7.15G 0.02452 0.02014 0.0002858 270 640: 43%|████▎ | 12/28 [00:05<00:04, 3.24it/s] 164/299 7.15G 0.02446 0.01993 0.0002844 224 640: 43%|████▎ | 12/28 [00:09<00:04, 3.24it/s] 164/299 7.15G 0.02446 0.01993 0.0002844 224 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 164/299 7.15G 0.02445 0.01978 0.0002888 271 640: 46%|████▋ | 13/28 [00:09<00:19, 1.31s/it] 164/299 7.15G 0.02445 0.01978 0.0002888 271 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 164/299 7.15G 0.02457 0.01965 0.0002815 230 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 164/299 7.15G 0.02457 0.01965 0.0002815 230 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.33it/s] 164/299 7.15G 0.0247 0.01981 0.0002729 304 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.33it/s] 164/299 7.15G 0.0247 0.01981 0.0002729 304 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.68it/s] 164/299 7.15G 0.02465 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.603 0.645 0.591 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 165/299 7.15G 0.0251 0.01995 0.0001652 277 640: 0%| | 0/28 [00:03<?, ?it/s] 165/299 7.15G 0.0251 0.01995 0.0001652 277 640: 4%|▎ | 1/28 [00:03<01:33, 3.48s/it] 165/299 7.15G 0.02513 0.01983 0.0001622 241 640: 4%|▎ | 1/28 [00:03<01:33, 3.48s/it] 165/299 7.15G 0.02513 0.01983 0.0001622 241 640: 7%|▋ | 2/28 [00:03<00:40, 1.57s/it] 165/299 7.15G 0.02504 0.0204 0.0001799 339 640: 7%|▋ | 2/28 [00:03<00:40, 1.57s/it] 165/299 7.15G 0.02504 0.0204 0.0001799 339 640: 11%|█ | 3/28 [00:03<00:23, 1.05it/s] 165/299 7.15G 0.02501 0.01948 0.0001751 209 640: 11%|█ | 3/28 [00:04<00:23, 1.05it/s] 165/299 7.15G 0.02501 0.01948 0.0001751 209 640: 14%|█▍ | 4/28 [00:04<00:16, 1.50it/s] 165/299 7.15G 0.02545 0.01949 0.0001897 275 640: 14%|█▍ | 4/28 [00:04<00:16, 1.50it/s] 165/299 7.15G 0.02545 0.01949 0.0001897 275 640: 18%|█▊ | 5/28 [00:04<00:11, 1.98it/s] 165/299 7.15G 0.02528 0.01926 0.0001918 267 640: 18%|█▊ | 5/28 [00:04<00:11, 1.98it/s] 165/299 7.15G 0.02528 0.01926 0.0001918 267 640: 21%|██▏ | 6/28 [00:04<00:09, 2.42it/s] 165/299 7.15G 0.02518 0.01872 0.0002024 217 640: 21%|██▏ | 6/28 [00:04<00:09, 2.42it/s] 165/299 7.15G 0.02518 0.01872 0.0002024 217 640: 25%|██▌ | 7/28 [00:04<00:07, 2.89it/s] 165/299 7.15G 0.02502 0.01906 0.0002147 266 640: 25%|██▌ | 7/28 [00:05<00:07, 2.89it/s] 165/299 7.15G 0.02502 0.01906 0.0002147 266 640: 29%|██▊ | 8/28 [00:05<00:06, 3.22it/s] 165/299 7.15G 0.02489 0.0191 0.0002071 284 640: 29%|██▊ | 8/28 [00:08<00:06, 3.22it/s] 165/299 7.15G 0.02489 0.0191 0.0002071 284 640: 32%|███▏ | 9/28 [00:08<00:26, 1.41s/it] 165/299 7.15G 0.02483 0.01915 0.0002073 284 640: 32%|███▏ | 9/28 [00:09<00:26, 1.41s/it] 165/299 7.15G 0.02483 0.01915 0.0002073 284 640: 36%|███▌ | 10/28 [00:09<00:18, 1.05s/it] 165/299 7.15G 0.02497 0.01933 0.0002037 293 640: 36%|███▌ | 10/28 [00:09<00:18, 1.05s/it] 165/299 7.15G 0.02497 0.01933 0.0002037 293 640: 39%|███▉ | 11/28 [00:09<00:13, 1.26it/s] 165/299 7.15G 0.02486 0.01925 0.0002006 240 640: 39%|███▉ | 11/28 [00:09<00:13, 1.26it/s] 165/299 7.15G 0.02486 0.01925 0.0002006 240 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 165/299 7.15G 0.02479 0.01929 0.0002051 289 640: 43%|████▎ | 12/28 [00:09<00:09, 1.61it/s] 165/299 7.15G 0.02479 0.01929 0.0002051 289 640: 46%|████▋ | 13/28 [00:09<00:07, 2.01it/s] 165/299 7.15G 0.02473 0.01918 0.0002071 267 640: 46%|████▋ | 13/28 [00:10<00:07, 2.01it/s] 165/299 7.15G 0.02473 0.01918 0.0002071 267 640: 50%|█████ | 14/28 [00:10<00:05, 2.38it/s] 165/299 7.15G 0.02468 0.01923 0.0002088 282 640: 50%|█████ | 14/28 [00:10<00:05, 2.38it/s] 165/299 7.15G 0.02468 0.01923 0.0002088 282 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.77it/s] 165/299 7.15G 0.02471 0.01918 0.0002086 236 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.77it/s] 165/299 7.15G 0.02471 0.01918 0.0002086 236 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.07it/s] 165/299 7.15G 0.02466
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]
all 110 564 0.686 0.611 0.615 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 166/299 7.15G 0.02383 0.01876 0.0001758 275 640: 0%| | 0/28 [00:00<?, ?it/s] 166/299 7.15G 0.02383 0.01876 0.0001758 275 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 166/299 7.15G 0.02454 0.01951 0.0002091 288 640: 4%|▎ | 1/28 [00:00<00:05, 4.66it/s] 166/299 7.15G 0.02454 0.01951 0.0002091 288 640: 7%|▋ | 2/28 [00:00<00:05, 4.45it/s] 166/299 7.15G 0.02506 0.02014 0.000249 303 640: 7%|▋ | 2/28 [00:00<00:05, 4.45it/s] 166/299 7.15G 0.02506 0.02014 0.000249 303 640: 11%|█ | 3/28 [00:00<00:05, 4.58it/s] 166/299 7.15G 0.02459 0.02061 0.0002218 264 640: 11%|█ | 3/28 [00:00<00:05, 4.58it/s] 166/299 7.15G 0.02459 0.02061 0.0002218 264 640: 14%|█▍ | 4/28 [00:00<00:05, 4.45it/s] 166/299 7.15G 0.02491 0.02037 0.0002292 250 640: 14%|█▍ | 4/28 [00:05<00:05, 4.45it/s] 166/299 7.15G 0.02491 0.02037 0.0002292 250 640: 18%|█▊ | 5/28 [00:05<00:39, 1.71s/it] 166/299 7.15G 0.02484 0.02012 0.0002478 246 640: 18%|█▊ | 5/28 [00:05<00:39, 1.71s/it] 166/299 7.15G 0.02484 0.02012 0.0002478 246 640: 21%|██▏ | 6/28 [00:05<00:26, 1.21s/it] 166/299 7.15G 0.02503 0.0203 0.000244 280 640: 21%|██▏ | 6/28 [00:05<00:26, 1.21s/it] 166/299 7.15G 0.02503 0.0203 0.000244 280 640: 25%|██▌ | 7/28 [00:05<00:18, 1.13it/s] 166/299 7.15G 0.02472 0.02026 0.0002377 297 640: 25%|██▌ | 7/28 [00:05<00:18, 1.13it/s] 166/299 7.15G 0.02472 0.02026 0.0002377 297 640: 29%|██▊ | 8/28 [00:05<00:13, 1.48it/s] 166/299 7.15G 0.02475 0.02014 0.0002434 252 640: 29%|██▊ | 8/28 [00:06<00:13, 1.48it/s] 166/299 7.15G 0.02475 0.02014 0.0002434 252 640: 32%|███▏ | 9/28 [00:06<00:10, 1.88it/s] 166/299 7.15G 0.02458 0.02019 0.0002483 294 640: 32%|███▏ | 9/28 [00:06<00:10, 1.88it/s] 166/299 7.15G 0.02458 0.02019 0.0002483 294 640: 36%|███▌ | 10/28 [00:06<00:07, 2.28it/s] 166/299 7.15G 0.0247 0.02034 0.0002446 323 640: 36%|███▌ | 10/28 [00:06<00:07, 2.28it/s] 166/299 7.15G 0.0247 0.02034 0.0002446 323 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 166/299 7.15G 0.02461 0.02028 0.0002422 274 640: 39%|███▉ | 11/28 [00:06<00:06, 2.70it/s] 166/299 7.15G 0.02461 0.02028 0.0002422 274 640: 43%|████▎ | 12/28 [00:06<00:05, 3.04it/s] 166/299 7.15G 0.02441 0.01992 0.0002937 233 640: 43%|████▎ | 12/28 [00:10<00:05, 3.04it/s] 166/299 7.15G 0.02441 0.01992 0.0002937 233 640: 46%|████▋ | 13/28 [00:10<00:19, 1.30s/it] 166/299 7.15G 0.0244 0.01978 0.0002848 233 640: 46%|████▋ | 13/28 [00:10<00:19, 1.30s/it] 166/299 7.15G 0.0244 0.01978 0.0002848 233 640: 50%|█████ | 14/28 [00:10<00:13, 1.02it/s] 166/299 7.15G 0.02439 0.01972 0.0002746 265 640: 50%|█████ | 14/28 [00:10<00:13, 1.02it/s] 166/299 7.15G 0.02439 0.01972 0.0002746 265 640: 54%|█████▎ | 15/28 [00:10<00:09, 1.34it/s] 166/299 7.15G 0.0243 0.01945 0.0002697 216 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.34it/s] 166/299 7.15G 0.0243 0.01945 0.0002697 216 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.69it/s] 166/299 7.15G 0.02433 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.673 0.625 0.615 0.318
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 167/299 7.15G 0.02283 0.01985 0.0001359 281 640: 0%| | 0/28 [00:02<?, ?it/s] 167/299 7.15G 0.02283 0.01985 0.0001359 281 640: 4%|▎ | 1/28 [00:02<01:14, 2.76s/it] 167/299 7.15G 0.02245 0.02005 0.0001341 325 640: 4%|▎ | 1/28 [00:03<01:14, 2.76s/it] 167/299 7.15G 0.02245 0.02005 0.0001341 325 640: 7%|▋ | 2/28 [00:03<00:33, 1.28s/it] 167/299 7.15G 0.0231 0.02058 0.0002036 300 640: 7%|▋ | 2/28 [00:03<00:33, 1.28s/it] 167/299 7.15G 0.0231 0.02058 0.0002036 300 640: 11%|█ | 3/28 [00:03<00:19, 1.26it/s] 167/299 7.15G 0.02353 0.02058 0.0001916 280 640: 11%|█ | 3/28 [00:03<00:19, 1.26it/s] 167/299 7.15G 0.02353 0.02058 0.0001916 280 640: 14%|█▍ | 4/28 [00:03<00:13, 1.73it/s] 167/299 7.15G 0.02312 0.02032 0.0001753 290 640: 14%|█▍ | 4/28 [00:03<00:13, 1.73it/s] 167/299 7.15G 0.02312 0.02032 0.0001753 290 640: 18%|█▊ | 5/28 [00:03<00:10, 2.24it/s] 167/299 7.15G 0.02318 0.02057 0.0001737 344 640: 18%|█▊ | 5/28 [00:03<00:10, 2.24it/s] 167/299 7.15G 0.02318 0.02057 0.0001737 344 640: 21%|██▏ | 6/28 [00:03<00:08, 2.65it/s] 167/299 7.15G 0.02314 0.02087 0.0001748 299 640: 21%|██▏ | 6/28 [00:04<00:08, 2.65it/s] 167/299 7.15G 0.02314 0.02087 0.0001748 299 640: 25%|██▌ | 7/28 [00:04<00:06, 3.08it/s] 167/299 7.15G 0.0234 0.02078 0.00017 273 640: 25%|██▌ | 7/28 [00:04<00:06, 3.08it/s] 167/299 7.15G 0.0234 0.02078 0.00017 273 640: 29%|██▊ | 8/28 [00:04<00:05, 3.35it/s] 167/299 7.15G 0.02332 0.02037 0.0001738 215 640: 29%|██▊ | 8/28 [00:08<00:05, 3.35it/s] 167/299 7.15G 0.02332 0.02037 0.0001738 215 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 167/299 7.15G 0.02351 0.02044 0.0001717 305 640: 32%|███▏ | 9/28 [00:08<00:26, 1.37s/it] 167/299 7.15G 0.02351 0.02044 0.0001717 305 640: 36%|███▌ | 10/28 [00:08<00:18, 1.03s/it] 167/299 7.15G 0.02352 0.02022 0.000167 258 640: 36%|███▌ | 10/28 [00:08<00:18, 1.03s/it] 167/299 7.15G 0.02352 0.02022 0.000167 258 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 167/299 7.15G 0.02371 0.02001 0.0001687 266 640: 39%|███▉ | 11/28 [00:08<00:13, 1.29it/s] 167/299 7.15G 0.02371 0.02001 0.0001687 266 640: 43%|████▎ | 12/28 [00:08<00:09, 1.63it/s] 167/299 7.15G 0.02384 0.02011 0.0001722 279 640: 43%|████▎ | 12/28 [00:09<00:09, 1.63it/s] 167/299 7.15G 0.02384 0.02011 0.0001722 279 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 167/299 7.15G 0.0239 0.02004 0.0001692 264 640: 46%|████▋ | 13/28 [00:09<00:07, 2.03it/s] 167/299 7.15G 0.0239 0.02004 0.0001692 264 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 167/299 7.15G 0.02382 0.02001 0.0001858 273 640: 50%|█████ | 14/28 [00:09<00:05, 2.40it/s] 167/299 7.15G 0.02382 0.02001 0.0001858 273 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.81it/s] 167/299 7.15G 0.02392 0.02018 0.0001877 303 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.81it/s] 167/299 7.15G 0.02392 0.02018 0.0001877 303 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.09it/s] 167/299 7.15G 0.02389
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.653 0.606 0.603 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 168/299 7.15G 0.02412 0.02165 0.000165 326 640: 0%| | 0/28 [00:00<?, ?it/s] 168/299 7.15G 0.02412 0.02165 0.000165 326 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 168/299 7.15G 0.02366 0.02077 0.0001781 301 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 168/299 7.15G 0.02366 0.02077 0.0001781 301 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 168/299 7.15G 0.0233 0.02017 0.0001684 280 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 168/299 7.15G 0.0233 0.02017 0.0001684 280 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 168/299 7.15G 0.02353 0.02047 0.0001639 304 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 168/299 7.15G 0.02353 0.02047 0.0001639 304 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 168/299 7.15G 0.02382 0.01998 0.0001614 252 640: 14%|█▍ | 4/28 [00:04<00:05, 4.30it/s] 168/299 7.15G 0.02382 0.01998 0.0001614 252 640: 18%|█▊ | 5/28 [00:04<00:29, 1.30s/it] 168/299 7.15G 0.02394 0.02053 0.0001558 273 640: 18%|█▊ | 5/28 [00:04<00:29, 1.30s/it] 168/299 7.15G 0.02394 0.02053 0.0001558 273 640: 21%|██▏ | 6/28 [00:04<00:20, 1.06it/s] 168/299 7.15G 0.02388 0.02032 0.0001557 276 640: 21%|██▏ | 6/28 [00:04<00:20, 1.06it/s] 168/299 7.15G 0.02388 0.02032 0.0001557 276 640: 25%|██▌ | 7/28 [00:04<00:14, 1.42it/s] 168/299 7.15G 0.02399 0.02033 0.0001586 332 640: 25%|██▌ | 7/28 [00:04<00:14, 1.42it/s] 168/299 7.15G 0.02399 0.02033 0.0001586 332 640: 29%|██▊ | 8/28 [00:04<00:11, 1.81it/s] 168/299 7.15G 0.0239 0.02026 0.0001552 282 640: 29%|██▊ | 8/28 [00:05<00:11, 1.81it/s] 168/299 7.15G 0.0239 0.02026 0.0001552 282 640: 32%|███▏ | 9/28 [00:05<00:08, 2.24it/s] 168/299 7.15G 0.02386 0.02001 0.0001891 233 640: 32%|███▏ | 9/28 [00:05<00:08, 2.24it/s] 168/299 7.15G 0.02386 0.02001 0.0001891 233 640: 36%|███▌ | 10/28 [00:05<00:06, 2.63it/s] 168/299 7.15G 0.02406 0.02009 0.000188 281 640: 36%|███▌ | 10/28 [00:05<00:06, 2.63it/s] 168/299 7.15G 0.02406 0.02009 0.000188 281 640: 39%|███▉ | 11/28 [00:05<00:05, 3.05it/s] 168/299 7.15G 0.02412 0.02013 0.0002002 271 640: 39%|███▉ | 11/28 [00:05<00:05, 3.05it/s] 168/299 7.15G 0.02412 0.02013 0.0002002 271 640: 43%|████▎ | 12/28 [00:05<00:04, 3.35it/s] 168/299 7.15G 0.02412 0.02007 0.0002002 278 640: 43%|████▎ | 12/28 [00:09<00:04, 3.35it/s] 168/299 7.15G 0.02412 0.02007 0.0002002 278 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 168/299 7.15G 0.02419 0.02019 0.000198 301 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 168/299 7.15G 0.02419 0.02019 0.000198 301 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 168/299 7.15G 0.02412 0.02026 0.0001951 330 640: 50%|█████ | 14/28 [00:09<00:13, 1.03it/s] 168/299 7.15G 0.02412 0.02026 0.0001951 330 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 168/299 7.15G 0.02429 0.0201 0.0002066 232 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 168/299 7.15G 0.02429 0.0201 0.0002066 232 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.70it/s] 168/299 7.15G 0.02429
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.78it/s]
all 110 564 0.656 0.604 0.604 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 169/299 7.15G 0.02395 0.02113 0.0001561 305 640: 0%| | 0/28 [00:03<?, ?it/s] 169/299 7.15G 0.02395 0.02113 0.0001561 305 640: 4%|▎ | 1/28 [00:03<01:47, 3.99s/it] 169/299 7.15G 0.02355 0.0192 0.0001669 240 640: 4%|▎ | 1/28 [00:04<01:47, 3.99s/it] 169/299 7.15G 0.02355 0.0192 0.0001669 240 640: 7%|▋ | 2/28 [00:04<00:46, 1.79s/it] 169/299 7.15G 0.02357 0.01992 0.0001684 328 640: 7%|▋ | 2/28 [00:04<00:46, 1.79s/it] 169/299 7.15G 0.02357 0.01992 0.0001684 328 640: 11%|█ | 3/28 [00:04<00:26, 1.07s/it] 169/299 7.15G 0.02301 0.01915 0.0001855 225 640: 11%|█ | 3/28 [00:04<00:26, 1.07s/it] 169/299 7.15G 0.02301 0.01915 0.0001855 225 640: 14%|█▍ | 4/28 [00:04<00:17, 1.35it/s] 169/299 7.15G 0.02328 0.01932 0.00024 260 640: 14%|█▍ | 4/28 [00:04<00:17, 1.35it/s] 169/299 7.15G 0.02328 0.01932 0.00024 260 640: 18%|█▊ | 5/28 [00:04<00:12, 1.82it/s] 169/299 7.15G 0.02342 0.01942 0.0002401 283 640: 18%|█▊ | 5/28 [00:05<00:12, 1.82it/s] 169/299 7.15G 0.02342 0.01942 0.0002401 283 640: 21%|██▏ | 6/28 [00:05<00:09, 2.26it/s] 169/299 7.15G 0.02354 0.01963 0.0002285 306 640: 21%|██▏ | 6/28 [00:05<00:09, 2.26it/s] 169/299 7.15G 0.02354 0.01963 0.0002285 306 640: 25%|██▌ | 7/28 [00:05<00:07, 2.73it/s] 169/299 7.15G 0.02336 0.01929 0.0002143 243 640: 25%|██▌ | 7/28 [00:05<00:07, 2.73it/s] 169/299 7.15G 0.02336 0.01929 0.0002143 243 640: 29%|██▊ | 8/28 [00:05<00:06, 3.08it/s] 169/299 7.15G 0.02333 0.01939 0.000228 325 640: 29%|██▊ | 8/28 [00:09<00:06, 3.08it/s] 169/299 7.15G 0.02333 0.01939 0.000228 325 640: 32%|███▏ | 9/28 [00:09<00:25, 1.32s/it] 169/299 7.15G 0.02336 0.01956 0.0002262 295 640: 32%|███▏ | 9/28 [00:09<00:25, 1.32s/it] 169/299 7.15G 0.02336 0.01956 0.0002262 295 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 169/299 7.15G 0.02346 0.01994 0.0002178 350 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 169/299 7.15G 0.02346 0.01994 0.0002178 350 640: 39%|███▉ | 11/28 [00:09<00:12, 1.33it/s] 169/299 7.15G 0.02336 0.01991 0.0002278 260 640: 39%|███▉ | 11/28 [00:09<00:12, 1.33it/s] 169/299 7.15G 0.02336 0.01991 0.0002278 260 640: 43%|████▎ | 12/28 [00:09<00:09, 1.67it/s] 169/299 7.15G 0.02335 0.01986 0.0002255 259 640: 43%|████▎ | 12/28 [00:10<00:09, 1.67it/s] 169/299 7.15G 0.02335 0.01986 0.0002255 259 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 169/299 7.15G 0.0234 0.01965 0.0002189 198 640: 46%|████▋ | 13/28 [00:10<00:07, 2.07it/s] 169/299 7.15G 0.0234 0.01965 0.0002189 198 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 169/299 7.15G 0.02347 0.01954 0.0002188 302 640: 50%|█████ | 14/28 [00:10<00:05, 2.44it/s] 169/299 7.15G 0.02347 0.01954 0.0002188 302 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 169/299 7.15G 0.02342 0.0195 0.0002153 247 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.85it/s] 169/299 7.15G 0.02342 0.0195 0.0002153 247 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.16it/s] 169/299 7.15G 0.02335 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.714 0.583 0.609 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 170/299 7.15G 0.0224 0.0174 0.0001506 242 640: 0%| | 0/28 [00:00<?, ?it/s] 170/299 7.15G 0.0224 0.0174 0.0001506 242 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 170/299 7.15G 0.02332 0.01806 0.0001727 283 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 170/299 7.15G 0.02332 0.01806 0.0001727 283 640: 7%|▋ | 2/28 [00:00<00:05, 4.38it/s] 170/299 7.15G 0.02289 0.01838 0.0001515 299 640: 7%|▋ | 2/28 [00:00<00:05, 4.38it/s] 170/299 7.15G 0.02289 0.01838 0.0001515 299 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 170/299 7.15G 0.02305 0.01884 0.00017 308 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 170/299 7.15G 0.02305 0.01884 0.00017 308 640: 14%|█▍ | 4/28 [00:00<00:05, 4.37it/s] 170/299 7.15G 0.0234 0.01894 0.0001766 232 640: 14%|█▍ | 4/28 [00:05<00:05, 4.37it/s] 170/299 7.15G 0.0234 0.01894 0.0001766 232 640: 18%|█▊ | 5/28 [00:05<00:43, 1.87s/it] 170/299 7.15G 0.02316 0.01853 0.000183 240 640: 18%|█▊ | 5/28 [00:05<00:43, 1.87s/it] 170/299 7.15G 0.02316 0.01853 0.000183 240 640: 21%|██▏ | 6/28 [00:05<00:28, 1.31s/it] 170/299 7.15G 0.02334 0.01823 0.000178 245 640: 21%|██▏ | 6/28 [00:06<00:28, 1.31s/it] 170/299 7.15G 0.02334 0.01823 0.000178 245 640: 25%|██▌ | 7/28 [00:06<00:20, 1.05it/s] 170/299 7.15G 0.02345 0.01868 0.0001833 360 640: 25%|██▌ | 7/28 [00:06<00:20, 1.05it/s] 170/299 7.15G 0.02345 0.01868 0.0001833 360 640: 29%|██▊ | 8/28 [00:06<00:14, 1.38it/s] 170/299 7.15G 0.0235 0.01888 0.0001863 263 640: 29%|██▊ | 8/28 [00:06<00:14, 1.38it/s] 170/299 7.15G 0.0235 0.01888 0.0001863 263 640: 32%|███▏ | 9/28 [00:06<00:10, 1.78it/s] 170/299 7.15G 0.02358 0.01883 0.0001794 258 640: 32%|███▏ | 9/28 [00:06<00:10, 1.78it/s] 170/299 7.15G 0.02358 0.01883 0.0001794 258 640: 36%|███▌ | 10/28 [00:06<00:08, 2.17it/s] 170/299 7.15G 0.02368 0.01854 0.0001754 191 640: 36%|███▌ | 10/28 [00:07<00:08, 2.17it/s] 170/299 7.15G 0.02368 0.01854 0.0001754 191 640: 39%|███▉ | 11/28 [00:07<00:06, 2.60it/s] 170/299 7.15G 0.02368 0.01871 0.0002122 255 640: 39%|███▉ | 11/28 [00:07<00:06, 2.60it/s] 170/299 7.15G 0.02368 0.01871 0.0002122 255 640: 43%|████▎ | 12/28 [00:07<00:05, 2.96it/s] 170/299 7.15G 0.02358 0.01881 0.0002036 268 640: 43%|████▎ | 12/28 [00:10<00:05, 2.96it/s] 170/299 7.15G 0.02358 0.01881 0.0002036 268 640: 46%|████▋ | 13/28 [00:10<00:19, 1.29s/it] 170/299 7.15G 0.02357 0.01888 0.0002025 268 640: 46%|████▋ | 13/28 [00:10<00:19, 1.29s/it] 170/299 7.15G 0.02357 0.01888 0.0002025 268 640: 50%|█████ | 14/28 [00:10<00:13, 1.03it/s] 170/299 7.15G 0.02351 0.0188 0.0001975 277 640: 50%|█████ | 14/28 [00:11<00:13, 1.03it/s] 170/299 7.15G 0.02351 0.0188 0.0001975 277 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.34it/s] 170/299 7.15G 0.02348 0.01879 0.0001928 279 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.34it/s] 170/299 7.15G 0.02348 0.01879 0.0001928 279 640: 57%|█████▋ | 16/28 [00:11<00:07, 1.69it/s] 170/299 7.15G 0.0234 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.657 0.61 0.587 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 171/299 7.15G 0.02315 0.02079 0.0001574 286 640: 0%| | 0/28 [00:02<?, ?it/s] 171/299 7.15G 0.02315 0.02079 0.0001574 286 640: 4%|▎ | 1/28 [00:02<01:17, 2.86s/it] 171/299 7.15G 0.02289 0.01986 0.0001614 237 640: 4%|▎ | 1/28 [00:03<01:17, 2.86s/it] 171/299 7.15G 0.02289 0.01986 0.0001614 237 640: 7%|▋ | 2/28 [00:03<00:34, 1.32s/it] 171/299 7.15G 0.02295 0.01999 0.000189 330 640: 7%|▋ | 2/28 [00:03<00:34, 1.32s/it] 171/299 7.15G 0.02295 0.01999 0.000189 330 640: 11%|█ | 3/28 [00:03<00:20, 1.22it/s] 171/299 7.15G 0.02289 0.01987 0.0001749 277 640: 11%|█ | 3/28 [00:03<00:20, 1.22it/s] 171/299 7.15G 0.02289 0.01987 0.0001749 277 640: 14%|█▍ | 4/28 [00:03<00:14, 1.70it/s] 171/299 7.15G 0.02297 0.01971 0.0001651 253 640: 14%|█▍ | 4/28 [00:03<00:14, 1.70it/s] 171/299 7.15G 0.02297 0.01971 0.0001651 253 640: 18%|█▊ | 5/28 [00:03<00:10, 2.20it/s] 171/299 7.15G 0.02336 0.01948 0.0001696 293 640: 18%|█▊ | 5/28 [00:04<00:10, 2.20it/s] 171/299 7.15G 0.02336 0.01948 0.0001696 293 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 171/299 7.15G 0.02342 0.01897 0.0001645 240 640: 21%|██▏ | 6/28 [00:04<00:08, 2.61it/s] 171/299 7.15G 0.02342 0.01897 0.0001645 240 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 171/299 7.15G 0.02338 0.01922 0.0001947 332 640: 25%|██▌ | 7/28 [00:04<00:06, 3.05it/s] 171/299 7.15G 0.02338 0.01922 0.0001947 332 640: 29%|██▊ | 8/28 [00:04<00:05, 3.35it/s] 171/299 7.15G 0.02319 0.01897 0.0001875 229 640: 29%|██▊ | 8/28 [00:08<00:05, 3.35it/s] 171/299 7.15G 0.02319 0.01897 0.0001875 229 640: 32%|███▏ | 9/28 [00:08<00:25, 1.33s/it] 171/299 7.15G 0.02319 0.01887 0.0001838 294 640: 32%|███▏ | 9/28 [00:08<00:25, 1.33s/it] 171/299 7.15G 0.02319 0.01887 0.0001838 294 640: 36%|███▌ | 10/28 [00:08<00:17, 1.01it/s] 171/299 7.15G 0.02315 0.01902 0.000205 279 640: 36%|███▌ | 10/28 [00:08<00:17, 1.01it/s] 171/299 7.15G 0.02315 0.01902 0.000205 279 640: 39%|███▉ | 11/28 [00:08<00:12, 1.33it/s] 171/299 7.15G 0.02322 0.01907 0.0002117 291 640: 39%|███▉ | 11/28 [00:08<00:12, 1.33it/s] 171/299 7.15G 0.02322 0.01907 0.0002117 291 640: 43%|████▎ | 12/28 [00:08<00:09, 1.67it/s] 171/299 7.15G 0.02325 0.01909 0.0002058 293 640: 43%|████▎ | 12/28 [00:08<00:09, 1.67it/s] 171/299 7.15G 0.02325 0.01909 0.0002058 293 640: 46%|████▋ | 13/28 [00:08<00:07, 2.07it/s] 171/299 7.15G 0.02326 0.01897 0.0002014 272 640: 46%|████▋ | 13/28 [00:09<00:07, 2.07it/s] 171/299 7.15G 0.02326 0.01897 0.0002014 272 640: 50%|█████ | 14/28 [00:09<00:05, 2.44it/s] 171/299 7.15G 0.02329 0.0189 0.0001971 283 640: 50%|█████ | 14/28 [00:09<00:05, 2.44it/s] 171/299 7.15G 0.02329 0.0189 0.0001971 283 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.85it/s] 171/299 7.15G 0.02331 0.01881 0.0001945 259 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.85it/s] 171/299 7.15G 0.02331 0.01881 0.0001945 259 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.15it/s] 171/299 7.15G 0.02338 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.688 0.573 0.592 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 172/299 7.15G 0.02328 0.01805 0.0001504 271 640: 0%| | 0/28 [00:00<?, ?it/s] 172/299 7.15G 0.02328 0.01805 0.0001504 271 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 172/299 7.15G 0.02285 0.01854 0.0003749 255 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 172/299 7.15G 0.02285 0.01854 0.0003749 255 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 172/299 7.15G 0.02294 0.01954 0.0002932 335 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 172/299 7.15G 0.02294 0.01954 0.0002932 335 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 172/299 7.15G 0.02354 0.02029 0.0002584 316 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 172/299 7.15G 0.02354 0.02029 0.0002584 316 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 172/299 7.15G 0.02339 0.01984 0.0002533 227 640: 14%|█▍ | 4/28 [00:03<00:05, 4.29it/s] 172/299 7.15G 0.02339 0.01984 0.0002533 227 640: 18%|█▊ | 5/28 [00:03<00:28, 1.23s/it] 172/299 7.15G 0.02329 0.0199 0.0002349 262 640: 18%|█▊ | 5/28 [00:04<00:28, 1.23s/it] 172/299 7.15G 0.02329 0.0199 0.0002349 262 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 172/299 7.15G 0.0233 0.01994 0.0002237 266 640: 21%|██▏ | 6/28 [00:04<00:19, 1.12it/s] 172/299 7.15G 0.0233 0.01994 0.0002237 266 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 172/299 7.15G 0.02312 0.0197 0.0002231 291 640: 25%|██▌ | 7/28 [00:04<00:14, 1.48it/s] 172/299 7.15G 0.02312 0.0197 0.0002231 291 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 172/299 7.15G 0.02332 0.02023 0.0002208 377 640: 29%|██▊ | 8/28 [00:04<00:10, 1.86it/s] 172/299 7.15G 0.02332 0.02023 0.0002208 377 640: 32%|███▏ | 9/28 [00:04<00:08, 2.29it/s] 172/299 7.15G 0.02322 0.01994 0.0002215 249 640: 32%|███▏ | 9/28 [00:05<00:08, 2.29it/s] 172/299 7.15G 0.02322 0.01994 0.0002215 249 640: 36%|███▌ | 10/28 [00:05<00:06, 2.66it/s] 172/299 7.15G 0.02334 0.02 0.0002214 334 640: 36%|███▌ | 10/28 [00:05<00:06, 2.66it/s] 172/299 7.15G 0.02334 0.02 0.0002214 334 640: 39%|███▉ | 11/28 [00:05<00:05, 3.06it/s] 172/299 7.15G 0.02348 0.02019 0.0002165 349 640: 39%|███▉ | 11/28 [00:05<00:05, 3.06it/s] 172/299 7.15G 0.02348 0.02019 0.0002165 349 640: 43%|████▎ | 12/28 [00:05<00:04, 3.32it/s] 172/299 7.15G 0.02344 0.02029 0.0002113 311 640: 43%|████▎ | 12/28 [00:09<00:04, 3.32it/s] 172/299 7.15G 0.02344 0.02029 0.0002113 311 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 172/299 7.15G 0.02335 0.02035 0.0002069 292 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 172/299 7.15G 0.02335 0.02035 0.0002069 292 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 172/299 7.15G 0.02337 0.0205 0.0002087 305 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 172/299 7.15G 0.02337 0.0205 0.0002087 305 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 172/299 7.15G 0.02329 0.02033 0.0002085 254 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.35it/s] 172/299 7.15G 0.02329 0.02033 0.0002085 254 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.70it/s] 172/299 7.15G 0.02333
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.678 0.594 0.594 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 173/299 7.15G 0.02306 0.0222 0.0001563 303 640: 0%| | 0/28 [00:02<?, ?it/s] 173/299 7.15G 0.02306 0.0222 0.0001563 303 640: 4%|▎ | 1/28 [00:02<01:14, 2.76s/it] 173/299 7.15G 0.02358 0.02155 0.0001932 346 640: 4%|▎ | 1/28 [00:03<01:14, 2.76s/it] 173/299 7.15G 0.02358 0.02155 0.0001932 346 640: 7%|▋ | 2/28 [00:03<00:45, 1.75s/it] 173/299 7.15G 0.02331 0.02101 0.0002082 273 640: 7%|▋ | 2/28 [00:04<00:45, 1.75s/it] 173/299 7.15G 0.02331 0.02101 0.0002082 273 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 173/299 7.15G 0.02349 0.02078 0.0002122 250 640: 11%|█ | 3/28 [00:04<00:26, 1.05s/it] 173/299 7.15G 0.02349 0.02078 0.0002122 250 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 173/299 7.15G 0.02308 0.01986 0.0001964 215 640: 14%|█▍ | 4/28 [00:04<00:17, 1.37it/s] 173/299 7.15G 0.02308 0.01986 0.0001964 215 640: 18%|█▊ | 5/28 [00:04<00:12, 1.83it/s] 173/299 7.15G 0.02311 0.0201 0.0001847 271 640: 18%|█▊ | 5/28 [00:04<00:12, 1.83it/s] 173/299 7.15G 0.02311 0.0201 0.0001847 271 640: 21%|██▏ | 6/28 [00:04<00:09, 2.27it/s] 173/299 7.15G 0.02326 0.02021 0.0002455 320 640: 21%|██▏ | 6/28 [00:04<00:09, 2.27it/s] 173/299 7.15G 0.02326 0.02021 0.0002455 320 640: 25%|██▌ | 7/28 [00:04<00:07, 2.74it/s] 173/299 7.15G 0.02304 0.01977 0.0002432 226 640: 25%|██▌ | 7/28 [00:05<00:07, 2.74it/s] 173/299 7.15G 0.02304 0.01977 0.0002432 226 640: 29%|██▊ | 8/28 [00:05<00:06, 3.07it/s] 173/299 7.15G 0.02328 0.01941 0.0002322 261 640: 29%|██▊ | 8/28 [00:07<00:06, 3.07it/s] 173/299 7.15G 0.02328 0.01941 0.0002322 261 640: 32%|███▏ | 9/28 [00:07<00:20, 1.08s/it] 173/299 7.15G 0.02327 0.01968 0.0002378 289 640: 32%|███▏ | 9/28 [00:09<00:20, 1.08s/it] 173/299 7.15G 0.02327 0.01968 0.0002378 289 640: 36%|███▌ | 10/28 [00:09<00:19, 1.09s/it] 173/299 7.15G 0.02341 0.01966 0.0002535 259 640: 36%|███▌ | 10/28 [00:09<00:19, 1.09s/it] 173/299 7.15G 0.02341 0.01966 0.0002535 259 640: 39%|███▉ | 11/28 [00:09<00:13, 1.21it/s] 173/299 7.15G 0.02339 0.01943 0.0002429 256 640: 39%|███▉ | 11/28 [00:09<00:13, 1.21it/s] 173/299 7.15G 0.02339 0.01943 0.0002429 256 640: 43%|████▎ | 12/28 [00:09<00:10, 1.55it/s] 173/299 7.15G 0.0234 0.01966 0.0002369 331 640: 43%|████▎ | 12/28 [00:09<00:10, 1.55it/s] 173/299 7.15G 0.0234 0.01966 0.0002369 331 640: 46%|████▋ | 13/28 [00:09<00:07, 1.94it/s] 173/299 7.15G 0.02348 0.0196 0.0002303 272 640: 46%|████▋ | 13/28 [00:09<00:07, 1.94it/s] 173/299 7.15G 0.02348 0.0196 0.0002303 272 640: 50%|█████ | 14/28 [00:09<00:06, 2.32it/s] 173/299 7.15G 0.02339 0.01954 0.0002221 263 640: 50%|█████ | 14/28 [00:10<00:06, 2.32it/s] 173/299 7.15G 0.02339 0.01954 0.0002221 263 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.74it/s] 173/299 7.15G 0.02333 0.01954 0.0002245 266 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.74it/s] 173/299 7.15G 0.02333 0.01954 0.0002245 266 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.05it/s] 173/299 7.15G 0.02324 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.691 0.6 0.6 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 174/299 7.15G 0.02381 0.01502 0.0001281 209 640: 0%| | 0/28 [00:00<?, ?it/s] 174/299 7.15G 0.02381 0.01502 0.0001281 209 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 174/299 7.15G 0.0246 0.0181 0.0001442 319 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 174/299 7.15G 0.0246 0.0181 0.0001442 319 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 174/299 7.15G 0.02374 0.01847 0.0001632 286 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 174/299 7.15G 0.02374 0.01847 0.0001632 286 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 174/299 7.15G 0.02352 0.0192 0.0001733 282 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 174/299 7.15G 0.02352 0.0192 0.0001733 282 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 174/299 7.15G 0.02398 0.01955 0.0001743 282 640: 14%|█▍ | 4/28 [00:02<00:05, 4.31it/s] 174/299 7.15G 0.02398 0.01955 0.0001743 282 640: 18%|█▊ | 5/28 [00:02<00:15, 1.47it/s] 174/299 7.15G 0.02371 0.01915 0.0001808 263 640: 18%|█▊ | 5/28 [00:03<00:15, 1.47it/s] 174/299 7.15G 0.02371 0.01915 0.0001808 263 640: 21%|██▏ | 6/28 [00:03<00:21, 1.03it/s] 174/299 7.15G 0.0235 0.01894 0.0001744 241 640: 21%|██▏ | 6/28 [00:04<00:21, 1.03it/s] 174/299 7.15G 0.0235 0.01894 0.0001744 241 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 174/299 7.15G 0.02315 0.01898 0.0001701 283 640: 25%|██▌ | 7/28 [00:04<00:15, 1.38it/s] 174/299 7.15G 0.02315 0.01898 0.0001701 283 640: 29%|██▊ | 8/28 [00:04<00:11, 1.75it/s] 174/299 7.15G 0.02319 0.01931 0.0001681 295 640: 29%|██▊ | 8/28 [00:04<00:11, 1.75it/s] 174/299 7.15G 0.02319 0.01931 0.0001681 295 640: 32%|███▏ | 9/28 [00:04<00:08, 2.18it/s] 174/299 7.15G 0.02321 0.0199 0.0001749 320 640: 32%|███▏ | 9/28 [00:04<00:08, 2.18it/s] 174/299 7.15G 0.02321 0.0199 0.0001749 320 640: 36%|███▌ | 10/28 [00:04<00:07, 2.55it/s] 174/299 7.15G 0.02303 0.01974 0.0001699 268 640: 36%|███▌ | 10/28 [00:05<00:07, 2.55it/s] 174/299 7.15G 0.02303 0.01974 0.0001699 268 640: 39%|███▉ | 11/28 [00:05<00:05, 2.95it/s] 174/299 7.15G 0.02311 0.01939 0.0001709 241 640: 39%|███▉ | 11/28 [00:05<00:05, 2.95it/s] 174/299 7.15G 0.02311 0.01939 0.0001709 241 640: 43%|████▎ | 12/28 [00:05<00:04, 3.23it/s] 174/299 7.15G 0.02307 0.01915 0.0001736 219 640: 43%|████▎ | 12/28 [00:07<00:04, 3.23it/s] 174/299 7.15G 0.02307 0.01915 0.0001736 219 640: 46%|████▋ | 13/28 [00:07<00:13, 1.10it/s] 174/299 7.15G 0.02308 0.0194 0.0001759 335 640: 46%|████▋ | 13/28 [00:09<00:13, 1.10it/s] 174/299 7.15G 0.02308 0.0194 0.0001759 335 640: 50%|█████ | 14/28 [00:09<00:15, 1.10s/it] 174/299 7.15G 0.02299 0.01935 0.0001928 264 640: 50%|█████ | 14/28 [00:09<00:15, 1.10s/it] 174/299 7.15G 0.02299 0.01935 0.0001928 264 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.20it/s] 174/299 7.15G 0.02306 0.01935 0.0001917 302 640: 54%|█████▎ | 15/28 [00:09<00:10, 1.20it/s] 174/299 7.15G 0.02306 0.01935 0.0001917 302 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.53it/s] 174/299 7.15G 0.0231 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.636 0.615 0.595 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 175/299 7.15G 0.02339 0.01835 0.0001722 292 640: 0%| | 0/28 [00:01<?, ?it/s] 175/299 7.15G 0.02339 0.01835 0.0001722 292 640: 4%|▎ | 1/28 [00:01<00:36, 1.36s/it] 175/299 7.15G 0.0236 0.01936 0.0001711 296 640: 4%|▎ | 1/28 [00:03<00:36, 1.36s/it] 175/299 7.15G 0.0236 0.01936 0.0001711 296 640: 7%|▋ | 2/28 [00:03<00:49, 1.89s/it] 175/299 7.15G 0.02343 0.01912 0.0002251 274 640: 7%|▋ | 2/28 [00:03<00:49, 1.89s/it] 175/299 7.15G 0.02343 0.01912 0.0002251 274 640: 11%|█ | 3/28 [00:03<00:28, 1.13s/it] 175/299 7.15G 0.02316 0.01903 0.0002014 274 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 175/299 7.15G 0.02316 0.01903 0.0002014 274 640: 14%|█▍ | 4/28 [00:04<00:18, 1.29it/s] 175/299 7.15G 0.02338 0.01868 0.0001892 223 640: 14%|█▍ | 4/28 [00:04<00:18, 1.29it/s] 175/299 7.15G 0.02338 0.01868 0.0001892 223 640: 18%|█▊ | 5/28 [00:04<00:13, 1.74it/s] 175/299 7.15G 0.02335 0.01879 0.0001811 273 640: 18%|█▊ | 5/28 [00:04<00:13, 1.74it/s] 175/299 7.15G 0.02335 0.01879 0.0001811 273 640: 21%|██▏ | 6/28 [00:04<00:10, 2.17it/s] 175/299 7.15G 0.02346 0.01874 0.0001877 272 640: 21%|██▏ | 6/28 [00:04<00:10, 2.17it/s] 175/299 7.15G 0.02346 0.01874 0.0001877 272 640: 25%|██▌ | 7/28 [00:04<00:07, 2.63it/s] 175/299 7.15G 0.02358 0.01897 0.0002063 325 640: 25%|██▌ | 7/28 [00:04<00:07, 2.63it/s] 175/299 7.15G 0.02358 0.01897 0.0002063 325 640: 29%|██▊ | 8/28 [00:04<00:06, 2.97it/s] 175/299 7.15G 0.02391 0.0192 0.0001971 320 640: 29%|██▊ | 8/28 [00:07<00:06, 2.97it/s] 175/299 7.15G 0.02391 0.0192 0.0001971 320 640: 32%|███▏ | 9/28 [00:07<00:17, 1.07it/s] 175/299 7.15G 0.02385 0.01917 0.0001904 249 640: 32%|███▏ | 9/28 [00:08<00:17, 1.07it/s] 175/299 7.15G 0.02385 0.01917 0.0001904 249 640: 36%|███▌ | 10/28 [00:08<00:19, 1.10s/it] 175/299 7.15G 0.02404 0.01935 0.0001859 344 640: 36%|███▌ | 10/28 [00:08<00:19, 1.10s/it] 175/299 7.15G 0.02404 0.01935 0.0001859 344 640: 39%|███▉ | 11/28 [00:08<00:14, 1.20it/s] 175/299 7.15G 0.02427 0.01944 0.0002136 257 640: 39%|███▉ | 11/28 [00:09<00:14, 1.20it/s] 175/299 7.15G 0.02427 0.01944 0.0002136 257 640: 43%|████▎ | 12/28 [00:09<00:10, 1.53it/s] 175/299 7.15G 0.02442 0.01927 0.0002118 208 640: 43%|████▎ | 12/28 [00:09<00:10, 1.53it/s] 175/299 7.15G 0.02442 0.01927 0.0002118 208 640: 46%|████▋ | 13/28 [00:09<00:07, 1.93it/s] 175/299 7.15G 0.02438 0.01925 0.0002397 304 640: 46%|████▋ | 13/28 [00:09<00:07, 1.93it/s] 175/299 7.15G 0.02438 0.01925 0.0002397 304 640: 50%|█████ | 14/28 [00:09<00:06, 2.30it/s] 175/299 7.15G 0.02429 0.01926 0.0002325 291 640: 50%|█████ | 14/28 [00:09<00:06, 2.30it/s] 175/299 7.15G 0.02429 0.01926 0.0002325 291 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.71it/s] 175/299 7.15G 0.02411 0.01928 0.0002378 260 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.71it/s] 175/299 7.15G 0.02411 0.01928 0.0002378 260 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.01it/s] 175/299 7.15G 0.02413
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.653 0.608 0.599 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 176/299 7.15G 0.02293 0.01766 0.0001609 224 640: 0%| | 0/28 [00:00<?, ?it/s] 176/299 7.15G 0.02293 0.01766 0.0001609 224 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 176/299 7.15G 0.02318 0.01797 0.0002074 247 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 176/299 7.15G 0.02318 0.01797 0.0002074 247 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 176/299 7.15G 0.02281 0.01786 0.0001923 256 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 176/299 7.15G 0.02281 0.01786 0.0001923 256 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 176/299 7.15G 0.02277 0.01836 0.0001776 241 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 176/299 7.15G 0.02277 0.01836 0.0001776 241 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 176/299 7.15G 0.02294 0.01832 0.0001895 235 640: 14%|█▍ | 4/28 [00:02<00:05, 4.30it/s] 176/299 7.15G 0.02294 0.01832 0.0001895 235 640: 18%|█▊ | 5/28 [00:02<00:15, 1.50it/s] 176/299 7.15G 0.02291 0.01762 0.0001936 172 640: 18%|█▊ | 5/28 [00:04<00:15, 1.50it/s] 176/299 7.15G 0.02291 0.01762 0.0001936 172 640: 21%|██▏ | 6/28 [00:04<00:22, 1.04s/it] 176/299 7.15G 0.02289 0.01788 0.0001857 263 640: 21%|██▏ | 6/28 [00:04<00:22, 1.04s/it] 176/299 7.15G 0.02289 0.01788 0.0001857 263 640: 25%|██▌ | 7/28 [00:04<00:16, 1.30it/s] 176/299 7.15G 0.02308 0.01803 0.0001815 281 640: 25%|██▌ | 7/28 [00:04<00:16, 1.30it/s] 176/299 7.15G 0.02308 0.01803 0.0001815 281 640: 29%|██▊ | 8/28 [00:04<00:12, 1.66it/s] 176/299 7.15G 0.02324 0.01829 0.0001913 288 640: 29%|██▊ | 8/28 [00:04<00:12, 1.66it/s] 176/299 7.15G 0.02324 0.01829 0.0001913 288 640: 32%|███▏ | 9/28 [00:04<00:09, 2.08it/s] 176/299 7.15G 0.02319 0.01861 0.0001919 323 640: 32%|███▏ | 9/28 [00:05<00:09, 2.08it/s] 176/299 7.15G 0.02319 0.01861 0.0001919 323 640: 36%|███▌ | 10/28 [00:05<00:07, 2.45it/s] 176/299 7.15G 0.02334 0.01886 0.0001969 315 640: 36%|███▌ | 10/28 [00:05<00:07, 2.45it/s] 176/299 7.15G 0.02334 0.01886 0.0001969 315 640: 39%|███▉ | 11/28 [00:05<00:05, 2.86it/s] 176/299 7.15G 0.02326 0.01908 0.0001926 294 640: 39%|███▉ | 11/28 [00:05<00:05, 2.86it/s] 176/299 7.15G 0.02326 0.01908 0.0001926 294 640: 43%|████▎ | 12/28 [00:05<00:05, 3.16it/s] 176/299 7.15G 0.02326 0.01903 0.0001987 272 640: 43%|████▎ | 12/28 [00:07<00:05, 3.16it/s] 176/299 7.15G 0.02326 0.01903 0.0001987 272 640: 46%|████▋ | 13/28 [00:07<00:12, 1.18it/s] 176/299 7.15G 0.02325 0.01908 0.0001936 268 640: 46%|████▋ | 13/28 [00:09<00:12, 1.18it/s] 176/299 7.15G 0.02325 0.01908 0.0001936 268 640: 50%|█████ | 14/28 [00:09<00:16, 1.15s/it] 176/299 7.15G 0.0234 0.01928 0.0002003 315 640: 50%|█████ | 14/28 [00:09<00:16, 1.15s/it] 176/299 7.15G 0.0234 0.01928 0.0002003 315 640: 54%|█████▎ | 15/28 [00:09<00:11, 1.15it/s] 176/299 7.15G 0.02357 0.01928 0.0002091 332 640: 54%|█████▎ | 15/28 [00:09<00:11, 1.15it/s] 176/299 7.15G 0.02357 0.01928 0.0002091 332 640: 57%|█████▋ | 16/28 [00:09<00:08, 1.48it/s] 176/299 7.15G 0.02349
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.39it/s]
all 110 564 0.664 0.599 0.605 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 177/299 7.15G 0.02299 0.02069 0.0001996 309 640: 0%| | 0/28 [00:02<?, ?it/s] 177/299 7.15G 0.02299 0.02069 0.0001996 309 640: 4%|▎ | 1/28 [00:02<01:05, 2.44s/it] 177/299 7.15G 0.02228 0.02045 0.0001615 286 640: 4%|▎ | 1/28 [00:03<01:05, 2.44s/it] 177/299 7.15G 0.02228 0.02045 0.0001615 286 640: 7%|▋ | 2/28 [00:03<00:37, 1.46s/it] 177/299 7.15G 0.02251 0.02141 0.0001784 336 640: 7%|▋ | 2/28 [00:03<00:37, 1.46s/it] 177/299 7.15G 0.02251 0.02141 0.0001784 336 640: 11%|█ | 3/28 [00:03<00:22, 1.12it/s] 177/299 7.15G 0.02321 0.02116 0.0002089 281 640: 11%|█ | 3/28 [00:03<00:22, 1.12it/s] 177/299 7.15G 0.02321 0.02116 0.0002089 281 640: 14%|█▍ | 4/28 [00:03<00:15, 1.58it/s] 177/299 7.15G 0.02321 0.0211 0.0002079 281 640: 14%|█▍ | 4/28 [00:04<00:15, 1.58it/s] 177/299 7.15G 0.02321 0.0211 0.0002079 281 640: 18%|█▊ | 5/28 [00:04<00:15, 1.49it/s] 177/299 7.15G 0.02309 0.02038 0.0002461 227 640: 18%|█▊ | 5/28 [00:04<00:15, 1.49it/s] 177/299 7.15G 0.02309 0.02038 0.0002461 227 640: 21%|██▏ | 6/28 [00:04<00:11, 1.90it/s] 177/299 7.15G 0.02318 0.02022 0.0002322 282 640: 21%|██▏ | 6/28 [00:04<00:11, 1.90it/s] 177/299 7.15G 0.02318 0.02022 0.0002322 282 640: 25%|██▌ | 7/28 [00:04<00:08, 2.36it/s] 177/299 7.15G 0.02319 0.01995 0.0002718 258 640: 25%|██▌ | 7/28 [00:05<00:08, 2.36it/s] 177/299 7.15G 0.02319 0.01995 0.0002718 258 640: 29%|██▊ | 8/28 [00:05<00:07, 2.73it/s] 177/299 7.15G 0.02331 0.01987 0.0002772 271 640: 29%|██▊ | 8/28 [00:08<00:07, 2.73it/s] 177/299 7.15G 0.02331 0.01987 0.0002772 271 640: 32%|███▏ | 9/28 [00:08<00:22, 1.19s/it] 177/299 7.15G 0.0233 0.01977 0.0002695 274 640: 32%|███▏ | 9/28 [00:08<00:22, 1.19s/it] 177/299 7.15G 0.0233 0.01977 0.0002695 274 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 177/299 7.15G 0.02349 0.01963 0.0002611 269 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 177/299 7.15G 0.02349 0.01963 0.0002611 269 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 177/299 7.15G 0.02353 0.01958 0.0002571 308 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 177/299 7.15G 0.02353 0.01958 0.0002571 308 640: 43%|████▎ | 12/28 [00:08<00:08, 1.81it/s] 177/299 7.15G 0.02352 0.01963 0.000254 319 640: 43%|████▎ | 12/28 [00:09<00:08, 1.81it/s] 177/299 7.15G 0.02352 0.01963 0.000254 319 640: 46%|████▋ | 13/28 [00:09<00:09, 1.58it/s] 177/299 7.15G 0.0236 0.01971 0.0002612 312 640: 46%|████▋ | 13/28 [00:09<00:09, 1.58it/s] 177/299 7.15G 0.0236 0.01971 0.0002612 312 640: 50%|█████ | 14/28 [00:09<00:07, 1.95it/s] 177/299 7.15G 0.02367 0.01972 0.0002525 292 640: 50%|█████ | 14/28 [00:10<00:07, 1.95it/s] 177/299 7.15G 0.02367 0.01972 0.0002525 292 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.36it/s] 177/299 7.15G 0.02372 0.01969 0.0002678 299 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.36it/s] 177/299 7.15G 0.02372 0.01969 0.0002678 299 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.71it/s] 177/299 7.15G 0.02369
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.663 0.577 0.586 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 178/299 7.15G 0.02301 0.02127 0.0001732 319 640: 0%| | 0/28 [00:00<?, ?it/s] 178/299 7.15G 0.02301 0.02127 0.0001732 319 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 178/299 7.15G 0.02355 0.02108 0.0002269 328 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 178/299 7.15G 0.02355 0.02108 0.0002269 328 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 178/299 7.15G 0.02299 0.02067 0.0002219 283 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 178/299 7.15G 0.02299 0.02067 0.0002219 283 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 178/299 7.15G 0.02312 0.02086 0.000243 285 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 178/299 7.15G 0.02312 0.02086 0.000243 285 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 178/299 7.15G 0.02351 0.02055 0.000256 316 640: 14%|█▍ | 4/28 [00:03<00:05, 4.30it/s] 178/299 7.15G 0.02351 0.02055 0.000256 316 640: 18%|█▊ | 5/28 [00:03<00:23, 1.03s/it] 178/299 7.15G 0.02336 0.01991 0.0002496 248 640: 18%|█▊ | 5/28 [00:05<00:23, 1.03s/it] 178/299 7.15G 0.02336 0.01991 0.0002496 248 640: 21%|██▏ | 6/28 [00:05<00:27, 1.26s/it] 178/299 7.15G 0.0232 0.01978 0.0002436 251 640: 21%|██▏ | 6/28 [00:05<00:27, 1.26s/it] 178/299 7.15G 0.0232 0.01978 0.0002436 251 640: 25%|██▌ | 7/28 [00:05<00:19, 1.09it/s] 178/299 7.15G 0.02319 0.01987 0.000249 312 640: 25%|██▌ | 7/28 [00:05<00:19, 1.09it/s] 178/299 7.15G 0.02319 0.01987 0.000249 312 640: 29%|██▊ | 8/28 [00:05<00:14, 1.43it/s] 178/299 7.15G 0.02329 0.01955 0.0002714 281 640: 29%|██▊ | 8/28 [00:06<00:14, 1.43it/s] 178/299 7.15G 0.02329 0.01955 0.0002714 281 640: 32%|███▏ | 9/28 [00:06<00:13, 1.41it/s] 178/299 7.15G 0.02318 0.01951 0.0002587 284 640: 32%|███▏ | 9/28 [00:06<00:13, 1.41it/s] 178/299 7.15G 0.02318 0.01951 0.0002587 284 640: 36%|███▌ | 10/28 [00:06<00:10, 1.77it/s] 178/299 7.15G 0.02323 0.01942 0.000249 266 640: 36%|███▌ | 10/28 [00:06<00:10, 1.77it/s] 178/299 7.15G 0.02323 0.01942 0.000249 266 640: 39%|███▉ | 11/28 [00:06<00:07, 2.19it/s] 178/299 7.15G 0.02324 0.01915 0.0002489 224 640: 39%|███▉ | 11/28 [00:06<00:07, 2.19it/s] 178/299 7.15G 0.02324 0.01915 0.0002489 224 640: 43%|████▎ | 12/28 [00:06<00:06, 2.55it/s] 178/299 7.15G 0.02322 0.01922 0.0002434 303 640: 43%|████▎ | 12/28 [00:08<00:06, 2.55it/s] 178/299 7.15G 0.02322 0.01922 0.0002434 303 640: 46%|████▋ | 13/28 [00:08<00:11, 1.35it/s] 178/299 7.15G 0.02314 0.01918 0.0002366 275 640: 46%|████▋ | 13/28 [00:10<00:11, 1.35it/s] 178/299 7.15G 0.02314 0.01918 0.0002366 275 640: 50%|█████ | 14/28 [00:10<00:15, 1.12s/it] 178/299 7.15G 0.02312 0.01925 0.0002326 307 640: 50%|█████ | 14/28 [00:10<00:15, 1.12s/it] 178/299 7.15G 0.02312 0.01925 0.0002326 307 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.18it/s] 178/299 7.15G 0.02317 0.01939 0.0002352 312 640: 54%|█████▎ | 15/28 [00:10<00:11, 1.18it/s] 178/299 7.15G 0.02317 0.01939 0.0002352 312 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.51it/s] 178/299 7.15G 0.02316 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.652 0.578 0.597 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 179/299 7.15G 0.02357 0.01953 0.0001715 303 640: 0%| | 0/28 [00:00<?, ?it/s] 179/299 7.15G 0.02357 0.01953 0.0001715 303 640: 4%|▎ | 1/28 [00:00<00:19, 1.37it/s] 179/299 7.15G 0.02423 0.02126 0.0002148 327 640: 4%|▎ | 1/28 [00:03<00:19, 1.37it/s] 179/299 7.15G 0.02423 0.02126 0.0002148 327 640: 7%|▋ | 2/28 [00:03<00:44, 1.70s/it] 179/299 7.15G 0.02463 0.02036 0.0003521 276 640: 7%|▋ | 2/28 [00:03<00:44, 1.70s/it] 179/299 7.15G 0.02463 0.02036 0.0003521 276 640: 11%|█ | 3/28 [00:03<00:25, 1.02s/it] 179/299 7.15G 0.02467 0.01973 0.0002977 207 640: 11%|█ | 3/28 [00:03<00:25, 1.02s/it] 179/299 7.15G 0.02467 0.01973 0.0002977 207 640: 14%|█▍ | 4/28 [00:03<00:17, 1.39it/s] 179/299 7.15G 0.02427 0.01881 0.0002973 200 640: 14%|█▍ | 4/28 [00:03<00:17, 1.39it/s] 179/299 7.15G 0.02427 0.01881 0.0002973 200 640: 18%|█▊ | 5/28 [00:03<00:12, 1.86it/s] 179/299 7.15G 0.02401 0.0188 0.0002853 282 640: 18%|█▊ | 5/28 [00:04<00:12, 1.86it/s] 179/299 7.15G 0.02401 0.0188 0.0002853 282 640: 21%|██▏ | 6/28 [00:04<00:09, 2.29it/s] 179/299 7.15G 0.02402 0.01873 0.0002725 252 640: 21%|██▏ | 6/28 [00:04<00:09, 2.29it/s] 179/299 7.15G 0.02402 0.01873 0.0002725 252 640: 25%|██▌ | 7/28 [00:04<00:07, 2.75it/s] 179/299 7.15G 0.02371 0.01865 0.0002818 239 640: 25%|██▌ | 7/28 [00:04<00:07, 2.75it/s] 179/299 7.15G 0.02371 0.01865 0.0002818 239 640: 29%|██▊ | 8/28 [00:04<00:06, 3.07it/s] 179/299 7.15G 0.02358 0.01873 0.000265 284 640: 29%|██▊ | 8/28 [00:06<00:06, 3.07it/s] 179/299 7.15G 0.02358 0.01873 0.000265 284 640: 32%|███▏ | 9/28 [00:06<00:18, 1.01it/s] 179/299 7.15G 0.02372 0.01871 0.0002676 190 640: 32%|███▏ | 9/28 [00:08<00:18, 1.01it/s] 179/299 7.15G 0.02372 0.01871 0.0002676 190 640: 36%|███▌ | 10/28 [00:08<00:20, 1.15s/it] 179/299 7.15G 0.02368 0.01888 0.0002531 315 640: 36%|███▌ | 10/28 [00:08<00:20, 1.15s/it] 179/299 7.15G 0.02368 0.01888 0.0002531 315 640: 39%|███▉ | 11/28 [00:08<00:14, 1.16it/s] 179/299 7.15G 0.02355 0.01893 0.000243 290 640: 39%|███▉ | 11/28 [00:08<00:14, 1.16it/s] 179/299 7.15G 0.02355 0.01893 0.000243 290 640: 43%|████▎ | 12/28 [00:08<00:10, 1.49it/s] 179/299 7.15G 0.02355 0.01899 0.0002412 280 640: 43%|████▎ | 12/28 [00:09<00:10, 1.49it/s] 179/299 7.15G 0.02355 0.01899 0.0002412 280 640: 46%|████▋ | 13/28 [00:09<00:09, 1.62it/s] 179/299 7.15G 0.02354 0.01892 0.0002352 219 640: 46%|████▋ | 13/28 [00:09<00:09, 1.62it/s] 179/299 7.15G 0.02354 0.01892 0.0002352 219 640: 50%|█████ | 14/28 [00:09<00:07, 2.00it/s] 179/299 7.15G 0.02344 0.01886 0.0002291 256 640: 50%|█████ | 14/28 [00:09<00:07, 2.00it/s] 179/299 7.15G 0.02344 0.01886 0.0002291 256 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.42it/s] 179/299 7.15G 0.0235 0.01923 0.0002332 344 640: 54%|█████▎ | 15/28 [00:10<00:05, 2.42it/s] 179/299 7.15G 0.0235 0.01923 0.0002332 344 640: 57%|█████▋ | 16/28 [00:10<00:04, 2.78it/s] 179/299 7.15G 0.02345 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.657 0.591 0.6 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 180/299 7.15G 0.02179 0.02131 0.0002352 306 640: 0%| | 0/28 [00:03<?, ?it/s] 180/299 7.15G 0.02179 0.02131 0.0002352 306 640: 4%|▎ | 1/28 [00:03<01:34, 3.51s/it] 180/299 7.15G 0.02135 0.0186 0.000202 247 640: 4%|▎ | 1/28 [00:03<01:34, 3.51s/it] 180/299 7.15G 0.02135 0.0186 0.000202 247 640: 7%|▋ | 2/28 [00:03<00:41, 1.59s/it] 180/299 7.15G 0.02118 0.0179 0.0001805 259 640: 7%|▋ | 2/28 [00:03<00:41, 1.59s/it] 180/299 7.15G 0.02118 0.0179 0.0001805 259 640: 11%|█ | 3/28 [00:03<00:24, 1.04it/s] 180/299 7.15G 0.0217 0.01816 0.0002744 268 640: 11%|█ | 3/28 [00:04<00:24, 1.04it/s] 180/299 7.15G 0.0217 0.01816 0.0002744 268 640: 14%|█▍ | 4/28 [00:04<00:16, 1.48it/s] 180/299 7.15G 0.02208 0.01811 0.0002586 246 640: 14%|█▍ | 4/28 [00:04<00:16, 1.48it/s] 180/299 7.15G 0.02208 0.01811 0.0002586 246 640: 18%|█▊ | 5/28 [00:04<00:11, 1.96it/s] 180/299 7.15G 0.02261 0.01823 0.0002588 272 640: 18%|█▊ | 5/28 [00:04<00:11, 1.96it/s] 180/299 7.15G 0.02261 0.01823 0.0002588 272 640: 21%|██▏ | 6/28 [00:04<00:10, 2.12it/s] 180/299 7.15G 0.02265 0.01808 0.0002907 219 640: 21%|██▏ | 6/28 [00:05<00:10, 2.12it/s] 180/299 7.15G 0.02265 0.01808 0.0002907 219 640: 25%|██▌ | 7/28 [00:05<00:08, 2.58it/s] 180/299 7.15G 0.02288 0.01815 0.0002843 285 640: 25%|██▌ | 7/28 [00:05<00:08, 2.58it/s] 180/299 7.15G 0.02288 0.01815 0.0002843 285 640: 29%|██▊ | 8/28 [00:05<00:06, 2.93it/s] 180/299 7.15G 0.02312 0.01802 0.0002642 243 640: 29%|██▊ | 8/28 [00:08<00:06, 2.93it/s] 180/299 7.15G 0.02312 0.01802 0.0002642 243 640: 32%|███▏ | 9/28 [00:08<00:25, 1.32s/it] 180/299 7.15G 0.02335 0.01834 0.00026 282 640: 32%|███▏ | 9/28 [00:08<00:25, 1.32s/it] 180/299 7.15G 0.02335 0.01834 0.00026 282 640: 36%|███▌ | 10/28 [00:08<00:17, 1.01it/s] 180/299 7.15G 0.02328 0.01838 0.000249 254 640: 36%|███▌ | 10/28 [00:09<00:17, 1.01it/s] 180/299 7.15G 0.02328 0.01838 0.000249 254 640: 39%|███▉ | 11/28 [00:09<00:12, 1.33it/s] 180/299 7.15G 0.02323 0.01832 0.0002382 254 640: 39%|███▉ | 11/28 [00:09<00:12, 1.33it/s] 180/299 7.15G 0.02323 0.01832 0.0002382 254 640: 43%|████▎ | 12/28 [00:09<00:09, 1.68it/s] 180/299 7.15G 0.02323 0.01837 0.0002315 298 640: 43%|████▎ | 12/28 [00:09<00:09, 1.68it/s] 180/299 7.15G 0.02323 0.01837 0.0002315 298 640: 46%|████▋ | 13/28 [00:09<00:07, 2.08it/s] 180/299 7.15G 0.02334 0.01829 0.0002262 268 640: 46%|████▋ | 13/28 [00:12<00:07, 2.08it/s] 180/299 7.15G 0.02334 0.01829 0.0002262 268 640: 50%|█████ | 14/28 [00:12<00:16, 1.16s/it] 180/299 7.15G 0.0233 0.01818 0.000221 227 640: 50%|█████ | 14/28 [00:12<00:16, 1.16s/it] 180/299 7.15G 0.0233 0.01818 0.000221 227 640: 54%|█████▎ | 15/28 [00:12<00:11, 1.14it/s] 180/299 7.15G 0.02311 0.01818 0.0002196 264 640: 54%|█████▎ | 15/28 [00:12<00:11, 1.14it/s] 180/299 7.15G 0.02311 0.01818 0.0002196 264 640: 57%|█████▋ | 16/28 [00:12<00:08, 1.46it/s] 180/299 7.15G 0.02315
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.40it/s]
all 110 564 0.682 0.591 0.591 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 181/299 7.15G 0.02311 0.01807 0.0002563 283 640: 0%| | 0/28 [00:00<?, ?it/s] 181/299 7.15G 0.02311 0.01807 0.0002563 283 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 181/299 7.15G 0.02282 0.02039 0.0001881 365 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 181/299 7.15G 0.02282 0.02039 0.0001881 365 640: 7%|▋ | 2/28 [00:00<00:10, 2.52it/s] 181/299 7.15G 0.02275 0.01978 0.0001711 301 640: 7%|▋ | 2/28 [00:00<00:10, 2.52it/s] 181/299 7.15G 0.02275 0.01978 0.0001711 301 640: 11%|█ | 3/28 [00:00<00:07, 3.19it/s] 181/299 7.15G 0.02304 0.01932 0.0001836 217 640: 11%|█ | 3/28 [00:01<00:07, 3.19it/s] 181/299 7.15G 0.02304 0.01932 0.0001836 217 640: 14%|█▍ | 4/28 [00:01<00:06, 3.50it/s] 181/299 7.15G 0.02302 0.01941 0.0001753 282 640: 14%|█▍ | 4/28 [00:04<00:06, 3.50it/s] 181/299 7.15G 0.02302 0.01941 0.0001753 282 640: 18%|█▊ | 5/28 [00:04<00:31, 1.39s/it] 181/299 7.15G 0.02304 0.01915 0.000165 250 640: 18%|█▊ | 5/28 [00:04<00:31, 1.39s/it] 181/299 7.15G 0.02304 0.01915 0.000165 250 640: 21%|██▏ | 6/28 [00:04<00:21, 1.00it/s] 181/299 7.15G 0.02294 0.01909 0.000166 277 640: 21%|██▏ | 6/28 [00:04<00:21, 1.00it/s] 181/299 7.15G 0.02294 0.01909 0.000166 277 640: 25%|██▌ | 7/28 [00:04<00:15, 1.35it/s] 181/299 7.15G 0.02308 0.01982 0.000174 335 640: 25%|██▌ | 7/28 [00:05<00:15, 1.35it/s] 181/299 7.15G 0.02308 0.01982 0.000174 335 640: 29%|██▊ | 8/28 [00:05<00:11, 1.72it/s] 181/299 7.15G 0.02272 0.01971 0.0001656 288 640: 29%|██▊ | 8/28 [00:05<00:11, 1.72it/s] 181/299 7.15G 0.02272 0.01971 0.0001656 288 640: 32%|███▏ | 9/28 [00:05<00:08, 2.15it/s] 181/299 7.15G 0.02287 0.0197 0.0001668 285 640: 32%|███▏ | 9/28 [00:06<00:08, 2.15it/s] 181/299 7.15G 0.02287 0.0197 0.0001668 285 640: 36%|███▌ | 10/28 [00:06<00:13, 1.29it/s] 181/299 7.15G 0.02287 0.01978 0.0001849 289 640: 36%|███▌ | 10/28 [00:07<00:13, 1.29it/s] 181/299 7.15G 0.02287 0.01978 0.0001849 289 640: 39%|███▉ | 11/28 [00:07<00:10, 1.66it/s] 181/299 7.15G 0.023 0.01961 0.0001849 249 640: 39%|███▉ | 11/28 [00:07<00:10, 1.66it/s] 181/299 7.15G 0.023 0.01961 0.0001849 249 640: 43%|████▎ | 12/28 [00:07<00:07, 2.03it/s] 181/299 7.15G 0.02303 0.01951 0.0001984 240 640: 43%|████▎ | 12/28 [00:09<00:07, 2.03it/s] 181/299 7.15G 0.02303 0.01951 0.0001984 240 640: 46%|████▋ | 13/28 [00:09<00:16, 1.11s/it] 181/299 7.15G 0.02307 0.01961 0.0002114 305 640: 46%|████▋ | 13/28 [00:10<00:16, 1.11s/it] 181/299 7.15G 0.02307 0.01961 0.0002114 305 640: 50%|█████ | 14/28 [00:10<00:11, 1.18it/s] 181/299 7.15G 0.02291 0.01945 0.0002044 227 640: 50%|█████ | 14/28 [00:10<00:11, 1.18it/s] 181/299 7.15G 0.02291 0.01945 0.0002044 227 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.52it/s] 181/299 7.15G 0.02298 0.01909 0.0002179 194 640: 54%|█████▎ | 15/28 [00:10<00:08, 1.52it/s] 181/299 7.15G 0.02298 0.01909 0.0002179 194 640: 57%|█████▋ | 16/28 [00:10<00:06, 1.88it/s] 181/299 7.15G 0.02281 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.637 0.623 0.588 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 182/299 7.15G 0.02297 0.02182 0.0002574 274 640: 0%| | 0/28 [00:02<?, ?it/s] 182/299 7.15G 0.02297 0.02182 0.0002574 274 640: 4%|▎ | 1/28 [00:02<00:59, 2.20s/it] 182/299 7.15G 0.0223 0.0213 0.000201 312 640: 4%|▎ | 1/28 [00:02<00:59, 2.20s/it] 182/299 7.15G 0.0223 0.0213 0.000201 312 640: 7%|▋ | 2/28 [00:02<00:27, 1.05s/it] 182/299 7.15G 0.02321 0.02108 0.0001986 329 640: 7%|▋ | 2/28 [00:02<00:27, 1.05s/it] 182/299 7.15G 0.02321 0.02108 0.0001986 329 640: 11%|█ | 3/28 [00:02<00:16, 1.50it/s] 182/299 7.15G 0.02271 0.01991 0.0001761 213 640: 11%|█ | 3/28 [00:02<00:16, 1.50it/s] 182/299 7.15G 0.02271 0.01991 0.0001761 213 640: 14%|█▍ | 4/28 [00:02<00:11, 2.02it/s] 182/299 7.15G 0.02275 0.02026 0.0001705 293 640: 14%|█▍ | 4/28 [00:03<00:11, 2.02it/s] 182/299 7.15G 0.02275 0.02026 0.0001705 293 640: 18%|█▊ | 5/28 [00:03<00:09, 2.55it/s] 182/299 7.15G 0.0227 0.01987 0.0001781 277 640: 18%|█▊ | 5/28 [00:04<00:09, 2.55it/s] 182/299 7.15G 0.0227 0.01987 0.0001781 277 640: 21%|██▏ | 6/28 [00:04<00:14, 1.50it/s] 182/299 7.15G 0.02286 0.01987 0.0001787 317 640: 21%|██▏ | 6/28 [00:04<00:14, 1.50it/s] 182/299 7.15G 0.02286 0.01987 0.0001787 317 640: 25%|██▌ | 7/28 [00:04<00:10, 1.93it/s] 182/299 7.15G 0.02285 0.01958 0.0002072 222 640: 25%|██▌ | 7/28 [00:04<00:10, 1.93it/s] 182/299 7.15G 0.02285 0.01958 0.0002072 222 640: 29%|██▊ | 8/28 [00:04<00:08, 2.32it/s] 182/299 7.15G 0.02294 0.01938 0.0002094 281 640: 29%|██▊ | 8/28 [00:07<00:08, 2.32it/s] 182/299 7.15G 0.02294 0.01938 0.0002094 281 640: 32%|███▏ | 9/28 [00:07<00:24, 1.29s/it] 182/299 7.15G 0.02278 0.01903 0.0002034 195 640: 32%|███▏ | 9/28 [00:08<00:24, 1.29s/it] 182/299 7.15G 0.02278 0.01903 0.0002034 195 640: 36%|███▌ | 10/28 [00:08<00:17, 1.04it/s] 182/299 7.15G 0.0228 0.01902 0.0002092 281 640: 36%|███▌ | 10/28 [00:08<00:17, 1.04it/s] 182/299 7.15G 0.0228 0.01902 0.0002092 281 640: 39%|███▉ | 11/28 [00:08<00:12, 1.37it/s] 182/299 7.15G 0.02273 0.01889 0.000207 268 640: 39%|███▉ | 11/28 [00:08<00:12, 1.37it/s] 182/299 7.15G 0.02273 0.01889 0.000207 268 640: 43%|████▎ | 12/28 [00:08<00:09, 1.73it/s] 182/299 7.15G 0.02274 0.01918 0.0002026 341 640: 43%|████▎ | 12/28 [00:08<00:09, 1.73it/s] 182/299 7.15G 0.02274 0.01918 0.0002026 341 640: 46%|████▋ | 13/28 [00:08<00:07, 2.14it/s] 182/299 7.15G 0.0227 0.0192 0.0002007 304 640: 46%|████▋ | 13/28 [00:09<00:07, 2.14it/s] 182/299 7.15G 0.0227 0.0192 0.0002007 304 640: 50%|█████ | 14/28 [00:09<00:07, 1.82it/s] 182/299 7.15G 0.02269 0.01898 0.0001959 230 640: 50%|█████ | 14/28 [00:09<00:07, 1.82it/s] 182/299 7.15G 0.02269 0.01898 0.0001959 230 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.23it/s] 182/299 7.15G 0.02283 0.01902 0.0001899 272 640: 54%|█████▎ | 15/28 [00:09<00:05, 2.23it/s] 182/299 7.15G 0.02283 0.01902 0.0001899 272 640: 57%|█████▋ | 16/28 [00:09<00:04, 2.59it/s] 182/299 7.15G 0.02287 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.03it/s]
all 110 564 0.637 0.603 0.584 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 183/299 7.15G 0.02171 0.01649 0.0001269 249 640: 0%| | 0/28 [00:00<?, ?it/s] 183/299 7.15G 0.02171 0.01649 0.0001269 249 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 183/299 7.15G 0.02186 0.02033 0.0001261 349 640: 4%|▎ | 1/28 [00:00<00:05, 4.61it/s] 183/299 7.15G 0.02186 0.02033 0.0001261 349 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 183/299 7.15G 0.02214 0.02026 0.0001275 318 640: 7%|▋ | 2/28 [00:00<00:05, 4.40it/s] 183/299 7.15G 0.02214 0.02026 0.0001275 318 640: 11%|█ | 3/28 [00:00<00:05, 4.55it/s] 183/299 7.15G 0.02213 0.01995 0.0001279 301 640: 11%|█ | 3/28 [00:00<00:05, 4.55it/s] 183/299 7.15G 0.02213 0.01995 0.0001279 301 640: 14%|█▍ | 4/28 [00:00<00:05, 4.45it/s] 183/299 7.15G 0.02219 0.01994 0.0001428 292 640: 14%|█▍ | 4/28 [00:03<00:05, 4.45it/s] 183/299 7.15G 0.02219 0.01994 0.0001428 292 640: 18%|█▊ | 5/28 [00:03<00:27, 1.20s/it] 183/299 7.15G 0.02254 0.0198 0.0001665 278 640: 18%|█▊ | 5/28 [00:04<00:27, 1.20s/it] 183/299 7.15G 0.02254 0.0198 0.0001665 278 640: 21%|██▏ | 6/28 [00:04<00:19, 1.14it/s] 183/299 7.15G 0.02228 0.01941 0.0001667 234 640: 21%|██▏ | 6/28 [00:04<00:19, 1.14it/s] 183/299 7.15G 0.02228 0.01941 0.0001667 234 640: 25%|██▌ | 7/28 [00:04<00:13, 1.52it/s] 183/299 7.15G 0.02214 0.01907 0.0001697 241 640: 25%|██▌ | 7/28 [00:04<00:13, 1.52it/s] 183/299 7.15G 0.02214 0.01907 0.0001697 241 640: 29%|██▊ | 8/28 [00:04<00:10, 1.90it/s] 183/299 7.15G 0.02225 0.0191 0.0001654 278 640: 29%|██▊ | 8/28 [00:04<00:10, 1.90it/s] 183/299 7.15G 0.02225 0.0191 0.0001654 278 640: 32%|███▏ | 9/28 [00:04<00:08, 2.33it/s] 183/299 7.15G 0.02223 0.01904 0.0001678 276 640: 32%|███▏ | 9/28 [00:05<00:08, 2.33it/s] 183/299 7.15G 0.02223 0.01904 0.0001678 276 640: 36%|███▌ | 10/28 [00:05<00:09, 1.82it/s] 183/299 7.15G 0.02219 0.01889 0.0001672 234 640: 36%|███▌ | 10/28 [00:05<00:09, 1.82it/s] 183/299 7.15G 0.02219 0.01889 0.0001672 234 640: 39%|███▉ | 11/28 [00:05<00:07, 2.23it/s] 183/299 7.15G 0.02216 0.01875 0.0001658 289 640: 39%|███▉ | 11/28 [00:06<00:07, 2.23it/s] 183/299 7.15G 0.02216 0.01875 0.0001658 289 640: 43%|████▎ | 12/28 [00:06<00:06, 2.59it/s] 183/299 7.15G 0.02227 0.01888 0.0001689 348 640: 43%|████▎ | 12/28 [00:08<00:06, 2.59it/s] 183/299 7.15G 0.02227 0.01888 0.0001689 348 640: 46%|████▋ | 13/28 [00:08<00:17, 1.16s/it] 183/299 7.15G 0.02236 0.01879 0.0001687 257 640: 46%|████▋ | 13/28 [00:09<00:17, 1.16s/it] 183/299 7.15G 0.02236 0.01879 0.0001687 257 640: 50%|█████ | 14/28 [00:09<00:12, 1.13it/s] 183/299 7.15G 0.0224 0.01869 0.0001685 223 640: 50%|█████ | 14/28 [00:09<00:12, 1.13it/s] 183/299 7.15G 0.0224 0.01869 0.0001685 223 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.47it/s] 183/299 7.15G 0.02237 0.0187 0.0001648 273 640: 54%|█████▎ | 15/28 [00:09<00:08, 1.47it/s] 183/299 7.15G 0.02237 0.0187 0.0001648 273 640: 57%|█████▋ | 16/28 [00:09<00:06, 1.83it/s] 183/299 7.15G 0.02251 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s]
all 110 564 0.668 0.562 0.593 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 184/299 7.15G 0.02374 0.01873 0.0001499 256 640: 0%| | 0/28 [00:03<?, ?it/s] 184/299 7.15G 0.02374 0.01873 0.0001499 256 640: 4%|▎ | 1/28 [00:03<01:42, 3.79s/it] 184/299 7.15G 0.02361 0.01773 0.0003987 259 640: 4%|▎ | 1/28 [00:04<01:42, 3.79s/it] 184/299 7.15G 0.02361 0.01773 0.0003987 259 640: 7%|▋ | 2/28 [00:04<00:44, 1.70s/it] 184/299 7.15G 0.02344 0.01836 0.0002975 268 640: 7%|▋ | 2/28 [00:04<00:44, 1.70s/it] 184/299 7.15G 0.02344 0.01836 0.0002975 268 640: 11%|█ | 3/28 [00:04<00:25, 1.02s/it] 184/299 7.15G 0.02338 0.01834 0.0002508 254 640: 11%|█ | 3/28 [00:04<00:25, 1.02s/it] 184/299 7.15G 0.02338 0.01834 0.0002508 254 640: 14%|█▍ | 4/28 [00:04<00:17, 1.41it/s] 184/299 7.15G 0.02364 0.01813 0.0002577 211 640: 14%|█▍ | 4/28 [00:04<00:17, 1.41it/s] 184/299 7.15G 0.02364 0.01813 0.0002577 211 640: 18%|█▊ | 5/28 [00:04<00:12, 1.89it/s] 184/299 7.15G 0.02356 0.01803 0.0002339 251 640: 18%|█▊ | 5/28 [00:04<00:12, 1.89it/s] 184/299 7.15G 0.02356 0.01803 0.0002339 251 640: 21%|██▏ | 6/28 [00:04<00:09, 2.32it/s] 184/299 7.15G 0.02339 0.01824 0.0002504 279 640: 21%|██▏ | 6/28 [00:05<00:09, 2.32it/s] 184/299 7.15G 0.02339 0.01824 0.0002504 279 640: 25%|██▌ | 7/28 [00:05<00:07, 2.78it/s] 184/299 7.15G 0.02317 0.01859 0.0002333 310 640: 25%|██▌ | 7/28 [00:05<00:07, 2.78it/s] 184/299 7.15G 0.02317 0.01859 0.0002333 310 640: 29%|██▊ | 8/28 [00:05<00:06, 3.10it/s] 184/299 7.15G 0.02316 0.01819 0.0002231 202 640: 29%|██▊ | 8/28 [00:09<00:06, 3.10it/s] 184/299 7.15G 0.02316 0.01819 0.0002231 202 640: 32%|███▏ | 9/28 [00:09<00:27, 1.44s/it] 184/299 7.15G 0.02316 0.01836 0.0002189 287 640: 32%|███▏ | 9/28 [00:09<00:27, 1.44s/it] 184/299 7.15G 0.02316 0.01836 0.0002189 287 640: 36%|███▌ | 10/28 [00:09<00:19, 1.07s/it] 184/299 7.15G 0.02328 0.01848 0.0002178 301 640: 36%|███▌ | 10/28 [00:09<00:19, 1.07s/it] 184/299 7.15G 0.02328 0.01848 0.0002178 301 640: 39%|███▉ | 11/28 [00:09<00:13, 1.24it/s] 184/299 7.15G 0.0234 0.01862 0.0002087 287 640: 39%|███▉ | 11/28 [00:09<00:13, 1.24it/s] 184/299 7.15G 0.0234 0.01862 0.0002087 287 640: 43%|████▎ | 12/28 [00:09<00:10, 1.57it/s] 184/299 7.15G 0.02332 0.01868 0.0002144 313 640: 43%|████▎ | 12/28 [00:10<00:10, 1.57it/s] 184/299 7.15G 0.02332 0.01868 0.0002144 313 640: 46%|████▋ | 13/28 [00:10<00:07, 1.97it/s] 184/299 7.15G 0.02336 0.01858 0.0002094 250 640: 46%|████▋ | 13/28 [00:10<00:07, 1.97it/s] 184/299 7.15G 0.02336 0.01858 0.0002094 250 640: 50%|█████ | 14/28 [00:10<00:05, 2.35it/s] 184/299 7.15G 0.02342 0.01853 0.0002046 243 640: 50%|█████ | 14/28 [00:10<00:05, 2.35it/s] 184/299 7.15G 0.02342 0.01853 0.0002046 243 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.76it/s] 184/299 7.15G 0.02357 0.0188 0.0002219 321 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.76it/s] 184/299 7.15G 0.02357 0.0188 0.0002219 321 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.07it/s] 184/299 7.15G 0.02356 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.09it/s]
all 110 564 0.622 0.622 0.586 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 185/299 7.15G 0.02277 0.01643 0.0001777 240 640: 0%| | 0/28 [00:00<?, ?it/s] 185/299 7.15G 0.02277 0.01643 0.0001777 240 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 185/299 7.15G 0.02315 0.01817 0.0001613 303 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 185/299 7.15G 0.02315 0.01817 0.0001613 303 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 185/299 7.15G 0.02277 0.01808 0.0001508 282 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 185/299 7.15G 0.02277 0.01808 0.0001508 282 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 185/299 7.15G 0.02303 0.01893 0.000161 311 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 185/299 7.15G 0.02303 0.01893 0.000161 311 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 185/299 7.15G 0.02285 0.01931 0.0001669 313 640: 14%|█▍ | 4/28 [00:03<00:05, 4.30it/s] 185/299 7.15G 0.02285 0.01931 0.0001669 313 640: 18%|█▊ | 5/28 [00:03<00:27, 1.19s/it] 185/299 7.15G 0.02269 0.01886 0.000165 246 640: 18%|█▊ | 5/28 [00:04<00:27, 1.19s/it] 185/299 7.15G 0.02269 0.01886 0.000165 246 640: 21%|██▏ | 6/28 [00:04<00:19, 1.15it/s] 185/299 7.15G 0.02294 0.01914 0.0001707 287 640: 21%|██▏ | 6/28 [00:04<00:19, 1.15it/s] 185/299 7.15G 0.02294 0.01914 0.0001707 287 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 185/299 7.15G 0.02302 0.01908 0.0001821 330 640: 25%|██▌ | 7/28 [00:04<00:13, 1.53it/s] 185/299 7.15G 0.02302 0.01908 0.0001821 330 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 185/299 7.15G 0.02295 0.01912 0.0001801 306 640: 29%|██▊ | 8/28 [00:04<00:10, 1.91it/s] 185/299 7.15G 0.02295 0.01912 0.0001801 306 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 185/299 7.15G 0.02287 0.01929 0.0001969 295 640: 32%|███▏ | 9/28 [00:04<00:08, 2.34it/s] 185/299 7.15G 0.02287 0.01929 0.0001969 295 640: 36%|███▌ | 10/28 [00:04<00:06, 2.70it/s] 185/299 7.15G 0.0229 0.0194 0.0001945 353 640: 36%|███▌ | 10/28 [00:05<00:06, 2.70it/s] 185/299 7.15G 0.0229 0.0194 0.0001945 353 640: 39%|███▉ | 11/28 [00:05<00:05, 3.10it/s] 185/299 7.15G 0.02295 0.01947 0.0001978 333 640: 39%|███▉ | 11/28 [00:05<00:05, 3.10it/s] 185/299 7.15G 0.02295 0.01947 0.0001978 333 640: 43%|████▎ | 12/28 [00:05<00:04, 3.36it/s] 185/299 7.15G 0.02282 0.01929 0.0001924 302 640: 43%|████▎ | 12/28 [00:08<00:04, 3.36it/s] 185/299 7.15G 0.02282 0.01929 0.0001924 302 640: 46%|████▋ | 13/28 [00:08<00:19, 1.28s/it] 185/299 7.15G 0.02278 0.01937 0.0001917 324 640: 46%|████▋ | 13/28 [00:09<00:19, 1.28s/it] 185/299 7.15G 0.02278 0.01937 0.0001917 324 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 185/299 7.15G 0.02283 0.01944 0.0001879 294 640: 50%|█████ | 14/28 [00:09<00:13, 1.04it/s] 185/299 7.15G 0.02283 0.01944 0.0001879 294 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.36it/s] 185/299 7.15G 0.02283 0.01931 0.0001914 222 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.36it/s] 185/299 7.15G 0.02283 0.01931 0.0001914 222 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.71it/s] 185/299 7.15G 0.02286 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]
all 110 564 0.663 0.592 0.599 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 186/299 7.15G 0.02091 0.01771 0.0001713 269 640: 0%| | 0/28 [00:05<?, ?it/s] 186/299 7.15G 0.02091 0.01771 0.0001713 269 640: 4%|▎ | 1/28 [00:05<02:20, 5.19s/it] 186/299 7.15G 0.02189 0.01853 0.0001793 286 640: 4%|▎ | 1/28 [00:05<02:20, 5.19s/it] 186/299 7.15G 0.02189 0.01853 0.0001793 286 640: 7%|▋ | 2/28 [00:05<00:59, 2.27s/it] 186/299 7.15G 0.02197 0.01836 0.0001638 256 640: 7%|▋ | 2/28 [00:05<00:59, 2.27s/it] 186/299 7.15G 0.02197 0.01836 0.0001638 256 640: 11%|█ | 3/28 [00:05<00:33, 1.33s/it] 186/299 7.15G 0.02215 0.01777 0.0001667 233 640: 11%|█ | 3/28 [00:05<00:33, 1.33s/it] 186/299 7.15G 0.02215 0.01777 0.0001667 233 640: 14%|█▍ | 4/28 [00:05<00:21, 1.12it/s] 186/299 7.15G 0.02238 0.01809 0.0001578 249 640: 14%|█▍ | 4/28 [00:06<00:21, 1.12it/s] 186/299 7.15G 0.02238 0.01809 0.0001578 249 640: 18%|█▊ | 5/28 [00:06<00:14, 1.54it/s] 186/299 7.15G 0.02241 0.01807 0.0001864 237 640: 18%|█▊ | 5/28 [00:06<00:14, 1.54it/s] 186/299 7.15G 0.02241 0.01807 0.0001864 237 640: 21%|██▏ | 6/28 [00:06<00:11, 1.97it/s] 186/299 7.15G 0.02244 0.01811 0.0001801 310 640: 21%|██▏ | 6/28 [00:06<00:11, 1.97it/s] 186/299 7.15G 0.02244 0.01811 0.0001801 310 640: 25%|██▌ | 7/28 [00:06<00:08, 2.43it/s] 186/299 7.15G 0.02253 0.01874 0.0002008 372 640: 25%|██▌ | 7/28 [00:06<00:08, 2.43it/s] 186/299 7.15G 0.02253 0.01874 0.0002008 372 640: 29%|██▊ | 8/28 [00:06<00:07, 2.82it/s] 186/299 7.15G 0.02246 0.01891 0.0001933 320 640: 29%|██▊ | 8/28 [00:10<00:07, 2.82it/s] 186/299 7.15G 0.02246 0.01891 0.0001933 320 640: 32%|███▏ | 9/28 [00:10<00:25, 1.35s/it] 186/299 7.15G 0.02243 0.01909 0.0001992 282 640: 32%|███▏ | 9/28 [00:10<00:25, 1.35s/it] 186/299 7.15G 0.02243 0.01909 0.0001992 282 640: 36%|███▌ | 10/28 [00:10<00:18, 1.01s/it] 186/299 7.15G 0.02236 0.01849 0.0001921 187 640: 36%|███▌ | 10/28 [00:10<00:18, 1.01s/it] 186/299 7.15G 0.02236 0.01849 0.0001921 187 640: 39%|███▉ | 11/28 [00:10<00:12, 1.31it/s] 186/299 7.15G 0.0222 0.01823 0.0001882 249 640: 39%|███▉ | 11/28 [00:10<00:12, 1.31it/s] 186/299 7.15G 0.0222 0.01823 0.0001882 249 640: 43%|████▎ | 12/28 [00:10<00:09, 1.65it/s] 186/299 7.15G 0.02231 0.01828 0.0002047 285 640: 43%|████▎ | 12/28 [00:11<00:09, 1.65it/s] 186/299 7.15G 0.02231 0.01828 0.0002047 285 640: 46%|████▋ | 13/28 [00:11<00:07, 2.05it/s] 186/299 7.15G 0.02224 0.01806 0.0002052 210 640: 46%|████▋ | 13/28 [00:11<00:07, 2.05it/s] 186/299 7.15G 0.02224 0.01806 0.0002052 210 640: 50%|█████ | 14/28 [00:11<00:05, 2.41it/s] 186/299 7.15G 0.02226 0.01809 0.0002 296 640: 50%|█████ | 14/28 [00:11<00:05, 2.41it/s] 186/299 7.15G 0.02226 0.01809 0.0002 296 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 186/299 7.15G 0.02224 0.01816 0.0001991 293 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 186/299 7.15G 0.02224 0.01816 0.0001991 293 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.13it/s] 186/299 7.15G 0.02214 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.637 0.57 0.571 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 187/299 7.15G 0.02291 0.019 0.0004091 262 640: 0%| | 0/28 [00:00<?, ?it/s] 187/299 7.15G 0.02291 0.019 0.0004091 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 187/299 7.15G 0.02411 0.01834 0.000332 259 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 187/299 7.15G 0.02411 0.01834 0.000332 259 640: 7%|▋ | 2/28 [00:00<00:06, 4.33it/s] 187/299 7.15G 0.02361 0.01927 0.000259 325 640: 7%|▋ | 2/28 [00:00<00:06, 4.33it/s] 187/299 7.15G 0.02361 0.01927 0.000259 325 640: 11%|█ | 3/28 [00:00<00:05, 4.49it/s] 187/299 7.15G 0.02321 0.01928 0.0002279 274 640: 11%|█ | 3/28 [00:00<00:05, 4.49it/s] 187/299 7.15G 0.02321 0.01928 0.0002279 274 640: 14%|█▍ | 4/28 [00:00<00:05, 4.33it/s] 187/299 7.15G 0.02336 0.01969 0.0002427 286 640: 14%|█▍ | 4/28 [00:03<00:05, 4.33it/s] 187/299 7.15G 0.02336 0.01969 0.0002427 286 640: 18%|█▊ | 5/28 [00:03<00:26, 1.13s/it] 187/299 7.15G 0.0233 0.01925 0.0002475 236 640: 18%|█▊ | 5/28 [00:03<00:26, 1.13s/it] 187/299 7.15G 0.0233 0.01925 0.0002475 236 640: 21%|██▏ | 6/28 [00:03<00:18, 1.20it/s] 187/299 7.15G 0.02314 0.01911 0.0002403 260 640: 21%|██▏ | 6/28 [00:04<00:18, 1.20it/s] 187/299 7.15G 0.02314 0.01911 0.0002403 260 640: 25%|██▌ | 7/28 [00:04<00:13, 1.59it/s] 187/299 7.15G 0.02309 0.01926 0.0002235 302 640: 25%|██▌ | 7/28 [00:04<00:13, 1.59it/s] 187/299 7.15G 0.02309 0.01926 0.0002235 302 640: 29%|██▊ | 8/28 [00:04<00:10, 1.98it/s] 187/299 7.15G 0.02306 0.01901 0.0002222 240 640: 29%|██▊ | 8/28 [00:04<00:10, 1.98it/s] 187/299 7.15G 0.02306 0.01901 0.0002222 240 640: 32%|███▏ | 9/28 [00:04<00:07, 2.42it/s] 187/299 7.15G 0.0231 0.01905 0.0002165 307 640: 32%|███▏ | 9/28 [00:04<00:07, 2.42it/s] 187/299 7.15G 0.0231 0.01905 0.0002165 307 640: 36%|███▌ | 10/28 [00:04<00:06, 2.77it/s] 187/299 7.15G 0.02291 0.01884 0.0002092 253 640: 36%|███▌ | 10/28 [00:05<00:06, 2.77it/s] 187/299 7.15G 0.02291 0.01884 0.0002092 253 640: 39%|███▉ | 11/28 [00:05<00:05, 3.16it/s] 187/299 7.15G 0.0227 0.01869 0.0002058 244 640: 39%|███▉ | 11/28 [00:05<00:05, 3.16it/s] 187/299 7.15G 0.0227 0.01869 0.0002058 244 640: 43%|████▎ | 12/28 [00:05<00:04, 3.39it/s] 187/299 7.15G 0.0227 0.01862 0.0002144 286 640: 43%|████▎ | 12/28 [00:08<00:04, 3.39it/s] 187/299 7.15G 0.0227 0.01862 0.0002144 286 640: 46%|████▋ | 13/28 [00:08<00:19, 1.30s/it] 187/299 7.15G 0.02276 0.01881 0.0002172 294 640: 46%|████▋ | 13/28 [00:09<00:19, 1.30s/it] 187/299 7.15G 0.02276 0.01881 0.0002172 294 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 187/299 7.15G 0.02274 0.01883 0.0002106 284 640: 50%|█████ | 14/28 [00:09<00:13, 1.02it/s] 187/299 7.15G 0.02274 0.01883 0.0002106 284 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.34it/s] 187/299 7.15G 0.02274 0.01903 0.000213 296 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.34it/s] 187/299 7.15G 0.02274 0.01903 0.000213 296 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.69it/s] 187/299 7.15G 0.02275 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.662 0.546 0.57 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 188/299 7.15G 0.02418 0.02254 0.0001834 374 640: 0%| | 0/28 [00:02<?, ?it/s] 188/299 7.15G 0.02418 0.02254 0.0001834 374 640: 4%|▎ | 1/28 [00:02<01:10, 2.63s/it] 188/299 7.15G 0.02354 0.02062 0.0001397 296 640: 4%|▎ | 1/28 [00:02<01:10, 2.63s/it] 188/299 7.15G 0.02354 0.02062 0.0001397 296 640: 7%|▋ | 2/28 [00:02<00:31, 1.22s/it] 188/299 7.15G 0.02424 0.01987 0.0001336 245 640: 7%|▋ | 2/28 [00:03<00:31, 1.22s/it] 188/299 7.15G 0.02424 0.01987 0.0001336 245 640: 11%|█ | 3/28 [00:03<00:19, 1.31it/s] 188/299 7.15G 0.0246 0.01944 0.0001356 261 640: 11%|█ | 3/28 [00:03<00:19, 1.31it/s] 188/299 7.15G 0.0246 0.01944 0.0001356 261 640: 14%|█▍ | 4/28 [00:03<00:13, 1.79it/s] 188/299 7.15G 0.0241 0.01911 0.000151 267 640: 14%|█▍ | 4/28 [00:03<00:13, 1.79it/s] 188/299 7.15G 0.0241 0.01911 0.000151 267 640: 18%|█▊ | 5/28 [00:03<00:09, 2.30it/s] 188/299 7.15G 0.02412 0.01941 0.0001572 300 640: 18%|█▊ | 5/28 [00:03<00:09, 2.30it/s] 188/299 7.15G 0.02412 0.01941 0.0001572 300 640: 21%|██▏ | 6/28 [00:03<00:08, 2.71it/s] 188/299 7.15G 0.02371 0.0193 0.0001814 293 640: 21%|██▏ | 6/28 [00:03<00:08, 2.71it/s] 188/299 7.15G 0.02371 0.0193 0.0001814 293 640: 25%|██▌ | 7/28 [00:03<00:06, 3.14it/s] 188/299 7.15G 0.02357 0.01918 0.0001796 278 640: 25%|██▌ | 7/28 [00:04<00:06, 3.14it/s] 188/299 7.15G 0.02357 0.01918 0.0001796 278 640: 29%|██▊ | 8/28 [00:04<00:05, 3.39it/s] 188/299 7.15G 0.02349 0.01896 0.0001848 257 640: 29%|██▊ | 8/28 [00:07<00:05, 3.39it/s] 188/299 7.15G 0.02349 0.01896 0.0001848 257 640: 32%|███▏ | 9/28 [00:07<00:24, 1.31s/it] 188/299 7.15G 0.02334 0.01899 0.0001956 270 640: 32%|███▏ | 9/28 [00:08<00:24, 1.31s/it] 188/299 7.15G 0.02334 0.01899 0.0001956 270 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 188/299 7.15G 0.02331 0.01886 0.0002031 286 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 188/299 7.15G 0.02331 0.01886 0.0002031 286 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 188/299 7.15G 0.02348 0.01899 0.0002024 282 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 188/299 7.15G 0.02348 0.01899 0.0002024 282 640: 43%|████▎ | 12/28 [00:08<00:09, 1.68it/s] 188/299 7.15G 0.0234 0.01881 0.000195 220 640: 43%|████▎ | 12/28 [00:08<00:09, 1.68it/s] 188/299 7.15G 0.0234 0.01881 0.000195 220 640: 46%|████▋ | 13/28 [00:08<00:07, 2.09it/s] 188/299 7.15G 0.02333 0.0188 0.0001954 279 640: 46%|████▋ | 13/28 [00:08<00:07, 2.09it/s] 188/299 7.15G 0.02333 0.0188 0.0001954 279 640: 50%|█████ | 14/28 [00:08<00:05, 2.45it/s] 188/299 7.15G 0.02327 0.01881 0.0001905 306 640: 50%|█████ | 14/28 [00:09<00:05, 2.45it/s] 188/299 7.15G 0.02327 0.01881 0.0001905 306 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.86it/s] 188/299 7.15G 0.02313 0.01882 0.0001881 301 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.86it/s] 188/299 7.15G 0.02313 0.01882 0.0001881 301 640: 57%|█████▋ | 16/28 [00:09<00:03, 3.15it/s] 188/299 7.15G 0.02306 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s]
all 110 564 0.671 0.565 0.59 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 189/299 7.15G 0.02128 0.01701 0.0001137 237 640: 0%| | 0/28 [00:00<?, ?it/s] 189/299 7.15G 0.02128 0.01701 0.0001137 237 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 189/299 7.15G 0.02241 0.01795 0.0001453 327 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 189/299 7.15G 0.02241 0.01795 0.0001453 327 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 189/299 7.15G 0.02242 0.0172 0.0001391 219 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 189/299 7.15G 0.02242 0.0172 0.0001391 219 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 189/299 7.15G 0.02221 0.01698 0.0001515 246 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 189/299 7.15G 0.02221 0.01698 0.0001515 246 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 189/299 7.15G 0.02233 0.01744 0.0001513 343 640: 14%|█▍ | 4/28 [00:03<00:05, 4.30it/s] 189/299 7.15G 0.02233 0.01744 0.0001513 343 640: 18%|█▊ | 5/28 [00:03<00:26, 1.14s/it] 189/299 7.15G 0.02252 0.01761 0.0001455 273 640: 18%|█▊ | 5/28 [00:03<00:26, 1.14s/it] 189/299 7.15G 0.02252 0.01761 0.0001455 273 640: 21%|██▏ | 6/28 [00:03<00:18, 1.20it/s] 189/299 7.15G 0.02256 0.01797 0.0001571 334 640: 21%|██▏ | 6/28 [00:04<00:18, 1.20it/s] 189/299 7.15G 0.02256 0.01797 0.0001571 334 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 189/299 7.15G 0.02283 0.01798 0.0001937 242 640: 25%|██▌ | 7/28 [00:04<00:13, 1.58it/s] 189/299 7.15G 0.02283 0.01798 0.0001937 242 640: 29%|██▊ | 8/28 [00:04<00:10, 1.97it/s] 189/299 7.15G 0.02269 0.0182 0.0001979 279 640: 29%|██▊ | 8/28 [00:04<00:10, 1.97it/s] 189/299 7.15G 0.02269 0.0182 0.0001979 279 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 189/299 7.15G 0.02264 0.01834 0.0002168 268 640: 32%|███▏ | 9/28 [00:04<00:07, 2.40it/s] 189/299 7.15G 0.02264 0.01834 0.0002168 268 640: 36%|███▌ | 10/28 [00:04<00:06, 2.76it/s] 189/299 7.15G 0.02275 0.01848 0.0002078 302 640: 36%|███▌ | 10/28 [00:05<00:06, 2.76it/s] 189/299 7.15G 0.02275 0.01848 0.0002078 302 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 189/299 7.15G 0.02269 0.01836 0.0002097 260 640: 39%|███▉ | 11/28 [00:05<00:05, 3.15it/s] 189/299 7.15G 0.02269 0.01836 0.0002097 260 640: 43%|████▎ | 12/28 [00:05<00:04, 3.40it/s] 189/299 7.15G 0.02278 0.01831 0.0002047 263 640: 43%|████▎ | 12/28 [00:08<00:04, 3.40it/s] 189/299 7.15G 0.02278 0.01831 0.0002047 263 640: 46%|████▋ | 13/28 [00:08<00:19, 1.32s/it] 189/299 7.15G 0.02284 0.01861 0.0002012 333 640: 46%|████▋ | 13/28 [00:09<00:19, 1.32s/it] 189/299 7.15G 0.02284 0.01861 0.0002012 333 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 189/299 7.15G 0.02304 0.01856 0.0002104 228 640: 50%|█████ | 14/28 [00:09<00:13, 1.00it/s] 189/299 7.15G 0.02304 0.01856 0.0002104 228 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.31it/s] 189/299 7.15G 0.02309 0.01863 0.0002046 308 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.31it/s] 189/299 7.15G 0.02309 0.01863 0.0002046 308 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.66it/s] 189/299 7.15G 0.02304 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.02it/s]
all 110 564 0.635 0.61 0.583 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 190/299 7.15G 0.02191 0.01704 0.0003719 252 640: 0%| | 0/28 [00:04<?, ?it/s] 190/299 7.15G 0.02191 0.01704 0.0003719 252 640: 4%|▎ | 1/28 [00:04<01:56, 4.31s/it] 190/299 7.15G 0.02249 0.01824 0.0002486 279 640: 4%|▎ | 1/28 [00:04<01:56, 4.31s/it] 190/299 7.15G 0.02249 0.01824 0.0002486 279 640: 7%|▋ | 2/28 [00:04<00:49, 1.91s/it] 190/299 7.15G 0.02292 0.01836 0.0002558 291 640: 7%|▋ | 2/28 [00:04<00:49, 1.91s/it] 190/299 7.15G 0.02292 0.01836 0.0002558 291 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 190/299 7.15G 0.0227 0.01848 0.0002409 304 640: 11%|█ | 3/28 [00:04<00:28, 1.13s/it] 190/299 7.15G 0.0227 0.01848 0.0002409 304 640: 14%|█▍ | 4/28 [00:04<00:18, 1.29it/s] 190/299 7.15G 0.02275 0.01903 0.0002286 277 640: 14%|█▍ | 4/28 [00:05<00:18, 1.29it/s] 190/299 7.15G 0.02275 0.01903 0.0002286 277 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 190/299 7.15G 0.02261 0.01919 0.0002111 262 640: 18%|█▊ | 5/28 [00:05<00:13, 1.74it/s] 190/299 7.15G 0.02261 0.01919 0.0002111 262 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 190/299 7.15G 0.02247 0.01894 0.0002069 239 640: 21%|██▏ | 6/28 [00:05<00:10, 2.18it/s] 190/299 7.15G 0.02247 0.01894 0.0002069 239 640: 25%|██▌ | 7/28 [00:05<00:07, 2.65it/s] 190/299 7.15G 0.02267 0.01888 0.0001972 239 640: 25%|██▌ | 7/28 [00:05<00:07, 2.65it/s] 190/299 7.15G 0.02267 0.01888 0.0001972 239 640: 29%|██▊ | 8/28 [00:05<00:06, 3.00it/s] 190/299 7.15G 0.02282 0.01867 0.0001937 291 640: 29%|██▊ | 8/28 [00:09<00:06, 3.00it/s] 190/299 7.15G 0.02282 0.01867 0.0001937 291 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 190/299 7.15G 0.02296 0.01909 0.0001879 313 640: 32%|███▏ | 9/28 [00:09<00:25, 1.34s/it] 190/299 7.15G 0.02296 0.01909 0.0001879 313 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 190/299 7.15G 0.02283 0.01912 0.0001952 258 640: 36%|███▌ | 10/28 [00:09<00:18, 1.00s/it] 190/299 7.15G 0.02283 0.01912 0.0001952 258 640: 39%|███▉ | 11/28 [00:09<00:12, 1.32it/s] 190/299 7.15G 0.02285 0.01914 0.0001911 312 640: 39%|███▉ | 11/28 [00:10<00:12, 1.32it/s] 190/299 7.15G 0.02285 0.01914 0.0001911 312 640: 43%|████▎ | 12/28 [00:10<00:09, 1.66it/s] 190/299 7.15G 0.02273 0.01925 0.0001878 333 640: 43%|████▎ | 12/28 [00:10<00:09, 1.66it/s] 190/299 7.15G 0.02273 0.01925 0.0001878 333 640: 46%|████▋ | 13/28 [00:10<00:07, 2.05it/s] 190/299 7.15G 0.02273 0.01926 0.0001839 308 640: 46%|████▋ | 13/28 [00:10<00:07, 2.05it/s] 190/299 7.15G 0.02273 0.01926 0.0001839 308 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 190/299 7.15G 0.02273 0.01948 0.0001893 359 640: 50%|█████ | 14/28 [00:10<00:05, 2.42it/s] 190/299 7.15G 0.02273 0.01948 0.0001893 359 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.83it/s] 190/299 7.15G 0.02278 0.01923 0.0001865 222 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.83it/s] 190/299 7.15G 0.02278 0.01923 0.0001865 222 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.13it/s] 190/299 7.15G 0.02277 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.635 0.586 0.585 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 191/299 7.15G 0.02346 0.01621 0.0001859 266 640: 0%| | 0/28 [00:00<?, ?it/s] 191/299 7.15G 0.02346 0.01621 0.0001859 266 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 191/299 7.15G 0.02185 0.01609 0.0002817 253 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 191/299 7.15G 0.02185 0.01609 0.0002817 253 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 191/299 7.15G 0.02208 0.01648 0.0003165 253 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 191/299 7.15G 0.02208 0.01648 0.0003165 253 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 191/299 7.15G 0.0228 0.01763 0.0002691 261 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 191/299 7.15G 0.0228 0.01763 0.0002691 261 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 191/299 7.15G 0.02251 0.01786 0.0002395 287 640: 14%|█▍ | 4/28 [00:03<00:05, 4.31it/s] 191/299 7.15G 0.02251 0.01786 0.0002395 287 640: 18%|█▊ | 5/28 [00:03<00:27, 1.17s/it] 191/299 7.15G 0.02269 0.01801 0.0002255 272 640: 18%|█▊ | 5/28 [00:04<00:27, 1.17s/it] 191/299 7.15G 0.02269 0.01801 0.0002255 272 640: 21%|██▏ | 6/28 [00:04<00:18, 1.16it/s] 191/299 7.15G 0.02253 0.01818 0.0002111 281 640: 21%|██▏ | 6/28 [00:04<00:18, 1.16it/s] 191/299 7.15G 0.02253 0.01818 0.0002111 281 640: 25%|██▌ | 7/28 [00:04<00:13, 1.54it/s] 191/299 7.15G 0.02238 0.0182 0.0001999 276 640: 25%|██▌ | 7/28 [00:04<00:13, 1.54it/s] 191/299 7.15G 0.02238 0.0182 0.0001999 276 640: 29%|██▊ | 8/28 [00:04<00:10, 1.92it/s] 191/299 7.15G 0.02235 0.01856 0.000215 318 640: 29%|██▊ | 8/28 [00:04<00:10, 1.92it/s] 191/299 7.15G 0.02235 0.01856 0.000215 318 640: 32%|███▏ | 9/28 [00:04<00:08, 2.36it/s] 191/299 7.15G 0.02232 0.01838 0.0002081 274 640: 32%|███▏ | 9/28 [00:04<00:08, 2.36it/s] 191/299 7.15G 0.02232 0.01838 0.0002081 274 640: 36%|███▌ | 10/28 [00:04<00:06, 2.71it/s] 191/299 7.15G 0.02214 0.01828 0.0002055 266 640: 36%|███▌ | 10/28 [00:05<00:06, 2.71it/s] 191/299 7.15G 0.02214 0.01828 0.0002055 266 640: 39%|███▉ | 11/28 [00:05<00:05, 3.11it/s] 191/299 7.15G 0.02214 0.01819 0.0002017 285 640: 39%|███▉ | 11/28 [00:05<00:05, 3.11it/s] 191/299 7.15G 0.02214 0.01819 0.0002017 285 640: 43%|████▎ | 12/28 [00:05<00:04, 3.36it/s] 191/299 7.15G 0.02205 0.01813 0.000196 266 640: 43%|████▎ | 12/28 [00:09<00:04, 3.36it/s] 191/299 7.15G 0.02205 0.01813 0.000196 266 640: 46%|████▋ | 13/28 [00:09<00:19, 1.32s/it] 191/299 7.15G 0.02216 0.01828 0.000194 265 640: 46%|████▋ | 13/28 [00:09<00:19, 1.32s/it] 191/299 7.15G 0.02216 0.01828 0.000194 265 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 191/299 7.15G 0.0221 0.01821 0.0001917 254 640: 50%|█████ | 14/28 [00:09<00:13, 1.01it/s] 191/299 7.15G 0.0221 0.01821 0.0001917 254 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.32it/s] 191/299 7.15G 0.02211 0.01817 0.0001878 269 640: 54%|█████▎ | 15/28 [00:09<00:09, 1.32it/s] 191/299 7.15G 0.02211 0.01817 0.0001878 269 640: 57%|█████▋ | 16/28 [00:09<00:07, 1.66it/s] 191/299 7.15G 0.02219 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.645 0.57 0.584 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 192/299 7.15G 0.02409 0.01573 0.0002528 207 640: 0%| | 0/28 [00:03<?, ?it/s] 192/299 7.15G 0.02409 0.01573 0.0002528 207 640: 4%|▎ | 1/28 [00:03<01:21, 3.02s/it] 192/299 7.15G 0.02302 0.01727 0.0002379 277 640: 4%|▎ | 1/28 [00:03<01:21, 3.02s/it] 192/299 7.15G 0.02302 0.01727 0.0002379 277 640: 7%|▋ | 2/28 [00:03<00:36, 1.39s/it] 192/299 7.15G 0.02363 0.01791 0.0002254 347 640: 7%|▋ | 2/28 [00:03<00:36, 1.39s/it] 192/299 7.15G 0.02363 0.01791 0.0002254 347 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 192/299 7.15G 0.02301 0.01827 0.000207 273 640: 11%|█ | 3/28 [00:03<00:21, 1.17it/s] 192/299 7.15G 0.02301 0.01827 0.000207 273 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 192/299 7.15G 0.02265 0.01845 0.0001979 290 640: 14%|█▍ | 4/28 [00:03<00:14, 1.63it/s] 192/299 7.15G 0.02265 0.01845 0.0001979 290 640: 18%|█▊ | 5/28 [00:03<00:10, 2.13it/s] 192/299 7.15G 0.02258 0.01885 0.0001917 315 640: 18%|█▊ | 5/28 [00:04<00:10, 2.13it/s] 192/299 7.15G 0.02258 0.01885 0.0001917 315 640: 21%|██▏ | 6/28 [00:04<00:08, 2.55it/s] 192/299 7.15G 0.02245 0.01882 0.0001873 291 640: 21%|██▏ | 6/28 [00:04<00:08, 2.55it/s] 192/299 7.15G 0.02245 0.01882 0.0001873 291 640: 25%|██▌ | 7/28 [00:04<00:07, 2.99it/s] 192/299 7.15G 0.02264 0.01901 0.0002174 346 640: 25%|██▌ | 7/28 [00:04<00:07, 2.99it/s] 192/299 7.15G 0.02264 0.01901 0.0002174 346 640: 29%|██▊ | 8/28 [00:04<00:06, 3.28it/s] 192/299 7.15G 0.02252 0.01895 0.00021 255 640: 29%|██▊ | 8/28 [00:08<00:06, 3.28it/s] 192/299 7.15G 0.02252 0.01895 0.00021 255 640: 32%|███▏ | 9/28 [00:08<00:27, 1.44s/it] 192/299 7.15G 0.02244 0.01875 0.0002108 229 640: 32%|███▏ | 9/28 [00:08<00:27, 1.44s/it] 192/299 7.15G 0.02244 0.01875 0.0002108 229 640: 36%|███▌ | 10/28 [00:08<00:19, 1.07s/it] 192/299 7.15G 0.02249 0.01868 0.0002033 246 640: 36%|███▌ | 10/28 [00:09<00:19, 1.07s/it] 192/299 7.15G 0.02249 0.01868 0.0002033 246 640: 39%|███▉ | 11/28 [00:09<00:13, 1.23it/s] 192/299 7.15G 0.02256 0.01864 0.0001963 251 640: 39%|███▉ | 11/28 [00:09<00:13, 1.23it/s] 192/299 7.15G 0.02256 0.01864 0.0001963 251 640: 43%|████▎ | 12/28 [00:09<00:10, 1.57it/s] 192/299 7.15G 0.02267 0.01883 0.0001914 320 640: 43%|████▎ | 12/28 [00:09<00:10, 1.57it/s] 192/299 7.15G 0.02267 0.01883 0.0001914 320 640: 46%|████▋ | 13/28 [00:09<00:07, 1.96it/s] 192/299 7.15G 0.0227 0.01874 0.0001909 264 640: 46%|████▋ | 13/28 [00:09<00:07, 1.96it/s] 192/299 7.15G 0.0227 0.01874 0.0001909 264 640: 50%|█████ | 14/28 [00:09<00:06, 2.33it/s] 192/299 7.15G 0.02266 0.01873 0.0001879 278 640: 50%|█████ | 14/28 [00:09<00:06, 2.33it/s] 192/299 7.15G 0.02266 0.01873 0.0001879 278 640: 54%|█████▎ | 15/28 [00:09<00:04, 2.74it/s] 192/299 7.15G 0.02266 0.01874 0.0001847 296 640: 54%|█████▎ | 15/28 [00:10<00:04, 2.74it/s] 192/299 7.15G 0.02266 0.01874 0.0001847 296 640: 57%|█████▋ | 16/28 [00:10<00:03, 3.05it/s] 192/299 7.15G 0.02268 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.646 0.596 0.601 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 193/299 7.15G 0.02141 0.01755 0.0001578 260 640: 0%| | 0/28 [00:00<?, ?it/s] 193/299 7.15G 0.02141 0.01755 0.0001578 260 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 193/299 7.15G 0.0213 0.01715 0.0001333 242 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 193/299 7.15G 0.0213 0.01715 0.0001333 242 640: 7%|▋ | 2/28 [00:00<00:06, 4.22it/s] 193/299 7.15G 0.02183 0.01732 0.0001372 293 640: 7%|▋ | 2/28 [00:00<00:06, 4.22it/s] 193/299 7.15G 0.02183 0.01732 0.0001372 293 640: 11%|█ | 3/28 [00:00<00:05, 4.40it/s] 193/299 7.15G 0.02212 0.01711 0.0001347 220 640: 11%|█ | 3/28 [00:00<00:05, 4.40it/s] 193/299 7.15G 0.02212 0.01711 0.0001347 220 640: 14%|█▍ | 4/28 [00:00<00:05, 4.24it/s] 193/299 7.15G 0.02312 0.01718 0.000145 266 640: 14%|█▍ | 4/28 [00:05<00:05, 4.24it/s] 193/299 7.15G 0.02312 0.01718 0.000145 266 640: 18%|█▊ | 5/28 [00:05<00:39, 1.73s/it] 193/299 7.15G 0.02279 0.01725 0.0001389 244 640: 18%|█▊ | 5/28 [00:05<00:39, 1.73s/it] 193/299 7.15G 0.02279 0.01725 0.0001389 244 640: 21%|██▏ | 6/28 [00:05<00:27, 1.23s/it] 193/299 7.15G 0.02288 0.01756 0.0001507 302 640: 21%|██▏ | 6/28 [00:05<00:27, 1.23s/it] 193/299 7.15G 0.02288 0.01756 0.0001507 302 640: 25%|██▌ | 7/28 [00:05<00:18, 1.12it/s] 193/299 7.15G 0.02278 0.01747 0.0001459 220 640: 25%|██▌ | 7/28 [00:06<00:18, 1.12it/s] 193/299 7.15G 0.02278 0.01747 0.0001459 220 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 193/299 7.15G 0.02293 0.01749 0.0001426 257 640: 29%|██▊ | 8/28 [00:06<00:13, 1.45it/s] 193/299 7.15G 0.02293 0.01749 0.0001426 257 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 193/299 7.15G 0.02293 0.0177 0.000142 344 640: 32%|███▏ | 9/28 [00:06<00:10, 1.85it/s] 193/299 7.15G 0.02293 0.0177 0.000142 344 640: 36%|███▌ | 10/28 [00:06<00:08, 2.25it/s] 193/299 7.15G 0.02294 0.01769 0.0001437 246 640: 36%|███▌ | 10/28 [00:06<00:08, 2.25it/s] 193/299 7.15G 0.02294 0.01769 0.0001437 246 640: 39%|███▉ | 11/28 [00:06<00:06, 2.67it/s] 193/299 7.15G 0.02283 0.01768 0.000145 276 640: 39%|███▉ | 11/28 [00:06<00:06, 2.67it/s] 193/299 7.15G 0.02283 0.01768 0.000145 276 640: 43%|████▎ | 12/28 [00:06<00:05, 2.99it/s] 193/299 7.15G 0.02295 0.01772 0.0001485 290 640: 43%|████▎ | 12/28 [00:11<00:05, 2.99it/s] 193/299 7.15G 0.02295 0.01772 0.0001485 290 640: 46%|████▋ | 13/28 [00:11<00:23, 1.59s/it] 193/299 7.15G 0.02293 0.01775 0.0001447 257 640: 46%|████▋ | 13/28 [00:11<00:23, 1.59s/it] 193/299 7.15G 0.02293 0.01775 0.0001447 257 640: 50%|█████ | 14/28 [00:11<00:16, 1.18s/it] 193/299 7.15G 0.0229 0.01766 0.0001452 258 640: 50%|█████ | 14/28 [00:11<00:16, 1.18s/it] 193/299 7.15G 0.0229 0.01766 0.0001452 258 640: 54%|█████▎ | 15/28 [00:11<00:11, 1.13it/s] 193/299 7.15G 0.02286 0.01774 0.0001422 282 640: 54%|█████▎ | 15/28 [00:12<00:11, 1.13it/s] 193/299 7.15G 0.02286 0.01774 0.0001422 282 640: 57%|█████▋ | 16/28 [00:12<00:08, 1.44it/s] 193/299 7.15G 0.02273 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s]
all 110 564 0.63 0.62 0.597 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 194/299 7.15G 0.02296 0.01828 0.0001135 289 640: 0%| | 0/28 [00:03<?, ?it/s] 194/299 7.15G 0.02296 0.01828 0.0001135 289 640: 4%|▎ | 1/28 [00:03<01:46, 3.94s/it] 194/299 7.15G 0.02313 0.01758 0.0002976 264 640: 4%|▎ | 1/28 [00:04<01:46, 3.94s/it] 194/299 7.15G 0.02313 0.01758 0.0002976 264 640: 7%|▋ | 2/28 [00:04<00:46, 1.77s/it] 194/299 7.15G 0.02318 0.01843 0.0002581 310 640: 7%|▋ | 2/28 [00:04<00:46, 1.77s/it] 194/299 7.15G 0.02318 0.01843 0.0002581 310 640: 11%|█ | 3/28 [00:04<00:26, 1.06s/it] 194/299 7.15G 0.02283 0.01806 0.0002444 259 640: 11%|█ | 3/28 [00:04<00:26, 1.06s/it] 194/299 7.15G 0.02283 0.01806 0.0002444 259 640: 14%|█▍ | 4/28 [00:04<00:17, 1.35it/s] 194/299 7.15G 0.02293 0.01845 0.0002513 297 640: 14%|█▍ | 4/28 [00:04<00:17, 1.35it/s] 194/299 7.15G 0.02293 0.01845 0.0002513 297 640: 18%|█▊ | 5/28 [00:04<00:12, 1.81it/s] 194/299 7.15G 0.02285 0.01794 0.0002391 291 640: 18%|█▊ | 5/28 [00:05<00:12, 1.81it/s] 194/299 7.15G 0.02285 0.01794 0.0002391 291 640: 21%|██▏ | 6/28 [00:05<00:09, 2.24it/s] 194/299 7.15G 0.02288 0.0181 0.0002236 247 640: 21%|██▏ | 6/28 [00:05<00:09, 2.24it/s] 194/299 7.15G 0.02288 0.0181 0.0002236 247 640: 25%|██▌ | 7/28 [00:05<00:07, 2.69it/s] 194/299 7.15G 0.02274 0.01775 0.0002204 214 640: 25%|██▌ | 7/28 [00:05<00:07, 2.69it/s] 194/299 7.15G 0.02274 0.01775 0.0002204 214 640: 29%|██▊ | 8/28 [00:05<00:06, 3.02it/s] 194/299 7.15G 0.02253 0.01783 0.0002201 272 640: 29%|██▊ | 8/28 [00:09<00:06, 3.02it/s] 194/299 7.15G 0.02253 0.01783 0.0002201 272 640: 32%|███▏ | 9/28 [00:09<00:28, 1.51s/it] 194/299 7.15G 0.02244 0.01806 0.0002225 320 640: 32%|███▏ | 9/28 [00:09<00:28, 1.51s/it] 194/299 7.15G 0.02244 0.01806 0.0002225 320 640: 36%|███▌ | 10/28 [00:09<00:20, 1.12s/it] 194/299 7.15G 0.02237 0.01818 0.0002232 267 640: 36%|███▌ | 10/28 [00:10<00:20, 1.12s/it] 194/299 7.15G 0.02237 0.01818 0.0002232 267 640: 39%|███▉ | 11/28 [00:10<00:14, 1.19it/s] 194/299 7.15G 0.02239 0.01847 0.0002162 369 640: 39%|███▉ | 11/28 [00:10<00:14, 1.19it/s] 194/299 7.15G 0.02239 0.01847 0.0002162 369 640: 43%|████▎ | 12/28 [00:10<00:10, 1.51it/s] 194/299 7.15G 0.02247 0.01853 0.0002085 248 640: 43%|████▎ | 12/28 [00:10<00:10, 1.51it/s] 194/299 7.15G 0.02247 0.01853 0.0002085 248 640: 46%|████▋ | 13/28 [00:10<00:07, 1.90it/s] 194/299 7.15G 0.0224 0.01862 0.0002089 282 640: 46%|████▋ | 13/28 [00:10<00:07, 1.90it/s] 194/299 7.15G 0.0224 0.01862 0.0002089 282 640: 50%|█████ | 14/28 [00:10<00:06, 2.28it/s] 194/299 7.15G 0.02237 0.01854 0.0002029 243 640: 50%|█████ | 14/28 [00:11<00:06, 2.28it/s] 194/299 7.15G 0.02237 0.01854 0.0002029 243 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.70it/s] 194/299 7.15G 0.02241 0.01836 0.0001974 285 640: 54%|█████▎ | 15/28 [00:11<00:04, 2.70it/s] 194/299 7.15G 0.02241 0.01836 0.0001974 285 640: 57%|█████▋ | 16/28 [00:11<00:03, 3.02it/s] 194/299 7.15G 0.02243
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s]
all 110 564 0.629 0.619 0.595 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 195/299 7.15G 0.02196 0.01683 0.000152 279 640: 0%| | 0/28 [00:00<?, ?it/s] 195/299 7.15G 0.02196 0.01683 0.000152 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 195/299 7.15G 0.02155 0.01717 0.0001391 254 640: 4%|▎ | 1/28 [00:00<00:05, 4.59it/s] 195/299 7.15G 0.02155 0.01717 0.0001391 254 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 195/299 7.15G 0.02138 0.01698 0.0002048 271 640: 7%|▋ | 2/28 [00:00<00:06, 4.32it/s] 195/299 7.15G 0.02138 0.01698 0.0002048 271 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 195/299 7.15G 0.02139 0.0173 0.0001891 275 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 195/299 7.15G 0.02139 0.0173 0.0001891 275 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 195/299 7.15G 0.02145 0.01758 0.0001952 290 640: 14%|█▍ | 4/28 [00:04<00:05, 4.32it/s] 195/299 7.15G 0.02145 0.01758 0.0001952 290 640: 18%|█▊ | 5/28 [00:04<00:34, 1.51s/it] 195/299 7.15G 0.02157 0.01756 0.0002191 231 640: 18%|█▊ | 5/28 [00:04<00:34, 1.51s/it] 195/299 7.15G 0.02157 0.01756 0.0002191 231 640: 21%|██▏ | 6/28 [00:04<00:23, 1.08s/it] 195/299 7.15G 0.02203 0.01775 0.0002053 309 640: 21%|██▏ | 6/28 [00:05<00:23, 1.08s/it] 195/299 7.15G 0.02203 0.01775 0.0002053 309 640: 25%|██▌ | 7/28 [00:05<00:16, 1.25it/s] 195/299 7.15G 0.02191 0.01796 0.0001942 311 640: 25%|██▌ | 7/28 [00:05<00:16, 1.25it/s] 195/299 7.15G 0.02191 0.01796 0.0001942 311 640: 29%|██▊ | 8/28 [00:05<00:12, 1.62it/s] 195/299 7.15G 0.02206 0.01771 0.0002209 245 640: 29%|██▊ | 8/28 [00:05<00:12, 1.62it/s] 195/299 7.15G 0.02206 0.01771 0.0002209 245 640: 32%|███▏ | 9/28 [00:05<00:09, 2.04it/s] 195/299 7.15G 0.0221 0.01748 0.0002096 218 640: 32%|███▏ | 9/28 [00:05<00:09, 2.04it/s] 195/299 7.15G 0.0221 0.01748 0.0002096 218 640: 36%|███▌ | 10/28 [00:05<00:07, 2.43it/s] 195/299 7.15G 0.02199 0.01736 0.0002048 238 640: 36%|███▌ | 10/28 [00:06<00:07, 2.43it/s] 195/299 7.15G 0.02199 0.01736 0.0002048 238 640: 39%|███▉ | 11/28 [00:06<00:05, 2.86it/s] 195/299 7.15G 0.02198 0.01757 0.0001974 315 640: 39%|███▉ | 11/28 [00:06<00:05, 2.86it/s] 195/299 7.15G 0.02198 0.01757 0.0001974 315 640: 43%|████▎ | 12/28 [00:06<00:05, 3.17it/s] 195/299 7.15G 0.022 0.01761 0.0001923 283 640: 43%|████▎ | 12/28 [00:10<00:05, 3.17it/s] 195/299 7.15G 0.022 0.01761 0.0001923 283 640: 46%|████▋ | 13/28 [00:10<00:21, 1.41s/it] 195/299 7.15G 0.02194 0.01764 0.0001886 316 640: 46%|████▋ | 13/28 [00:10<00:21, 1.41s/it] 195/299 7.15G 0.02194 0.01764 0.0001886 316 640: 50%|█████ | 14/28 [00:10<00:14, 1.05s/it] 195/299 7.15G 0.02189 0.01759 0.0001906 261 640: 50%|█████ | 14/28 [00:10<00:14, 1.05s/it] 195/299 7.15G 0.02189 0.01759 0.0001906 261 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.25it/s] 195/299 7.15G 0.02199 0.01749 0.0001876 246 640: 54%|█████▎ | 15/28 [00:10<00:10, 1.25it/s] 195/299 7.15G 0.02199 0.01749 0.0001876 246 640: 57%|█████▋ | 16/28 [00:10<00:07, 1.59it/s] 195/299 7.15G 0.02198 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.27it/s]
all 110 564 0.632 0.626 0.595 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 196/299 7.15G 0.02278 0.0191 0.0001448 292 640: 0%| | 0/28 [00:04<?, ?it/s] 196/299 7.15G 0.02278 0.0191 0.0001448 292 640: 4%|▎ | 1/28 [00:04<01:52, 4.16s/it] 196/299 7.15G 0.02142 0.01901 0.00016 271 640: 4%|▎ | 1/28 [00:04<01:52, 4.16s/it] 196/299 7.15G 0.02142 0.01901 0.00016 271 640: 7%|▋ | 2/28 [00:04<00:48, 1.85s/it] 196/299 7.15G 0.02159 0.01873 0.0001701 249 640: 7%|▋ | 2/28 [00:04<00:48, 1.85s/it] 196/299 7.15G 0.02159 0.01873 0.0001701 249 640: 11%|█ | 3/28 [00:04<00:27, 1.10s/it] 196/299 7.15G 0.02174 0.01888 0.0001538 274 640: 11%|█ | 3/28 [00:04<00:27, 1.10s/it] 196/299 7.15G 0.02174 0.01888 0.0001538 274 640: 14%|█▍ | 4/28 [00:04<00:18, 1.31it/s] 196/299 7.15G 0.02177 0.01857 0.000158 288 640: 14%|█▍ | 4/28 [00:05<00:18, 1.31it/s] 196/299 7.15G 0.02177 0.01857 0.000158 288 640: 18%|█▊ | 5/28 [00:05<00:13, 1.77it/s] 196/299 7.15G 0.02178 0.01842 0.0001535 274 640: 18%|█▊ | 5/28 [00:05<00:13, 1.77it/s] 196/299 7.15G 0.02178 0.01842 0.0001535 274 640: 21%|██▏ | 6/28 [00:05<00:10, 2.20it/s] 196/299 7.15G 0.02207 0.01818 0.0001617 269 640: 21%|██▏ | 6/28 [00:06<00:10, 2.20it/s] 196/299 7.15G 0.02207 0.01818 0.0001617 269 640: 25%|██▌ | 7/28 [00:06<00:13, 1.57it/s] 196/299 7.15G 0.02194 0.01799 0.0001624 284 640: 25%|██▌ | 7/28 [00:06<00:13, 1.57it/s] 196/299 7.15G 0.02194 0.01799 0.0001624 284 640: 29%|██▊ | 8/28 [00:06<00:10, 1.96it/s] 196/299 7.15G 0.02208 0.01818 0.0001713 301 640: 29%|██▊ | 8/28 [00:11<00:10, 1.96it/s] 196/299 7.15G 0.02208 0.01818 0.0001713 301 640: 32%|███▏ | 9/28 [00:11<00:33, 1.75s/it] 196/299 7.15G 0.02204 0.01808 0.0001688 250 640: 32%|███▏ | 9/28 [00:11<00:33, 1.75s/it] 196/299 7.15G 0.02204 0.01808 0.0001688 250 640: 36%|███▌ | 10/28 [00:11<00:23, 1.28s/it] 196/299 7.15G 0.02193 0.01806 0.000166 310 640: 36%|███▌ | 10/28 [00:11<00:23, 1.28s/it] 196/299 7.15G 0.02193 0.01806 0.000166 310 640: 39%|███▉ | 11/28 [00:11<00:16, 1.05it/s] 196/299 7.15G 0.02189 0.01839 0.0001769 324 640: 39%|███▉ | 11/28 [00:11<00:16, 1.05it/s] 196/299 7.15G 0.02189 0.01839 0.0001769 324 640: 43%|████▎ | 12/28 [00:11<00:11, 1.36it/s] 196/299 7.15G 0.02193 0.0181 0.0001751 190 640: 43%|████▎ | 12/28 [00:11<00:11, 1.36it/s] 196/299 7.15G 0.02193 0.0181 0.0001751 190 640: 46%|████▋ | 13/28 [00:11<00:08, 1.73it/s] 196/299 7.15G 0.02185 0.01806 0.0001729 299 640: 46%|████▋ | 13/28 [00:12<00:08, 1.73it/s] 196/299 7.15G 0.02185 0.01806 0.0001729 299 640: 50%|█████ | 14/28 [00:12<00:06, 2.09it/s] 196/299 7.15G 0.02196 0.01811 0.0001729 299 640: 50%|█████ | 14/28 [00:12<00:06, 2.09it/s] 196/299 7.15G 0.02196 0.01811 0.0001729 299 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.81it/s] 196/299 7.15G 0.02209 0.01821 0.0001709 283 640: 54%|█████▎ | 15/28 [00:13<00:07, 1.81it/s] 196/299 7.15G 0.02209 0.01821 0.0001709 283 640: 57%|█████▋ | 16/28 [00:13<00:05, 2.20it/s] 196/299 7.15G 0.02213 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.662 0.59 0.594 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 197/299 7.15G 0.02198 0.01765 0.0001761 311 640: 0%| | 0/28 [00:00<?, ?it/s] 197/299 7.15G 0.02198 0.01765 0.0001761 311 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 197/299 7.15G 0.02206 0.01923 0.0001356 311 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 197/299 7.15G 0.02206 0.01923 0.0001356 311 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 197/299 7.15G 0.02236 0.01905 0.0001617 272 640: 7%|▋ | 2/28 [00:02<00:06, 4.29it/s] 197/299 7.15G 0.02236 0.01905 0.0001617 272 640: 11%|█ | 3/28 [00:02<00:23, 1.05it/s] 197/299 7.15G 0.0221 0.01844 0.0001637 213 640: 11%|█ | 3/28 [00:02<00:23, 1.05it/s] 197/299 7.15G 0.0221 0.01844 0.0001637 213 640: 14%|█▍ | 4/28 [00:02<00:16, 1.49it/s] 197/299 7.15G 0.02238 0.0185 0.0001682 304 640: 14%|█▍ | 4/28 [00:04<00:16, 1.49it/s] 197/299 7.15G 0.02238 0.0185 0.0001682 304 640: 18%|█▊ | 5/28 [00:04<00:27, 1.18s/it] 197/299 7.15G 0.02221 0.0182 0.0001589 225 640: 18%|█▊ | 5/28 [00:04<00:27, 1.18s/it] 197/299 7.15G 0.02221 0.0182 0.0001589 225 640: 21%|██▏ | 6/28 [00:04<00:18, 1.16it/s] 197/299 7.15G 0.02228 0.01845 0.000159 282 640: 21%|██▏ | 6/28 [00:05<00:18, 1.16it/s] 197/299 7.15G 0.02228 0.01845 0.000159 282 640: 25%|██▌ | 7/28 [00:05<00:13, 1.54it/s] 197/299 7.15G 0.02242 0.0187 0.0001751 325 640: 25%|██▌ | 7/28 [00:05<00:13, 1.54it/s] 197/299 7.15G 0.02242 0.0187 0.0001751 325 640: 29%|██▊ | 8/28 [00:05<00:10, 1.93it/s] 197/299 7.15G 0.02244 0.01891 0.0002176 306 640: 29%|██▊ | 8/28 [00:05<00:10, 1.93it/s] 197/299 7.15G 0.02244 0.01891 0.0002176 306 640: 32%|███▏ | 9/28 [00:05<00:08, 2.36it/s] 197/299 7.15G 0.0225 0.01893 0.0002069 290 640: 32%|███▏ | 9/28 [00:05<00:08, 2.36it/s] 197/299 7.15G 0.0225 0.01893 0.0002069 290 640: 36%|███▌ | 10/28 [00:05<00:06, 2.72it/s] 197/299 7.15G 0.02249 0.01893 0.0002037 335 640: 36%|███▌ | 10/28 [00:08<00:06, 2.72it/s] 197/299 7.15G 0.02249 0.01893 0.0002037 335 640: 39%|███▉ | 11/28 [00:08<00:20, 1.18s/it] 197/299 7.15G 0.02233 0.01877 0.0001956 235 640: 39%|███▉ | 11/28 [00:09<00:20, 1.18s/it] 197/299 7.15G 0.02233 0.01877 0.0001956 235 640: 43%|████▎ | 12/28 [00:09<00:14, 1.11it/s] 197/299 7.15G 0.02234 0.0187 0.0001892 307 640: 43%|████▎ | 12/28 [00:11<00:14, 1.11it/s] 197/299 7.15G 0.02234 0.0187 0.0001892 307 640: 46%|████▋ | 13/28 [00:11<00:20, 1.34s/it] 197/299 7.15G 0.02249 0.01866 0.0001871 281 640: 46%|████▋ | 13/28 [00:11<00:20, 1.34s/it] 197/299 7.15G 0.02249 0.01866 0.0001871 281 640: 50%|█████ | 14/28 [00:11<00:14, 1.00s/it] 197/299 7.15G 0.02238 0.01871 0.0001827 302 640: 50%|█████ | 14/28 [00:11<00:14, 1.00s/it] 197/299 7.15G 0.02238 0.01871 0.0001827 302 640: 54%|█████▎ | 15/28 [00:11<00:09, 1.31it/s] 197/299 7.15G 0.02243 0.0186 0.0001898 247 640: 54%|█████▎ | 15/28 [00:12<00:09, 1.31it/s] 197/299 7.15G 0.02243 0.0186 0.0001898 247 640: 57%|█████▋ | 16/28 [00:12<00:07, 1.65it/s] 197/299 7.15G 0.02235 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.628 0.615 0.592 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 198/299 7.15G 0.02127 0.01719 0.0001014 242 640: 0%| | 0/28 [00:01<?, ?it/s] 198/299 7.15G 0.02127 0.01719 0.0001014 242 640: 4%|▎ | 1/28 [00:01<00:29, 1.09s/it] 198/299 7.15G 0.02206 0.01751 0.0001371 276 640: 4%|▎ | 1/28 [00:01<00:29, 1.09s/it] 198/299 7.15G 0.02206 0.01751 0.0001371 276 640: 7%|▋ | 2/28 [00:01<00:15, 1.70it/s] 198/299 7.15G 0.02223 0.01779 0.0001295 279 640: 7%|▋ | 2/28 [00:01<00:15, 1.70it/s] 198/299 7.15G 0.02223 0.01779 0.0001295 279 640: 11%|█ | 3/28 [00:01<00:10, 2.41it/s] 198/299 7.15G 0.02214 0.01782 0.0001378 255 640: 11%|█ | 3/28 [00:01<00:10, 2.41it/s] 198/299 7.15G 0.02214 0.01782 0.0001378 255 640: 14%|█▍ | 4/28 [00:01<00:08, 2.85it/s] 198/299 7.15G 0.02242 0.01828 0.0001322 317 640: 14%|█▍ | 4/28 [00:02<00:08, 2.85it/s] 198/299 7.15G 0.02242 0.01828 0.0001322 317 640: 18%|█▊ | 5/28 [00:02<00:06, 3.31it/s] 198/299 7.15G 0.02254 0.01888 0.0001349 323 640: 18%|█▊ | 5/28 [00:02<00:06, 3.31it/s] 198/299 7.15G 0.02254 0.01888 0.0001349 323 640: 21%|██▏ | 6/28 [00:02<00:06, 3.55it/s] 198/299 7.15G 0.02256 0.01891 0.0001375 309 640: 21%|██▏ | 6/28 [00:05<00:06, 3.55it/s] 198/299 7.15G 0.02256 0.01891 0.0001375 309 640: 25%|██▌ | 7/28 [00:05<00:29, 1.42s/it] 198/299 7.15G 0.02262 0.01926 0.000147 355 640: 25%|██▌ | 7/28 [00:06<00:29, 1.42s/it] 198/299 7.15G 0.02262 0.01926 0.000147 355 640: 29%|██▊ | 8/28 [00:06<00:20, 1.04s/it] 198/299 7.15G 0.02262 0.01888 0.0001451 234 640: 29%|██▊ | 8/28 [00:07<00:20, 1.04s/it] 198/299 7.15G 0.02262 0.01888 0.0001451 234 640: 32%|███▏ | 9/28 [00:07<00:22, 1.19s/it] 198/299 7.15G 0.02256 0.01896 0.000145 290 640: 32%|███▏ | 9/28 [00:08<00:22, 1.19s/it] 198/299 7.15G 0.02256 0.01896 0.000145 290 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 198/299 7.15G 0.02275 0.01896 0.0001455 267 640: 36%|███▌ | 10/28 [00:08<00:16, 1.11it/s] 198/299 7.15G 0.02275 0.01896 0.0001455 267 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 198/299 7.15G 0.02275 0.01895 0.0001433 275 640: 39%|███▉ | 11/28 [00:08<00:11, 1.45it/s] 198/299 7.15G 0.02275 0.01895 0.0001433 275 640: 43%|████▎ | 12/28 [00:08<00:08, 1.81it/s] 198/299 7.15G 0.02276 0.01894 0.0001399 256 640: 43%|████▎ | 12/28 [00:08<00:08, 1.81it/s] 198/299 7.15G 0.02276 0.01894 0.0001399 256 640: 46%|████▋ | 13/28 [00:08<00:06, 2.22it/s] 198/299 7.15G 0.02269 0.01882 0.0001388 268 640: 46%|████▋ | 13/28 [00:08<00:06, 2.22it/s] 198/299 7.15G 0.02269 0.01882 0.0001388 268 640: 50%|█████ | 14/28 [00:08<00:05, 2.58it/s] 198/299 7.15G 0.02271 0.01893 0.0001439 276 640: 50%|█████ | 14/28 [00:12<00:05, 2.58it/s] 198/299 7.15G 0.02271 0.01893 0.0001439 276 640: 54%|█████▎ | 15/28 [00:12<00:16, 1.29s/it] 198/299 7.15G 0.02265 0.01906 0.0001418 309 640: 54%|█████▎ | 15/28 [00:12<00:16, 1.29s/it] 198/299 7.15G 0.02265 0.01906 0.0001418 309 640: 57%|█████▋ | 16/28 [00:12<00:11, 1.03it/s] 198/299 7.15G 0.02261
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.629 0.618 0.596 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 199/299 7.15G 0.02156 0.02027 0.0001887 313 640: 0%| | 0/28 [00:00<?, ?it/s] 199/299 7.15G 0.02156 0.02027 0.0001887 313 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 199/299 7.15G 0.02136 0.01926 0.0002024 278 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 199/299 7.15G 0.02136 0.01926 0.0002024 278 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 199/299 7.15G 0.02117 0.01918 0.0001822 281 640: 7%|▋ | 2/28 [00:01<00:06, 4.27it/s] 199/299 7.15G 0.02117 0.01918 0.0001822 281 640: 11%|█ | 3/28 [00:01<00:20, 1.22it/s] 199/299 7.15G 0.02123 0.01948 0.000177 324 640: 11%|█ | 3/28 [00:02<00:20, 1.22it/s] 199/299 7.15G 0.02123 0.01948 0.000177 324 640: 14%|█▍ | 4/28 [00:02<00:14, 1.69it/s] 199/299 7.15G 0.02171 0.01931 0.0001714 268 640: 14%|█▍ | 4/28 [00:04<00:14, 1.69it/s] 199/299 7.15G 0.02171 0.01931 0.0001714 268 640: 18%|█▊ | 5/28 [00:04<00:27, 1.20s/it] 199/299 7.15G 0.02139 0.01876 0.0001589 265 640: 18%|█▊ | 5/28 [00:04<00:27, 1.20s/it] 199/299 7.15G 0.02139 0.01876 0.0001589 265 640: 21%|██▏ | 6/28 [00:04<00:19, 1.14it/s] 199/299 7.15G 0.02132 0.01874 0.0001508 278 640: 21%|██▏ | 6/28 [00:04<00:19, 1.14it/s] 199/299 7.15G 0.02132 0.01874 0.0001508 278 640: 25%|██▌ | 7/28 [00:04<00:13, 1.52it/s] 199/299 7.15G 0.02133 0.0188 0.0001501 319 640: 25%|██▌ | 7/28 [00:05<00:13, 1.52it/s] 199/299 7.15G 0.02133 0.0188 0.0001501 319 640: 29%|██▊ | 8/28 [00:05<00:10, 1.90it/s] 199/299 7.15G 0.02141 0.0186 0.000145 228 640: 29%|██▊ | 8/28 [00:06<00:10, 1.90it/s] 199/299 7.15G 0.02141 0.0186 0.000145 228 640: 32%|███▏ | 9/28 [00:06<00:15, 1.25it/s] 199/299 7.15G 0.02158 0.01857 0.0001424 272 640: 32%|███▏ | 9/28 [00:06<00:15, 1.25it/s] 199/299 7.15G 0.02158 0.01857 0.0001424 272 640: 36%|███▌ | 10/28 [00:06<00:11, 1.60it/s] 199/299 7.15G 0.02153 0.01834 0.0001872 210 640: 36%|███▌ | 10/28 [00:08<00:11, 1.60it/s] 199/299 7.15G 0.02153 0.01834 0.0001872 210 640: 39%|███▉ | 11/28 [00:08<00:16, 1.03it/s] 199/299 7.15G 0.02159 0.0185 0.0001804 290 640: 39%|███▉ | 11/28 [00:08<00:16, 1.03it/s] 199/299 7.15G 0.02159 0.0185 0.0001804 290 640: 43%|████▎ | 12/28 [00:08<00:11, 1.33it/s] 199/299 7.15G 0.02168 0.01858 0.0001773 330 640: 43%|████▎ | 12/28 [00:11<00:11, 1.33it/s] 199/299 7.15G 0.02168 0.01858 0.0001773 330 640: 46%|████▋ | 13/28 [00:11<00:20, 1.35s/it] 199/299 7.15G 0.0217 0.01863 0.000189 295 640: 46%|████▋ | 13/28 [00:11<00:20, 1.35s/it] 199/299 7.15G 0.0217 0.01863 0.000189 295 640: 50%|█████ | 14/28 [00:11<00:14, 1.02s/it] 199/299 7.15G 0.02165 0.01863 0.0001962 274 640: 50%|█████ | 14/28 [00:12<00:14, 1.02s/it] 199/299 7.15G 0.02165 0.01863 0.0001962 274 640: 54%|█████▎ | 15/28 [00:12<00:10, 1.29it/s] 199/299 7.15G 0.02169 0.01852 0.0001922 234 640: 54%|█████▎ | 15/28 [00:12<00:10, 1.29it/s] 199/299 7.15G 0.02169 0.01852 0.0001922 234 640: 57%|█████▋ | 16/28 [00:12<00:07, 1.63it/s] 199/299 7.15G 0.02162 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.684 0.6 0.598 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 200/299 7.15G 0.02361 0.01853 0.0001628 269 640: 0%| | 0/28 [00:01<?, ?it/s] 200/299 7.15G 0.02361 0.01853 0.0001628 269 640: 4%|▎ | 1/28 [00:01<00:52, 1.94s/it] 200/299 7.15G 0.02319 0.01971 0.0001409 293 640: 4%|▎ | 1/28 [00:02<00:52, 1.94s/it] 200/299 7.15G 0.02319 0.01971 0.0001409 293 640: 7%|▋ | 2/28 [00:02<00:24, 1.07it/s] 200/299 7.15G 0.02308 0.01919 0.0001379 258 640: 7%|▋ | 2/28 [00:02<00:24, 1.07it/s] 200/299 7.15G 0.02308 0.01919 0.0001379 258 640: 11%|█ | 3/28 [00:02<00:15, 1.65it/s] 200/299 7.15G 0.02262 0.01883 0.0001334 282 640: 11%|█ | 3/28 [00:02<00:15, 1.65it/s] 200/299 7.15G 0.02262 0.01883 0.0001334 282 640: 14%|█▍ | 4/28 [00:02<00:11, 2.18it/s] 200/299 7.15G 0.02262 0.01875 0.0001385 259 640: 14%|█▍ | 4/28 [00:02<00:11, 2.18it/s] 200/299 7.15G 0.02262 0.01875 0.0001385 259 640: 18%|█▊ | 5/28 [00:02<00:09, 2.41it/s] 200/299 7.15G 0.022 0.01823 0.0001364 221 640: 18%|█▊ | 5/28 [00:03<00:09, 2.41it/s] 200/299 7.15G 0.022 0.01823 0.0001364 221 640: 21%|██▏ | 6/28 [00:03<00:07, 2.83it/s] 200/299 7.15G 0.02181 0.01855 0.0001408 318 640: 21%|██▏ | 6/28 [00:06<00:07, 2.83it/s] 200/299 7.15G 0.02181 0.01855 0.0001408 318 640: 25%|██▌ | 7/28 [00:06<00:28, 1.38s/it] 200/299 7.15G 0.02196 0.01822 0.0001519 290 640: 25%|██▌ | 7/28 [00:06<00:28, 1.38s/it] 200/299 7.15G 0.02196 0.01822 0.0001519 290 640: 29%|██▊ | 8/28 [00:06<00:20, 1.02s/it] 200/299 7.15G 0.0219 0.01823 0.000145 236 640: 29%|██▊ | 8/28 [00:07<00:20, 1.02s/it] 200/299 7.15G 0.0219 0.01823 0.000145 236 640: 32%|███▏ | 9/28 [00:07<00:17, 1.11it/s] 200/299 7.15G 0.022 0.01798 0.000152 244 640: 32%|███▏ | 9/28 [00:07<00:17, 1.11it/s] 200/299 7.15G 0.022 0.01798 0.000152 244 640: 36%|███▌ | 10/28 [00:07<00:12, 1.44it/s] 200/299 7.15G 0.02213 0.01834 0.0001478 314 640: 36%|███▌ | 10/28 [00:08<00:12, 1.44it/s] 200/299 7.15G 0.02213 0.01834 0.0001478 314 640: 39%|███▉ | 11/28 [00:08<00:09, 1.83it/s] 200/299 7.15G 0.02204 0.01812 0.0001423 232 640: 39%|███▉ | 11/28 [00:08<00:09, 1.83it/s] 200/299 7.15G 0.02204 0.01812 0.0001423 232 640: 43%|████▎ | 12/28 [00:08<00:07, 2.22it/s] 200/299 7.15G 0.02202 0.01795 0.0001404 261 640: 43%|████▎ | 12/28 [00:08<00:07, 2.22it/s] 200/299 7.15G 0.02202 0.01795 0.0001404 261 640: 46%|████▋ | 13/28 [00:08<00:07, 2.11it/s] 200/299 7.15G 0.02208 0.01782 0.0001405 243 640: 46%|████▋ | 13/28 [00:09<00:07, 2.11it/s] 200/299 7.15G 0.02208 0.01782 0.0001405 243 640: 50%|█████ | 14/28 [00:09<00:05, 2.49it/s] 200/299 7.15G 0.02207 0.01788 0.0001395 247 640: 50%|█████ | 14/28 [00:13<00:05, 2.49it/s] 200/299 7.15G 0.02207 0.01788 0.0001395 247 640: 54%|█████▎ | 15/28 [00:13<00:22, 1.75s/it] 200/299 7.15G 0.02214 0.01803 0.000144 300 640: 54%|█████▎ | 15/28 [00:14<00:22, 1.75s/it] 200/299 7.15G 0.02214 0.01803 0.000144 300 640: 57%|█████▋ | 16/28 [00:14<00:15, 1.29s/it] 200/299 7.15G 0.02207 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.676 0.596 0.602 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 201/299 7.15G 0.02114 0.01828 0.0001987 284 640: 0%| | 0/28 [00:00<?, ?it/s] 201/299 7.15G 0.02114 0.01828 0.0001987 284 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 201/299 7.15G 0.02174 0.01863 0.0002051 304 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 201/299 7.15G 0.02174 0.01863 0.0002051 304 640: 7%|▋ | 2/28 [00:00<00:06, 4.24it/s] 201/299 7.15G 0.02141 0.01869 0.0001905 338 640: 7%|▋ | 2/28 [00:04<00:06, 4.24it/s] 201/299 7.15G 0.02141 0.01869 0.0001905 338 640: 11%|█ | 3/28 [00:04<00:43, 1.75s/it] 201/299 7.15G 0.02105 0.01784 0.0001916 214 640: 11%|█ | 3/28 [00:04<00:43, 1.75s/it] 201/299 7.15G 0.02105 0.01784 0.0001916 214 640: 14%|█▍ | 4/28 [00:04<00:27, 1.15s/it] 201/299 7.15G 0.02126 0.01834 0.0002006 318 640: 14%|█▍ | 4/28 [00:04<00:27, 1.15s/it] 201/299 7.15G 0.02126 0.01834 0.0002006 318 640: 18%|█▊ | 5/28 [00:04<00:18, 1.23it/s] 201/299 7.15G 0.02134 0.01801 0.0002069 258 640: 18%|█▊ | 5/28 [00:04<00:18, 1.23it/s] 201/299 7.15G 0.02134 0.01801 0.0002069 258 640: 21%|██▏ | 6/28 [00:04<00:13, 1.62it/s] 201/299 7.15G 0.02154 0.0178 0.0001927 242 640: 21%|██▏ | 6/28 [00:04<00:13, 1.62it/s] 201/299 7.15G 0.02154 0.0178 0.0001927 242 640: 25%|██▌ | 7/28 [00:04<00:10, 2.06it/s] 201/299 7.15G 0.02147 0.01794 0.0001857 306 640: 25%|██▌ | 7/28 [00:05<00:10, 2.06it/s] 201/299 7.15G 0.02147 0.01794 0.0001857 306 640: 29%|██▊ | 8/28 [00:05<00:08, 2.43it/s] 201/299 7.15G 0.0215 0.01818 0.0001803 328 640: 29%|██▊ | 8/28 [00:05<00:08, 2.43it/s] 201/299 7.15G 0.0215 0.01818 0.0001803 328 640: 32%|███▏ | 9/28 [00:05<00:06, 2.87it/s] 201/299 7.15G 0.02153 0.01776 0.0001737 221 640: 32%|███▏ | 9/28 [00:05<00:06, 2.87it/s] 201/299 7.15G 0.02153 0.01776 0.0001737 221 640: 36%|███▌ | 10/28 [00:05<00:05, 3.18it/s] 201/299 7.15G 0.02155 0.01803 0.0001691 326 640: 36%|███▌ | 10/28 [00:09<00:05, 3.18it/s] 201/299 7.15G 0.02155 0.01803 0.0001691 326 640: 39%|███▉ | 11/28 [00:09<00:26, 1.54s/it] 201/299 7.15G 0.02163 0.01805 0.0001647 250 640: 39%|███▉ | 11/28 [00:10<00:26, 1.54s/it] 201/299 7.15G 0.02163 0.01805 0.0001647 250 640: 43%|████▎ | 12/28 [00:10<00:18, 1.15s/it] 201/299 7.15G 0.02146 0.01798 0.0001596 243 640: 43%|████▎ | 12/28 [00:10<00:18, 1.15s/it] 201/299 7.15G 0.02146 0.01798 0.0001596 243 640: 46%|████▋ | 13/28 [00:10<00:12, 1.16it/s] 201/299 7.15G 0.02155 0.018 0.000168 268 640: 46%|████▋ | 13/28 [00:10<00:12, 1.16it/s] 201/299 7.15G 0.02155 0.018 0.000168 268 640: 50%|█████ | 14/28 [00:10<00:09, 1.48it/s] 201/299 7.15G 0.02159 0.01793 0.000169 296 640: 50%|█████ | 14/28 [00:10<00:09, 1.48it/s] 201/299 7.15G 0.02159 0.01793 0.000169 296 640: 54%|█████▎ | 15/28 [00:10<00:06, 1.86it/s] 201/299 7.15G 0.02153 0.01797 0.0001672 304 640: 54%|█████▎ | 15/28 [00:11<00:06, 1.86it/s] 201/299 7.15G 0.02153 0.01797 0.0001672 304 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.24it/s] 201/299 7.15G 0.02165 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.675 0.597 0.601 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 202/299 7.15G 0.02232 0.01587 0.0001752 230 640: 0%| | 0/28 [00:00<?, ?it/s] 202/299 7.15G 0.02232 0.01587 0.0001752 230 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 202/299 7.15G 0.02187 0.01576 0.0001422 236 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 202/299 7.15G 0.02187 0.01576 0.0001422 236 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 202/299 7.15G 0.02218 0.01686 0.0001601 274 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 202/299 7.15G 0.02218 0.01686 0.0001601 274 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 202/299 7.15G 0.02209 0.01721 0.0001628 269 640: 11%|█ | 3/28 [00:00<00:05, 4.43it/s] 202/299 7.15G 0.02209 0.01721 0.0001628 269 640: 14%|█▍ | 4/28 [00:00<00:05, 4.31it/s] 202/299 7.15G 0.0222 0.01787 0.0001507 296 640: 14%|█▍ | 4/28 [00:01<00:05, 4.31it/s] 202/299 7.15G 0.0222 0.01787 0.0001507 296 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 202/299 7.15G 0.022 0.0177 0.0001415 239 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 202/299 7.15G 0.022 0.0177 0.0001415 239 640: 21%|██▏ | 6/28 [00:01<00:05, 4.31it/s] 202/299 7.15G 0.02185 0.0181 0.0001371 340 640: 21%|██▏ | 6/28 [00:05<00:05, 4.31it/s] 202/299 7.15G 0.02185 0.0181 0.0001371 340 640: 25%|██▌ | 7/28 [00:05<00:29, 1.43s/it] 202/299 7.15G 0.0221 0.01788 0.00013 255 640: 25%|██▌ | 7/28 [00:05<00:29, 1.43s/it] 202/299 7.15G 0.0221 0.01788 0.00013 255 640: 29%|██▊ | 8/28 [00:05<00:21, 1.05s/it] 202/299 7.15G 0.02221 0.01777 0.0001486 273 640: 29%|██▊ | 8/28 [00:05<00:21, 1.05s/it] 202/299 7.15G 0.02221 0.01777 0.0001486 273 640: 32%|███▏ | 9/28 [00:05<00:15, 1.27it/s] 202/299 7.15G 0.02231 0.01812 0.0001493 280 640: 32%|███▏ | 9/28 [00:05<00:15, 1.27it/s] 202/299 7.15G 0.02231 0.01812 0.0001493 280 640: 36%|███▌ | 10/28 [00:05<00:11, 1.61it/s] 202/299 7.15G 0.02227 0.0181 0.000144 284 640: 36%|███▌ | 10/28 [00:06<00:11, 1.61it/s] 202/299 7.15G 0.02227 0.0181 0.000144 284 640: 39%|███▉ | 11/28 [00:06<00:08, 2.02it/s] 202/299 7.15G 0.02225 0.01778 0.0001526 227 640: 39%|███▉ | 11/28 [00:06<00:08, 2.02it/s] 202/299 7.15G 0.02225 0.01778 0.0001526 227 640: 43%|████▎ | 12/28 [00:06<00:06, 2.39it/s] 202/299 7.15G 0.02217 0.01802 0.0001564 341 640: 43%|████▎ | 12/28 [00:06<00:06, 2.39it/s] 202/299 7.15G 0.02217 0.01802 0.0001564 341 640: 46%|████▋ | 13/28 [00:06<00:06, 2.49it/s] 202/299 7.15G 0.02203 0.01831 0.0001516 333 640: 46%|████▋ | 13/28 [00:07<00:06, 2.49it/s] 202/299 7.15G 0.02203 0.01831 0.0001516 333 640: 50%|█████ | 14/28 [00:07<00:04, 2.83it/s] 202/299 7.15G 0.02204 0.01825 0.0001489 241 640: 50%|█████ | 14/28 [00:12<00:04, 2.83it/s] 202/299 7.15G 0.02204 0.01825 0.0001489 241 640: 54%|█████▎ | 15/28 [00:12<00:23, 1.79s/it] 202/299 7.15G 0.02205 0.01827 0.0001605 285 640: 54%|█████▎ | 15/28 [00:12<00:23, 1.79s/it] 202/299 7.15G 0.02205 0.01827 0.0001605 285 640: 57%|█████▋ | 16/28 [00:12<00:15, 1.32s/it] 202/299 7.15G 0.02199 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s]
all 110 564 0.692 0.587 0.597 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 203/299 7.15G 0.02231 0.01578 0.0003841 235 640: 0%| | 0/28 [00:00<?, ?it/s] 203/299 7.15G 0.02231 0.01578 0.0003841 235 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 203/299 7.15G 0.02146 0.01642 0.0002414 264 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 203/299 7.15G 0.02146 0.01642 0.0002414 264 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 203/299 7.15G 0.02188 0.01622 0.0002225 273 640: 7%|▋ | 2/28 [00:04<00:06, 4.28it/s] 203/299 7.15G 0.02188 0.01622 0.0002225 273 640: 11%|█ | 3/28 [00:04<00:53, 2.14s/it] 203/299 7.15G 0.02216 0.01717 0.000207 315 640: 11%|█ | 3/28 [00:05<00:53, 2.14s/it] 203/299 7.15G 0.02216 0.01717 0.000207 315 640: 14%|█▍ | 4/28 [00:05<00:33, 1.39s/it] 203/299 7.15G 0.02233 0.01731 0.0001858 245 640: 14%|█▍ | 4/28 [00:05<00:33, 1.39s/it] 203/299 7.15G 0.02233 0.01731 0.0001858 245 640: 18%|█▊ | 5/28 [00:05<00:22, 1.04it/s] 203/299 7.15G 0.02262 0.01754 0.0001733 270 640: 18%|█▊ | 5/28 [00:05<00:22, 1.04it/s] 203/299 7.15G 0.02262 0.01754 0.0001733 270 640: 21%|██▏ | 6/28 [00:05<00:15, 1.39it/s] 203/299 7.15G 0.02266 0.01774 0.0001837 258 640: 21%|██▏ | 6/28 [00:05<00:15, 1.39it/s] 203/299 7.15G 0.02266 0.01774 0.0001837 258 640: 25%|██▌ | 7/28 [00:05<00:11, 1.81it/s] 203/299 7.15G 0.02262 0.01768 0.0001778 245 640: 25%|██▌ | 7/28 [00:06<00:11, 1.81it/s] 203/299 7.15G 0.02262 0.01768 0.0001778 245 640: 29%|██▊ | 8/28 [00:06<00:09, 2.19it/s] 203/299 7.15G 0.02246 0.01766 0.0001751 265 640: 29%|██▊ | 8/28 [00:06<00:09, 2.19it/s] 203/299 7.15G 0.02246 0.01766 0.0001751 265 640: 32%|███▏ | 9/28 [00:06<00:07, 2.63it/s] 203/299 7.15G 0.02253 0.01771 0.0001704 304 640: 32%|███▏ | 9/28 [00:06<00:07, 2.63it/s] 203/299 7.15G 0.02253 0.01771 0.0001704 304 640: 36%|███▌ | 10/28 [00:06<00:06, 2.96it/s] 203/299 7.15G 0.02255 0.01797 0.0001677 280 640: 36%|███▌ | 10/28 [00:12<00:06, 2.96it/s] 203/299 7.15G 0.02255 0.01797 0.0001677 280 640: 39%|███▉ | 11/28 [00:12<00:34, 2.02s/it] 203/299 7.15G 0.0224 0.01799 0.0001632 266 640: 39%|███▉ | 11/28 [00:12<00:34, 2.02s/it] 203/299 7.15G 0.0224 0.01799 0.0001632 266 640: 43%|████▎ | 12/28 [00:12<00:23, 1.48s/it] 203/299 7.15G 0.02264 0.0181 0.0001622 316 640: 43%|████▎ | 12/28 [00:12<00:23, 1.48s/it] 203/299 7.15G 0.02264 0.0181 0.0001622 316 640: 46%|████▋ | 13/28 [00:12<00:16, 1.09s/it] 203/299 7.15G 0.0226 0.0181 0.0001698 242 640: 46%|████▋ | 13/28 [00:12<00:16, 1.09s/it] 203/299 7.15G 0.0226 0.0181 0.0001698 242 640: 50%|█████ | 14/28 [00:12<00:11, 1.20it/s] 203/299 7.15G 0.0226 0.01826 0.0001679 297 640: 50%|█████ | 14/28 [00:13<00:11, 1.20it/s] 203/299 7.15G 0.0226 0.01826 0.0001679 297 640: 54%|█████▎ | 15/28 [00:13<00:08, 1.55it/s] 203/299 7.15G 0.02255 0.01821 0.0001699 270 640: 54%|█████▎ | 15/28 [00:13<00:08, 1.55it/s] 203/299 7.15G 0.02255 0.01821 0.0001699 270 640: 57%|█████▋ | 16/28 [00:13<00:06, 1.91it/s] 203/299 7.15G 0.02254 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s]
all 110 564 0.711 0.584 0.604 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 204/299 7.15G 0.02065 0.0182 0.0001188 278 640: 0%| | 0/28 [00:00<?, ?it/s] 204/299 7.15G 0.02065 0.0182 0.0001188 278 640: 4%|▎ | 1/28 [00:00<00:05, 4.50it/s] 204/299 7.15G 0.02086 0.01769 0.0001131 260 640: 4%|▎ | 1/28 [00:00<00:05, 4.50it/s] 204/299 7.15G 0.02086 0.01769 0.0001131 260 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 204/299 7.15G 0.02153 0.01781 0.0001713 277 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 204/299 7.15G 0.02153 0.01781 0.0001713 277 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 204/299 7.15G 0.02155 0.01864 0.0001599 364 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 204/299 7.15G 0.02155 0.01864 0.0001599 364 640: 14%|█▍ | 4/28 [00:00<00:05, 4.37it/s] 204/299 7.15G 0.0218 0.01878 0.0001884 298 640: 14%|█▍ | 4/28 [00:01<00:05, 4.37it/s] 204/299 7.15G 0.0218 0.01878 0.0001884 298 640: 18%|█▊ | 5/28 [00:01<00:05, 4.49it/s] 204/299 7.15G 0.02186 0.01834 0.0001825 243 640: 18%|█▊ | 5/28 [00:01<00:05, 4.49it/s] 204/299 7.15G 0.02186 0.01834 0.0001825 243 640: 21%|██▏ | 6/28 [00:01<00:05, 4.37it/s] 204/299 7.15G 0.02202 0.01826 0.0001713 232 640: 21%|██▏ | 6/28 [00:05<00:05, 4.37it/s] 204/299 7.15G 0.02202 0.01826 0.0001713 232 640: 25%|██▌ | 7/28 [00:05<00:34, 1.62s/it] 204/299 7.15G 0.02203 0.01818 0.0001638 282 640: 25%|██▌ | 7/28 [00:06<00:34, 1.62s/it] 204/299 7.15G 0.02203 0.01818 0.0001638 282 640: 29%|██▊ | 8/28 [00:06<00:23, 1.18s/it] 204/299 7.15G 0.02201 0.01806 0.0001697 293 640: 29%|██▊ | 8/28 [00:06<00:23, 1.18s/it] 204/299 7.15G 0.02201 0.01806 0.0001697 293 640: 32%|███▏ | 9/28 [00:06<00:16, 1.13it/s] 204/299 7.15G 0.02193 0.01819 0.0001653 309 640: 32%|███▏ | 9/28 [00:06<00:16, 1.13it/s] 204/299 7.15G 0.02193 0.01819 0.0001653 309 640: 36%|███▌ | 10/28 [00:06<00:12, 1.46it/s] 204/299 7.15G 0.02199 0.01807 0.0001649 243 640: 36%|███▌ | 10/28 [00:06<00:12, 1.46it/s] 204/299 7.15G 0.02199 0.01807 0.0001649 243 640: 39%|███▉ | 11/28 [00:06<00:09, 1.85it/s] 204/299 7.15G 0.02201 0.01813 0.0001618 275 640: 39%|███▉ | 11/28 [00:07<00:09, 1.85it/s] 204/299 7.15G 0.02201 0.01813 0.0001618 275 640: 43%|████▎ | 12/28 [00:07<00:07, 2.22it/s] 204/299 7.15G 0.02204 0.01827 0.0001753 259 640: 43%|████▎ | 12/28 [00:07<00:07, 2.22it/s] 204/299 7.15G 0.02204 0.01827 0.0001753 259 640: 46%|████▋ | 13/28 [00:07<00:05, 2.64it/s] 204/299 7.15G 0.02207 0.01816 0.0001708 245 640: 46%|████▋ | 13/28 [00:07<00:05, 2.64it/s] 204/299 7.15G 0.02207 0.01816 0.0001708 245 640: 50%|█████ | 14/28 [00:07<00:04, 2.98it/s] 204/299 7.15G 0.02213 0.01802 0.0001676 225 640: 50%|█████ | 14/28 [00:12<00:04, 2.98it/s] 204/299 7.15G 0.02213 0.01802 0.0001676 225 640: 54%|█████▎ | 15/28 [00:12<00:22, 1.72s/it] 204/299 7.15G 0.02196 0.01814 0.0001676 296 640: 54%|█████▎ | 15/28 [00:12<00:22, 1.72s/it] 204/299 7.15G 0.02196 0.01814 0.0001676 296 640: 57%|█████▋ | 16/28 [00:12<00:15, 1.27s/it] 204/299 7.15G 0.02193 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.651 0.602 0.597 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 205/299 7.15G 0.0226 0.02262 0.0001291 370 640: 0%| | 0/28 [00:00<?, ?it/s] 205/299 7.15G 0.0226 0.02262 0.0001291 370 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 205/299 7.15G 0.021 0.01832 0.0001187 198 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 205/299 7.15G 0.021 0.01832 0.0001187 198 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 205/299 7.15G 0.0208 0.01847 0.0001211 288 640: 7%|▋ | 2/28 [00:04<00:06, 4.29it/s] 205/299 7.15G 0.0208 0.01847 0.0001211 288 640: 11%|█ | 3/28 [00:04<00:51, 2.08s/it] 205/299 7.15G 0.02115 0.0184 0.0001206 255 640: 11%|█ | 3/28 [00:04<00:51, 2.08s/it] 205/299 7.15G 0.02115 0.0184 0.0001206 255 640: 14%|█▍ | 4/28 [00:04<00:32, 1.35s/it] 205/299 7.15G 0.02142 0.01749 0.0001144 201 640: 14%|█▍ | 4/28 [00:05<00:32, 1.35s/it] 205/299 7.15G 0.02142 0.01749 0.0001144 201 640: 18%|█▊ | 5/28 [00:05<00:21, 1.06it/s] 205/299 7.15G 0.02144 0.01735 0.0001196 259 640: 18%|█▊ | 5/28 [00:05<00:21, 1.06it/s] 205/299 7.15G 0.02144 0.01735 0.0001196 259 640: 21%|██▏ | 6/28 [00:05<00:15, 1.43it/s] 205/299 7.15G 0.0215 0.01706 0.0001168 187 640: 21%|██▏ | 6/28 [00:05<00:15, 1.43it/s] 205/299 7.15G 0.0215 0.01706 0.0001168 187 640: 25%|██▌ | 7/28 [00:05<00:11, 1.84it/s] 205/299 7.15G 0.02146 0.01712 0.0001282 253 640: 25%|██▌ | 7/28 [00:05<00:11, 1.84it/s] 205/299 7.15G 0.02146 0.01712 0.0001282 253 640: 29%|██▊ | 8/28 [00:05<00:08, 2.24it/s] 205/299 7.15G 0.02133 0.01728 0.0001261 311 640: 29%|██▊ | 8/28 [00:06<00:08, 2.24it/s] 205/299 7.15G 0.02133 0.01728 0.0001261 311 640: 32%|███▏ | 9/28 [00:06<00:07, 2.68it/s] 205/299 7.15G 0.02136 0.01764 0.0001228 331 640: 32%|███▏ | 9/28 [00:06<00:07, 2.68it/s] 205/299 7.15G 0.02136 0.01764 0.0001228 331 640: 36%|███▌ | 10/28 [00:06<00:05, 3.01it/s] 205/299 7.15G 0.0214 0.01736 0.0001618 240 640: 36%|███▌ | 10/28 [00:12<00:05, 3.01it/s] 205/299 7.15G 0.0214 0.01736 0.0001618 240 640: 39%|███▉ | 11/28 [00:12<00:33, 1.98s/it] 205/299 7.15G 0.02161 0.01733 0.0001642 231 640: 39%|███▉ | 11/28 [00:12<00:33, 1.98s/it] 205/299 7.15G 0.02161 0.01733 0.0001642 231 640: 43%|████▎ | 12/28 [00:12<00:23, 1.45s/it] 205/299 7.15G 0.02172 0.01735 0.0001637 296 640: 43%|████▎ | 12/28 [00:12<00:23, 1.45s/it] 205/299 7.15G 0.02172 0.01735 0.0001637 296 640: 46%|████▋ | 13/28 [00:12<00:16, 1.08s/it] 205/299 7.15G 0.02177 0.01733 0.0001725 233 640: 46%|████▋ | 13/28 [00:12<00:16, 1.08s/it] 205/299 7.15G 0.02177 0.01733 0.0001725 233 640: 50%|█████ | 14/28 [00:12<00:11, 1.22it/s] 205/299 7.15G 0.02175 0.01748 0.0001736 281 640: 50%|█████ | 14/28 [00:12<00:11, 1.22it/s] 205/299 7.15G 0.02175 0.01748 0.0001736 281 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.57it/s] 205/299 7.15G 0.02171 0.01746 0.0001707 251 640: 54%|█████▎ | 15/28 [00:13<00:08, 1.57it/s] 205/299 7.15G 0.02171 0.01746 0.0001707 251 640: 57%|█████▋ | 16/28 [00:13<00:06, 1.94it/s] 205/299 7.15G 0.0216 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s]
all 110 564 0.677 0.582 0.593 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 206/299 7.15G 0.02302 0.01855 0.0001859 285 640: 0%| | 0/28 [00:00<?, ?it/s] 206/299 7.15G 0.02302 0.01855 0.0001859 285 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 206/299 7.15G 0.02223 0.01759 0.0001724 302 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 206/299 7.15G 0.02223 0.01759 0.0001724 302 640: 7%|▋ | 2/28 [00:00<00:05, 4.35it/s] 206/299 7.15G 0.02216 0.01729 0.0001425 232 640: 7%|▋ | 2/28 [00:00<00:05, 4.35it/s] 206/299 7.15G 0.02216 0.01729 0.0001425 232 640: 11%|█ | 3/28 [00:00<00:05, 4.51it/s] 206/299 7.15G 0.02216 0.01763 0.0001302 262 640: 11%|█ | 3/28 [00:00<00:05, 4.51it/s] 206/299 7.15G 0.02216 0.01763 0.0001302 262 640: 14%|█▍ | 4/28 [00:00<00:05, 4.41it/s] 206/299 7.15G 0.02215 0.01816 0.0001545 301 640: 14%|█▍ | 4/28 [00:01<00:05, 4.41it/s] 206/299 7.15G 0.02215 0.01816 0.0001545 301 640: 18%|█▊ | 5/28 [00:01<00:05, 4.51it/s] 206/299 7.15G 0.02214 0.018 0.0001487 272 640: 18%|█▊ | 5/28 [00:01<00:05, 4.51it/s] 206/299 7.15G 0.02214 0.018 0.0001487 272 640: 21%|██▏ | 6/28 [00:01<00:05, 4.38it/s] 206/299 7.15G 0.02194 0.01791 0.0001562 255 640: 21%|██▏ | 6/28 [00:04<00:05, 4.38it/s] 206/299 7.15G 0.02194 0.01791 0.0001562 255 640: 25%|██▌ | 7/28 [00:04<00:24, 1.18s/it] 206/299 7.15G 0.02173 0.0175 0.0001636 236 640: 25%|██▌ | 7/28 [00:04<00:24, 1.18s/it] 206/299 7.15G 0.02173 0.0175 0.0001636 236 640: 29%|██▊ | 8/28 [00:04<00:17, 1.13it/s] 206/299 7.15G 0.02158 0.01739 0.0001575 257 640: 29%|██▊ | 8/28 [00:04<00:17, 1.13it/s] 206/299 7.15G 0.02158 0.01739 0.0001575 257 640: 32%|███▏ | 9/28 [00:04<00:12, 1.49it/s] 206/299 7.15G 0.02163 0.01751 0.0001518 290 640: 32%|███▏ | 9/28 [00:05<00:12, 1.49it/s] 206/299 7.15G 0.02163 0.01751 0.0001518 290 640: 36%|███▌ | 10/28 [00:05<00:09, 1.85it/s] 206/299 7.15G 0.02163 0.01759 0.0001465 264 640: 36%|███▌ | 10/28 [00:05<00:09, 1.85it/s] 206/299 7.15G 0.02163 0.01759 0.0001465 264 640: 39%|███▉ | 11/28 [00:05<00:07, 2.27it/s] 206/299 7.15G 0.02155 0.01745 0.0001409 235 640: 39%|███▉ | 11/28 [00:05<00:07, 2.27it/s] 206/299 7.15G 0.02155 0.01745 0.0001409 235 640: 43%|████▎ | 12/28 [00:05<00:06, 2.63it/s] 206/299 7.15G 0.02154 0.01761 0.0001364 302 640: 43%|████▎ | 12/28 [00:05<00:06, 2.63it/s] 206/299 7.15G 0.02154 0.01761 0.0001364 302 640: 46%|████▋ | 13/28 [00:05<00:04, 3.03it/s] 206/299 7.15G 0.02163 0.01762 0.0001359 270 640: 46%|████▋ | 13/28 [00:06<00:04, 3.03it/s] 206/299 7.15G 0.02163 0.01762 0.0001359 270 640: 50%|█████ | 14/28 [00:06<00:04, 3.31it/s] 206/299 7.15G 0.02162 0.01761 0.0001356 248 640: 50%|█████ | 14/28 [00:10<00:04, 3.31it/s] 206/299 7.15G 0.02162 0.01761 0.0001356 248 640: 54%|█████▎ | 15/28 [00:10<00:21, 1.67s/it] 206/299 7.15G 0.02167 0.01778 0.0001404 286 640: 54%|█████▎ | 15/28 [00:11<00:21, 1.67s/it] 206/299 7.15G 0.02167 0.01778 0.0001404 286 640: 57%|█████▋ | 16/28 [00:11<00:14, 1.24s/it] 206/299 7.15G 0.02163
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s]
all 110 564 0.675 0.601 0.611 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 207/299 7.15G 0.0209 0.01673 0.0001228 252 640: 0%| | 0/28 [00:00<?, ?it/s] 207/299 7.15G 0.0209 0.01673 0.0001228 252 640: 4%|▎ | 1/28 [00:00<00:06, 4.11it/s] 207/299 7.15G 0.02119 0.01733 0.0001508 245 640: 4%|▎ | 1/28 [00:00<00:06, 4.11it/s] 207/299 7.15G 0.02119 0.01733 0.0001508 245 640: 7%|▋ | 2/28 [00:00<00:06, 4.18it/s] 207/299 7.15G 0.0215 0.01786 0.0002557 326 640: 7%|▋ | 2/28 [00:05<00:06, 4.18it/s] 207/299 7.15G 0.0215 0.01786 0.0002557 326 640: 11%|█ | 3/28 [00:05<01:00, 2.43s/it] 207/299 7.15G 0.02176 0.01757 0.0002254 274 640: 11%|█ | 3/28 [00:05<01:00, 2.43s/it] 207/299 7.15G 0.02176 0.01757 0.0002254 274 640: 14%|█▍ | 4/28 [00:05<00:37, 1.57s/it] 207/299 7.15G 0.02179 0.01768 0.0002118 272 640: 14%|█▍ | 4/28 [00:05<00:37, 1.57s/it] 207/299 7.15G 0.02179 0.01768 0.0002118 272 640: 18%|█▊ | 5/28 [00:05<00:24, 1.08s/it] 207/299 7.15G 0.02165 0.0178 0.0002025 284 640: 18%|█▊ | 5/28 [00:06<00:24, 1.08s/it] 207/299 7.15G 0.02165 0.0178 0.0002025 284 640: 21%|██▏ | 6/28 [00:06<00:17, 1.26it/s] 207/299 7.15G 0.02149 0.018 0.000188 286 640: 21%|██▏ | 6/28 [00:06<00:17, 1.26it/s] 207/299 7.15G 0.02149 0.018 0.000188 286 640: 25%|██▌ | 7/28 [00:06<00:12, 1.66it/s] 207/299 7.15G 0.02147 0.01779 0.0001824 246 640: 25%|██▌ | 7/28 [00:06<00:12, 1.66it/s] 207/299 7.15G 0.02147 0.01779 0.0001824 246 640: 29%|██▊ | 8/28 [00:06<00:09, 2.05it/s] 207/299 7.15G 0.0217 0.0181 0.0001733 309 640: 29%|██▊ | 8/28 [00:06<00:09, 2.05it/s] 207/299 7.15G 0.0217 0.0181 0.0001733 309 640: 32%|███▏ | 9/28 [00:06<00:07, 2.48it/s] 207/299 7.15G 0.02163 0.01794 0.0001662 236 640: 32%|███▏ | 9/28 [00:07<00:07, 2.48it/s] 207/299 7.15G 0.02163 0.01794 0.0001662 236 640: 36%|███▌ | 10/28 [00:07<00:06, 2.83it/s] 207/299 7.15G 0.0216 0.0178 0.0001665 243 640: 36%|███▌ | 10/28 [00:10<00:06, 2.83it/s] 207/299 7.15G 0.0216 0.0178 0.0001665 243 640: 39%|███▉ | 11/28 [00:10<00:24, 1.43s/it] 207/299 7.15G 0.02154 0.01777 0.0001662 266 640: 39%|███▉ | 11/28 [00:11<00:24, 1.43s/it] 207/299 7.15G 0.02154 0.01777 0.0001662 266 640: 43%|████▎ | 12/28 [00:11<00:17, 1.07s/it] 207/299 7.15G 0.02145 0.01745 0.0001635 180 640: 43%|████▎ | 12/28 [00:11<00:17, 1.07s/it] 207/299 7.15G 0.02145 0.01745 0.0001635 180 640: 46%|████▋ | 13/28 [00:11<00:12, 1.24it/s] 207/299 7.15G 0.02149 0.0175 0.0001723 311 640: 46%|████▋ | 13/28 [00:11<00:12, 1.24it/s] 207/299 7.15G 0.02149 0.0175 0.0001723 311 640: 50%|█████ | 14/28 [00:11<00:08, 1.56it/s] 207/299 7.15G 0.0215 0.01753 0.000167 273 640: 50%|█████ | 14/28 [00:11<00:08, 1.56it/s] 207/299 7.15G 0.0215 0.01753 0.000167 273 640: 54%|█████▎ | 15/28 [00:11<00:06, 1.95it/s] 207/299 7.15G 0.02147 0.01768 0.0001683 334 640: 54%|█████▎ | 15/28 [00:12<00:06, 1.95it/s] 207/299 7.15G 0.02147 0.01768 0.0001683 334 640: 57%|█████▋ | 16/28 [00:12<00:05, 2.32it/s] 207/299 7.15G 0.02146 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.05it/s]
all 110 564 0.614 0.611 0.588 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 208/299 7.15G 0.02057 0.01919 0.0001486 303 640: 0%| | 0/28 [00:00<?, ?it/s] 208/299 7.15G 0.02057 0.01919 0.0001486 303 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 208/299 7.15G 0.0209 0.01942 0.0001865 324 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 208/299 7.15G 0.0209 0.01942 0.0001865 324 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 208/299 7.15G 0.02156 0.01879 0.0001594 265 640: 7%|▋ | 2/28 [00:00<00:05, 4.36it/s] 208/299 7.15G 0.02156 0.01879 0.0001594 265 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 208/299 7.15G 0.02128 0.01815 0.0001401 238 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 208/299 7.15G 0.02128 0.01815 0.0001401 238 640: 14%|█▍ | 4/28 [00:00<00:05, 4.43it/s] 208/299 7.15G 0.02111 0.01791 0.0001325 278 640: 14%|█▍ | 4/28 [00:01<00:05, 4.43it/s] 208/299 7.15G 0.02111 0.01791 0.0001325 278 640: 18%|█▊ | 5/28 [00:01<00:05, 4.54it/s] 208/299 7.15G 0.0208 0.0177 0.0001499 279 640: 18%|█▊ | 5/28 [00:01<00:05, 4.54it/s] 208/299 7.15G 0.0208 0.0177 0.0001499 279 640: 21%|██▏ | 6/28 [00:01<00:05, 4.39it/s] 208/299 7.15G 0.02086 0.01754 0.0001405 276 640: 21%|██▏ | 6/28 [00:06<00:05, 4.39it/s] 208/299 7.15G 0.02086 0.01754 0.0001405 276 640: 25%|██▌ | 7/28 [00:06<00:36, 1.72s/it] 208/299 7.15G 0.0209 0.01734 0.0001387 247 640: 25%|██▌ | 7/28 [00:06<00:36, 1.72s/it] 208/299 7.15G 0.0209 0.01734 0.0001387 247 640: 29%|██▊ | 8/28 [00:06<00:24, 1.25s/it] 208/299 7.15G 0.02097 0.01764 0.0001527 318 640: 29%|██▊ | 8/28 [00:06<00:24, 1.25s/it] 208/299 7.15G 0.02097 0.01764 0.0001527 318 640: 32%|███▏ | 9/28 [00:06<00:17, 1.08it/s] 208/299 7.15G 0.02082 0.01767 0.0001474 292 640: 32%|███▏ | 9/28 [00:06<00:17, 1.08it/s] 208/299 7.15G 0.02082 0.01767 0.0001474 292 640: 36%|███▌ | 10/28 [00:06<00:12, 1.40it/s] 208/299 7.15G 0.02082 0.01751 0.0001448 248 640: 36%|███▌ | 10/28 [00:07<00:12, 1.40it/s] 208/299 7.15G 0.02082 0.01751 0.0001448 248 640: 39%|███▉ | 11/28 [00:07<00:09, 1.78it/s] 208/299 7.15G 0.02103 0.0175 0.0001526 281 640: 39%|███▉ | 11/28 [00:07<00:09, 1.78it/s] 208/299 7.15G 0.02103 0.0175 0.0001526 281 640: 43%|████▎ | 12/28 [00:07<00:07, 2.14it/s] 208/299 7.15G 0.02121 0.01762 0.0001569 336 640: 43%|████▎ | 12/28 [00:07<00:07, 2.14it/s] 208/299 7.15G 0.02121 0.01762 0.0001569 336 640: 46%|████▋ | 13/28 [00:07<00:05, 2.56it/s] 208/299 7.15G 0.02127 0.01773 0.0001553 288 640: 46%|████▋ | 13/28 [00:07<00:05, 2.56it/s] 208/299 7.15G 0.02127 0.01773 0.0001553 288 640: 50%|█████ | 14/28 [00:07<00:04, 2.85it/s] 208/299 7.15G 0.02136 0.01776 0.0001568 263 640: 50%|█████ | 14/28 [00:11<00:04, 2.85it/s] 208/299 7.15G 0.02136 0.01776 0.0001568 263 640: 54%|█████▎ | 15/28 [00:11<00:17, 1.36s/it] 208/299 7.15G 0.02147 0.01784 0.0001608 292 640: 54%|█████▎ | 15/28 [00:11<00:17, 1.36s/it] 208/299 7.15G 0.02147 0.01784 0.0001608 292 640: 57%|█████▋ | 16/28 [00:11<00:12, 1.03s/it] 208/299 7.15G 0.02151 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s]
all 110 564 0.667 0.589 0.593 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 209/299 7.15G 0.02177 0.01893 0.0001697 288 640: 0%| | 0/28 [00:00<?, ?it/s] 209/299 7.15G 0.02177 0.01893 0.0001697 288 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 209/299 7.15G 0.02162 0.01803 0.0001902 287 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 209/299 7.15G 0.02162 0.01803 0.0001902 287 640: 7%|▋ | 2/28 [00:00<00:06, 4.27it/s] 209/299 7.15G 0.02145 0.01812 0.0001637 279 640: 7%|▋ | 2/28 [00:05<00:06, 4.27it/s] 209/299 7.15G 0.02145 0.01812 0.0001637 279 640: 11%|█ | 3/28 [00:05<00:56, 2.25s/it] 209/299 7.15G 0.02116 0.01756 0.0001557 258 640: 11%|█ | 3/28 [00:05<00:56, 2.25s/it] 209/299 7.15G 0.02116 0.01756 0.0001557 258 640: 14%|█▍ | 4/28 [00:05<00:35, 1.46s/it] 209/299 7.15G 0.02132 0.01742 0.0001668 276 640: 14%|█▍ | 4/28 [00:05<00:35, 1.46s/it] 209/299 7.15G 0.02132 0.01742 0.0001668 276 640: 18%|█▊ | 5/28 [00:05<00:23, 1.01s/it] 209/299 7.15G 0.02121 0.01709 0.0001547 269 640: 18%|█▊ | 5/28 [00:05<00:23, 1.01s/it] 209/299 7.15G 0.02121 0.01709 0.0001547 269 640: 21%|██▏ | 6/28 [00:05<00:16, 1.34it/s] 209/299 7.15G 0.02118 0.01744 0.000167 325 640: 21%|██▏ | 6/28 [00:06<00:16, 1.34it/s] 209/299 7.15G 0.02118 0.01744 0.000167 325 640: 25%|██▌ | 7/28 [00:06<00:12, 1.74it/s] 209/299 7.15G 0.02124 0.0176 0.0001647 281 640: 25%|██▌ | 7/28 [00:06<00:12, 1.74it/s] 209/299 7.15G 0.02124 0.0176 0.0001647 281 640: 29%|██▊ | 8/28 [00:06<00:09, 2.14it/s] 209/299 7.15G 0.0213 0.01812 0.000164 351 640: 29%|██▊ | 8/28 [00:06<00:09, 2.14it/s] 209/299 7.15G 0.0213 0.01812 0.000164 351 640: 32%|███▏ | 9/28 [00:06<00:07, 2.57it/s] 209/299 7.15G 0.02131 0.01784 0.0001578 239 640: 32%|███▏ | 9/28 [00:06<00:07, 2.57it/s] 209/299 7.15G 0.02131 0.01784 0.0001578 239 640: 36%|███▌ | 10/28 [00:06<00:06, 2.93it/s] 209/299 7.15G 0.02151 0.01789 0.0001572 293 640: 36%|███▌ | 10/28 [00:11<00:06, 2.93it/s] 209/299 7.15G 0.02151 0.01789 0.0001572 293 640: 39%|███▉ | 11/28 [00:11<00:29, 1.75s/it] 209/299 7.15G 0.02156 0.01821 0.0001591 314 640: 39%|███▉ | 11/28 [00:11<00:29, 1.75s/it] 209/299 7.15G 0.02156 0.01821 0.0001591 314 640: 43%|████▎ | 12/28 [00:11<00:20, 1.29s/it] 209/299 7.15G 0.02171 0.01818 0.0001536 241 640: 43%|████▎ | 12/28 [00:12<00:20, 1.29s/it] 209/299 7.15G 0.02171 0.01818 0.0001536 241 640: 46%|████▋ | 13/28 [00:12<00:14, 1.04it/s] 209/299 7.15G 0.02163 0.0182 0.0001484 283 640: 46%|████▋ | 13/28 [00:12<00:14, 1.04it/s] 209/299 7.15G 0.02163 0.0182 0.0001484 283 640: 50%|█████ | 14/28 [00:12<00:10, 1.35it/s] 209/299 7.15G 0.02157 0.01796 0.0001464 225 640: 50%|█████ | 14/28 [00:12<00:10, 1.35it/s] 209/299 7.15G 0.02157 0.01796 0.0001464 225 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.72it/s] 209/299 7.15G 0.02149 0.01772 0.0001461 214 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.72it/s] 209/299 7.15G 0.02149 0.01772 0.0001461 214 640: 57%|█████▋ | 16/28 [00:12<00:05, 2.07it/s] 209/299 7.15G 0.02161 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s]
all 110 564 0.688 0.58 0.59 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 210/299 7.15G 0.02216 0.01711 0.0001987 286 640: 0%| | 0/28 [00:00<?, ?it/s] 210/299 7.15G 0.02216 0.01711 0.0001987 286 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 210/299 7.15G 0.02221 0.01963 0.000151 340 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 210/299 7.15G 0.02221 0.01963 0.000151 340 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 210/299 7.15G 0.02173 0.01893 0.0001365 281 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 210/299 7.15G 0.02173 0.01893 0.0001365 281 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 210/299 7.15G 0.02221 0.01928 0.0001322 288 640: 11%|█ | 3/28 [00:00<00:05, 4.46it/s] 210/299 7.15G 0.02221 0.01928 0.0001322 288 640: 14%|█▍ | 4/28 [00:00<00:05, 4.35it/s] 210/299 7.15G 0.02236 0.01868 0.0001224 246 640: 14%|█▍ | 4/28 [00:01<00:05, 4.35it/s] 210/299 7.15G 0.02236 0.01868 0.0001224 246 640: 18%|█▊ | 5/28 [00:01<00:05, 4.49it/s] 210/299 7.15G 0.02206 0.0183 0.0001162 269 640: 18%|█▊ | 5/28 [00:01<00:05, 4.49it/s] 210/299 7.15G 0.02206 0.0183 0.0001162 269 640: 21%|██▏ | 6/28 [00:01<00:05, 4.33it/s] 210/299 7.15G 0.02211 0.01849 0.0001122 300 640: 21%|██▏ | 6/28 [00:04<00:05, 4.33it/s] 210/299 7.15G 0.02211 0.01849 0.0001122 300 640: 25%|██▌ | 7/28 [00:04<00:24, 1.17s/it] 210/299 7.15G 0.02225 0.01815 0.0001256 248 640: 25%|██▌ | 7/28 [00:04<00:24, 1.17s/it] 210/299 7.15G 0.02225 0.01815 0.0001256 248 640: 29%|██▊ | 8/28 [00:04<00:17, 1.14it/s] 210/299 7.15G 0.02212 0.01813 0.0001221 283 640: 29%|██▊ | 8/28 [00:04<00:17, 1.14it/s] 210/299 7.15G 0.02212 0.01813 0.0001221 283 640: 32%|███▏ | 9/28 [00:04<00:12, 1.49it/s] 210/299 7.15G 0.02206 0.01813 0.0001188 288 640: 32%|███▏ | 9/28 [00:05<00:12, 1.49it/s] 210/299 7.15G 0.02206 0.01813 0.0001188 288 640: 36%|███▌ | 10/28 [00:05<00:09, 1.86it/s] 210/299 7.15G 0.02188 0.01777 0.0001175 226 640: 36%|███▌ | 10/28 [00:05<00:09, 1.86it/s] 210/299 7.15G 0.02188 0.01777 0.0001175 226 640: 39%|███▉ | 11/28 [00:05<00:07, 2.28it/s] 210/299 7.15G 0.02174 0.01762 0.0001159 243 640: 39%|███▉ | 11/28 [00:05<00:07, 2.28it/s] 210/299 7.15G 0.02174 0.01762 0.0001159 243 640: 43%|████▎ | 12/28 [00:05<00:06, 2.65it/s] 210/299 7.15G 0.02162 0.01759 0.0001146 288 640: 43%|████▎ | 12/28 [00:05<00:06, 2.65it/s] 210/299 7.15G 0.02162 0.01759 0.0001146 288 640: 46%|████▋ | 13/28 [00:05<00:04, 3.06it/s] 210/299 7.15G 0.02161 0.01758 0.0001641 231 640: 46%|████▋ | 13/28 [00:06<00:04, 3.06it/s] 210/299 7.15G 0.02161 0.01758 0.0001641 231 640: 50%|█████ | 14/28 [00:06<00:04, 3.33it/s] 210/299 7.15G 0.02165 0.01788 0.0001639 282 640: 50%|█████ | 14/28 [00:10<00:04, 3.33it/s] 210/299 7.15G 0.02165 0.01788 0.0001639 282 640: 54%|█████▎ | 15/28 [00:10<00:18, 1.43s/it] 210/299 7.15G 0.02171 0.01795 0.0001813 248 640: 54%|█████▎ | 15/28 [00:10<00:18, 1.43s/it] 210/299 7.15G 0.02171 0.01795 0.0001813 248 640: 57%|█████▋ | 16/28 [00:10<00:12, 1.07s/it] 210/299 7.15G 0.02173 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s]
all 110 564 0.66 0.6 0.588 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 211/299 7.15G 0.02077 0.01851 0.0003316 287 640: 0%| | 0/28 [00:00<?, ?it/s] 211/299 7.15G 0.02077 0.01851 0.0003316 287 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 211/299 7.15G 0.02085 0.01943 0.0002429 289 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 211/299 7.15G 0.02085 0.01943 0.0002429 289 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 211/299 7.15G 0.02081 0.01894 0.0002486 259 640: 7%|▋ | 2/28 [00:04<00:06, 4.23it/s] 211/299 7.15G 0.02081 0.01894 0.0002486 259 640: 11%|█ | 3/28 [00:04<00:49, 1.96s/it] 211/299 7.15G 0.02108 0.01932 0.0002086 323 640: 11%|█ | 3/28 [00:04<00:49, 1.96s/it] 211/299 7.15G 0.02108 0.01932 0.0002086 323 640: 14%|█▍ | 4/28 [00:04<00:30, 1.28s/it] 211/299 7.15G 0.02156 0.01979 0.0002228 344 640: 14%|█▍ | 4/28 [00:04<00:30, 1.28s/it] 211/299 7.15G 0.02156 0.01979 0.0002228 344 640: 18%|█▊ | 5/28 [00:04<00:20, 1.11it/s] 211/299 7.15G 0.02146 0.01986 0.0002103 333 640: 18%|█▊ | 5/28 [00:05<00:20, 1.11it/s] 211/299 7.15G 0.02146 0.01986 0.0002103 333 640: 21%|██▏ | 6/28 [00:05<00:14, 1.48it/s] 211/299 7.15G 0.02135 0.01956 0.0001953 278 640: 21%|██▏ | 6/28 [00:05<00:14, 1.48it/s] 211/299 7.15G 0.02135 0.01956 0.0001953 278 640: 25%|██▌ | 7/28 [00:05<00:10, 1.91it/s] 211/299 7.15G 0.02132 0.01901 0.0001834 201 640: 25%|██▌ | 7/28 [00:05<00:10, 1.91it/s] 211/299 7.15G 0.02132 0.01901 0.0001834 201 640: 29%|██▊ | 8/28 [00:05<00:08, 2.30it/s] 211/299 7.15G 0.02137 0.0187 0.000181 234 640: 29%|██▊ | 8/28 [00:05<00:08, 2.30it/s] 211/299 7.15G 0.02137 0.0187 0.000181 234 640: 32%|███▏ | 9/28 [00:05<00:06, 2.73it/s] 211/299 7.15G 0.02141 0.01834 0.0001716 215 640: 32%|███▏ | 9/28 [00:06<00:06, 2.73it/s] 211/299 7.15G 0.02141 0.01834 0.0001716 215 640: 36%|███▌ | 10/28 [00:06<00:05, 3.08it/s] 211/299 7.15G 0.02141 0.01829 0.0001651 278 640: 36%|███▌ | 10/28 [00:11<00:05, 3.08it/s] 211/299 7.15G 0.02141 0.01829 0.0001651 278 640: 39%|███▉ | 11/28 [00:11<00:33, 1.95s/it] 211/299 7.15G 0.02141 0.01834 0.0001604 280 640: 39%|███▉ | 11/28 [00:11<00:33, 1.95s/it] 211/299 7.15G 0.02141 0.01834 0.0001604 280 640: 43%|████▎ | 12/28 [00:11<00:22, 1.43s/it] 211/299 7.15G 0.02145 0.01843 0.0001564 276 640: 43%|████▎ | 12/28 [00:12<00:22, 1.43s/it] 211/299 7.15G 0.02145 0.01843 0.0001564 276 640: 46%|████▋ | 13/28 [00:12<00:15, 1.06s/it] 211/299 7.15G 0.02141 0.01826 0.0001543 257 640: 46%|████▋ | 13/28 [00:12<00:15, 1.06s/it] 211/299 7.15G 0.02141 0.01826 0.0001543 257 640: 50%|█████ | 14/28 [00:12<00:11, 1.22it/s] 211/299 7.15G 0.02123 0.01811 0.0001512 300 640: 50%|█████ | 14/28 [00:12<00:11, 1.22it/s] 211/299 7.15G 0.02123 0.01811 0.0001512 300 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.57it/s] 211/299 7.15G 0.02117 0.01795 0.0001537 275 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.57it/s] 211/299 7.15G 0.02117 0.01795 0.0001537 275 640: 57%|█████▋ | 16/28 [00:12<00:06, 1.94it/s] 211/299 7.15G 0.02124 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s]
all 110 564 0.654 0.618 0.605 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 212/299 7.15G 0.02151 0.01907 0.000235 274 640: 0%| | 0/28 [00:00<?, ?it/s] 212/299 7.15G 0.02151 0.01907 0.000235 274 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 212/299 7.15G 0.02118 0.0194 0.0001562 322 640: 4%|▎ | 1/28 [00:00<00:06, 4.48it/s] 212/299 7.15G 0.02118 0.0194 0.0001562 322 640: 7%|▋ | 2/28 [00:00<00:05, 4.38it/s] 212/299 7.15G 0.02138 0.01911 0.0002034 298 640: 7%|▋ | 2/28 [00:00<00:05, 4.38it/s] 212/299 7.15G 0.02138 0.01911 0.0002034 298 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 212/299 7.15G 0.02136 0.0188 0.0001986 273 640: 11%|█ | 3/28 [00:00<00:05, 4.52it/s] 212/299 7.15G 0.02136 0.0188 0.0001986 273 640: 14%|█▍ | 4/28 [00:00<00:05, 4.36it/s] 212/299 7.15G 0.02131 0.01899 0.0002125 333 640: 14%|█▍ | 4/28 [00:01<00:05, 4.36it/s] 212/299 7.15G 0.02131 0.01899 0.0002125 333 640: 18%|█▊ | 5/28 [00:01<00:05, 4.46it/s] 212/299 7.15G 0.02155 0.01881 0.0001977 217 640: 18%|█▊ | 5/28 [00:01<00:05, 4.46it/s] 212/299 7.15G 0.02155 0.01881 0.0001977 217 640: 21%|██▏ | 6/28 [00:01<00:05, 4.34it/s] 212/299 7.15G 0.0212 0.01842 0.0002311 227 640: 21%|██▏ | 6/28 [00:05<00:05, 4.34it/s] 212/299 7.15G 0.0212 0.01842 0.0002311 227 640: 25%|██▌ | 7/28 [00:05<00:30, 1.44s/it] 212/299 7.15G 0.02105 0.01854 0.0002154 298 640: 25%|██▌ | 7/28 [00:05<00:30, 1.44s/it] 212/299 7.15G 0.02105 0.01854 0.0002154 298 640: 29%|██▊ | 8/28 [00:05<00:21, 1.05s/it] 212/299 7.15G 0.02107 0.01822 0.0002034 248 640: 29%|██▊ | 8/28 [00:05<00:21, 1.05s/it] 212/299 7.15G 0.02107 0.01822 0.0002034 248 640: 32%|███▏ | 9/28 [00:05<00:15, 1.26it/s] 212/299 7.15G 0.02102 0.01811 0.0001983 273 640: 32%|███▏ | 9/28 [00:05<00:15, 1.26it/s] 212/299 7.15G 0.02102 0.01811 0.0001983 273 640: 36%|███▌ | 10/28 [00:05<00:11, 1.61it/s] 212/299 7.15G 0.02096 0.01784 0.0002276 263 640: 36%|███▌ | 10/28 [00:06<00:11, 1.61it/s] 212/299 7.15G 0.02096 0.01784 0.0002276 263 640: 39%|███▉ | 11/28 [00:06<00:08, 2.02it/s] 212/299 7.15G 0.02088 0.01795 0.0002184 291 640: 39%|███▉ | 11/28 [00:06<00:08, 2.02it/s] 212/299 7.15G 0.02088 0.01795 0.0002184 291 640: 43%|████▎ | 12/28 [00:06<00:06, 2.39it/s] 212/299 7.15G 0.02086 0.0177 0.0002076 213 640: 43%|████▎ | 12/28 [00:06<00:06, 2.39it/s] 212/299 7.15G 0.02086 0.0177 0.0002076 213 640: 46%|████▋ | 13/28 [00:06<00:05, 2.81it/s] 212/299 7.15G 0.02082 0.0177 0.0002017 285 640: 46%|████▋ | 13/28 [00:06<00:05, 2.81it/s] 212/299 7.15G 0.02082 0.0177 0.0002017 285 640: 50%|█████ | 14/28 [00:06<00:04, 3.13it/s] 212/299 7.15G 0.02078 0.01767 0.000195 244 640: 50%|█████ | 14/28 [00:11<00:04, 3.13it/s] 212/299 7.15G 0.02078 0.01767 0.000195 244 640: 54%|█████▎ | 15/28 [00:11<00:20, 1.61s/it] 212/299 7.15G 0.02081 0.01782 0.000188 315 640: 54%|█████▎ | 15/28 [00:11<00:20, 1.61s/it] 212/299 7.15G 0.02081 0.01782 0.000188 315 640: 57%|█████▋ | 16/28 [00:11<00:14, 1.20s/it] 212/299 7.15G 0.02075 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.655 0.622 0.603 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 213/299 7.15G 0.02113 0.01897 8.81e-05 273 640: 0%| | 0/28 [00:00<?, ?it/s] 213/299 7.15G 0.02113 0.01897 8.81e-05 273 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 213/299 7.15G 0.02117 0.01716 8.521e-05 230 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 213/299 7.15G 0.02117 0.01716 8.521e-05 230 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 213/299 7.15G 0.02121 0.0179 8.725e-05 328 640: 7%|▋ | 2/28 [00:05<00:06, 4.28it/s] 213/299 7.15G 0.02121 0.0179 8.725e-05 328 640: 11%|█ | 3/28 [00:05<00:59, 2.37s/it] 213/299 7.15G 0.02136 0.0179 9.614e-05 300 640: 11%|█ | 3/28 [00:05<00:59, 2.37s/it] 213/299 7.15G 0.02136 0.0179 9.614e-05 300 640: 14%|█▍ | 4/28 [00:05<00:36, 1.53s/it] 213/299 7.15G 0.02131 0.01788 0.0001065 312 640: 14%|█▍ | 4/28 [00:05<00:36, 1.53s/it] 213/299 7.15G 0.02131 0.01788 0.0001065 312 640: 18%|█▊ | 5/28 [00:05<00:24, 1.06s/it] 213/299 7.15G 0.02128 0.01798 0.0001068 284 640: 18%|█▊ | 5/28 [00:06<00:24, 1.06s/it] 213/299 7.15G 0.02128 0.01798 0.0001068 284 640: 21%|██▏ | 6/28 [00:06<00:17, 1.29it/s] 213/299 7.15G 0.0211 0.01853 0.0001043 348 640: 21%|██▏ | 6/28 [00:06<00:17, 1.29it/s] 213/299 7.15G 0.0211 0.01853 0.0001043 348 640: 25%|██▌ | 7/28 [00:06<00:12, 1.69it/s] 213/299 7.15G 0.02117 0.01862 0.0001158 294 640: 25%|██▌ | 7/28 [00:06<00:12, 1.69it/s] 213/299 7.15G 0.02117 0.01862 0.0001158 294 640: 29%|██▊ | 8/28 [00:06<00:09, 2.09it/s] 213/299 7.15G 0.0211 0.01838 0.0001112 238 640: 29%|██▊ | 8/28 [00:06<00:09, 2.09it/s] 213/299 7.15G 0.0211 0.01838 0.0001112 238 640: 32%|███▏ | 9/28 [00:06<00:07, 2.52it/s] 213/299 7.15G 0.0212 0.01856 0.000108 299 640: 32%|███▏ | 9/28 [00:06<00:07, 2.52it/s] 213/299 7.15G 0.0212 0.01856 0.000108 299 640: 36%|███▌ | 10/28 [00:06<00:06, 2.87it/s] 213/299 7.15G 0.0211 0.01862 0.0001133 297 640: 36%|███▌ | 10/28 [00:10<00:06, 2.87it/s] 213/299 7.15G 0.0211 0.01862 0.0001133 297 640: 39%|███▉ | 11/28 [00:10<00:23, 1.39s/it] 213/299 7.15G 0.02114 0.01888 0.0001119 349 640: 39%|███▉ | 11/28 [00:10<00:23, 1.39s/it] 213/299 7.15G 0.02114 0.01888 0.0001119 349 640: 43%|████▎ | 12/28 [00:10<00:16, 1.04s/it] 213/299 7.15G 0.021 0.01876 0.0001118 281 640: 43%|████▎ | 12/28 [00:11<00:16, 1.04s/it] 213/299 7.15G 0.021 0.01876 0.0001118 281 640: 46%|████▋ | 13/28 [00:11<00:11, 1.27it/s] 213/299 7.15G 0.02095 0.01853 0.0001098 229 640: 46%|████▋ | 13/28 [00:11<00:11, 1.27it/s] 213/299 7.15G 0.02095 0.01853 0.0001098 229 640: 50%|█████ | 14/28 [00:11<00:08, 1.60it/s] 213/299 7.15G 0.02093 0.01847 0.0001103 288 640: 50%|█████ | 14/28 [00:11<00:08, 1.60it/s] 213/299 7.15G 0.02093 0.01847 0.0001103 288 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.00it/s] 213/299 7.15G 0.02107 0.01867 0.0001109 351 640: 54%|█████▎ | 15/28 [00:11<00:06, 2.00it/s] 213/299 7.15G 0.02107 0.01867 0.0001109 351 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.36it/s] 213/299 7.15G 0.021 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.652 0.611 0.603 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 214/299 7.15G 0.02037 0.01685 0.0001591 282 640: 0%| | 0/28 [00:00<?, ?it/s] 214/299 7.15G 0.02037 0.01685 0.0001591 282 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 214/299 7.15G 0.0209 0.01748 0.0001336 304 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 214/299 7.15G 0.0209 0.01748 0.0001336 304 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 214/299 7.15G 0.02092 0.01702 0.0001148 231 640: 7%|▋ | 2/28 [00:00<00:05, 4.34it/s] 214/299 7.15G 0.02092 0.01702 0.0001148 231 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 214/299 7.15G 0.02086 0.01794 0.0001128 304 640: 11%|█ | 3/28 [00:00<00:05, 4.47it/s] 214/299 7.15G 0.02086 0.01794 0.0001128 304 640: 14%|█▍ | 4/28 [00:00<00:05, 4.30it/s] 214/299 7.15G 0.02083 0.01809 0.0001119 278 640: 14%|█▍ | 4/28 [00:01<00:05, 4.30it/s] 214/299 7.15G 0.02083 0.01809 0.0001119 278 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 214/299 7.15G 0.02118 0.01777 0.0001143 266 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 214/299 7.15G 0.02118 0.01777 0.0001143 266 640: 21%|██▏ | 6/28 [00:01<00:05, 4.31it/s] 214/299 7.15G 0.0211 0.01782 0.0001165 275 640: 21%|██▏ | 6/28 [00:05<00:05, 4.31it/s] 214/299 7.15G 0.0211 0.01782 0.0001165 275 640: 25%|██▌ | 7/28 [00:05<00:31, 1.49s/it] 214/299 7.15G 0.02103 0.01758 0.0001313 282 640: 25%|██▌ | 7/28 [00:05<00:31, 1.49s/it] 214/299 7.15G 0.02103 0.01758 0.0001313 282 640: 29%|██▊ | 8/28 [00:05<00:21, 1.09s/it] 214/299 7.15G 0.02117 0.01769 0.0001276 303 640: 29%|██▊ | 8/28 [00:05<00:21, 1.09s/it] 214/299 7.15G 0.02117 0.01769 0.0001276 303 640: 32%|███▏ | 9/28 [00:05<00:15, 1.23it/s] 214/299 7.15G 0.02125 0.01774 0.0001256 262 640: 32%|███▏ | 9/28 [00:06<00:15, 1.23it/s] 214/299 7.15G 0.02125 0.01774 0.0001256 262 640: 36%|███▌ | 10/28 [00:06<00:11, 1.57it/s] 214/299 7.15G 0.02134 0.01749 0.0001398 229 640: 36%|███▌ | 10/28 [00:06<00:11, 1.57it/s] 214/299 7.15G 0.02134 0.01749 0.0001398 229 640: 39%|███▉ | 11/28 [00:06<00:08, 1.97it/s] 214/299 7.15G 0.02132 0.01753 0.0001424 299 640: 39%|███▉ | 11/28 [00:06<00:08, 1.97it/s] 214/299 7.15G 0.02132 0.01753 0.0001424 299 640: 43%|████▎ | 12/28 [00:06<00:06, 2.35it/s] 214/299 7.15G 0.0213 0.01761 0.0001394 344 640: 43%|████▎ | 12/28 [00:06<00:06, 2.35it/s] 214/299 7.15G 0.0213 0.01761 0.0001394 344 640: 46%|████▋ | 13/28 [00:06<00:05, 2.78it/s] 214/299 7.15G 0.02121 0.01746 0.0001494 280 640: 46%|████▋ | 13/28 [00:07<00:05, 2.78it/s] 214/299 7.15G 0.02121 0.01746 0.0001494 280 640: 50%|█████ | 14/28 [00:07<00:04, 3.12it/s] 214/299 7.15G 0.02127 0.0177 0.0001516 318 640: 50%|█████ | 14/28 [00:11<00:04, 3.12it/s] 214/299 7.15G 0.02127 0.0177 0.0001516 318 640: 54%|█████▎ | 15/28 [00:11<00:22, 1.69s/it] 214/299 7.15G 0.02134 0.0177 0.0001473 261 640: 54%|█████▎ | 15/28 [00:12<00:22, 1.69s/it] 214/299 7.15G 0.02134 0.0177 0.0001473 261 640: 57%|█████▋ | 16/28 [00:12<00:15, 1.25s/it] 214/299 7.15G 0.0214 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.34it/s]
all 110 564 0.681 0.564 0.586 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 215/299 7.15G 0.01917 0.01819 8.411e-05 277 640: 0%| | 0/28 [00:00<?, ?it/s] 215/299 7.15G 0.01917 0.01819 8.411e-05 277 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 215/299 7.15G 0.0203 0.01867 0.0001138 319 640: 4%|▎ | 1/28 [00:00<00:05, 4.63it/s] 215/299 7.15G 0.0203 0.01867 0.0001138 319 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 215/299 7.15G 0.02057 0.01847 0.0001103 273 640: 7%|▋ | 2/28 [00:03<00:06, 4.29it/s] 215/299 7.15G 0.02057 0.01847 0.0001103 273 640: 11%|█ | 3/28 [00:03<00:41, 1.67s/it] 215/299 7.15G 0.02083 0.01822 0.0001112 246 640: 11%|█ | 3/28 [00:04<00:41, 1.67s/it] 215/299 7.15G 0.02083 0.01822 0.0001112 246 640: 14%|█▍ | 4/28 [00:04<00:26, 1.10s/it] 215/299 7.15G 0.02149 0.01864 0.000155 367 640: 14%|█▍ | 4/28 [00:04<00:26, 1.10s/it] 215/299 7.15G 0.02149 0.01864 0.000155 367 640: 18%|█▊ | 5/28 [00:04<00:17, 1.28it/s] 215/299 7.15G 0.02128 0.01862 0.0001439 320 640: 18%|█▊ | 5/28 [00:04<00:17, 1.28it/s] 215/299 7.15G 0.02128 0.01862 0.0001439 320 640: 21%|██▏ | 6/28 [00:04<00:13, 1.68it/s] 215/299 7.15G 0.02133 0.01857 0.0001376 294 640: 21%|██▏ | 6/28 [00:04<00:13, 1.68it/s] 215/299 7.15G 0.02133 0.01857 0.0001376 294 640: 25%|██▌ | 7/28 [00:04<00:09, 2.13it/s] 215/299 7.15G 0.02136 0.01817 0.0001398 234 640: 25%|██▌ | 7/28 [00:04<00:09, 2.13it/s] 215/299 7.15G 0.02136 0.01817 0.0001398 234 640: 29%|██▊ | 8/28 [00:04<00:07, 2.54it/s] 215/299 7.15G 0.02142 0.01817 0.0001345 237 640: 29%|██▊ | 8/28 [00:05<00:07, 2.54it/s] 215/299 7.15G 0.02142 0.01817 0.0001345 237 640: 32%|███▏ | 9/28 [00:05<00:06, 2.97it/s] 215/299 7.15G 0.02164 0.01817 0.00014 290 640: 32%|███▏ | 9/28 [00:05<00:06, 2.97it/s] 215/299 7.15G 0.02164 0.01817 0.00014 290 640: 36%|███▌ | 10/28 [00:05<00:05, 3.25it/s] 215/299 7.15G 0.0214 0.01809 0.0001395 264 640: 36%|███▌ | 10/28 [00:10<00:05, 3.25it/s] 215/299 7.15G 0.0214 0.01809 0.0001395 264 640: 39%|███▉ | 11/28 [00:10<00:29, 1.72s/it] 215/299 7.15G 0.02145 0.01805 0.0001367 269 640: 39%|███▉ | 11/28 [00:10<00:29, 1.72s/it] 215/299 7.15G 0.02145 0.01805 0.0001367 269 640: 43%|████▎ | 12/28 [00:10<00:20, 1.27s/it] 215/299 7.15G 0.02142 0.0182 0.0001373 299 640: 43%|████▎ | 12/28 [00:10<00:20, 1.27s/it] 215/299 7.15G 0.02142 0.0182 0.0001373 299 640: 46%|████▋ | 13/28 [00:10<00:14, 1.05it/s] 215/299 7.15G 0.02144 0.01825 0.0001394 339 640: 46%|████▋ | 13/28 [00:11<00:14, 1.05it/s] 215/299 7.15G 0.02144 0.01825 0.0001394 339 640: 50%|█████ | 14/28 [00:11<00:10, 1.36it/s] 215/299 7.15G 0.02155 0.0182 0.0001377 275 640: 50%|█████ | 14/28 [00:11<00:10, 1.36it/s] 215/299 7.15G 0.02155 0.0182 0.0001377 275 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.73it/s] 215/299 7.15G 0.02165 0.01823 0.000137 320 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.73it/s] 215/299 7.15G 0.02165 0.01823 0.000137 320 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.09it/s] 215/299 7.15G 0.02149 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.02it/s]
all 110 564 0.645 0.577 0.577 0.3
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 216/299 7.15G 0.02055 0.01711 9.06e-05 259 640: 0%| | 0/28 [00:01<?, ?it/s] 216/299 7.15G 0.02055 0.01711 9.06e-05 259 640: 4%|▎ | 1/28 [00:01<00:27, 1.02s/it] 216/299 7.15G 0.02058 0.01745 0.0001088 315 640: 4%|▎ | 1/28 [00:01<00:27, 1.02s/it] 216/299 7.15G 0.02058 0.01745 0.0001088 315 640: 7%|▋ | 2/28 [00:01<00:14, 1.78it/s] 216/299 7.15G 0.02024 0.01755 0.000104 263 640: 7%|▋ | 2/28 [00:01<00:14, 1.78it/s] 216/299 7.15G 0.02024 0.01755 0.000104 263 640: 11%|█ | 3/28 [00:01<00:10, 2.48it/s] 216/299 7.15G 0.02055 0.01734 9.978e-05 245 640: 11%|█ | 3/28 [00:01<00:10, 2.48it/s] 216/299 7.15G 0.02055 0.01734 9.978e-05 245 640: 14%|█▍ | 4/28 [00:01<00:08, 2.97it/s] 216/299 7.15G 0.02033 0.01788 9.481e-05 326 640: 14%|█▍ | 4/28 [00:01<00:08, 2.97it/s] 216/299 7.15G 0.02033 0.01788 9.481e-05 326 640: 18%|█▊ | 5/28 [00:01<00:06, 3.43it/s] 216/299 7.15G 0.02069 0.01788 0.0001099 305 640: 18%|█▊ | 5/28 [00:02<00:06, 3.43it/s] 216/299 7.15G 0.02069 0.01788 0.0001099 305 640: 21%|██▏ | 6/28 [00:02<00:06, 3.63it/s] 216/299 7.15G 0.02078 0.01812 0.0001184 297 640: 21%|██▏ | 6/28 [00:06<00:06, 3.63it/s] 216/299 7.15G 0.02078 0.01812 0.0001184 297 640: 25%|██▌ | 7/28 [00:06<00:32, 1.54s/it] 216/299 7.15G 0.02085 0.01832 0.0001268 323 640: 25%|██▌ | 7/28 [00:06<00:32, 1.54s/it] 216/299 7.15G 0.02085 0.01832 0.0001268 323 640: 29%|██▊ | 8/28 [00:06<00:22, 1.13s/it] 216/299 7.15G 0.02088 0.01846 0.0001234 315 640: 29%|██▊ | 8/28 [00:06<00:22, 1.13s/it] 216/299 7.15G 0.02088 0.01846 0.0001234 315 640: 32%|███▏ | 9/28 [00:06<00:16, 1.18it/s] 216/299 7.15G 0.02106 0.01837 0.0001491 257 640: 32%|███▏ | 9/28 [00:07<00:16, 1.18it/s] 216/299 7.15G 0.02106 0.01837 0.0001491 257 640: 36%|███▌ | 10/28 [00:07<00:11, 1.52it/s] 216/299 7.15G 0.02098 0.01827 0.000144 303 640: 36%|███▌ | 10/28 [00:07<00:11, 1.52it/s] 216/299 7.15G 0.02098 0.01827 0.000144 303 640: 39%|███▉ | 11/28 [00:07<00:08, 1.92it/s] 216/299 7.15G 0.021 0.01826 0.0001434 289 640: 39%|███▉ | 11/28 [00:07<00:08, 1.92it/s] 216/299 7.15G 0.021 0.01826 0.0001434 289 640: 43%|████▎ | 12/28 [00:07<00:06, 2.29it/s] 216/299 7.15G 0.02106 0.01831 0.0001494 296 640: 43%|████▎ | 12/28 [00:07<00:06, 2.29it/s] 216/299 7.15G 0.02106 0.01831 0.0001494 296 640: 46%|████▋ | 13/28 [00:07<00:05, 2.70it/s] 216/299 7.15G 0.02111 0.01821 0.0001448 269 640: 46%|████▋ | 13/28 [00:07<00:05, 2.70it/s] 216/299 7.15G 0.02111 0.01821 0.0001448 269 640: 50%|█████ | 14/28 [00:07<00:04, 3.01it/s] 216/299 7.15G 0.02108 0.01799 0.0001472 226 640: 50%|█████ | 14/28 [00:11<00:04, 3.01it/s] 216/299 7.15G 0.02108 0.01799 0.0001472 226 640: 54%|█████▎ | 15/28 [00:11<00:18, 1.45s/it] 216/299 7.15G 0.02103 0.01807 0.0001576 311 640: 54%|█████▎ | 15/28 [00:12<00:18, 1.45s/it] 216/299 7.15G 0.02103 0.01807 0.0001576 311 640: 57%|█████▋ | 16/28 [00:12<00:13, 1.09s/it] 216/299 7.15G 0.02104 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.709 0.57 0.601 0.318
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 217/299 7.15G 0.02011 0.01596 8.763e-05 271 640: 0%| | 0/28 [00:00<?, ?it/s] 217/299 7.15G 0.02011 0.01596 8.763e-05 271 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 217/299 7.15G 0.02143 0.01631 0.0001072 275 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 217/299 7.15G 0.02143 0.01631 0.0001072 275 640: 7%|▋ | 2/28 [00:00<00:08, 2.91it/s] 217/299 7.15G 0.02077 0.01677 9.898e-05 293 640: 7%|▋ | 2/28 [00:03<00:08, 2.91it/s] 217/299 7.15G 0.02077 0.01677 9.898e-05 293 640: 11%|█ | 3/28 [00:03<00:38, 1.54s/it] 217/299 7.15G 0.02051 0.01706 9.379e-05 271 640: 11%|█ | 3/28 [00:03<00:38, 1.54s/it] 217/299 7.15G 0.02051 0.01706 9.379e-05 271 640: 14%|█▍ | 4/28 [00:03<00:24, 1.03s/it] 217/299 7.15G 0.02046 0.01686 9.631e-05 271 640: 14%|█▍ | 4/28 [00:05<00:24, 1.03s/it] 217/299 7.15G 0.02046 0.01686 9.631e-05 271 640: 18%|█▊ | 5/28 [00:05<00:27, 1.17s/it] 217/299 7.15G 0.02022 0.01651 9.616e-05 240 640: 18%|█▊ | 5/28 [00:05<00:27, 1.17s/it] 217/299 7.15G 0.02022 0.01651 9.616e-05 240 640: 21%|██▏ | 6/28 [00:05<00:18, 1.17it/s] 217/299 7.15G 0.02028 0.01626 9.945e-05 221 640: 21%|██▏ | 6/28 [00:05<00:18, 1.17it/s] 217/299 7.15G 0.02028 0.01626 9.945e-05 221 640: 25%|██▌ | 7/28 [00:05<00:13, 1.55it/s] 217/299 7.15G 0.02038 0.01622 0.0001103 230 640: 25%|██▌ | 7/28 [00:05<00:13, 1.55it/s] 217/299 7.15G 0.02038 0.01622 0.0001103 230 640: 29%|██▊ | 8/28 [00:05<00:10, 1.92it/s] 217/299 7.15G 0.02049 0.01647 0.0001171 238 640: 29%|██▊ | 8/28 [00:06<00:10, 1.92it/s] 217/299 7.15G 0.02049 0.01647 0.0001171 238 640: 32%|███▏ | 9/28 [00:06<00:08, 2.36it/s] 217/299 7.15G 0.02039 0.01665 0.0001235 285 640: 32%|███▏ | 9/28 [00:06<00:08, 2.36it/s] 217/299 7.15G 0.02039 0.01665 0.0001235 285 640: 36%|███▌ | 10/28 [00:06<00:06, 2.67it/s] 217/299 7.15G 0.02058 0.0167 0.0001292 245 640: 36%|███▌ | 10/28 [00:09<00:06, 2.67it/s] 217/299 7.15G 0.02058 0.0167 0.0001292 245 640: 39%|███▉ | 11/28 [00:09<00:20, 1.20s/it] 217/299 7.15G 0.02068 0.01669 0.0001282 235 640: 39%|███▉ | 11/28 [00:09<00:20, 1.20s/it] 217/299 7.15G 0.02068 0.01669 0.0001282 235 640: 43%|████▎ | 12/28 [00:09<00:14, 1.11it/s] 217/299 7.15G 0.02058 0.01665 0.0001263 265 640: 43%|████▎ | 12/28 [00:10<00:14, 1.11it/s] 217/299 7.15G 0.02058 0.01665 0.0001263 265 640: 46%|████▋ | 13/28 [00:10<00:14, 1.07it/s] 217/299 7.15G 0.02056 0.01683 0.0001255 302 640: 46%|████▋ | 13/28 [00:11<00:14, 1.07it/s] 217/299 7.15G 0.02056 0.01683 0.0001255 302 640: 50%|█████ | 14/28 [00:11<00:10, 1.38it/s] 217/299 7.15G 0.02075 0.017 0.0001305 312 640: 50%|█████ | 14/28 [00:11<00:10, 1.38it/s] 217/299 7.15G 0.02075 0.017 0.0001305 312 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.75it/s] 217/299 7.15G 0.02072 0.01702 0.0001535 287 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.75it/s] 217/299 7.15G 0.02072 0.01702 0.0001535 287 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.12it/s] 217/299 7.15G 0.02079 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s]
all 110 564 0.664 0.603 0.602 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 218/299 7.15G 0.02034 0.01936 0.000162 310 640: 0%| | 0/28 [00:00<?, ?it/s] 218/299 7.15G 0.02034 0.01936 0.000162 310 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 218/299 7.15G 0.02043 0.01881 0.0001212 291 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 218/299 7.15G 0.02043 0.01881 0.0001212 291 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 218/299 7.15G 0.0206 0.01848 0.0001311 286 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 218/299 7.15G 0.0206 0.01848 0.0001311 286 640: 11%|█ | 3/28 [00:00<00:05, 4.41it/s] 218/299 7.15G 0.02069 0.01827 0.0001234 224 640: 11%|█ | 3/28 [00:00<00:05, 4.41it/s] 218/299 7.15G 0.02069 0.01827 0.0001234 224 640: 14%|█▍ | 4/28 [00:00<00:05, 4.32it/s] 218/299 7.15G 0.02031 0.01757 0.0001215 242 640: 14%|█▍ | 4/28 [00:01<00:05, 4.32it/s] 218/299 7.15G 0.02031 0.01757 0.0001215 242 640: 18%|█▊ | 5/28 [00:01<00:05, 4.43it/s] 218/299 7.15G 0.02035 0.01806 0.0001227 333 640: 18%|█▊ | 5/28 [00:05<00:05, 4.43it/s] 218/299 7.15G 0.02035 0.01806 0.0001227 333 640: 21%|██▏ | 6/28 [00:05<00:35, 1.61s/it] 218/299 7.15G 0.02046 0.01758 0.0001178 228 640: 21%|██▏ | 6/28 [00:05<00:35, 1.61s/it] 218/299 7.15G 0.02046 0.01758 0.0001178 228 640: 25%|██▌ | 7/28 [00:05<00:24, 1.16s/it] 218/299 7.15G 0.02069 0.01791 0.0001139 308 640: 25%|██▌ | 7/28 [00:05<00:24, 1.16s/it] 218/299 7.15G 0.02069 0.01791 0.0001139 308 640: 29%|██▊ | 8/28 [00:05<00:17, 1.15it/s] 218/299 7.15G 0.02108 0.01796 0.0001136 280 640: 29%|██▊ | 8/28 [00:06<00:17, 1.15it/s] 218/299 7.15G 0.02108 0.01796 0.0001136 280 640: 32%|███▏ | 9/28 [00:06<00:12, 1.51it/s] 218/299 7.15G 0.02099 0.0178 0.0001104 273 640: 32%|███▏ | 9/28 [00:06<00:12, 1.51it/s] 218/299 7.15G 0.02099 0.0178 0.0001104 273 640: 36%|███▌ | 10/28 [00:06<00:09, 1.88it/s] 218/299 7.15G 0.02104 0.01735 0.0001085 177 640: 36%|███▌ | 10/28 [00:06<00:09, 1.88it/s] 218/299 7.15G 0.02104 0.01735 0.0001085 177 640: 39%|███▉ | 11/28 [00:06<00:07, 2.31it/s] 218/299 7.15G 0.021 0.01759 0.0001069 278 640: 39%|███▉ | 11/28 [00:06<00:07, 2.31it/s] 218/299 7.15G 0.021 0.01759 0.0001069 278 640: 43%|████▎ | 12/28 [00:06<00:05, 2.68it/s] 218/299 7.15G 0.02095 0.01751 0.0001063 276 640: 43%|████▎ | 12/28 [00:07<00:05, 2.68it/s] 218/299 7.15G 0.02095 0.01751 0.0001063 276 640: 46%|████▋ | 13/28 [00:07<00:04, 3.08it/s] 218/299 7.15G 0.02103 0.01744 0.0001048 246 640: 46%|████▋ | 13/28 [00:11<00:04, 3.08it/s] 218/299 7.15G 0.02103 0.01744 0.0001048 246 640: 50%|█████ | 14/28 [00:11<00:21, 1.55s/it] 218/299 7.15G 0.02098 0.01734 0.0001055 252 640: 50%|█████ | 14/28 [00:11<00:21, 1.55s/it] 218/299 7.15G 0.02098 0.01734 0.0001055 252 640: 54%|█████▎ | 15/28 [00:11<00:14, 1.15s/it] 218/299 7.15G 0.02102 0.01744 0.0001051 295 640: 54%|█████▎ | 15/28 [00:11<00:14, 1.15s/it] 218/299 7.15G 0.02102 0.01744 0.0001051 295 640: 57%|█████▋ | 16/28 [00:11<00:10, 1.14it/s] 218/299 7.15G 0.021 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.648 0.602 0.607 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 219/299 7.15G 0.02046 0.01693 0.0001316 299 640: 0%| | 0/28 [00:00<?, ?it/s] 219/299 7.15G 0.02046 0.01693 0.0001316 299 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 219/299 7.15G 0.02091 0.01668 0.0002126 292 640: 4%|▎ | 1/28 [00:03<00:05, 4.54it/s] 219/299 7.15G 0.02091 0.01668 0.0002126 292 640: 7%|▋ | 2/28 [00:03<00:46, 1.79s/it] 219/299 7.15G 0.02082 0.01782 0.000186 371 640: 7%|▋ | 2/28 [00:04<00:46, 1.79s/it] 219/299 7.15G 0.02082 0.01782 0.000186 371 640: 11%|█ | 3/28 [00:04<00:39, 1.60s/it] 219/299 7.15G 0.02084 0.018 0.0001642 280 640: 11%|█ | 3/28 [00:04<00:39, 1.60s/it] 219/299 7.15G 0.02084 0.018 0.0001642 280 640: 14%|█▍ | 4/28 [00:04<00:25, 1.06s/it] 219/299 7.15G 0.02069 0.01748 0.0001453 239 640: 14%|█▍ | 4/28 [00:05<00:25, 1.06s/it] 219/299 7.15G 0.02069 0.01748 0.0001453 239 640: 18%|█▊ | 5/28 [00:05<00:18, 1.26it/s] 219/299 7.15G 0.02105 0.01809 0.0001681 372 640: 18%|█▊ | 5/28 [00:05<00:18, 1.26it/s] 219/299 7.15G 0.02105 0.01809 0.0001681 372 640: 21%|██▏ | 6/28 [00:05<00:13, 1.66it/s] 219/299 7.15G 0.02118 0.01803 0.0001645 316 640: 21%|██▏ | 6/28 [00:05<00:13, 1.66it/s] 219/299 7.15G 0.02118 0.01803 0.0001645 316 640: 25%|██▌ | 7/28 [00:05<00:09, 2.10it/s] 219/299 7.15G 0.0214 0.01812 0.0001613 257 640: 25%|██▌ | 7/28 [00:05<00:09, 2.10it/s] 219/299 7.15G 0.0214 0.01812 0.0001613 257 640: 29%|██▊ | 8/28 [00:05<00:07, 2.51it/s] 219/299 7.15G 0.02138 0.01818 0.0001538 296 640: 29%|██▊ | 8/28 [00:05<00:07, 2.51it/s] 219/299 7.15G 0.02138 0.01818 0.0001538 296 640: 32%|███▏ | 9/28 [00:05<00:06, 2.93it/s] 219/299 7.15G 0.02149 0.01832 0.0001462 357 640: 32%|███▏ | 9/28 [00:08<00:06, 2.93it/s] 219/299 7.15G 0.02149 0.01832 0.0001462 357 640: 36%|███▌ | 10/28 [00:08<00:18, 1.03s/it] 219/299 7.15G 0.02142 0.01828 0.0001481 298 640: 36%|███▌ | 10/28 [00:10<00:18, 1.03s/it] 219/299 7.15G 0.02142 0.01828 0.0001481 298 640: 39%|███▉ | 11/28 [00:10<00:24, 1.43s/it] 219/299 7.15G 0.02149 0.01835 0.000147 293 640: 39%|███▉ | 11/28 [00:11<00:24, 1.43s/it] 219/299 7.15G 0.02149 0.01835 0.000147 293 640: 43%|████▎ | 12/28 [00:11<00:17, 1.07s/it] 219/299 7.15G 0.0214 0.01826 0.0001457 285 640: 43%|████▎ | 12/28 [00:12<00:17, 1.07s/it] 219/299 7.15G 0.0214 0.01826 0.0001457 285 640: 46%|████▋ | 13/28 [00:12<00:16, 1.08s/it] 219/299 7.15G 0.02145 0.01826 0.0001488 308 640: 46%|████▋ | 13/28 [00:12<00:16, 1.08s/it] 219/299 7.15G 0.02145 0.01826 0.0001488 308 640: 50%|█████ | 14/28 [00:12<00:11, 1.21it/s] 219/299 7.15G 0.02143 0.01818 0.0001498 315 640: 50%|█████ | 14/28 [00:12<00:11, 1.21it/s] 219/299 7.15G 0.02143 0.01818 0.0001498 315 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.56it/s] 219/299 7.15G 0.02131 0.01804 0.0001493 255 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.56it/s] 219/299 7.15G 0.02131 0.01804 0.0001493 255 640: 57%|█████▋ | 16/28 [00:12<00:06, 1.91it/s] 219/299 7.15G 0.02141 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.22it/s]
all 110 564 0.65 0.602 0.606 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 220/299 7.15G 0.0208 0.01757 0.0002601 334 640: 0%| | 0/28 [00:01<?, ?it/s] 220/299 7.15G 0.0208 0.01757 0.0002601 334 640: 4%|▎ | 1/28 [00:01<00:30, 1.11s/it] 220/299 7.15G 0.02036 0.0185 0.0001726 305 640: 4%|▎ | 1/28 [00:01<00:30, 1.11s/it] 220/299 7.15G 0.02036 0.0185 0.0001726 305 640: 7%|▋ | 2/28 [00:01<00:15, 1.66it/s] 220/299 7.15G 0.02033 0.01805 0.0001402 274 640: 7%|▋ | 2/28 [00:01<00:15, 1.66it/s] 220/299 7.15G 0.02033 0.01805 0.0001402 274 640: 11%|█ | 3/28 [00:01<00:10, 2.35it/s] 220/299 7.15G 0.02015 0.01742 0.0001309 243 640: 11%|█ | 3/28 [00:01<00:10, 2.35it/s] 220/299 7.15G 0.02015 0.01742 0.0001309 243 640: 14%|█▍ | 4/28 [00:01<00:08, 2.82it/s] 220/299 7.15G 0.0203 0.0175 0.0001529 304 640: 14%|█▍ | 4/28 [00:02<00:08, 2.82it/s] 220/299 7.15G 0.0203 0.0175 0.0001529 304 640: 18%|█▊ | 5/28 [00:02<00:06, 3.30it/s] 220/299 7.15G 0.02034 0.01733 0.0001391 298 640: 18%|█▊ | 5/28 [00:04<00:06, 3.30it/s] 220/299 7.15G 0.02034 0.01733 0.0001391 298 640: 21%|██▏ | 6/28 [00:04<00:24, 1.11s/it] 220/299 7.15G 0.02062 0.01725 0.0001363 274 640: 21%|██▏ | 6/28 [00:06<00:24, 1.11s/it] 220/299 7.15G 0.02062 0.01725 0.0001363 274 640: 25%|██▌ | 7/28 [00:06<00:24, 1.19s/it] 220/299 7.15G 0.02054 0.01718 0.0001309 265 640: 25%|██▌ | 7/28 [00:06<00:24, 1.19s/it] 220/299 7.15G 0.02054 0.01718 0.0001309 265 640: 29%|██▊ | 8/28 [00:06<00:17, 1.13it/s] 220/299 7.15G 0.02048 0.0172 0.000125 289 640: 29%|██▊ | 8/28 [00:06<00:17, 1.13it/s] 220/299 7.15G 0.02048 0.0172 0.000125 289 640: 32%|███▏ | 9/28 [00:06<00:13, 1.36it/s] 220/299 7.15G 0.02043 0.01714 0.0001191 246 640: 32%|███▏ | 9/28 [00:06<00:13, 1.36it/s] 220/299 7.15G 0.02043 0.01714 0.0001191 246 640: 36%|███▌ | 10/28 [00:06<00:10, 1.71it/s] 220/299 7.15G 0.02058 0.01715 0.0001253 294 640: 36%|███▌ | 10/28 [00:07<00:10, 1.71it/s] 220/299 7.15G 0.02058 0.01715 0.0001253 294 640: 39%|███▉ | 11/28 [00:07<00:07, 2.13it/s] 220/299 7.15G 0.02071 0.01719 0.0001268 308 640: 39%|███▉ | 11/28 [00:07<00:07, 2.13it/s] 220/299 7.15G 0.02071 0.01719 0.0001268 308 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 220/299 7.15G 0.02076 0.01755 0.0001419 298 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 220/299 7.15G 0.02076 0.01755 0.0001419 298 640: 46%|████▋ | 13/28 [00:07<00:05, 2.90it/s] 220/299 7.15G 0.02075 0.01743 0.0001386 249 640: 46%|████▋ | 13/28 [00:10<00:05, 2.90it/s] 220/299 7.15G 0.02075 0.01743 0.0001386 249 640: 50%|█████ | 14/28 [00:10<00:14, 1.07s/it] 220/299 7.15G 0.02076 0.01747 0.0001379 313 640: 50%|█████ | 14/28 [00:12<00:14, 1.07s/it] 220/299 7.15G 0.02076 0.01747 0.0001379 313 640: 54%|█████▎ | 15/28 [00:12<00:19, 1.50s/it] 220/299 7.15G 0.02081 0.01738 0.000138 241 640: 54%|█████▎ | 15/28 [00:13<00:19, 1.50s/it] 220/299 7.15G 0.02081 0.01738 0.000138 241 640: 57%|█████▋ | 16/28 [00:13<00:13, 1.12s/it] 220/299 7.15G 0.02087 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.67 0.578 0.595 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 221/299 7.15G 0.02115 0.01976 0.0001048 289 640: 0%| | 0/28 [00:00<?, ?it/s] 221/299 7.15G 0.02115 0.01976 0.0001048 289 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 221/299 7.15G 0.02022 0.0184 0.0001396 289 640: 4%|▎ | 1/28 [00:01<00:05, 4.57it/s] 221/299 7.15G 0.02022 0.0184 0.0001396 289 640: 7%|▋ | 2/28 [00:01<00:14, 1.81it/s] 221/299 7.15G 0.02069 0.01731 0.0001411 248 640: 7%|▋ | 2/28 [00:04<00:14, 1.81it/s] 221/299 7.15G 0.02069 0.01731 0.0001411 248 640: 11%|█ | 3/28 [00:04<00:51, 2.08s/it] 221/299 7.15G 0.02082 0.01734 0.0001396 300 640: 11%|█ | 3/28 [00:05<00:51, 2.08s/it] 221/299 7.15G 0.02082 0.01734 0.0001396 300 640: 14%|█▍ | 4/28 [00:05<00:32, 1.35s/it] 221/299 7.15G 0.02071 0.0173 0.0001365 282 640: 14%|█▍ | 4/28 [00:05<00:32, 1.35s/it] 221/299 7.15G 0.02071 0.0173 0.0001365 282 640: 18%|█▊ | 5/28 [00:05<00:21, 1.06it/s] 221/299 7.15G 0.02055 0.0174 0.000148 318 640: 18%|█▊ | 5/28 [00:05<00:21, 1.06it/s] 221/299 7.15G 0.02055 0.0174 0.000148 318 640: 21%|██▏ | 6/28 [00:05<00:15, 1.42it/s] 221/299 7.15G 0.02051 0.01713 0.0001389 228 640: 21%|██▏ | 6/28 [00:05<00:15, 1.42it/s] 221/299 7.15G 0.02051 0.01713 0.0001389 228 640: 25%|██▌ | 7/28 [00:05<00:11, 1.84it/s] 221/299 7.15G 0.02071 0.01727 0.0001474 265 640: 25%|██▌ | 7/28 [00:06<00:11, 1.84it/s] 221/299 7.15G 0.02071 0.01727 0.0001474 265 640: 29%|██▊ | 8/28 [00:06<00:08, 2.24it/s] 221/299 7.15G 0.02094 0.01746 0.000166 317 640: 29%|██▊ | 8/28 [00:06<00:08, 2.24it/s] 221/299 7.15G 0.02094 0.01746 0.000166 317 640: 32%|███▏ | 9/28 [00:06<00:07, 2.67it/s] 221/299 7.15G 0.02083 0.01723 0.0001566 238 640: 32%|███▏ | 9/28 [00:06<00:07, 2.67it/s] 221/299 7.15G 0.02083 0.01723 0.0001566 238 640: 36%|███▌ | 10/28 [00:06<00:07, 2.55it/s] 221/299 7.15G 0.02086 0.01705 0.0001491 214 640: 36%|███▌ | 10/28 [00:10<00:07, 2.55it/s] 221/299 7.15G 0.02086 0.01705 0.0001491 214 640: 39%|███▉ | 11/28 [00:10<00:25, 1.48s/it] 221/299 7.15G 0.02098 0.0172 0.0001543 308 640: 39%|███▉ | 11/28 [00:10<00:25, 1.48s/it] 221/299 7.15G 0.02098 0.0172 0.0001543 308 640: 43%|████▎ | 12/28 [00:10<00:17, 1.10s/it] 221/299 7.15G 0.02104 0.01693 0.0001531 227 640: 43%|████▎ | 12/28 [00:11<00:17, 1.10s/it] 221/299 7.15G 0.02104 0.01693 0.0001531 227 640: 46%|████▋ | 13/28 [00:11<00:12, 1.20it/s] 221/299 7.15G 0.02098 0.01674 0.0001476 203 640: 46%|████▋ | 13/28 [00:11<00:12, 1.20it/s] 221/299 7.15G 0.02098 0.01674 0.0001476 203 640: 50%|█████ | 14/28 [00:11<00:09, 1.53it/s] 221/299 7.15G 0.02094 0.01668 0.0001432 230 640: 50%|█████ | 14/28 [00:11<00:09, 1.53it/s] 221/299 7.15G 0.02094 0.01668 0.0001432 230 640: 54%|█████▎ | 15/28 [00:11<00:06, 1.92it/s] 221/299 7.15G 0.02094 0.01684 0.000139 318 640: 54%|█████▎ | 15/28 [00:11<00:06, 1.92it/s] 221/299 7.15G 0.02094 0.01684 0.000139 318 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.28it/s] 221/299 7.15G 0.02087 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.07it/s]
all 110 564 0.658 0.603 0.591 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 222/299 7.15G 0.021 0.01698 8.504e-05 246 640: 0%| | 0/28 [00:00<?, ?it/s] 222/299 7.15G 0.021 0.01698 8.504e-05 246 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 222/299 7.15G 0.02074 0.01755 9.253e-05 286 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 222/299 7.15G 0.02074 0.01755 9.253e-05 286 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 222/299 7.15G 0.02085 0.01708 9.904e-05 240 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 222/299 7.15G 0.02085 0.01708 9.904e-05 240 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 222/299 7.15G 0.02074 0.01697 9.459e-05 250 640: 11%|█ | 3/28 [00:00<00:05, 4.45it/s] 222/299 7.15G 0.02074 0.01697 9.459e-05 250 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 222/299 7.15G 0.0207 0.01728 0.000135 264 640: 14%|█▍ | 4/28 [00:01<00:05, 4.29it/s] 222/299 7.15G 0.0207 0.01728 0.000135 264 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 222/299 7.15G 0.02092 0.0169 0.0001255 244 640: 18%|█▊ | 5/28 [00:01<00:05, 4.41it/s] 222/299 7.15G 0.02092 0.0169 0.0001255 244 640: 21%|██▏ | 6/28 [00:01<00:05, 3.77it/s] 222/299 7.15G 0.02094 0.01712 0.0001229 315 640: 21%|██▏ | 6/28 [00:06<00:05, 3.77it/s] 222/299 7.15G 0.02094 0.01712 0.0001229 315 640: 25%|██▌ | 7/28 [00:06<00:38, 1.83s/it] 222/299 7.15G 0.02091 0.01714 0.0001194 288 640: 25%|██▌ | 7/28 [00:06<00:38, 1.83s/it] 222/299 7.15G 0.02091 0.01714 0.0001194 288 640: 29%|██▊ | 8/28 [00:06<00:26, 1.32s/it] 222/299 7.15G 0.02099 0.0171 0.0001151 256 640: 29%|██▊ | 8/28 [00:06<00:26, 1.32s/it] 222/299 7.15G 0.02099 0.0171 0.0001151 256 640: 32%|███▏ | 9/28 [00:06<00:18, 1.02it/s] 222/299 7.15G 0.02089 0.01721 0.0001101 250 640: 32%|███▏ | 9/28 [00:07<00:18, 1.02it/s] 222/299 7.15G 0.02089 0.01721 0.0001101 250 640: 36%|███▌ | 10/28 [00:07<00:13, 1.33it/s] 222/299 7.15G 0.02095 0.01709 0.0001085 262 640: 36%|███▌ | 10/28 [00:07<00:13, 1.33it/s] 222/299 7.15G 0.02095 0.01709 0.0001085 262 640: 39%|███▉ | 11/28 [00:07<00:09, 1.71it/s] 222/299 7.15G 0.02093 0.0173 0.0001057 316 640: 39%|███▉ | 11/28 [00:07<00:09, 1.71it/s] 222/299 7.15G 0.02093 0.0173 0.0001057 316 640: 43%|████▎ | 12/28 [00:07<00:07, 2.07it/s] 222/299 7.15G 0.02099 0.01732 0.0001073 300 640: 43%|████▎ | 12/28 [00:07<00:07, 2.07it/s] 222/299 7.15G 0.02099 0.01732 0.0001073 300 640: 46%|████▋ | 13/28 [00:07<00:06, 2.50it/s] 222/299 7.15G 0.02104 0.01734 0.0001056 289 640: 46%|████▋ | 13/28 [00:08<00:06, 2.50it/s] 222/299 7.15G 0.02104 0.01734 0.0001056 289 640: 50%|█████ | 14/28 [00:08<00:04, 2.83it/s] 222/299 7.15G 0.0211 0.01748 0.0001185 308 640: 50%|█████ | 14/28 [00:13<00:04, 2.83it/s] 222/299 7.15G 0.0211 0.01748 0.0001185 308 640: 54%|█████▎ | 15/28 [00:13<00:22, 1.77s/it] 222/299 7.15G 0.02114 0.01753 0.000127 347 640: 54%|█████▎ | 15/28 [00:13<00:22, 1.77s/it] 222/299 7.15G 0.02114 0.01753 0.000127 347 640: 57%|█████▋ | 16/28 [00:13<00:15, 1.31s/it] 222/299 7.15G 0.02103 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.671 0.603 0.597 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 223/299 7.15G 0.02022 0.01861 0.0002922 292 640: 0%| | 0/28 [00:00<?, ?it/s] 223/299 7.15G 0.02022 0.01861 0.0002922 292 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 223/299 7.15G 0.02003 0.01778 0.0001916 250 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 223/299 7.15G 0.02003 0.01778 0.0001916 250 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 223/299 7.15G 0.01992 0.01688 0.0001745 244 640: 7%|▋ | 2/28 [00:04<00:06, 4.28it/s] 223/299 7.15G 0.01992 0.01688 0.0001745 244 640: 11%|█ | 3/28 [00:04<00:49, 2.00s/it] 223/299 7.15G 0.01984 0.01642 0.0001641 271 640: 11%|█ | 3/28 [00:04<00:49, 2.00s/it] 223/299 7.15G 0.01984 0.01642 0.0001641 271 640: 14%|█▍ | 4/28 [00:04<00:31, 1.30s/it] 223/299 7.15G 0.01978 0.01681 0.000159 322 640: 14%|█▍ | 4/28 [00:05<00:31, 1.30s/it] 223/299 7.15G 0.01978 0.01681 0.000159 322 640: 18%|█▊ | 5/28 [00:05<00:20, 1.10it/s] 223/299 7.15G 0.01994 0.01688 0.0001448 296 640: 18%|█▊ | 5/28 [00:05<00:20, 1.10it/s] 223/299 7.15G 0.01994 0.01688 0.0001448 296 640: 21%|██▏ | 6/28 [00:05<00:14, 1.47it/s] 223/299 7.15G 0.02005 0.01688 0.0001513 262 640: 21%|██▏ | 6/28 [00:05<00:14, 1.47it/s] 223/299 7.15G 0.02005 0.01688 0.0001513 262 640: 25%|██▌ | 7/28 [00:05<00:11, 1.90it/s] 223/299 7.15G 0.02006 0.01666 0.0001428 227 640: 25%|██▌ | 7/28 [00:05<00:11, 1.90it/s] 223/299 7.15G 0.02006 0.01666 0.0001428 227 640: 29%|██▊ | 8/28 [00:05<00:08, 2.30it/s] 223/299 7.15G 0.02019 0.01688 0.0001391 288 640: 29%|██▊ | 8/28 [00:05<00:08, 2.30it/s] 223/299 7.15G 0.02019 0.01688 0.0001391 288 640: 32%|███▏ | 9/28 [00:05<00:06, 2.73it/s] 223/299 7.15G 0.0203 0.01694 0.0001335 226 640: 32%|███▏ | 9/28 [00:06<00:06, 2.73it/s] 223/299 7.15G 0.0203 0.01694 0.0001335 226 640: 36%|███▌ | 10/28 [00:06<00:05, 3.07it/s] 223/299 7.15G 0.0204 0.01713 0.0001363 311 640: 36%|███▌ | 10/28 [00:10<00:05, 3.07it/s] 223/299 7.15G 0.0204 0.01713 0.0001363 311 640: 39%|███▉ | 11/28 [00:10<00:27, 1.60s/it] 223/299 7.15G 0.02049 0.01761 0.0001341 419 640: 39%|███▉ | 11/28 [00:10<00:27, 1.60s/it] 223/299 7.15G 0.02049 0.01761 0.0001341 419 640: 43%|████▎ | 12/28 [00:10<00:19, 1.19s/it] 223/299 7.15G 0.02039 0.01756 0.0001294 276 640: 43%|████▎ | 12/28 [00:11<00:19, 1.19s/it] 223/299 7.15G 0.02039 0.01756 0.0001294 276 640: 46%|████▋ | 13/28 [00:11<00:13, 1.12it/s] 223/299 7.15G 0.02026 0.01757 0.0001259 270 640: 46%|████▋ | 13/28 [00:11<00:13, 1.12it/s] 223/299 7.15G 0.02026 0.01757 0.0001259 270 640: 50%|█████ | 14/28 [00:11<00:09, 1.43it/s] 223/299 7.15G 0.02024 0.01752 0.0001243 269 640: 50%|█████ | 14/28 [00:11<00:09, 1.43it/s] 223/299 7.15G 0.02024 0.01752 0.0001243 269 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.81it/s] 223/299 7.15G 0.0203 0.01751 0.000122 306 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.81it/s] 223/299 7.15G 0.0203 0.01751 0.000122 306 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.19it/s] 223/299 7.15G 0.02037 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.662 0.602 0.59 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 224/299 7.15G 0.02073 0.01556 7.217e-05 241 640: 0%| | 0/28 [00:00<?, ?it/s] 224/299 7.15G 0.02073 0.01556 7.217e-05 241 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 224/299 7.15G 0.02079 0.01612 0.0001735 270 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 224/299 7.15G 0.02079 0.01612 0.0001735 270 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 224/299 7.15G 0.0211 0.01708 0.0002032 324 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 224/299 7.15G 0.0211 0.01708 0.0002032 324 640: 11%|█ | 3/28 [00:00<00:05, 4.38it/s] 224/299 7.15G 0.0209 0.01661 0.0002042 245 640: 11%|█ | 3/28 [00:00<00:05, 4.38it/s] 224/299 7.15G 0.0209 0.01661 0.0002042 245 640: 14%|█▍ | 4/28 [00:00<00:05, 4.22it/s] 224/299 7.15G 0.02063 0.01657 0.0002365 253 640: 14%|█▍ | 4/28 [00:01<00:05, 4.22it/s] 224/299 7.15G 0.02063 0.01657 0.0002365 253 640: 18%|█▊ | 5/28 [00:01<00:05, 4.35it/s] 224/299 7.15G 0.02083 0.01686 0.0002215 248 640: 18%|█▊ | 5/28 [00:01<00:05, 4.35it/s] 224/299 7.15G 0.02083 0.01686 0.0002215 248 640: 21%|██▏ | 6/28 [00:01<00:05, 4.29it/s] 224/299 7.15G 0.02068 0.01673 0.0002088 255 640: 21%|██▏ | 6/28 [00:06<00:05, 4.29it/s] 224/299 7.15G 0.02068 0.01673 0.0002088 255 640: 25%|██▌ | 7/28 [00:06<00:38, 1.82s/it] 224/299 7.15G 0.02054 0.01683 0.0001917 264 640: 25%|██▌ | 7/28 [00:06<00:38, 1.82s/it] 224/299 7.15G 0.02054 0.01683 0.0001917 264 640: 29%|██▊ | 8/28 [00:06<00:26, 1.32s/it] 224/299 7.15G 0.02079 0.01798 0.0001816 426 640: 29%|██▊ | 8/28 [00:06<00:26, 1.32s/it] 224/299 7.15G 0.02079 0.01798 0.0001816 426 640: 32%|███▏ | 9/28 [00:06<00:18, 1.03it/s] 224/299 7.15G 0.02073 0.01802 0.0001759 316 640: 32%|███▏ | 9/28 [00:07<00:18, 1.03it/s] 224/299 7.15G 0.02073 0.01802 0.0001759 316 640: 36%|███▌ | 10/28 [00:07<00:13, 1.34it/s] 224/299 7.15G 0.02077 0.01794 0.0001728 309 640: 36%|███▌ | 10/28 [00:07<00:13, 1.34it/s] 224/299 7.15G 0.02077 0.01794 0.0001728 309 640: 39%|███▉ | 11/28 [00:07<00:09, 1.71it/s] 224/299 7.15G 0.02077 0.01794 0.0001705 280 640: 39%|███▉ | 11/28 [00:07<00:09, 1.71it/s] 224/299 7.15G 0.02077 0.01794 0.0001705 280 640: 43%|████▎ | 12/28 [00:07<00:07, 2.08it/s] 224/299 7.15G 0.02087 0.01788 0.0001704 296 640: 43%|████▎ | 12/28 [00:07<00:07, 2.08it/s] 224/299 7.15G 0.02087 0.01788 0.0001704 296 640: 46%|████▋ | 13/28 [00:07<00:05, 2.50it/s] 224/299 7.15G 0.02075 0.01783 0.0001678 285 640: 46%|████▋ | 13/28 [00:08<00:05, 2.50it/s] 224/299 7.15G 0.02075 0.01783 0.0001678 285 640: 50%|█████ | 14/28 [00:08<00:04, 2.84it/s] 224/299 7.15G 0.02067 0.0177 0.0001708 282 640: 50%|█████ | 14/28 [00:12<00:04, 2.84it/s] 224/299 7.15G 0.02067 0.0177 0.0001708 282 640: 54%|█████▎ | 15/28 [00:12<00:21, 1.64s/it] 224/299 7.15G 0.0206 0.01746 0.0001669 228 640: 54%|█████▎ | 15/28 [00:12<00:21, 1.64s/it] 224/299 7.15G 0.0206 0.01746 0.0001669 228 640: 57%|█████▋ | 16/28 [00:12<00:14, 1.22s/it] 224/299 7.15G 0.0206 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.657 0.603 0.597 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 225/299 7.15G 0.02126 0.01864 0.0003193 314 640: 0%| | 0/28 [00:00<?, ?it/s] 225/299 7.15G 0.02126 0.01864 0.0003193 314 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 225/299 7.15G 0.02108 0.01766 0.0003446 271 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 225/299 7.15G 0.02108 0.01766 0.0003446 271 640: 7%|▋ | 2/28 [00:00<00:06, 4.29it/s] 225/299 7.15G 0.02058 0.01846 0.0002596 331 640: 7%|▋ | 2/28 [00:05<00:06, 4.29it/s] 225/299 7.15G 0.02058 0.01846 0.0002596 331 640: 11%|█ | 3/28 [00:05<01:03, 2.56s/it] 225/299 7.15G 0.02066 0.01772 0.0002251 230 640: 11%|█ | 3/28 [00:06<01:03, 2.56s/it] 225/299 7.15G 0.02066 0.01772 0.0002251 230 640: 14%|█▍ | 4/28 [00:06<00:39, 1.64s/it] 225/299 7.15G 0.02033 0.01711 0.0002012 257 640: 14%|█▍ | 4/28 [00:06<00:39, 1.64s/it] 225/299 7.15G 0.02033 0.01711 0.0002012 257 640: 18%|█▊ | 5/28 [00:06<00:25, 1.13s/it] 225/299 7.15G 0.02047 0.01739 0.0002233 288 640: 18%|█▊ | 5/28 [00:06<00:25, 1.13s/it] 225/299 7.15G 0.02047 0.01739 0.0002233 288 640: 21%|██▏ | 6/28 [00:06<00:18, 1.21it/s] 225/299 7.15G 0.02036 0.01686 0.0002017 208 640: 21%|██▏ | 6/28 [00:06<00:18, 1.21it/s] 225/299 7.15G 0.02036 0.01686 0.0002017 208 640: 25%|██▌ | 7/28 [00:06<00:13, 1.60it/s] 225/299 7.15G 0.02057 0.01716 0.0001866 281 640: 25%|██▌ | 7/28 [00:06<00:13, 1.60it/s] 225/299 7.15G 0.02057 0.01716 0.0001866 281 640: 29%|██▊ | 8/28 [00:06<00:10, 1.99it/s] 225/299 7.15G 0.02049 0.01717 0.0001761 268 640: 29%|██▊ | 8/28 [00:07<00:10, 1.99it/s] 225/299 7.15G 0.02049 0.01717 0.0001761 268 640: 32%|███▏ | 9/28 [00:07<00:07, 2.43it/s] 225/299 7.15G 0.0204 0.01697 0.0001671 251 640: 32%|███▏ | 9/28 [00:07<00:07, 2.43it/s] 225/299 7.15G 0.0204 0.01697 0.0001671 251 640: 36%|███▌ | 10/28 [00:07<00:06, 2.76it/s] 225/299 7.15G 0.02031 0.01721 0.0001632 310 640: 36%|███▌ | 10/28 [00:11<00:06, 2.76it/s] 225/299 7.15G 0.02031 0.01721 0.0001632 310 640: 39%|███▉ | 11/28 [00:11<00:24, 1.44s/it] 225/299 7.15G 0.02027 0.01721 0.0001781 277 640: 39%|███▉ | 11/28 [00:11<00:24, 1.44s/it] 225/299 7.15G 0.02027 0.01721 0.0001781 277 640: 43%|████▎ | 12/28 [00:11<00:17, 1.08s/it] 225/299 7.15G 0.02031 0.0172 0.0001737 232 640: 43%|████▎ | 12/28 [00:11<00:17, 1.08s/it] 225/299 7.15G 0.02031 0.0172 0.0001737 232 640: 46%|████▋ | 13/28 [00:11<00:12, 1.23it/s] 225/299 7.15G 0.02035 0.01725 0.000171 292 640: 46%|████▋ | 13/28 [00:11<00:12, 1.23it/s] 225/299 7.15G 0.02035 0.01725 0.000171 292 640: 50%|█████ | 14/28 [00:11<00:08, 1.56it/s] 225/299 7.15G 0.02039 0.0172 0.0001973 231 640: 50%|█████ | 14/28 [00:12<00:08, 1.56it/s] 225/299 7.15G 0.02039 0.0172 0.0001973 231 640: 54%|█████▎ | 15/28 [00:12<00:06, 1.95it/s] 225/299 7.15G 0.0204 0.0172 0.0001903 275 640: 54%|█████▎ | 15/28 [00:12<00:06, 1.95it/s] 225/299 7.15G 0.0204 0.0172 0.0001903 275 640: 57%|█████▋ | 16/28 [00:12<00:05, 2.31it/s] 225/299 7.15G 0.02045 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.01it/s]
all 110 564 0.653 0.591 0.596 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 226/299 7.15G 0.02081 0.01696 0.0001328 285 640: 0%| | 0/28 [00:00<?, ?it/s] 226/299 7.15G 0.02081 0.01696 0.0001328 285 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 226/299 7.15G 0.02015 0.01652 0.0001459 256 640: 4%|▎ | 1/28 [00:00<00:05, 4.64it/s] 226/299 7.15G 0.02015 0.01652 0.0001459 256 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 226/299 7.15G 0.02026 0.01707 0.00014 273 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 226/299 7.15G 0.02026 0.01707 0.00014 273 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 226/299 7.15G 0.02029 0.01706 0.0001339 308 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 226/299 7.15G 0.02029 0.01706 0.0001339 308 640: 14%|█▍ | 4/28 [00:00<00:05, 4.35it/s] 226/299 7.15G 0.0206 0.01699 0.0001512 317 640: 14%|█▍ | 4/28 [00:01<00:05, 4.35it/s] 226/299 7.15G 0.0206 0.01699 0.0001512 317 640: 18%|█▊ | 5/28 [00:01<00:05, 4.45it/s] 226/299 7.15G 0.02029 0.01683 0.0001474 236 640: 18%|█▊ | 5/28 [00:01<00:05, 4.45it/s] 226/299 7.15G 0.02029 0.01683 0.0001474 236 640: 21%|██▏ | 6/28 [00:01<00:05, 4.32it/s] 226/299 7.15G 0.02026 0.01665 0.0001409 250 640: 21%|██▏ | 6/28 [00:05<00:05, 4.32it/s] 226/299 7.15G 0.02026 0.01665 0.0001409 250 640: 25%|██▌ | 7/28 [00:05<00:29, 1.39s/it] 226/299 7.15G 0.02035 0.01682 0.0001336 252 640: 25%|██▌ | 7/28 [00:05<00:29, 1.39s/it] 226/299 7.15G 0.02035 0.01682 0.0001336 252 640: 29%|██▊ | 8/28 [00:05<00:20, 1.02s/it] 226/299 7.15G 0.02041 0.01687 0.0001304 271 640: 29%|██▊ | 8/28 [00:05<00:20, 1.02s/it] 226/299 7.15G 0.02041 0.01687 0.0001304 271 640: 32%|███▏ | 9/28 [00:05<00:14, 1.30it/s] 226/299 7.15G 0.02043 0.01713 0.0001406 310 640: 32%|███▏ | 9/28 [00:05<00:14, 1.30it/s] 226/299 7.15G 0.02043 0.01713 0.0001406 310 640: 36%|███▌ | 10/28 [00:05<00:10, 1.64it/s] 226/299 7.15G 0.02031 0.01697 0.0001391 276 640: 36%|███▌ | 10/28 [00:06<00:10, 1.64it/s] 226/299 7.15G 0.02031 0.01697 0.0001391 276 640: 39%|███▉ | 11/28 [00:06<00:08, 2.05it/s] 226/299 7.15G 0.02017 0.01685 0.000135 260 640: 39%|███▉ | 11/28 [00:06<00:08, 2.05it/s] 226/299 7.15G 0.02017 0.01685 0.000135 260 640: 43%|████▎ | 12/28 [00:06<00:06, 2.44it/s] 226/299 7.15G 0.02021 0.01671 0.000136 233 640: 43%|████▎ | 12/28 [00:06<00:06, 2.44it/s] 226/299 7.15G 0.02021 0.01671 0.000136 233 640: 46%|████▋ | 13/28 [00:06<00:05, 2.85it/s] 226/299 7.15G 0.02024 0.01662 0.000141 273 640: 46%|████▋ | 13/28 [00:06<00:05, 2.85it/s] 226/299 7.15G 0.02024 0.01662 0.000141 273 640: 50%|█████ | 14/28 [00:06<00:04, 3.18it/s] 226/299 7.15G 0.02027 0.01683 0.0001369 299 640: 50%|█████ | 14/28 [00:11<00:04, 3.18it/s] 226/299 7.15G 0.02027 0.01683 0.0001369 299 640: 54%|█████▎ | 15/28 [00:11<00:20, 1.56s/it] 226/299 7.15G 0.02027 0.0169 0.0001367 284 640: 54%|█████▎ | 15/28 [00:11<00:20, 1.56s/it] 226/299 7.15G 0.02027 0.0169 0.0001367 284 640: 57%|█████▋ | 16/28 [00:11<00:13, 1.16s/it] 226/299 7.15G 0.02022 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.681 0.598 0.609 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 227/299 7.15G 0.02095 0.01748 9.191e-05 274 640: 0%| | 0/28 [00:00<?, ?it/s] 227/299 7.15G 0.02095 0.01748 9.191e-05 274 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 227/299 7.15G 0.02071 0.01644 8.256e-05 239 640: 4%|▎ | 1/28 [00:01<00:05, 4.52it/s] 227/299 7.15G 0.02071 0.01644 8.256e-05 239 640: 7%|▋ | 2/28 [00:01<00:19, 1.36it/s] 227/299 7.15G 0.02114 0.01819 0.0001318 325 640: 7%|▋ | 2/28 [00:05<00:19, 1.36it/s] 227/299 7.15G 0.02114 0.01819 0.0001318 325 640: 11%|█ | 3/28 [00:05<00:54, 2.19s/it] 227/299 7.15G 0.02097 0.01751 0.000151 230 640: 11%|█ | 3/28 [00:05<00:54, 2.19s/it] 227/299 7.15G 0.02097 0.01751 0.000151 230 640: 14%|█▍ | 4/28 [00:05<00:34, 1.42s/it] 227/299 7.15G 0.02091 0.01749 0.0001358 300 640: 14%|█▍ | 4/28 [00:05<00:34, 1.42s/it] 227/299 7.15G 0.02091 0.01749 0.0001358 300 640: 18%|█▊ | 5/28 [00:05<00:22, 1.02it/s] 227/299 7.15G 0.021 0.01745 0.0001258 253 640: 18%|█▊ | 5/28 [00:05<00:22, 1.02it/s] 227/299 7.15G 0.021 0.01745 0.0001258 253 640: 21%|██▏ | 6/28 [00:05<00:16, 1.37it/s] 227/299 7.15G 0.02079 0.01762 0.0001338 316 640: 21%|██▏ | 6/28 [00:06<00:16, 1.37it/s] 227/299 7.15G 0.02079 0.01762 0.0001338 316 640: 25%|██▌ | 7/28 [00:06<00:11, 1.78it/s] 227/299 7.15G 0.02071 0.01756 0.0001325 285 640: 25%|██▌ | 7/28 [00:06<00:11, 1.78it/s] 227/299 7.15G 0.02071 0.01756 0.0001325 285 640: 29%|██▊ | 8/28 [00:06<00:09, 2.18it/s] 227/299 7.15G 0.02077 0.01725 0.0001324 224 640: 29%|██▊ | 8/28 [00:06<00:09, 2.18it/s] 227/299 7.15G 0.02077 0.01725 0.0001324 224 640: 32%|███▏ | 9/28 [00:06<00:07, 2.62it/s] 227/299 7.15G 0.02073 0.0176 0.0001296 393 640: 32%|███▏ | 9/28 [00:07<00:07, 2.62it/s] 227/299 7.15G 0.02073 0.0176 0.0001296 393 640: 36%|███▌ | 10/28 [00:07<00:10, 1.75it/s] 227/299 7.15G 0.02072 0.01759 0.0001308 249 640: 36%|███▌ | 10/28 [00:11<00:10, 1.75it/s] 227/299 7.15G 0.02072 0.01759 0.0001308 249 640: 39%|███▉ | 11/28 [00:11<00:27, 1.63s/it] 227/299 7.15G 0.02066 0.01745 0.0001256 261 640: 39%|███▉ | 11/28 [00:11<00:27, 1.63s/it] 227/299 7.15G 0.02066 0.01745 0.0001256 261 640: 43%|████▎ | 12/28 [00:11<00:19, 1.21s/it] 227/299 7.15G 0.0207 0.01773 0.0001218 340 640: 43%|████▎ | 12/28 [00:12<00:19, 1.21s/it] 227/299 7.15G 0.0207 0.01773 0.0001218 340 640: 46%|████▋ | 13/28 [00:12<00:13, 1.10it/s] 227/299 7.15G 0.02066 0.01752 0.0001235 223 640: 46%|████▋ | 13/28 [00:12<00:13, 1.10it/s] 227/299 7.15G 0.02066 0.01752 0.0001235 223 640: 50%|█████ | 14/28 [00:12<00:09, 1.41it/s] 227/299 7.15G 0.02064 0.0178 0.0001202 361 640: 50%|█████ | 14/28 [00:12<00:09, 1.41it/s] 227/299 7.15G 0.02064 0.0178 0.0001202 361 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.79it/s] 227/299 7.15G 0.02062 0.01762 0.0001176 243 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.79it/s] 227/299 7.15G 0.02062 0.01762 0.0001176 243 640: 57%|█████▋ | 16/28 [00:12<00:05, 2.16it/s] 227/299 7.15G 0.02062 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.05it/s]
all 110 564 0.681 0.579 0.604 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 228/299 7.15G 0.01958 0.0167 0.0001149 248 640: 0%| | 0/28 [00:00<?, ?it/s] 228/299 7.15G 0.01958 0.0167 0.0001149 248 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 228/299 7.15G 0.02003 0.01753 0.000111 300 640: 4%|▎ | 1/28 [00:00<00:05, 4.62it/s] 228/299 7.15G 0.02003 0.01753 0.000111 300 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 228/299 7.15G 0.01977 0.01798 0.0001026 291 640: 7%|▋ | 2/28 [00:00<00:05, 4.39it/s] 228/299 7.15G 0.01977 0.01798 0.0001026 291 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 228/299 7.15G 0.0203 0.01839 0.000118 365 640: 11%|█ | 3/28 [00:00<00:05, 4.53it/s] 228/299 7.15G 0.0203 0.01839 0.000118 365 640: 14%|█▍ | 4/28 [00:00<00:05, 4.43it/s] 228/299 7.15G 0.02045 0.01773 0.0001081 284 640: 14%|█▍ | 4/28 [00:01<00:05, 4.43it/s] 228/299 7.15G 0.02045 0.01773 0.0001081 284 640: 18%|█▊ | 5/28 [00:01<00:05, 4.48it/s] 228/299 7.15G 0.02061 0.01757 0.0001653 233 640: 18%|█▊ | 5/28 [00:02<00:05, 4.48it/s] 228/299 7.15G 0.02061 0.01757 0.0001653 233 640: 21%|██▏ | 6/28 [00:02<00:12, 1.76it/s] 228/299 7.15G 0.02068 0.01775 0.0001544 302 640: 21%|██▏ | 6/28 [00:05<00:12, 1.76it/s] 228/299 7.15G 0.02068 0.01775 0.0001544 302 640: 25%|██▌ | 7/28 [00:05<00:30, 1.44s/it] 228/299 7.15G 0.02043 0.01753 0.0001463 257 640: 25%|██▌ | 7/28 [00:05<00:30, 1.44s/it] 228/299 7.15G 0.02043 0.01753 0.0001463 257 640: 29%|██▊ | 8/28 [00:05<00:21, 1.06s/it] 228/299 7.15G 0.02046 0.01722 0.0001376 216 640: 29%|██▊ | 8/28 [00:06<00:21, 1.06s/it] 228/299 7.15G 0.02046 0.01722 0.0001376 216 640: 32%|███▏ | 9/28 [00:06<00:15, 1.26it/s] 228/299 7.15G 0.02033 0.0173 0.0001343 330 640: 32%|███▏ | 9/28 [00:06<00:15, 1.26it/s] 228/299 7.15G 0.02033 0.0173 0.0001343 330 640: 36%|███▌ | 10/28 [00:06<00:11, 1.60it/s] 228/299 7.15G 0.02027 0.01731 0.0001283 257 640: 36%|███▌ | 10/28 [00:06<00:11, 1.60it/s] 228/299 7.15G 0.02027 0.01731 0.0001283 257 640: 39%|███▉ | 11/28 [00:06<00:08, 2.00it/s] 228/299 7.15G 0.02044 0.01736 0.0001331 285 640: 39%|███▉ | 11/28 [00:06<00:08, 2.00it/s] 228/299 7.15G 0.02044 0.01736 0.0001331 285 640: 43%|████▎ | 12/28 [00:06<00:06, 2.37it/s] 228/299 7.15G 0.02042 0.01724 0.0001287 263 640: 43%|████▎ | 12/28 [00:06<00:06, 2.37it/s] 228/299 7.15G 0.02042 0.01724 0.0001287 263 640: 46%|████▋ | 13/28 [00:06<00:05, 2.78it/s] 228/299 7.15G 0.0204 0.01727 0.0001363 297 640: 46%|████▋ | 13/28 [00:09<00:05, 2.78it/s] 228/299 7.15G 0.0204 0.01727 0.0001363 297 640: 50%|█████ | 14/28 [00:09<00:15, 1.14s/it] 228/299 7.15G 0.0203 0.01724 0.0001314 244 640: 50%|█████ | 14/28 [00:13<00:15, 1.14s/it] 228/299 7.15G 0.0203 0.01724 0.0001314 244 640: 54%|█████▎ | 15/28 [00:13<00:23, 1.79s/it] 228/299 7.15G 0.02027 0.01723 0.0001362 300 640: 54%|█████▎ | 15/28 [00:13<00:23, 1.79s/it] 228/299 7.15G 0.02027 0.01723 0.0001362 300 640: 57%|█████▋ | 16/28 [00:13<00:15, 1.32s/it] 228/299 7.15G 0.02035 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.73it/s]
all 110 564 0.679 0.567 0.6 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 229/299 7.15G 0.01872 0.01572 7.223e-05 244 640: 0%| | 0/28 [00:00<?, ?it/s] 229/299 7.15G 0.01872 0.01572 7.223e-05 244 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 229/299 7.15G 0.01937 0.01727 6.986e-05 322 640: 4%|▎ | 1/28 [00:02<00:06, 4.49it/s] 229/299 7.15G 0.01937 0.01727 6.986e-05 322 640: 7%|▋ | 2/28 [00:02<00:34, 1.31s/it] 229/299 7.15G 0.01982 0.01789 7.333e-05 308 640: 7%|▋ | 2/28 [00:04<00:34, 1.31s/it] 229/299 7.15G 0.01982 0.01789 7.333e-05 308 640: 11%|█ | 3/28 [00:04<00:39, 1.59s/it] 229/299 7.15G 0.02003 0.01751 8.308e-05 281 640: 11%|█ | 3/28 [00:04<00:39, 1.59s/it] 229/299 7.15G 0.02003 0.01751 8.308e-05 281 640: 14%|█▍ | 4/28 [00:04<00:25, 1.06s/it] 229/299 7.15G 0.01979 0.0176 7.905e-05 284 640: 14%|█▍ | 4/28 [00:04<00:25, 1.06s/it] 229/299 7.15G 0.01979 0.0176 7.905e-05 284 640: 18%|█▊ | 5/28 [00:04<00:17, 1.33it/s] 229/299 7.15G 0.01993 0.01747 0.0001035 266 640: 18%|█▊ | 5/28 [00:04<00:17, 1.33it/s] 229/299 7.15G 0.01993 0.01747 0.0001035 266 640: 21%|██▏ | 6/28 [00:04<00:12, 1.73it/s] 229/299 7.15G 0.02005 0.01711 0.0001018 274 640: 21%|██▏ | 6/28 [00:05<00:12, 1.73it/s] 229/299 7.15G 0.02005 0.01711 0.0001018 274 640: 25%|██▌ | 7/28 [00:05<00:09, 2.18it/s] 229/299 7.15G 0.02017 0.01714 0.0001036 310 640: 25%|██▌ | 7/28 [00:05<00:09, 2.18it/s] 229/299 7.15G 0.02017 0.01714 0.0001036 310 640: 29%|██▊ | 8/28 [00:05<00:07, 2.58it/s] 229/299 7.15G 0.02025 0.01694 0.0001006 263 640: 29%|██▊ | 8/28 [00:05<00:07, 2.58it/s] 229/299 7.15G 0.02025 0.01694 0.0001006 263 640: 32%|███▏ | 9/28 [00:05<00:06, 3.00it/s] 229/299 7.15G 0.02036 0.01695 9.933e-05 273 640: 32%|███▏ | 9/28 [00:08<00:06, 3.00it/s] 229/299 7.15G 0.02036 0.01695 9.933e-05 273 640: 36%|███▌ | 10/28 [00:08<00:22, 1.23s/it] 229/299 7.15G 0.02034 0.0171 9.736e-05 321 640: 36%|███▌ | 10/28 [00:11<00:22, 1.23s/it] 229/299 7.15G 0.02034 0.0171 9.736e-05 321 640: 39%|███▉ | 11/28 [00:11<00:30, 1.78s/it] 229/299 7.15G 0.0203 0.01714 9.412e-05 271 640: 39%|███▉ | 11/28 [00:12<00:30, 1.78s/it] 229/299 7.15G 0.0203 0.01714 9.412e-05 271 640: 43%|████▎ | 12/28 [00:12<00:21, 1.31s/it] 229/299 7.15G 0.02026 0.01717 9.253e-05 294 640: 43%|████▎ | 12/28 [00:12<00:21, 1.31s/it] 229/299 7.15G 0.02026 0.01717 9.253e-05 294 640: 46%|████▋ | 13/28 [00:12<00:14, 1.02it/s] 229/299 7.15G 0.02019 0.01722 9.171e-05 273 640: 46%|████▋ | 13/28 [00:12<00:14, 1.02it/s] 229/299 7.15G 0.02019 0.01722 9.171e-05 273 640: 50%|█████ | 14/28 [00:12<00:10, 1.32it/s] 229/299 7.15G 0.02016 0.01718 9.169e-05 316 640: 50%|█████ | 14/28 [00:12<00:10, 1.32it/s] 229/299 7.15G 0.02016 0.01718 9.169e-05 316 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.68it/s] 229/299 7.15G 0.02019 0.01728 9.186e-05 294 640: 54%|█████▎ | 15/28 [00:13<00:07, 1.68it/s] 229/299 7.15G 0.02019 0.01728 9.186e-05 294 640: 57%|█████▋ | 16/28 [00:13<00:05, 2.05it/s] 229/299 7.15G 0.02024 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s]
all 110 564 0.661 0.622 0.607 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 230/299 7.15G 0.01968 0.01622 7.791e-05 275 640: 0%| | 0/28 [00:00<?, ?it/s] 230/299 7.15G 0.01968 0.01622 7.791e-05 275 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 230/299 7.15G 0.021 0.01675 7.452e-05 284 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 230/299 7.15G 0.021 0.01675 7.452e-05 284 640: 7%|▋ | 2/28 [00:00<00:06, 4.16it/s] 230/299 7.15G 0.02093 0.01755 7.824e-05 317 640: 7%|▋ | 2/28 [00:01<00:06, 4.16it/s] 230/299 7.15G 0.02093 0.01755 7.824e-05 317 640: 11%|█ | 3/28 [00:01<00:13, 1.79it/s] 230/299 7.15G 0.0212 0.01742 0.0001085 237 640: 11%|█ | 3/28 [00:01<00:13, 1.79it/s] 230/299 7.15G 0.0212 0.01742 0.0001085 237 640: 14%|█▍ | 4/28 [00:01<00:10, 2.30it/s] 230/299 7.15G 0.02132 0.01764 0.0001296 293 640: 14%|█▍ | 4/28 [00:01<00:10, 2.30it/s] 230/299 7.15G 0.02132 0.01764 0.0001296 293 640: 18%|█▊ | 5/28 [00:01<00:08, 2.81it/s] 230/299 7.15G 0.02084 0.01716 0.0001246 254 640: 18%|█▊ | 5/28 [00:02<00:08, 2.81it/s] 230/299 7.15G 0.02084 0.01716 0.0001246 254 640: 21%|██▏ | 6/28 [00:02<00:11, 1.90it/s] 230/299 7.15G 0.02069 0.01697 0.0001177 288 640: 21%|██▏ | 6/28 [00:06<00:11, 1.90it/s] 230/299 7.15G 0.02069 0.01697 0.0001177 288 640: 25%|██▌ | 7/28 [00:06<00:33, 1.58s/it] 230/299 7.15G 0.02059 0.01684 0.0001135 248 640: 25%|██▌ | 7/28 [00:06<00:33, 1.58s/it] 230/299 7.15G 0.02059 0.01684 0.0001135 248 640: 29%|██▊ | 8/28 [00:06<00:23, 1.15s/it] 230/299 7.15G 0.02034 0.01688 0.000113 247 640: 29%|██▊ | 8/28 [00:06<00:23, 1.15s/it] 230/299 7.15G 0.02034 0.01688 0.000113 247 640: 32%|███▏ | 9/28 [00:06<00:16, 1.17it/s] 230/299 7.15G 0.02009 0.01696 0.0001136 282 640: 32%|███▏ | 9/28 [00:07<00:16, 1.17it/s] 230/299 7.15G 0.02009 0.01696 0.0001136 282 640: 36%|███▌ | 10/28 [00:07<00:12, 1.49it/s] 230/299 7.15G 0.02008 0.01678 0.0001117 222 640: 36%|███▌ | 10/28 [00:07<00:12, 1.49it/s] 230/299 7.15G 0.02008 0.01678 0.0001117 222 640: 39%|███▉ | 11/28 [00:07<00:09, 1.84it/s] 230/299 7.15G 0.02024 0.01695 0.0001096 292 640: 39%|███▉ | 11/28 [00:07<00:09, 1.84it/s] 230/299 7.15G 0.02024 0.01695 0.0001096 292 640: 43%|████▎ | 12/28 [00:07<00:07, 2.21it/s] 230/299 7.15G 0.02016 0.01694 0.0001075 289 640: 43%|████▎ | 12/28 [00:07<00:07, 2.21it/s] 230/299 7.15G 0.02016 0.01694 0.0001075 289 640: 46%|████▋ | 13/28 [00:07<00:05, 2.64it/s] 230/299 7.15G 0.02026 0.01697 0.0001053 262 640: 46%|████▋ | 13/28 [00:08<00:05, 2.64it/s] 230/299 7.15G 0.02026 0.01697 0.0001053 262 640: 50%|█████ | 14/28 [00:08<00:08, 1.69it/s] 230/299 7.15G 0.02029 0.01727 0.0001028 318 640: 50%|█████ | 14/28 [00:12<00:08, 1.69it/s] 230/299 7.15G 0.02029 0.01727 0.0001028 318 640: 54%|█████▎ | 15/28 [00:12<00:21, 1.63s/it] 230/299 7.15G 0.02025 0.0175 0.0001037 306 640: 54%|█████▎ | 15/28 [00:13<00:21, 1.63s/it] 230/299 7.15G 0.02025 0.0175 0.0001037 306 640: 57%|█████▋ | 16/28 [00:13<00:14, 1.21s/it] 230/299 7.15G 0.02025 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.67it/s]
all 110 564 0.665 0.62 0.612 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 231/299 7.15G 0.02006 0.01699 7.692e-05 312 640: 0%| | 0/28 [00:00<?, ?it/s] 231/299 7.15G 0.02006 0.01699 7.692e-05 312 640: 4%|▎ | 1/28 [00:00<00:06, 4.24it/s] 231/299 7.15G 0.02022 0.01712 0.0001275 284 640: 4%|▎ | 1/28 [00:00<00:06, 4.24it/s] 231/299 7.15G 0.02022 0.01712 0.0001275 284 640: 7%|▋ | 2/28 [00:00<00:06, 4.16it/s] 231/299 7.15G 0.02042 0.0169 0.000134 295 640: 7%|▋ | 2/28 [00:04<00:06, 4.16it/s] 231/299 7.15G 0.02042 0.0169 0.000134 295 640: 11%|█ | 3/28 [00:04<00:48, 1.95s/it] 231/299 7.15G 0.02027 0.01702 0.0001503 303 640: 11%|█ | 3/28 [00:04<00:48, 1.95s/it] 231/299 7.15G 0.02027 0.01702 0.0001503 303 640: 14%|█▍ | 4/28 [00:04<00:30, 1.28s/it] 231/299 7.15G 0.02019 0.01649 0.0001524 232 640: 14%|█▍ | 4/28 [00:04<00:30, 1.28s/it] 231/299 7.15G 0.02019 0.01649 0.0001524 232 640: 18%|█▊ | 5/28 [00:04<00:20, 1.12it/s] 231/299 7.15G 0.02004 0.0169 0.0001519 311 640: 18%|█▊ | 5/28 [00:05<00:20, 1.12it/s] 231/299 7.15G 0.02004 0.0169 0.0001519 311 640: 21%|██▏ | 6/28 [00:05<00:14, 1.47it/s] 231/299 7.15G 0.01988 0.01703 0.0001518 305 640: 21%|██▏ | 6/28 [00:06<00:14, 1.47it/s] 231/299 7.15G 0.01988 0.01703 0.0001518 305 640: 25%|██▌ | 7/28 [00:06<00:20, 1.01it/s] 231/299 7.15G 0.02018 0.01708 0.0001512 248 640: 25%|██▌ | 7/28 [00:07<00:20, 1.01it/s] 231/299 7.15G 0.02018 0.01708 0.0001512 248 640: 29%|██▊ | 8/28 [00:07<00:15, 1.32it/s] 231/299 7.15G 0.02011 0.017 0.0001487 241 640: 29%|██▊ | 8/28 [00:07<00:15, 1.32it/s] 231/299 7.15G 0.02011 0.017 0.0001487 241 640: 32%|███▏ | 9/28 [00:07<00:11, 1.70it/s] 231/299 7.15G 0.02003 0.0168 0.0001466 249 640: 32%|███▏ | 9/28 [00:07<00:11, 1.70it/s] 231/299 7.15G 0.02003 0.0168 0.0001466 249 640: 36%|███▌ | 10/28 [00:07<00:08, 2.07it/s] 231/299 7.15G 0.02014 0.01688 0.0001439 276 640: 36%|███▌ | 10/28 [00:11<00:08, 2.07it/s] 231/299 7.15G 0.02014 0.01688 0.0001439 276 640: 39%|███▉ | 11/28 [00:11<00:28, 1.65s/it] 231/299 7.15G 0.02022 0.01676 0.000142 245 640: 39%|███▉ | 11/28 [00:12<00:28, 1.65s/it] 231/299 7.15G 0.02022 0.01676 0.000142 245 640: 43%|████▎ | 12/28 [00:12<00:19, 1.22s/it] 231/299 7.15G 0.0201 0.01671 0.0001368 273 640: 43%|████▎ | 12/28 [00:12<00:19, 1.22s/it] 231/299 7.15G 0.0201 0.01671 0.0001368 273 640: 46%|████▋ | 13/28 [00:12<00:13, 1.09it/s] 231/299 7.15G 0.02009 0.01662 0.0001333 212 640: 46%|████▋ | 13/28 [00:12<00:13, 1.09it/s] 231/299 7.15G 0.02009 0.01662 0.0001333 212 640: 50%|█████ | 14/28 [00:12<00:09, 1.41it/s] 231/299 7.15G 0.02011 0.01657 0.0001306 296 640: 50%|█████ | 14/28 [00:13<00:09, 1.41it/s] 231/299 7.15G 0.02011 0.01657 0.0001306 296 640: 54%|█████▎ | 15/28 [00:13<00:10, 1.21it/s] 231/299 7.15G 0.02009 0.01675 0.0001336 306 640: 54%|█████▎ | 15/28 [00:13<00:10, 1.21it/s] 231/299 7.15G 0.02009 0.01675 0.0001336 306 640: 57%|█████▋ | 16/28 [00:13<00:07, 1.54it/s] 231/299 7.15G 0.02023 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.93it/s]
all 110 564 0.698 0.58 0.604 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 232/299 7.15G 0.0203 0.01527 8.065e-05 239 640: 0%| | 0/28 [00:00<?, ?it/s] 232/299 7.15G 0.0203 0.01527 8.065e-05 239 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 232/299 7.15G 0.02093 0.01451 9.851e-05 253 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 232/299 7.15G 0.02093 0.01451 9.851e-05 253 640: 7%|▋ | 2/28 [00:00<00:06, 4.31it/s] 232/299 7.15G 0.02119 0.01683 0.0001441 355 640: 7%|▋ | 2/28 [00:01<00:06, 4.31it/s] 232/299 7.15G 0.02119 0.01683 0.0001441 355 640: 11%|█ | 3/28 [00:01<00:13, 1.85it/s] 232/299 7.15G 0.02091 0.01724 0.0001494 283 640: 11%|█ | 3/28 [00:01<00:13, 1.85it/s] 232/299 7.15G 0.02091 0.01724 0.0001494 283 640: 14%|█▍ | 4/28 [00:01<00:10, 2.36it/s] 232/299 7.15G 0.02081 0.01744 0.0001405 347 640: 14%|█▍ | 4/28 [00:01<00:10, 2.36it/s] 232/299 7.15G 0.02081 0.01744 0.0001405 347 640: 18%|█▊ | 5/28 [00:01<00:08, 2.86it/s] 232/299 7.15G 0.02044 0.01696 0.0001317 230 640: 18%|█▊ | 5/28 [00:02<00:08, 2.86it/s] 232/299 7.15G 0.02044 0.01696 0.0001317 230 640: 21%|██▏ | 6/28 [00:02<00:06, 3.19it/s] 232/299 7.15G 0.0202 0.01685 0.0001251 266 640: 21%|██▏ | 6/28 [00:05<00:06, 3.19it/s] 232/299 7.15G 0.0202 0.01685 0.0001251 266 640: 25%|██▌ | 7/28 [00:05<00:29, 1.39s/it] 232/299 7.15G 0.02004 0.01675 0.0001171 292 640: 25%|██▌ | 7/28 [00:05<00:29, 1.39s/it] 232/299 7.15G 0.02004 0.01675 0.0001171 292 640: 29%|██▊ | 8/28 [00:05<00:20, 1.03s/it] 232/299 7.15G 0.01983 0.01661 0.0001124 227 640: 29%|██▊ | 8/28 [00:06<00:20, 1.03s/it] 232/299 7.15G 0.01983 0.01661 0.0001124 227 640: 32%|███▏ | 9/28 [00:06<00:14, 1.30it/s] 232/299 7.15G 0.01977 0.01686 0.0001234 332 640: 32%|███▏ | 9/28 [00:06<00:14, 1.30it/s] 232/299 7.15G 0.01977 0.01686 0.0001234 332 640: 36%|███▌ | 10/28 [00:06<00:10, 1.65it/s] 232/299 7.15G 0.0196 0.01675 0.0001241 265 640: 36%|███▌ | 10/28 [00:08<00:10, 1.65it/s] 232/299 7.15G 0.0196 0.01675 0.0001241 265 640: 39%|███▉ | 11/28 [00:08<00:15, 1.08it/s] 232/299 7.15G 0.01954 0.01707 0.0001215 342 640: 39%|███▉ | 11/28 [00:08<00:15, 1.08it/s] 232/299 7.15G 0.01954 0.01707 0.0001215 342 640: 43%|████▎ | 12/28 [00:08<00:11, 1.39it/s] 232/299 7.15G 0.01966 0.0168 0.0001181 220 640: 43%|████▎ | 12/28 [00:08<00:11, 1.39it/s] 232/299 7.15G 0.01966 0.0168 0.0001181 220 640: 46%|████▋ | 13/28 [00:08<00:08, 1.76it/s] 232/299 7.15G 0.0197 0.01687 0.0001174 281 640: 46%|████▋ | 13/28 [00:08<00:08, 1.76it/s] 232/299 7.15G 0.0197 0.01687 0.0001174 281 640: 50%|█████ | 14/28 [00:08<00:06, 2.12it/s] 232/299 7.15G 0.01971 0.01679 0.0001216 231 640: 50%|█████ | 14/28 [00:12<00:06, 2.12it/s] 232/299 7.15G 0.01971 0.01679 0.0001216 231 640: 54%|█████▎ | 15/28 [00:12<00:17, 1.32s/it] 232/299 7.15G 0.0197 0.01681 0.0001216 282 640: 54%|█████▎ | 15/28 [00:12<00:17, 1.32s/it] 232/299 7.15G 0.0197 0.01681 0.0001216 282 640: 57%|█████▋ | 16/28 [00:12<00:11, 1.00it/s] 232/299 7.15G 0.01974 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s]
all 110 564 0.692 0.599 0.61 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 233/299 7.15G 0.01999 0.01498 0.0001279 228 640: 0%| | 0/28 [00:00<?, ?it/s] 233/299 7.15G 0.01999 0.01498 0.0001279 228 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 233/299 7.15G 0.01889 0.01379 9.545e-05 206 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 233/299 7.15G 0.01889 0.01379 9.545e-05 206 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 233/299 7.15G 0.0199 0.01539 9.214e-05 302 640: 7%|▋ | 2/28 [00:02<00:06, 4.25it/s] 233/299 7.15G 0.0199 0.01539 9.214e-05 302 640: 11%|█ | 3/28 [00:02<00:24, 1.00it/s] 233/299 7.15G 0.01963 0.01524 8.952e-05 236 640: 11%|█ | 3/28 [00:02<00:24, 1.00it/s] 233/299 7.15G 0.01963 0.01524 8.952e-05 236 640: 14%|█▍ | 4/28 [00:02<00:16, 1.42it/s] 233/299 7.15G 0.01989 0.01574 0.0001947 265 640: 14%|█▍ | 4/28 [00:02<00:16, 1.42it/s] 233/299 7.15G 0.01989 0.01574 0.0001947 265 640: 18%|█▊ | 5/28 [00:02<00:12, 1.90it/s] 233/299 7.15G 0.01991 0.01613 0.0003182 272 640: 18%|█▊ | 5/28 [00:03<00:12, 1.90it/s] 233/299 7.15G 0.01991 0.01613 0.0003182 272 640: 21%|██▏ | 6/28 [00:03<00:09, 2.33it/s] 233/299 7.15G 0.01997 0.01672 0.0002833 330 640: 21%|██▏ | 6/28 [00:05<00:09, 2.33it/s] 233/299 7.15G 0.01997 0.01672 0.0002833 330 640: 25%|██▌ | 7/28 [00:05<00:23, 1.10s/it] 233/299 7.15G 0.0199 0.01659 0.0002586 269 640: 25%|██▌ | 7/28 [00:05<00:23, 1.10s/it] 233/299 7.15G 0.0199 0.01659 0.0002586 269 640: 29%|██▊ | 8/28 [00:05<00:16, 1.21it/s] 233/299 7.15G 0.02002 0.01681 0.0002428 298 640: 29%|██▊ | 8/28 [00:06<00:16, 1.21it/s] 233/299 7.15G 0.02002 0.01681 0.0002428 298 640: 32%|███▏ | 9/28 [00:06<00:12, 1.57it/s] 233/299 7.15G 0.02016 0.01703 0.0002372 276 640: 32%|███▏ | 9/28 [00:06<00:12, 1.57it/s] 233/299 7.15G 0.02016 0.01703 0.0002372 276 640: 36%|███▌ | 10/28 [00:06<00:09, 1.94it/s] 233/299 7.15G 0.02017 0.01719 0.0002273 289 640: 36%|███▌ | 10/28 [00:10<00:09, 1.94it/s] 233/299 7.15G 0.02017 0.01719 0.0002273 289 640: 39%|███▉ | 11/28 [00:10<00:26, 1.54s/it] 233/299 7.15G 0.02015 0.01699 0.0002241 246 640: 39%|███▉ | 11/28 [00:10<00:26, 1.54s/it] 233/299 7.15G 0.02015 0.01699 0.0002241 246 640: 43%|████▎ | 12/28 [00:10<00:18, 1.15s/it] 233/299 7.15G 0.02 0.01704 0.0002154 293 640: 43%|████▎ | 12/28 [00:10<00:18, 1.15s/it] 233/299 7.15G 0.02 0.01704 0.0002154 293 640: 46%|████▋ | 13/28 [00:10<00:12, 1.16it/s] 233/299 7.15G 0.01994 0.01714 0.000252 299 640: 46%|████▋ | 13/28 [00:10<00:12, 1.16it/s] 233/299 7.15G 0.01994 0.01714 0.000252 299 640: 50%|█████ | 14/28 [00:10<00:09, 1.48it/s] 233/299 7.15G 0.01998 0.01735 0.0002413 319 640: 50%|█████ | 14/28 [00:13<00:09, 1.48it/s] 233/299 7.15G 0.01998 0.01735 0.0002413 319 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.23s/it] 233/299 7.15G 0.01994 0.01753 0.0002357 359 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.23s/it] 233/299 7.15G 0.01994 0.01753 0.0002357 359 640: 57%|█████▋ | 16/28 [00:13<00:11, 1.07it/s] 233/299 7.15G 0.01996
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s]
all 110 564 0.649 0.626 0.594 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 234/299 7.15G 0.01943 0.01783 9.657e-05 297 640: 0%| | 0/28 [00:00<?, ?it/s] 234/299 7.15G 0.01943 0.01783 9.657e-05 297 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 234/299 7.15G 0.02041 0.01731 0.0001336 291 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 234/299 7.15G 0.02041 0.01731 0.0001336 291 640: 7%|▋ | 2/28 [00:00<00:07, 3.64it/s] 234/299 7.15G 0.02038 0.01865 0.000111 351 640: 7%|▋ | 2/28 [00:02<00:07, 3.64it/s] 234/299 7.15G 0.02038 0.01865 0.000111 351 640: 11%|█ | 3/28 [00:02<00:26, 1.06s/it] 234/299 7.15G 0.02035 0.01799 0.0001271 263 640: 11%|█ | 3/28 [00:02<00:26, 1.06s/it] 234/299 7.15G 0.02035 0.01799 0.0001271 263 640: 14%|█▍ | 4/28 [00:02<00:17, 1.35it/s] 234/299 7.15G 0.02089 0.01824 0.0001294 316 640: 14%|█▍ | 4/28 [00:02<00:17, 1.35it/s] 234/299 7.15G 0.02089 0.01824 0.0001294 316 640: 18%|█▊ | 5/28 [00:02<00:12, 1.81it/s] 234/299 7.15G 0.02076 0.01806 0.000134 259 640: 18%|█▊ | 5/28 [00:03<00:12, 1.81it/s] 234/299 7.15G 0.02076 0.01806 0.000134 259 640: 21%|██▏ | 6/28 [00:03<00:09, 2.23it/s] 234/299 7.15G 0.02097 0.01792 0.0001396 292 640: 21%|██▏ | 6/28 [00:05<00:09, 2.23it/s] 234/299 7.15G 0.02097 0.01792 0.0001396 292 640: 25%|██▌ | 7/28 [00:05<00:20, 1.03it/s] 234/299 7.15G 0.02098 0.01785 0.0001619 279 640: 25%|██▌ | 7/28 [00:05<00:20, 1.03it/s] 234/299 7.15G 0.02098 0.01785 0.0001619 279 640: 29%|██▊ | 8/28 [00:05<00:14, 1.35it/s] 234/299 7.15G 0.02067 0.0174 0.0001534 208 640: 29%|██▊ | 8/28 [00:05<00:14, 1.35it/s] 234/299 7.15G 0.02067 0.0174 0.0001534 208 640: 32%|███▏ | 9/28 [00:05<00:10, 1.73it/s] 234/299 7.15G 0.02053 0.01741 0.000152 306 640: 32%|███▏ | 9/28 [00:06<00:10, 1.73it/s] 234/299 7.15G 0.02053 0.01741 0.000152 306 640: 36%|███▌ | 10/28 [00:06<00:08, 2.10it/s] 234/299 7.15G 0.02054 0.01741 0.0001454 268 640: 36%|███▌ | 10/28 [00:08<00:08, 2.10it/s] 234/299 7.15G 0.02054 0.01741 0.0001454 268 640: 39%|███▉ | 11/28 [00:08<00:19, 1.14s/it] 234/299 7.15G 0.02067 0.01754 0.0001459 368 640: 39%|███▉ | 11/28 [00:08<00:19, 1.14s/it] 234/299 7.15G 0.02067 0.01754 0.0001459 368 640: 43%|████▎ | 12/28 [00:08<00:13, 1.15it/s] 234/299 7.15G 0.02052 0.01742 0.0001442 308 640: 43%|████▎ | 12/28 [00:09<00:13, 1.15it/s] 234/299 7.15G 0.02052 0.01742 0.0001442 308 640: 46%|████▋ | 13/28 [00:09<00:10, 1.48it/s] 234/299 7.15G 0.02049 0.01741 0.0001516 282 640: 46%|████▋ | 13/28 [00:09<00:10, 1.48it/s] 234/299 7.15G 0.02049 0.01741 0.0001516 282 640: 50%|█████ | 14/28 [00:09<00:07, 1.84it/s] 234/299 7.15G 0.02042 0.01738 0.0001516 293 640: 50%|█████ | 14/28 [00:12<00:07, 1.84it/s] 234/299 7.15G 0.02042 0.01738 0.0001516 293 640: 54%|█████▎ | 15/28 [00:12<00:15, 1.20s/it] 234/299 7.15G 0.0205 0.01723 0.0001496 245 640: 54%|█████▎ | 15/28 [00:12<00:15, 1.20s/it] 234/299 7.15G 0.0205 0.01723 0.0001496 245 640: 57%|█████▋ | 16/28 [00:12<00:10, 1.10it/s] 234/299 7.15G 0.0204 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s]
all 110 564 0.669 0.587 0.592 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 235/299 7.15G 0.02044 0.01529 0.0002024 256 640: 0%| | 0/28 [00:00<?, ?it/s] 235/299 7.15G 0.02044 0.01529 0.0002024 256 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 235/299 7.15G 0.02087 0.01597 0.0001568 236 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 235/299 7.15G 0.02087 0.01597 0.0001568 236 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 235/299 7.15G 0.02052 0.01617 0.000237 270 640: 7%|▋ | 2/28 [00:03<00:06, 4.28it/s] 235/299 7.15G 0.02052 0.01617 0.000237 270 640: 11%|█ | 3/28 [00:03<00:37, 1.51s/it] 235/299 7.15G 0.01981 0.01622 0.0001935 239 640: 11%|█ | 3/28 [00:03<00:37, 1.51s/it] 235/299 7.15G 0.01981 0.01622 0.0001935 239 640: 14%|█▍ | 4/28 [00:03<00:24, 1.01s/it] 235/299 7.15G 0.02007 0.01626 0.0001909 271 640: 14%|█▍ | 4/28 [00:03<00:24, 1.01s/it] 235/299 7.15G 0.02007 0.01626 0.0001909 271 640: 18%|█▊ | 5/28 [00:03<00:16, 1.39it/s] 235/299 7.15G 0.0202 0.01625 0.0002092 237 640: 18%|█▊ | 5/28 [00:04<00:16, 1.39it/s] 235/299 7.15G 0.0202 0.01625 0.0002092 237 640: 21%|██▏ | 6/28 [00:04<00:12, 1.79it/s] 235/299 7.15G 0.02005 0.01608 0.0002301 221 640: 21%|██▏ | 6/28 [00:05<00:12, 1.79it/s] 235/299 7.15G 0.02005 0.01608 0.0002301 221 640: 25%|██▌ | 7/28 [00:05<00:17, 1.20it/s] 235/299 7.15G 0.01997 0.01616 0.000211 295 640: 25%|██▌ | 7/28 [00:05<00:17, 1.20it/s] 235/299 7.15G 0.01997 0.01616 0.000211 295 640: 29%|██▊ | 8/28 [00:05<00:12, 1.54it/s] 235/299 7.15G 0.01995 0.01623 0.0002034 280 640: 29%|██▊ | 8/28 [00:06<00:12, 1.54it/s] 235/299 7.15G 0.01995 0.01623 0.0002034 280 640: 32%|███▏ | 9/28 [00:06<00:09, 1.95it/s] 235/299 7.15G 0.02001 0.01624 0.0001924 247 640: 32%|███▏ | 9/28 [00:06<00:09, 1.95it/s] 235/299 7.15G 0.02001 0.01624 0.0001924 247 640: 36%|███▌ | 10/28 [00:06<00:07, 2.34it/s] 235/299 7.15G 0.01991 0.01614 0.000191 232 640: 36%|███▌ | 10/28 [00:10<00:07, 2.34it/s] 235/299 7.15G 0.01991 0.01614 0.000191 232 640: 39%|███▉ | 11/28 [00:10<00:28, 1.65s/it] 235/299 7.15G 0.01989 0.01615 0.0001819 257 640: 39%|███▉ | 11/28 [00:10<00:28, 1.65s/it] 235/299 7.15G 0.01989 0.01615 0.0001819 257 640: 43%|████▎ | 12/28 [00:10<00:19, 1.22s/it] 235/299 7.15G 0.02006 0.01635 0.0001853 280 640: 43%|████▎ | 12/28 [00:11<00:19, 1.22s/it] 235/299 7.15G 0.02006 0.01635 0.0001853 280 640: 46%|████▋ | 13/28 [00:11<00:13, 1.09it/s] 235/299 7.15G 0.02011 0.01656 0.000214 290 640: 46%|████▋ | 13/28 [00:11<00:13, 1.09it/s] 235/299 7.15G 0.02011 0.01656 0.000214 290 640: 50%|█████ | 14/28 [00:11<00:09, 1.40it/s] 235/299 7.15G 0.02019 0.01662 0.0002058 282 640: 50%|█████ | 14/28 [00:11<00:09, 1.40it/s] 235/299 7.15G 0.02019 0.01662 0.0002058 282 640: 54%|█████▎ | 15/28 [00:11<00:08, 1.60it/s] 235/299 7.15G 0.02016 0.01669 0.0001998 278 640: 54%|█████▎ | 15/28 [00:12<00:08, 1.60it/s] 235/299 7.15G 0.02016 0.01669 0.0001998 278 640: 57%|█████▋ | 16/28 [00:12<00:06, 1.97it/s] 235/299 7.15G 0.02012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.67 0.586 0.602 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 236/299 7.15G 0.02062 0.01786 0.0001167 286 640: 0%| | 0/28 [00:00<?, ?it/s] 236/299 7.15G 0.02062 0.01786 0.0001167 286 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 236/299 7.15G 0.01982 0.01561 9.26e-05 189 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 236/299 7.15G 0.01982 0.01561 9.26e-05 189 640: 7%|▋ | 2/28 [00:00<00:06, 4.14it/s] 236/299 7.15G 0.02023 0.01541 0.000104 246 640: 7%|▋ | 2/28 [00:00<00:06, 4.14it/s] 236/299 7.15G 0.02023 0.01541 0.000104 246 640: 11%|█ | 3/28 [00:00<00:05, 4.36it/s] 236/299 7.15G 0.01978 0.01625 0.0001071 288 640: 11%|█ | 3/28 [00:00<00:05, 4.36it/s] 236/299 7.15G 0.01978 0.01625 0.0001071 288 640: 14%|█▍ | 4/28 [00:00<00:05, 4.21it/s] 236/299 7.15G 0.01977 0.01651 0.0001048 292 640: 14%|█▍ | 4/28 [00:01<00:05, 4.21it/s] 236/299 7.15G 0.01977 0.01651 0.0001048 292 640: 18%|█▊ | 5/28 [00:01<00:05, 4.36it/s] 236/299 7.15G 0.01997 0.01645 0.0001028 243 640: 18%|█▊ | 5/28 [00:01<00:05, 4.36it/s] 236/299 7.15G 0.01997 0.01645 0.0001028 243 640: 21%|██▏ | 6/28 [00:01<00:05, 4.28it/s] 236/299 7.15G 0.02 0.01646 0.0001134 243 640: 21%|██▏ | 6/28 [00:05<00:05, 4.28it/s] 236/299 7.15G 0.02 0.01646 0.0001134 243 640: 25%|██▌ | 7/28 [00:05<00:33, 1.58s/it] 236/299 7.15G 0.01995 0.01652 0.0001274 292 640: 25%|██▌ | 7/28 [00:05<00:33, 1.58s/it] 236/299 7.15G 0.01995 0.01652 0.0001274 292 640: 29%|██▊ | 8/28 [00:05<00:23, 1.16s/it] 236/299 7.15G 0.01996 0.01624 0.0001247 228 640: 29%|██▊ | 8/28 [00:06<00:23, 1.16s/it] 236/299 7.15G 0.01996 0.01624 0.0001247 228 640: 32%|███▏ | 9/28 [00:06<00:16, 1.16it/s] 236/299 7.15G 0.02007 0.01611 0.000125 230 640: 32%|███▏ | 9/28 [00:06<00:16, 1.16it/s] 236/299 7.15G 0.02007 0.01611 0.000125 230 640: 36%|███▌ | 10/28 [00:06<00:12, 1.48it/s] 236/299 7.15G 0.01999 0.01643 0.0001269 305 640: 36%|███▌ | 10/28 [00:06<00:12, 1.48it/s] 236/299 7.15G 0.01999 0.01643 0.0001269 305 640: 39%|███▉ | 11/28 [00:06<00:09, 1.87it/s] 236/299 7.15G 0.01999 0.01649 0.0001281 258 640: 39%|███▉ | 11/28 [00:06<00:09, 1.87it/s] 236/299 7.15G 0.01999 0.01649 0.0001281 258 640: 43%|████▎ | 12/28 [00:06<00:07, 2.25it/s] 236/299 7.15G 0.01996 0.01656 0.0001237 252 640: 43%|████▎ | 12/28 [00:07<00:07, 2.25it/s] 236/299 7.15G 0.01996 0.01656 0.0001237 252 640: 46%|████▋ | 13/28 [00:07<00:05, 2.67it/s] 236/299 7.15G 0.01999 0.01675 0.0001233 302 640: 46%|████▋ | 13/28 [00:07<00:05, 2.67it/s] 236/299 7.15G 0.01999 0.01675 0.0001233 302 640: 50%|█████ | 14/28 [00:07<00:04, 2.96it/s] 236/299 7.15G 0.01996 0.01686 0.0001269 304 640: 50%|█████ | 14/28 [00:13<00:04, 2.96it/s] 236/299 7.15G 0.01996 0.01686 0.0001269 304 640: 54%|█████▎ | 15/28 [00:13<00:27, 2.14s/it] 236/299 7.15G 0.02005 0.01698 0.0001224 313 640: 54%|█████▎ | 15/28 [00:13<00:27, 2.14s/it] 236/299 7.15G 0.02005 0.01698 0.0001224 313 640: 57%|█████▋ | 16/28 [00:13<00:18, 1.57s/it] 236/299 7.15G 0.02003 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.70it/s]
all 110 564 0.677 0.593 0.604 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 237/299 7.15G 0.02041 0.01867 7.893e-05 301 640: 0%| | 0/28 [00:00<?, ?it/s] 237/299 7.15G 0.02041 0.01867 7.893e-05 301 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 237/299 7.15G 0.02016 0.01691 0.0001342 245 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 237/299 7.15G 0.02016 0.01691 0.0001342 245 640: 7%|▋ | 2/28 [00:00<00:07, 3.68it/s] 237/299 7.15G 0.02041 0.01667 0.0001519 290 640: 7%|▋ | 2/28 [00:05<00:07, 3.68it/s] 237/299 7.15G 0.02041 0.01667 0.0001519 290 640: 11%|█ | 3/28 [00:05<00:57, 2.30s/it] 237/299 7.15G 0.02028 0.01714 0.0001493 299 640: 11%|█ | 3/28 [00:05<00:57, 2.30s/it] 237/299 7.15G 0.02028 0.01714 0.0001493 299 640: 14%|█▍ | 4/28 [00:05<00:35, 1.49s/it] 237/299 7.15G 0.01986 0.01649 0.0001352 197 640: 14%|█▍ | 4/28 [00:05<00:35, 1.49s/it] 237/299 7.15G 0.01986 0.01649 0.0001352 197 640: 18%|█▊ | 5/28 [00:05<00:23, 1.03s/it] 237/299 7.15G 0.02008 0.01691 0.0001248 292 640: 18%|█▊ | 5/28 [00:05<00:23, 1.03s/it] 237/299 7.15G 0.02008 0.01691 0.0001248 292 640: 21%|██▏ | 6/28 [00:05<00:16, 1.31it/s] 237/299 7.15G 0.02004 0.01653 0.0001202 243 640: 21%|██▏ | 6/28 [00:06<00:16, 1.31it/s] 237/299 7.15G 0.02004 0.01653 0.0001202 243 640: 25%|██▌ | 7/28 [00:06<00:12, 1.71it/s] 237/299 7.15G 0.02003 0.01684 0.00012 311 640: 25%|██▌ | 7/28 [00:06<00:12, 1.71it/s] 237/299 7.15G 0.02003 0.01684 0.00012 311 640: 29%|██▊ | 8/28 [00:06<00:09, 2.11it/s] 237/299 7.15G 0.01997 0.01674 0.0001232 305 640: 29%|██▊ | 8/28 [00:06<00:09, 2.11it/s] 237/299 7.15G 0.01997 0.01674 0.0001232 305 640: 32%|███▏ | 9/28 [00:06<00:07, 2.55it/s] 237/299 7.15G 0.01993 0.01702 0.0001173 325 640: 32%|███▏ | 9/28 [00:06<00:07, 2.55it/s] 237/299 7.15G 0.01993 0.01702 0.0001173 325 640: 36%|███▌ | 10/28 [00:06<00:06, 2.88it/s] 237/299 7.15G 0.02005 0.01699 0.0001207 297 640: 36%|███▌ | 10/28 [00:12<00:06, 2.88it/s] 237/299 7.15G 0.02005 0.01699 0.0001207 297 640: 39%|███▉ | 11/28 [00:12<00:33, 1.94s/it] 237/299 7.15G 0.01998 0.01706 0.0001247 272 640: 39%|███▉ | 11/28 [00:12<00:33, 1.94s/it] 237/299 7.15G 0.01998 0.01706 0.0001247 272 640: 43%|████▎ | 12/28 [00:12<00:22, 1.42s/it] 237/299 7.15G 0.01991 0.01709 0.0001201 270 640: 43%|████▎ | 12/28 [00:12<00:22, 1.42s/it] 237/299 7.15G 0.01991 0.01709 0.0001201 270 640: 46%|████▋ | 13/28 [00:12<00:15, 1.06s/it] 237/299 7.15G 0.01988 0.01712 0.000125 297 640: 46%|████▋ | 13/28 [00:13<00:15, 1.06s/it] 237/299 7.15G 0.01988 0.01712 0.000125 297 640: 50%|█████ | 14/28 [00:13<00:11, 1.24it/s] 237/299 7.15G 0.01992 0.01715 0.0001213 302 640: 50%|█████ | 14/28 [00:13<00:11, 1.24it/s] 237/299 7.15G 0.01992 0.01715 0.0001213 302 640: 54%|█████▎ | 15/28 [00:13<00:08, 1.59it/s] 237/299 7.15G 0.01996 0.017 0.0001178 258 640: 54%|█████▎ | 15/28 [00:13<00:08, 1.59it/s] 237/299 7.15G 0.01996 0.017 0.0001178 258 640: 57%|█████▋ | 16/28 [00:13<00:06, 1.94it/s] 237/299 7.15G 0.01998 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.686 0.571 0.598 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 238/299 7.15G 0.01968 0.01699 0.0001896 290 640: 0%| | 0/28 [00:00<?, ?it/s] 238/299 7.15G 0.01968 0.01699 0.0001896 290 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 238/299 7.15G 0.01988 0.01529 0.00022 197 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 238/299 7.15G 0.01988 0.01529 0.00022 197 640: 7%|▋ | 2/28 [00:00<00:06, 4.20it/s] 238/299 7.15G 0.0201 0.01707 0.0001954 370 640: 7%|▋ | 2/28 [00:00<00:06, 4.20it/s] 238/299 7.15G 0.0201 0.01707 0.0001954 370 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 238/299 7.15G 0.02017 0.01726 0.0001661 282 640: 11%|█ | 3/28 [00:00<00:05, 4.42it/s] 238/299 7.15G 0.02017 0.01726 0.0001661 282 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 238/299 7.15G 0.02008 0.01744 0.0001484 311 640: 14%|█▍ | 4/28 [00:01<00:05, 4.29it/s] 238/299 7.15G 0.02008 0.01744 0.0001484 311 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 238/299 7.15G 0.02025 0.01778 0.0001547 291 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 238/299 7.15G 0.02025 0.01778 0.0001547 291 640: 21%|██▏ | 6/28 [00:01<00:05, 4.27it/s] 238/299 7.15G 0.0201 0.01745 0.0001549 245 640: 21%|██▏ | 6/28 [00:06<00:05, 4.27it/s] 238/299 7.15G 0.0201 0.01745 0.0001549 245 640: 25%|██▌ | 7/28 [00:06<00:37, 1.80s/it] 238/299 7.15G 0.02004 0.01737 0.0001451 267 640: 25%|██▌ | 7/28 [00:06<00:37, 1.80s/it] 238/299 7.15G 0.02004 0.01737 0.0001451 267 640: 29%|██▊ | 8/28 [00:06<00:26, 1.30s/it] 238/299 7.15G 0.02001 0.01717 0.0001354 276 640: 29%|██▊ | 8/28 [00:06<00:26, 1.30s/it] 238/299 7.15G 0.02001 0.01717 0.0001354 276 640: 32%|███▏ | 9/28 [00:06<00:18, 1.04it/s] 238/299 7.15G 0.01991 0.01725 0.0001372 308 640: 32%|███▏ | 9/28 [00:07<00:18, 1.04it/s] 238/299 7.15G 0.01991 0.01725 0.0001372 308 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 238/299 7.15G 0.01992 0.01738 0.0001368 305 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 238/299 7.15G 0.01992 0.01738 0.0001368 305 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 238/299 7.15G 0.01987 0.01738 0.0001366 266 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 238/299 7.15G 0.01987 0.01738 0.0001366 266 640: 43%|████▎ | 12/28 [00:07<00:07, 2.09it/s] 238/299 7.15G 0.01986 0.0175 0.0001352 263 640: 43%|████▎ | 12/28 [00:07<00:07, 2.09it/s] 238/299 7.15G 0.01986 0.0175 0.0001352 263 640: 46%|████▋ | 13/28 [00:07<00:05, 2.51it/s] 238/299 7.15G 0.01986 0.01746 0.0001336 265 640: 46%|████▋ | 13/28 [00:08<00:05, 2.51it/s] 238/299 7.15G 0.01986 0.01746 0.0001336 265 640: 50%|█████ | 14/28 [00:08<00:04, 2.85it/s] 238/299 7.15G 0.01995 0.01738 0.0001311 253 640: 50%|█████ | 14/28 [00:12<00:04, 2.85it/s] 238/299 7.15G 0.01995 0.01738 0.0001311 253 640: 54%|█████▎ | 15/28 [00:12<00:20, 1.59s/it] 238/299 7.15G 0.01991 0.01733 0.0001271 300 640: 54%|█████▎ | 15/28 [00:12<00:20, 1.59s/it] 238/299 7.15G 0.01991 0.01733 0.0001271 300 640: 57%|█████▋ | 16/28 [00:12<00:14, 1.18s/it] 238/299 7.15G 0.0198 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s]
all 110 564 0.677 0.584 0.598 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 239/299 7.15G 0.02008 0.01605 0.0001273 269 640: 0%| | 0/28 [00:00<?, ?it/s] 239/299 7.15G 0.02008 0.01605 0.0001273 269 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 239/299 7.15G 0.02056 0.0171 0.000119 306 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 239/299 7.15G 0.02056 0.0171 0.000119 306 640: 7%|▋ | 2/28 [00:00<00:06, 4.21it/s] 239/299 7.15G 0.02012 0.01658 0.0001008 266 640: 7%|▋ | 2/28 [00:04<00:06, 4.21it/s] 239/299 7.15G 0.02012 0.01658 0.0001008 266 640: 11%|█ | 3/28 [00:04<00:47, 1.91s/it] 239/299 7.15G 0.02005 0.0166 0.0001302 321 640: 11%|█ | 3/28 [00:04<00:47, 1.91s/it] 239/299 7.15G 0.02005 0.0166 0.0001302 321 640: 14%|█▍ | 4/28 [00:04<00:30, 1.25s/it] 239/299 7.15G 0.01996 0.01677 0.0001232 336 640: 14%|█▍ | 4/28 [00:04<00:30, 1.25s/it] 239/299 7.15G 0.01996 0.01677 0.0001232 336 640: 18%|█▊ | 5/28 [00:04<00:20, 1.14it/s] 239/299 7.15G 0.01992 0.01703 0.0001144 287 640: 18%|█▊ | 5/28 [00:05<00:20, 1.14it/s] 239/299 7.15G 0.01992 0.01703 0.0001144 287 640: 21%|██▏ | 6/28 [00:05<00:14, 1.51it/s] 239/299 7.15G 0.02 0.01721 0.000118 261 640: 21%|██▏ | 6/28 [00:05<00:14, 1.51it/s] 239/299 7.15G 0.02 0.01721 0.000118 261 640: 25%|██▌ | 7/28 [00:05<00:10, 1.93it/s] 239/299 7.15G 0.01988 0.01743 0.0001285 277 640: 25%|██▌ | 7/28 [00:05<00:10, 1.93it/s] 239/299 7.15G 0.01988 0.01743 0.0001285 277 640: 29%|██▊ | 8/28 [00:05<00:08, 2.33it/s] 239/299 7.15G 0.01993 0.01754 0.0001497 303 640: 29%|██▊ | 8/28 [00:05<00:08, 2.33it/s] 239/299 7.15G 0.01993 0.01754 0.0001497 303 640: 32%|███▏ | 9/28 [00:05<00:06, 2.77it/s] 239/299 7.15G 0.0198 0.01744 0.0001446 260 640: 32%|███▏ | 9/28 [00:05<00:06, 2.77it/s] 239/299 7.15G 0.0198 0.01744 0.0001446 260 640: 36%|███▌ | 10/28 [00:05<00:05, 3.05it/s] 239/299 7.15G 0.01985 0.01763 0.0001377 338 640: 36%|███▌ | 10/28 [00:10<00:05, 3.05it/s] 239/299 7.15G 0.01985 0.01763 0.0001377 338 640: 39%|███▉ | 11/28 [00:10<00:27, 1.62s/it] 239/299 7.15G 0.01971 0.01767 0.0001356 364 640: 39%|███▉ | 11/28 [00:10<00:27, 1.62s/it] 239/299 7.15G 0.01971 0.01767 0.0001356 364 640: 43%|████▎ | 12/28 [00:10<00:19, 1.20s/it] 239/299 7.15G 0.01976 0.01741 0.000138 266 640: 43%|████▎ | 12/28 [00:11<00:19, 1.20s/it] 239/299 7.15G 0.01976 0.01741 0.000138 266 640: 46%|████▋ | 13/28 [00:11<00:13, 1.11it/s] 239/299 7.15G 0.01977 0.01751 0.0001368 323 640: 46%|████▋ | 13/28 [00:11<00:13, 1.11it/s] 239/299 7.15G 0.01977 0.01751 0.0001368 323 640: 50%|█████ | 14/28 [00:11<00:09, 1.42it/s] 239/299 7.15G 0.01981 0.01743 0.0001311 272 640: 50%|█████ | 14/28 [00:11<00:09, 1.42it/s] 239/299 7.15G 0.01981 0.01743 0.0001311 272 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.80it/s] 239/299 7.15G 0.01992 0.01724 0.0001275 202 640: 54%|█████▎ | 15/28 [00:11<00:07, 1.80it/s] 239/299 7.15G 0.01992 0.01724 0.0001275 202 640: 57%|█████▋ | 16/28 [00:11<00:05, 2.16it/s] 239/299 7.15G 0.01993 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.63it/s]
all 110 564 0.673 0.613 0.602 0.319
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 240/299 7.15G 0.01937 0.01743 6.439e-05 276 640: 0%| | 0/28 [00:00<?, ?it/s] 240/299 7.15G 0.01937 0.01743 6.439e-05 276 640: 4%|▎ | 1/28 [00:00<00:06, 4.39it/s] 240/299 7.15G 0.01928 0.01675 9.651e-05 278 640: 4%|▎ | 1/28 [00:00<00:06, 4.39it/s] 240/299 7.15G 0.01928 0.01675 9.651e-05 278 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 240/299 7.15G 0.01979 0.01731 9.923e-05 354 640: 7%|▋ | 2/28 [00:00<00:06, 4.19it/s] 240/299 7.15G 0.01979 0.01731 9.923e-05 354 640: 11%|█ | 3/28 [00:00<00:05, 4.37it/s] 240/299 7.15G 0.01957 0.01781 0.0001072 289 640: 11%|█ | 3/28 [00:00<00:05, 4.37it/s] 240/299 7.15G 0.01957 0.01781 0.0001072 289 640: 14%|█▍ | 4/28 [00:00<00:05, 4.13it/s] 240/299 7.15G 0.01969 0.01817 9.934e-05 367 640: 14%|█▍ | 4/28 [00:01<00:05, 4.13it/s] 240/299 7.15G 0.01969 0.01817 9.934e-05 367 640: 18%|█▊ | 5/28 [00:01<00:05, 4.30it/s] 240/299 7.15G 0.02003 0.018 0.0001351 271 640: 18%|█▊ | 5/28 [00:01<00:05, 4.30it/s] 240/299 7.15G 0.02003 0.018 0.0001351 271 640: 21%|██▏ | 6/28 [00:01<00:05, 4.23it/s] 240/299 7.15G 0.02018 0.01756 0.0001298 261 640: 21%|██▏ | 6/28 [00:05<00:05, 4.23it/s] 240/299 7.15G 0.02018 0.01756 0.0001298 261 640: 25%|██▌ | 7/28 [00:05<00:31, 1.51s/it] 240/299 7.15G 0.02001 0.01719 0.0001293 250 640: 25%|██▌ | 7/28 [00:05<00:31, 1.51s/it] 240/299 7.15G 0.02001 0.01719 0.0001293 250 640: 29%|██▊ | 8/28 [00:05<00:22, 1.10s/it] 240/299 7.15G 0.01987 0.01695 0.0001276 229 640: 29%|██▊ | 8/28 [00:05<00:22, 1.10s/it] 240/299 7.15G 0.01987 0.01695 0.0001276 229 640: 32%|███▏ | 9/28 [00:05<00:15, 1.21it/s] 240/299 7.15G 0.0198 0.01686 0.000121 261 640: 32%|███▏ | 9/28 [00:06<00:15, 1.21it/s] 240/299 7.15G 0.0198 0.01686 0.000121 261 640: 36%|███▌ | 10/28 [00:06<00:11, 1.55it/s] 240/299 7.15G 0.02001 0.01685 0.0001232 295 640: 36%|███▌ | 10/28 [00:06<00:11, 1.55it/s] 240/299 7.15G 0.02001 0.01685 0.0001232 295 640: 39%|███▉ | 11/28 [00:06<00:10, 1.55it/s] 240/299 7.15G 0.01985 0.01667 0.0001233 260 640: 39%|███▉ | 11/28 [00:07<00:10, 1.55it/s] 240/299 7.15G 0.01985 0.01667 0.0001233 260 640: 43%|████▎ | 12/28 [00:07<00:08, 1.92it/s] 240/299 7.15G 0.0199 0.01678 0.0001261 314 640: 43%|████▎ | 12/28 [00:07<00:08, 1.92it/s] 240/299 7.15G 0.0199 0.01678 0.0001261 314 640: 46%|████▋ | 13/28 [00:07<00:06, 2.34it/s] 240/299 7.15G 0.0199 0.01682 0.0001214 298 640: 46%|████▋ | 13/28 [00:07<00:06, 2.34it/s] 240/299 7.15G 0.0199 0.01682 0.0001214 298 640: 50%|█████ | 14/28 [00:07<00:05, 2.69it/s] 240/299 7.15G 0.01979 0.01689 0.0001172 279 640: 50%|█████ | 14/28 [00:12<00:05, 2.69it/s] 240/299 7.15G 0.01979 0.01689 0.0001172 279 640: 54%|█████▎ | 15/28 [00:12<00:20, 1.60s/it] 240/299 7.15G 0.01983 0.01701 0.0001141 304 640: 54%|█████▎ | 15/28 [00:12<00:20, 1.60s/it] 240/299 7.15G 0.01983 0.01701 0.0001141 304 640: 57%|█████▋ | 16/28 [00:12<00:14, 1.19s/it] 240/299 7.15G 0.01985 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s]
all 110 564 0.688 0.591 0.608 0.318
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 241/299 7.15G 0.02021 0.01773 7.862e-05 323 640: 0%| | 0/28 [00:00<?, ?it/s] 241/299 7.15G 0.02021 0.01773 7.862e-05 323 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 241/299 7.15G 0.0209 0.01776 0.0001717 321 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 241/299 7.15G 0.0209 0.01776 0.0001717 321 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 241/299 7.15G 0.02131 0.01692 0.0001363 241 640: 7%|▋ | 2/28 [00:05<00:06, 4.30it/s] 241/299 7.15G 0.02131 0.01692 0.0001363 241 640: 11%|█ | 3/28 [00:05<01:05, 2.61s/it] 241/299 7.15G 0.02109 0.01711 0.0002019 301 640: 11%|█ | 3/28 [00:06<01:05, 2.61s/it] 241/299 7.15G 0.02109 0.01711 0.0002019 301 640: 14%|█▍ | 4/28 [00:06<00:40, 1.67s/it] 241/299 7.15G 0.02128 0.01735 0.0001811 273 640: 14%|█▍ | 4/28 [00:06<00:40, 1.67s/it] 241/299 7.15G 0.02128 0.01735 0.0001811 273 640: 18%|█▊ | 5/28 [00:06<00:26, 1.15s/it] 241/299 7.15G 0.02096 0.01714 0.0001593 273 640: 18%|█▊ | 5/28 [00:06<00:26, 1.15s/it] 241/299 7.15G 0.02096 0.01714 0.0001593 273 640: 21%|██▏ | 6/28 [00:06<00:18, 1.19it/s] 241/299 7.15G 0.02084 0.01726 0.0001716 269 640: 21%|██▏ | 6/28 [00:06<00:18, 1.19it/s] 241/299 7.15G 0.02084 0.01726 0.0001716 269 640: 25%|██▌ | 7/28 [00:06<00:13, 1.58it/s] 241/299 7.15G 0.02061 0.01716 0.0001605 289 640: 25%|██▌ | 7/28 [00:07<00:13, 1.58it/s] 241/299 7.15G 0.02061 0.01716 0.0001605 289 640: 29%|██▊ | 8/28 [00:07<00:10, 1.96it/s] 241/299 7.15G 0.02023 0.01701 0.0001487 254 640: 29%|██▊ | 8/28 [00:07<00:10, 1.96it/s] 241/299 7.15G 0.02023 0.01701 0.0001487 254 640: 32%|███▏ | 9/28 [00:07<00:07, 2.40it/s] 241/299 7.15G 0.02027 0.01728 0.0001397 333 640: 32%|███▏ | 9/28 [00:07<00:07, 2.40it/s] 241/299 7.15G 0.02027 0.01728 0.0001397 333 640: 36%|███▌ | 10/28 [00:07<00:06, 2.73it/s] 241/299 7.15G 0.02017 0.01707 0.000139 226 640: 36%|███▌ | 10/28 [00:11<00:06, 2.73it/s] 241/299 7.15G 0.02017 0.01707 0.000139 226 640: 39%|███▉ | 11/28 [00:11<00:26, 1.59s/it] 241/299 7.15G 0.0201 0.017 0.0001349 264 640: 39%|███▉ | 11/28 [00:12<00:26, 1.59s/it] 241/299 7.15G 0.0201 0.017 0.0001349 264 640: 43%|████▎ | 12/28 [00:12<00:18, 1.18s/it] 241/299 7.15G 0.02019 0.01717 0.0001448 316 640: 43%|████▎ | 12/28 [00:12<00:18, 1.18s/it] 241/299 7.15G 0.02019 0.01717 0.0001448 316 640: 46%|████▋ | 13/28 [00:12<00:13, 1.13it/s] 241/299 7.15G 0.0203 0.01696 0.0001444 221 640: 46%|████▋ | 13/28 [00:12<00:13, 1.13it/s] 241/299 7.15G 0.0203 0.01696 0.0001444 221 640: 50%|█████ | 14/28 [00:12<00:09, 1.45it/s] 241/299 7.15G 0.0203 0.01678 0.0001413 264 640: 50%|█████ | 14/28 [00:12<00:09, 1.45it/s] 241/299 7.15G 0.0203 0.01678 0.0001413 264 640: 54%|█████▎ | 15/28 [00:12<00:07, 1.83it/s] 241/299 7.15G 0.02039 0.01682 0.0001454 319 640: 54%|█████▎ | 15/28 [00:13<00:07, 1.83it/s] 241/299 7.15G 0.02039 0.01682 0.0001454 319 640: 57%|█████▋ | 16/28 [00:13<00:05, 2.20it/s] 241/299 7.15G 0.0203 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.68 0.59 0.606 0.318
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 242/299 7.15G 0.01913 0.01655 0.0001222 260 640: 0%| | 0/28 [00:00<?, ?it/s] 242/299 7.15G 0.01913 0.01655 0.0001222 260 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 242/299 7.15G 0.0198 0.01732 0.0001083 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 242/299 7.15G 0.0198 0.01732 0.0001083 279 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 242/299 7.15G 0.01947 0.01717 0.0001372 299 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 242/299 7.15G 0.01947 0.01717 0.0001372 299 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 242/299 7.15G 0.01964 0.01692 0.0002042 260 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 242/299 7.15G 0.01964 0.01692 0.0002042 260 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 242/299 7.15G 0.01947 0.01689 0.000179 291 640: 14%|█▍ | 4/28 [00:01<00:05, 4.29it/s] 242/299 7.15G 0.01947 0.01689 0.000179 291 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 242/299 7.15G 0.01937 0.01639 0.0001617 191 640: 18%|█▊ | 5/28 [00:01<00:05, 4.42it/s] 242/299 7.15G 0.01937 0.01639 0.0001617 191 640: 21%|██▏ | 6/28 [00:01<00:05, 4.24it/s] 242/299 7.15G 0.01942 0.01682 0.000149 326 640: 21%|██▏ | 6/28 [00:06<00:05, 4.24it/s] 242/299 7.15G 0.01942 0.01682 0.000149 326 640: 25%|██▌ | 7/28 [00:06<00:37, 1.78s/it] 242/299 7.15G 0.01938 0.01677 0.0001457 284 640: 25%|██▌ | 7/28 [00:06<00:37, 1.78s/it] 242/299 7.15G 0.01938 0.01677 0.0001457 284 640: 29%|██▊ | 8/28 [00:06<00:25, 1.29s/it] 242/299 7.15G 0.01935 0.01627 0.0001453 203 640: 29%|██▊ | 8/28 [00:06<00:25, 1.29s/it] 242/299 7.15G 0.01935 0.01627 0.0001453 203 640: 32%|███▏ | 9/28 [00:06<00:18, 1.05it/s] 242/299 7.15G 0.01925 0.01669 0.0001491 345 640: 32%|███▏ | 9/28 [00:07<00:18, 1.05it/s] 242/299 7.15G 0.01925 0.01669 0.0001491 345 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 242/299 7.15G 0.0193 0.01666 0.0001431 279 640: 36%|███▌ | 10/28 [00:07<00:13, 1.35it/s] 242/299 7.15G 0.0193 0.01666 0.0001431 279 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 242/299 7.15G 0.01938 0.01672 0.0001472 271 640: 39%|███▉ | 11/28 [00:07<00:09, 1.73it/s] 242/299 7.15G 0.01938 0.01672 0.0001472 271 640: 43%|████▎ | 12/28 [00:07<00:07, 2.10it/s] 242/299 7.15G 0.01949 0.01669 0.0001529 271 640: 43%|████▎ | 12/28 [00:07<00:07, 2.10it/s] 242/299 7.15G 0.01949 0.01669 0.0001529 271 640: 46%|████▋ | 13/28 [00:07<00:05, 2.52it/s] 242/299 7.15G 0.01963 0.0165 0.0001483 221 640: 46%|████▋ | 13/28 [00:07<00:05, 2.52it/s] 242/299 7.15G 0.01963 0.0165 0.0001483 221 640: 50%|█████ | 14/28 [00:07<00:04, 2.86it/s] 242/299 7.15G 0.01958 0.01632 0.000144 241 640: 50%|█████ | 14/28 [00:13<00:04, 2.86it/s] 242/299 7.15G 0.01958 0.01632 0.000144 241 640: 54%|█████▎ | 15/28 [00:13<00:25, 1.94s/it] 242/299 7.15G 0.01973 0.01641 0.0001565 287 640: 54%|█████▎ | 15/28 [00:13<00:25, 1.94s/it] 242/299 7.15G 0.01973 0.01641 0.0001565 287 640: 57%|█████▋ | 16/28 [00:13<00:17, 1.43s/it] 242/299 7.15G 0.01971 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.79it/s]
all 110 564 0.664 0.583 0.593 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 243/299 7.15G 0.02117 0.02071 0.000161 325 640: 0%| | 0/28 [00:00<?, ?it/s] 243/299 7.15G 0.02117 0.02071 0.000161 325 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 243/299 7.15G 0.02084 0.01964 0.0001435 328 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 243/299 7.15G 0.02084 0.01964 0.0001435 328 640: 7%|▋ | 2/28 [00:00<00:06, 4.30it/s] 243/299 7.15G 0.02069 0.0191 0.0001457 278 640: 7%|▋ | 2/28 [00:05<00:06, 4.30it/s] 243/299 7.15G 0.02069 0.0191 0.0001457 278 640: 11%|█ | 3/28 [00:05<01:02, 2.52s/it] 243/299 7.15G 0.02084 0.0185 0.0001365 265 640: 11%|█ | 3/28 [00:05<01:02, 2.52s/it] 243/299 7.15G 0.02084 0.0185 0.0001365 265 640: 14%|█▍ | 4/28 [00:05<00:38, 1.62s/it] 243/299 7.15G 0.02069 0.01835 0.000126 302 640: 14%|█▍ | 4/28 [00:06<00:38, 1.62s/it] 243/299 7.15G 0.02069 0.01835 0.000126 302 640: 18%|█▊ | 5/28 [00:06<00:25, 1.11s/it] 243/299 7.15G 0.02029 0.01799 0.0001158 301 640: 18%|█▊ | 5/28 [00:06<00:25, 1.11s/it] 243/299 7.15G 0.02029 0.01799 0.0001158 301 640: 21%|██▏ | 6/28 [00:06<00:17, 1.23it/s] 243/299 7.15G 0.02011 0.01789 0.0001071 290 640: 21%|██▏ | 6/28 [00:06<00:17, 1.23it/s] 243/299 7.15G 0.02011 0.01789 0.0001071 290 640: 25%|██▌ | 7/28 [00:06<00:12, 1.63it/s] 243/299 7.15G 0.02028 0.01828 0.0001167 367 640: 25%|██▌ | 7/28 [00:06<00:12, 1.63it/s] 243/299 7.15G 0.02028 0.01828 0.0001167 367 640: 29%|██▊ | 8/28 [00:06<00:09, 2.01it/s] 243/299 7.15G 0.02015 0.01843 0.0001158 332 640: 29%|██▊ | 8/28 [00:07<00:09, 2.01it/s] 243/299 7.15G 0.02015 0.01843 0.0001158 332 640: 32%|███▏ | 9/28 [00:07<00:07, 2.45it/s] 243/299 7.15G 0.02015 0.01832 0.0001292 308 640: 32%|███▏ | 9/28 [00:07<00:07, 2.45it/s] 243/299 7.15G 0.02015 0.01832 0.0001292 308 640: 36%|███▌ | 10/28 [00:07<00:06, 2.82it/s] 243/299 7.15G 0.02002 0.01802 0.0001254 216 640: 36%|███▌ | 10/28 [00:13<00:06, 2.82it/s] 243/299 7.15G 0.02002 0.01802 0.0001254 216 640: 39%|███▉ | 11/28 [00:13<00:37, 2.19s/it] 243/299 7.15G 0.01999 0.0178 0.0001216 228 640: 39%|███▉ | 11/28 [00:13<00:37, 2.19s/it] 243/299 7.15G 0.01999 0.0178 0.0001216 228 640: 43%|████▎ | 12/28 [00:13<00:25, 1.60s/it] 243/299 7.15G 0.01995 0.0176 0.0001187 293 640: 43%|████▎ | 12/28 [00:14<00:25, 1.60s/it] 243/299 7.15G 0.01995 0.0176 0.0001187 293 640: 46%|████▋ | 13/28 [00:14<00:17, 1.18s/it] 243/299 7.15G 0.01992 0.01758 0.0001274 284 640: 46%|████▋ | 13/28 [00:14<00:17, 1.18s/it] 243/299 7.15G 0.01992 0.01758 0.0001274 284 640: 50%|█████ | 14/28 [00:14<00:12, 1.12it/s] 243/299 7.15G 0.02001 0.01751 0.0001374 272 640: 50%|█████ | 14/28 [00:14<00:12, 1.12it/s] 243/299 7.15G 0.02001 0.01751 0.0001374 272 640: 54%|█████▎ | 15/28 [00:14<00:08, 1.46it/s] 243/299 7.15G 0.02013 0.01739 0.0001333 253 640: 54%|█████▎ | 15/28 [00:14<00:08, 1.46it/s] 243/299 7.15G 0.02013 0.01739 0.0001333 253 640: 57%|█████▋ | 16/28 [00:14<00:06, 1.81it/s] 243/299 7.15G 0.0201 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.71it/s]
all 110 564 0.652 0.602 0.592 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 244/299 7.15G 0.01988 0.01641 0.0002052 288 640: 0%| | 0/28 [00:00<?, ?it/s] 244/299 7.15G 0.01988 0.01641 0.0002052 288 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 244/299 7.15G 0.01998 0.01708 0.0001429 312 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 244/299 7.15G 0.01998 0.01708 0.0001429 312 640: 7%|▋ | 2/28 [00:00<00:06, 4.21it/s] 244/299 7.15G 0.01978 0.01616 0.0001245 230 640: 7%|▋ | 2/28 [00:00<00:06, 4.21it/s] 244/299 7.15G 0.01978 0.01616 0.0001245 230 640: 11%|█ | 3/28 [00:00<00:05, 4.35it/s] 244/299 7.15G 0.02 0.01638 0.0001259 260 640: 11%|█ | 3/28 [00:00<00:05, 4.35it/s] 244/299 7.15G 0.02 0.01638 0.0001259 260 640: 14%|█▍ | 4/28 [00:00<00:05, 4.27it/s] 244/299 7.15G 0.01984 0.0168 0.0001321 323 640: 14%|█▍ | 4/28 [00:01<00:05, 4.27it/s] 244/299 7.15G 0.01984 0.0168 0.0001321 323 640: 18%|█▊ | 5/28 [00:01<00:05, 4.40it/s] 244/299 7.15G 0.01963 0.01658 0.0001529 253 640: 18%|█▊ | 5/28 [00:01<00:05, 4.40it/s] 244/299 7.15G 0.01963 0.01658 0.0001529 253 640: 21%|██▏ | 6/28 [00:01<00:05, 4.29it/s] 244/299 7.15G 0.01954 0.01678 0.0001496 301 640: 21%|██▏ | 6/28 [00:05<00:05, 4.29it/s] 244/299 7.15G 0.01954 0.01678 0.0001496 301 640: 25%|██▌ | 7/28 [00:05<00:33, 1.59s/it] 244/299 7.15G 0.01974 0.01681 0.0001417 277 640: 25%|██▌ | 7/28 [00:06<00:33, 1.59s/it] 244/299 7.15G 0.01974 0.01681 0.0001417 277 640: 29%|██▊ | 8/28 [00:06<00:23, 1.16s/it] 244/299 7.15G 0.01955 0.01676 0.0001503 304 640: 29%|██▊ | 8/28 [00:06<00:23, 1.16s/it] 244/299 7.15G 0.01955 0.01676 0.0001503 304 640: 32%|███▏ | 9/28 [00:06<00:16, 1.16it/s] 244/299 7.15G 0.01955 0.01664 0.0001428 247 640: 32%|███▏ | 9/28 [00:06<00:16, 1.16it/s] 244/299 7.15G 0.01955 0.01664 0.0001428 247 640: 36%|███▌ | 10/28 [00:06<00:14, 1.25it/s] 244/299 7.15G 0.01953 0.01659 0.0001543 299 640: 36%|███▌ | 10/28 [00:07<00:14, 1.25it/s] 244/299 7.15G 0.01953 0.01659 0.0001543 299 640: 39%|███▉ | 11/28 [00:07<00:10, 1.61it/s] 244/299 7.15G 0.01949 0.0167 0.0001465 299 640: 39%|███▉ | 11/28 [00:07<00:10, 1.61it/s] 244/299 7.15G 0.01949 0.0167 0.0001465 299 640: 43%|████▎ | 12/28 [00:07<00:08, 1.97it/s] 244/299 7.15G 0.01932 0.01656 0.0001455 262 640: 43%|████▎ | 12/28 [00:07<00:08, 1.97it/s] 244/299 7.15G 0.01932 0.01656 0.0001455 262 640: 46%|████▋ | 13/28 [00:07<00:06, 2.39it/s] 244/299 7.15G 0.01935 0.01677 0.0001411 338 640: 46%|████▋ | 13/28 [00:07<00:06, 2.39it/s] 244/299 7.15G 0.01935 0.01677 0.0001411 338 640: 50%|█████ | 14/28 [00:07<00:05, 2.75it/s] 244/299 7.15G 0.01951 0.01701 0.0001387 348 640: 50%|█████ | 14/28 [00:13<00:05, 2.75it/s] 244/299 7.15G 0.01951 0.01701 0.0001387 348 640: 54%|█████▎ | 15/28 [00:13<00:23, 1.84s/it] 244/299 7.15G 0.01947 0.0169 0.0001378 273 640: 54%|█████▎ | 15/28 [00:13<00:23, 1.84s/it] 244/299 7.15G 0.01947 0.0169 0.0001378 273 640: 57%|█████▋ | 16/28 [00:13<00:16, 1.36s/it] 244/299 7.15G 0.01953 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.72it/s]
all 110 564 0.68 0.594 0.599 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 245/299 7.15G 0.01879 0.01492 8.169e-05 260 640: 0%| | 0/28 [00:00<?, ?it/s] 245/299 7.15G 0.01879 0.01492 8.169e-05 260 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 245/299 7.15G 0.01912 0.01342 9.412e-05 201 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 245/299 7.15G 0.01912 0.01342 9.412e-05 201 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 245/299 7.15G 0.01914 0.01448 8.316e-05 275 640: 7%|▋ | 2/28 [00:05<00:06, 4.28it/s] 245/299 7.15G 0.01914 0.01448 8.316e-05 275 640: 11%|█ | 3/28 [00:05<01:04, 2.59s/it] 245/299 7.15G 0.01961 0.01568 8.517e-05 299 640: 11%|█ | 3/28 [00:06<01:04, 2.59s/it] 245/299 7.15G 0.01961 0.01568 8.517e-05 299 640: 14%|█▍ | 4/28 [00:06<00:39, 1.66s/it] 245/299 7.15G 0.01973 0.01537 8.582e-05 232 640: 14%|█▍ | 4/28 [00:06<00:39, 1.66s/it] 245/299 7.15G 0.01973 0.01537 8.582e-05 232 640: 18%|█▊ | 5/28 [00:06<00:26, 1.14s/it] 245/299 7.15G 0.01964 0.01559 8.605e-05 301 640: 18%|█▊ | 5/28 [00:06<00:26, 1.14s/it] 245/299 7.15G 0.01964 0.01559 8.605e-05 301 640: 21%|██▏ | 6/28 [00:06<00:18, 1.19it/s] 245/299 7.15G 0.0197 0.01583 8.129e-05 295 640: 21%|██▏ | 6/28 [00:06<00:18, 1.19it/s] 245/299 7.15G 0.0197 0.01583 8.129e-05 295 640: 25%|██▌ | 7/28 [00:06<00:13, 1.58it/s] 245/299 7.15G 0.0197 0.01595 8.128e-05 269 640: 25%|██▌ | 7/28 [00:07<00:13, 1.58it/s] 245/299 7.15G 0.0197 0.01595 8.128e-05 269 640: 29%|██▊ | 8/28 [00:07<00:10, 1.97it/s] 245/299 7.15G 0.01958 0.01609 8.093e-05 286 640: 29%|██▊ | 8/28 [00:07<00:10, 1.97it/s] 245/299 7.15G 0.01958 0.01609 8.093e-05 286 640: 32%|███▏ | 9/28 [00:07<00:07, 2.40it/s] 245/299 7.15G 0.01957 0.01618 0.0001024 260 640: 32%|███▏ | 9/28 [00:07<00:07, 2.40it/s] 245/299 7.15G 0.01957 0.01618 0.0001024 260 640: 36%|███▌ | 10/28 [00:07<00:06, 2.76it/s] 245/299 7.15G 0.01943 0.01629 0.0001103 285 640: 36%|███▌ | 10/28 [00:13<00:06, 2.76it/s] 245/299 7.15G 0.01943 0.01629 0.0001103 285 640: 39%|███▉ | 11/28 [00:13<00:37, 2.19s/it] 245/299 7.15G 0.01942 0.01619 0.0001147 293 640: 39%|███▉ | 11/28 [00:14<00:37, 2.19s/it] 245/299 7.15G 0.01942 0.01619 0.0001147 293 640: 43%|████▎ | 12/28 [00:14<00:25, 1.60s/it] 245/299 7.15G 0.0196 0.0161 0.0001234 247 640: 43%|████▎ | 12/28 [00:14<00:25, 1.60s/it] 245/299 7.15G 0.0196 0.0161 0.0001234 247 640: 46%|████▋ | 13/28 [00:14<00:17, 1.18s/it] 245/299 7.15G 0.01967 0.01605 0.0001191 264 640: 46%|████▋ | 13/28 [00:14<00:17, 1.18s/it] 245/299 7.15G 0.01967 0.01605 0.0001191 264 640: 50%|█████ | 14/28 [00:14<00:12, 1.12it/s] 245/299 7.15G 0.01974 0.01606 0.0001172 223 640: 50%|█████ | 14/28 [00:14<00:12, 1.12it/s] 245/299 7.15G 0.01974 0.01606 0.0001172 223 640: 54%|█████▎ | 15/28 [00:14<00:08, 1.45it/s] 245/299 7.15G 0.01966 0.01619 0.0001132 313 640: 54%|█████▎ | 15/28 [00:14<00:08, 1.45it/s] 245/299 7.15G 0.01966 0.01619 0.0001132 313 640: 57%|█████▋ | 16/28 [00:14<00:06, 1.80it/s] 245/299 7.15G 0.01972 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.653 0.619 0.593 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 246/299 7.15G 0.02033 0.01585 0.0001224 265 640: 0%| | 0/28 [00:00<?, ?it/s] 246/299 7.15G 0.02033 0.01585 0.0001224 265 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 246/299 7.15G 0.01891 0.0147 9.722e-05 227 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 246/299 7.15G 0.01891 0.0147 9.722e-05 227 640: 7%|▋ | 2/28 [00:00<00:11, 2.24it/s] 246/299 7.15G 0.0194 0.01642 0.0001186 369 640: 7%|▋ | 2/28 [00:01<00:11, 2.24it/s] 246/299 7.15G 0.0194 0.01642 0.0001186 369 640: 11%|█ | 3/28 [00:01<00:08, 2.94it/s] 246/299 7.15G 0.01919 0.01721 0.0001227 388 640: 11%|█ | 3/28 [00:01<00:08, 2.94it/s] 246/299 7.15G 0.01919 0.01721 0.0001227 388 640: 14%|█▍ | 4/28 [00:01<00:07, 3.34it/s] 246/299 7.15G 0.01906 0.01765 0.0001153 371 640: 14%|█▍ | 4/28 [00:01<00:07, 3.34it/s] 246/299 7.15G 0.01906 0.01765 0.0001153 371 640: 18%|█▊ | 5/28 [00:01<00:06, 3.72it/s] 246/299 7.15G 0.01905 0.01777 0.0001051 284 640: 18%|█▊ | 5/28 [00:01<00:06, 3.72it/s] 246/299 7.15G 0.01905 0.01777 0.0001051 284 640: 21%|██▏ | 6/28 [00:01<00:05, 3.84it/s] 246/299 7.15G 0.01939 0.01738 0.0001088 257 640: 21%|██▏ | 6/28 [00:06<00:05, 3.84it/s] 246/299 7.15G 0.01939 0.01738 0.0001088 257 640: 25%|██▌ | 7/28 [00:06<00:33, 1.60s/it] 246/299 7.15G 0.01924 0.01718 0.0001359 262 640: 25%|██▌ | 7/28 [00:06<00:33, 1.60s/it] 246/299 7.15G 0.01924 0.01718 0.0001359 262 640: 29%|██▊ | 8/28 [00:06<00:23, 1.17s/it] 246/299 7.15G 0.01937 0.01688 0.0001269 220 640: 29%|██▊ | 8/28 [00:06<00:23, 1.17s/it] 246/299 7.15G 0.01937 0.01688 0.0001269 220 640: 32%|███▏ | 9/28 [00:06<00:16, 1.15it/s] 246/299 7.15G 0.0194 0.01688 0.0001221 306 640: 32%|███▏ | 9/28 [00:07<00:16, 1.15it/s] 246/299 7.15G 0.0194 0.01688 0.0001221 306 640: 36%|███▌ | 10/28 [00:07<00:13, 1.30it/s] 246/299 7.15G 0.01945 0.01704 0.0001173 364 640: 36%|███▌ | 10/28 [00:07<00:13, 1.30it/s] 246/299 7.15G 0.01945 0.01704 0.0001173 364 640: 39%|███▉ | 11/28 [00:07<00:10, 1.67it/s] 246/299 7.15G 0.01945 0.01699 0.0001138 291 640: 39%|███▉ | 11/28 [00:07<00:10, 1.67it/s] 246/299 7.15G 0.01945 0.01699 0.0001138 291 640: 43%|████▎ | 12/28 [00:07<00:07, 2.04it/s] 246/299 7.15G 0.01943 0.0172 0.0001127 331 640: 43%|████▎ | 12/28 [00:07<00:07, 2.04it/s] 246/299 7.15G 0.01943 0.0172 0.0001127 331 640: 46%|████▋ | 13/28 [00:07<00:06, 2.47it/s] 246/299 7.15G 0.0194 0.01707 0.0001111 263 640: 46%|████▋ | 13/28 [00:07<00:06, 2.47it/s] 246/299 7.15G 0.0194 0.01707 0.0001111 263 640: 50%|█████ | 14/28 [00:07<00:04, 2.80it/s] 246/299 7.15G 0.01948 0.01696 0.0001133 261 640: 50%|█████ | 14/28 [00:12<00:04, 2.80it/s] 246/299 7.15G 0.01948 0.01696 0.0001133 261 640: 54%|█████▎ | 15/28 [00:12<00:19, 1.54s/it] 246/299 7.15G 0.01947 0.01687 0.0001105 284 640: 54%|█████▎ | 15/28 [00:12<00:19, 1.54s/it] 246/299 7.15G 0.01947 0.01687 0.0001105 284 640: 57%|█████▋ | 16/28 [00:12<00:13, 1.15s/it] 246/299 7.15G 0.01955 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.65it/s]
all 110 564 0.69 0.575 0.594 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 247/299 7.15G 0.0186 0.01849 0.0002442 294 640: 0%| | 0/28 [00:00<?, ?it/s] 247/299 7.15G 0.0186 0.01849 0.0002442 294 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 247/299 7.15G 0.01913 0.01746 0.0001487 280 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 247/299 7.15G 0.01913 0.01746 0.0001487 280 640: 7%|▋ | 2/28 [00:00<00:06, 4.25it/s] 247/299 7.15G 0.01937 0.0167 0.0001236 277 640: 7%|▋ | 2/28 [00:04<00:06, 4.25it/s] 247/299 7.15G 0.01937 0.0167 0.0001236 277 640: 11%|█ | 3/28 [00:04<00:47, 1.92s/it] 247/299 7.15G 0.01971 0.01657 0.0001245 270 640: 11%|█ | 3/28 [00:04<00:47, 1.92s/it] 247/299 7.15G 0.01971 0.01657 0.0001245 270 640: 14%|█▍ | 4/28 [00:04<00:30, 1.26s/it] 247/299 7.15G 0.01943 0.01651 0.0001229 239 640: 14%|█▍ | 4/28 [00:04<00:30, 1.26s/it] 247/299 7.15G 0.01943 0.01651 0.0001229 239 640: 18%|█▊ | 5/28 [00:04<00:20, 1.13it/s] 247/299 7.15G 0.01949 0.01648 0.000112 253 640: 18%|█▊ | 5/28 [00:05<00:20, 1.13it/s] 247/299 7.15G 0.01949 0.01648 0.000112 253 640: 21%|██▏ | 6/28 [00:05<00:21, 1.05it/s] 247/299 7.15G 0.01936 0.01606 0.0001313 247 640: 21%|██▏ | 6/28 [00:06<00:21, 1.05it/s] 247/299 7.15G 0.01936 0.01606 0.0001313 247 640: 25%|██▌ | 7/28 [00:06<00:14, 1.40it/s] 247/299 7.15G 0.01939 0.01575 0.0001296 231 640: 25%|██▌ | 7/28 [00:06<00:14, 1.40it/s] 247/299 7.15G 0.01939 0.01575 0.0001296 231 640: 29%|██▊ | 8/28 [00:06<00:11, 1.77it/s] 247/299 7.15G 0.01942 0.01576 0.0001249 248 640: 29%|██▊ | 8/28 [00:06<00:11, 1.77it/s] 247/299 7.15G 0.01942 0.01576 0.0001249 248 640: 32%|███▏ | 9/28 [00:06<00:08, 2.20it/s] 247/299 7.15G 0.0194 0.01562 0.0001237 219 640: 32%|███▏ | 9/28 [00:06<00:08, 2.20it/s] 247/299 7.15G 0.0194 0.01562 0.0001237 219 640: 36%|███▌ | 10/28 [00:06<00:06, 2.58it/s] 247/299 7.15G 0.01932 0.01567 0.0001172 265 640: 36%|███▌ | 10/28 [00:11<00:06, 2.58it/s] 247/299 7.15G 0.01932 0.01567 0.0001172 265 640: 39%|███▉ | 11/28 [00:11<00:29, 1.75s/it] 247/299 7.15G 0.01929 0.01579 0.0001157 274 640: 39%|███▉ | 11/28 [00:11<00:29, 1.75s/it] 247/299 7.15G 0.01929 0.01579 0.0001157 274 640: 43%|████▎ | 12/28 [00:11<00:20, 1.29s/it] 247/299 7.15G 0.01933 0.01583 0.0001108 268 640: 43%|████▎ | 12/28 [00:12<00:20, 1.29s/it] 247/299 7.15G 0.01933 0.01583 0.0001108 268 640: 46%|████▋ | 13/28 [00:12<00:14, 1.03it/s] 247/299 7.15G 0.01926 0.01585 0.0001152 237 640: 46%|████▋ | 13/28 [00:13<00:14, 1.03it/s] 247/299 7.15G 0.01926 0.01585 0.0001152 237 640: 50%|█████ | 14/28 [00:13<00:15, 1.10s/it] 247/299 7.15G 0.0192 0.01605 0.000113 284 640: 50%|█████ | 14/28 [00:13<00:15, 1.10s/it] 247/299 7.15G 0.0192 0.01605 0.000113 284 640: 54%|█████▎ | 15/28 [00:13<00:10, 1.20it/s] 247/299 7.15G 0.01928 0.01595 0.0001122 243 640: 54%|█████▎ | 15/28 [00:14<00:10, 1.20it/s] 247/299 7.15G 0.01928 0.01595 0.0001122 243 640: 57%|█████▋ | 16/28 [00:14<00:07, 1.53it/s] 247/299 7.15G 0.01935 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.676 0.6 0.603 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 248/299 7.15G 0.0182 0.01677 5.902e-05 326 640: 0%| | 0/28 [00:00<?, ?it/s] 248/299 7.15G 0.0182 0.01677 5.902e-05 326 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 248/299 7.15G 0.01949 0.01688 5.974e-05 279 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 248/299 7.15G 0.01949 0.01688 5.974e-05 279 640: 7%|▋ | 2/28 [00:00<00:09, 2.60it/s] 248/299 7.15G 0.01954 0.0162 0.0002598 252 640: 7%|▋ | 2/28 [00:00<00:09, 2.60it/s] 248/299 7.15G 0.01954 0.0162 0.0002598 252 640: 11%|█ | 3/28 [00:00<00:07, 3.22it/s] 248/299 7.15G 0.01939 0.01595 0.0002094 240 640: 11%|█ | 3/28 [00:01<00:07, 3.22it/s] 248/299 7.15G 0.01939 0.01595 0.0002094 240 640: 14%|█▍ | 4/28 [00:01<00:06, 3.52it/s] 248/299 7.15G 0.01939 0.01588 0.0001977 307 640: 14%|█▍ | 4/28 [00:01<00:06, 3.52it/s] 248/299 7.15G 0.01939 0.01588 0.0001977 307 640: 18%|█▊ | 5/28 [00:01<00:05, 3.85it/s] 248/299 7.15G 0.01959 0.01637 0.0001741 305 640: 18%|█▊ | 5/28 [00:01<00:05, 3.85it/s] 248/299 7.15G 0.01959 0.01637 0.0001741 305 640: 21%|██▏ | 6/28 [00:01<00:05, 3.88it/s] 248/299 7.15G 0.01935 0.01626 0.000159 258 640: 21%|██▏ | 6/28 [00:06<00:05, 3.88it/s] 248/299 7.15G 0.01935 0.01626 0.000159 258 640: 25%|██▌ | 7/28 [00:06<00:33, 1.59s/it] 248/299 7.15G 0.01952 0.01628 0.0001461 264 640: 25%|██▌ | 7/28 [00:06<00:33, 1.59s/it] 248/299 7.15G 0.01952 0.01628 0.0001461 264 640: 29%|██▊ | 8/28 [00:06<00:23, 1.16s/it] 248/299 7.15G 0.01965 0.01614 0.0001421 258 640: 29%|██▊ | 8/28 [00:06<00:23, 1.16s/it] 248/299 7.15G 0.01965 0.01614 0.0001421 258 640: 32%|███▏ | 9/28 [00:06<00:16, 1.15it/s] 248/299 7.15G 0.01949 0.01624 0.000133 278 640: 32%|███▏ | 9/28 [00:08<00:16, 1.15it/s] 248/299 7.15G 0.01949 0.01624 0.000133 278 640: 36%|███▌ | 10/28 [00:08<00:21, 1.18s/it] 248/299 7.15G 0.01943 0.01609 0.0001305 230 640: 36%|███▌ | 10/28 [00:08<00:21, 1.18s/it] 248/299 7.15G 0.01943 0.01609 0.0001305 230 640: 39%|███▉ | 11/28 [00:08<00:15, 1.13it/s] 248/299 7.15G 0.01953 0.01646 0.0001305 328 640: 39%|███▉ | 11/28 [00:08<00:15, 1.13it/s] 248/299 7.15G 0.01953 0.01646 0.0001305 328 640: 43%|████▎ | 12/28 [00:08<00:11, 1.45it/s] 248/299 7.15G 0.01949 0.01637 0.0001272 254 640: 43%|████▎ | 12/28 [00:09<00:11, 1.45it/s] 248/299 7.15G 0.01949 0.01637 0.0001272 254 640: 46%|████▋ | 13/28 [00:09<00:08, 1.84it/s] 248/299 7.15G 0.01953 0.01643 0.0001237 291 640: 46%|████▋ | 13/28 [00:09<00:08, 1.84it/s] 248/299 7.15G 0.01953 0.01643 0.0001237 291 640: 50%|█████ | 14/28 [00:09<00:06, 2.21it/s] 248/299 7.15G 0.01944 0.0164 0.0001224 291 640: 50%|█████ | 14/28 [00:13<00:06, 2.21it/s] 248/299 7.15G 0.01944 0.0164 0.0001224 291 640: 54%|█████▎ | 15/28 [00:13<00:21, 1.62s/it] 248/299 7.15G 0.0194 0.01633 0.0001201 274 640: 54%|█████▎ | 15/28 [00:13<00:21, 1.62s/it] 248/299 7.15G 0.0194 0.01633 0.0001201 274 640: 57%|█████▋ | 16/28 [00:13<00:14, 1.21s/it] 248/299 7.15G 0.01933 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s]
all 110 564 0.669 0.588 0.585 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 249/299 7.15G 0.02102 0.01663 6.706e-05 299 640: 0%| | 0/28 [00:00<?, ?it/s] 249/299 7.15G 0.02102 0.01663 6.706e-05 299 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 249/299 7.15G 0.01971 0.0148 6.374e-05 200 640: 4%|▎ | 1/28 [00:00<00:06, 4.49it/s] 249/299 7.15G 0.01971 0.0148 6.374e-05 200 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 249/299 7.15G 0.01916 0.01509 6.491e-05 232 640: 7%|▋ | 2/28 [00:01<00:06, 4.28it/s] 249/299 7.15G 0.01916 0.01509 6.491e-05 232 640: 11%|█ | 3/28 [00:01<00:18, 1.38it/s] 249/299 7.15G 0.01953 0.01555 0.0003752 276 640: 11%|█ | 3/28 [00:02<00:18, 1.38it/s] 249/299 7.15G 0.01953 0.01555 0.0003752 276 640: 14%|█▍ | 4/28 [00:02<00:12, 1.86it/s] 249/299 7.15G 0.01937 0.01569 0.0003118 255 640: 14%|█▍ | 4/28 [00:02<00:12, 1.86it/s] 249/299 7.15G 0.01937 0.01569 0.0003118 255 640: 18%|█▊ | 5/28 [00:02<00:09, 2.37it/s] 249/299 7.15G 0.01911 0.01563 0.0002883 277 640: 18%|█▊ | 5/28 [00:05<00:09, 2.37it/s] 249/299 7.15G 0.01911 0.01563 0.0002883 277 640: 21%|██▏ | 6/28 [00:05<00:32, 1.46s/it] 249/299 7.15G 0.01919 0.01584 0.0002555 299 640: 21%|██▏ | 6/28 [00:05<00:32, 1.46s/it] 249/299 7.15G 0.01919 0.01584 0.0002555 299 640: 25%|██▌ | 7/28 [00:05<00:22, 1.06s/it] 249/299 7.15G 0.01943 0.01612 0.0002331 340 640: 25%|██▌ | 7/28 [00:06<00:22, 1.06s/it] 249/299 7.15G 0.01943 0.01612 0.0002331 340 640: 29%|██▊ | 8/28 [00:06<00:15, 1.25it/s] 249/299 7.15G 0.01937 0.01617 0.0002202 310 640: 29%|██▊ | 8/28 [00:06<00:15, 1.25it/s] 249/299 7.15G 0.01937 0.01617 0.0002202 310 640: 32%|███▏ | 9/28 [00:06<00:11, 1.62it/s] 249/299 7.15G 0.01926 0.01607 0.0002171 255 640: 32%|███▏ | 9/28 [00:06<00:11, 1.62it/s] 249/299 7.15G 0.01926 0.01607 0.0002171 255 640: 36%|███▌ | 10/28 [00:06<00:09, 1.99it/s] 249/299 7.15G 0.0194 0.0161 0.0002039 279 640: 36%|███▌ | 10/28 [00:09<00:09, 1.99it/s] 249/299 7.15G 0.0194 0.0161 0.0002039 279 640: 39%|███▉ | 11/28 [00:09<00:18, 1.09s/it] 249/299 7.15G 0.01941 0.01612 0.0001931 300 640: 39%|███▉ | 11/28 [00:09<00:18, 1.09s/it] 249/299 7.15G 0.01941 0.01612 0.0001931 300 640: 43%|████▎ | 12/28 [00:09<00:13, 1.21it/s] 249/299 7.15G 0.01937 0.01615 0.000198 242 640: 43%|████▎ | 12/28 [00:09<00:13, 1.21it/s] 249/299 7.15G 0.01937 0.01615 0.000198 242 640: 46%|████▋ | 13/28 [00:09<00:09, 1.55it/s] 249/299 7.15G 0.01934 0.0161 0.000202 299 640: 46%|████▋ | 13/28 [00:13<00:09, 1.55it/s] 249/299 7.15G 0.01934 0.0161 0.000202 299 640: 50%|█████ | 14/28 [00:13<00:22, 1.57s/it] 249/299 7.15G 0.01927 0.01609 0.0001922 274 640: 50%|█████ | 14/28 [00:13<00:22, 1.57s/it] 249/299 7.15G 0.01927 0.01609 0.0001922 274 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.16s/it] 249/299 7.15G 0.01909 0.01628 0.0001867 290 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.16s/it] 249/299 7.15G 0.01909 0.01628 0.0001867 290 640: 57%|█████▋ | 16/28 [00:13<00:10, 1.13it/s] 249/299 7.15G 0.01916 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.58it/s]
all 110 564 0.668 0.598 0.603 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 250/299 7.15G 0.01879 0.01821 0.0002024 282 640: 0%| | 0/28 [00:00<?, ?it/s] 250/299 7.15G 0.01879 0.01821 0.0002024 282 640: 4%|▎ | 1/28 [00:00<00:05, 4.52it/s] 250/299 7.15G 0.01939 0.01831 0.0001439 320 640: 4%|▎ | 1/28 [00:02<00:05, 4.52it/s] 250/299 7.15G 0.01939 0.01831 0.0001439 320 640: 7%|▋ | 2/28 [00:02<00:29, 1.15s/it] 250/299 7.15G 0.01931 0.01792 0.0001571 293 640: 7%|▋ | 2/28 [00:02<00:29, 1.15s/it] 250/299 7.15G 0.01931 0.01792 0.0001571 293 640: 11%|█ | 3/28 [00:02<00:18, 1.39it/s] 250/299 7.15G 0.01949 0.0177 0.0001369 284 640: 11%|█ | 3/28 [00:02<00:18, 1.39it/s] 250/299 7.15G 0.01949 0.0177 0.0001369 284 640: 14%|█▍ | 4/28 [00:02<00:12, 1.89it/s] 250/299 7.15G 0.01977 0.01789 0.0001234 284 640: 14%|█▍ | 4/28 [00:02<00:12, 1.89it/s] 250/299 7.15G 0.01977 0.01789 0.0001234 284 640: 18%|█▊ | 5/28 [00:02<00:09, 2.41it/s] 250/299 7.15G 0.01962 0.01802 0.0001344 372 640: 18%|█▊ | 5/28 [00:02<00:09, 2.41it/s] 250/299 7.15G 0.01962 0.01802 0.0001344 372 640: 21%|██▏ | 6/28 [00:02<00:07, 2.81it/s] 250/299 7.15G 0.01945 0.01795 0.0001265 318 640: 21%|██▏ | 6/28 [00:05<00:07, 2.81it/s] 250/299 7.15G 0.01945 0.01795 0.0001265 318 640: 25%|██▌ | 7/28 [00:05<00:25, 1.23s/it] 250/299 7.15G 0.01928 0.01765 0.0001173 278 640: 25%|██▌ | 7/28 [00:06<00:25, 1.23s/it] 250/299 7.15G 0.01928 0.01765 0.0001173 278 640: 29%|██▊ | 8/28 [00:06<00:18, 1.09it/s] 250/299 7.15G 0.01909 0.01713 0.0001114 203 640: 29%|██▊ | 8/28 [00:06<00:18, 1.09it/s] 250/299 7.15G 0.01909 0.01713 0.0001114 203 640: 32%|███▏ | 9/28 [00:06<00:13, 1.43it/s] 250/299 7.15G 0.01911 0.01708 0.0001075 327 640: 32%|███▏ | 9/28 [00:09<00:13, 1.43it/s] 250/299 7.15G 0.01911 0.01708 0.0001075 327 640: 36%|███▌ | 10/28 [00:09<00:27, 1.54s/it] 250/299 7.15G 0.01917 0.01725 0.0001166 327 640: 36%|███▌ | 10/28 [00:10<00:27, 1.54s/it] 250/299 7.15G 0.01917 0.01725 0.0001166 327 640: 39%|███▉ | 11/28 [00:10<00:19, 1.13s/it] 250/299 7.15G 0.01925 0.0172 0.0001316 246 640: 39%|███▉ | 11/28 [00:10<00:19, 1.13s/it] 250/299 7.15G 0.01925 0.0172 0.0001316 246 640: 43%|████▎ | 12/28 [00:10<00:13, 1.16it/s] 250/299 7.15G 0.01932 0.01697 0.000154 254 640: 43%|████▎ | 12/28 [00:10<00:13, 1.16it/s] 250/299 7.15G 0.01932 0.01697 0.000154 254 640: 46%|████▋ | 13/28 [00:10<00:09, 1.50it/s] 250/299 7.15G 0.0193 0.01689 0.0001487 281 640: 46%|████▋ | 13/28 [00:10<00:09, 1.50it/s] 250/299 7.15G 0.0193 0.01689 0.0001487 281 640: 50%|█████ | 14/28 [00:10<00:07, 1.86it/s] 250/299 7.15G 0.01932 0.01686 0.0001489 271 640: 50%|█████ | 14/28 [00:13<00:07, 1.86it/s] 250/299 7.15G 0.01932 0.01686 0.0001489 271 640: 54%|█████▎ | 15/28 [00:13<00:14, 1.09s/it] 250/299 7.15G 0.01942 0.01676 0.0001433 231 640: 54%|█████▎ | 15/28 [00:13<00:14, 1.09s/it] 250/299 7.15G 0.01942 0.01676 0.0001433 231 640: 57%|█████▋ | 16/28 [00:13<00:10, 1.20it/s] 250/299 7.15G 0.01945 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s]
all 110 564 0.675 0.608 0.611 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 251/299 7.15G 0.01996 0.01435 0.0001476 224 640: 0%| | 0/28 [00:00<?, ?it/s] 251/299 7.15G 0.01996 0.01435 0.0001476 224 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 251/299 7.15G 0.01931 0.01395 0.0001196 221 640: 4%|▎ | 1/28 [00:00<00:05, 4.55it/s] 251/299 7.15G 0.01931 0.01395 0.0001196 221 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 251/299 7.15G 0.0192 0.01492 0.0001002 265 640: 7%|▋ | 2/28 [00:02<00:06, 4.28it/s] 251/299 7.15G 0.0192 0.01492 0.0001002 265 640: 11%|█ | 3/28 [00:02<00:23, 1.05it/s] 251/299 7.15G 0.01915 0.01553 0.0001026 268 640: 11%|█ | 3/28 [00:02<00:23, 1.05it/s] 251/299 7.15G 0.01915 0.01553 0.0001026 268 640: 14%|█▍ | 4/28 [00:02<00:16, 1.47it/s] 251/299 7.15G 0.01912 0.01593 9.686e-05 309 640: 14%|█▍ | 4/28 [00:02<00:16, 1.47it/s] 251/299 7.15G 0.01912 0.01593 9.686e-05 309 640: 18%|█▊ | 5/28 [00:02<00:11, 1.92it/s] 251/299 7.15G 0.01913 0.01577 9.365e-05 225 640: 18%|█▊ | 5/28 [00:06<00:11, 1.92it/s] 251/299 7.15G 0.01913 0.01577 9.365e-05 225 640: 21%|██▏ | 6/28 [00:06<00:36, 1.66s/it] 251/299 7.15G 0.01929 0.01601 9.007e-05 312 640: 21%|██▏ | 6/28 [00:06<00:36, 1.66s/it] 251/299 7.15G 0.01929 0.01601 9.007e-05 312 640: 25%|██▌ | 7/28 [00:06<00:24, 1.19s/it] 251/299 7.15G 0.0194 0.01632 9.491e-05 322 640: 25%|██▌ | 7/28 [00:07<00:24, 1.19s/it] 251/299 7.15G 0.0194 0.01632 9.491e-05 322 640: 29%|██▊ | 8/28 [00:07<00:17, 1.13it/s] 251/299 7.15G 0.01931 0.01631 9.122e-05 331 640: 29%|██▊ | 8/28 [00:07<00:17, 1.13it/s] 251/299 7.15G 0.01931 0.01631 9.122e-05 331 640: 32%|███▏ | 9/28 [00:07<00:12, 1.48it/s] 251/299 7.15G 0.01936 0.0166 9.785e-05 340 640: 32%|███▏ | 9/28 [00:07<00:12, 1.48it/s] 251/299 7.15G 0.01936 0.0166 9.785e-05 340 640: 36%|███▌ | 10/28 [00:07<00:09, 1.85it/s] 251/299 7.15G 0.01925 0.01649 9.365e-05 270 640: 36%|███▌ | 10/28 [00:08<00:09, 1.85it/s] 251/299 7.15G 0.01925 0.01649 9.365e-05 270 640: 39%|███▉ | 11/28 [00:08<00:10, 1.65it/s] 251/299 7.15G 0.01927 0.01647 9.447e-05 296 640: 39%|███▉ | 11/28 [00:08<00:10, 1.65it/s] 251/299 7.15G 0.01927 0.01647 9.447e-05 296 640: 43%|████▎ | 12/28 [00:08<00:07, 2.00it/s] 251/299 7.15G 0.01929 0.01658 9.336e-05 284 640: 43%|████▎ | 12/28 [00:08<00:07, 2.00it/s] 251/299 7.15G 0.01929 0.01658 9.336e-05 284 640: 46%|████▋ | 13/28 [00:08<00:06, 2.42it/s] 251/299 7.15G 0.01939 0.01678 0.0001003 345 640: 46%|████▋ | 13/28 [00:13<00:06, 2.42it/s] 251/299 7.15G 0.01939 0.01678 0.0001003 345 640: 50%|█████ | 14/28 [00:13<00:23, 1.70s/it] 251/299 7.15G 0.01946 0.01677 9.903e-05 297 640: 50%|█████ | 14/28 [00:13<00:23, 1.70s/it] 251/299 7.15G 0.01946 0.01677 9.903e-05 297 640: 54%|█████▎ | 15/28 [00:13<00:16, 1.25s/it] 251/299 7.15G 0.01943 0.01676 0.0001004 293 640: 54%|█████▎ | 15/28 [00:13<00:16, 1.25s/it] 251/299 7.15G 0.01943 0.01676 0.0001004 293 640: 57%|█████▋ | 16/28 [00:13<00:11, 1.05it/s] 251/299 7.15G 0.01946 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.84it/s]
all 110 564 0.673 0.592 0.603 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 252/299 7.15G 0.01774 0.01578 6.952e-05 286 640: 0%| | 0/28 [00:00<?, ?it/s] 252/299 7.15G 0.01774 0.01578 6.952e-05 286 640: 4%|▎ | 1/28 [00:00<00:11, 2.31it/s] 252/299 7.15G 0.01812 0.01648 7.844e-05 286 640: 4%|▎ | 1/28 [00:03<00:11, 2.31it/s] 252/299 7.15G 0.01812 0.01648 7.844e-05 286 640: 7%|▋ | 2/28 [00:03<00:52, 2.01s/it] 252/299 7.15G 0.01854 0.01647 8.319e-05 279 640: 7%|▋ | 2/28 [00:03<00:52, 2.01s/it] 252/299 7.15G 0.01854 0.01647 8.319e-05 279 640: 11%|█ | 3/28 [00:03<00:29, 1.19s/it] 252/299 7.15G 0.01863 0.01632 8.733e-05 292 640: 11%|█ | 3/28 [00:04<00:29, 1.19s/it] 252/299 7.15G 0.01863 0.01632 8.733e-05 292 640: 14%|█▍ | 4/28 [00:04<00:19, 1.23it/s] 252/299 7.15G 0.01874 0.01655 9.49e-05 279 640: 14%|█▍ | 4/28 [00:04<00:19, 1.23it/s] 252/299 7.15G 0.01874 0.01655 9.49e-05 279 640: 18%|█▊ | 5/28 [00:04<00:13, 1.66it/s] 252/299 7.15G 0.01863 0.01656 8.783e-05 279 640: 18%|█▊ | 5/28 [00:04<00:13, 1.66it/s] 252/299 7.15G 0.01863 0.01656 8.783e-05 279 640: 21%|██▏ | 6/28 [00:04<00:10, 2.07it/s] 252/299 7.15G 0.0187 0.0168 9.33e-05 353 640: 21%|██▏ | 6/28 [00:06<00:10, 2.07it/s] 252/299 7.15G 0.0187 0.0168 9.33e-05 353 640: 25%|██▌ | 7/28 [00:06<00:17, 1.19it/s] 252/299 7.15G 0.01874 0.0165 8.862e-05 237 640: 25%|██▌ | 7/28 [00:06<00:17, 1.19it/s] 252/299 7.15G 0.01874 0.0165 8.862e-05 237 640: 29%|██▊ | 8/28 [00:06<00:13, 1.53it/s] 252/299 7.15G 0.01868 0.01637 8.624e-05 254 640: 29%|██▊ | 8/28 [00:06<00:13, 1.53it/s] 252/299 7.15G 0.01868 0.01637 8.624e-05 254 640: 32%|███▏ | 9/28 [00:06<00:09, 1.94it/s] 252/299 7.15G 0.01876 0.01635 9.267e-05 326 640: 32%|███▏ | 9/28 [00:09<00:09, 1.94it/s] 252/299 7.15G 0.01876 0.01635 9.267e-05 326 640: 36%|███▌ | 10/28 [00:09<00:24, 1.36s/it] 252/299 7.15G 0.01877 0.01607 9.155e-05 235 640: 36%|███▌ | 10/28 [00:09<00:24, 1.36s/it] 252/299 7.15G 0.01877 0.01607 9.155e-05 235 640: 39%|███▉ | 11/28 [00:09<00:17, 1.01s/it] 252/299 7.15G 0.01885 0.01602 0.0001018 228 640: 39%|███▉ | 11/28 [00:10<00:17, 1.01s/it] 252/299 7.15G 0.01885 0.01602 0.0001018 228 640: 43%|████▎ | 12/28 [00:10<00:12, 1.29it/s] 252/299 7.15G 0.01887 0.01597 9.921e-05 248 640: 43%|████▎ | 12/28 [00:10<00:12, 1.29it/s] 252/299 7.15G 0.01887 0.01597 9.921e-05 248 640: 46%|████▋ | 13/28 [00:10<00:09, 1.65it/s] 252/299 7.15G 0.01884 0.01607 9.747e-05 259 640: 46%|████▋ | 13/28 [00:10<00:09, 1.65it/s] 252/299 7.15G 0.01884 0.01607 9.747e-05 259 640: 50%|█████ | 14/28 [00:10<00:07, 1.99it/s] 252/299 7.15G 0.01891 0.01607 9.611e-05 277 640: 50%|█████ | 14/28 [00:12<00:07, 1.99it/s] 252/299 7.15G 0.01891 0.01607 9.611e-05 277 640: 54%|█████▎ | 15/28 [00:12<00:13, 1.03s/it] 252/299 7.15G 0.01889 0.01597 9.369e-05 248 640: 54%|█████▎ | 15/28 [00:13<00:13, 1.03s/it] 252/299 7.15G 0.01889 0.01597 9.369e-05 248 640: 57%|█████▋ | 16/28 [00:13<00:09, 1.26it/s] 252/299 7.15G 0.01893 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.697 0.594 0.604 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 253/299 7.15G 0.01881 0.01625 6.206e-05 249 640: 0%| | 0/28 [00:00<?, ?it/s] 253/299 7.15G 0.01881 0.01625 6.206e-05 249 640: 4%|▎ | 1/28 [00:00<00:11, 2.34it/s] 253/299 7.15G 0.0191 0.01594 5.962e-05 263 640: 4%|▎ | 1/28 [00:00<00:11, 2.34it/s] 253/299 7.15G 0.0191 0.01594 5.962e-05 263 640: 7%|▋ | 2/28 [00:00<00:08, 3.13it/s] 253/299 7.15G 0.01977 0.01561 0.00013 209 640: 7%|▋ | 2/28 [00:00<00:08, 3.13it/s] 253/299 7.15G 0.01977 0.01561 0.00013 209 640: 11%|█ | 3/28 [00:00<00:06, 3.67it/s] 253/299 7.15G 0.01944 0.01585 0.000118 261 640: 11%|█ | 3/28 [00:01<00:06, 3.67it/s] 253/299 7.15G 0.01944 0.01585 0.000118 261 640: 14%|█▍ | 4/28 [00:01<00:06, 3.83it/s] 253/299 7.15G 0.01923 0.01561 0.0001064 247 640: 14%|█▍ | 4/28 [00:01<00:06, 3.83it/s] 253/299 7.15G 0.01923 0.01561 0.0001064 247 640: 18%|█▊ | 5/28 [00:01<00:05, 4.07it/s] 253/299 7.15G 0.0193 0.01582 0.0001102 282 640: 18%|█▊ | 5/28 [00:06<00:05, 4.07it/s] 253/299 7.15G 0.0193 0.01582 0.0001102 282 640: 21%|██▏ | 6/28 [00:06<00:41, 1.88s/it] 253/299 7.15G 0.01925 0.01578 0.0001028 251 640: 21%|██▏ | 6/28 [00:06<00:41, 1.88s/it] 253/299 7.15G 0.01925 0.01578 0.0001028 251 640: 25%|██▌ | 7/28 [00:06<00:28, 1.34s/it] 253/299 7.15G 0.01954 0.01556 0.0001187 231 640: 25%|██▌ | 7/28 [00:06<00:28, 1.34s/it] 253/299 7.15G 0.01954 0.01556 0.0001187 231 640: 29%|██▊ | 8/28 [00:06<00:19, 1.01it/s] 253/299 7.15G 0.01961 0.01563 0.0001157 304 640: 29%|██▊ | 8/28 [00:07<00:19, 1.01it/s] 253/299 7.15G 0.01961 0.01563 0.0001157 304 640: 32%|███▏ | 9/28 [00:07<00:14, 1.33it/s] 253/299 7.15G 0.01954 0.01544 0.0001286 220 640: 32%|███▏ | 9/28 [00:07<00:14, 1.33it/s] 253/299 7.15G 0.01954 0.01544 0.0001286 220 640: 36%|███▌ | 10/28 [00:07<00:10, 1.68it/s] 253/299 7.15G 0.01943 0.01564 0.000134 307 640: 36%|███▌ | 10/28 [00:07<00:10, 1.68it/s] 253/299 7.15G 0.01943 0.01564 0.000134 307 640: 39%|███▉ | 11/28 [00:07<00:10, 1.64it/s] 253/299 7.15G 0.01943 0.0161 0.0001323 347 640: 39%|███▉ | 11/28 [00:08<00:10, 1.64it/s] 253/299 7.15G 0.01943 0.0161 0.0001323 347 640: 43%|████▎ | 12/28 [00:08<00:07, 2.01it/s] 253/299 7.15G 0.01946 0.01617 0.0001351 301 640: 43%|████▎ | 12/28 [00:08<00:07, 2.01it/s] 253/299 7.15G 0.01946 0.01617 0.0001351 301 640: 46%|████▋ | 13/28 [00:08<00:06, 2.42it/s] 253/299 7.15G 0.01932 0.01593 0.0001332 250 640: 46%|████▋ | 13/28 [00:12<00:06, 2.42it/s] 253/299 7.15G 0.01932 0.01593 0.0001332 250 640: 50%|█████ | 14/28 [00:12<00:22, 1.63s/it] 253/299 7.15G 0.01929 0.01584 0.00013 229 640: 50%|█████ | 14/28 [00:13<00:22, 1.63s/it] 253/299 7.15G 0.01929 0.01584 0.00013 229 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.21s/it] 253/299 7.15G 0.01924 0.01583 0.0002012 266 640: 54%|█████▎ | 15/28 [00:13<00:15, 1.21s/it] 253/299 7.15G 0.01924 0.01583 0.0002012 266 640: 57%|█████▋ | 16/28 [00:13<00:11, 1.09it/s] 253/299 7.15G 0.01923 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.673 0.594 0.602 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 254/299 7.15G 0.01773 0.01532 0.0001219 238 640: 0%| | 0/28 [00:00<?, ?it/s] 254/299 7.15G 0.01773 0.01532 0.0001219 238 640: 4%|▎ | 1/28 [00:00<00:06, 4.45it/s] 254/299 7.15G 0.01785 0.01523 0.0001053 248 640: 4%|▎ | 1/28 [00:04<00:06, 4.45it/s] 254/299 7.15G 0.01785 0.01523 0.0001053 248 640: 7%|▋ | 2/28 [00:04<01:07, 2.60s/it] 254/299 7.15G 0.0189 0.0152 9.896e-05 306 640: 7%|▋ | 2/28 [00:04<01:07, 2.60s/it] 254/299 7.15G 0.0189 0.0152 9.896e-05 306 640: 11%|█ | 3/28 [00:04<00:37, 1.51s/it] 254/299 7.15G 0.01955 0.01485 8.782e-05 240 640: 11%|█ | 3/28 [00:04<00:37, 1.51s/it] 254/299 7.15G 0.01955 0.01485 8.782e-05 240 640: 14%|█▍ | 4/28 [00:04<00:24, 1.01s/it] 254/299 7.15G 0.0194 0.01532 8.036e-05 301 640: 14%|█▍ | 4/28 [00:05<00:24, 1.01s/it] 254/299 7.15G 0.0194 0.01532 8.036e-05 301 640: 18%|█▊ | 5/28 [00:05<00:16, 1.38it/s] 254/299 7.15G 0.01943 0.01571 8.064e-05 281 640: 18%|█▊ | 5/28 [00:05<00:16, 1.38it/s] 254/299 7.15G 0.01943 0.01571 8.064e-05 281 640: 21%|██▏ | 6/28 [00:05<00:12, 1.79it/s] 254/299 7.15G 0.01943 0.01596 8.114e-05 298 640: 21%|██▏ | 6/28 [00:05<00:12, 1.79it/s] 254/299 7.15G 0.01943 0.01596 8.114e-05 298 640: 25%|██▌ | 7/28 [00:05<00:11, 1.76it/s] 254/299 7.15G 0.01956 0.01592 7.744e-05 249 640: 25%|██▌ | 7/28 [00:06<00:11, 1.76it/s] 254/299 7.15G 0.01956 0.01592 7.744e-05 249 640: 29%|██▊ | 8/28 [00:06<00:09, 2.16it/s] 254/299 7.15G 0.01949 0.0162 7.906e-05 326 640: 29%|██▊ | 8/28 [00:06<00:09, 2.16it/s] 254/299 7.15G 0.01949 0.0162 7.906e-05 326 640: 32%|███▏ | 9/28 [00:06<00:07, 2.60it/s] 254/299 7.15G 0.01955 0.01643 0.0001292 346 640: 32%|███▏ | 9/28 [00:11<00:07, 2.60it/s] 254/299 7.15G 0.01955 0.01643 0.0001292 346 640: 36%|███▌ | 10/28 [00:11<00:33, 1.87s/it] 254/299 7.15G 0.01965 0.01635 0.0001295 246 640: 36%|███▌ | 10/28 [00:11<00:33, 1.87s/it] 254/299 7.15G 0.01965 0.01635 0.0001295 246 640: 39%|███▉ | 11/28 [00:11<00:23, 1.36s/it] 254/299 7.15G 0.01951 0.01617 0.0001233 275 640: 39%|███▉ | 11/28 [00:12<00:23, 1.36s/it] 254/299 7.15G 0.01951 0.01617 0.0001233 275 640: 43%|████▎ | 12/28 [00:12<00:16, 1.02s/it] 254/299 7.15G 0.01944 0.01606 0.0001196 280 640: 43%|████▎ | 12/28 [00:12<00:16, 1.02s/it] 254/299 7.15G 0.01944 0.01606 0.0001196 280 640: 46%|████▋ | 13/28 [00:12<00:11, 1.28it/s] 254/299 7.15G 0.01947 0.01603 0.0001158 268 640: 46%|████▋ | 13/28 [00:12<00:11, 1.28it/s] 254/299 7.15G 0.01947 0.01603 0.0001158 268 640: 50%|█████ | 14/28 [00:12<00:08, 1.62it/s] 254/299 7.15G 0.01953 0.01607 0.0001155 238 640: 50%|█████ | 14/28 [00:12<00:08, 1.62it/s] 254/299 7.15G 0.01953 0.01607 0.0001155 238 640: 54%|█████▎ | 15/28 [00:12<00:06, 2.02it/s] 254/299 7.15G 0.01948 0.01587 0.0001129 259 640: 54%|█████▎ | 15/28 [00:13<00:06, 2.02it/s] 254/299 7.15G 0.01948 0.01587 0.0001129 259 640: 57%|█████▋ | 16/28 [00:13<00:05, 2.38it/s] 254/299 7.15G 0.01945
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.673 0.592 0.592 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 255/299 7.15G 0.01806 0.0144 5.354e-05 222 640: 0%| | 0/28 [00:00<?, ?it/s] 255/299 7.15G 0.01806 0.0144 5.354e-05 222 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 255/299 7.15G 0.01865 0.01426 5.618e-05 214 640: 4%|▎ | 1/28 [00:00<00:05, 4.53it/s] 255/299 7.15G 0.01865 0.01426 5.618e-05 214 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 255/299 7.15G 0.01902 0.01512 5.527e-05 276 640: 7%|▋ | 2/28 [00:00<00:06, 4.23it/s] 255/299 7.15G 0.01902 0.01512 5.527e-05 276 640: 11%|█ | 3/28 [00:00<00:08, 3.11it/s] 255/299 7.15G 0.01911 0.01607 7.248e-05 325 640: 11%|█ | 3/28 [00:01<00:08, 3.11it/s] 255/299 7.15G 0.01911 0.01607 7.248e-05 325 640: 14%|█▍ | 4/28 [00:01<00:06, 3.44it/s] 255/299 7.15G 0.01884 0.01606 8.03e-05 297 640: 14%|█▍ | 4/28 [00:01<00:06, 3.44it/s] 255/299 7.15G 0.01884 0.01606 8.03e-05 297 640: 18%|█▊ | 5/28 [00:01<00:06, 3.79it/s] 255/299 7.15G 0.01888 0.01612 9.265e-05 273 640: 18%|█▊ | 5/28 [00:06<00:06, 3.79it/s] 255/299 7.15G 0.01888 0.01612 9.265e-05 273 640: 21%|██▏ | 6/28 [00:06<00:38, 1.76s/it] 255/299 7.15G 0.01863 0.01582 8.816e-05 235 640: 21%|██▏ | 6/28 [00:06<00:38, 1.76s/it] 255/299 7.15G 0.01863 0.01582 8.816e-05 235 640: 25%|██▌ | 7/28 [00:06<00:26, 1.26s/it] 255/299 7.15G 0.01882 0.01588 0.0001001 247 640: 25%|██▌ | 7/28 [00:06<00:26, 1.26s/it] 255/299 7.15G 0.01882 0.01588 0.0001001 247 640: 29%|██▊ | 8/28 [00:06<00:18, 1.07it/s] 255/299 7.15G 0.01879 0.01563 0.0001022 240 640: 29%|██▊ | 8/28 [00:06<00:18, 1.07it/s] 255/299 7.15G 0.01879 0.01563 0.0001022 240 640: 32%|███▏ | 9/28 [00:06<00:14, 1.28it/s] 255/299 7.15G 0.01867 0.01558 0.0001039 270 640: 32%|███▏ | 9/28 [00:07<00:14, 1.28it/s] 255/299 7.15G 0.01867 0.01558 0.0001039 270 640: 36%|███▌ | 10/28 [00:07<00:12, 1.45it/s] 255/299 7.15G 0.01869 0.01578 0.0001006 309 640: 36%|███▌ | 10/28 [00:08<00:12, 1.45it/s] 255/299 7.15G 0.01869 0.01578 0.0001006 309 640: 39%|███▉ | 11/28 [00:08<00:15, 1.11it/s] 255/299 7.15G 0.01869 0.01577 0.0001046 317 640: 39%|███▉ | 11/28 [00:09<00:15, 1.11it/s] 255/299 7.15G 0.01869 0.01577 0.0001046 317 640: 43%|████▎ | 12/28 [00:09<00:11, 1.43it/s] 255/299 7.15G 0.01868 0.01573 0.0001073 309 640: 43%|████▎ | 12/28 [00:09<00:11, 1.43it/s] 255/299 7.15G 0.01868 0.01573 0.0001073 309 640: 46%|████▋ | 13/28 [00:09<00:08, 1.81it/s] 255/299 7.15G 0.01883 0.01582 0.0001039 275 640: 46%|████▋ | 13/28 [00:12<00:08, 1.81it/s] 255/299 7.15G 0.01883 0.01582 0.0001039 275 640: 50%|█████ | 14/28 [00:12<00:21, 1.50s/it] 255/299 7.15G 0.01875 0.01569 0.0001011 240 640: 50%|█████ | 14/28 [00:13<00:21, 1.50s/it] 255/299 7.15G 0.01875 0.01569 0.0001011 240 640: 54%|█████▎ | 15/28 [00:13<00:14, 1.11s/it] 255/299 7.15G 0.01887 0.01566 9.971e-05 248 640: 54%|█████▎ | 15/28 [00:13<00:14, 1.11s/it] 255/299 7.15G 0.01887 0.01566 9.971e-05 248 640: 57%|█████▋ | 16/28 [00:13<00:10, 1.17it/s] 255/299 7.15G 0.01897 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.696 0.592 0.604 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 256/299 7.15G 0.01979 0.01735 0.0002519 280 640: 0%| | 0/28 [00:00<?, ?it/s] 256/299 7.15G 0.01979 0.01735 0.0002519 280 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 256/299 7.15G 0.02076 0.01789 0.0001541 287 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 256/299 7.15G 0.02076 0.01789 0.0001541 287 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 256/299 7.15G 0.02104 0.0176 0.0001265 276 640: 7%|▋ | 2/28 [00:00<00:06, 4.28it/s] 256/299 7.15G 0.02104 0.0176 0.0001265 276 640: 11%|█ | 3/28 [00:00<00:05, 4.41it/s] 256/299 7.15G 0.0206 0.01704 0.0001231 229 640: 11%|█ | 3/28 [00:00<00:05, 4.41it/s] 256/299 7.15G 0.0206 0.01704 0.0001231 229 640: 14%|█▍ | 4/28 [00:00<00:05, 4.20it/s] 256/299 7.15G 0.02018 0.01722 0.0001318 301 640: 14%|█▍ | 4/28 [00:01<00:05, 4.20it/s] 256/299 7.15G 0.02018 0.01722 0.0001318 301 640: 18%|█▊ | 5/28 [00:01<00:09, 2.54it/s] 256/299 7.15G 0.02001 0.01687 0.0001195 249 640: 18%|█▊ | 5/28 [00:05<00:09, 2.54it/s] 256/299 7.15G 0.02001 0.01687 0.0001195 249 640: 21%|██▏ | 6/28 [00:05<00:33, 1.50s/it] 256/299 7.15G 0.01974 0.01698 0.0001358 307 640: 21%|██▏ | 6/28 [00:06<00:33, 1.50s/it] 256/299 7.15G 0.01974 0.01698 0.0001358 307 640: 25%|██▌ | 7/28 [00:06<00:31, 1.51s/it] 256/299 7.15G 0.01962 0.01683 0.0001252 269 640: 25%|██▌ | 7/28 [00:07<00:31, 1.51s/it] 256/299 7.15G 0.01962 0.01683 0.0001252 269 640: 29%|██▊ | 8/28 [00:07<00:22, 1.10s/it] 256/299 7.15G 0.0195 0.01687 0.0001241 292 640: 29%|██▊ | 8/28 [00:07<00:22, 1.10s/it] 256/299 7.15G 0.0195 0.01687 0.0001241 292 640: 32%|███▏ | 9/28 [00:07<00:15, 1.21it/s] 256/299 7.15G 0.01942 0.0167 0.0001224 271 640: 32%|███▏ | 9/28 [00:07<00:15, 1.21it/s] 256/299 7.15G 0.01942 0.0167 0.0001224 271 640: 36%|███▌ | 10/28 [00:07<00:11, 1.54it/s] 256/299 7.15G 0.01942 0.0166 0.0001341 302 640: 36%|███▌ | 10/28 [00:07<00:11, 1.54it/s] 256/299 7.15G 0.01942 0.0166 0.0001341 302 640: 39%|███▉ | 11/28 [00:07<00:08, 1.94it/s] 256/299 7.15G 0.01942 0.01664 0.000134 281 640: 39%|███▉ | 11/28 [00:07<00:08, 1.94it/s] 256/299 7.15G 0.01942 0.01664 0.000134 281 640: 43%|████▎ | 12/28 [00:07<00:06, 2.31it/s] 256/299 7.15G 0.0195 0.01659 0.0001355 264 640: 43%|████▎ | 12/28 [00:08<00:06, 2.31it/s] 256/299 7.15G 0.0195 0.01659 0.0001355 264 640: 46%|████▋ | 13/28 [00:08<00:07, 2.07it/s] 256/299 7.15G 0.01948 0.01644 0.0001302 286 640: 46%|████▋ | 13/28 [00:12<00:07, 2.07it/s] 256/299 7.15G 0.01948 0.01644 0.0001302 286 640: 50%|█████ | 14/28 [00:12<00:22, 1.63s/it] 256/299 7.15G 0.01951 0.01668 0.000126 317 640: 50%|█████ | 14/28 [00:14<00:22, 1.63s/it] 256/299 7.15G 0.01951 0.01668 0.000126 317 640: 54%|█████▎ | 15/28 [00:14<00:22, 1.71s/it] 256/299 7.15G 0.01946 0.01665 0.0001274 270 640: 54%|█████▎ | 15/28 [00:14<00:22, 1.71s/it] 256/299 7.15G 0.01946 0.01665 0.0001274 270 640: 57%|█████▋ | 16/28 [00:14<00:15, 1.27s/it] 256/299 7.15G 0.01941 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.76it/s]
all 110 564 0.675 0.591 0.604 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 257/299 7.15G 0.01799 0.01587 0.0002478 254 640: 0%| | 0/28 [00:00<?, ?it/s] 257/299 7.15G 0.01799 0.01587 0.0002478 254 640: 4%|▎ | 1/28 [00:00<00:05, 4.60it/s] 257/299 7.15G 0.0182 0.01574 0.0001503 257 640: 4%|▎ | 1/28 [00:02<00:05, 4.60it/s] 257/299 7.15G 0.0182 0.01574 0.0001503 257 640: 7%|▋ | 2/28 [00:02<00:42, 1.62s/it] 257/299 7.15G 0.01796 0.0159 0.0001217 261 640: 7%|▋ | 2/28 [00:05<00:42, 1.62s/it] 257/299 7.15G 0.01796 0.0159 0.0001217 261 640: 11%|█ | 3/28 [00:05<00:47, 1.91s/it] 257/299 7.15G 0.01839 0.01625 0.0001186 257 640: 11%|█ | 3/28 [00:05<00:47, 1.91s/it] 257/299 7.15G 0.01839 0.01625 0.0001186 257 640: 14%|█▍ | 4/28 [00:05<00:30, 1.25s/it] 257/299 7.15G 0.01844 0.01597 0.0001127 234 640: 14%|█▍ | 4/28 [00:05<00:30, 1.25s/it] 257/299 7.15G 0.01844 0.01597 0.0001127 234 640: 18%|█▊ | 5/28 [00:05<00:20, 1.14it/s] 257/299 7.15G 0.01864 0.01577 0.0001047 265 640: 18%|█▊ | 5/28 [00:05<00:20, 1.14it/s] 257/299 7.15G 0.01864 0.01577 0.0001047 265 640: 21%|██▏ | 6/28 [00:05<00:14, 1.51it/s] 257/299 7.15G 0.01874 0.01589 9.756e-05 298 640: 21%|██▏ | 6/28 [00:05<00:14, 1.51it/s] 257/299 7.15G 0.01874 0.01589 9.756e-05 298 640: 25%|██▌ | 7/28 [00:05<00:10, 1.94it/s] 257/299 7.15G 0.01887 0.01595 9.309e-05 294 640: 25%|██▌ | 7/28 [00:06<00:10, 1.94it/s] 257/299 7.15G 0.01887 0.01595 9.309e-05 294 640: 29%|██▊ | 8/28 [00:06<00:08, 2.33it/s] 257/299 7.15G 0.01898 0.01587 9.819e-05 238 640: 29%|██▊ | 8/28 [00:06<00:08, 2.33it/s] 257/299 7.15G 0.01898 0.01587 9.819e-05 238 640: 32%|███▏ | 9/28 [00:06<00:06, 2.76it/s] 257/299 7.15G 0.01911 0.01605 9.67e-05 291 640: 32%|███▏ | 9/28 [00:10<00:06, 2.76it/s] 257/299 7.15G 0.01911 0.01605 9.67e-05 291 640: 36%|███▌ | 10/28 [00:10<00:26, 1.46s/it] 257/299 7.15G 0.01921 0.01593 9.542e-05 223 640: 36%|███▌ | 10/28 [00:12<00:26, 1.46s/it] 257/299 7.15G 0.01921 0.01593 9.542e-05 223 640: 39%|███▉ | 11/28 [00:12<00:28, 1.69s/it] 257/299 7.15G 0.01919 0.01594 0.0001007 284 640: 39%|███▉ | 11/28 [00:12<00:28, 1.69s/it] 257/299 7.15G 0.01919 0.01594 0.0001007 284 640: 43%|████▎ | 12/28 [00:12<00:20, 1.25s/it] 257/299 7.15G 0.01932 0.01637 0.0001058 344 640: 43%|████▎ | 12/28 [00:13<00:20, 1.25s/it] 257/299 7.15G 0.01932 0.01637 0.0001058 344 640: 46%|████▋ | 13/28 [00:13<00:14, 1.07it/s] 257/299 7.15G 0.01936 0.01623 0.000104 254 640: 46%|████▋ | 13/28 [00:13<00:14, 1.07it/s] 257/299 7.15G 0.01936 0.01623 0.000104 254 640: 50%|█████ | 14/28 [00:13<00:10, 1.37it/s] 257/299 7.15G 0.01929 0.01614 0.0001011 240 640: 50%|█████ | 14/28 [00:13<00:10, 1.37it/s] 257/299 7.15G 0.01929 0.01614 0.0001011 240 640: 54%|█████▎ | 15/28 [00:13<00:07, 1.75it/s] 257/299 7.15G 0.01924 0.01607 0.0001038 241 640: 54%|█████▎ | 15/28 [00:13<00:07, 1.75it/s] 257/299 7.15G 0.01924 0.01607 0.0001038 241 640: 57%|█████▋ | 16/28 [00:13<00:05, 2.11it/s] 257/299 7.15G 0.01918 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.646 0.62 0.609 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 258/299 7.15G 0.02001 0.01631 9.111e-05 290 640: 0%| | 0/28 [00:00<?, ?it/s] 258/299 7.15G 0.02001 0.01631 9.111e-05 290 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 258/299 7.15G 0.01894 0.01625 7.527e-05 267 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 258/299 7.15G 0.01894 0.01625 7.527e-05 267 640: 7%|▋ | 2/28 [00:00<00:08, 3.01it/s] 258/299 7.15G 0.01874 0.01587 6.664e-05 255 640: 7%|▋ | 2/28 [00:00<00:08, 3.01it/s] 258/299 7.15G 0.01874 0.01587 6.664e-05 255 640: 11%|█ | 3/28 [00:00<00:07, 3.53it/s] 258/299 7.15G 0.01873 0.01626 7.143e-05 269 640: 11%|█ | 3/28 [00:01<00:07, 3.53it/s] 258/299 7.15G 0.01873 0.01626 7.143e-05 269 640: 14%|█▍ | 4/28 [00:01<00:06, 3.73it/s] 258/299 7.15G 0.01866 0.01637 7.196e-05 303 640: 14%|█▍ | 4/28 [00:01<00:06, 3.73it/s] 258/299 7.15G 0.01866 0.01637 7.196e-05 303 640: 18%|█▊ | 5/28 [00:01<00:05, 4.01it/s] 258/299 7.15G 0.01865 0.01654 6.853e-05 296 640: 18%|█▊ | 5/28 [00:05<00:05, 4.01it/s] 258/299 7.15G 0.01865 0.01654 6.853e-05 296 640: 21%|██▏ | 6/28 [00:05<00:37, 1.68s/it] 258/299 7.15G 0.01853 0.01637 7.105e-05 272 640: 21%|██▏ | 6/28 [00:06<00:37, 1.68s/it] 258/299 7.15G 0.01853 0.01637 7.105e-05 272 640: 25%|██▌ | 7/28 [00:06<00:25, 1.21s/it] 258/299 7.15G 0.01871 0.01645 0.0001164 288 640: 25%|██▌ | 7/28 [00:06<00:25, 1.21s/it] 258/299 7.15G 0.01871 0.01645 0.0001164 288 640: 29%|██▊ | 8/28 [00:06<00:18, 1.11it/s] 258/299 7.15G 0.01868 0.01638 0.0001106 285 640: 29%|██▊ | 8/28 [00:06<00:18, 1.11it/s] 258/299 7.15G 0.01868 0.01638 0.0001106 285 640: 32%|███▏ | 9/28 [00:06<00:13, 1.46it/s] 258/299 7.15G 0.01859 0.01639 0.0001052 225 640: 32%|███▏ | 9/28 [00:08<00:13, 1.46it/s] 258/299 7.15G 0.01859 0.01639 0.0001052 225 640: 36%|███▌ | 10/28 [00:08<00:18, 1.03s/it] 258/299 7.15G 0.01852 0.01643 0.0001167 303 640: 36%|███▌ | 10/28 [00:08<00:18, 1.03s/it] 258/299 7.15G 0.01852 0.01643 0.0001167 303 640: 39%|███▉ | 11/28 [00:08<00:13, 1.28it/s] 258/299 7.15G 0.0186 0.01655 0.0001141 307 640: 39%|███▉ | 11/28 [00:08<00:13, 1.28it/s] 258/299 7.15G 0.0186 0.01655 0.0001141 307 640: 43%|████▎ | 12/28 [00:08<00:09, 1.61it/s] 258/299 7.15G 0.01866 0.01623 0.0001102 224 640: 43%|████▎ | 12/28 [00:08<00:09, 1.61it/s] 258/299 7.15G 0.01866 0.01623 0.0001102 224 640: 46%|████▋ | 13/28 [00:08<00:07, 2.01it/s] 258/299 7.15G 0.01865 0.01613 0.00011 213 640: 46%|████▋ | 13/28 [00:12<00:07, 2.01it/s] 258/299 7.15G 0.01865 0.01613 0.00011 213 640: 50%|█████ | 14/28 [00:12<00:20, 1.44s/it] 258/299 7.15G 0.01869 0.01606 0.000109 242 640: 50%|█████ | 14/28 [00:12<00:20, 1.44s/it] 258/299 7.15G 0.01869 0.01606 0.000109 242 640: 54%|█████▎ | 15/28 [00:12<00:13, 1.07s/it] 258/299 7.15G 0.01867 0.01606 0.0001112 274 640: 54%|█████▎ | 15/28 [00:13<00:13, 1.07s/it] 258/299 7.15G 0.01867 0.01606 0.0001112 274 640: 57%|█████▋ | 16/28 [00:13<00:09, 1.22it/s] 258/299 7.15G 0.0187 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.75it/s]
all 110 564 0.685 0.594 0.609 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 259/299 7.15G 0.01742 0.01371 9.945e-05 240 640: 0%| | 0/28 [00:00<?, ?it/s] 259/299 7.15G 0.01742 0.01371 9.945e-05 240 640: 4%|▎ | 1/28 [00:00<00:05, 4.51it/s] 259/299 7.15G 0.01763 0.01374 0.0001396 217 640: 4%|▎ | 1/28 [00:03<00:05, 4.51it/s] 259/299 7.15G 0.01763 0.01374 0.0001396 217 640: 7%|▋ | 2/28 [00:03<00:56, 2.18s/it] 259/299 7.15G 0.01809 0.0154 0.0001368 338 640: 7%|▋ | 2/28 [00:04<00:56, 2.18s/it] 259/299 7.15G 0.01809 0.0154 0.0001368 338 640: 11%|█ | 3/28 [00:04<00:35, 1.41s/it] 259/299 7.15G 0.01799 0.01538 0.000129 269 640: 11%|█ | 3/28 [00:04<00:35, 1.41s/it] 259/299 7.15G 0.01799 0.01538 0.000129 269 640: 14%|█▍ | 4/28 [00:04<00:22, 1.05it/s] 259/299 7.15G 0.01827 0.01587 0.0001173 275 640: 14%|█▍ | 4/28 [00:04<00:22, 1.05it/s] 259/299 7.15G 0.01827 0.01587 0.0001173 275 640: 18%|█▊ | 5/28 [00:04<00:15, 1.45it/s] 259/299 7.15G 0.0182 0.01579 0.0001174 220 640: 18%|█▊ | 5/28 [00:06<00:15, 1.45it/s] 259/299 7.15G 0.0182 0.01579 0.0001174 220 640: 21%|██▏ | 6/28 [00:06<00:22, 1.02s/it] 259/299 7.15G 0.0181 0.01622 0.0001083 294 640: 21%|██▏ | 6/28 [00:06<00:22, 1.02s/it] 259/299 7.15G 0.0181 0.01622 0.0001083 294 640: 25%|██▌ | 7/28 [00:06<00:15, 1.32it/s] 259/299 7.15G 0.0182 0.01595 0.0001038 220 640: 25%|██▌ | 7/28 [00:06<00:15, 1.32it/s] 259/299 7.15G 0.0182 0.01595 0.0001038 220 640: 29%|██▊ | 8/28 [00:06<00:11, 1.69it/s] 259/299 7.15G 0.01819 0.01599 0.0001101 294 640: 29%|██▊ | 8/28 [00:07<00:11, 1.69it/s] 259/299 7.15G 0.01819 0.01599 0.0001101 294 640: 32%|███▏ | 9/28 [00:07<00:09, 2.11it/s] 259/299 7.15G 0.01819 0.01616 0.000104 303 640: 32%|███▏ | 9/28 [00:11<00:09, 2.11it/s] 259/299 7.15G 0.01819 0.01616 0.000104 303 640: 36%|███▌ | 10/28 [00:11<00:30, 1.72s/it] 259/299 7.15G 0.01814 0.01636 0.000105 309 640: 36%|███▌ | 10/28 [00:11<00:30, 1.72s/it] 259/299 7.15G 0.01814 0.01636 0.000105 309 640: 39%|███▉ | 11/28 [00:11<00:21, 1.26s/it] 259/299 7.15G 0.01816 0.01627 0.0001007 248 640: 39%|███▉ | 11/28 [00:12<00:21, 1.26s/it] 259/299 7.15G 0.01816 0.01627 0.0001007 248 640: 43%|████▎ | 12/28 [00:12<00:15, 1.05it/s] 259/299 7.15G 0.01826 0.01635 9.897e-05 267 640: 43%|████▎ | 12/28 [00:12<00:15, 1.05it/s] 259/299 7.15G 0.01826 0.01635 9.897e-05 267 640: 46%|████▋ | 13/28 [00:12<00:10, 1.37it/s] 259/299 7.15G 0.01822 0.01633 9.969e-05 288 640: 46%|████▋ | 13/28 [00:14<00:10, 1.37it/s] 259/299 7.15G 0.01822 0.01633 9.969e-05 288 640: 50%|█████ | 14/28 [00:14<00:15, 1.11s/it] 259/299 7.15G 0.01818 0.01612 0.000101 207 640: 50%|█████ | 14/28 [00:14<00:15, 1.11s/it] 259/299 7.15G 0.01818 0.01612 0.000101 207 640: 54%|█████▎ | 15/28 [00:14<00:10, 1.18it/s] 259/299 7.15G 0.01827 0.0162 0.0001005 277 640: 54%|█████▎ | 15/28 [00:14<00:10, 1.18it/s] 259/299 7.15G 0.01827 0.0162 0.0001005 277 640: 57%|█████▋ | 16/28 [00:14<00:07, 1.51it/s] 259/299 7.15G 0.01829 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.86it/s]
all 110 564 0.655 0.611 0.605 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 260/299 7.15G 0.01876 0.0121 6.654e-05 194 640: 0%| | 0/28 [00:00<?, ?it/s] 260/299 7.15G 0.01876 0.0121 6.654e-05 194 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 260/299 7.15G 0.01853 0.01299 0.0002103 232 640: 4%|▎ | 1/28 [00:02<00:05, 4.58it/s] 260/299 7.15G 0.01853 0.01299 0.0002103 232 640: 7%|▋ | 2/28 [00:02<00:43, 1.69s/it] 260/299 7.15G 0.01815 0.01304 0.0001754 249 640: 7%|▋ | 2/28 [00:03<00:43, 1.69s/it] 260/299 7.15G 0.01815 0.01304 0.0001754 249 640: 11%|█ | 3/28 [00:03<00:25, 1.02s/it] 260/299 7.15G 0.01835 0.0135 0.0001746 250 640: 11%|█ | 3/28 [00:03<00:25, 1.02s/it] 260/299 7.15G 0.01835 0.0135 0.0001746 250 640: 14%|█▍ | 4/28 [00:03<00:17, 1.41it/s] 260/299 7.15G 0.01856 0.01357 0.0001585 206 640: 14%|█▍ | 4/28 [00:03<00:17, 1.41it/s] 260/299 7.15G 0.01856 0.01357 0.0001585 206 640: 18%|█▊ | 5/28 [00:03<00:12, 1.88it/s] 260/299 7.15G 0.0185 0.01407 0.0001669 295 640: 18%|█▊ | 5/28 [00:05<00:12, 1.88it/s] 260/299 7.15G 0.0185 0.01407 0.0001669 295 640: 21%|██▏ | 6/28 [00:05<00:23, 1.07s/it] 260/299 7.15G 0.01839 0.0138 0.0001638 245 640: 21%|██▏ | 6/28 [00:06<00:23, 1.07s/it] 260/299 7.15G 0.01839 0.0138 0.0001638 245 640: 25%|██▌ | 7/28 [00:06<00:20, 1.03it/s] 260/299 7.15G 0.01846 0.01443 0.0001509 325 640: 25%|██▌ | 7/28 [00:06<00:20, 1.03it/s] 260/299 7.15G 0.01846 0.01443 0.0001509 325 640: 29%|██▊ | 8/28 [00:06<00:14, 1.34it/s] 260/299 7.15G 0.01857 0.01507 0.000143 333 640: 29%|██▊ | 8/28 [00:06<00:14, 1.34it/s] 260/299 7.15G 0.01857 0.01507 0.000143 333 640: 32%|███▏ | 9/28 [00:06<00:11, 1.73it/s] 260/299 7.15G 0.01862 0.015 0.0001437 253 640: 32%|███▏ | 9/28 [00:10<00:11, 1.73it/s] 260/299 7.15G 0.01862 0.015 0.0001437 253 640: 36%|███▌ | 10/28 [00:10<00:25, 1.41s/it] 260/299 7.15G 0.01854 0.01507 0.0001371 271 640: 36%|███▌ | 10/28 [00:10<00:25, 1.41s/it] 260/299 7.15G 0.01854 0.01507 0.0001371 271 640: 39%|███▉ | 11/28 [00:10<00:17, 1.04s/it] 260/299 7.15G 0.01858 0.01526 0.0001316 307 640: 39%|███▉ | 11/28 [00:10<00:17, 1.04s/it] 260/299 7.15G 0.01858 0.01526 0.0001316 307 640: 43%|████▎ | 12/28 [00:10<00:12, 1.25it/s] 260/299 7.15G 0.0186 0.01558 0.00013 335 640: 43%|████▎ | 12/28 [00:10<00:12, 1.25it/s] 260/299 7.15G 0.0186 0.01558 0.00013 335 640: 46%|████▋ | 13/28 [00:10<00:09, 1.61it/s] 260/299 7.15G 0.0186 0.01556 0.000129 284 640: 46%|████▋ | 13/28 [00:12<00:09, 1.61it/s] 260/299 7.15G 0.0186 0.01556 0.000129 284 640: 50%|█████ | 14/28 [00:12<00:10, 1.30it/s] 260/299 7.15G 0.01861 0.01577 0.0001263 271 640: 50%|█████ | 14/28 [00:13<00:10, 1.30it/s] 260/299 7.15G 0.01861 0.01577 0.0001263 271 640: 54%|█████▎ | 15/28 [00:13<00:11, 1.10it/s] 260/299 7.15G 0.01853 0.01574 0.00013 266 640: 54%|█████▎ | 15/28 [00:13<00:11, 1.10it/s] 260/299 7.15G 0.01853 0.01574 0.00013 266 640: 57%|█████▋ | 16/28 [00:13<00:08, 1.42it/s] 260/299 7.15G 0.01853
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.83it/s]
all 110 564 0.687 0.592 0.603 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 261/299 7.15G 0.01852 0.0158 5.335e-05 283 640: 0%| | 0/28 [00:00<?, ?it/s] 261/299 7.15G 0.01852 0.0158 5.335e-05 283 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 261/299 7.15G 0.01889 0.01496 5.68e-05 219 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 261/299 7.15G 0.01889 0.01496 5.68e-05 219 640: 7%|▋ | 2/28 [00:00<00:09, 2.71it/s] 261/299 7.15G 0.01911 0.01533 9.168e-05 288 640: 7%|▋ | 2/28 [00:02<00:09, 2.71it/s] 261/299 7.15G 0.01911 0.01533 9.168e-05 288 640: 11%|█ | 3/28 [00:02<00:20, 1.20it/s] 261/299 7.15G 0.01882 0.01572 0.0001845 305 640: 11%|█ | 3/28 [00:02<00:20, 1.20it/s] 261/299 7.15G 0.01882 0.01572 0.0001845 305 640: 14%|█▍ | 4/28 [00:02<00:14, 1.67it/s] 261/299 7.15G 0.01855 0.01559 0.0001837 279 640: 14%|█▍ | 4/28 [00:02<00:14, 1.67it/s] 261/299 7.15G 0.01855 0.01559 0.0001837 279 640: 18%|█▊ | 5/28 [00:02<00:10, 2.17it/s] 261/299 7.15G 0.01852 0.0155 0.0001685 270 640: 18%|█▊ | 5/28 [00:05<00:10, 2.17it/s] 261/299 7.15G 0.01852 0.0155 0.0001685 270 640: 21%|██▏ | 6/28 [00:05<00:31, 1.44s/it] 261/299 7.15G 0.01881 0.01609 0.0001661 268 640: 21%|██▏ | 6/28 [00:06<00:31, 1.44s/it] 261/299 7.15G 0.01881 0.01609 0.0001661 268 640: 25%|██▌ | 7/28 [00:06<00:21, 1.04s/it] 261/299 7.15G 0.01869 0.01601 0.0001561 317 640: 25%|██▌ | 7/28 [00:06<00:21, 1.04s/it] 261/299 7.15G 0.01869 0.01601 0.0001561 317 640: 29%|██▊ | 8/28 [00:06<00:15, 1.27it/s] 261/299 7.15G 0.0188 0.01611 0.0001458 321 640: 29%|██▊ | 8/28 [00:06<00:15, 1.27it/s] 261/299 7.15G 0.0188 0.01611 0.0001458 321 640: 32%|███▏ | 9/28 [00:06<00:11, 1.65it/s] 261/299 7.15G 0.01872 0.01609 0.000151 318 640: 32%|███▏ | 9/28 [00:08<00:11, 1.65it/s] 261/299 7.15G 0.01872 0.01609 0.000151 318 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 261/299 7.15G 0.01863 0.01624 0.000143 322 640: 36%|███▌ | 10/28 [00:08<00:17, 1.02it/s] 261/299 7.15G 0.01863 0.01624 0.000143 322 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 261/299 7.15G 0.01862 0.01627 0.0001372 290 640: 39%|███▉ | 11/28 [00:08<00:12, 1.34it/s] 261/299 7.15G 0.01862 0.01627 0.0001372 290 640: 43%|████▎ | 12/28 [00:08<00:09, 1.68it/s] 261/299 7.15G 0.0188 0.01666 0.0001392 392 640: 43%|████▎ | 12/28 [00:09<00:09, 1.68it/s] 261/299 7.15G 0.0188 0.01666 0.0001392 392 640: 46%|████▋ | 13/28 [00:09<00:07, 2.09it/s] 261/299 7.15G 0.01873 0.01652 0.0001408 230 640: 46%|████▋ | 13/28 [00:13<00:07, 2.09it/s] 261/299 7.15G 0.01873 0.01652 0.0001408 230 640: 50%|█████ | 14/28 [00:13<00:23, 1.68s/it] 261/299 7.15G 0.01868 0.01651 0.0001371 269 640: 50%|█████ | 14/28 [00:13<00:23, 1.68s/it] 261/299 7.15G 0.01868 0.01651 0.0001371 269 640: 54%|█████▎ | 15/28 [00:13<00:16, 1.24s/it] 261/299 7.15G 0.01872 0.01654 0.0001541 311 640: 54%|█████▎ | 15/28 [00:13<00:16, 1.24s/it] 261/299 7.15G 0.01872 0.01654 0.0001541 311 640: 57%|█████▋ | 16/28 [00:13<00:11, 1.06it/s] 261/299 7.15G 0.01878
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.26it/s]
all 110 564 0.689 0.596 0.603 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 262/299 7.15G 0.02071 0.0178 0.0005596 269 640: 0%| | 0/28 [00:00<?, ?it/s] 262/299 7.15G 0.02071 0.0178 0.0005596 269 640: 4%|▎ | 1/28 [00:00<00:05, 4.54it/s] 262/299 7.15G 0.01956 0.01717 0.0003166 282 640: 4%|▎ | 1/28 [00:03<00:05, 4.54it/s] 262/299 7.15G 0.01956 0.01717 0.0003166 282 640: 7%|▋ | 2/28 [00:03<00:49, 1.91s/it] 262/299 7.15G 0.01949 0.01749 0.0002481 302 640: 7%|▋ | 2/28 [00:03<00:49, 1.91s/it] 262/299 7.15G 0.01949 0.01749 0.0002481 302 640: 11%|█ | 3/28 [00:03<00:28, 1.14s/it] 262/299 7.15G 0.01951 0.01692 0.0002023 245 640: 11%|█ | 3/28 [00:03<00:28, 1.14s/it] 262/299 7.15G 0.01951 0.01692 0.0002023 245 640: 14%|█▍ | 4/28 [00:03<00:19, 1.26it/s] 262/299 7.15G 0.01917 0.01704 0.0001983 300 640: 14%|█▍ | 4/28 [00:04<00:19, 1.26it/s] 262/299 7.15G 0.01917 0.01704 0.0001983 300 640: 18%|█▊ | 5/28 [00:04<00:13, 1.70it/s] 262/299 7.15G 0.01903 0.01705 0.0001793 294 640: 18%|█▊ | 5/28 [00:05<00:13, 1.70it/s] 262/299 7.15G 0.01903 0.01705 0.0001793 294 640: 21%|██▏ | 6/28 [00:05<00:22, 1.01s/it] 262/299 7.15G 0.0191 0.01718 0.0001609 276 640: 21%|██▏ | 6/28 [00:06<00:22, 1.01s/it] 262/299 7.15G 0.0191 0.01718 0.0001609 276 640: 25%|██▌ | 7/28 [00:06<00:15, 1.33it/s] 262/299 7.15G 0.01921 0.0172 0.0001605 307 640: 25%|██▌ | 7/28 [00:06<00:15, 1.33it/s] 262/299 7.15G 0.01921 0.0172 0.0001605 307 640: 29%|██▊ | 8/28 [00:06<00:11, 1.68it/s] 262/299 7.15G 0.01909 0.0169 0.0001502 238 640: 29%|██▊ | 8/28 [00:06<00:11, 1.68it/s] 262/299 7.15G 0.01909 0.0169 0.0001502 238 640: 32%|███▏ | 9/28 [00:06<00:09, 2.10it/s] 262/299 7.15G 0.01894 0.01655 0.0001403 224 640: 32%|███▏ | 9/28 [00:11<00:09, 2.10it/s] 262/299 7.15G 0.01894 0.01655 0.0001403 224 640: 36%|███▌ | 10/28 [00:11<00:32, 1.78s/it] 262/299 7.15G 0.01895 0.01668 0.0001429 305 640: 36%|███▌ | 10/28 [00:11<00:32, 1.78s/it] 262/299 7.15G 0.01895 0.01668 0.0001429 305 640: 39%|███▉ | 11/28 [00:11<00:22, 1.30s/it] 262/299 7.15G 0.01894 0.01664 0.0001391 279 640: 39%|███▉ | 11/28 [00:11<00:22, 1.30s/it] 262/299 7.15G 0.01894 0.01664 0.0001391 279 640: 43%|████▎ | 12/28 [00:11<00:15, 1.02it/s] 262/299 7.15G 0.01897 0.01647 0.000134 249 640: 43%|████▎ | 12/28 [00:11<00:15, 1.02it/s] 262/299 7.15G 0.01897 0.01647 0.000134 249 640: 46%|████▋ | 13/28 [00:11<00:11, 1.34it/s] 262/299 7.15G 0.01894 0.01655 0.0001291 277 640: 46%|████▋ | 13/28 [00:13<00:11, 1.34it/s] 262/299 7.15G 0.01894 0.01655 0.0001291 277 640: 50%|█████ | 14/28 [00:13<00:14, 1.04s/it] 262/299 7.15G 0.01893 0.01647 0.0001249 237 640: 50%|█████ | 14/28 [00:13<00:14, 1.04s/it] 262/299 7.15G 0.01893 0.01647 0.0001249 237 640: 54%|█████▎ | 15/28 [00:13<00:10, 1.27it/s] 262/299 7.15G 0.01893 0.01653 0.0001206 317 640: 54%|█████▎ | 15/28 [00:14<00:10, 1.27it/s] 262/299 7.15G 0.01893 0.01653 0.0001206 317 640: 57%|█████▋ | 16/28 [00:14<00:07, 1.59it/s] 262/299 7.15G 0.01884 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.57it/s]
all 110 564 0.693 0.587 0.605 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 263/299 7.15G 0.01979 0.01724 9.267e-05 315 640: 0%| | 0/28 [00:00<?, ?it/s] 263/299 7.15G 0.01979 0.01724 9.267e-05 315 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 263/299 7.15G 0.01981 0.01771 8.099e-05 300 640: 4%|▎ | 1/28 [00:00<00:05, 4.58it/s] 263/299 7.15G 0.01981 0.01771 8.099e-05 300 640: 7%|▋ | 2/28 [00:00<00:09, 2.75it/s] 263/299 7.15G 0.01964 0.01672 0.0001588 233 640: 7%|▋ | 2/28 [00:01<00:09, 2.75it/s] 263/299 7.15G 0.01964 0.01672 0.0001588 233 640: 11%|█ | 3/28 [00:01<00:15, 1.62it/s] 263/299 7.15G 0.01959 0.01606 0.0001463 236 640: 11%|█ | 3/28 [00:01<00:15, 1.62it/s] 263/299 7.15G 0.01959 0.01606 0.0001463 236 640: 14%|█▍ | 4/28 [00:01<00:11, 2.11it/s] 263/299 7.15G 0.01943 0.0161 0.0001402 269 640: 14%|█▍ | 4/28 [00:02<00:11, 2.11it/s] 263/299 7.15G 0.01943 0.0161 0.0001402 269 640: 18%|█▊ | 5/28 [00:02<00:08, 2.61it/s] 263/299 7.15G 0.01928 0.0161 0.0001276 246 640: 18%|█▊ | 5/28 [00:06<00:08, 2.61it/s] 263/299 7.15G 0.01928 0.0161 0.0001276 246 640: 21%|██▏ | 6/28 [00:06<00:38, 1.76s/it] 263/299 7.15G 0.01925 0.01666 0.0001153 315 640: 21%|██▏ | 6/28 [00:06<00:38, 1.76s/it] 263/299 7.15G 0.01925 0.01666 0.0001153 315 640: 25%|██▌ | 7/28 [00:06<00:26, 1.26s/it] 263/299 7.15G 0.01924 0.01653 0.0001124 230 640: 25%|██▌ | 7/28 [00:06<00:26, 1.26s/it] 263/299 7.15G 0.01924 0.01653 0.0001124 230 640: 29%|██▊ | 8/28 [00:06<00:18, 1.07it/s] 263/299 7.15G 0.01913 0.01669 0.0001048 303 640: 29%|██▊ | 8/28 [00:07<00:18, 1.07it/s] 263/299 7.15G 0.01913 0.01669 0.0001048 303 640: 32%|███▏ | 9/28 [00:07<00:13, 1.40it/s] 263/299 7.15G 0.01929 0.01666 9.954e-05 248 640: 32%|███▏ | 9/28 [00:07<00:13, 1.40it/s] 263/299 7.15G 0.01929 0.01666 9.954e-05 248 640: 36%|███▌ | 10/28 [00:07<00:10, 1.75it/s] 263/299 7.15G 0.01929 0.0168 0.0001363 348 640: 36%|███▌ | 10/28 [00:08<00:10, 1.75it/s] 263/299 7.15G 0.01929 0.0168 0.0001363 348 640: 39%|███▉ | 11/28 [00:08<00:12, 1.32it/s] 263/299 7.15G 0.01922 0.01661 0.0001385 259 640: 39%|███▉ | 11/28 [00:08<00:12, 1.32it/s] 263/299 7.15G 0.01922 0.01661 0.0001385 259 640: 43%|████▎ | 12/28 [00:08<00:09, 1.66it/s] 263/299 7.15G 0.01913 0.01652 0.0001321 258 640: 43%|████▎ | 12/28 [00:09<00:09, 1.66it/s] 263/299 7.15G 0.01913 0.01652 0.0001321 258 640: 46%|████▋ | 13/28 [00:09<00:07, 2.06it/s] 263/299 7.15G 0.01911 0.01651 0.0001489 288 640: 46%|████▋ | 13/28 [00:13<00:07, 2.06it/s] 263/299 7.15G 0.01911 0.01651 0.0001489 288 640: 50%|█████ | 14/28 [00:13<00:25, 1.79s/it] 263/299 7.15G 0.01914 0.01654 0.0001429 294 640: 50%|█████ | 14/28 [00:14<00:25, 1.79s/it] 263/299 7.15G 0.01914 0.01654 0.0001429 294 640: 54%|█████▎ | 15/28 [00:14<00:17, 1.32s/it] 263/299 7.15G 0.01905 0.01653 0.000138 282 640: 54%|█████▎ | 15/28 [00:14<00:17, 1.32s/it] 263/299 7.15G 0.01905 0.01653 0.000138 282 640: 57%|█████▋ | 16/28 [00:14<00:11, 1.01it/s] 263/299 7.15G 0.01893 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.82it/s]
all 110 564 0.684 0.595 0.608 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 264/299 7.15G 0.01845 0.0164 5.232e-05 288 640: 0%| | 0/28 [00:00<?, ?it/s] 264/299 7.15G 0.01845 0.0164 5.232e-05 288 640: 4%|▎ | 1/28 [00:00<00:05, 4.57it/s] 264/299 7.15G 0.01897 0.01686 6.705e-05 284 640: 4%|▎ | 1/28 [00:05<00:05, 4.57it/s] 264/299 7.15G 0.01897 0.01686 6.705e-05 284 640: 7%|▋ | 2/28 [00:05<01:24, 3.25s/it] 264/299 7.15G 0.01886 0.01712 0.0001142 288 640: 7%|▋ | 2/28 [00:05<01:24, 3.25s/it] 264/299 7.15G 0.01886 0.01712 0.0001142 288 640: 11%|█ | 3/28 [00:05<00:46, 1.86s/it] 264/299 7.15G 0.01899 0.01683 0.0001653 306 640: 11%|█ | 3/28 [00:06<00:46, 1.86s/it] 264/299 7.15G 0.01899 0.01683 0.0001653 306 640: 14%|█▍ | 4/28 [00:06<00:29, 1.23s/it] 264/299 7.15G 0.01878 0.01702 0.0001431 327 640: 14%|█▍ | 4/28 [00:06<00:29, 1.23s/it] 264/299 7.15G 0.01878 0.01702 0.0001431 327 640: 18%|█▊ | 5/28 [00:06<00:19, 1.15it/s] 264/299 7.15G 0.01858 0.01651 0.0001329 239 640: 18%|█▊ | 5/28 [00:06<00:19, 1.15it/s] 264/299 7.15G 0.01858 0.01651 0.0001329 239 640: 21%|██▏ | 6/28 [00:06<00:14, 1.53it/s] 264/299 7.15G 0.01874 0.0166 0.0001308 313 640: 21%|██▏ | 6/28 [00:06<00:14, 1.53it/s] 264/299 7.15G 0.01874 0.0166 0.0001308 313 640: 25%|██▌ | 7/28 [00:06<00:10, 1.96it/s] 264/299 7.15G 0.01868 0.01656 0.0001342 258 640: 25%|██▌ | 7/28 [00:06<00:10, 1.96it/s] 264/299 7.15G 0.01868 0.01656 0.0001342 258 640: 29%|██▊ | 8/28 [00:06<00:08, 2.33it/s] 264/299 7.15G 0.01864 0.01613 0.0001494 244 640: 29%|██▊ | 8/28 [00:07<00:08, 2.33it/s] 264/299 7.15G 0.01864 0.01613 0.0001494 244 640: 32%|███▏ | 9/28 [00:07<00:06, 2.76it/s] 264/299 7.15G 0.0187 0.01622 0.0001575 335 640: 32%|███▏ | 9/28 [00:13<00:06, 2.76it/s] 264/299 7.15G 0.0187 0.01622 0.0001575 335 640: 36%|███▌ | 10/28 [00:13<00:38, 2.14s/it] 264/299 7.15G 0.01871 0.01638 0.0001488 326 640: 36%|███▌ | 10/28 [00:13<00:38, 2.14s/it] 264/299 7.15G 0.01871 0.01638 0.0001488 326 640: 39%|███▉ | 11/28 [00:13<00:26, 1.55s/it] 264/299 7.15G 0.01869 0.01651 0.0001415 300 640: 39%|███▉ | 11/28 [00:13<00:26, 1.55s/it] 264/299 7.15G 0.01869 0.01651 0.0001415 300 640: 43%|████▎ | 12/28 [00:13<00:18, 1.16s/it] 264/299 7.15G 0.01871 0.01639 0.0001354 260 640: 43%|████▎ | 12/28 [00:14<00:18, 1.16s/it] 264/299 7.15G 0.01871 0.01639 0.0001354 260 640: 46%|████▋ | 13/28 [00:14<00:13, 1.15it/s] 264/299 7.15G 0.0187 0.01643 0.00013 342 640: 46%|████▋ | 13/28 [00:14<00:13, 1.15it/s] 264/299 7.15G 0.0187 0.01643 0.00013 342 640: 50%|█████ | 14/28 [00:14<00:09, 1.46it/s] 264/299 7.15G 0.0187 0.01643 0.0001282 246 640: 50%|█████ | 14/28 [00:14<00:09, 1.46it/s] 264/299 7.15G 0.0187 0.01643 0.0001282 246 640: 54%|█████▎ | 15/28 [00:14<00:07, 1.84it/s] 264/299 7.15G 0.01864 0.01641 0.0001245 304 640: 54%|█████▎ | 15/28 [00:14<00:07, 1.84it/s] 264/299 7.15G 0.01864 0.01641 0.0001245 304 640: 57%|█████▋ | 16/28 [00:14<00:05, 2.21it/s] 264/299 7.15G 0.01864 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.88it/s]
all 110 564 0.665 0.623 0.614 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/28 [00:00<?, ?it/s] 265/299 7.15G 0.02102 0.0139 5.351e-05 209 640: 0%| | 0/28 [00:00<?, ?it/s] 265/299 7.15G 0.02102 0.0139 5.351e-05 209 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 265/299 7.15G 0.01971 0.01478 7.436e-05 262 640: 4%|▎ | 1/28 [00:00<00:05, 4.56it/s] 265/299 7.15G 0.01971 0.01478 7.436e-05 262 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 265/299 7.15G 0.01961 0.01532 8.769e-05 297 640: 7%|▋ | 2/28 [00:00<00:06, 4.26it/s] 265/299 7.15G 0.01961 0.01532 8.769e-05 297 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 265/299 7.15G 0.01942 0.01543 0.0001036 276 640: 11%|█ | 3/28 [00:00<00:05, 4.44it/s] 265/299 7.15G 0.01942 0.01543 0.0001036 276 640: 14%|█▍ | 4/28 [00:00<00:05, 4.29it/s] 265/299 7.15G 0.01918 0.01537 9.215e-05 232 640: 14%|█▍ | 4/28 [00:01<00:05, 4.29it/s] 265/299 7.15G 0.01918 0.01537 9.215e-05 232 640: 18%|█▊ | 5/28 [00:01<00:05, 4.37it/s] 265/299 7.15G 0.01907 0.01526 9.752e-05 219 640: 18%|█▊ | 5/28 [00:06<00:05, 4.37it/s] 265/299 7.15G 0.01907 0.01526 9.752e-05 219 640: 21%|██▏ | 6/28 [00:06<00:40, 1.83s/it] 265/299 7.15G 0.01892 0.01526 0.000108 248 640: 21%|██▏ | 6/28 [00:06<00:40, 1.83s/it] 265/299 7.15G 0.01892 0.01526 0.000108 248 640: 25%|██▌ | 7/28 [00:06<00:27, 1.30s/it] 265/299 7.15G 0.01894 0.01501 9.992e-05 242 640: 25%|██▌ | 7/28 [00:06<00:27, 1.30s/it] 265/299 7.15G 0.01894 0.01501 9.992e-05 242 640: 29%|██▊ | 8/28 [00:06<00:19, 1.04it/s] 265/299 7.15G 0.0189 0.01482 9.538e-05 255 640: 29%|██▊ | 8/28 [00:06<00:19, 1.04it/s] 265/299 7.15G 0.0189 0.01482 9.538e-05 255 640: 32%|███▏ | 9/28 [00:06<00:13, 1.37it/s] 265/299 7.15G 0.01897 0.01489 0.0001053 258 640: 32%|███▏ | 9/28 [00:06<00:13, 1.37it/s] 265/299 7.15G 0.01897 0.01489 0.0001053 258 640: 36%|███▌ | 10/28 [00:06<00:10, 1.72it/s] 265/299 7.15G 0.01909 0.01515 0.0001067 293 640: 36%|███▌ | 10/28 [00:07<00:10, 1.72it/s] 265/299 7.15G 0.01909 0.01515 0.0001067 293 640: 39%|███▉ | 11/28 [00:07<00:07, 2.13it/s] 265/299 7.15G 0.01904 0.0151 0.0001035 251 640: 39%|███▉ | 11/28 [00:07<00:07, 2.13it/s] 265/299 7.15G 0.01904 0.0151 0.0001035 251 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 265/299 7.15G 0.01899 0.01529 0.0001002 285 640: 43%|████▎ | 12/28 [00:07<00:06, 2.49it/s] 265/299 7.15G 0.01899 0.01529 0.0001002 285 640: 46%|████▋ | 13/28 [00:07<00:05, 2.89it/s] 265/299 7.15G 0.01893 0.01539 9.607e-05 293 640: 46%|████▋ | 13/28 [00:12<00:05, 2.89it/s] 265/299 7.15G 0.01893 0.01539 9.607e-05 293 640: 50%|█████ | 14/28 [00:12<00:25, 1.83s/it] 265/299 7.15G 0.01889 0.01549 9.685e-05 292 640: 50%|█████ | 14/28 [00:13<00:25, 1.83s/it] 265/299 7.15G 0.01889 0.01549 9.685e-05 292 640: 54%|█████▎ | 15/28 [00:13<00:17, 1.34s/it] 265/299 7.15G 0.01883 0.01549 9.958e-05 264 640: 54%|█████▎ | 15/28 [00:13<00:17, 1.34s/it] 265/299 7.15G 0.01883 0.01549 9.958e-05 264 640: 57%|█████▋ | 16/28 [00:13<00:12, 1.01s/it] 265/299 7.15G 0.01898 0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 2.68it/s]
all 110 564 0.689 0.592 0.606 0.31
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 165, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
266 epochs completed in 1.515 hours.
Optimizer stripped from runs/train/exp29/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp29/weights/best.pt, 14.4MB
Validating runs/train/exp29/weights/best.pt...
Fusing layers...
YOLOv5s summary: 213 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 1.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:02<00:00, 1.07s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:02<00:00, 1.01s/it]
all 110 564 0.686 0.611 0.615 0.32
ForestSpot 110 189 0.667 0.571 0.537 0.307
PestTree 110 375 0.705 0.651 0.693 0.334
Results saved to runs/train/exp29
train: weights=./weights/yolov5s.pt, cfg=./models/yolov5s.yaml, data=./data/forest.yaml, hyp=data/hyps/hyp.scratch-low.yaml, epochs=300, batch_size=16, imgsz=640, rect=False, resume=False, nosave=False, noval=False, noautoanchor=False, noplots=False, evolve=None, bucket=, cache=None, image_weights=False, device=, multi_scale=False, single_cls=False, optimizer=SGD, sync_bn=False, workers=8, project=runs/train, name=exp, exist_ok=False, quad=False, cos_lr=False, label_smoothing=0.0, patience=100, freeze=[0], save_period=-1, local_rank=-1, entity=None, upload_dataset=False, bbox_interval=-1, artifact_alias=latest
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-8-5 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 3520 models.common.Conv [3, 32, 6, 2, 2]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 2 115712 models.common.C3 [128, 128, 2]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 3 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 1182720 models.common.C3 [512, 512, 1]
9 -1 1 656896 models.common.SPPF [512, 512, 5]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 18879 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
YOLOv5s summary: 270 layers, 7025023 parameters, 7025023 gradients, 16.0 GFLOPs
Transferred 342/349 items from weights/yolov5s.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 57 weight (no decay), 60 weight, 60 bias
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...: 0%| | 0/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...396 found, 0 missing, 0 empty, 0 corrupt: 16%|█▌ | 396/2546 [00:00<00:00, 3899.63it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...786 found, 0 missing, 0 empty, 0 corrupt: 31%|███ | 786/2546 [00:00<00:00, 3858.68it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...1176 found, 0 missing, 0 empty, 0 corrupt: 46%|████▌ | 1176/2546 [00:00<00:00, 3860.00it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...1563 found, 0 missing, 0 empty, 0 corrupt: 61%|██████▏ | 1563/2546 [00:00<00:00, 3863.00it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...1950 found, 0 missing, 0 empty, 0 corrupt: 77%|███████▋ | 1950/2546 [00:00<00:00, 3724.60it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...2330 found, 0 missing, 0 empty, 0 corrupt: 92%|█████████▏| 2330/2546 [00:00<00:00, 3657.77it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train' images and labels...2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<00:00, 3791.59it/s]
train: New cache created: /host/zjc/yolov5/../VOCdevkit/labels/train.cache
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val' images and labels...: 0%| | 0/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val' images and labels...253 found, 0 missing, 0 empty, 0 corrupt: 74%|███████▍ | 253/340 [00:00<00:00, 2517.12it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val' images and labels...333 found, 7 missing, 0 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<00:00, 2442.22it/s]
val: New cache created: /host/zjc/yolov5/../VOCdevkit/labels/val.cache
Plotting labels to runs/train/exp44/labels.jpg...
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp44
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 0/299 3.66G 0.1261 0.03353 0.02991 61 640: 0%| | 0/160 [00:42<?, ?it/s] 0/299 3.66G 0.1261 0.03353 0.02991 61 640: 1%| | 1/160 [00:46<2:03:24, 46.57s/it] 0/299 3.72G 0.1243 0.03237 0.03015 47 640: 1%| | 1/160 [00:46<2:03:24, 46.57s/it] 0/299 3.72G 0.1243 0.03237 0.03015 47 640: 1%|▏ | 2/160 [00:47<51:10, 19.43s/it] 0/299 3.72G 0.1244 0.03308 0.03034 76 640: 1%|▏ | 2/160 [00:47<51:10, 19.43s/it] 0/299 3.72G 0.1244 0.03308 0.03034 76 640: 2%|▏ | 3/160 [00:47<28:48, 11.01s/it] 0/299 3.72G 0.1256 0.03366 0.03069 99 640: 2%|▏ | 3/160 [00:48<28:48, 11.01s/it] 0/299 3.72G 0.1256 0.03366 0.03069 99 640: 2%|▎ | 4/160 [00:48<17:48, 6.85s/it] 0/299 3.72G 0.1251 0.03336 0.03057 66 640: 2%|▎ | 4/160 [00:48<17:48, 6.85s/it] 0/299 3.72G 0.1251 0.03336 0.03057 66 640: 3%|▎ | 5/160 [00:48<11:37, 4.50s/it] 0/299 3.72G 0.1254 0.03317 0.03052 76 640: 3%|▎ | 5/160 [00:49<11:37, 4.50s/it] 0/299 3.72G 0.1254 0.03317 0.03052 76 640: 4%|▍ | 6/160 [00:49<08:00, 3.12s/it] 0/299 3.72G 0.1253 0.03287 0.03045 57 640: 4%|▍ | 6/160 [00:49<08:00, 3.12s/it] 0/299 3.72G 0.1253 0.03287 0.03045 57 640: 4%|▍ | 7/160 [00:49<05:38, 2.21s/it] 0/299 3.72G 0.1254 0.03259 0.03025 55 640: 4%|▍ | 7/160 [00:49<05:38, 2.21s/it] 0/299 3.72G 0.1254 0.03259 0.03025 55 640: 5%|▌ | 8/160 [00:49<04:07, 1.63s/it] 0/299 3.72G 0.1254 0.03202 0.03029 49 640: 5%|▌ | 8/160 [01:12<04:07, 1.63s/it] 0/299 3.72G 0.1254 0.03202 0.03029 49 640: 6%|▌ | 9/160 [01:12<20:12, 8.03s/it] 0/299 3.72G 0.125 0.032 0.03025 63 640: 6%|▌ | 9/160 [01:12<20:12, 8.03s/it] 0/299 3.72G 0.125 0.032 0.03025 63 640: 6%|▋ | 10/160 [01:12<14:00, 5.60s/it] 0/299 3.72G 0.125 0.03187 0.03015 64 640: 6%|▋ | 10/160 [01:13<14:00, 5.60s/it] 0/299 3.72G 0.125 0.03187 0.03015 64 640: 7%|▋ | 11/160 [01:13<10:35, 4.26s/it] 0/299 3.72G 0.125 0.03159 0.03008 69 640: 7%|▋ | 11/160 [01:13<10:35, 4.26s/it] 0/299 3.72G 0.125 0.03159 0.03008 69 640: 8%|▊ | 12/160 [01:13<07:26, 3.02s/it] 0/299 3.72G 0.125 0.03154 0.03003 79 640: 8%|▊ | 12/160 [01:13<07:26, 3.02s/it] 0/299 3.72G 0.125 0.03154 0.03003 79 640: 8%|▊ | 13/160 [01:13<05:16, 2.15s/it] 0/299 3.72G 0.125 0.0313 0.03 59 640: 8%|▊ | 13/160 [01:13<05:16, 2.15s/it] 0/299 3.72G 0.125 0.0313 0.03 59 640: 9%|▉ | 14/160 [01:13<03:46, 1.55s/it] 0/299 3.72G 0.1249 0.03101 0.0299 41 640: 9%|▉ | 14/160 [01:14<03:46, 1.55s/it] 0/299 3.72G 0.1249 0.03101 0.0299 41 640: 9%|▉ | 15/160 [01:14<02:44, 1.13s/it] 0/299 3.72G 0.125 0.03081 0.02981 57 640: 9%|▉ | 15/160 [01:14<02:44, 1.13s/it] 0/299 3.72G 0.125 0.03081 0.02981 57 640: 10%|█ | 16/160 [01:14<02:00, 1.19it/s] 0/299 3.72G 0.1247 0.03066 0.02976 56 640: 10%|█ | 16/160 [01:34<02:00, 1.19it/s] 0/299 3.72G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:04, 2.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:03, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:01<00:02, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:02, 2.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:02<00:01, 2.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:03<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.68it/s]
all 340 813 0.00364 0.425 0.0173 0.00621
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 1/299 3.96G 0.08167 0.04369 0.01502 79 640: 0%| | 0/160 [00:29<?, ?it/s] 1/299 3.96G 0.08167 0.04369 0.01502 79 640: 1%| | 1/160 [00:29<1:18:12, 29.51s/it] 1/299 3.96G 0.0813 0.0422 0.01431 68 640: 1%| | 1/160 [00:29<1:18:12, 29.51s/it] 1/299 3.96G 0.0813 0.0422 0.01431 68 640: 1%|▏ | 2/160 [00:29<32:19, 12.28s/it] 1/299 3.96G 0.08269 0.04053 0.01459 72 640: 1%|▏ | 2/160 [00:29<32:19, 12.28s/it] 1/299 3.96G 0.08269 0.04053 0.01459 72 640: 2%|▏ | 3/160 [00:29<17:41, 6.76s/it] 1/299 3.96G 0.08215 0.03851 0.01411 53 640: 2%|▏ | 3/160 [00:30<17:41, 6.76s/it] 1/299 3.96G 0.08215 0.03851 0.01411 53 640: 2%|▎ | 4/160 [00:30<10:53, 4.19s/it] 1/299 3.96G 0.08247 0.03838 0.01468 62 640: 2%|▎ | 4/160 [00:30<10:53, 4.19s/it] 1/299 3.96G 0.08247 0.03838 0.01468 62 640: 3%|▎ | 5/160 [00:30<07:04, 2.74s/it] 1/299 3.96G 0.08328 0.03727 0.01414 80 640: 3%|▎ | 5/160 [00:30<07:04, 2.74s/it] 1/299 3.96G 0.08328 0.03727 0.01414 80 640: 4%|▍ | 6/160 [00:30<04:49, 1.88s/it] 1/299 3.96G 0.0823 0.03625 0.01424 47 640: 4%|▍ | 6/160 [00:30<04:49, 1.88s/it] 1/299 3.96G 0.0823 0.03625 0.01424 47 640: 4%|▍ | 7/160 [00:30<03:22, 1.32s/it] 1/299 3.96G 0.08184 0.0366 0.01441 71 640: 4%|▍ | 7/160 [00:30<03:22, 1.32s/it] 1/299 3.96G 0.08184 0.0366 0.01441 71 640: 5%|▌ | 8/160 [00:30<02:26, 1.04it/s] 1/299 3.96G 0.08225 0.03661 0.01438 63 640: 5%|▌ | 8/160 [00:51<02:26, 1.04it/s] 1/299 3.96G 0.08225 0.03661 0.01438 63 640: 6%|▌ | 9/160 [00:51<18:07, 7.20s/it] 1/299 3.96G 0.08155 0.03666 0.01447 61 640: 6%|▌ | 9/160 [00:52<18:07, 7.20s/it] 1/299 3.96G 0.08155 0.03666 0.01447 61 640: 6%|▋ | 10/160 [00:52<12:38, 5.06s/it] 1/299 3.96G 0.08153 0.03692 0.01435 82 640: 6%|▋ | 10/160 [00:52<12:38, 5.06s/it] 1/299 3.96G 0.08153 0.03692 0.01435 82 640: 7%|▋ | 11/160 [00:52<08:51, 3.57s/it] 1/299 3.96G 0.08123 0.03743 0.01439 77 640: 7%|▋ | 11/160 [00:52<08:51, 3.57s/it] 1/299 3.96G 0.08123 0.03743 0.01439 77 640: 8%|▊ | 12/160 [00:52<06:15, 2.54s/it] 1/299 3.96G 0.08076 0.03803 0.01465 85 640: 8%|▊ | 12/160 [00:52<06:15, 2.54s/it] 1/299 3.96G 0.08076 0.03803 0.01465 85 640: 8%|▊ | 13/160 [00:52<04:27, 1.82s/it] 1/299 3.96G 0.0807 0.03799 0.01445 71 640: 8%|▊ | 13/160 [00:52<04:27, 1.82s/it] 1/299 3.96G 0.0807 0.03799 0.01445 71 640: 9%|▉ | 14/160 [00:52<03:14, 1.33s/it] 1/299 3.96G 0.08044 0.03861 0.0144 95 640: 9%|▉ | 14/160 [00:52<03:14, 1.33s/it] 1/299 3.96G 0.08044 0.03861 0.0144 95 640: 9%|▉ | 15/160 [00:52<02:21, 1.02it/s] 1/299 3.96G 0.08021 0.03893 0.01424 87 640: 9%|▉ | 15/160 [00:53<02:21, 1.02it/s] 1/299 3.96G 0.08021 0.03893 0.01424 87 640: 10%|█ | 16/160 [00:53<01:47, 1.34it/s] 1/299 3.96G 0.07999 0.03858 0.01447 61 640: 10%|█ | 16/160 [01:13<01:47, 1.34it/s] 1/299 3.96G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:01, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.79it/s]
all 340 813 0.214 0.307 0.202 0.0737
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 2/299 3.96G 0.06819 0.02871 0.007086 67 640: 0%| | 0/160 [00:24<?, ?it/s] 2/299 3.96G 0.06819 0.02871 0.007086 67 640: 1%| | 1/160 [00:24<1:05:56, 24.88s/it] 2/299 3.96G 0.06769 0.0265 0.007074 55 640: 1%| | 1/160 [00:25<1:05:56, 24.88s/it] 2/299 3.96G 0.06769 0.0265 0.007074 55 640: 1%|▏ | 2/160 [00:25<27:10, 10.32s/it] 2/299 3.96G 0.06758 0.0261 0.006449 59 640: 1%|▏ | 2/160 [00:26<27:10, 10.32s/it] 2/299 3.96G 0.06758 0.0261 0.006449 59 640: 2%|▏ | 3/160 [00:26<16:20, 6.25s/it] 2/299 3.96G 0.06939 0.02762 0.006101 83 640: 2%|▏ | 3/160 [00:26<16:20, 6.25s/it] 2/299 3.96G 0.06939 0.02762 0.006101 83 640: 2%|▎ | 4/160 [00:26<09:58, 3.84s/it] 2/299 3.96G 0.06847 0.02854 0.005986 83 640: 2%|▎ | 4/160 [00:26<09:58, 3.84s/it] 2/299 3.96G 0.06847 0.02854 0.005986 83 640: 3%|▎ | 5/160 [00:26<06:27, 2.50s/it] 2/299 3.96G 0.06769 0.02981 0.006389 92 640: 3%|▎ | 5/160 [00:26<06:27, 2.50s/it] 2/299 3.96G 0.06769 0.02981 0.006389 92 640: 4%|▍ | 6/160 [00:26<04:19, 1.69s/it] 2/299 3.96G 0.0673 0.02894 0.006573 54 640: 4%|▍ | 6/160 [00:26<04:19, 1.69s/it] 2/299 3.96G 0.0673 0.02894 0.006573 54 640: 4%|▍ | 7/160 [00:26<03:01, 1.19s/it] 2/299 3.96G 0.06822 0.02813 0.007065 66 640: 4%|▍ | 7/160 [00:27<03:01, 1.19s/it] 2/299 3.96G 0.06822 0.02813 0.007065 66 640: 5%|▌ | 8/160 [00:27<02:08, 1.18it/s] 2/299 3.96G 0.06815 0.02774 0.007326 56 640: 5%|▌ | 8/160 [00:46<02:08, 1.18it/s] 2/299 3.96G 0.06815 0.02774 0.007326 56 640: 6%|▌ | 9/160 [00:46<16:39, 6.62s/it] 2/299 3.96G 0.0681 0.02724 0.007102 56 640: 6%|▌ | 9/160 [00:46<16:39, 6.62s/it] 2/299 3.96G 0.0681 0.02724 0.007102 56 640: 6%|▋ | 10/160 [00:46<11:34, 4.63s/it] 2/299 3.96G 0.06789 0.02653 0.006976 45 640: 6%|▋ | 10/160 [00:47<11:34, 4.63s/it] 2/299 3.96G 0.06789 0.02653 0.006976 45 640: 7%|▋ | 11/160 [00:47<08:32, 3.44s/it] 2/299 3.96G 0.06784 0.02661 0.006739 61 640: 7%|▋ | 11/160 [00:47<08:32, 3.44s/it] 2/299 3.96G 0.06784 0.02661 0.006739 61 640: 8%|▊ | 12/160 [00:47<06:00, 2.43s/it] 2/299 3.96G 0.06724 0.02666 0.006504 62 640: 8%|▊ | 12/160 [00:47<06:00, 2.43s/it] 2/299 3.96G 0.06724 0.02666 0.006504 62 640: 8%|▊ | 13/160 [00:47<04:16, 1.74s/it] 2/299 3.96G 0.06765 0.02605 0.00642 49 640: 8%|▊ | 13/160 [00:47<04:16, 1.74s/it] 2/299 3.96G 0.06765 0.02605 0.00642 49 640: 9%|▉ | 14/160 [00:47<03:03, 1.25s/it] 2/299 3.96G 0.06768 0.02559 0.006284 50 640: 9%|▉ | 14/160 [00:47<03:03, 1.25s/it] 2/299 3.96G 0.06768 0.02559 0.006284 50 640: 9%|▉ | 15/160 [00:47<02:12, 1.09it/s] 2/299 3.96G 0.06756 0.02512 0.006385 45 640: 9%|▉ | 15/160 [00:47<02:12, 1.09it/s] 2/299 3.96G 0.06756 0.02512 0.006385 45 640: 10%|█ | 16/160 [00:47<01:38, 1.46it/s] 2/299 3.96G 0.06807 0.0252 0.006231 68 640: 10%|█ | 16/160 [01:07<01:38, 1.46it/s] 2/299 3.96G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.49it/s]
all 340 813 0.24 0.478 0.229 0.0768
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 3/299 3.97G 0.06825 0.01696 0.006136 40 640: 0%| | 0/160 [00:23<?, ?it/s] 3/299 3.97G 0.06825 0.01696 0.006136 40 640: 1%| | 1/160 [00:23<1:03:20, 23.90s/it] 3/299 3.97G 0.06731 0.01811 0.004561 48 640: 1%| | 1/160 [00:27<1:03:20, 23.90s/it] 3/299 3.97G 0.06731 0.01811 0.004561 48 640: 1%|▏ | 2/160 [00:27<31:05, 11.81s/it] 3/299 3.97G 0.06814 0.02209 0.004588 81 640: 1%|▏ | 2/160 [00:27<31:05, 11.81s/it] 3/299 3.97G 0.06814 0.02209 0.004588 81 640: 2%|▏ | 3/160 [00:27<16:58, 6.49s/it] 3/299 3.97G 0.06552 0.02299 0.005044 57 640: 2%|▏ | 3/160 [00:27<16:58, 6.49s/it] 3/299 3.97G 0.06552 0.02299 0.005044 57 640: 2%|▎ | 4/160 [00:27<10:19, 3.97s/it] 3/299 3.97G 0.06562 0.0247 0.005084 79 640: 2%|▎ | 4/160 [00:27<10:19, 3.97s/it] 3/299 3.97G 0.06562 0.0247 0.005084 79 640: 3%|▎ | 5/160 [00:27<06:40, 2.58s/it] 3/299 3.97G 0.0645 0.02522 0.005036 65 640: 3%|▎ | 5/160 [00:27<06:40, 2.58s/it] 3/299 3.97G 0.0645 0.02522 0.005036 65 640: 4%|▍ | 6/160 [00:27<04:28, 1.75s/it] 3/299 3.97G 0.06449 0.02521 0.004846 61 640: 4%|▍ | 6/160 [00:27<04:28, 1.75s/it] 3/299 3.97G 0.06449 0.02521 0.004846 61 640: 4%|▍ | 7/160 [00:27<03:07, 1.22s/it] 3/299 3.97G 0.06392 0.02508 0.004799 55 640: 4%|▍ | 7/160 [00:28<03:07, 1.22s/it] 3/299 3.97G 0.06392 0.02508 0.004799 55 640: 5%|▌ | 8/160 [00:28<02:12, 1.15it/s] 3/299 3.97G 0.06284 0.02465 0.004818 56 640: 5%|▌ | 8/160 [00:45<02:12, 1.15it/s] 3/299 3.97G 0.06284 0.02465 0.004818 56 640: 6%|▌ | 9/160 [00:45<15:23, 6.12s/it] 3/299 3.97G 0.0622 0.0251 0.00533 64 640: 6%|▌ | 9/160 [00:48<15:23, 6.12s/it] 3/299 3.97G 0.0622 0.0251 0.00533 64 640: 6%|▋ | 10/160 [00:48<13:00, 5.20s/it] 3/299 3.97G 0.06175 0.02506 0.005381 74 640: 6%|▋ | 10/160 [00:48<13:00, 5.20s/it] 3/299 3.97G 0.06175 0.02506 0.005381 74 640: 7%|▋ | 11/160 [00:48<09:05, 3.66s/it] 3/299 3.97G 0.06165 0.02578 0.005472 86 640: 7%|▋ | 11/160 [00:49<09:05, 3.66s/it] 3/299 3.97G 0.06165 0.02578 0.005472 86 640: 8%|▊ | 12/160 [00:49<06:22, 2.58s/it] 3/299 3.97G 0.06115 0.02569 0.005394 78 640: 8%|▊ | 12/160 [00:49<06:22, 2.58s/it] 3/299 3.97G 0.06115 0.02569 0.005394 78 640: 8%|▊ | 13/160 [00:49<04:30, 1.84s/it] 3/299 3.97G 0.06135 0.02602 0.005195 73 640: 8%|▊ | 13/160 [00:49<04:30, 1.84s/it] 3/299 3.97G 0.06135 0.02602 0.005195 73 640: 9%|▉ | 14/160 [00:49<03:12, 1.32s/it] 3/299 3.97G 0.06129 0.02642 0.005052 81 640: 9%|▉ | 14/160 [00:49<03:12, 1.32s/it] 3/299 3.97G 0.06129 0.02642 0.005052 81 640: 9%|▉ | 15/160 [00:49<02:21, 1.03it/s] 3/299 3.97G 0.06173 0.02606 0.004835 52 640: 9%|▉ | 15/160 [00:49<02:21, 1.03it/s] 3/299 3.97G 0.06173 0.02606 0.004835 52 640: 10%|█ | 16/160 [00:49<01:43, 1.40it/s] 3/299 3.97G 0.0617 0.02599 0.004916 56 640: 10%|█ | 16/160 [01:07<01:43, 1.40it/s] 3/299 3.97G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.45it/s]
all 340 813 0.308 0.396 0.29 0.11
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 4/299 3.97G 0.05793 0.03334 0.006568 80 640: 0%| | 0/160 [00:20<?, ?it/s] 4/299 3.97G 0.05793 0.03334 0.006568 80 640: 1%| | 1/160 [00:20<54:31, 20.57s/it] 4/299 3.97G 0.05531 0.02878 0.005339 62 640: 1%| | 1/160 [00:23<54:31, 20.57s/it] 4/299 3.97G 0.05531 0.02878 0.005339 62 640: 1%|▏ | 2/160 [00:23<26:34, 10.09s/it] 4/299 3.97G 0.05524 0.0276 0.005003 60 640: 1%|▏ | 2/160 [00:23<26:34, 10.09s/it] 4/299 3.97G 0.05524 0.0276 0.005003 60 640: 2%|▏ | 3/160 [00:23<14:32, 5.56s/it] 4/299 3.97G 0.05529 0.02637 0.004592 59 640: 2%|▏ | 3/160 [00:23<14:32, 5.56s/it] 4/299 3.97G 0.05529 0.02637 0.004592 59 640: 2%|▎ | 4/160 [00:23<08:52, 3.41s/it] 4/299 3.97G 0.05526 0.02611 0.0046 64 640: 2%|▎ | 4/160 [00:23<08:52, 3.41s/it] 4/299 3.97G 0.05526 0.02611 0.0046 64 640: 3%|▎ | 5/160 [00:23<05:44, 2.22s/it] 4/299 3.97G 0.05475 0.02547 0.004418 53 640: 3%|▎ | 5/160 [00:25<05:44, 2.22s/it] 4/299 3.97G 0.05475 0.02547 0.004418 53 640: 4%|▍ | 6/160 [00:25<05:28, 2.13s/it] 4/299 3.97G 0.05462 0.02616 0.004216 78 640: 4%|▍ | 6/160 [00:25<05:28, 2.13s/it] 4/299 3.97G 0.05462 0.02616 0.004216 78 640: 4%|▍ | 7/160 [00:25<03:47, 1.49s/it] 4/299 3.97G 0.05503 0.02643 0.004023 61 640: 4%|▍ | 7/160 [00:25<03:47, 1.49s/it] 4/299 3.97G 0.05503 0.02643 0.004023 61 640: 5%|▌ | 8/160 [00:25<02:40, 1.05s/it] 4/299 3.97G 0.055 0.02642 0.004004 69 640: 5%|▌ | 8/160 [00:40<02:40, 1.05s/it] 4/299 3.97G 0.055 0.02642 0.004004 69 640: 6%|▌ | 9/160 [00:40<13:23, 5.32s/it] 4/299 3.97G 0.05456 0.02646 0.003992 75 640: 6%|▌ | 9/160 [00:43<13:23, 5.32s/it] 4/299 3.97G 0.05456 0.02646 0.003992 75 640: 6%|▋ | 10/160 [00:43<11:11, 4.48s/it] 4/299 3.97G 0.05467 0.0262 0.003903 65 640: 6%|▋ | 10/160 [00:43<11:11, 4.48s/it] 4/299 3.97G 0.05467 0.0262 0.003903 65 640: 7%|▋ | 11/160 [00:43<07:49, 3.15s/it] 4/299 3.97G 0.0544 0.02604 0.003852 59 640: 7%|▋ | 11/160 [00:43<07:49, 3.15s/it] 4/299 3.97G 0.0544 0.02604 0.003852 59 640: 8%|▊ | 12/160 [00:43<05:29, 2.23s/it] 4/299 3.97G 0.05417 0.02598 0.003749 69 640: 8%|▊ | 12/160 [00:43<05:29, 2.23s/it] 4/299 3.97G 0.05417 0.02598 0.003749 69 640: 8%|▊ | 13/160 [00:43<03:53, 1.59s/it] 4/299 3.97G 0.05413 0.02587 0.003686 65 640: 8%|▊ | 13/160 [00:45<03:53, 1.59s/it] 4/299 3.97G 0.05413 0.02587 0.003686 65 640: 9%|▉ | 14/160 [00:45<04:01, 1.66s/it] 4/299 3.97G 0.05434 0.02552 0.003562 51 640: 9%|▉ | 14/160 [00:45<04:01, 1.66s/it] 4/299 3.97G 0.05434 0.02552 0.003562 51 640: 9%|▉ | 15/160 [00:45<02:54, 1.20s/it] 4/299 3.97G 0.05453 0.02589 0.003489 96 640: 9%|▉ | 15/160 [00:45<02:54, 1.20s/it] 4/299 3.97G 0.05453 0.02589 0.003489 96 640: 10%|█ | 16/160 [00:45<02:06, 1.14it/s] 4/299 3.97G 0.05447 0.02598 0.00349 73 640: 10%|█ | 16/160 [01:00<02:06, 1.14it/s] 4/299 3.97G 0.054
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.04it/s]
all 340 813 0.359 0.405 0.332 0.146
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 5/299 3.97G 0.05172 0.02702 0.003279 68 640: 0%| | 0/160 [00:16<?, ?it/s] 5/299 3.97G 0.05172 0.02702 0.003279 68 640: 1%| | 1/160 [00:16<43:36, 16.46s/it] 5/299 3.97G 0.04869 0.02566 0.0026 71 640: 1%| | 1/160 [00:19<43:36, 16.46s/it] 5/299 3.97G 0.04869 0.02566 0.0026 71 640: 1%|▏ | 2/160 [00:19<22:48, 8.66s/it] 5/299 3.97G 0.04983 0.02474 0.002581 59 640: 1%|▏ | 2/160 [00:23<22:48, 8.66s/it] 5/299 3.97G 0.04983 0.02474 0.002581 59 640: 2%|▏ | 3/160 [00:23<17:02, 6.51s/it] 5/299 3.97G 0.05107 0.02552 0.002392 78 640: 2%|▏ | 3/160 [00:23<17:02, 6.51s/it] 5/299 3.97G 0.05107 0.02552 0.002392 78 640: 2%|▎ | 4/160 [00:23<10:23, 4.00s/it] 5/299 3.97G 0.0505 0.02485 0.002106 59 640: 2%|▎ | 4/160 [00:23<10:23, 4.00s/it] 5/299 3.97G 0.0505 0.02485 0.002106 59 640: 3%|▎ | 5/160 [00:23<06:42, 2.60s/it] 5/299 3.97G 0.05074 0.0242 0.002129 38 640: 3%|▎ | 5/160 [00:29<06:42, 2.60s/it] 5/299 3.97G 0.05074 0.0242 0.002129 38 640: 4%|▍ | 6/160 [00:29<09:40, 3.77s/it] 5/299 3.97G 0.05064 0.02419 0.002166 66 640: 4%|▍ | 6/160 [00:30<09:40, 3.77s/it] 5/299 3.97G 0.05064 0.02419 0.002166 66 640: 4%|▍ | 7/160 [00:30<06:37, 2.60s/it] 5/299 3.97G 0.05052 0.02416 0.002531 58 640: 4%|▍ | 7/160 [00:30<06:37, 2.60s/it] 5/299 3.97G 0.05052 0.02416 0.002531 58 640: 5%|▌ | 8/160 [00:30<04:35, 1.81s/it] 5/299 3.97G 0.0507 0.02506 0.002426 85 640: 5%|▌ | 8/160 [00:39<04:35, 1.81s/it] 5/299 3.97G 0.0507 0.02506 0.002426 85 640: 6%|▌ | 9/160 [00:39<10:17, 4.09s/it] 5/299 3.97G 0.0509 0.02493 0.002668 73 640: 6%|▌ | 9/160 [00:42<10:17, 4.09s/it] 5/299 3.97G 0.0509 0.02493 0.002668 73 640: 6%|▋ | 10/160 [00:42<09:13, 3.69s/it] 5/299 3.97G 0.05108 0.02434 0.002579 50 640: 6%|▋ | 10/160 [00:45<09:13, 3.69s/it] 5/299 3.97G 0.05108 0.02434 0.002579 50 640: 7%|▋ | 11/160 [00:45<08:45, 3.53s/it] 5/299 3.97G 0.05148 0.02438 0.002681 77 640: 7%|▋ | 11/160 [00:45<08:45, 3.53s/it] 5/299 3.97G 0.05148 0.02438 0.002681 77 640: 8%|▊ | 12/160 [00:45<06:09, 2.50s/it] 5/299 3.97G 0.05194 0.02438 0.0026 66 640: 8%|▊ | 12/160 [00:45<06:09, 2.50s/it] 5/299 3.97G 0.05194 0.02438 0.0026 66 640: 8%|▊ | 13/160 [00:45<04:21, 1.78s/it] 5/299 3.97G 0.05178 0.02468 0.002752 69 640: 8%|▊ | 13/160 [00:51<04:21, 1.78s/it] 5/299 3.97G 0.05178 0.02468 0.002752 69 640: 9%|▉ | 14/160 [00:51<07:45, 3.19s/it] 5/299 3.97G 0.05188 0.02511 0.002758 89 640: 9%|▉ | 14/160 [00:52<07:45, 3.19s/it] 5/299 3.97G 0.05188 0.02511 0.002758 89 640: 9%|▉ | 15/160 [00:52<05:30, 2.28s/it] 5/299 3.97G 0.05165 0.0253 0.002786 73 640: 9%|▉ | 15/160 [00:52<05:30, 2.28s/it] 5/299 3.97G 0.05165 0.0253 0.002786 73 640: 10%|█ | 16/160 [00:52<03:54, 1.63s/it] 5/299 3.97G 0.0518 0.02541 0.00286 84 640: 10%|█ | 16/160 [01:00<03:54, 1.63s/it] 5/299 3.97G 0.05
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.27it/s]
all 340 813 0.452 0.447 0.423 0.182
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 6/299 3.97G 0.04436 0.02008 0.001093 50 640: 0%| | 0/160 [00:11<?, ?it/s] 6/299 3.97G 0.04436 0.02008 0.001093 50 640: 1%| | 1/160 [00:11<29:38, 11.18s/it] 6/299 3.97G 0.04816 0.02001 0.00138 48 640: 1%| | 1/160 [00:16<29:38, 11.18s/it] 6/299 3.97G 0.04816 0.02001 0.00138 48 640: 1%|▏ | 2/160 [00:16<19:42, 7.48s/it] 6/299 3.97G 0.05168 0.02423 0.001326 81 640: 1%|▏ | 2/160 [00:21<19:42, 7.48s/it] 6/299 3.97G 0.05168 0.02423 0.001326 81 640: 2%|▏ | 3/160 [00:21<16:43, 6.39s/it] 6/299 3.97G 0.05084 0.0236 0.001598 54 640: 2%|▏ | 3/160 [00:21<16:43, 6.39s/it] 6/299 3.97G 0.05084 0.0236 0.001598 54 640: 2%|▎ | 4/160 [00:21<10:11, 3.92s/it] 6/299 3.97G 0.04948 0.02265 0.001482 41 640: 2%|▎ | 4/160 [00:21<10:11, 3.92s/it] 6/299 3.97G 0.04948 0.02265 0.001482 41 640: 3%|▎ | 5/160 [00:21<06:34, 2.55s/it] 6/299 3.97G 0.04913 0.02301 0.001464 62 640: 3%|▎ | 5/160 [00:24<06:34, 2.55s/it] 6/299 3.97G 0.04913 0.02301 0.001464 62 640: 4%|▍ | 6/160 [00:24<07:22, 2.87s/it] 6/299 3.97G 0.0489 0.023 0.001392 55 640: 4%|▍ | 6/160 [00:25<07:22, 2.87s/it] 6/299 3.97G 0.0489 0.023 0.001392 55 640: 4%|▍ | 7/160 [00:25<05:03, 1.99s/it] 6/299 3.97G 0.04805 0.02336 0.001553 74 640: 4%|▍ | 7/160 [00:25<05:03, 1.99s/it] 6/299 3.97G 0.04805 0.02336 0.001553 74 640: 5%|▌ | 8/160 [00:25<03:32, 1.40s/it] 6/299 3.97G 0.04769 0.02289 0.0015 42 640: 5%|▌ | 8/160 [00:33<03:32, 1.40s/it] 6/299 3.97G 0.04769 0.02289 0.0015 42 640: 6%|▌ | 9/160 [00:33<09:05, 3.61s/it] 6/299 3.97G 0.04884 0.02395 0.001637 77 640: 6%|▌ | 9/160 [00:37<09:05, 3.61s/it] 6/299 3.97G 0.04884 0.02395 0.001637 77 640: 6%|▋ | 10/160 [00:37<09:14, 3.70s/it] 6/299 3.97G 0.04899 0.02393 0.0016 64 640: 6%|▋ | 10/160 [00:40<09:14, 3.70s/it] 6/299 3.97G 0.04899 0.02393 0.0016 64 640: 7%|▋ | 11/160 [00:40<08:31, 3.43s/it] 6/299 3.97G 0.04903 0.02465 0.001633 86 640: 7%|▋ | 11/160 [00:40<08:31, 3.43s/it] 6/299 3.97G 0.04903 0.02465 0.001633 86 640: 8%|▊ | 12/160 [00:40<05:58, 2.42s/it] 6/299 3.97G 0.04928 0.02448 0.00157 64 640: 8%|▊ | 12/160 [00:40<05:58, 2.42s/it] 6/299 3.97G 0.04928 0.02448 0.00157 64 640: 8%|▊ | 13/160 [00:40<04:13, 1.73s/it] 6/299 3.97G 0.04918 0.02434 0.001763 65 640: 8%|▊ | 13/160 [00:45<04:13, 1.73s/it] 6/299 3.97G 0.04918 0.02434 0.001763 65 640: 9%|▉ | 14/160 [00:45<06:35, 2.71s/it] 6/299 3.97G 0.04941 0.02452 0.001731 63 640: 9%|▉ | 14/160 [00:45<06:35, 2.71s/it] 6/299 3.97G 0.04941 0.02452 0.001731 63 640: 9%|▉ | 15/160 [00:45<04:42, 1.94s/it] 6/299 3.97G 0.04974 0.02486 0.001741 95 640: 9%|▉ | 15/160 [00:45<04:42, 1.94s/it] 6/299 3.97G 0.04974 0.02486 0.001741 95 640: 10%|█ | 16/160 [00:45<03:20, 1.40s/it] 6/299 3.97G 0.04977 0.02515 0.001707 82 640: 10%|█ | 16/160 [00:53<03:20, 1.40s/it] 6/299 3.97G 0.049
/bin/sh: 1: git: not found
YOLOv5 🚀 2022-8-5 Python-3.9.12 torch-1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019MiB)
hyperparameters: lr0=0.01, lrf=0.01, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0, copy_paste=0.0
Weights & Biases: run 'pip install wandb' to automatically track and visualize YOLOv5 🚀 runs (RECOMMENDED)
TensorBoard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
Overriding model.yaml nc=80 with nc=2
from n params module arguments
0 -1 1 5280 models.common.Conv [3, 48, 6, 2, 2]
1 -1 1 41664 models.common.Conv [48, 96, 3, 2]
2 -1 2 65280 models.common.C3 [96, 96, 2]
3 -1 1 166272 models.common.Conv [96, 192, 3, 2]
4 -1 4 444672 models.common.C3 [192, 192, 4]
5 -1 1 664320 models.common.Conv [192, 384, 3, 2]
6 -1 6 2512896 models.common.C3 [384, 384, 6]
7 -1 1 2655744 models.common.Conv [384, 768, 3, 2]
8 -1 2 4134912 models.common.C3 [768, 768, 2]
9 -1 1 1476864 models.common.SPPF [768, 768, 5]
10 -1 1 295680 models.common.Conv [768, 384, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 2 1182720 models.common.C3 [768, 384, 2, False]
14 -1 1 74112 models.common.Conv [384, 192, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 2 296448 models.common.C3 [384, 192, 2, False]
18 -1 1 332160 models.common.Conv [192, 192, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 2 1035264 models.common.C3 [384, 384, 2, False]
21 -1 1 1327872 models.common.Conv [384, 384, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 2 4134912 models.common.C3 [768, 768, 2, False]
24 [17, 20, 23] 1 28287 models.yolo.Detect [2, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [192, 384, 768]]
6/299 3.97G 0.05047 0.02506 0.002225 59 640: 35%|███▌ | 56/160 [02:30<02:40, 1.54s/it] 6/299 3.97G 0.05047 0.02506 0.002225 59 640: 36%|███▌ | 57/160 [02:30<05:18, 3.09s/it]YOLOv5m summary: 369 layers, 20875359 parameters, 20875359 gradients, 48.2 GFLOPs
Transferred 428/481 items from weights/yolov5m.pt
AMP: checks passed ✅
Scaled weight_decay = 0.0005
optimizer: SGD with parameter groups 79 weight (no decay), 82 weight, 82 bias
github: skipping check (Docker image), for updates see https://github.com/ultralytics/yolov5
train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s] train: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/train.cache' images and labels... 2546 found, 0 missing, 8 empty, 0 corrupt: 100%|██████████| 2546/2546 [00:00<?, ?it/s]
val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 333 found, 7 missing, 0 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s] val: Scanning '/host/zjc/yolov5/../VOCdevkit/labels/val.cache' images and labels... 333 found, 7 missing, 0 empty, 0 corrupt: 100%|██████████| 340/340 [00:00<?, ?it/s]
6/299 3.97G 0.05045 0.02518 0.002226 89 640: 36%|███▌ | 57/160 [02:37<05:18, 3.09s/it] 6/299 3.97G 0.05045 0.02518 0.002226 89 640: 36%|███▋ | 58/160 [02:37<06:58, 4.10s/it]Plotting labels to runs/train/exp45/labels.jpg...
6/299 3.97G 0.05048 0.02514 0.002205 59 640: 36%|███▋ | 58/160 [02:43<06:58, 4.10s/it] 6/299 3.97G 0.05048 0.02514 0.002205 59 640: 37%|███▋ | 59/160 [02:43<07:50, 4.65s/it] 6/299 3.97G 0.05054 0.02526 0.00219 82 640: 37%|███▋ | 59/160 [02:43<07:50, 4.65s/it] 6/299 3.97G 0.05054 0.02526 0.00219 82 640: 38%|███▊ | 60/160 [02:43<05:33, 3.33s/it] 6/299 3.97G 0.05068 0.02543 0.002241 87 640: 38%|███▊ | 60/160 [02:43<05:33, 3.33s/it] 6/299 3.97G 0.05068 0.02543 0.002241 87 640: 38%|███▊ | 61/160 [02:43<03:57, 2.40s/it]
AutoAnchor: 4.69 anchors/target, 0.996 Best Possible Recall (BPR). Current anchors are a good fit to dataset ✅
Image sizes 640 train, 640 val
Using 8 dataloader workers
Logging results to runs/train/exp45
Starting training for 300 epochs...
Epoch gpu_mem box obj cls labels img_size
0%| | 0/80 [00:00<?, ?it/s] 6/299 3.97G 0.05075 0.02546 0.002226 70 640: 38%|███▊ | 61/160 [03:01<03:57, 2.40s/it] 6/299 3.97G 0.05075 0.02546 0.002226 70 640: 39%|███▉ | 62/160 [03:01<11:28, 7.03s/it] 6/299 3.97G 0.05068 0.02544 0.002225 70 640: 39%|███▉ | 62/160 [03:01<11:28, 7.03s/it] 6/299 3.97G 0.05068 0.02544 0.002225 70 640: 39%|███▉ | 63/160 [03:01<08:05, 5.01s/it] 6/299 3.97G 0.05059 0.02542 0.002204 68 640: 39%|███▉ | 63/160 [03:02<08:05, 5.01s/it] 6/299 3.97G 0.05059 0.02542 0.002204 68 640: 40%|████ | 64/160 [03:02<05:42, 3.57s/it] 6/299 3.97G 0.05058 0.02539 0.002209 59 640: 40%|████ | 64/160 [03:28<05:42, 3.57s/it] 6/299 3.97G 0.05058 0.02539 0.002209 59 640: 41%|████ | 65/160 [03:28<16:38, 10.51s/it] 6/299 3.97G 0.05065 0.02531 0.002194 40 640: 41%|████ | 65/160 [03:41<16:38, 10.51s/it] 6/299 3.97G 0.05065 0.02531 0.002194 40 640: 41%|████▏ | 66/160 [03:41<17:15, 11.01s/it] 6/299 3.97G 0.05068 0.02539 0.002174 66 640: 41%|████▏ | 66/160 [03:44<17:15, 11.01s/it] 6/299 3.97G 0.05068 0.02539 0.002174 66 640: 42%|████▏ | 67/160 [03:44<13:43, 8.85s/it] 6/299 3.97G 0.05067 0.02542 0.002172 75 640: 42%|████▏ | 67/160 [03:45<13:43, 8.85s/it] 6/299 3.97G 0.05067 0.02542 0.002172 75 640: 42%|████▎ | 68/160 [03:45<09:36, 6.27s/it] 6/299 3.97G 0.05073 0.02536 0.002158 56 640: 42%|████▎ | 68/160 [03:45<09:36, 6.27s/it] 6/299 3.97G 0.05073 0.02536 0.002158 56 640: 43%|████▎ | 69/160 [03:45<06:43, 4.44s/it] 6/299 3.97G 0.05071 0.02542 0.002159 74 640: 43%|████▎ | 69/160 [04:01<06:43, 4.44s/it] 6/299 3.97G 0.05071 0.02542 0.002159 74 640: 44%|████▍ | 70/160 [04:01<11:53, 7.93s/it] 6/299 3.97G 0.05068 0.02541 0.002161 65 640: 44%|████▍ | 70/160 [04:01<11:53, 7.93s/it] 6/299 3.97G 0.05068 0.02541 0.002161 65 640: 44%|████▍ | 71/160 [04:01<08:23, 5.66s/it] 6/299 3.97G 0.05066 0.02549 0.002169 84 640: 44%|████▍ | 71/160 [04:01<08:23, 5.66s/it] 6/299 3.97G 0.05066 0.02549 0.002169 84 640: 45%|████▌ | 72/160 [04:01<05:56, 4.05s/it] 6/299 3.97G 0.05066 0.02551 0.002169 73 640: 45%|████▌ | 72/160 [04:31<05:56, 4.05s/it] 6/299 3.97G 0.05066 0.02551 0.002169 73 640: 46%|████▌ | 73/160 [04:31<16:45, 11.55s/it] 0%| | 0/80 [01:44<?, ?it/s]
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 667, in <module>
main(opt)
File "/host/zjc/yolov5/train.py", line 562, in main
train(opt.hyp, opt, device, callbacks)
File "/host/zjc/yolov5/train.py", line 353, in train
pred = model(imgs) # forward
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
result = self.forward(*input, **kwargs)
File "/host/zjc/yolov5/models/yolo.py", line 135, in forward
return self._forward_once(x, profile, visualize) # single-scale inference, train
File "/host/zjc/yolov5/models/yolo.py", line 158, in _forward_once
x = m(x) # run
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
result = self.forward(*input, **kwargs)
File "/host/zjc/yolov5/models/common.py", line 47, in forward
return self.act(self.bn(self.conv(x)))
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/nn/modules/module.py", line 727, in _call_impl
result = self.forward(*input, **kwargs)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/nn/modules/conv.py", line 423, in forward
return self._conv_forward(input, self.weight)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/nn/modules/conv.py", line 419, in _conv_forward
return F.conv2d(input, weight, self.bias, self.stride,
RuntimeError: Unable to find a valid cuDNN algorithm to run convolution
6/299 3.97G 0.05067 0.02548 0.002151 57 640: 46%|████▌ | 73/160 [04:36<16:45, 11.55s/it] 6/299 3.97G 0.05067 0.02548 0.002151 57 640: 46%|████▋ | 74/160 [04:36<14:00, 9.78s/it] 6/299 3.97G 0.05062 0.02551 0.002163 69 640: 46%|████▋ | 74/160 [04:36<14:00, 9.78s/it] 6/299 3.97G 0.05062 0.02551 0.002163 69 640: 47%|████▋ | 75/160 [04:36<09:46, 6.90s/it] 6/299 3.97G 0.05057 0.02554 0.002183 72 640: 47%|████▋ | 75/160 [04:36<09:46, 6.90s/it] 6/299 3.97G 0.05057 0.02554 0.002183 72 640: 48%|████▊ | 76/160 [04:36<06:49, 4.87s/it] 6/299 3.97G 0.05058 0.02565 0.002169 88 640: 48%|████▊ | 76/160 [04:37<06:49, 4.87s/it] 6/299 3.97G 0.05058 0.02565 0.002169 88 640: 48%|████▊ | 77/160 [04:37<04:46, 3.46s/it] 6/299 3.97G 0.05051 0.0257 0.002194 82 640: 48%|████▊ | 77/160 [04:42<04:46, 3.46s/it] 6/299 3.97G 0.05051 0.0257 0.002194 82 640: 49%|████▉ | 78/160 [04:42<05:38, 4.12s/it] 6/299 3.97G 0.05045 0.02564 0.00221 58 640: 49%|████▉ | 78/160 [04:42<05:38, 4.12s/it] 6/299 3.97G 0.05045 0.02564 0.00221 58 640: 49%|████▉ | 79/160 [04:42<03:57, 2.93s/it] 6/299 3.97G 0.05038 0.02564 0.002211 62 640: 49%|████▉ | 79/160 [04:43<03:57, 2.93s/it] 6/299 3.97G 0.05038 0.02564 0.002211 62 640: 50%|█████ | 80/160 [04:43<02:47, 2.09s/it] 6/299 3.97G 0.05038 0.02562 0.002235 63 640: 50%|█████ | 80/160 [04:53<02:47, 2.09s/it] 6/299 3.97G 0.05038 0.02562 0.002235 63 640: 51%|█████ | 81/160 [04:53<06:07, 4.66s/it] 6/299 3.97G 0.05034 0.02558 0.002216 42 640: 51%|█████ | 81/160 [04:56<06:07, 4.66s/it] 6/299 3.97G 0.05034 0.02558 0.002216 42 640: 51%|█████▏ | 82/160 [04:56<05:23, 4.15s/it] 6/299 3.97G 0.05033 0.02555 0.002224 55 640: 51%|█████▏ | 82/160 [04:57<05:23, 4.15s/it] 6/299 3.97G 0.05033 0.02555 0.002224 55 640: 52%|█████▏ | 83/160 [04:57<04:06, 3.21s/it] 6/299 3.97G 0.0503 0.02567 0.00222 93 640: 52%|█████▏ | 83/160 [04:57<04:06, 3.21s/it] 6/299 3.97G 0.0503 0.02567 0.00222 93 640: 52%|█████▎ | 84/160 [04:57<02:54, 2.30s/it] 6/299 3.97G 0.05028 0.02561 0.00222 58 640: 52%|█████▎ | 84/160 [04:58<02:54, 2.30s/it] 6/299 3.97G 0.05028 0.02561 0.00222 58 640: 53%|█████▎ | 85/160 [04:58<02:04, 1.65s/it] 6/299 3.97G 0.05027 0.0256 0.002206 70 640: 53%|█████▎ | 85/160 [05:03<02:04, 1.65s/it] 6/299 3.97G 0.05027 0.0256 0.002206 70 640: 54%|█████▍ | 86/160 [05:03<03:17, 2.67s/it] 6/299 3.97G 0.05025 0.02565 0.002199 61 640: 54%|█████▍ | 86/160 [05:03<03:17, 2.67s/it] 6/299 3.97G 0.05025 0.02565 0.002199 61 640: 54%|█████▍ | 87/160 [05:03<02:20, 1.93s/it] 6/299 3.97G 0.05023 0.02563 0.002188 62 640: 54%|█████▍ | 87/160 [05:03<02:20, 1.93s/it] 6/299 3.97G 0.05023 0.02563 0.002188 62 640: 55%|█████▌ | 88/160 [05:03<01:40, 1.39s/it] 6/299 3.97G 0.05022 0.02566 0.002185 75 640: 55%|█████▌ | 88/160 [05:15<01:40, 1.39s/it]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.28it/s]
all 340 813 0.47 0.434 0.427 0.185
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 7/299 3.97G 0.05255 0.03358 0.002321 70 640: 0%| | 0/160 [00:14<?, ?it/s] 7/299 3.97G 0.05255 0.03358 0.002321 70 640: 1%| | 1/160 [00:14<37:29, 14.15s/it] 7/299 3.97G 0.05272 0.03292 0.00172 96 640: 1%| | 1/160 [00:19<37:29, 14.15s/it] 7/299 3.97G 0.05272 0.03292 0.00172 96 640: 1%|▏ | 2/160 [00:19<23:24, 8.89s/it] 7/299 3.97G 0.05338 0.02957 0.00289 51 640: 1%|▏ | 2/160 [00:26<23:24, 8.89s/it] 7/299 3.97G 0.05338 0.02957 0.00289 51 640: 2%|▏ | 3/160 [00:26<21:36, 8.26s/it] 7/299 3.97G 0.05156 0.02664 0.002454 40 640: 2%|▏ | 3/160 [00:27<21:36, 8.26s/it] 7/299 3.97G 0.05156 0.02664 0.002454 40 640: 2%|▎ | 4/160 [00:27<13:08, 5.06s/it] 7/299 3.97G 0.05053 0.02646 0.002109 61 640: 2%|▎ | 4/160 [00:27<13:08, 5.06s/it] 7/299 3.97G 0.05053 0.02646 0.002109 61 640: 3%|▎ | 5/160 [00:27<08:28, 3.28s/it] 7/299 3.97G 0.05112 0.02547 0.003426 45 640: 3%|▎ | 5/160 [00:27<08:28, 3.28s/it] 7/299 3.97G 0.05112 0.02547 0.003426 45 640: 4%|▍ | 6/160 [00:27<06:15, 2.44s/it] 7/299 3.97G 0.05069 0.02484 0.003051 46 640: 4%|▍ | 6/160 [00:28<06:15, 2.44s/it] 7/299 3.97G 0.05069 0.02484 0.003051 46 640: 4%|▍ | 7/160 [00:28<04:19, 1.69s/it] 7/299 3.97G 0.05101 0.02472 0.002824 53 640: 4%|▍ | 7/160 [00:28<04:19, 1.69s/it] 7/299 3.97G 0.05101 0.02472 0.002824 53 640: 5%|▌ | 8/160 [00:28<03:01, 1.20s/it] 7/299 3.97G 0.05136 0.02429 0.002877 43 640: 5%|▌ | 8/160 [00:37<03:01, 1.20s/it] 7/299 3.97G 0.05136 0.02429 0.002877 43 640: 6%|▌ | 9/160 [00:37<09:22, 3.72s/it] 7/299 3.97G 0.05121 0.02443 0.002669 74 640: 6%|▌ | 9/160 [00:41<09:22, 3.72s/it] 7/299 3.97G 0.05121 0.02443 0.002669 74 640: 6%|▋ | 10/160 [00:41<09:46, 3.91s/it] 7/299 3.97G 0.05077 0.02458 0.002699 80 640: 6%|▋ | 10/160 [00:47<09:46, 3.91s/it] 7/299 3.97G 0.05077 0.02458 0.002699 80 640: 7%|▋ | 11/160 [00:47<11:05, 4.47s/it] 7/299 3.97G 0.05078 0.0243 0.002609 60 640: 7%|▋ | 11/160 [00:47<11:05, 4.47s/it] 7/299 3.97G 0.05078 0.0243 0.002609 60 640: 8%|▊ | 12/160 [00:47<07:45, 3.15s/it] 7/299 3.97G 0.05088 0.02456 0.002587 79 640: 8%|▊ | 12/160 [00:47<07:45, 3.15s/it] 7/299 3.97G 0.05088 0.02456 0.002587 79 640: 8%|▊ | 13/160 [00:47<05:29, 2.24s/it] 7/299 3.97G 0.0504 0.02402 0.002684 41 640: 8%|▊ | 13/160 [00:48<05:29, 2.24s/it] 7/299 3.97G 0.0504 0.02402 0.002684 41 640: 9%|▉ | 14/160 [00:48<04:03, 1.67s/it] 7/299 3.97G 0.05057 0.02395 0.002566 53 640: 9%|▉ | 14/160 [00:48<04:03, 1.67s/it] 7/299 3.97G 0.05057 0.02395 0.002566 53 640: 9%|▉ | 15/160 [00:48<02:58, 1.23s/it] 7/299 3.97G 0.05072 0.02394 0.002468 54 640: 9%|▉ | 15/160 [00:48<02:58, 1.23s/it] 7/299 3.97G 0.05072 0.02394 0.002468 54 640: 10%|█ | 16/160 [00:48<02:11, 1.10it/s] 7/299 3.97G 0.05051 0.02379 0.002438 57 640: 10%|█ | 16/160 [00:58<02:11, 1.10it/s] 7/299 3.97G 0.050
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.49it/s]
all 340 813 0.454 0.446 0.421 0.19
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 8/299 3.97G 0.04365 0.02154 0.000787 63 640: 0%| | 0/160 [00:00<?, ?it/s] 8/299 3.97G 0.04365 0.02154 0.000787 63 640: 1%| | 1/160 [00:00<00:33, 4.78it/s] 8/299 3.97G 0.04406 0.02355 0.0007802 72 640: 1%| | 1/160 [00:10<00:33, 4.78it/s] 8/299 3.97G 0.04406 0.02355 0.0007802 72 640: 1%|▏ | 2/160 [00:10<15:51, 6.02s/it] 8/299 3.97G 0.04421 0.02354 0.001308 64 640: 1%|▏ | 2/160 [00:24<15:51, 6.02s/it] 8/299 3.97G 0.04421 0.02354 0.001308 64 640: 2%|▏ | 3/160 [00:24<25:30, 9.75s/it] 8/299 3.97G 0.04475 0.02369 0.002191 61 640: 2%|▏ | 3/160 [00:24<25:30, 9.75s/it] 8/299 3.97G 0.04475 0.02369 0.002191 61 640: 2%|▎ | 4/160 [00:24<15:29, 5.96s/it] 8/299 3.97G 0.04688 0.02436 0.002034 65 640: 2%|▎ | 4/160 [00:24<15:29, 5.96s/it] 8/299 3.97G 0.04688 0.02436 0.002034 65 640: 3%|▎ | 5/160 [00:24<09:59, 3.87s/it] 8/299 3.97G 0.04711 0.02538 0.002035 77 640: 3%|▎ | 5/160 [00:24<09:59, 3.87s/it] 8/299 3.97G 0.04711 0.02538 0.002035 77 640: 4%|▍ | 6/160 [00:24<06:41, 2.61s/it] 8/299 3.97G 0.047 0.0249 0.002016 61 640: 4%|▍ | 6/160 [00:25<06:41, 2.61s/it] 8/299 3.97G 0.047 0.0249 0.002016 61 640: 4%|▍ | 7/160 [00:25<04:37, 1.81s/it] 8/299 3.97G 0.04726 0.02381 0.001899 38 640: 4%|▍ | 7/160 [00:25<04:37, 1.81s/it] 8/299 3.97G 0.04726 0.02381 0.001899 38 640: 5%|▌ | 8/160 [00:25<03:15, 1.29s/it] 8/299 3.97G 0.04758 0.02407 0.001962 65 640: 5%|▌ | 8/160 [00:25<03:15, 1.29s/it] 8/299 3.97G 0.04758 0.02407 0.001962 65 640: 6%|▌ | 9/160 [00:25<02:20, 1.08it/s] 8/299 3.97G 0.04731 0.0239 0.002088 65 640: 6%|▌ | 9/160 [00:35<02:20, 1.08it/s] 8/299 3.97G 0.04731 0.0239 0.002088 65 640: 6%|▋ | 10/160 [00:35<09:02, 3.62s/it] 8/299 3.97G 0.04761 0.02371 0.002034 61 640: 6%|▋ | 10/160 [00:44<09:02, 3.62s/it] 8/299 3.97G 0.04761 0.02371 0.002034 61 640: 7%|▋ | 11/160 [00:44<13:13, 5.33s/it] 8/299 3.97G 0.04782 0.02388 0.002108 61 640: 7%|▋ | 11/160 [00:44<13:13, 5.33s/it] 8/299 3.97G 0.04782 0.02388 0.002108 61 640: 8%|▊ | 12/160 [00:44<09:14, 3.75s/it] 8/299 3.97G 0.04761 0.02396 0.002022 53 640: 8%|▊ | 12/160 [00:44<09:14, 3.75s/it] 8/299 3.97G 0.04761 0.02396 0.002022 53 640: 8%|▊ | 13/160 [00:44<06:29, 2.65s/it] 8/299 3.97G 0.04793 0.02428 0.002116 67 640: 8%|▊ | 13/160 [00:44<06:29, 2.65s/it] 8/299 3.97G 0.04793 0.02428 0.002116 67 640: 9%|▉ | 14/160 [00:44<04:34, 1.88s/it] 8/299 3.97G 0.04793 0.0242 0.002035 64 640: 9%|▉ | 14/160 [00:44<04:34, 1.88s/it] 8/299 3.97G 0.04793 0.0242 0.002035 64 640: 9%|▉ | 15/160 [00:44<03:17, 1.36s/it] 8/299 3.97G 0.0482 0.02444 0.002034 80 640: 9%|▉ | 15/160 [00:44<03:17, 1.36s/it] 8/299 3.97G 0.0482 0.02444 0.002034 80 640: 10%|█ | 16/160 [00:44<02:22, 1.01it/s] 8/299 3.97G 0.0482 0.02432 0.001975 54 640: 10%|█ | 16/160 [00:45<02:22, 1.01it/s] 8/299 3.97G 0.04
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 3.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:01, 3.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 2.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.26it/s]
all 340 813 0.484 0.473 0.45 0.206
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 9/299 3.97G 0.05255 0.02928 0.005465 86 640: 0%| | 0/160 [00:00<?, ?it/s] 9/299 3.97G 0.05255 0.02928 0.005465 86 640: 1%| | 1/160 [00:00<00:29, 5.47it/s] 9/299 3.97G 0.05 0.02612 0.003788 55 640: 1%| | 1/160 [00:10<00:29, 5.47it/s] 9/299 3.97G 0.05 0.02612 0.003788 55 640: 1%|▏ | 2/160 [00:10<16:48, 6.38s/it] 9/299 3.97G 0.05148 0.02442 0.003559 47 640: 1%|▏ | 2/160 [00:20<16:48, 6.38s/it] 9/299 3.97G 0.05148 0.02442 0.003559 47 640: 2%|▏ | 3/160 [00:20<20:46, 7.94s/it] 9/299 3.97G 0.05142 0.02588 0.003183 80 640: 2%|▏ | 3/160 [00:20<20:46, 7.94s/it] 9/299 3.97G 0.05142 0.02588 0.003183 80 640: 2%|▎ | 4/160 [00:20<12:38, 4.86s/it] 9/299 3.97G 0.04926 0.02422 0.002826 45 640: 2%|▎ | 4/160 [00:20<12:38, 4.86s/it] 9/299 3.97G 0.04926 0.02422 0.002826 45 640: 3%|▎ | 5/160 [00:20<08:09, 3.16s/it] 9/299 3.97G 0.04946 0.02437 0.002669 66 640: 3%|▎ | 5/160 [00:24<08:09, 3.16s/it] 9/299 3.97G 0.04946 0.02437 0.002669 66 640: 4%|▍ | 6/160 [00:24<08:19, 3.24s/it] 9/299 3.97G 0.04976 0.02436 0.002403 72 640: 4%|▍ | 6/160 [00:24<08:19, 3.24s/it] 9/299 3.97G 0.04976 0.02436 0.002403 72 640: 4%|▍ | 7/160 [00:24<05:42, 2.24s/it] 9/299 3.97G 0.04875 0.02344 0.002397 50 640: 4%|▍ | 7/160 [00:24<05:42, 2.24s/it] 9/299 3.97G 0.04875 0.02344 0.002397 50 640: 5%|▌ | 8/160 [00:24<03:57, 1.56s/it] 9/299 3.97G 0.04868 0.02429 0.002368 86 640: 5%|▌ | 8/160 [00:28<03:57, 1.56s/it] 9/299 3.97G 0.04868 0.02429 0.002368 86 640: 6%|▌ | 9/160 [00:28<05:28, 2.17s/it] 9/299 3.97G 0.04863 0.02413 0.002339 59 640: 6%|▌ | 9/160 [00:35<05:28, 2.17s/it] 9/299 3.97G 0.04863 0.02413 0.002339 59 640: 6%|▋ | 10/160 [00:35<09:03, 3.63s/it] 9/299 3.97G 0.04867 0.024 0.002379 59 640: 6%|▋ | 10/160 [00:42<09:03, 3.63s/it] 9/299 3.97G 0.04867 0.024 0.002379 59 640: 7%|▋ | 11/160 [00:42<11:49, 4.76s/it] 9/299 3.97G 0.04896 0.02382 0.002457 65 640: 7%|▋ | 11/160 [00:42<11:49, 4.76s/it] 9/299 3.97G 0.04896 0.02382 0.002457 65 640: 8%|▊ | 12/160 [00:42<08:16, 3.35s/it] 9/299 3.97G 0.04896 0.0231 0.002324 30 640: 8%|▊ | 12/160 [00:42<08:16, 3.35s/it] 9/299 3.97G 0.04896 0.0231 0.002324 30 640: 8%|▊ | 13/160 [00:42<05:50, 2.39s/it] 9/299 3.97G 0.04908 0.02308 0.002363 60 640: 8%|▊ | 13/160 [00:44<05:50, 2.39s/it] 9/299 3.97G 0.04908 0.02308 0.002363 60 640: 9%|▉ | 14/160 [00:44<05:43, 2.35s/it] 9/299 3.97G 0.04935 0.02269 0.002293 43 640: 9%|▉ | 14/160 [00:45<05:43, 2.35s/it] 9/299 3.97G 0.04935 0.02269 0.002293 43 640: 9%|▉ | 15/160 [00:45<04:06, 1.70s/it] 9/299 3.97G 0.04932 0.02295 0.002276 76 640: 9%|▉ | 15/160 [00:45<04:06, 1.70s/it] 9/299 3.97G 0.04932 0.02295 0.002276 76 640: 10%|█ | 16/160 [00:45<02:58, 1.24s/it] 9/299 3.97G 0.04925 0.02287 0.002241 66 640: 10%|█ | 16/160 [00:49<02:58, 1.24s/it] 9/299 3.97G 0.049
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:02, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:02<00:01, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.37it/s]
all 340 813 0.505 0.498 0.482 0.212
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 10/299 3.97G 0.04198 0.02017 0.001043 52 640: 0%| | 0/160 [00:00<?, ?it/s] 10/299 3.97G 0.04198 0.02017 0.001043 52 640: 1%| | 1/160 [00:00<00:31, 5.09it/s] 10/299 3.97G 0.0428 0.02042 0.004642 54 640: 1%| | 1/160 [00:07<00:31, 5.09it/s] 10/299 3.97G 0.0428 0.02042 0.004642 54 640: 1%|▏ | 2/160 [00:07<10:57, 4.16s/it] 10/299 3.97G 0.0453 0.02267 0.003391 75 640: 1%|▏ | 2/160 [00:21<10:57, 4.16s/it] 10/299 3.97G 0.0453 0.02267 0.003391 75 640: 2%|▏ | 3/160 [00:21<23:13, 8.88s/it] 10/299 3.97G 0.0461 0.02225 0.002687 59 640: 2%|▏ | 3/160 [00:21<23:13, 8.88s/it] 10/299 3.97G 0.0461 0.02225 0.002687 59 640: 2%|▎ | 4/160 [00:21<14:07, 5.43s/it] 10/299 3.97G 0.04659 0.0218 0.002363 48 640: 2%|▎ | 4/160 [00:21<14:07, 5.43s/it] 10/299 3.97G 0.04659 0.0218 0.002363 48 640: 3%|▎ | 5/160 [00:21<09:06, 3.53s/it] 10/299 3.97G 0.0464 0.02244 0.002201 76 640: 3%|▎ | 5/160 [00:27<09:06, 3.53s/it] 10/299 3.97G 0.0464 0.02244 0.002201 76 640: 4%|▍ | 6/160 [00:27<10:38, 4.15s/it] 10/299 3.97G 0.0464 0.02223 0.002489 58 640: 4%|▍ | 6/160 [00:27<10:38, 4.15s/it] 10/299 3.97G 0.0464 0.02223 0.002489 58 640: 4%|▍ | 7/160 [00:27<07:16, 2.86s/it] 10/299 3.97G 0.04682 0.02244 0.002371 74 640: 4%|▍ | 7/160 [00:27<07:16, 2.86s/it] 10/299 3.97G 0.04682 0.02244 0.002371 74 640: 5%|▌ | 8/160 [00:27<05:02, 1.99s/it] 10/299 3.97G 0.04685 0.02265 0.002207 59 640: 5%|▌ | 8/160 [00:29<05:02, 1.99s/it] 10/299 3.97G 0.04685 0.02265 0.002207 59 640: 6%|▌ | 9/160 [00:29<04:52, 1.94s/it] 10/299 3.97G 0.0473 0.02236 0.002239 51 640: 6%|▌ | 9/160 [00:35<04:52, 1.94s/it] 10/299 3.97G 0.0473 0.02236 0.002239 51 640: 6%|▋ | 10/160 [00:35<08:03, 3.23s/it] 10/299 3.97G 0.04695 0.02198 0.002105 60 640: 6%|▋ | 10/160 [00:43<08:03, 3.23s/it] 10/299 3.97G 0.04695 0.02198 0.002105 60 640: 7%|▋ | 11/160 [00:43<11:31, 4.64s/it] 10/299 3.97G 0.04712 0.02234 0.00209 76 640: 7%|▋ | 11/160 [00:43<11:31, 4.64s/it] 10/299 3.97G 0.04712 0.02234 0.00209 76 640: 8%|▊ | 12/160 [00:43<08:04, 3.27s/it] 10/299 3.97G 0.04723 0.02215 0.001976 48 640: 8%|▊ | 12/160 [00:43<08:04, 3.27s/it] 10/299 3.97G 0.04723 0.02215 0.001976 48 640: 8%|▊ | 13/160 [00:43<05:42, 2.33s/it] 10/299 3.97G 0.04703 0.02192 0.001868 46 640: 8%|▊ | 13/160 [00:47<05:42, 2.33s/it] 10/299 3.97G 0.04703 0.02192 0.001868 46 640: 9%|▉ | 14/160 [00:47<06:49, 2.81s/it] 10/299 3.97G 0.047 0.02217 0.001769 66 640: 9%|▉ | 14/160 [00:47<06:49, 2.81s/it] 10/299 3.97G 0.047 0.02217 0.001769 66 640: 9%|▉ | 15/160 [00:47<04:51, 2.01s/it] 10/299 3.97G 0.04682 0.02222 0.00183 70 640: 9%|▉ | 15/160 [00:47<04:51, 2.01s/it] 10/299 3.97G 0.04682 0.02222 0.00183 70 640: 10%|█ | 16/160 [00:47<03:27, 1.44s/it] 10/299 3.97G 0.04675 0.02211 0.001957 58 640: 10%|█ | 16/160 [00:49<03:27, 1.44s/it] 10/299 3.97G 0.046
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.71it/s]
all 340 813 0.464 0.513 0.482 0.209
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 11/299 3.97G 0.04831 0.01938 0.002801 55 640: 0%| | 0/160 [00:00<?, ?it/s] 11/299 3.97G 0.04831 0.01938 0.002801 55 640: 1%| | 1/160 [00:00<00:35, 4.46it/s] 11/299 3.97G 0.04772 0.02119 0.001785 69 640: 1%| | 1/160 [00:00<00:35, 4.46it/s] 11/299 3.97G 0.04772 0.02119 0.001785 69 640: 1%|▏ | 2/160 [00:00<00:29, 5.29it/s] 11/299 3.97G 0.04623 0.02321 0.001949 76 640: 1%|▏ | 2/160 [00:12<00:29, 5.29it/s] 11/299 3.97G 0.04623 0.02321 0.001949 76 640: 2%|▏ | 3/160 [00:12<14:58, 5.72s/it] 11/299 3.97G 0.0454 0.02304 0.002176 72 640: 2%|▏ | 3/160 [00:19<14:58, 5.72s/it] 11/299 3.97G 0.0454 0.02304 0.002176 72 640: 2%|▎ | 4/160 [00:19<15:28, 5.95s/it] 11/299 3.97G 0.04578 0.02242 0.002046 46 640: 2%|▎ | 4/160 [00:19<15:28, 5.95s/it] 11/299 3.97G 0.04578 0.02242 0.002046 46 640: 3%|▎ | 5/160 [00:19<10:01, 3.88s/it] 11/299 3.97G 0.0452 0.0219 0.001845 40 640: 3%|▎ | 5/160 [00:24<10:01, 3.88s/it] 11/299 3.97G 0.0452 0.0219 0.001845 40 640: 4%|▍ | 6/160 [00:24<11:26, 4.46s/it] 11/299 3.97G 0.04494 0.02148 0.001663 58 640: 4%|▍ | 6/160 [00:24<11:26, 4.46s/it] 11/299 3.97G 0.04494 0.02148 0.001663 58 640: 4%|▍ | 7/160 [00:24<07:48, 3.06s/it] 11/299 3.97G 0.04495 0.02155 0.00161 65 640: 4%|▍ | 7/160 [00:25<07:48, 3.06s/it] 11/299 3.97G 0.04495 0.02155 0.00161 65 640: 5%|▌ | 8/160 [00:25<05:23, 2.13s/it] 11/299 3.97G 0.04546 0.02154 0.001552 68 640: 5%|▌ | 8/160 [00:27<05:23, 2.13s/it] 11/299 3.97G 0.04546 0.02154 0.001552 68 640: 6%|▌ | 9/160 [00:27<05:20, 2.12s/it] 11/299 3.97G 0.0455 0.02194 0.001932 70 640: 6%|▌ | 9/160 [00:27<05:20, 2.12s/it] 11/299 3.97G 0.0455 0.02194 0.001932 70 640: 6%|▋ | 10/160 [00:27<03:46, 1.51s/it] 11/299 3.97G 0.04547 0.02227 0.001991 70 640: 6%|▋ | 10/160 [00:36<03:46, 1.51s/it] 11/299 3.97G 0.04547 0.02227 0.001991 70 640: 7%|▋ | 11/160 [00:36<09:25, 3.79s/it] 11/299 3.97G 0.04589 0.02224 0.002003 52 640: 7%|▋ | 11/160 [00:40<09:25, 3.79s/it] 11/299 3.97G 0.04589 0.02224 0.002003 52 640: 8%|▊ | 12/160 [00:40<09:31, 3.86s/it] 11/299 3.97G 0.04601 0.02197 0.002045 46 640: 8%|▊ | 12/160 [00:40<09:31, 3.86s/it] 11/299 3.97G 0.04601 0.02197 0.002045 46 640: 8%|▊ | 13/160 [00:40<06:41, 2.73s/it] 11/299 3.97G 0.04614 0.02206 0.001986 65 640: 8%|▊ | 13/160 [00:45<06:41, 2.73s/it] 11/299 3.97G 0.04614 0.02206 0.001986 65 640: 9%|▉ | 14/160 [00:45<08:32, 3.51s/it] 11/299 3.97G 0.04622 0.02263 0.001959 100 640: 9%|▉ | 14/160 [00:45<08:32, 3.51s/it] 11/299 3.97G 0.04622 0.02263 0.001959 100 640: 9%|▉ | 15/160 [00:45<06:03, 2.51s/it] 11/299 3.97G 0.04609 0.02269 0.002051 69 640: 9%|▉ | 15/160 [00:46<06:03, 2.51s/it] 11/299 3.97G 0.04609 0.02269 0.002051 69 640: 10%|█ | 16/160 [00:46<04:18, 1.80s/it] 11/299 3.97G 0.04585 0.02273 0.002021 73 640: 10%|█ | 16/160 [00:48<04:18, 1.80s/it] 11/299 3.97G 0.045
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.76it/s]
all 340 813 0.396 0.466 0.379 0.162
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 12/299 3.97G 0.05075 0.01886 0.002378 52 640: 0%| | 0/160 [00:03<?, ?it/s] 12/299 3.97G 0.05075 0.01886 0.002378 52 640: 1%| | 1/160 [00:03<08:31, 3.22s/it] 12/299 3.97G 0.04769 0.01917 0.002092 48 640: 1%| | 1/160 [00:03<08:31, 3.22s/it] 12/299 3.97G 0.04769 0.01917 0.002092 48 640: 1%|▏ | 2/160 [00:03<04:09, 1.58s/it] 12/299 3.97G 0.04769 0.02159 0.001855 76 640: 1%|▏ | 2/160 [00:14<04:09, 1.58s/it] 12/299 3.97G 0.04769 0.02159 0.001855 76 640: 2%|▏ | 3/160 [00:14<15:08, 5.78s/it] 12/299 3.97G 0.04633 0.02248 0.0017 59 640: 2%|▏ | 3/160 [00:25<15:08, 5.78s/it] 12/299 3.97G 0.04633 0.02248 0.0017 59 640: 2%|▎ | 4/160 [00:25<20:01, 7.70s/it] 12/299 3.97G 0.04598 0.02281 0.001495 76 640: 2%|▎ | 4/160 [00:25<20:01, 7.70s/it] 12/299 3.97G 0.04598 0.02281 0.001495 76 640: 3%|▎ | 5/160 [00:25<12:51, 4.98s/it] 12/299 3.97G 0.04638 0.02205 0.00133 38 640: 3%|▎ | 5/160 [00:30<12:51, 4.98s/it] 12/299 3.97G 0.04638 0.02205 0.00133 38 640: 4%|▍ | 6/160 [00:30<12:49, 4.99s/it] 12/299 3.97G 0.04648 0.0215 0.001269 37 640: 4%|▍ | 6/160 [00:30<12:49, 4.99s/it] 12/299 3.97G 0.04648 0.0215 0.001269 37 640: 4%|▍ | 7/160 [00:30<08:47, 3.45s/it] 12/299 3.97G 0.04723 0.02168 0.001238 57 640: 4%|▍ | 7/160 [00:30<08:47, 3.45s/it] 12/299 3.97G 0.04723 0.02168 0.001238 57 640: 5%|▌ | 8/160 [00:30<06:04, 2.40s/it] 12/299 3.97G 0.04707 0.02189 0.001414 65 640: 5%|▌ | 8/160 [00:36<06:04, 2.40s/it] 12/299 3.97G 0.04707 0.02189 0.001414 65 640: 6%|▌ | 9/160 [00:36<08:55, 3.55s/it] 12/299 3.97G 0.04734 0.02271 0.001826 88 640: 6%|▌ | 9/160 [00:36<08:55, 3.55s/it] 12/299 3.97G 0.04734 0.02271 0.001826 88 640: 6%|▋ | 10/160 [00:36<06:15, 2.50s/it] 12/299 3.97G 0.04755 0.02299 0.001787 70 640: 6%|▋ | 10/160 [00:43<06:15, 2.50s/it] 12/299 3.97G 0.04755 0.02299 0.001787 70 640: 7%|▋ | 11/160 [00:43<09:12, 3.71s/it] 12/299 3.97G 0.0475 0.02287 0.001906 57 640: 7%|▋ | 11/160 [00:49<09:12, 3.71s/it] 12/299 3.97G 0.0475 0.02287 0.001906 57 640: 8%|▊ | 12/160 [00:49<10:55, 4.43s/it] 12/299 3.97G 0.04722 0.02332 0.001799 88 640: 8%|▊ | 12/160 [00:49<10:55, 4.43s/it] 12/299 3.97G 0.04722 0.02332 0.001799 88 640: 8%|▊ | 13/160 [00:49<07:43, 3.15s/it] 12/299 3.97G 0.04708 0.02343 0.00176 76 640: 8%|▊ | 13/160 [00:55<07:43, 3.15s/it] 12/299 3.97G 0.04708 0.02343 0.00176 76 640: 9%|▉ | 14/160 [00:55<09:20, 3.84s/it] 12/299 3.97G 0.04725 0.0229 0.001688 37 640: 9%|▉ | 14/160 [00:55<09:20, 3.84s/it] 12/299 3.97G 0.04725 0.0229 0.001688 37 640: 9%|▉ | 15/160 [00:55<06:39, 2.76s/it] 12/299 3.97G 0.04751 0.02325 0.001651 99 640: 9%|▉ | 15/160 [00:55<06:39, 2.76s/it] 12/299 3.97G 0.04751 0.02325 0.001651 99 640: 10%|█ | 16/160 [00:55<04:46, 1.99s/it] 12/299 3.97G 0.04724 0.02292 0.001581 53 640: 10%|█ | 16/160 [01:00<04:46, 1.99s/it] 12/299 3.97G 0.047
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:03, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 2.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:02, 2.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:02<00:02, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 2.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:03<00:01, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:03<00:01, 1.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:04<00:00, 1.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.30it/s]
all 340 813 0.484 0.447 0.445 0.201
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 13/299 3.97G 0.04073 0.02476 0.0006904 70 640: 0%| | 0/160 [00:03<?, ?it/s] 13/299 3.97G 0.04073 0.02476 0.0006904 70 640: 1%| | 1/160 [00:03<08:33, 3.23s/it] 13/299 3.97G 0.04683 0.02239 0.00163 50 640: 1%| | 1/160 [00:03<08:33, 3.23s/it] 13/299 3.97G 0.04683 0.02239 0.00163 50 640: 1%|▏ | 2/160 [00:03<04:00, 1.52s/it] 13/299 3.97G 0.04566 0.02343 0.001848 71 640: 1%|▏ | 2/160 [00:20<04:00, 1.52s/it] 13/299 3.97G 0.04566 0.02343 0.001848 71 640: 2%|▏ | 3/160 [00:20<22:54, 8.76s/it] 13/299 3.97G 0.04682 0.02466 0.001637 75 640: 2%|▏ | 3/160 [00:21<22:54, 8.76s/it] 13/299 3.97G 0.04682 0.02466 0.001637 75 640: 2%|▎ | 4/160 [00:21<13:56, 5.36s/it] 13/299 3.97G 0.04653 0.02317 0.001412 47 640: 2%|▎ | 4/160 [00:21<13:56, 5.36s/it] 13/299 3.97G 0.04653 0.02317 0.001412 47 640: 3%|▎ | 5/160 [00:21<09:00, 3.49s/it] 13/299 3.97G 0.04533 0.02234 0.001301 50 640: 3%|▎ | 5/160 [00:26<09:00, 3.49s/it] 13/299 3.97G 0.04533 0.02234 0.001301 50 640: 4%|▍ | 6/160 [00:26<10:49, 4.22s/it] 13/299 3.97G 0.04451 0.02188 0.001179 49 640: 4%|▍ | 6/160 [00:27<10:49, 4.22s/it] 13/299 3.97G 0.04451 0.02188 0.001179 49 640: 4%|▍ | 7/160 [00:27<07:23, 2.90s/it] 13/299 3.97G 0.04397 0.02148 0.001083 49 640: 4%|▍ | 7/160 [00:27<07:23, 2.90s/it] 13/299 3.97G 0.04397 0.02148 0.001083 49 640: 5%|▌ | 8/160 [00:27<05:08, 2.03s/it] 13/299 3.97G 0.04386 0.02144 0.001036 52 640: 5%|▌ | 8/160 [00:31<05:08, 2.03s/it] 13/299 3.97G 0.04386 0.02144 0.001036 52 640: 6%|▌ | 9/160 [00:31<06:50, 2.72s/it] 13/299 3.97G 0.04364 0.02196 0.001035 82 640: 6%|▌ | 9/160 [00:31<06:50, 2.72s/it] 13/299 3.97G 0.04364 0.02196 0.001035 82 640: 6%|▋ | 10/160 [00:31<04:49, 1.93s/it] 13/299 3.97G 0.04363 0.02175 0.001036 50 640: 6%|▋ | 10/160 [00:42<04:49, 1.93s/it] 13/299 3.97G 0.04363 0.02175 0.001036 50 640: 7%|▋ | 11/160 [00:42<11:45, 4.74s/it] 13/299 3.97G 0.04386 0.0217 0.001098 57 640: 7%|▋ | 11/160 [00:42<11:45, 4.74s/it] 13/299 3.97G 0.04386 0.0217 0.001098 57 640: 8%|▊ | 12/160 [00:42<08:14, 3.34s/it] 13/299 3.97G 0.04407 0.02157 0.001179 45 640: 8%|▊ | 12/160 [00:43<08:14, 3.34s/it] 13/299 3.97G 0.04407 0.02157 0.001179 45 640: 8%|▊ | 13/160 [00:43<05:48, 2.37s/it] 13/299 3.97G 0.04395 0.02143 0.001247 62 640: 8%|▊ | 13/160 [00:48<05:48, 2.37s/it] 13/299 3.97G 0.04395 0.02143 0.001247 62 640: 9%|▉ | 14/160 [00:48<08:15, 3.39s/it] 13/299 3.97G 0.04429 0.02181 0.001344 70 640: 9%|▉ | 14/160 [00:48<08:15, 3.39s/it] 13/299 3.97G 0.04429 0.02181 0.001344 70 640: 9%|▉ | 15/160 [00:48<05:52, 2.43s/it] 13/299 3.97G 0.04445 0.02141 0.001309 41 640: 9%|▉ | 15/160 [00:49<05:52, 2.43s/it] 13/299 3.97G 0.04445 0.02141 0.001309 41 640: 10%|█ | 16/160 [00:49<04:11, 1.75s/it] 13/299 3.97G 0.04459 0.02149 0.001384 52 640: 10%|█ | 16/160 [00:53<04:11, 1.75s/it] 13/299 3.97G 0.044
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:03, 2.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:03<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.00it/s]
all 340 813 0.495 0.539 0.511 0.233
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 14/299 3.97G 0.03959 0.02382 0.0006072 72 640: 0%| | 0/160 [00:10<?, ?it/s] 14/299 3.97G 0.03959 0.02382 0.0006072 72 640: 1%| | 1/160 [00:10<28:42, 10.83s/it] 14/299 3.97G 0.04041 0.02551 0.0005851 75 640: 1%| | 1/160 [00:14<28:42, 10.83s/it] 14/299 3.97G 0.04041 0.02551 0.0005851 75 640: 1%|▏ | 2/160 [00:14<17:40, 6.71s/it] 14/299 3.97G 0.0416 0.02466 0.001292 70 640: 1%|▏ | 2/160 [00:26<17:40, 6.71s/it] 14/299 3.97G 0.0416 0.02466 0.001292 70 640: 2%|▏ | 3/160 [00:26<23:32, 9.00s/it] 14/299 3.97G 0.04063 0.025 0.001181 73 640: 2%|▏ | 3/160 [00:26<23:32, 9.00s/it] 14/299 3.97G 0.04063 0.025 0.001181 73 640: 2%|▎ | 4/160 [00:26<14:18, 5.50s/it] 14/299 3.97G 0.04077 0.02554 0.001237 77 640: 2%|▎ | 4/160 [00:26<14:18, 5.50s/it] 14/299 3.97G 0.04077 0.02554 0.001237 77 640: 3%|▎ | 5/160 [00:26<09:13, 3.57s/it] 14/299 3.97G 0.04126 0.02521 0.00137 58 640: 3%|▎ | 5/160 [00:31<09:13, 3.57s/it] 14/299 3.97G 0.04126 0.02521 0.00137 58 640: 4%|▍ | 6/160 [00:31<10:11, 3.97s/it] 14/299 3.97G 0.0416 0.02468 0.001249 53 640: 4%|▍ | 6/160 [00:31<10:11, 3.97s/it] 14/299 3.97G 0.0416 0.02468 0.001249 53 640: 4%|▍ | 7/160 [00:31<06:59, 2.74s/it] 14/299 3.97G 0.04137 0.02436 0.001174 72 640: 4%|▍ | 7/160 [00:31<06:59, 2.74s/it] 14/299 3.97G 0.04137 0.02436 0.001174 72 640: 5%|▌ | 8/160 [00:31<04:51, 1.92s/it] 14/299 3.97G 0.04109 0.0245 0.00112 83 640: 5%|▌ | 8/160 [00:43<04:51, 1.92s/it] 14/299 3.97G 0.04109 0.0245 0.00112 83 640: 6%|▌ | 9/160 [00:43<12:45, 5.07s/it] 14/299 3.97G 0.04161 0.02436 0.00108 55 640: 6%|▌ | 9/160 [00:46<12:45, 5.07s/it] 14/299 3.97G 0.04161 0.02436 0.00108 55 640: 6%|▋ | 10/160 [00:46<10:38, 4.26s/it] 14/299 3.97G 0.04205 0.02372 0.00116 49 640: 6%|▋ | 10/160 [00:52<10:38, 4.26s/it] 14/299 3.97G 0.04205 0.02372 0.00116 49 640: 7%|▋ | 11/160 [00:52<12:01, 4.85s/it] 14/299 3.97G 0.04181 0.02356 0.00114 51 640: 7%|▋ | 11/160 [00:52<12:01, 4.85s/it] 14/299 3.97G 0.04181 0.02356 0.00114 51 640: 8%|▊ | 12/160 [00:52<08:25, 3.42s/it] 14/299 3.97G 0.04174 0.02376 0.001109 81 640: 8%|▊ | 12/160 [00:52<08:25, 3.42s/it] 14/299 3.97G 0.04174 0.02376 0.001109 81 640: 8%|▊ | 13/160 [00:52<05:57, 2.43s/it] 14/299 3.97G 0.04199 0.02344 0.001077 60 640: 8%|▊ | 13/160 [00:57<05:57, 2.43s/it] 14/299 3.97G 0.04199 0.02344 0.001077 60 640: 9%|▉ | 14/160 [00:57<07:32, 3.10s/it] 14/299 3.97G 0.04213 0.02345 0.001065 64 640: 9%|▉ | 14/160 [00:57<07:32, 3.10s/it] 14/299 3.97G 0.04213 0.02345 0.001065 64 640: 9%|▉ | 15/160 [00:57<05:22, 2.23s/it] 14/299 3.97G 0.04177 0.02313 0.001035 62 640: 9%|▉ | 15/160 [00:57<05:22, 2.23s/it] 14/299 3.97G 0.04177 0.02313 0.001035 62 640: 10%|█ | 16/160 [00:57<03:50, 1.60s/it] 14/299 3.97G 0.04169 0.02312 0.001032 65 640: 10%|█ | 16/160 [01:08<03:50, 1.60s/it] 14/299 3.97G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.13it/s]
all 340 813 0.571 0.516 0.538 0.241
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 15/299 3.97G 0.04181 0.02909 0.0007538 77 640: 0%| | 0/160 [00:06<?, ?it/s] 15/299 3.97G 0.04181 0.02909 0.0007538 77 640: 1%| | 1/160 [00:06<17:23, 6.56s/it] 15/299 3.97G 0.04573 0.027 0.0008495 68 640: 1%| | 1/160 [00:21<17:23, 6.56s/it] 15/299 3.97G 0.04573 0.027 0.0008495 68 640: 1%|▏ | 2/160 [00:21<30:13, 11.48s/it] 15/299 3.97G 0.04505 0.02515 0.0007511 58 640: 1%|▏ | 2/160 [00:23<30:13, 11.48s/it] 15/299 3.97G 0.04505 0.02515 0.0007511 58 640: 2%|▏ | 3/160 [00:23<18:18, 7.00s/it] 15/299 3.97G 0.04484 0.02504 0.0006916 71 640: 2%|▏ | 3/160 [00:23<18:18, 7.00s/it] 15/299 3.97G 0.04484 0.02504 0.0006916 71 640: 2%|▎ | 4/160 [00:23<11:09, 4.29s/it] 15/299 3.97G 0.04437 0.02398 0.001911 58 640: 2%|▎ | 4/160 [00:23<11:09, 4.29s/it] 15/299 3.97G 0.04437 0.02398 0.001911 58 640: 3%|▎ | 5/160 [00:23<07:13, 2.80s/it] 15/299 3.97G 0.04371 0.02426 0.001696 74 640: 3%|▎ | 5/160 [00:26<07:13, 2.80s/it] 15/299 3.97G 0.04371 0.02426 0.001696 74 640: 4%|▍ | 6/160 [00:26<07:40, 2.99s/it] 15/299 3.97G 0.04363 0.02421 0.001683 65 640: 4%|▍ | 6/160 [00:26<07:40, 2.99s/it] 15/299 3.97G 0.04363 0.02421 0.001683 65 640: 4%|▍ | 7/160 [00:26<05:16, 2.07s/it] 15/299 3.97G 0.043 0.02301 0.001563 43 640: 4%|▍ | 7/160 [00:27<05:16, 2.07s/it] 15/299 3.97G 0.043 0.02301 0.001563 43 640: 5%|▌ | 8/160 [00:27<03:41, 1.46s/it] 15/299 3.97G 0.04246 0.02286 0.0015 73 640: 5%|▌ | 8/160 [00:34<03:41, 1.46s/it] 15/299 3.97G 0.04246 0.02286 0.0015 73 640: 6%|▌ | 9/160 [00:34<08:36, 3.42s/it] 15/299 3.97G 0.04242 0.02255 0.001469 60 640: 6%|▌ | 9/160 [00:44<08:36, 3.42s/it] 15/299 3.97G 0.04242 0.02255 0.001469 60 640: 6%|▋ | 10/160 [00:44<13:10, 5.27s/it] 15/299 3.97G 0.04211 0.02258 0.001388 60 640: 6%|▋ | 10/160 [00:45<13:10, 5.27s/it] 15/299 3.97G 0.04211 0.02258 0.001388 60 640: 7%|▋ | 11/160 [00:45<10:21, 4.17s/it] 15/299 3.97G 0.04244 0.02286 0.001334 79 640: 7%|▋ | 11/160 [00:46<10:21, 4.17s/it] 15/299 3.97G 0.04244 0.02286 0.001334 79 640: 8%|▊ | 12/160 [00:46<07:16, 2.95s/it] 15/299 3.97G 0.04308 0.02273 0.001297 64 640: 8%|▊ | 12/160 [00:46<07:16, 2.95s/it] 15/299 3.97G 0.04308 0.02273 0.001297 64 640: 8%|▊ | 13/160 [00:46<05:08, 2.10s/it] 15/299 3.97G 0.04317 0.02239 0.001305 44 640: 8%|▊ | 13/160 [00:48<05:08, 2.10s/it] 15/299 3.97G 0.04317 0.02239 0.001305 44 640: 9%|▉ | 14/160 [00:48<05:31, 2.27s/it] 15/299 3.97G 0.04324 0.02234 0.001246 69 640: 9%|▉ | 14/160 [00:49<05:31, 2.27s/it] 15/299 3.97G 0.04324 0.02234 0.001246 69 640: 9%|▉ | 15/160 [00:49<03:58, 1.65s/it] 15/299 3.97G 0.04308 0.02236 0.001257 64 640: 9%|▉ | 15/160 [00:49<03:58, 1.65s/it] 15/299 3.97G 0.04308 0.02236 0.001257 64 640: 10%|█ | 16/160 [00:49<02:52, 1.20s/it] 15/299 3.97G 0.04331 0.02218 0.001243 52 640: 10%|█ | 16/160 [00:56<02:52, 1.20s/it] 15/299 3.97G 0.043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:03, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:01, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:03<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:04<00:00, 2.74it/s]
all 340 813 0.503 0.572 0.513 0.236
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 16/299 3.97G 0.04303 0.02095 0.0006337 66 640: 0%| | 0/160 [00:00<?, ?it/s] 16/299 3.97G 0.04303 0.02095 0.0006337 66 640: 1%| | 1/160 [00:00<00:32, 4.83it/s] 16/299 3.97G 0.04227 0.02186 0.0007454 71 640: 1%| | 1/160 [00:19<00:32, 4.83it/s] 16/299 3.97G 0.04227 0.02186 0.0007454 71 640: 1%|▏ | 2/160 [00:19<29:30, 11.21s/it] 16/299 3.97G 0.04172 0.02072 0.001249 53 640: 1%|▏ | 2/160 [00:20<29:30, 11.21s/it] 16/299 3.97G 0.04172 0.02072 0.001249 53 640: 2%|▏ | 3/160 [00:20<17:11, 6.57s/it] 16/299 3.97G 0.04287 0.02203 0.001351 52 640: 2%|▏ | 3/160 [00:24<17:11, 6.57s/it] 16/299 3.97G 0.04287 0.02203 0.001351 52 640: 2%|▎ | 4/160 [00:24<14:34, 5.60s/it] 16/299 3.97G 0.04252 0.02264 0.001295 67 640: 2%|▎ | 4/160 [00:24<14:34, 5.60s/it] 16/299 3.97G 0.04252 0.02264 0.001295 67 640: 3%|▎ | 5/160 [00:24<09:30, 3.68s/it] 16/299 3.97G 0.0427 0.02268 0.001658 75 640: 3%|▎ | 5/160 [00:29<09:30, 3.68s/it] 16/299 3.97G 0.0427 0.02268 0.001658 75 640: 4%|▍ | 6/160 [00:29<10:11, 3.97s/it] 16/299 3.97G 0.04303 0.02233 0.001497 45 640: 4%|▍ | 6/160 [00:29<10:11, 3.97s/it] 16/299 3.97G 0.04303 0.02233 0.001497 45 640: 4%|▍ | 7/160 [00:29<06:57, 2.73s/it] 16/299 3.97G 0.04286 0.02253 0.001368 57 640: 4%|▍ | 7/160 [00:29<06:57, 2.73s/it] 16/299 3.97G 0.04286 0.02253 0.001368 57 640: 5%|▌ | 8/160 [00:29<04:49, 1.90s/it] 16/299 3.97G 0.04361 0.02304 0.001458 74 640: 5%|▌ | 8/160 [00:32<04:49, 1.90s/it] 16/299 3.97G 0.04361 0.02304 0.001458 74 640: 6%|▌ | 9/160 [00:32<05:52, 2.33s/it] 16/299 3.97G 0.04382 0.02297 0.001373 61 640: 6%|▌ | 9/160 [00:44<05:52, 2.33s/it] 16/299 3.97G 0.04382 0.02297 0.001373 61 640: 6%|▋ | 10/160 [00:44<12:56, 5.18s/it] 16/299 3.97G 0.04335 0.02249 0.001287 37 640: 6%|▋ | 10/160 [00:44<12:56, 5.18s/it] 16/299 3.97G 0.04335 0.02249 0.001287 37 640: 7%|▋ | 11/160 [00:44<09:04, 3.66s/it] 16/299 3.97G 0.04301 0.02247 0.001272 69 640: 7%|▋ | 11/160 [00:47<09:04, 3.66s/it] 16/299 3.97G 0.04301 0.02247 0.001272 69 640: 8%|▊ | 12/160 [00:47<08:34, 3.48s/it] 16/299 3.97G 0.04282 0.0227 0.001516 71 640: 8%|▊ | 12/160 [00:47<08:34, 3.48s/it] 16/299 3.97G 0.04282 0.0227 0.001516 71 640: 8%|▊ | 13/160 [00:47<06:03, 2.47s/it] 16/299 3.97G 0.04291 0.02255 0.001465 68 640: 8%|▊ | 13/160 [00:51<06:03, 2.47s/it] 16/299 3.97G 0.04291 0.02255 0.001465 68 640: 9%|▉ | 14/160 [00:51<07:14, 2.98s/it] 16/299 3.97G 0.04275 0.02242 0.001455 67 640: 9%|▉ | 14/160 [00:51<07:14, 2.98s/it] 16/299 3.97G 0.04275 0.02242 0.001455 67 640: 9%|▉ | 15/160 [00:51<05:10, 2.14s/it] 16/299 3.97G 0.04285 0.02269 0.001396 85 640: 9%|▉ | 15/160 [00:52<05:10, 2.14s/it] 16/299 3.97G 0.04285 0.02269 0.001396 85 640: 10%|█ | 16/160 [00:52<03:41, 1.54s/it] 16/299 3.97G 0.04316 0.02309 0.001355 103 640: 10%|█ | 16/160 [00:55<03:41, 1.54s/it] 16/299 3.97G 0.043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:02, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.08it/s]
all 340 813 0.51 0.525 0.509 0.24
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 17/299 3.97G 0.04038 0.0173 0.001017 55 640: 0%| | 0/160 [00:00<?, ?it/s] 17/299 3.97G 0.04038 0.0173 0.001017 55 640: 1%| | 1/160 [00:00<00:40, 3.92it/s] 17/299 3.97G 0.04047 0.01783 0.001208 53 640: 1%| | 1/160 [00:18<00:40, 3.92it/s] 17/299 3.97G 0.04047 0.01783 0.001208 53 640: 1%|▏ | 2/160 [00:18<28:38, 10.88s/it] 17/299 3.97G 0.04164 0.01988 0.003476 60 640: 1%|▏ | 2/160 [00:22<28:38, 10.88s/it] 17/299 3.97G 0.04164 0.01988 0.003476 60 640: 2%|▏ | 3/160 [00:22<19:49, 7.58s/it] 17/299 3.97G 0.04085 0.01996 0.003073 48 640: 2%|▏ | 3/160 [00:24<19:49, 7.58s/it] 17/299 3.97G 0.04085 0.01996 0.003073 48 640: 2%|▎ | 4/160 [00:24<14:32, 5.59s/it] 17/299 3.97G 0.04154 0.02049 0.002623 66 640: 2%|▎ | 4/160 [00:24<14:32, 5.59s/it] 17/299 3.97G 0.04154 0.02049 0.002623 66 640: 3%|▎ | 5/160 [00:24<09:23, 3.63s/it] 17/299 3.97G 0.04137 0.02022 0.00239 49 640: 3%|▎ | 5/160 [00:25<09:23, 3.63s/it] 17/299 3.97G 0.04137 0.02022 0.00239 49 640: 4%|▍ | 6/160 [00:25<06:55, 2.70s/it] 17/299 3.97G 0.0412 0.02056 0.002247 68 640: 4%|▍ | 6/160 [00:25<06:55, 2.70s/it] 17/299 3.97G 0.0412 0.02056 0.002247 68 640: 4%|▍ | 7/160 [00:25<04:47, 1.88s/it] 17/299 3.97G 0.04129 0.02091 0.002163 58 640: 4%|▍ | 7/160 [00:26<04:47, 1.88s/it] 17/299 3.97G 0.04129 0.02091 0.002163 58 640: 5%|▌ | 8/160 [00:26<03:21, 1.32s/it] 17/299 3.97G 0.04129 0.02092 0.001961 58 640: 5%|▌ | 8/160 [00:31<03:21, 1.32s/it] 17/299 3.97G 0.04129 0.02092 0.001961 58 640: 6%|▌ | 9/160 [00:31<06:34, 2.62s/it] 17/299 3.97G 0.04131 0.02197 0.001811 84 640: 6%|▌ | 9/160 [00:41<06:34, 2.62s/it] 17/299 3.97G 0.04131 0.02197 0.001811 84 640: 6%|▋ | 10/160 [00:41<12:20, 4.93s/it] 17/299 3.97G 0.04121 0.02179 0.001718 47 640: 6%|▋ | 10/160 [00:44<12:20, 4.93s/it] 17/299 3.97G 0.04121 0.02179 0.001718 47 640: 7%|▋ | 11/160 [00:44<10:39, 4.29s/it] 17/299 3.97G 0.04094 0.02189 0.001608 69 640: 7%|▋ | 11/160 [00:45<10:39, 4.29s/it] 17/299 3.97G 0.04094 0.02189 0.001608 69 640: 8%|▊ | 12/160 [00:45<08:20, 3.38s/it] 17/299 3.97G 0.0409 0.02188 0.001613 68 640: 8%|▊ | 12/160 [00:45<08:20, 3.38s/it] 17/299 3.97G 0.0409 0.02188 0.001613 68 640: 8%|▊ | 13/160 [00:45<05:52, 2.40s/it] 17/299 3.97G 0.04101 0.02191 0.001545 60 640: 8%|▊ | 13/160 [00:47<05:52, 2.40s/it] 17/299 3.97G 0.04101 0.02191 0.001545 60 640: 9%|▉ | 14/160 [00:47<05:15, 2.16s/it] 17/299 3.97G 0.04113 0.02189 0.001477 62 640: 9%|▉ | 14/160 [00:47<05:15, 2.16s/it] 17/299 3.97G 0.04113 0.02189 0.001477 62 640: 9%|▉ | 15/160 [00:47<03:46, 1.57s/it] 17/299 3.97G 0.04093 0.02193 0.001406 71 640: 9%|▉ | 15/160 [00:47<03:46, 1.57s/it] 17/299 3.97G 0.04093 0.02193 0.001406 71 640: 10%|█ | 16/160 [00:47<02:44, 1.14s/it] 17/299 3.97G 0.0409 0.02173 0.001408 61 640: 10%|█ | 16/160 [00:53<02:44, 1.14s/it] 17/299 3.97G 0.04
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.35it/s]
all 340 813 0.522 0.509 0.497 0.228
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 18/299 3.97G 0.04549 0.01853 0.001908 49 640: 0%| | 0/160 [00:19<?, ?it/s] 18/299 3.97G 0.04549 0.01853 0.001908 49 640: 1%| | 1/160 [00:19<51:12, 19.32s/it] 18/299 3.97G 0.04443 0.02005 0.001288 67 640: 1%| | 1/160 [00:19<51:12, 19.32s/it] 18/299 3.97G 0.04443 0.02005 0.001288 67 640: 1%|▏ | 2/160 [00:19<21:13, 8.06s/it] 18/299 3.97G 0.04367 0.01849 0.001024 40 640: 1%|▏ | 2/160 [00:23<21:13, 8.06s/it] 18/299 3.97G 0.04367 0.01849 0.001024 40 640: 2%|▏ | 3/160 [00:23<16:42, 6.39s/it] 18/299 3.97G 0.04314 0.02142 0.0009184 84 640: 2%|▏ | 3/160 [00:24<16:42, 6.39s/it] 18/299 3.97G 0.04314 0.02142 0.0009184 84 640: 2%|▎ | 4/160 [00:24<10:12, 3.93s/it] 18/299 3.97G 0.04318 0.02283 0.001138 70 640: 2%|▎ | 4/160 [00:24<10:12, 3.93s/it] 18/299 3.97G 0.04318 0.02283 0.001138 70 640: 3%|▎ | 5/160 [00:24<06:37, 2.56s/it] 18/299 3.97G 0.04244 0.0223 0.00104 49 640: 3%|▎ | 5/160 [00:24<06:37, 2.56s/it] 18/299 3.97G 0.04244 0.0223 0.00104 49 640: 4%|▍ | 6/160 [00:24<04:27, 1.74s/it] 18/299 3.97G 0.04197 0.02253 0.001191 73 640: 4%|▍ | 6/160 [00:24<04:27, 1.74s/it] 18/299 3.97G 0.04197 0.02253 0.001191 73 640: 4%|▍ | 7/160 [00:24<03:07, 1.23s/it] 18/299 3.97G 0.04247 0.02267 0.001127 71 640: 4%|▍ | 7/160 [00:24<03:07, 1.23s/it] 18/299 3.97G 0.04247 0.02267 0.001127 71 640: 5%|▌ | 8/160 [00:24<02:12, 1.14it/s] 18/299 3.97G 0.04264 0.02275 0.001104 60 640: 5%|▌ | 8/160 [00:40<02:12, 1.14it/s] 18/299 3.97G 0.04264 0.02275 0.001104 60 640: 6%|▌ | 9/160 [00:40<14:17, 5.68s/it] 18/299 3.97G 0.04246 0.02253 0.001071 59 640: 6%|▌ | 9/160 [00:41<14:17, 5.68s/it] 18/299 3.97G 0.04246 0.02253 0.001071 59 640: 6%|▋ | 10/160 [00:41<09:56, 3.98s/it] 18/299 3.97G 0.04249 0.02254 0.001351 69 640: 6%|▋ | 10/160 [00:45<09:56, 3.98s/it] 18/299 3.97G 0.04249 0.02254 0.001351 69 640: 7%|▋ | 11/160 [00:45<10:31, 4.24s/it] 18/299 3.97G 0.04218 0.02233 0.001273 71 640: 7%|▋ | 11/160 [00:46<10:31, 4.24s/it] 18/299 3.97G 0.04218 0.02233 0.001273 71 640: 8%|▊ | 12/160 [00:46<07:24, 3.00s/it] 18/299 3.97G 0.04215 0.02203 0.001289 48 640: 8%|▊ | 12/160 [00:46<07:24, 3.00s/it] 18/299 3.97G 0.04215 0.02203 0.001289 48 640: 8%|▊ | 13/160 [00:46<05:17, 2.16s/it] 18/299 3.97G 0.04228 0.02241 0.001243 93 640: 8%|▊ | 13/160 [00:46<05:17, 2.16s/it] 18/299 3.97G 0.04228 0.02241 0.001243 93 640: 9%|▉ | 14/160 [00:46<03:45, 1.55s/it] 18/299 3.97G 0.04217 0.02245 0.001255 72 640: 9%|▉ | 14/160 [00:46<03:45, 1.55s/it] 18/299 3.97G 0.04217 0.02245 0.001255 72 640: 9%|▉ | 15/160 [00:46<02:43, 1.13s/it] 18/299 3.97G 0.04224 0.02234 0.001201 56 640: 9%|▉ | 15/160 [00:46<02:43, 1.13s/it] 18/299 3.97G 0.04224 0.02234 0.001201 56 640: 10%|█ | 16/160 [00:46<01:58, 1.22it/s] 18/299 3.97G 0.04199 0.0222 0.001182 69 640: 10%|█ | 16/160 [01:02<01:58, 1.22it/s] 18/299 3.97G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:01, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.26it/s]
all 340 813 0.536 0.548 0.547 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 19/299 3.97G 0.04689 0.02128 0.0007185 50 640: 0%| | 0/160 [00:19<?, ?it/s] 19/299 3.97G 0.04689 0.02128 0.0007185 50 640: 1%| | 1/160 [00:19<51:18, 19.36s/it] 19/299 3.97G 0.04316 0.01858 0.001122 42 640: 1%| | 1/160 [00:23<51:18, 19.36s/it] 19/299 3.97G 0.04316 0.01858 0.001122 42 640: 1%|▏ | 2/160 [00:23<26:42, 10.14s/it] 19/299 3.97G 0.04358 0.01871 0.002569 57 640: 1%|▏ | 2/160 [00:29<26:42, 10.14s/it] 19/299 3.97G 0.04358 0.01871 0.002569 57 640: 2%|▏ | 3/160 [00:29<22:20, 8.54s/it] 19/299 3.97G 0.04291 0.0207 0.002106 72 640: 2%|▏ | 3/160 [00:29<22:20, 8.54s/it] 19/299 3.97G 0.04291 0.0207 0.002106 72 640: 2%|▎ | 4/160 [00:29<13:34, 5.22s/it] 19/299 3.97G 0.04225 0.02078 0.001793 74 640: 2%|▎ | 4/160 [00:29<13:34, 5.22s/it] 19/299 3.97G 0.04225 0.02078 0.001793 74 640: 3%|▎ | 5/160 [00:29<08:44, 3.38s/it] 19/299 3.97G 0.04231 0.02025 0.001744 47 640: 3%|▎ | 5/160 [00:30<08:44, 3.38s/it] 19/299 3.97G 0.04231 0.02025 0.001744 47 640: 4%|▍ | 6/160 [00:30<05:51, 2.28s/it] 19/299 3.97G 0.04339 0.01998 0.001585 46 640: 4%|▍ | 6/160 [00:30<05:51, 2.28s/it] 19/299 3.97G 0.04339 0.01998 0.001585 46 640: 4%|▍ | 7/160 [00:30<04:05, 1.60s/it] 19/299 3.97G 0.04302 0.02077 0.001486 76 640: 4%|▍ | 7/160 [00:30<04:05, 1.60s/it] 19/299 3.97G 0.04302 0.02077 0.001486 76 640: 5%|▌ | 8/160 [00:30<02:54, 1.15s/it] 19/299 3.97G 0.04343 0.02109 0.001454 66 640: 5%|▌ | 8/160 [00:43<02:54, 1.15s/it] 19/299 3.97G 0.04343 0.02109 0.001454 66 640: 6%|▌ | 9/160 [00:43<12:12, 4.85s/it] 19/299 3.97G 0.04266 0.02093 0.001358 60 640: 6%|▌ | 9/160 [00:46<12:12, 4.85s/it] 19/299 3.97G 0.04266 0.02093 0.001358 60 640: 6%|▋ | 10/160 [00:46<10:42, 4.28s/it] 19/299 3.97G 0.04262 0.02102 0.001354 54 640: 6%|▋ | 10/160 [00:52<10:42, 4.28s/it] 19/299 3.97G 0.04262 0.02102 0.001354 54 640: 7%|▋ | 11/160 [00:52<12:08, 4.89s/it] 19/299 3.97G 0.04286 0.0211 0.001411 68 640: 7%|▋ | 11/160 [00:52<12:08, 4.89s/it] 19/299 3.97G 0.04286 0.0211 0.001411 68 640: 8%|▊ | 12/160 [00:52<08:28, 3.44s/it] 19/299 3.97G 0.04275 0.02135 0.001343 58 640: 8%|▊ | 12/160 [00:52<08:28, 3.44s/it] 19/299 3.97G 0.04275 0.02135 0.001343 58 640: 8%|▊ | 13/160 [00:52<05:57, 2.43s/it] 19/299 3.97G 0.04275 0.02126 0.001283 67 640: 8%|▊ | 13/160 [00:53<05:57, 2.43s/it] 19/299 3.97G 0.04275 0.02126 0.001283 67 640: 9%|▉ | 14/160 [00:53<04:13, 1.73s/it] 19/299 3.97G 0.04261 0.0211 0.001261 42 640: 9%|▉ | 14/160 [00:53<04:13, 1.73s/it] 19/299 3.97G 0.04261 0.0211 0.001261 42 640: 9%|▉ | 15/160 [00:53<03:02, 1.26s/it] 19/299 3.97G 0.04253 0.02107 0.001404 50 640: 9%|▉ | 15/160 [00:53<03:02, 1.26s/it] 19/299 3.97G 0.04253 0.02107 0.001404 50 640: 10%|█ | 16/160 [00:53<02:11, 1.09it/s] 19/299 3.97G 0.04257 0.02109 0.001346 62 640: 10%|█ | 16/160 [01:06<02:11, 1.09it/s] 19/299 3.97G 0.042
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s]
all 340 813 0.473 0.512 0.476 0.218
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 20/299 3.97G 0.0428 0.02193 0.000537 79 640: 0%| | 0/160 [00:16<?, ?it/s] 20/299 3.97G 0.0428 0.02193 0.000537 79 640: 1%| | 1/160 [00:16<42:50, 16.17s/it] 20/299 3.97G 0.04051 0.02122 0.0005019 77 640: 1%| | 1/160 [00:16<42:50, 16.17s/it] 20/299 3.97G 0.04051 0.02122 0.0005019 77 640: 1%|▏ | 2/160 [00:16<17:46, 6.75s/it] 20/299 3.97G 0.04219 0.021 0.0006079 57 640: 1%|▏ | 2/160 [00:24<17:46, 6.75s/it] 20/299 3.97G 0.04219 0.021 0.0006079 57 640: 2%|▏ | 3/160 [00:24<19:49, 7.57s/it] 20/299 3.97G 0.04173 0.02019 0.0006761 49 640: 2%|▏ | 3/160 [00:25<19:49, 7.57s/it] 20/299 3.97G 0.04173 0.02019 0.0006761 49 640: 2%|▎ | 4/160 [00:25<12:02, 4.63s/it] 20/299 3.97G 0.04291 0.01986 0.001527 47 640: 2%|▎ | 4/160 [00:25<12:02, 4.63s/it] 20/299 3.97G 0.04291 0.01986 0.001527 47 640: 3%|▎ | 5/160 [00:25<07:45, 3.01s/it] 20/299 3.97G 0.04319 0.02015 0.001373 59 640: 3%|▎ | 5/160 [00:25<07:45, 3.01s/it] 20/299 3.97G 0.04319 0.02015 0.001373 59 640: 4%|▍ | 6/160 [00:25<05:12, 2.03s/it] 20/299 3.97G 0.04264 0.02044 0.001239 69 640: 4%|▍ | 6/160 [00:25<05:12, 2.03s/it] 20/299 3.97G 0.04264 0.02044 0.001239 69 640: 4%|▍ | 7/160 [00:25<03:36, 1.41s/it] 20/299 3.97G 0.04252 0.02009 0.001131 47 640: 4%|▍ | 7/160 [00:25<03:36, 1.41s/it] 20/299 3.97G 0.04252 0.02009 0.001131 47 640: 5%|▌ | 8/160 [00:25<02:32, 1.00s/it] 20/299 3.97G 0.04207 0.02057 0.001075 72 640: 5%|▌ | 8/160 [00:37<02:32, 1.00s/it] 20/299 3.97G 0.04207 0.02057 0.001075 72 640: 6%|▌ | 9/160 [00:37<11:14, 4.47s/it] 20/299 3.97G 0.04231 0.02161 0.001223 99 640: 6%|▌ | 9/160 [00:37<11:14, 4.47s/it] 20/299 3.97G 0.04231 0.02161 0.001223 99 640: 6%|▋ | 10/160 [00:37<07:49, 3.13s/it] 20/299 3.97G 0.04209 0.02156 0.00119 74 640: 6%|▋ | 10/160 [00:44<07:49, 3.13s/it] 20/299 3.97G 0.04209 0.02156 0.00119 74 640: 7%|▋ | 11/160 [00:44<10:53, 4.39s/it] 20/299 3.97G 0.0421 0.02195 0.001146 82 640: 7%|▋ | 11/160 [00:45<10:53, 4.39s/it] 20/299 3.97G 0.0421 0.02195 0.001146 82 640: 8%|▊ | 12/160 [00:45<07:37, 3.09s/it] 20/299 3.97G 0.04238 0.02185 0.00118 57 640: 8%|▊ | 12/160 [00:45<07:37, 3.09s/it] 20/299 3.97G 0.04238 0.02185 0.00118 57 640: 8%|▊ | 13/160 [00:45<05:21, 2.19s/it] 20/299 3.97G 0.04265 0.02189 0.001133 62 640: 8%|▊ | 13/160 [00:45<05:21, 2.19s/it] 20/299 3.97G 0.04265 0.02189 0.001133 62 640: 9%|▉ | 14/160 [00:45<03:48, 1.56s/it] 20/299 3.97G 0.04244 0.02219 0.001096 93 640: 9%|▉ | 14/160 [00:45<03:48, 1.56s/it] 20/299 3.97G 0.04244 0.02219 0.001096 93 640: 9%|▉ | 15/160 [00:45<02:45, 1.14s/it] 20/299 3.97G 0.04252 0.02215 0.001066 52 640: 9%|▉ | 15/160 [00:45<02:45, 1.14s/it] 20/299 3.97G 0.04252 0.02215 0.001066 52 640: 10%|█ | 16/160 [00:45<02:00, 1.19it/s] 20/299 3.97G 0.04269 0.02209 0.001282 57 640: 10%|█ | 16/160 [00:57<02:00, 1.19it/s] 20/299 3.97G 0.042
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.10it/s]
all 340 813 0.518 0.509 0.475 0.217
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 21/299 3.97G 0.04039 0.02156 0.0008782 56 640: 0%| | 0/160 [00:15<?, ?it/s] 21/299 3.97G 0.04039 0.02156 0.0008782 56 640: 1%| | 1/160 [00:15<41:49, 15.79s/it] 21/299 3.97G 0.0378 0.02122 0.0007149 71 640: 1%| | 1/160 [00:15<41:49, 15.79s/it] 21/299 3.97G 0.0378 0.02122 0.0007149 71 640: 1%|▏ | 2/160 [00:15<17:22, 6.60s/it] 21/299 3.97G 0.03999 0.02473 0.0008776 88 640: 1%|▏ | 2/160 [00:24<17:22, 6.60s/it] 21/299 3.97G 0.03999 0.02473 0.0008776 88 640: 2%|▏ | 3/160 [00:24<19:36, 7.49s/it] 21/299 3.97G 0.03987 0.02354 0.001667 45 640: 2%|▏ | 3/160 [00:24<19:36, 7.49s/it] 21/299 3.97G 0.03987 0.02354 0.001667 45 640: 2%|▎ | 4/160 [00:24<11:54, 4.58s/it] 21/299 3.97G 0.04025 0.02269 0.001395 53 640: 2%|▎ | 4/160 [00:24<11:54, 4.58s/it] 21/299 3.97G 0.04025 0.02269 0.001395 53 640: 3%|▎ | 5/160 [00:24<07:41, 2.97s/it] 21/299 3.97G 0.04075 0.02301 0.001262 64 640: 3%|▎ | 5/160 [00:24<07:41, 2.97s/it] 21/299 3.97G 0.04075 0.02301 0.001262 64 640: 4%|▍ | 6/160 [00:24<05:08, 2.00s/it] 21/299 3.97G 0.04104 0.02293 0.001244 81 640: 4%|▍ | 6/160 [00:25<05:08, 2.00s/it] 21/299 3.97G 0.04104 0.02293 0.001244 81 640: 4%|▍ | 7/160 [00:25<03:35, 1.41s/it] 21/299 3.97G 0.04074 0.0222 0.00113 67 640: 4%|▍ | 7/160 [00:25<03:35, 1.41s/it] 21/299 3.97G 0.04074 0.0222 0.00113 67 640: 5%|▌ | 8/160 [00:25<02:31, 1.00it/s] 21/299 3.97G 0.04153 0.02193 0.00111 60 640: 5%|▌ | 8/160 [00:36<02:31, 1.00it/s] 21/299 3.97G 0.04153 0.02193 0.00111 60 640: 6%|▌ | 9/160 [00:36<10:40, 4.24s/it] 21/299 3.97G 0.04156 0.02211 0.00105 67 640: 6%|▌ | 9/160 [00:36<10:40, 4.24s/it] 21/299 3.97G 0.04156 0.02211 0.00105 67 640: 6%|▋ | 10/160 [00:36<07:25, 2.97s/it] 21/299 3.97G 0.0414 0.02212 0.00119 68 640: 6%|▋ | 10/160 [00:44<07:25, 2.97s/it] 21/299 3.97G 0.0414 0.02212 0.00119 68 640: 7%|▋ | 11/160 [00:44<11:01, 4.44s/it] 21/299 3.97G 0.042 0.02216 0.001127 67 640: 7%|▋ | 11/160 [00:44<11:01, 4.44s/it] 21/299 3.97G 0.042 0.02216 0.001127 67 640: 8%|▊ | 12/160 [00:44<07:42, 3.13s/it] 21/299 3.97G 0.04206 0.02185 0.00107 61 640: 8%|▊ | 12/160 [00:44<07:42, 3.13s/it] 21/299 3.97G 0.04206 0.02185 0.00107 61 640: 8%|▊ | 13/160 [00:44<05:26, 2.22s/it] 21/299 3.97G 0.0418 0.02168 0.001157 52 640: 8%|▊ | 13/160 [00:44<05:26, 2.22s/it] 21/299 3.97G 0.0418 0.02168 0.001157 52 640: 9%|▉ | 14/160 [00:44<03:52, 1.59s/it] 21/299 3.97G 0.04193 0.0214 0.001111 48 640: 9%|▉ | 14/160 [00:44<03:52, 1.59s/it] 21/299 3.97G 0.04193 0.0214 0.001111 48 640: 9%|▉ | 15/160 [00:44<02:47, 1.16s/it] 21/299 3.97G 0.04205 0.02144 0.001068 72 640: 9%|▉ | 15/160 [00:45<02:47, 1.16s/it] 21/299 3.97G 0.04205 0.02144 0.001068 72 640: 10%|█ | 16/160 [00:45<02:01, 1.18it/s] 21/299 3.97G 0.0417 0.02112 0.001034 41 640: 10%|█ | 16/160 [00:55<02:01, 1.18it/s] 21/299 3.97G 0.04
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.62it/s]
all 340 813 0.572 0.564 0.562 0.266
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 22/299 3.97G 0.03808 0.02265 0.0009478 71 640: 0%| | 0/160 [00:04<?, ?it/s] 22/299 3.97G 0.03808 0.02265 0.0009478 71 640: 1%| | 1/160 [00:04<12:05, 4.56s/it] 22/299 3.97G 0.04107 0.02279 0.0008219 56 640: 1%| | 1/160 [00:09<12:05, 4.56s/it] 22/299 3.97G 0.04107 0.02279 0.0008219 56 640: 1%|▏ | 2/160 [00:09<11:55, 4.53s/it] 22/299 3.97G 0.04074 0.02161 0.0006756 62 640: 1%|▏ | 2/160 [00:09<11:55, 4.53s/it] 22/299 3.97G 0.04074 0.02161 0.0006756 62 640: 2%|▏ | 3/160 [00:09<07:30, 2.87s/it] 22/299 3.97G 0.04212 0.02115 0.0007353 58 640: 2%|▏ | 3/160 [00:10<07:30, 2.87s/it] 22/299 3.97G 0.04212 0.02115 0.0007353 58 640: 2%|▎ | 4/160 [00:10<04:46, 1.84s/it] 22/299 3.97G 0.04267 0.02093 0.001275 64 640: 2%|▎ | 4/160 [00:10<04:46, 1.84s/it] 22/299 3.97G 0.04267 0.02093 0.001275 64 640: 3%|▎ | 5/160 [00:10<03:15, 1.26s/it] 22/299 3.97G 0.04291 0.0212 0.001199 62 640: 3%|▎ | 5/160 [00:22<03:15, 1.26s/it] 22/299 3.97G 0.04291 0.0212 0.001199 62 640: 4%|▍ | 6/160 [00:22<12:34, 4.90s/it] 22/299 3.97G 0.04298 0.02105 0.001094 52 640: 4%|▍ | 6/160 [00:22<12:34, 4.90s/it] 22/299 3.97G 0.04298 0.02105 0.001094 52 640: 4%|▍ | 7/160 [00:22<08:33, 3.36s/it] 22/299 3.97G 0.04277 0.02054 0.0009982 37 640: 4%|▍ | 7/160 [00:22<08:33, 3.36s/it] 22/299 3.97G 0.04277 0.02054 0.0009982 37 640: 5%|▌ | 8/160 [00:22<05:53, 2.33s/it] 22/299 3.97G 0.04285 0.0211 0.0009502 82 640: 5%|▌ | 8/160 [00:30<05:53, 2.33s/it] 22/299 3.97G 0.04285 0.0211 0.0009502 82 640: 6%|▌ | 9/160 [00:30<09:46, 3.88s/it] 22/299 3.97G 0.04226 0.0211 0.0008951 51 640: 6%|▌ | 9/160 [00:30<09:46, 3.88s/it] 22/299 3.97G 0.04226 0.0211 0.0008951 51 640: 6%|▋ | 10/160 [00:30<07:23, 2.96s/it] 22/299 3.97G 0.04226 0.02083 0.0009017 42 640: 6%|▋ | 10/160 [00:34<07:23, 2.96s/it] 22/299 3.97G 0.04226 0.02083 0.0009017 42 640: 7%|▋ | 11/160 [00:34<07:37, 3.07s/it] 22/299 3.97G 0.04186 0.02071 0.0009466 61 640: 7%|▋ | 11/160 [00:34<07:37, 3.07s/it] 22/299 3.97G 0.04186 0.02071 0.0009466 61 640: 8%|▊ | 12/160 [00:34<05:21, 2.17s/it] 22/299 3.97G 0.04184 0.02096 0.0009706 58 640: 8%|▊ | 12/160 [00:34<05:21, 2.17s/it] 22/299 3.97G 0.04184 0.02096 0.0009706 58 640: 8%|▊ | 13/160 [00:34<03:47, 1.55s/it] 22/299 3.97G 0.04167 0.02061 0.0009617 40 640: 8%|▊ | 13/160 [00:40<03:47, 1.55s/it] 22/299 3.97G 0.04167 0.02061 0.0009617 40 640: 9%|▉ | 14/160 [00:40<06:50, 2.81s/it] 22/299 3.97G 0.04157 0.02081 0.0009322 74 640: 9%|▉ | 14/160 [00:40<06:50, 2.81s/it] 22/299 3.97G 0.04157 0.02081 0.0009322 74 640: 9%|▉ | 15/160 [00:40<04:51, 2.01s/it] 22/299 3.97G 0.04137 0.02079 0.0009002 65 640: 9%|▉ | 15/160 [00:40<04:51, 2.01s/it] 22/299 3.97G 0.04137 0.02079 0.0009002 65 640: 10%|█ | 16/160 [00:40<03:27, 1.44s/it] 22/299 3.97G 0.04138 0.0209 0.0008757 77 640: 10%|█ | 16/160 [00:49<03:27, 1.44s/it] 22/299 3.97G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.24it/s]
all 340 813 0.443 0.458 0.438 0.202
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 23/299 3.97G 0.04003 0.02143 0.0003844 63 640: 0%| | 0/160 [00:00<?, ?it/s] 23/299 3.97G 0.04003 0.02143 0.0003844 63 640: 1%| | 1/160 [00:00<00:26, 6.07it/s] 23/299 3.97G 0.04151 0.0209 0.0003863 59 640: 1%| | 1/160 [00:10<00:26, 6.07it/s] 23/299 3.97G 0.04151 0.0209 0.0003863 59 640: 1%|▏ | 2/160 [00:10<15:52, 6.03s/it] 23/299 3.97G 0.04045 0.02178 0.0004206 83 640: 1%|▏ | 2/160 [00:10<15:52, 6.03s/it] 23/299 3.97G 0.04045 0.02178 0.0004206 83 640: 2%|▏ | 3/160 [00:10<08:49, 3.37s/it] 23/299 3.97G 0.03993 0.02112 0.0003993 66 640: 2%|▏ | 3/160 [00:10<08:49, 3.37s/it] 23/299 3.97G 0.03993 0.02112 0.0003993 66 640: 2%|▎ | 4/160 [00:10<05:27, 2.10s/it] 23/299 3.97G 0.0404 0.02115 0.0003815 60 640: 2%|▎ | 4/160 [00:10<05:27, 2.10s/it] 23/299 3.97G 0.0404 0.02115 0.0003815 60 640: 3%|▎ | 5/160 [00:10<03:36, 1.40s/it] 23/299 3.97G 0.04047 0.02121 0.0005942 54 640: 3%|▎ | 5/160 [00:22<03:36, 1.40s/it] 23/299 3.97G 0.04047 0.02121 0.0005942 54 640: 4%|▍ | 6/160 [00:22<12:33, 4.89s/it] 23/299 3.97G 0.04048 0.02172 0.0005583 91 640: 4%|▍ | 6/160 [00:22<12:33, 4.89s/it] 23/299 3.97G 0.04048 0.02172 0.0005583 91 640: 4%|▍ | 7/160 [00:22<08:31, 3.34s/it] 23/299 3.97G 0.0403 0.02125 0.0005529 61 640: 4%|▍ | 7/160 [00:22<08:31, 3.34s/it] 23/299 3.97G 0.0403 0.02125 0.0005529 61 640: 5%|▌ | 8/160 [00:22<05:52, 2.32s/it] 23/299 3.97G 0.04052 0.02152 0.0005671 68 640: 5%|▌ | 8/160 [00:24<05:52, 2.32s/it] 23/299 3.97G 0.04052 0.02152 0.0005671 68 640: 6%|▌ | 9/160 [00:24<05:41, 2.26s/it] 23/299 3.97G 0.04084 0.02124 0.0005979 54 640: 6%|▌ | 9/160 [00:32<05:41, 2.26s/it] 23/299 3.97G 0.04084 0.02124 0.0005979 54 640: 6%|▋ | 10/160 [00:32<09:59, 4.00s/it] 23/299 3.97G 0.04135 0.02211 0.0005959 92 640: 6%|▋ | 10/160 [00:32<09:59, 4.00s/it] 23/299 3.97G 0.04135 0.02211 0.0005959 92 640: 7%|▋ | 11/160 [00:32<07:00, 2.82s/it] 23/299 3.97G 0.04167 0.02239 0.0006417 76 640: 7%|▋ | 11/160 [00:33<07:00, 2.82s/it] 23/299 3.97G 0.04167 0.02239 0.0006417 76 640: 8%|▊ | 12/160 [00:33<04:56, 2.00s/it] 23/299 3.97G 0.04153 0.0222 0.0006595 52 640: 8%|▊ | 12/160 [00:33<04:56, 2.00s/it] 23/299 3.97G 0.04153 0.0222 0.0006595 52 640: 8%|▊ | 13/160 [00:33<03:30, 1.43s/it] 23/299 3.97G 0.04112 0.02198 0.0007497 59 640: 8%|▊ | 13/160 [00:40<03:30, 1.43s/it] 23/299 3.97G 0.04112 0.02198 0.0007497 59 640: 9%|▉ | 14/160 [00:40<08:04, 3.32s/it] 23/299 3.97G 0.041 0.02188 0.0007208 73 640: 9%|▉ | 14/160 [00:41<08:04, 3.32s/it] 23/299 3.97G 0.041 0.02188 0.0007208 73 640: 9%|▉ | 15/160 [00:41<05:42, 2.36s/it] 23/299 3.97G 0.0409 0.02183 0.0006999 67 640: 9%|▉ | 15/160 [00:41<05:42, 2.36s/it] 23/299 3.97G 0.0409 0.02183 0.0006999 67 640: 10%|█ | 16/160 [00:41<04:02, 1.69s/it] 23/299 3.97G 0.041 0.02172 0.0007236 51 640: 10%|█ | 16/160 [00:42<04:02, 1.69s/it] 23/299 3.97G 0.0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:02, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:01<00:01, 3.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:03<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.09it/s]
all 340 813 0.537 0.598 0.541 0.261
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 24/299 3.97G 0.03982 0.02266 0.002504 75 640: 0%| | 0/160 [00:11<?, ?it/s] 24/299 3.97G 0.03982 0.02266 0.002504 75 640: 1%| | 1/160 [00:11<31:29, 11.88s/it] 24/299 3.97G 0.04058 0.02189 0.001449 66 640: 1%| | 1/160 [00:23<31:29, 11.88s/it] 24/299 3.97G 0.04058 0.02189 0.001449 66 640: 1%|▏ | 2/160 [00:23<31:08, 11.83s/it] 24/299 3.97G 0.03952 0.02328 0.001241 89 640: 1%|▏ | 2/160 [00:23<31:08, 11.83s/it] 24/299 3.97G 0.03952 0.02328 0.001241 89 640: 2%|▏ | 3/160 [00:23<17:00, 6.50s/it] 24/299 3.97G 0.03815 0.02186 0.001153 66 640: 2%|▏ | 3/160 [00:23<17:00, 6.50s/it] 24/299 3.97G 0.03815 0.02186 0.001153 66 640: 2%|▎ | 4/160 [00:23<10:21, 3.98s/it] 24/299 3.97G 0.03703 0.02213 0.000999 75 640: 2%|▎ | 4/160 [00:24<10:21, 3.98s/it] 24/299 3.97G 0.03703 0.02213 0.000999 75 640: 3%|▎ | 5/160 [00:24<06:41, 2.59s/it] 24/299 3.97G 0.03742 0.02284 0.0009201 67 640: 3%|▎ | 5/160 [00:24<06:41, 2.59s/it] 24/299 3.97G 0.03742 0.02284 0.0009201 67 640: 4%|▍ | 6/160 [00:24<04:29, 1.75s/it] 24/299 3.97G 0.03769 0.02258 0.0008612 50 640: 4%|▍ | 6/160 [00:25<04:29, 1.75s/it] 24/299 3.97G 0.03769 0.02258 0.0008612 50 640: 4%|▍ | 7/160 [00:25<04:12, 1.65s/it] 24/299 3.97G 0.03785 0.0233 0.0008231 105 640: 4%|▍ | 7/160 [00:25<04:12, 1.65s/it] 24/299 3.97G 0.03785 0.0233 0.0008231 105 640: 5%|▌ | 8/160 [00:25<02:56, 1.16s/it] 24/299 3.97G 0.03792 0.02384 0.0007814 92 640: 5%|▌ | 8/160 [00:36<02:56, 1.16s/it] 24/299 3.97G 0.03792 0.02384 0.0007814 92 640: 6%|▌ | 9/160 [00:36<10:06, 4.02s/it] 24/299 3.97G 0.03802 0.02353 0.0008088 51 640: 6%|▌ | 9/160 [00:44<10:06, 4.02s/it] 24/299 3.97G 0.03802 0.02353 0.0008088 51 640: 6%|▋ | 10/160 [00:44<13:41, 5.47s/it] 24/299 3.97G 0.03796 0.02337 0.0007648 59 640: 6%|▋ | 10/160 [00:44<13:41, 5.47s/it] 24/299 3.97G 0.03796 0.02337 0.0007648 59 640: 7%|▋ | 11/160 [00:44<09:33, 3.85s/it] 24/299 3.97G 0.03858 0.02311 0.0007408 59 640: 7%|▋ | 11/160 [00:45<09:33, 3.85s/it] 24/299 3.97G 0.03858 0.02311 0.0007408 59 640: 8%|▊ | 12/160 [00:45<06:41, 2.71s/it] 24/299 3.97G 0.03896 0.02303 0.000754 67 640: 8%|▊ | 12/160 [00:45<06:41, 2.71s/it] 24/299 3.97G 0.03896 0.02303 0.000754 67 640: 8%|▊ | 13/160 [00:45<04:43, 1.93s/it] 24/299 3.97G 0.03932 0.02274 0.0007276 59 640: 8%|▊ | 13/160 [00:45<04:43, 1.93s/it] 24/299 3.97G 0.03932 0.02274 0.0007276 59 640: 9%|▉ | 14/160 [00:45<03:21, 1.38s/it] 24/299 3.97G 0.0397 0.02294 0.0008832 89 640: 9%|▉ | 14/160 [00:46<03:21, 1.38s/it] 24/299 3.97G 0.0397 0.02294 0.0008832 89 640: 9%|▉ | 15/160 [00:46<03:17, 1.36s/it] 24/299 3.97G 0.04003 0.02281 0.0008611 49 640: 9%|▉ | 15/160 [00:46<03:17, 1.36s/it] 24/299 3.97G 0.04003 0.02281 0.0008611 49 640: 10%|█ | 16/160 [00:46<02:21, 1.01it/s] 24/299 3.97G 0.03999 0.02268 0.0008409 65 640: 10%|█ | 16/160 [00:57<02:21, 1.01it/s] 24/299 3.97G 0.039
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.90it/s]
all 340 813 0.531 0.522 0.511 0.238
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 25/299 3.97G 0.04363 0.01976 0.000625 58 640: 0%| | 0/160 [00:00<?, ?it/s] 25/299 3.97G 0.04363 0.01976 0.000625 58 640: 1%| | 1/160 [00:00<00:28, 5.67it/s] 25/299 3.97G 0.04065 0.02079 0.0005234 64 640: 1%| | 1/160 [00:23<00:28, 5.67it/s] 25/299 3.97G 0.04065 0.02079 0.0005234 64 640: 1%|▏ | 2/160 [00:23<36:43, 13.94s/it] 25/299 3.97G 0.04017 0.02082 0.0005657 58 640: 1%|▏ | 2/160 [00:23<36:43, 13.94s/it] 25/299 3.97G 0.04017 0.02082 0.0005657 58 640: 2%|▏ | 3/160 [00:23<20:00, 7.65s/it] 25/299 3.97G 0.03954 0.02037 0.0005102 60 640: 2%|▏ | 3/160 [00:24<20:00, 7.65s/it] 25/299 3.97G 0.03954 0.02037 0.0005102 60 640: 2%|▎ | 4/160 [00:24<12:09, 4.67s/it] 25/299 3.97G 0.03956 0.02 0.0004926 50 640: 2%|▎ | 4/160 [00:24<12:09, 4.67s/it] 25/299 3.97G 0.03956 0.02 0.0004926 50 640: 3%|▎ | 5/160 [00:24<07:50, 3.03s/it] 25/299 3.97G 0.03888 0.02067 0.0004632 75 640: 3%|▎ | 5/160 [00:24<07:50, 3.03s/it] 25/299 3.97G 0.03888 0.02067 0.0004632 75 640: 4%|▍ | 6/160 [00:24<05:14, 2.04s/it] 25/299 3.97G 0.03996 0.02108 0.0005572 69 640: 4%|▍ | 6/160 [00:24<05:14, 2.04s/it] 25/299 3.97G 0.03996 0.02108 0.0005572 69 640: 4%|▍ | 7/160 [00:24<03:37, 1.42s/it] 25/299 3.97G 0.03967 0.0205 0.0005541 51 640: 4%|▍ | 7/160 [00:24<03:37, 1.42s/it] 25/299 3.97G 0.03967 0.0205 0.0005541 51 640: 5%|▌ | 8/160 [00:24<02:33, 1.01s/it] 25/299 3.97G 0.03975 0.02071 0.000551 73 640: 5%|▌ | 8/160 [00:24<02:33, 1.01s/it] 25/299 3.97G 0.03975 0.02071 0.000551 73 640: 6%|▌ | 9/160 [00:24<01:49, 1.37it/s] 25/299 3.97G 0.03978 0.02135 0.0006303 75 640: 6%|▌ | 9/160 [00:40<01:49, 1.37it/s] 25/299 3.97G 0.03978 0.02135 0.0006303 75 640: 6%|▋ | 10/160 [00:40<13:12, 5.28s/it] 25/299 3.97G 0.0403 0.02118 0.0006107 55 640: 6%|▋ | 10/160 [00:40<13:12, 5.28s/it] 25/299 3.97G 0.0403 0.02118 0.0006107 55 640: 7%|▋ | 11/160 [00:40<09:13, 3.71s/it] 25/299 3.97G 0.04028 0.02145 0.0006149 90 640: 7%|▋ | 11/160 [00:40<09:13, 3.71s/it] 25/299 3.97G 0.04028 0.02145 0.0006149 90 640: 8%|▊ | 12/160 [00:40<06:27, 2.62s/it] 25/299 3.97G 0.04045 0.02099 0.0006408 42 640: 8%|▊ | 12/160 [00:40<06:27, 2.62s/it] 25/299 3.97G 0.04045 0.02099 0.0006408 42 640: 8%|▊ | 13/160 [00:40<04:33, 1.86s/it] 25/299 3.97G 0.04095 0.02152 0.0007318 77 640: 8%|▊ | 13/160 [00:40<04:33, 1.86s/it] 25/299 3.97G 0.04095 0.02152 0.0007318 77 640: 9%|▉ | 14/160 [00:40<03:14, 1.33s/it] 25/299 3.97G 0.04124 0.02142 0.0007039 51 640: 9%|▉ | 14/160 [00:40<03:14, 1.33s/it] 25/299 3.97G 0.04124 0.02142 0.0007039 51 640: 9%|▉ | 15/160 [00:40<02:21, 1.03it/s] 25/299 3.97G 0.0414 0.02152 0.000693 73 640: 9%|▉ | 15/160 [00:40<02:21, 1.03it/s] 25/299 3.97G 0.0414 0.02152 0.000693 73 640: 10%|█ | 16/160 [00:40<01:43, 1.39it/s] 25/299 3.97G 0.04134 0.02151 0.0006863 60 640: 10%|█ | 16/160 [00:43<01:43, 1.39it/s] 25/299 3.97G 0.041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.01it/s]
all 340 813 0.572 0.539 0.534 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 26/299 3.97G 0.04065 0.02105 0.0003528 66 640: 0%| | 0/160 [00:14<?, ?it/s] 26/299 3.97G 0.04065 0.02105 0.0003528 66 640: 1%| | 1/160 [00:14<38:03, 14.36s/it] 26/299 3.97G 0.03939 0.02174 0.0003991 75 640: 1%| | 1/160 [00:26<38:03, 14.36s/it] 26/299 3.97G 0.03939 0.02174 0.0003991 75 640: 1%|▏ | 2/160 [00:26<33:55, 12.89s/it] 26/299 3.97G 0.03892 0.02264 0.0005314 83 640: 1%|▏ | 2/160 [00:26<33:55, 12.89s/it] 26/299 3.97G 0.03892 0.02264 0.0005314 83 640: 2%|▏ | 3/160 [00:26<18:30, 7.07s/it] 26/299 3.97G 0.03891 0.02224 0.0004926 68 640: 2%|▏ | 3/160 [00:26<18:30, 7.07s/it] 26/299 3.97G 0.03891 0.02224 0.0004926 68 640: 2%|▎ | 4/160 [00:26<11:15, 4.33s/it] 26/299 3.97G 0.03872 0.02195 0.0004714 59 640: 2%|▎ | 4/160 [00:26<11:15, 4.33s/it] 26/299 3.97G 0.03872 0.02195 0.0004714 59 640: 3%|▎ | 5/160 [00:26<07:15, 2.81s/it] 26/299 3.97G 0.03797 0.02131 0.0004674 53 640: 3%|▎ | 5/160 [00:26<07:15, 2.81s/it] 26/299 3.97G 0.03797 0.02131 0.0004674 53 640: 4%|▍ | 6/160 [00:26<04:51, 1.90s/it] 26/299 3.97G 0.03845 0.02106 0.000444 64 640: 4%|▍ | 6/160 [00:26<04:51, 1.90s/it] 26/299 3.97G 0.03845 0.02106 0.000444 64 640: 4%|▍ | 7/160 [00:26<03:22, 1.32s/it] 26/299 3.97G 0.03828 0.02045 0.0004533 44 640: 4%|▍ | 7/160 [00:26<03:22, 1.32s/it] 26/299 3.97G 0.03828 0.02045 0.0004533 44 640: 5%|▌ | 8/160 [00:26<02:22, 1.06it/s] 26/299 3.97G 0.03853 0.02062 0.0004426 58 640: 5%|▌ | 8/160 [00:37<02:22, 1.06it/s] 26/299 3.97G 0.03853 0.02062 0.0004426 58 640: 6%|▌ | 9/160 [00:37<09:33, 3.80s/it] 26/299 3.97G 0.03824 0.02101 0.0004369 68 640: 6%|▌ | 9/160 [00:46<09:33, 3.80s/it] 26/299 3.97G 0.03824 0.02101 0.0004369 68 640: 6%|▋ | 10/160 [00:46<13:43, 5.49s/it] 26/299 3.97G 0.03872 0.02111 0.000433 72 640: 6%|▋ | 10/160 [00:46<13:43, 5.49s/it] 26/299 3.97G 0.03872 0.02111 0.000433 72 640: 7%|▋ | 11/160 [00:46<09:34, 3.86s/it] 26/299 3.97G 0.03873 0.02111 0.0004214 75 640: 7%|▋ | 11/160 [00:46<09:34, 3.86s/it] 26/299 3.97G 0.03873 0.02111 0.0004214 75 640: 8%|▊ | 12/160 [00:46<06:42, 2.72s/it] 26/299 3.97G 0.03846 0.02099 0.0004131 54 640: 8%|▊ | 12/160 [00:46<06:42, 2.72s/it] 26/299 3.97G 0.03846 0.02099 0.0004131 54 640: 8%|▊ | 13/160 [00:46<04:44, 1.94s/it] 26/299 3.97G 0.03823 0.02069 0.0004103 52 640: 8%|▊ | 13/160 [00:46<04:44, 1.94s/it] 26/299 3.97G 0.03823 0.02069 0.0004103 52 640: 9%|▉ | 14/160 [00:46<03:22, 1.39s/it] 26/299 3.97G 0.03814 0.02072 0.0004104 56 640: 9%|▉ | 14/160 [00:47<03:22, 1.39s/it] 26/299 3.97G 0.03814 0.02072 0.0004104 56 640: 9%|▉ | 15/160 [00:47<02:26, 1.01s/it] 26/299 3.97G 0.03815 0.02062 0.0004027 55 640: 9%|▉ | 15/160 [00:47<02:26, 1.01s/it] 26/299 3.97G 0.03815 0.02062 0.0004027 55 640: 10%|█ | 16/160 [00:47<01:47, 1.34it/s] 26/299 3.97G 0.03835 0.02047 0.0004326 56 640: 10%|█ | 16/160 [00:58<01:47, 1.34it/s] 26/299 3.97G 0.038
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.83it/s]
all 340 813 0.594 0.55 0.553 0.268
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 27/299 3.97G 0.04463 0.02418 0.0008073 73 640: 0%| | 0/160 [00:21<?, ?it/s] 27/299 3.97G 0.04463 0.02418 0.0008073 73 640: 1%| | 1/160 [00:21<57:54, 21.85s/it] 27/299 3.97G 0.04087 0.02289 0.0008733 71 640: 1%| | 1/160 [00:23<57:54, 21.85s/it] 27/299 3.97G 0.04087 0.02289 0.0008733 71 640: 1%|▏ | 2/160 [00:23<26:02, 9.89s/it] 27/299 3.97G 0.03906 0.02163 0.0008729 59 640: 1%|▏ | 2/160 [00:23<26:02, 9.89s/it] 27/299 3.97G 0.03906 0.02163 0.0008729 59 640: 2%|▏ | 3/160 [00:23<14:14, 5.44s/it] 27/299 3.97G 0.03924 0.02219 0.0007525 80 640: 2%|▏ | 3/160 [00:23<14:14, 5.44s/it] 27/299 3.97G 0.03924 0.02219 0.0007525 80 640: 2%|▎ | 4/160 [00:23<08:41, 3.34s/it] 27/299 3.97G 0.03964 0.02219 0.0006743 65 640: 2%|▎ | 4/160 [00:23<08:41, 3.34s/it] 27/299 3.97G 0.03964 0.02219 0.0006743 65 640: 3%|▎ | 5/160 [00:23<05:40, 2.20s/it] 27/299 3.97G 0.03959 0.02126 0.0006042 48 640: 3%|▎ | 5/160 [00:23<05:40, 2.20s/it] 27/299 3.97G 0.03959 0.02126 0.0006042 48 640: 4%|▍ | 6/160 [00:23<03:49, 1.49s/it] 27/299 3.97G 0.03955 0.02091 0.0006951 59 640: 4%|▍ | 6/160 [00:24<03:49, 1.49s/it] 27/299 3.97G 0.03955 0.02091 0.0006951 59 640: 4%|▍ | 7/160 [00:24<02:41, 1.06s/it] 27/299 3.97G 0.03968 0.02188 0.0007953 80 640: 4%|▍ | 7/160 [00:24<02:41, 1.06s/it] 27/299 3.97G 0.03968 0.02188 0.0007953 80 640: 5%|▌ | 8/160 [00:24<01:55, 1.32it/s] 27/299 3.97G 0.03975 0.02181 0.0007396 70 640: 5%|▌ | 8/160 [00:42<01:55, 1.32it/s] 27/299 3.97G 0.03975 0.02181 0.0007396 70 640: 6%|▌ | 9/160 [00:42<16:04, 6.39s/it] 27/299 3.97G 0.03968 0.02232 0.0007056 112 640: 6%|▌ | 9/160 [00:43<16:04, 6.39s/it] 27/299 3.97G 0.03968 0.02232 0.0007056 112 640: 6%|▋ | 10/160 [00:43<11:08, 4.46s/it] 27/299 3.97G 0.0405 0.02233 0.0006865 75 640: 6%|▋ | 10/160 [00:43<11:08, 4.46s/it] 27/299 3.97G 0.0405 0.02233 0.0006865 75 640: 7%|▋ | 11/160 [00:43<07:47, 3.14s/it] 27/299 3.97G 0.04046 0.02235 0.000646 54 640: 7%|▋ | 11/160 [00:43<07:47, 3.14s/it] 27/299 3.97G 0.04046 0.02235 0.000646 54 640: 8%|▊ | 12/160 [00:43<05:28, 2.22s/it] 27/299 3.97G 0.04056 0.02254 0.0006255 57 640: 8%|▊ | 12/160 [00:44<05:28, 2.22s/it] 27/299 3.97G 0.04056 0.02254 0.0006255 57 640: 8%|▊ | 13/160 [00:44<04:24, 1.80s/it] 27/299 3.97G 0.04045 0.02248 0.0007256 49 640: 8%|▊ | 13/160 [00:44<04:24, 1.80s/it] 27/299 3.97G 0.04045 0.02248 0.0007256 49 640: 9%|▉ | 14/160 [00:44<03:08, 1.29s/it] 27/299 3.97G 0.04063 0.02248 0.0008304 79 640: 9%|▉ | 14/160 [00:44<03:08, 1.29s/it] 27/299 3.97G 0.04063 0.02248 0.0008304 79 640: 9%|▉ | 15/160 [00:44<02:17, 1.06it/s] 27/299 3.97G 0.04074 0.02217 0.0007955 39 640: 9%|▉ | 15/160 [00:44<02:17, 1.06it/s] 27/299 3.97G 0.04074 0.02217 0.0007955 39 640: 10%|█ | 16/160 [00:44<01:40, 1.43it/s] 27/299 3.97G 0.04074 0.02202 0.0007682 62 640: 10%|█ | 16/160 [01:03<01:40, 1.43it/s] 27/299 3.97G 0.040
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.33it/s]
all 340 813 0.566 0.558 0.549 0.27
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 28/299 3.97G 0.03787 0.02127 0.002446 64 640: 0%| | 0/160 [00:22<?, ?it/s] 28/299 3.97G 0.03787 0.02127 0.002446 64 640: 1%| | 1/160 [00:22<58:40, 22.14s/it] 28/299 3.97G 0.04045 0.02187 0.001407 70 640: 1%| | 1/160 [00:22<58:40, 22.14s/it] 28/299 3.97G 0.04045 0.02187 0.001407 70 640: 1%|▏ | 2/160 [00:22<24:12, 9.19s/it] 28/299 3.97G 0.04046 0.02154 0.001053 79 640: 1%|▏ | 2/160 [00:22<24:12, 9.19s/it] 28/299 3.97G 0.04046 0.02154 0.001053 79 640: 2%|▏ | 3/160 [00:22<13:15, 5.07s/it] 28/299 3.97G 0.04026 0.01989 0.0008793 35 640: 2%|▏ | 3/160 [00:22<13:15, 5.07s/it] 28/299 3.97G 0.04026 0.01989 0.0008793 35 640: 2%|▎ | 4/160 [00:22<08:05, 3.11s/it] 28/299 3.97G 0.03954 0.01962 0.0008342 57 640: 2%|▎ | 4/160 [00:22<08:05, 3.11s/it] 28/299 3.97G 0.03954 0.01962 0.0008342 57 640: 3%|▎ | 5/160 [00:22<05:16, 2.04s/it] 28/299 3.97G 0.039 0.01932 0.0007379 51 640: 3%|▎ | 5/160 [00:22<05:16, 2.04s/it] 28/299 3.97G 0.039 0.01932 0.0007379 51 640: 4%|▍ | 6/160 [00:22<03:33, 1.39s/it] 28/299 3.97G 0.04001 0.01929 0.0008144 51 640: 4%|▍ | 6/160 [00:22<03:33, 1.39s/it] 28/299 3.97G 0.04001 0.01929 0.0008144 51 640: 4%|▍ | 7/160 [00:22<02:30, 1.02it/s] 28/299 3.97G 0.04065 0.01971 0.0007759 57 640: 4%|▍ | 7/160 [00:23<02:30, 1.02it/s] 28/299 3.97G 0.04065 0.01971 0.0007759 57 640: 5%|▌ | 8/160 [00:23<01:47, 1.41it/s] 28/299 3.97G 0.04049 0.0194 0.001134 53 640: 5%|▌ | 8/160 [00:42<01:47, 1.41it/s] 28/299 3.97G 0.04049 0.0194 0.001134 53 640: 6%|▌ | 9/160 [00:42<16:53, 6.71s/it] 28/299 3.97G 0.04042 0.01985 0.001057 71 640: 6%|▌ | 9/160 [00:43<16:53, 6.71s/it] 28/299 3.97G 0.04042 0.01985 0.001057 71 640: 6%|▋ | 10/160 [00:43<11:42, 4.68s/it] 28/299 3.97G 0.04059 0.02019 0.001034 83 640: 6%|▋ | 10/160 [00:43<11:42, 4.68s/it] 28/299 3.97G 0.04059 0.02019 0.001034 83 640: 7%|▋ | 11/160 [00:43<08:10, 3.29s/it] 28/299 3.97G 0.04026 0.02029 0.0009743 61 640: 7%|▋ | 11/160 [00:43<08:10, 3.29s/it] 28/299 3.97G 0.04026 0.02029 0.0009743 61 640: 8%|▊ | 12/160 [00:43<05:44, 2.33s/it] 28/299 3.97G 0.04015 0.0199 0.001029 51 640: 8%|▊ | 12/160 [00:44<05:44, 2.33s/it] 28/299 3.97G 0.04015 0.0199 0.001029 51 640: 8%|▊ | 13/160 [00:44<04:27, 1.82s/it] 28/299 3.97G 0.04023 0.01938 0.001898 43 640: 8%|▊ | 13/160 [00:44<04:27, 1.82s/it] 28/299 3.97G 0.04023 0.01938 0.001898 43 640: 9%|▉ | 14/160 [00:44<03:10, 1.31s/it] 28/299 3.97G 0.04039 0.01916 0.001993 54 640: 9%|▉ | 14/160 [00:44<03:10, 1.31s/it] 28/299 3.97G 0.04039 0.01916 0.001993 54 640: 9%|▉ | 15/160 [00:44<02:19, 1.04it/s] 28/299 3.97G 0.04019 0.01942 0.001891 68 640: 9%|▉ | 15/160 [00:44<02:19, 1.04it/s] 28/299 3.97G 0.04019 0.01942 0.001891 68 640: 10%|█ | 16/160 [00:44<01:41, 1.42it/s] 28/299 3.97G 0.04025 0.01954 0.001801 61 640: 10%|█ | 16/160 [01:03<01:41, 1.42it/s] 28/299 3.97G 0.040
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:02, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:02<00:01, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.43it/s]
all 340 813 0.589 0.529 0.545 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 29/299 3.97G 0.04351 0.02371 0.001856 79 640: 0%| | 0/160 [00:24<?, ?it/s] 29/299 3.97G 0.04351 0.02371 0.001856 79 640: 1%| | 1/160 [00:24<1:05:11, 24.60s/it] 29/299 3.97G 0.04228 0.02174 0.001139 73 640: 1%| | 1/160 [00:24<1:05:11, 24.60s/it] 29/299 3.97G 0.04228 0.02174 0.001139 73 640: 1%|▏ | 2/160 [00:24<26:53, 10.21s/it] 29/299 3.97G 0.04263 0.02215 0.0009099 70 640: 1%|▏ | 2/160 [00:24<26:53, 10.21s/it] 29/299 3.97G 0.04263 0.02215 0.0009099 70 640: 2%|▏ | 3/160 [00:24<14:43, 5.63s/it] 29/299 3.97G 0.04095 0.02233 0.0008676 76 640: 2%|▏ | 3/160 [00:25<14:43, 5.63s/it] 29/299 3.97G 0.04095 0.02233 0.0008676 76 640: 2%|▎ | 4/160 [00:25<09:00, 3.46s/it] 29/299 3.97G 0.04089 0.02324 0.0007573 91 640: 2%|▎ | 4/160 [00:25<09:00, 3.46s/it] 29/299 3.97G 0.04089 0.02324 0.0007573 91 640: 3%|▎ | 5/160 [00:25<05:50, 2.26s/it] 29/299 3.97G 0.04059 0.02236 0.0007259 57 640: 3%|▎ | 5/160 [00:25<05:50, 2.26s/it] 29/299 3.97G 0.04059 0.02236 0.0007259 57 640: 4%|▍ | 6/160 [00:25<03:57, 1.54s/it] 29/299 3.97G 0.03961 0.02148 0.0008095 47 640: 4%|▍ | 6/160 [00:25<03:57, 1.54s/it] 29/299 3.97G 0.03961 0.02148 0.0008095 47 640: 4%|▍ | 7/160 [00:25<02:47, 1.09s/it] 29/299 3.97G 0.04012 0.02087 0.001172 42 640: 4%|▍ | 7/160 [00:25<02:47, 1.09s/it] 29/299 3.97G 0.04012 0.02087 0.001172 42 640: 5%|▌ | 8/160 [00:25<01:59, 1.27it/s] 29/299 3.97G 0.03999 0.02042 0.001111 55 640: 5%|▌ | 8/160 [00:44<01:59, 1.27it/s] 29/299 3.97G 0.03999 0.02042 0.001111 55 640: 6%|▌ | 9/160 [00:44<15:55, 6.33s/it] 29/299 3.97G 0.0398 0.02044 0.001026 56 640: 6%|▌ | 9/160 [00:44<15:55, 6.33s/it] 29/299 3.97G 0.0398 0.02044 0.001026 56 640: 6%|▋ | 10/160 [00:44<11:02, 4.42s/it] 29/299 3.97G 0.03976 0.01998 0.0009848 50 640: 6%|▋ | 10/160 [00:44<11:02, 4.42s/it] 29/299 3.97G 0.03976 0.01998 0.0009848 50 640: 7%|▋ | 11/160 [00:44<07:44, 3.12s/it] 29/299 3.97G 0.04014 0.01991 0.0009701 61 640: 7%|▋ | 11/160 [00:44<07:44, 3.12s/it] 29/299 3.97G 0.04014 0.01991 0.0009701 61 640: 8%|▊ | 12/160 [00:44<05:27, 2.21s/it] 29/299 3.97G 0.04031 0.02026 0.0009237 81 640: 8%|▊ | 12/160 [00:44<05:27, 2.21s/it] 29/299 3.97G 0.04031 0.02026 0.0009237 81 640: 8%|▊ | 13/160 [00:44<03:53, 1.59s/it] 29/299 3.97G 0.04025 0.02041 0.00108 68 640: 8%|▊ | 13/160 [00:44<03:53, 1.59s/it] 29/299 3.97G 0.04025 0.02041 0.00108 68 640: 9%|▉ | 14/160 [00:44<02:47, 1.15s/it] 29/299 3.97G 0.04033 0.02064 0.001031 81 640: 9%|▉ | 14/160 [00:45<02:47, 1.15s/it] 29/299 3.97G 0.04033 0.02064 0.001031 81 640: 9%|▉ | 15/160 [00:45<02:04, 1.17it/s] 29/299 3.97G 0.04018 0.02057 0.001012 58 640: 9%|▉ | 15/160 [00:45<02:04, 1.17it/s] 29/299 3.97G 0.04018 0.02057 0.001012 58 640: 10%|█ | 16/160 [00:45<01:32, 1.56it/s] 29/299 3.97G 0.04032 0.02081 0.001138 82 640: 10%|█ | 16/160 [01:05<01:32, 1.56it/s] 29/299 3.97G
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:01, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 2.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.34it/s]
all 340 813 0.546 0.569 0.541 0.259
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 30/299 3.97G 0.04665 0.02143 0.001556 81 640: 0%| | 0/160 [00:21<?, ?it/s] 30/299 3.97G 0.04665 0.02143 0.001556 81 640: 1%| | 1/160 [00:21<56:12, 21.21s/it] 30/299 3.97G 0.04368 0.019 0.001025 53 640: 1%| | 1/160 [00:21<56:12, 21.21s/it] 30/299 3.97G 0.04368 0.019 0.001025 53 640: 1%|▏ | 2/160 [00:21<23:13, 8.82s/it] 30/299 3.97G 0.04125 0.02064 0.0008177 69 640: 1%|▏ | 2/160 [00:21<23:13, 8.82s/it] 30/299 3.97G 0.04125 0.02064 0.0008177 69 640: 2%|▏ | 3/160 [00:21<12:42, 4.86s/it] 30/299 3.97G 0.03994 0.02075 0.0008132 79 640: 2%|▏ | 3/160 [00:21<12:42, 4.86s/it] 30/299 3.97G 0.03994 0.02075 0.0008132 79 640: 2%|▎ | 4/160 [00:21<07:46, 2.99s/it] 30/299 3.97G 0.03936 0.01983 0.0007733 55 640: 2%|▎ | 4/160 [00:21<07:46, 2.99s/it] 30/299 3.97G 0.03936 0.01983 0.0007733 55 640: 3%|▎ | 5/160 [00:21<05:02, 1.95s/it] 30/299 3.97G 0.03951 0.01989 0.002306 59 640: 3%|▎ | 5/160 [00:21<05:02, 1.95s/it] 30/299 3.97G 0.03951 0.01989 0.002306 59 640: 4%|▍ | 6/160 [00:21<03:24, 1.33s/it] 30/299 3.97G 0.03939 0.01996 0.002064 69 640: 4%|▍ | 6/160 [00:22<03:24, 1.33s/it] 30/299 3.97G 0.03939 0.01996 0.002064 69 640: 4%|▍ | 7/160 [00:22<02:24, 1.06it/s] 30/299 3.97G 0.03899 0.01977 0.001849 57 640: 4%|▍ | 7/160 [00:22<02:24, 1.06it/s] 30/299 3.97G 0.03899 0.01977 0.001849 57 640: 5%|▌ | 8/160 [00:22<01:43, 1.46it/s] 30/299 3.97G 0.03851 0.02008 0.001795 76 640: 5%|▌ | 8/160 [00:40<01:43, 1.46it/s] 30/299 3.97G 0.03851 0.02008 0.001795 76 640: 6%|▌ | 9/160 [00:40<15:54, 6.32s/it] 30/299 3.97G 0.0386 0.02017 0.001697 66 640: 6%|▌ | 9/160 [00:40<15:54, 6.32s/it] 30/299 3.97G 0.0386 0.02017 0.001697 66 640: 6%|▋ | 10/160 [00:40<11:00, 4.41s/it] 30/299 3.97G 0.03854 0.02009 0.001587 62 640: 6%|▋ | 10/160 [00:41<11:00, 4.41s/it] 30/299 3.97G 0.03854 0.02009 0.001587 62 640: 7%|▋ | 11/160 [00:41<07:42, 3.11s/it] 30/299 3.97G 0.03866 0.02019 0.001736 60 640: 7%|▋ | 11/160 [00:41<07:42, 3.11s/it] 30/299 3.97G 0.03866 0.02019 0.001736 60 640: 8%|▊ | 12/160 [00:41<05:25, 2.20s/it] 30/299 3.97G 0.0386 0.02036 0.001633 73 640: 8%|▊ | 12/160 [00:41<05:25, 2.20s/it] 30/299 3.97G 0.0386 0.02036 0.001633 73 640: 8%|▊ | 13/160 [00:41<03:50, 1.57s/it] 30/299 3.97G 0.03842 0.02055 0.001583 73 640: 8%|▊ | 13/160 [00:41<03:50, 1.57s/it] 30/299 3.97G 0.03842 0.02055 0.001583 73 640: 9%|▉ | 14/160 [00:41<02:44, 1.13s/it] 30/299 3.97G 0.03866 0.02094 0.001515 59 640: 9%|▉ | 14/160 [00:41<02:44, 1.13s/it] 30/299 3.97G 0.03866 0.02094 0.001515 59 640: 9%|▉ | 15/160 [00:41<02:00, 1.20it/s] 30/299 3.97G 0.03847 0.02061 0.001441 37 640: 9%|▉ | 15/160 [00:41<02:00, 1.20it/s] 30/299 3.97G 0.03847 0.02061 0.001441 37 640: 10%|█ | 16/160 [00:41<01:28, 1.62it/s] 30/299 3.97G 0.03847 0.02064 0.001397 65 640: 10%|█ | 16/160 [00:57<01:28, 1.62it/s] 30/299 3.97G 0.038
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s]
all 340 813 0.551 0.562 0.536 0.262
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 31/299 3.97G 0.03711 0.01767 0.0003077 53 640: 0%| | 0/160 [00:20<?, ?it/s] 31/299 3.97G 0.03711 0.01767 0.0003077 53 640: 1%| | 1/160 [00:20<53:50, 20.32s/it] 31/299 3.97G 0.03915 0.02079 0.0003736 74 640: 1%| | 1/160 [00:20<53:50, 20.32s/it] 31/299 3.97G 0.03915 0.02079 0.0003736 74 640: 1%|▏ | 2/160 [00:20<22:12, 8.43s/it] 31/299 3.97G 0.03832 0.01892 0.00038 34 640: 1%|▏ | 2/160 [00:20<22:12, 8.43s/it] 31/299 3.97G 0.03832 0.01892 0.00038 34 640: 2%|▏ | 3/160 [00:20<12:09, 4.65s/it] 31/299 3.97G 0.03747 0.01871 0.0004325 60 640: 2%|▏ | 3/160 [00:20<12:09, 4.65s/it] 31/299 3.97G 0.03747 0.01871 0.0004325 60 640: 2%|▎ | 4/160 [00:20<07:26, 2.86s/it] 31/299 3.97G 0.03734 0.01911 0.0009649 61 640: 2%|▎ | 4/160 [00:20<07:26, 2.86s/it] 31/299 3.97G 0.03734 0.01911 0.0009649 61 640: 3%|▎ | 5/160 [00:20<04:49, 1.87s/it] 31/299 3.97G 0.03752 0.01948 0.0008618 52 640: 3%|▎ | 5/160 [00:20<04:49, 1.87s/it] 31/299 3.97G 0.03752 0.01948 0.0008618 52 640: 4%|▍ | 6/160 [00:20<03:16, 1.27s/it] 31/299 3.97G 0.03756 0.01956 0.0007849 69 640: 4%|▍ | 6/160 [00:21<03:16, 1.27s/it] 31/299 3.97G 0.03756 0.01956 0.0007849 69 640: 4%|▍ | 7/160 [00:21<02:18, 1.11it/s] 31/299 3.97G 0.03775 0.01975 0.0008074 59 640: 4%|▍ | 7/160 [00:21<02:18, 1.11it/s] 31/299 3.97G 0.03775 0.01975 0.0008074 59 640: 5%|▌ | 8/160 [00:21<01:39, 1.53it/s] 31/299 3.97G 0.03753 0.0199 0.0007469 54 640: 5%|▌ | 8/160 [00:36<01:39, 1.53it/s] 31/299 3.97G 0.03753 0.0199 0.0007469 54 640: 6%|▌ | 9/160 [00:36<13:00, 5.17s/it] 31/299 3.97G 0.03789 0.01994 0.0007313 71 640: 6%|▌ | 9/160 [00:37<13:00, 5.17s/it] 31/299 3.97G 0.03789 0.01994 0.0007313 71 640: 6%|▋ | 10/160 [00:37<09:44, 3.90s/it] 31/299 3.97G 0.03786 0.02016 0.0006922 85 640: 6%|▋ | 10/160 [00:37<09:44, 3.90s/it] 31/299 3.97G 0.03786 0.02016 0.0006922 85 640: 7%|▋ | 11/160 [00:37<06:49, 2.75s/it] 31/299 3.97G 0.03789 0.02046 0.0006862 73 640: 7%|▋ | 11/160 [00:37<06:49, 2.75s/it] 31/299 3.97G 0.03789 0.02046 0.0006862 73 640: 8%|▊ | 12/160 [00:37<04:47, 1.95s/it] 31/299 3.97G 0.03806 0.02031 0.0008568 50 640: 8%|▊ | 12/160 [00:37<04:47, 1.95s/it] 31/299 3.97G 0.03806 0.02031 0.0008568 50 640: 8%|▊ | 13/160 [00:37<03:24, 1.39s/it] 31/299 3.97G 0.03775 0.01979 0.0008184 38 640: 8%|▊ | 13/160 [00:37<03:24, 1.39s/it] 31/299 3.97G 0.03775 0.01979 0.0008184 38 640: 9%|▉ | 14/160 [00:37<02:26, 1.00s/it] 31/299 3.97G 0.0376 0.01966 0.0007995 57 640: 9%|▉ | 14/160 [00:37<02:26, 1.00s/it] 31/299 3.97G 0.0376 0.01966 0.0007995 57 640: 9%|▉ | 15/160 [00:37<01:47, 1.34it/s] 31/299 3.97G 0.03757 0.01944 0.0007669 48 640: 9%|▉ | 15/160 [00:38<01:47, 1.34it/s] 31/299 3.97G 0.03757 0.01944 0.0007669 48 640: 10%|█ | 16/160 [00:38<01:20, 1.80it/s] 31/299 3.97G 0.03761 0.01918 0.000743 46 640: 10%|█ | 16/160 [00:55<01:20, 1.80it/s] 31/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.20it/s]
all 340 813 0.561 0.551 0.553 0.256
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 32/299 3.97G 0.04033 0.02342 0.0003418 67 640: 0%| | 0/160 [00:10<?, ?it/s] 32/299 3.97G 0.04033 0.02342 0.0003418 67 640: 1%| | 1/160 [00:10<28:55, 10.92s/it] 32/299 3.97G 0.03907 0.0218 0.0009612 64 640: 1%| | 1/160 [00:22<28:55, 10.92s/it] 32/299 3.97G 0.03907 0.0218 0.0009612 64 640: 1%|▏ | 2/160 [00:22<29:51, 11.34s/it] 32/299 3.97G 0.03767 0.01927 0.0008157 44 640: 1%|▏ | 2/160 [00:22<29:51, 11.34s/it] 32/299 3.97G 0.03767 0.01927 0.0008157 44 640: 2%|▏ | 3/160 [00:22<16:18, 6.23s/it] 32/299 3.97G 0.03672 0.01811 0.0007114 42 640: 2%|▏ | 3/160 [00:22<16:18, 6.23s/it] 32/299 3.97G 0.03672 0.01811 0.0007114 42 640: 2%|▎ | 4/160 [00:22<09:55, 3.82s/it] 32/299 3.97G 0.03622 0.01761 0.000631 46 640: 2%|▎ | 4/160 [00:22<09:55, 3.82s/it] 32/299 3.97G 0.03622 0.01761 0.000631 46 640: 3%|▎ | 5/160 [00:22<06:24, 2.48s/it] 32/299 3.97G 0.03635 0.01833 0.0006297 68 640: 3%|▎ | 5/160 [00:23<06:24, 2.48s/it] 32/299 3.97G 0.03635 0.01833 0.0006297 68 640: 4%|▍ | 6/160 [00:23<04:18, 1.68s/it] 32/299 3.97G 0.03657 0.01869 0.0006181 68 640: 4%|▍ | 6/160 [00:23<04:18, 1.68s/it] 32/299 3.97G 0.03657 0.01869 0.0006181 68 640: 4%|▍ | 7/160 [00:23<02:59, 1.17s/it] 32/299 3.97G 0.0371 0.01876 0.0008328 47 640: 4%|▍ | 7/160 [00:23<02:59, 1.17s/it] 32/299 3.97G 0.0371 0.01876 0.0008328 47 640: 5%|▌ | 8/160 [00:23<02:06, 1.20it/s] 32/299 3.97G 0.03699 0.01878 0.0008026 62 640: 5%|▌ | 8/160 [00:31<02:06, 1.20it/s] 32/299 3.97G 0.03699 0.01878 0.0008026 62 640: 6%|▌ | 9/160 [00:31<07:31, 2.99s/it] 32/299 3.97G 0.03714 0.01919 0.0008032 72 640: 6%|▌ | 9/160 [00:37<07:31, 2.99s/it] 32/299 3.97G 0.03714 0.01919 0.0008032 72 640: 6%|▋ | 10/160 [00:37<10:00, 4.00s/it] 32/299 3.97G 0.03725 0.01905 0.0007857 56 640: 6%|▋ | 10/160 [00:37<10:00, 4.00s/it] 32/299 3.97G 0.03725 0.01905 0.0007857 56 640: 7%|▋ | 11/160 [00:37<07:00, 2.82s/it] 32/299 3.97G 0.03716 0.01901 0.001018 51 640: 7%|▋ | 11/160 [00:37<07:00, 2.82s/it] 32/299 3.97G 0.03716 0.01901 0.001018 51 640: 8%|▊ | 12/160 [00:37<04:56, 2.00s/it] 32/299 3.97G 0.03757 0.0187 0.0009785 42 640: 8%|▊ | 12/160 [00:37<04:56, 2.00s/it] 32/299 3.97G 0.03757 0.0187 0.0009785 42 640: 8%|▊ | 13/160 [00:37<03:30, 1.43s/it] 32/299 3.97G 0.03763 0.01891 0.0009463 65 640: 8%|▊ | 13/160 [00:37<03:30, 1.43s/it] 32/299 3.97G 0.03763 0.01891 0.0009463 65 640: 9%|▉ | 14/160 [00:37<02:30, 1.03s/it] 32/299 3.97G 0.03753 0.01908 0.0009086 78 640: 9%|▉ | 14/160 [00:37<02:30, 1.03s/it] 32/299 3.97G 0.03753 0.01908 0.0009086 78 640: 9%|▉ | 15/160 [00:37<01:50, 1.31it/s] 32/299 3.97G 0.03738 0.01893 0.0008804 51 640: 9%|▉ | 15/160 [00:38<01:50, 1.31it/s] 32/299 3.97G 0.03738 0.01893 0.0008804 51 640: 10%|█ | 16/160 [00:38<01:21, 1.76it/s] 32/299 3.97G 0.03738 0.01935 0.0008445 83 640: 10%|█ | 16/160 [00:47<01:21, 1.76it/s] 32/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.17it/s]
all 340 813 0.564 0.537 0.535 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 33/299 3.97G 0.03993 0.0215 0.004685 60 640: 0%| | 0/160 [00:00<?, ?it/s] 33/299 3.97G 0.03993 0.0215 0.004685 60 640: 1%| | 1/160 [00:00<00:28, 5.51it/s] 33/299 3.97G 0.04083 0.02088 0.002664 65 640: 1%| | 1/160 [00:21<00:28, 5.51it/s] 33/299 3.97G 0.04083 0.02088 0.002664 65 640: 1%|▏ | 2/160 [00:21<32:52, 12.49s/it] 33/299 3.97G 0.03918 0.01854 0.001881 38 640: 1%|▏ | 2/160 [00:21<32:52, 12.49s/it] 33/299 3.97G 0.03918 0.01854 0.001881 38 640: 2%|▏ | 3/160 [00:21<17:55, 6.85s/it] 33/299 3.97G 0.0391 0.01864 0.001489 53 640: 2%|▏ | 3/160 [00:21<17:55, 6.85s/it] 33/299 3.97G 0.0391 0.01864 0.001489 53 640: 2%|▎ | 4/160 [00:21<10:54, 4.19s/it] 33/299 3.97G 0.03913 0.01982 0.001306 79 640: 2%|▎ | 4/160 [00:21<10:54, 4.19s/it] 33/299 3.97G 0.03913 0.01982 0.001306 79 640: 3%|▎ | 5/160 [00:21<07:02, 2.72s/it] 33/299 3.97G 0.03865 0.01947 0.001319 61 640: 3%|▎ | 5/160 [00:21<07:02, 2.72s/it] 33/299 3.97G 0.03865 0.01947 0.001319 61 640: 4%|▍ | 6/160 [00:21<04:43, 1.84s/it] 33/299 3.97G 0.0387 0.01964 0.001261 74 640: 4%|▍ | 6/160 [00:21<04:43, 1.84s/it] 33/299 3.97G 0.0387 0.01964 0.001261 74 640: 4%|▍ | 7/160 [00:21<03:16, 1.28s/it] 33/299 3.97G 0.03851 0.02019 0.001246 72 640: 4%|▍ | 7/160 [00:22<03:16, 1.28s/it] 33/299 3.97G 0.03851 0.02019 0.001246 72 640: 5%|▌ | 8/160 [00:22<02:18, 1.10it/s] 33/299 3.97G 0.03764 0.01987 0.001145 48 640: 5%|▌ | 8/160 [00:22<02:18, 1.10it/s] 33/299 3.97G 0.03764 0.01987 0.001145 48 640: 6%|▌ | 9/160 [00:22<01:40, 1.50it/s] 33/299 3.97G 0.03788 0.02015 0.001065 74 640: 6%|▌ | 9/160 [00:41<01:40, 1.50it/s] 33/299 3.97G 0.03788 0.02015 0.001065 74 640: 6%|▋ | 10/160 [00:41<15:50, 6.33s/it] 33/299 3.97G 0.03761 0.01963 0.001203 45 640: 6%|▋ | 10/160 [00:41<15:50, 6.33s/it] 33/299 3.97G 0.03761 0.01963 0.001203 45 640: 7%|▋ | 11/160 [00:41<11:02, 4.44s/it] 33/299 3.97G 0.03773 0.01991 0.001129 66 640: 7%|▋ | 11/160 [00:41<11:02, 4.44s/it] 33/299 3.97G 0.03773 0.01991 0.001129 66 640: 8%|▊ | 12/160 [00:41<07:42, 3.13s/it] 33/299 3.97G 0.03769 0.02002 0.001064 63 640: 8%|▊ | 12/160 [00:41<07:42, 3.13s/it] 33/299 3.97G 0.03769 0.02002 0.001064 63 640: 8%|▊ | 13/160 [00:41<05:25, 2.21s/it] 33/299 3.97G 0.03791 0.02013 0.001015 74 640: 8%|▊ | 13/160 [00:41<05:25, 2.21s/it] 33/299 3.97G 0.03791 0.02013 0.001015 74 640: 9%|▉ | 14/160 [00:41<03:51, 1.58s/it] 33/299 3.97G 0.03795 0.02006 0.00116 67 640: 9%|▉ | 14/160 [00:41<03:51, 1.58s/it] 33/299 3.97G 0.03795 0.02006 0.00116 67 640: 9%|▉ | 15/160 [00:41<02:47, 1.15s/it] 33/299 3.97G 0.03815 0.01985 0.001111 61 640: 9%|▉ | 15/160 [00:41<02:47, 1.15s/it] 33/299 3.97G 0.03815 0.01985 0.001111 61 640: 10%|█ | 16/160 [00:41<02:01, 1.19it/s] 33/299 3.97G 0.03786 0.01971 0.001061 58 640: 10%|█ | 16/160 [00:42<02:01, 1.19it/s] 33/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.99it/s]
all 340 813 0.512 0.577 0.529 0.253
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 34/299 3.97G 0.03823 0.02113 0.0002426 74 640: 0%| | 0/160 [00:00<?, ?it/s] 34/299 3.97G 0.03823 0.02113 0.0002426 74 640: 1%| | 1/160 [00:00<00:29, 5.33it/s] 34/299 3.97G 0.0393 0.02127 0.0002513 59 640: 1%| | 1/160 [00:21<00:29, 5.33it/s] 34/299 3.97G 0.0393 0.02127 0.0002513 59 640: 1%|▏ | 2/160 [00:21<33:26, 12.70s/it] 34/299 3.97G 0.03767 0.02045 0.0003517 65 640: 1%|▏ | 2/160 [00:21<33:26, 12.70s/it] 34/299 3.97G 0.03767 0.02045 0.0003517 65 640: 2%|▏ | 3/160 [00:21<18:16, 6.98s/it] 34/299 3.97G 0.03762 0.02221 0.0004134 103 640: 2%|▏ | 3/160 [00:21<18:16, 6.98s/it] 34/299 3.97G 0.03762 0.02221 0.0004134 103 640: 2%|▎ | 4/160 [00:21<11:06, 4.27s/it] 34/299 3.97G 0.03708 0.02184 0.0004017 56 640: 2%|▎ | 4/160 [00:22<11:06, 4.27s/it] 34/299 3.97G 0.03708 0.02184 0.0004017 56 640: 3%|▎ | 5/160 [00:22<07:09, 2.77s/it] 34/299 3.97G 0.03701 0.0214 0.0003982 55 640: 3%|▎ | 5/160 [00:22<07:09, 2.77s/it] 34/299 3.97G 0.03701 0.0214 0.0003982 55 640: 4%|▍ | 6/160 [00:22<04:48, 1.87s/it] 34/299 3.97G 0.03769 0.0212 0.0004169 68 640: 4%|▍ | 6/160 [00:22<04:48, 1.87s/it] 34/299 3.97G 0.03769 0.0212 0.0004169 68 640: 4%|▍ | 7/160 [00:22<03:19, 1.31s/it] 34/299 3.97G 0.03784 0.02151 0.0004212 75 640: 4%|▍ | 7/160 [00:22<03:19, 1.31s/it] 34/299 3.97G 0.03784 0.02151 0.0004212 75 640: 5%|▌ | 8/160 [00:22<02:20, 1.08it/s] 34/299 3.97G 0.03797 0.02102 0.0005534 71 640: 5%|▌ | 8/160 [00:22<02:20, 1.08it/s] 34/299 3.97G 0.03797 0.02102 0.0005534 71 640: 6%|▌ | 9/160 [00:22<01:41, 1.48it/s] 34/299 3.97G 0.03805 0.02088 0.0005441 56 640: 6%|▌ | 9/160 [00:38<01:41, 1.48it/s] 34/299 3.97G 0.03805 0.02088 0.0005441 56 640: 6%|▋ | 10/160 [00:38<13:07, 5.25s/it] 34/299 3.97G 0.03832 0.02117 0.0005215 86 640: 6%|▋ | 10/160 [00:38<13:07, 5.25s/it] 34/299 3.97G 0.03832 0.02117 0.0005215 86 640: 7%|▋ | 11/160 [00:38<09:10, 3.69s/it] 34/299 3.97G 0.03838 0.02074 0.0005144 52 640: 7%|▋ | 11/160 [00:38<09:10, 3.69s/it] 34/299 3.97G 0.03838 0.02074 0.0005144 52 640: 8%|▊ | 12/160 [00:38<06:25, 2.61s/it] 34/299 3.97G 0.03859 0.02098 0.0004988 72 640: 8%|▊ | 12/160 [00:38<06:25, 2.61s/it] 34/299 3.97G 0.03859 0.02098 0.0004988 72 640: 8%|▊ | 13/160 [00:38<04:32, 1.85s/it] 34/299 3.97G 0.03831 0.021 0.0005818 70 640: 8%|▊ | 13/160 [00:38<04:32, 1.85s/it] 34/299 3.97G 0.03831 0.021 0.0005818 70 640: 9%|▉ | 14/160 [00:38<03:13, 1.33s/it] 34/299 3.97G 0.03816 0.02099 0.0005583 70 640: 9%|▉ | 14/160 [00:38<03:13, 1.33s/it] 34/299 3.97G 0.03816 0.02099 0.0005583 70 640: 9%|▉ | 15/160 [00:38<02:21, 1.02it/s] 34/299 3.97G 0.03809 0.02073 0.0005511 68 640: 9%|▉ | 15/160 [00:38<02:21, 1.02it/s] 34/299 3.97G 0.03809 0.02073 0.0005511 68 640: 10%|█ | 16/160 [00:38<01:43, 1.39it/s] 34/299 3.97G 0.03796 0.02067 0.0007801 59 640: 10%|█ | 16/160 [00:38<01:43, 1.39it/s] 34/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.74it/s]
all 340 813 0.576 0.57 0.56 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 35/299 3.97G 0.03868 0.02239 0.0002577 85 640: 0%| | 0/160 [00:06<?, ?it/s] 35/299 3.97G 0.03868 0.02239 0.0002577 85 640: 1%| | 1/160 [00:06<18:07, 6.84s/it] 35/299 3.97G 0.03728 0.02046 0.0003142 65 640: 1%| | 1/160 [00:18<18:07, 6.84s/it] 35/299 3.97G 0.03728 0.02046 0.0003142 65 640: 1%|▏ | 2/160 [00:18<25:53, 9.83s/it] 35/299 3.97G 0.03563 0.01917 0.0003481 56 640: 1%|▏ | 2/160 [00:20<25:53, 9.83s/it] 35/299 3.97G 0.03563 0.01917 0.0003481 56 640: 2%|▏ | 3/160 [00:20<16:30, 6.31s/it] 35/299 3.97G 0.03641 0.02008 0.0004892 76 640: 2%|▏ | 3/160 [00:21<16:30, 6.31s/it] 35/299 3.97G 0.03641 0.02008 0.0004892 76 640: 2%|▎ | 4/160 [00:21<10:03, 3.87s/it] 35/299 3.97G 0.03762 0.01915 0.0004676 33 640: 2%|▎ | 4/160 [00:21<10:03, 3.87s/it] 35/299 3.97G 0.03762 0.01915 0.0004676 33 640: 3%|▎ | 5/160 [00:21<06:29, 2.52s/it] 35/299 3.97G 0.03713 0.01927 0.0004382 64 640: 3%|▎ | 5/160 [00:21<06:29, 2.52s/it] 35/299 3.97G 0.03713 0.01927 0.0004382 64 640: 4%|▍ | 6/160 [00:21<04:21, 1.70s/it] 35/299 3.97G 0.03698 0.01978 0.0004186 68 640: 4%|▍ | 6/160 [00:23<04:21, 1.70s/it] 35/299 3.97G 0.03698 0.01978 0.0004186 68 640: 4%|▍ | 7/160 [00:23<04:48, 1.88s/it] 35/299 3.97G 0.03724 0.01999 0.0003975 68 640: 4%|▍ | 7/160 [00:23<04:48, 1.88s/it] 35/299 3.97G 0.03724 0.01999 0.0003975 68 640: 5%|▌ | 8/160 [00:23<03:21, 1.32s/it] 35/299 3.97G 0.03744 0.02035 0.0003839 62 640: 5%|▌ | 8/160 [00:30<03:21, 1.32s/it] 35/299 3.97G 0.03744 0.02035 0.0003839 62 640: 6%|▌ | 9/160 [00:30<07:27, 2.97s/it] 35/299 3.97G 0.03751 0.01977 0.000598 40 640: 6%|▌ | 9/160 [00:40<07:27, 2.97s/it] 35/299 3.97G 0.03751 0.01977 0.000598 40 640: 6%|▋ | 10/160 [00:40<13:03, 5.23s/it] 35/299 3.97G 0.03792 0.02059 0.0005927 91 640: 6%|▋ | 10/160 [00:42<13:03, 5.23s/it] 35/299 3.97G 0.03792 0.02059 0.0005927 91 640: 7%|▋ | 11/160 [00:42<10:24, 4.19s/it] 35/299 3.97G 0.03794 0.02038 0.0005597 63 640: 7%|▋ | 11/160 [00:42<10:24, 4.19s/it] 35/299 3.97G 0.03794 0.02038 0.0005597 63 640: 8%|▊ | 12/160 [00:42<07:17, 2.96s/it] 35/299 3.97G 0.03783 0.01989 0.0005481 41 640: 8%|▊ | 12/160 [00:42<07:17, 2.96s/it] 35/299 3.97G 0.03783 0.01989 0.0005481 41 640: 8%|▊ | 13/160 [00:42<05:08, 2.10s/it] 35/299 3.97G 0.03789 0.01955 0.0006065 48 640: 8%|▊ | 13/160 [00:42<05:08, 2.10s/it] 35/299 3.97G 0.03789 0.01955 0.0006065 48 640: 9%|▉ | 14/160 [00:42<03:38, 1.50s/it] 35/299 3.97G 0.03819 0.01925 0.0005817 40 640: 9%|▉ | 14/160 [00:44<03:38, 1.50s/it] 35/299 3.97G 0.03819 0.01925 0.0005817 40 640: 9%|▉ | 15/160 [00:44<03:35, 1.48s/it] 35/299 3.97G 0.03827 0.0193 0.0005585 67 640: 9%|▉ | 15/160 [00:44<03:35, 1.48s/it] 35/299 3.97G 0.03827 0.0193 0.0005585 67 640: 10%|█ | 16/160 [00:44<02:34, 1.07s/it] 35/299 3.97G 0.03827 0.01941 0.0005896 76 640: 10%|█ | 16/160 [00:47<02:34, 1.07s/it] 35/299 3.97G 0.038
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.82it/s]
all 340 813 0.522 0.56 0.505 0.246
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 36/299 3.97G 0.03914 0.02195 0.0003702 69 640: 0%| | 0/160 [00:05<?, ?it/s] 36/299 3.97G 0.03914 0.02195 0.0003702 69 640: 1%| | 1/160 [00:05<14:28, 5.46s/it] 36/299 3.97G 0.03793 0.0201 0.0005166 61 640: 1%| | 1/160 [00:19<14:28, 5.46s/it] 36/299 3.97G 0.03793 0.0201 0.0005166 61 640: 1%|▏ | 2/160 [00:19<27:00, 10.26s/it] 36/299 3.97G 0.03755 0.01877 0.001366 63 640: 1%|▏ | 2/160 [00:19<27:00, 10.26s/it] 36/299 3.97G 0.03755 0.01877 0.001366 63 640: 2%|▏ | 3/160 [00:19<14:46, 5.65s/it] 36/299 3.97G 0.0373 0.0197 0.001091 71 640: 2%|▏ | 3/160 [00:19<14:46, 5.65s/it] 36/299 3.97G 0.0373 0.0197 0.001091 71 640: 2%|▎ | 4/160 [00:19<09:00, 3.46s/it] 36/299 3.97G 0.03731 0.01982 0.0009116 58 640: 2%|▎ | 4/160 [00:19<09:00, 3.46s/it] 36/299 3.97G 0.03731 0.01982 0.0009116 58 640: 3%|▎ | 5/160 [00:19<05:49, 2.26s/it] 36/299 3.97G 0.03747 0.02019 0.0008011 67 640: 3%|▎ | 5/160 [00:19<05:49, 2.26s/it] 36/299 3.97G 0.03747 0.02019 0.0008011 67 640: 4%|▍ | 6/160 [00:19<03:55, 1.53s/it] 36/299 3.97G 0.03709 0.02041 0.0007275 70 640: 4%|▍ | 6/160 [00:21<03:55, 1.53s/it] 36/299 3.97G 0.03709 0.02041 0.0007275 70 640: 4%|▍ | 7/160 [00:21<04:08, 1.62s/it] 36/299 3.97G 0.03698 0.02058 0.0006733 64 640: 4%|▍ | 7/160 [00:21<04:08, 1.62s/it] 36/299 3.97G 0.03698 0.02058 0.0006733 64 640: 5%|▌ | 8/160 [00:21<02:53, 1.14s/it] 36/299 3.97G 0.03707 0.02055 0.001505 62 640: 5%|▌ | 8/160 [00:26<02:53, 1.14s/it] 36/299 3.97G 0.03707 0.02055 0.001505 62 640: 6%|▌ | 9/160 [00:26<06:00, 2.39s/it] 36/299 3.97G 0.03687 0.02029 0.001385 56 640: 6%|▌ | 9/160 [00:39<06:00, 2.39s/it] 36/299 3.97G 0.03687 0.02029 0.001385 56 640: 6%|▋ | 10/160 [00:39<13:57, 5.58s/it] 36/299 3.97G 0.03677 0.02026 0.001451 81 640: 6%|▋ | 10/160 [00:39<13:57, 5.58s/it] 36/299 3.97G 0.03677 0.02026 0.001451 81 640: 7%|▋ | 11/160 [00:39<09:44, 3.92s/it] 36/299 3.97G 0.03695 0.02014 0.001348 54 640: 7%|▋ | 11/160 [00:39<09:44, 3.92s/it] 36/299 3.97G 0.03695 0.02014 0.001348 54 640: 8%|▊ | 12/160 [00:39<06:49, 2.77s/it] 36/299 3.97G 0.03718 0.02021 0.001414 66 640: 8%|▊ | 12/160 [00:39<06:49, 2.77s/it] 36/299 3.97G 0.03718 0.02021 0.001414 66 640: 8%|▊ | 13/160 [00:39<04:48, 1.96s/it] 36/299 3.97G 0.03704 0.02019 0.001333 70 640: 8%|▊ | 13/160 [00:39<04:48, 1.96s/it] 36/299 3.97G 0.03704 0.02019 0.001333 70 640: 9%|▉ | 14/160 [00:39<03:25, 1.41s/it] 36/299 3.97G 0.03707 0.02056 0.001266 98 640: 9%|▉ | 14/160 [00:41<03:25, 1.41s/it] 36/299 3.97G 0.03707 0.02056 0.001266 98 640: 9%|▉ | 15/160 [00:41<03:26, 1.42s/it] 36/299 3.97G 0.03714 0.02064 0.00126 67 640: 9%|▉ | 15/160 [00:41<03:26, 1.42s/it] 36/299 3.97G 0.03714 0.02064 0.00126 67 640: 10%|█ | 16/160 [00:41<02:28, 1.03s/it] 36/299 3.97G 0.03736 0.02063 0.001212 70 640: 10%|█ | 16/160 [00:43<02:28, 1.03s/it] 36/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s]
all 340 813 0.546 0.548 0.535 0.258
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 37/299 3.97G 0.03864 0.01629 0.0004796 51 640: 0%| | 0/160 [00:00<?, ?it/s] 37/299 3.97G 0.03864 0.01629 0.0004796 51 640: 1%| | 1/160 [00:00<00:26, 5.92it/s] 37/299 3.97G 0.03678 0.01647 0.0004396 50 640: 1%| | 1/160 [00:00<00:26, 5.92it/s] 37/299 3.97G 0.03678 0.01647 0.0004396 50 640: 1%|▏ | 2/160 [00:00<00:28, 5.57it/s] 37/299 3.97G 0.03586 0.01659 0.0004129 56 640: 1%|▏ | 2/160 [00:00<00:28, 5.57it/s] 37/299 3.97G 0.03586 0.01659 0.0004129 56 640: 2%|▏ | 3/160 [00:00<00:33, 4.74it/s] 37/299 3.97G 0.03629 0.01741 0.0005599 63 640: 2%|▏ | 3/160 [00:11<00:33, 4.74it/s] 37/299 3.97G 0.03629 0.01741 0.0005599 63 640: 2%|▎ | 4/160 [00:11<11:58, 4.61s/it] 37/299 3.97G 0.03632 0.01757 0.0005343 47 640: 2%|▎ | 4/160 [00:12<11:58, 4.61s/it] 37/299 3.97G 0.03632 0.01757 0.0005343 47 640: 3%|▎ | 5/160 [00:12<07:46, 3.01s/it] 37/299 3.97G 0.03613 0.01761 0.001583 54 640: 3%|▎ | 5/160 [00:12<07:46, 3.01s/it] 37/299 3.97G 0.03613 0.01761 0.001583 54 640: 4%|▍ | 6/160 [00:12<05:14, 2.04s/it] 37/299 3.97G 0.03659 0.01717 0.0014 50 640: 4%|▍ | 6/160 [00:20<05:14, 2.04s/it] 37/299 3.97G 0.03659 0.01717 0.0014 50 640: 4%|▍ | 7/160 [00:20<10:07, 3.97s/it] 37/299 3.97G 0.03696 0.01765 0.001272 66 640: 4%|▍ | 7/160 [00:20<10:07, 3.97s/it] 37/299 3.97G 0.03696 0.01765 0.001272 66 640: 5%|▌ | 8/160 [00:20<06:57, 2.75s/it] 37/299 3.97G 0.03688 0.01799 0.00121 54 640: 5%|▌ | 8/160 [00:20<06:57, 2.75s/it] 37/299 3.97G 0.03688 0.01799 0.00121 54 640: 6%|▌ | 9/160 [00:20<04:50, 1.93s/it] 37/299 3.97G 0.03695 0.01791 0.001128 57 640: 6%|▌ | 9/160 [00:20<04:50, 1.93s/it] 37/299 3.97G 0.03695 0.01791 0.001128 57 640: 6%|▋ | 10/160 [00:20<03:24, 1.37s/it] 37/299 3.97G 0.03693 0.01782 0.001066 48 640: 6%|▋ | 10/160 [00:20<03:24, 1.37s/it] 37/299 3.97G 0.03693 0.01782 0.001066 48 640: 7%|▋ | 11/160 [00:20<02:27, 1.01it/s] 37/299 3.97G 0.03698 0.01801 0.001115 56 640: 7%|▋ | 11/160 [00:29<02:27, 1.01it/s] 37/299 3.97G 0.03698 0.01801 0.001115 56 640: 8%|▊ | 12/160 [00:29<08:19, 3.38s/it] 37/299 3.97G 0.03709 0.01824 0.001063 67 640: 8%|▊ | 12/160 [00:29<08:19, 3.38s/it] 37/299 3.97G 0.03709 0.01824 0.001063 67 640: 8%|▊ | 13/160 [00:29<05:51, 2.39s/it] 37/299 3.97G 0.03689 0.01828 0.001192 67 640: 8%|▊ | 13/160 [00:29<05:51, 2.39s/it] 37/299 3.97G 0.03689 0.01828 0.001192 67 640: 9%|▉ | 14/160 [00:29<04:08, 1.70s/it] 37/299 3.97G 0.03685 0.01834 0.001133 65 640: 9%|▉ | 14/160 [00:36<04:08, 1.70s/it] 37/299 3.97G 0.03685 0.01834 0.001133 65 640: 9%|▉ | 15/160 [00:36<07:38, 3.16s/it] 37/299 3.97G 0.03668 0.01822 0.00118 51 640: 9%|▉ | 15/160 [00:36<07:38, 3.16s/it] 37/299 3.97G 0.03668 0.01822 0.00118 51 640: 10%|█ | 16/160 [00:36<05:23, 2.25s/it] 37/299 3.97G 0.03651 0.01831 0.00126 60 640: 10%|█ | 16/160 [00:37<05:23, 2.25s/it] 37/299 3.97G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.71it/s]
all 340 813 0.56 0.538 0.532 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 38/299 3.97G 0.0377 0.02256 0.000472 81 640: 0%| | 0/160 [00:03<?, ?it/s] 38/299 3.97G 0.0377 0.02256 0.000472 81 640: 1%| | 1/160 [00:03<08:18, 3.14s/it] 38/299 3.97G 0.03499 0.02071 0.0004326 64 640: 1%| | 1/160 [00:03<08:18, 3.14s/it] 38/299 3.97G 0.03499 0.02071 0.0004326 64 640: 1%|▏ | 2/160 [00:03<03:40, 1.40s/it] 38/299 3.97G 0.03681 0.02176 0.000445 68 640: 1%|▏ | 2/160 [00:03<03:40, 1.40s/it] 38/299 3.97G 0.03681 0.02176 0.000445 68 640: 2%|▏ | 3/160 [00:03<02:13, 1.17it/s] 38/299 3.97G 0.03751 0.02171 0.0004341 66 640: 2%|▏ | 3/160 [00:06<02:13, 1.17it/s] 38/299 3.97G 0.03751 0.02171 0.0004341 66 640: 2%|▎ | 4/160 [00:06<04:07, 1.59s/it] 38/299 3.97G 0.0374 0.02139 0.0005192 59 640: 2%|▎ | 4/160 [00:07<04:07, 1.59s/it] 38/299 3.97G 0.0374 0.02139 0.0005192 59 640: 3%|▎ | 5/160 [00:07<03:58, 1.54s/it] 38/299 3.97G 0.03777 0.02058 0.0004755 36 640: 3%|▎ | 5/160 [00:20<03:58, 1.54s/it] 38/299 3.97G 0.03777 0.02058 0.0004755 36 640: 4%|▍ | 6/160 [00:20<13:35, 5.30s/it] 38/299 3.97G 0.03778 0.02102 0.0005616 69 640: 4%|▍ | 6/160 [00:20<13:35, 5.30s/it] 38/299 3.97G 0.03778 0.02102 0.0005616 69 640: 4%|▍ | 7/160 [00:20<09:13, 3.62s/it] 38/299 3.97G 0.03752 0.02055 0.0005541 43 640: 4%|▍ | 7/160 [00:20<09:13, 3.62s/it] 38/299 3.97G 0.03752 0.02055 0.0005541 43 640: 5%|▌ | 8/160 [00:20<06:20, 2.50s/it] 38/299 3.97G 0.03745 0.02089 0.0006067 74 640: 5%|▌ | 8/160 [00:26<06:20, 2.50s/it] 38/299 3.97G 0.03745 0.02089 0.0006067 74 640: 6%|▌ | 9/160 [00:26<08:57, 3.56s/it] 38/299 3.97G 0.03731 0.02071 0.0005835 70 640: 6%|▌ | 9/160 [00:26<08:57, 3.56s/it] 38/299 3.97G 0.03731 0.02071 0.0005835 70 640: 6%|▋ | 10/160 [00:26<06:15, 2.50s/it] 38/299 3.97G 0.03779 0.02095 0.0007113 79 640: 6%|▋ | 10/160 [00:26<06:15, 2.50s/it] 38/299 3.97G 0.03779 0.02095 0.0007113 79 640: 7%|▋ | 11/160 [00:26<04:25, 1.78s/it] 38/299 3.97G 0.03736 0.02081 0.0006722 64 640: 7%|▋ | 11/160 [00:26<04:25, 1.78s/it] 38/299 3.97G 0.03736 0.02081 0.0006722 64 640: 8%|▊ | 12/160 [00:26<03:08, 1.28s/it] 38/299 3.97G 0.0377 0.02074 0.0008326 66 640: 8%|▊ | 12/160 [00:30<03:08, 1.28s/it] 38/299 3.97G 0.0377 0.02074 0.0008326 66 640: 8%|▊ | 13/160 [00:30<04:42, 1.92s/it] 38/299 3.97G 0.03787 0.02051 0.0007955 51 640: 8%|▊ | 13/160 [00:39<04:42, 1.92s/it] 38/299 3.97G 0.03787 0.02051 0.0007955 51 640: 9%|▉ | 14/160 [00:39<09:46, 4.02s/it] 38/299 3.97G 0.03771 0.02082 0.0007693 86 640: 9%|▉ | 14/160 [00:39<09:46, 4.02s/it] 38/299 3.97G 0.03771 0.02082 0.0007693 86 640: 9%|▉ | 15/160 [00:39<06:54, 2.86s/it] 38/299 3.97G 0.03743 0.02076 0.0007417 77 640: 9%|▉ | 15/160 [00:39<06:54, 2.86s/it] 38/299 3.97G 0.03743 0.02076 0.0007417 77 640: 10%|█ | 16/160 [00:39<04:52, 2.03s/it] 38/299 3.97G 0.03732 0.02072 0.000715 56 640: 10%|█ | 16/160 [00:41<04:52, 2.03s/it] 38/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s]
all 340 813 0.52 0.52 0.512 0.243
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 39/299 3.97G 0.03525 0.02407 0.001785 78 640: 0%| | 0/160 [00:04<?, ?it/s] 39/299 3.97G 0.03525 0.02407 0.001785 78 640: 1%| | 1/160 [00:04<11:16, 4.25s/it] 39/299 3.97G 0.03596 0.02688 0.001215 99 640: 1%| | 1/160 [00:04<11:16, 4.25s/it] 39/299 3.97G 0.03596 0.02688 0.001215 99 640: 1%|▏ | 2/160 [00:04<04:49, 1.83s/it] 39/299 3.97G 0.0357 0.02369 0.0009726 45 640: 1%|▏ | 2/160 [00:04<04:49, 1.83s/it] 39/299 3.97G 0.0357 0.02369 0.0009726 45 640: 2%|▏ | 3/160 [00:04<02:52, 1.10s/it] 39/299 3.97G 0.03605 0.02162 0.001025 38 640: 2%|▏ | 3/160 [00:16<02:52, 1.10s/it] 39/299 3.97G 0.03605 0.02162 0.001025 38 640: 2%|▎ | 4/160 [00:16<14:23, 5.54s/it] 39/299 3.97G 0.03626 0.0206 0.0009259 54 640: 2%|▎ | 4/160 [00:17<14:23, 5.54s/it] 39/299 3.97G 0.03626 0.0206 0.0009259 54 640: 3%|▎ | 5/160 [00:17<09:16, 3.59s/it] 39/299 3.97G 0.03631 0.02052 0.0008347 53 640: 3%|▎ | 5/160 [00:20<09:16, 3.59s/it] 39/299 3.97G 0.03631 0.02052 0.0008347 53 640: 4%|▍ | 6/160 [00:20<08:52, 3.46s/it] 39/299 3.97G 0.03619 0.02052 0.0007535 76 640: 4%|▍ | 6/160 [00:20<08:52, 3.46s/it] 39/299 3.97G 0.03619 0.02052 0.0007535 76 640: 4%|▍ | 7/160 [00:20<06:03, 2.38s/it] 39/299 3.97G 0.03653 0.02072 0.0007124 60 640: 4%|▍ | 7/160 [00:20<06:03, 2.38s/it] 39/299 3.97G 0.03653 0.02072 0.0007124 60 640: 5%|▌ | 8/160 [00:20<04:11, 1.66s/it] 39/299 3.97G 0.03651 0.02014 0.0006661 54 640: 5%|▌ | 8/160 [00:26<04:11, 1.66s/it] 39/299 3.97G 0.03651 0.02014 0.0006661 54 640: 6%|▌ | 9/160 [00:26<07:22, 2.93s/it] 39/299 3.97G 0.03621 0.01984 0.0006234 51 640: 6%|▌ | 9/160 [00:26<07:22, 2.93s/it] 39/299 3.97G 0.03621 0.01984 0.0006234 51 640: 6%|▋ | 10/160 [00:26<05:09, 2.06s/it] 39/299 3.97G 0.03612 0.01976 0.0005944 56 640: 6%|▋ | 10/160 [00:26<05:09, 2.06s/it] 39/299 3.97G 0.03612 0.01976 0.0005944 56 640: 7%|▋ | 11/160 [00:26<03:39, 1.47s/it] 39/299 3.97G 0.03611 0.01968 0.0007722 61 640: 7%|▋ | 11/160 [00:35<03:39, 1.47s/it] 39/299 3.97G 0.03611 0.01968 0.0007722 61 640: 8%|▊ | 12/160 [00:35<09:14, 3.74s/it] 39/299 3.97G 0.03618 0.01959 0.0007366 68 640: 8%|▊ | 12/160 [00:35<09:14, 3.74s/it] 39/299 3.97G 0.03618 0.01959 0.0007366 68 640: 8%|▊ | 13/160 [00:35<06:29, 2.65s/it] 39/299 3.97G 0.03652 0.01948 0.0007149 50 640: 8%|▊ | 13/160 [00:36<06:29, 2.65s/it] 39/299 3.97G 0.03652 0.01948 0.0007149 50 640: 9%|▉ | 14/160 [00:36<04:53, 2.01s/it] 39/299 3.97G 0.03655 0.01977 0.0007192 92 640: 9%|▉ | 14/160 [00:36<04:53, 2.01s/it] 39/299 3.97G 0.03655 0.01977 0.0007192 92 640: 9%|▉ | 15/160 [00:36<03:29, 1.45s/it] 39/299 3.97G 0.03651 0.01963 0.0007035 57 640: 9%|▉ | 15/160 [00:36<03:29, 1.45s/it] 39/299 3.97G 0.03651 0.01963 0.0007035 57 640: 10%|█ | 16/160 [00:36<02:30, 1.05s/it] 39/299 3.97G 0.03674 0.01984 0.0006972 73 640: 10%|█ | 16/160 [00:45<02:30, 1.05s/it] 39/299 3.97G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s]
all 340 813 0.585 0.547 0.552 0.273
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 40/299 3.97G 0.03205 0.01967 0.0003126 73 640: 0%| | 0/160 [00:17<?, ?it/s] 40/299 3.97G 0.03205 0.01967 0.0003126 73 640: 1%| | 1/160 [00:17<46:31, 17.56s/it] 40/299 3.97G 0.03322 0.02041 0.0005321 78 640: 1%| | 1/160 [00:17<46:31, 17.56s/it] 40/299 3.97G 0.03322 0.02041 0.0005321 78 640: 1%|▏ | 2/160 [00:17<19:14, 7.31s/it] 40/299 3.97G 0.03487 0.02009 0.0005384 62 640: 1%|▏ | 2/160 [00:17<19:14, 7.31s/it] 40/299 3.97G 0.03487 0.02009 0.0005384 62 640: 2%|▏ | 3/160 [00:17<10:33, 4.04s/it] 40/299 3.97G 0.03603 0.02031 0.000483 56 640: 2%|▏ | 3/160 [00:17<10:33, 4.04s/it] 40/299 3.97G 0.03603 0.02031 0.000483 56 640: 2%|▎ | 4/160 [00:17<06:28, 2.49s/it] 40/299 3.97G 0.03581 0.01986 0.0004495 50 640: 2%|▎ | 4/160 [00:18<06:28, 2.49s/it] 40/299 3.97G 0.03581 0.01986 0.0004495 50 640: 3%|▎ | 5/160 [00:18<04:13, 1.63s/it] 40/299 3.97G 0.03583 0.01912 0.0004322 51 640: 3%|▎ | 5/160 [00:18<04:13, 1.63s/it] 40/299 3.97G 0.03583 0.01912 0.0004322 51 640: 4%|▍ | 6/160 [00:18<02:52, 1.12s/it] 40/299 3.97G 0.03555 0.0196 0.0004077 65 640: 4%|▍ | 6/160 [00:21<02:52, 1.12s/it] 40/299 3.97G 0.03555 0.0196 0.0004077 65 640: 4%|▍ | 7/160 [00:21<04:57, 1.94s/it] 40/299 3.97G 0.03526 0.01924 0.0005721 55 640: 4%|▍ | 7/160 [00:21<04:57, 1.94s/it] 40/299 3.97G 0.03526 0.01924 0.0005721 55 640: 5%|▌ | 8/160 [00:21<03:27, 1.37s/it] 40/299 3.97G 0.03509 0.01892 0.0005441 58 640: 5%|▌ | 8/160 [00:37<03:27, 1.37s/it] 40/299 3.97G 0.03509 0.01892 0.0005441 58 640: 6%|▌ | 9/160 [00:37<14:36, 5.81s/it] 40/299 3.97G 0.03563 0.0192 0.0005653 60 640: 6%|▌ | 9/160 [00:37<14:36, 5.81s/it] 40/299 3.97G 0.03563 0.0192 0.0005653 60 640: 6%|▋ | 10/160 [00:37<10:07, 4.05s/it] 40/299 3.97G 0.0358 0.01939 0.0005421 80 640: 6%|▋ | 10/160 [00:37<10:07, 4.05s/it] 40/299 3.97G 0.0358 0.01939 0.0005421 80 640: 7%|▋ | 11/160 [00:37<07:05, 2.86s/it] 40/299 3.97G 0.03614 0.01973 0.0005152 77 640: 7%|▋ | 11/160 [00:37<07:05, 2.86s/it] 40/299 3.97G 0.03614 0.01973 0.0005152 77 640: 8%|▊ | 12/160 [00:37<04:59, 2.02s/it] 40/299 3.97G 0.03577 0.01956 0.0005744 54 640: 8%|▊ | 12/160 [00:38<04:59, 2.02s/it] 40/299 3.97G 0.03577 0.01956 0.0005744 54 640: 8%|▊ | 13/160 [00:38<03:32, 1.45s/it] 40/299 3.97G 0.03596 0.01955 0.0005529 58 640: 8%|▊ | 13/160 [00:38<03:32, 1.45s/it] 40/299 3.97G 0.03596 0.01955 0.0005529 58 640: 9%|▉ | 14/160 [00:38<02:32, 1.04s/it] 40/299 3.97G 0.03603 0.01948 0.0005529 75 640: 9%|▉ | 14/160 [00:38<02:32, 1.04s/it] 40/299 3.97G 0.03603 0.01948 0.0005529 75 640: 9%|▉ | 15/160 [00:38<01:52, 1.29it/s] 40/299 3.97G 0.03593 0.01924 0.0005319 41 640: 9%|▉ | 15/160 [00:38<01:52, 1.29it/s] 40/299 3.97G 0.03593 0.01924 0.0005319 41 640: 10%|█ | 16/160 [00:38<01:22, 1.74it/s] 40/299 3.97G 0.03599 0.01942 0.0005221 75 640: 10%|█ | 16/160 [00:55<01:22, 1.74it/s] 40/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.92it/s]
all 340 813 0.53 0.56 0.512 0.251
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 41/299 3.97G 0.03546 0.0196 0.0003159 73 640: 0%| | 0/160 [00:06<?, ?it/s] 41/299 3.97G 0.03546 0.0196 0.0003159 73 640: 1%| | 1/160 [00:06<16:07, 6.09s/it] 41/299 3.97G 0.03794 0.01602 0.0008131 43 640: 1%| | 1/160 [00:08<16:07, 6.09s/it] 41/299 3.97G 0.03794 0.01602 0.0008131 43 640: 1%|▏ | 2/160 [00:08<11:00, 4.18s/it] 41/299 3.97G 0.03775 0.01698 0.001124 61 640: 1%|▏ | 2/160 [00:19<11:00, 4.18s/it] 41/299 3.97G 0.03775 0.01698 0.001124 61 640: 2%|▏ | 3/160 [00:19<18:36, 7.11s/it] 41/299 3.97G 0.03765 0.01852 0.0009721 76 640: 2%|▏ | 3/160 [00:21<18:36, 7.11s/it] 41/299 3.97G 0.03765 0.01852 0.0009721 76 640: 2%|▎ | 4/160 [00:21<12:58, 4.99s/it] 41/299 3.97G 0.03716 0.01888 0.0008233 66 640: 2%|▎ | 4/160 [00:21<12:58, 4.99s/it] 41/299 3.97G 0.03716 0.01888 0.0008233 66 640: 3%|▎ | 5/160 [00:21<08:22, 3.24s/it] 41/299 3.97G 0.03738 0.01892 0.0007678 58 640: 3%|▎ | 5/160 [00:21<08:22, 3.24s/it] 41/299 3.97G 0.03738 0.01892 0.0007678 58 640: 4%|▍ | 6/160 [00:21<05:35, 2.18s/it] 41/299 3.97G 0.03769 0.01918 0.0007072 72 640: 4%|▍ | 6/160 [00:21<05:35, 2.18s/it] 41/299 3.97G 0.03769 0.01918 0.0007072 72 640: 4%|▍ | 7/160 [00:21<03:51, 1.52s/it] 41/299 3.97G 0.03698 0.01885 0.0006589 57 640: 4%|▍ | 7/160 [00:21<03:51, 1.52s/it] 41/299 3.97G 0.03698 0.01885 0.0006589 57 640: 5%|▌ | 8/160 [00:21<02:42, 1.07s/it] 41/299 3.97G 0.03658 0.01877 0.0006206 54 640: 5%|▌ | 8/160 [00:25<02:42, 1.07s/it] 41/299 3.97G 0.03658 0.01877 0.0006206 54 640: 6%|▌ | 9/160 [00:25<05:06, 2.03s/it] 41/299 3.97G 0.03691 0.01919 0.000595 61 640: 6%|▌ | 9/160 [00:27<05:06, 2.03s/it] 41/299 3.97G 0.03691 0.01919 0.000595 61 640: 6%|▋ | 10/160 [00:27<04:59, 2.00s/it] 41/299 3.97G 0.03706 0.01984 0.0006955 111 640: 6%|▋ | 10/160 [00:36<04:59, 2.00s/it] 41/299 3.97G 0.03706 0.01984 0.0006955 111 640: 7%|▋ | 11/160 [00:36<09:55, 4.00s/it] 41/299 3.97G 0.03719 0.01947 0.0007655 51 640: 7%|▋ | 11/160 [00:38<09:55, 4.00s/it] 41/299 3.97G 0.03719 0.01947 0.0007655 51 640: 8%|▊ | 12/160 [00:38<08:35, 3.48s/it] 41/299 3.97G 0.03757 0.01945 0.0007514 65 640: 8%|▊ | 12/160 [00:38<08:35, 3.48s/it] 41/299 3.97G 0.03757 0.01945 0.0007514 65 640: 8%|▊ | 13/160 [00:38<06:02, 2.46s/it] 41/299 3.97G 0.03787 0.01951 0.0007205 65 640: 8%|▊ | 13/160 [00:38<06:02, 2.46s/it] 41/299 3.97G 0.03787 0.01951 0.0007205 65 640: 9%|▉ | 14/160 [00:38<04:16, 1.76s/it] 41/299 3.97G 0.0375 0.01965 0.0006933 78 640: 9%|▉ | 14/160 [00:39<04:16, 1.76s/it] 41/299 3.97G 0.0375 0.01965 0.0006933 78 640: 9%|▉ | 15/160 [00:39<03:04, 1.27s/it] 41/299 3.97G 0.03769 0.01979 0.0007697 63 640: 9%|▉ | 15/160 [00:39<03:04, 1.27s/it] 41/299 3.97G 0.03769 0.01979 0.0007697 63 640: 10%|█ | 16/160 [00:39<02:13, 1.08it/s] 41/299 3.97G 0.03786 0.01981 0.0007441 62 640: 10%|█ | 16/160 [00:44<02:13, 1.08it/s] 41/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:03<00:00, 3.65it/s]
all 340 813 0.555 0.569 0.528 0.25
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 42/299 3.97G 0.03815 0.01311 0.0002425 49 640: 0%| | 0/160 [00:00<?, ?it/s] 42/299 3.97G 0.03815 0.01311 0.0002425 49 640: 1%| | 1/160 [00:00<00:31, 5.00it/s] 42/299 3.97G 0.03796 0.01652 0.002011 66 640: 1%| | 1/160 [00:16<00:31, 5.00it/s] 42/299 3.97G 0.03796 0.01652 0.002011 66 640: 1%|▏ | 2/160 [00:16<24:47, 9.42s/it] 42/299 3.97G 0.03756 0.01656 0.001423 56 640: 1%|▏ | 2/160 [00:18<24:47, 9.42s/it] 42/299 3.97G 0.03756 0.01656 0.001423 56 640: 2%|▏ | 3/160 [00:18<16:05, 6.15s/it] 42/299 3.97G 0.03762 0.01806 0.001146 72 640: 2%|▏ | 3/160 [00:18<16:05, 6.15s/it] 42/299 3.97G 0.03762 0.01806 0.001146 72 640: 2%|▎ | 4/160 [00:18<09:47, 3.77s/it] 42/299 3.97G 0.03698 0.01936 0.001051 92 640: 2%|▎ | 4/160 [00:18<09:47, 3.77s/it] 42/299 3.97G 0.03698 0.01936 0.001051 92 640: 3%|▎ | 5/160 [00:18<06:25, 2.49s/it] 42/299 3.97G 0.03785 0.01973 0.0009146 70 640: 3%|▎ | 5/160 [00:18<06:25, 2.49s/it] 42/299 3.97G 0.03785 0.01973 0.0009146 70 640: 4%|▍ | 6/160 [00:18<04:19, 1.68s/it] 42/299 3.97G 0.03791 0.0205 0.0008305 89 640: 4%|▍ | 6/160 [00:21<04:19, 1.68s/it] 42/299 3.97G 0.03791 0.0205 0.0008305 89 640: 4%|▍ | 7/160 [00:21<05:07, 2.01s/it] 42/299 3.97G 0.03791 0.02037 0.0008882 74 640: 4%|▍ | 7/160 [00:21<05:07, 2.01s/it] 42/299 3.97G 0.03791 0.02037 0.0008882 74 640: 5%|▌ | 8/160 [00:21<03:33, 1.41s/it] 42/299 3.97G 0.03792 0.01995 0.0008259 54 640: 5%|▌ | 8/160 [00:21<03:33, 1.41s/it] 42/299 3.97G 0.03792 0.01995 0.0008259 54 640: 6%|▌ | 9/160 [00:21<02:31, 1.00s/it] 42/299 3.97G 0.03787 0.01984 0.000762 75 640: 6%|▌ | 9/160 [00:32<02:31, 1.00s/it] 42/299 3.97G 0.03787 0.01984 0.000762 75 640: 6%|▋ | 10/160 [00:32<10:25, 4.17s/it] 42/299 3.97G 0.03768 0.01959 0.001053 49 640: 6%|▋ | 10/160 [00:33<10:25, 4.17s/it] 42/299 3.97G 0.03768 0.01959 0.001053 49 640: 7%|▋ | 11/160 [00:33<07:49, 3.15s/it] 42/299 3.97G 0.03741 0.01958 0.0009816 75 640: 7%|▋ | 11/160 [00:33<07:49, 3.15s/it] 42/299 3.97G 0.03741 0.01958 0.0009816 75 640: 8%|▊ | 12/160 [00:33<05:29, 2.23s/it] 42/299 3.97G 0.03741 0.01961 0.0009686 71 640: 8%|▊ | 12/160 [00:39<05:29, 2.23s/it] 42/299 3.97G 0.03741 0.01961 0.0009686 71 640: 8%|▊ | 13/160 [00:39<07:49, 3.19s/it] 42/299 3.97G 0.03741 0.01943 0.0009113 53 640: 8%|▊ | 13/160 [00:39<07:49, 3.19s/it] 42/299 3.97G 0.03741 0.01943 0.0009113 53 640: 9%|▉ | 14/160 [00:39<05:30, 2.27s/it] 42/299 3.97G 0.03759 0.01946 0.000882 87 640: 9%|▉ | 14/160 [00:39<05:30, 2.27s/it] 42/299 3.97G 0.03759 0.01946 0.000882 87 640: 9%|▉ | 15/160 [00:39<03:55, 1.63s/it] 42/299 3.97G 0.03728 0.0195 0.0008456 76 640: 9%|▉ | 15/160 [00:39<03:55, 1.63s/it] 42/299 3.97G 0.03728 0.0195 0.0008456 76 640: 10%|█ | 16/160 [00:39<02:48, 1.17s/it] 42/299 3.97G 0.03732 0.01977 0.0008571 68 640: 10%|█ | 16/160 [00:39<02:48, 1.17s/it] 42/299 3.97G 0.037
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.04it/s]
all 340 813 0.584 0.587 0.56 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 43/299 3.97G 0.03948 0.01697 0.0002711 63 640: 0%| | 0/160 [00:00<?, ?it/s] 43/299 3.97G 0.03948 0.01697 0.0002711 63 640: 1%| | 1/160 [00:00<00:30, 5.30it/s] 43/299 3.97G 0.03846 0.01824 0.0006063 69 640: 1%| | 1/160 [00:17<00:30, 5.30it/s] 43/299 3.97G 0.03846 0.01824 0.0006063 69 640: 1%|▏ | 2/160 [00:17<27:18, 10.37s/it] 43/299 3.97G 0.03912 0.01966 0.0005661 64 640: 1%|▏ | 2/160 [00:17<27:18, 10.37s/it] 43/299 3.97G 0.03912 0.01966 0.0005661 64 640: 2%|▏ | 3/160 [00:17<14:56, 5.71s/it] 43/299 3.97G 0.03789 0.01975 0.0004892 70 640: 2%|▏ | 3/160 [00:17<14:56, 5.71s/it] 43/299 3.97G 0.03789 0.01975 0.0004892 70 640: 2%|▎ | 4/160 [00:17<09:06, 3.50s/it] 43/299 3.97G 0.03739 0.02045 0.001947 82 640: 2%|▎ | 4/160 [00:18<09:06, 3.50s/it] 43/299 3.97G 0.03739 0.02045 0.001947 82 640: 3%|▎ | 5/160 [00:18<05:53, 2.28s/it] 43/299 3.97G 0.03725 0.02018 0.001656 60 640: 3%|▎ | 5/160 [00:18<05:53, 2.28s/it] 43/299 3.97G 0.03725 0.02018 0.001656 60 640: 4%|▍ | 6/160 [00:18<03:57, 1.54s/it] 43/299 3.97G 0.03715 0.02047 0.001505 79 640: 4%|▍ | 6/160 [00:18<03:57, 1.54s/it] 43/299 3.97G 0.03715 0.02047 0.001505 79 640: 4%|▍ | 7/160 [00:18<02:45, 1.08s/it] 43/299 3.97G 0.03645 0.02039 0.001358 70 640: 4%|▍ | 7/160 [00:18<02:45, 1.08s/it] 43/299 3.97G 0.03645 0.02039 0.001358 70 640: 5%|▌ | 8/160 [00:18<01:57, 1.29it/s] 43/299 3.97G 0.03613 0.02055 0.001229 75 640: 5%|▌ | 8/160 [00:18<01:57, 1.29it/s] 43/299 3.97G 0.03613 0.02055 0.001229 75 640: 6%|▌ | 9/160 [00:18<01:25, 1.76it/s] 43/299 3.97G 0.03618 0.02008 0.001141 45 640: 6%|▌ | 9/160 [00:33<01:25, 1.76it/s] 43/299 3.97G 0.03618 0.02008 0.001141 45 640: 6%|▋ | 10/160 [00:33<12:51, 5.15s/it] 43/299 3.97G 0.03616 0.02011 0.001083 61 640: 6%|▋ | 10/160 [00:34<12:51, 5.15s/it] 43/299 3.97G 0.03616 0.02011 0.001083 61 640: 7%|▋ | 11/160 [00:34<08:59, 3.62s/it] 43/299 3.97G 0.03657 0.01998 0.001023 61 640: 7%|▋ | 11/160 [00:34<08:59, 3.62s/it] 43/299 3.97G 0.03657 0.01998 0.001023 61 640: 8%|▊ | 12/160 [00:34<06:18, 2.56s/it] 43/299 3.97G 0.03643 0.0201 0.0009667 69 640: 8%|▊ | 12/160 [00:34<06:18, 2.56s/it] 43/299 3.97G 0.03643 0.0201 0.0009667 69 640: 8%|▊ | 13/160 [00:34<04:27, 1.82s/it] 43/299 3.97G 0.03652 0.02009 0.0009769 76 640: 8%|▊ | 13/160 [00:34<04:27, 1.82s/it] 43/299 3.97G 0.03652 0.02009 0.0009769 76 640: 9%|▉ | 14/160 [00:34<03:10, 1.30s/it] 43/299 3.97G 0.0363 0.02014 0.0009269 83 640: 9%|▉ | 14/160 [00:34<03:10, 1.30s/it] 43/299 3.97G 0.0363 0.02014 0.0009269 83 640: 9%|▉ | 15/160 [00:34<02:18, 1.05it/s] 43/299 3.97G 0.03639 0.02003 0.0008822 60 640: 9%|▉ | 15/160 [00:34<02:18, 1.05it/s] 43/299 3.97G 0.03639 0.02003 0.0008822 60 640: 10%|█ | 16/160 [00:34<01:41, 1.43it/s] 43/299 3.97G 0.0361 0.0197 0.0008505 45 640: 10%|█ | 16/160 [00:34<01:41, 1.43it/s] 43/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.78it/s]
all 340 813 0.584 0.591 0.582 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 44/299 3.97G 0.03854 0.02061 0.0003214 63 640: 0%| | 0/160 [00:00<?, ?it/s] 44/299 3.97G 0.03854 0.02061 0.0003214 63 640: 1%| | 1/160 [00:00<00:26, 6.01it/s] 44/299 3.97G 0.03655 0.01985 0.0003209 58 640: 1%| | 1/160 [00:15<00:26, 6.01it/s] 44/299 3.97G 0.03655 0.01985 0.0003209 58 640: 1%|▏ | 2/160 [00:15<24:11, 9.19s/it] 44/299 3.97G 0.03592 0.01846 0.0006022 62 640: 1%|▏ | 2/160 [00:15<24:11, 9.19s/it] 44/299 3.97G 0.03592 0.01846 0.0006022 62 640: 2%|▏ | 3/160 [00:15<13:14, 5.06s/it] 44/299 3.97G 0.0354 0.01855 0.0005116 70 640: 2%|▏ | 3/160 [00:15<13:14, 5.06s/it] 44/299 3.97G 0.0354 0.01855 0.0005116 70 640: 2%|▎ | 4/160 [00:15<08:05, 3.11s/it] 44/299 3.97G 0.03506 0.01764 0.0004817 43 640: 2%|▎ | 4/160 [00:19<08:05, 3.11s/it] 44/299 3.97G 0.03506 0.01764 0.0004817 43 640: 3%|▎ | 5/160 [00:19<07:59, 3.09s/it] 44/299 3.97G 0.03489 0.01792 0.0004605 54 640: 3%|▎ | 5/160 [00:19<07:59, 3.09s/it] 44/299 3.97G 0.03489 0.01792 0.0004605 54 640: 4%|▍ | 6/160 [00:19<05:20, 2.08s/it] 44/299 3.97G 0.03503 0.01866 0.000476 62 640: 4%|▍ | 6/160 [00:19<05:20, 2.08s/it] 44/299 3.97G 0.03503 0.01866 0.000476 62 640: 4%|▍ | 7/160 [00:19<03:41, 1.45s/it] 44/299 3.97G 0.03493 0.0185 0.0004459 65 640: 4%|▍ | 7/160 [00:19<03:41, 1.45s/it] 44/299 3.97G 0.03493 0.0185 0.0004459 65 640: 5%|▌ | 8/160 [00:19<02:35, 1.02s/it] 44/299 3.97G 0.0351 0.01844 0.0004262 72 640: 5%|▌ | 8/160 [00:19<02:35, 1.02s/it] 44/299 3.97G 0.0351 0.01844 0.0004262 72 640: 6%|▌ | 9/160 [00:19<01:51, 1.35it/s] 44/299 3.97G 0.03531 0.01807 0.0004113 42 640: 6%|▌ | 9/160 [00:29<01:51, 1.35it/s] 44/299 3.97G 0.03531 0.01807 0.0004113 42 640: 6%|▋ | 10/160 [00:29<08:55, 3.57s/it] 44/299 3.97G 0.03525 0.01785 0.000405 57 640: 6%|▋ | 10/160 [00:29<08:55, 3.57s/it] 44/299 3.97G 0.03525 0.01785 0.000405 57 640: 7%|▋ | 11/160 [00:29<06:16, 2.53s/it] 44/299 3.97G 0.03558 0.01773 0.0004471 50 640: 7%|▋ | 11/160 [00:29<06:16, 2.53s/it] 44/299 3.97G 0.03558 0.01773 0.0004471 50 640: 8%|▊ | 12/160 [00:29<04:25, 1.79s/it] 44/299 3.97G 0.03528 0.01749 0.0004406 47 640: 8%|▊ | 12/160 [00:33<04:25, 1.79s/it] 44/299 3.97G 0.03528 0.01749 0.0004406 47 640: 8%|▊ | 13/160 [00:33<05:50, 2.38s/it] 44/299 3.97G 0.03501 0.01762 0.0004338 69 640: 8%|▊ | 13/160 [00:33<05:50, 2.38s/it] 44/299 3.97G 0.03501 0.01762 0.0004338 69 640: 9%|▉ | 14/160 [00:33<04:08, 1.70s/it] 44/299 3.97G 0.03518 0.01787 0.0004222 69 640: 9%|▉ | 14/160 [00:33<04:08, 1.70s/it] 44/299 3.97G 0.03518 0.01787 0.0004222 69 640: 9%|▉ | 15/160 [00:33<02:58, 1.23s/it] 44/299 3.97G 0.03502 0.01769 0.0004158 47 640: 9%|▉ | 15/160 [00:33<02:58, 1.23s/it] 44/299 3.97G 0.03502 0.01769 0.0004158 47 640: 10%|█ | 16/160 [00:33<02:08, 1.12it/s] 44/299 3.97G 0.03475 0.01764 0.0004145 73 640: 10%|█ | 16/160 [00:33<02:08, 1.12it/s] 44/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:02, 4.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:01, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.02it/s]
all 340 813 0.576 0.602 0.581 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 45/299 3.97G 0.03285 0.01855 0.001207 67 640: 0%| | 0/160 [00:00<?, ?it/s] 45/299 3.97G 0.03285 0.01855 0.001207 67 640: 1%| | 1/160 [00:00<00:28, 5.61it/s] 45/299 3.97G 0.03268 0.01844 0.001128 71 640: 1%| | 1/160 [00:02<00:28, 5.61it/s] 45/299 3.97G 0.03268 0.01844 0.001128 71 640: 1%|▏ | 2/160 [00:02<03:25, 1.30s/it] 45/299 3.97G 0.03325 0.01911 0.001018 74 640: 1%|▏ | 2/160 [00:14<03:25, 1.30s/it] 45/299 3.97G 0.03325 0.01911 0.001018 74 640: 2%|▏ | 3/160 [00:14<15:57, 6.10s/it] 45/299 3.97G 0.0346 0.0204 0.0008863 72 640: 2%|▏ | 3/160 [00:14<15:57, 6.10s/it] 45/299 3.97G 0.0346 0.0204 0.0008863 72 640: 2%|▎ | 4/160 [00:14<09:43, 3.74s/it] 45/299 3.97G 0.03436 0.02002 0.0008564 55 640: 2%|▎ | 4/160 [00:18<09:43, 3.74s/it] 45/299 3.97G 0.03436 0.02002 0.0008564 55 640: 3%|▎ | 5/160 [00:18<10:11, 3.94s/it] 45/299 3.97G 0.0347 0.02053 0.0009856 90 640: 3%|▎ | 5/160 [00:18<10:11, 3.94s/it] 45/299 3.97G 0.0347 0.02053 0.0009856 90 640: 4%|▍ | 6/160 [00:18<06:47, 2.64s/it] 45/299 3.97G 0.0344 0.01961 0.0008965 37 640: 4%|▍ | 6/160 [00:18<06:47, 2.64s/it] 45/299 3.97G 0.0344 0.01961 0.0008965 37 640: 4%|▍ | 7/160 [00:18<04:39, 1.83s/it] 45/299 3.97G 0.03449 0.01992 0.001088 74 640: 4%|▍ | 7/160 [00:18<04:39, 1.83s/it] 45/299 3.97G 0.03449 0.01992 0.001088 74 640: 5%|▌ | 8/160 [00:18<03:14, 1.28s/it] 45/299 3.97G 0.03448 0.01969 0.0009903 62 640: 5%|▌ | 8/160 [00:19<03:14, 1.28s/it] 45/299 3.97G 0.03448 0.01969 0.0009903 62 640: 6%|▌ | 9/160 [00:19<02:18, 1.09it/s] 45/299 3.97G 0.03466 0.01983 0.0009204 70 640: 6%|▌ | 9/160 [00:23<02:18, 1.09it/s] 45/299 3.97G 0.03466 0.01983 0.0009204 70 640: 6%|▋ | 10/160 [00:23<04:59, 2.00s/it] 45/299 3.97G 0.03463 0.0197 0.0008545 76 640: 6%|▋ | 10/160 [00:29<04:59, 2.00s/it] 45/299 3.97G 0.03463 0.0197 0.0008545 76 640: 7%|▋ | 11/160 [00:29<08:03, 3.25s/it] 45/299 3.97G 0.0344 0.01898 0.0008015 32 640: 7%|▋ | 11/160 [00:29<08:03, 3.25s/it] 45/299 3.97G 0.0344 0.01898 0.0008015 32 640: 8%|▊ | 12/160 [00:29<05:40, 2.30s/it] 45/299 3.97G 0.03475 0.01874 0.0007707 42 640: 8%|▊ | 12/160 [00:33<05:40, 2.30s/it] 45/299 3.97G 0.03475 0.01874 0.0007707 42 640: 8%|▊ | 13/160 [00:33<06:43, 2.75s/it] 45/299 3.97G 0.03488 0.01871 0.0007353 68 640: 8%|▊ | 13/160 [00:33<06:43, 2.75s/it] 45/299 3.97G 0.03488 0.01871 0.0007353 68 640: 9%|▉ | 14/160 [00:33<04:44, 1.95s/it] 45/299 3.97G 0.03502 0.01846 0.000705 46 640: 9%|▉ | 14/160 [00:33<04:44, 1.95s/it] 45/299 3.97G 0.03502 0.01846 0.000705 46 640: 9%|▉ | 15/160 [00:33<03:23, 1.41s/it] 45/299 3.97G 0.03539 0.01877 0.000695 75 640: 9%|▉ | 15/160 [00:33<03:23, 1.41s/it] 45/299 3.97G 0.03539 0.01877 0.000695 75 640: 10%|█ | 16/160 [00:33<02:26, 1.02s/it] 45/299 3.97G 0.03538 0.01868 0.000667 43 640: 10%|█ | 16/160 [00:33<02:26, 1.02s/it] 45/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s]
all 340 813 0.561 0.55 0.547 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 46/299 3.97G 0.03564 0.02233 0.000192 72 640: 0%| | 0/160 [00:00<?, ?it/s] 46/299 3.97G 0.03564 0.02233 0.000192 72 640: 1%| | 1/160 [00:00<00:30, 5.20it/s] 46/299 3.97G 0.03566 0.02084 0.0004271 74 640: 1%| | 1/160 [00:06<00:30, 5.20it/s] 46/299 3.97G 0.03566 0.02084 0.0004271 74 640: 1%|▏ | 2/160 [00:06<10:01, 3.81s/it] 46/299 3.97G 0.03517 0.01963 0.0003672 69 640: 1%|▏ | 2/160 [00:11<10:01, 3.81s/it] 46/299 3.97G 0.03517 0.01963 0.0003672 69 640: 2%|▏ | 3/160 [00:11<11:53, 4.54s/it] 46/299 3.97G 0.0349 0.01969 0.0004112 83 640: 2%|▏ | 3/160 [00:12<11:53, 4.54s/it] 46/299 3.97G 0.0349 0.01969 0.0004112 83 640: 2%|▎ | 4/160 [00:12<07:19, 2.82s/it] 46/299 3.97G 0.03563 0.01907 0.000375 51 640: 2%|▎ | 4/160 [00:19<07:19, 2.82s/it] 46/299 3.97G 0.03563 0.01907 0.000375 51 640: 3%|▎ | 5/160 [00:19<11:27, 4.43s/it] 46/299 3.97G 0.03584 0.01956 0.0003437 79 640: 3%|▎ | 5/160 [00:19<11:27, 4.43s/it] 46/299 3.97G 0.03584 0.01956 0.0003437 79 640: 4%|▍ | 6/160 [00:19<07:37, 2.97s/it] 46/299 3.97G 0.03496 0.01884 0.0003241 48 640: 4%|▍ | 6/160 [00:19<07:37, 2.97s/it] 46/299 3.97G 0.03496 0.01884 0.0003241 48 640: 4%|▍ | 7/160 [00:19<05:13, 2.05s/it] 46/299 3.97G 0.03445 0.01841 0.0003097 55 640: 4%|▍ | 7/160 [00:19<05:13, 2.05s/it] 46/299 3.97G 0.03445 0.01841 0.0003097 55 640: 5%|▌ | 8/160 [00:19<03:37, 1.43s/it] 46/299 3.97G 0.03444 0.01812 0.0002959 55 640: 5%|▌ | 8/160 [00:19<03:37, 1.43s/it] 46/299 3.97G 0.03444 0.01812 0.0002959 55 640: 6%|▌ | 9/160 [00:19<02:34, 1.02s/it] 46/299 3.97G 0.03432 0.01787 0.0002932 52 640: 6%|▌ | 9/160 [00:24<02:34, 1.02s/it] 46/299 3.97G 0.03432 0.01787 0.0002932 52 640: 6%|▋ | 10/160 [00:24<04:59, 2.00s/it] 46/299 3.97G 0.03461 0.01771 0.0003036 68 640: 6%|▋ | 10/160 [00:28<04:59, 2.00s/it] 46/299 3.97G 0.03461 0.01771 0.0003036 68 640: 7%|▋ | 11/160 [00:28<06:35, 2.65s/it] 46/299 3.97G 0.03471 0.01773 0.0002962 61 640: 7%|▋ | 11/160 [00:28<06:35, 2.65s/it] 46/299 3.97G 0.03471 0.01773 0.0002962 61 640: 8%|▊ | 12/160 [00:28<04:38, 1.88s/it] 46/299 3.97G 0.03482 0.01754 0.0003443 55 640: 8%|▊ | 12/160 [00:35<04:38, 1.88s/it] 46/299 3.97G 0.03482 0.01754 0.0003443 55 640: 8%|▊ | 13/160 [00:35<08:37, 3.52s/it] 46/299 3.97G 0.03518 0.01767 0.0003484 70 640: 8%|▊ | 13/160 [00:35<08:37, 3.52s/it] 46/299 3.97G 0.03518 0.01767 0.0003484 70 640: 9%|▉ | 14/160 [00:35<06:04, 2.50s/it] 46/299 3.97G 0.03523 0.01771 0.0003397 83 640: 9%|▉ | 14/160 [00:35<06:04, 2.50s/it] 46/299 3.97G 0.03523 0.01771 0.0003397 83 640: 9%|▉ | 15/160 [00:35<04:19, 1.79s/it] 46/299 3.97G 0.03502 0.01754 0.0003635 47 640: 9%|▉ | 15/160 [00:36<04:19, 1.79s/it] 46/299 3.97G 0.03502 0.01754 0.0003635 47 640: 10%|█ | 16/160 [00:36<03:05, 1.29s/it] 46/299 3.97G 0.03515 0.01774 0.0003542 77 640: 10%|█ | 16/160 [00:36<03:05, 1.29s/it] 46/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.49it/s]
all 340 813 0.56 0.603 0.568 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 47/299 3.97G 0.03644 0.02212 0.0001955 90 640: 0%| | 0/160 [00:00<?, ?it/s] 47/299 3.97G 0.03644 0.02212 0.0001955 90 640: 1%| | 1/160 [00:00<00:24, 6.37it/s] 47/299 3.97G 0.03658 0.02031 0.000359 54 640: 1%| | 1/160 [00:00<00:24, 6.37it/s] 47/299 3.97G 0.03658 0.02031 0.000359 54 640: 1%|▏ | 2/160 [00:00<00:26, 6.04it/s] 47/299 3.97G 0.03666 0.01885 0.0003035 59 640: 1%|▏ | 2/160 [00:05<00:26, 6.04it/s] 47/299 3.97G 0.03666 0.01885 0.0003035 59 640: 2%|▏ | 3/160 [00:05<06:59, 2.67s/it] 47/299 3.97G 0.03697 0.01833 0.0002872 57 640: 2%|▏ | 3/160 [00:06<06:59, 2.67s/it] 47/299 3.97G 0.03697 0.01833 0.0002872 57 640: 2%|▎ | 4/160 [00:06<04:21, 1.68s/it] 47/299 3.97G 0.03667 0.01988 0.0003021 74 640: 2%|▎ | 4/160 [00:18<04:21, 1.68s/it] 47/299 3.97G 0.03667 0.01988 0.0003021 74 640: 3%|▎ | 5/160 [00:18<14:27, 5.60s/it] 47/299 3.97G 0.03731 0.01967 0.0008138 60 640: 3%|▎ | 5/160 [00:18<14:27, 5.60s/it] 47/299 3.97G 0.03731 0.01967 0.0008138 60 640: 4%|▍ | 6/160 [00:18<09:35, 3.74s/it] 47/299 3.97G 0.0364 0.01902 0.0007284 53 640: 4%|▍ | 6/160 [00:18<09:35, 3.74s/it] 47/299 3.97G 0.0364 0.01902 0.0007284 53 640: 4%|▍ | 7/160 [00:18<06:31, 2.56s/it] 47/299 3.97G 0.03622 0.01862 0.0006579 51 640: 4%|▍ | 7/160 [00:19<06:31, 2.56s/it] 47/299 3.97G 0.03622 0.01862 0.0006579 51 640: 5%|▌ | 8/160 [00:19<04:30, 1.78s/it] 47/299 3.97G 0.03548 0.01827 0.0006227 67 640: 5%|▌ | 8/160 [00:19<04:30, 1.78s/it] 47/299 3.97G 0.03548 0.01827 0.0006227 67 640: 6%|▌ | 9/160 [00:19<03:10, 1.26s/it] 47/299 3.97G 0.03563 0.01821 0.0005899 60 640: 6%|▌ | 9/160 [00:19<03:10, 1.26s/it] 47/299 3.97G 0.03563 0.01821 0.0005899 60 640: 6%|▋ | 10/160 [00:19<02:15, 1.10it/s] 47/299 3.97G 0.03528 0.01804 0.0005773 61 640: 6%|▋ | 10/160 [00:23<02:15, 1.10it/s] 47/299 3.97G 0.03528 0.01804 0.0005773 61 640: 7%|▋ | 11/160 [00:23<04:44, 1.91s/it] 47/299 3.97G 0.03542 0.01848 0.0007621 73 640: 7%|▋ | 11/160 [00:23<04:44, 1.91s/it] 47/299 3.97G 0.03542 0.01848 0.0007621 73 640: 8%|▊ | 12/160 [00:23<03:21, 1.36s/it] 47/299 3.97G 0.03544 0.0185 0.0007258 62 640: 8%|▊ | 12/160 [00:32<03:21, 1.36s/it] 47/299 3.97G 0.03544 0.0185 0.0007258 62 640: 8%|▊ | 13/160 [00:32<08:40, 3.54s/it] 47/299 3.97G 0.03545 0.01849 0.0008275 53 640: 8%|▊ | 13/160 [00:32<08:40, 3.54s/it] 47/299 3.97G 0.03545 0.01849 0.0008275 53 640: 9%|▉ | 14/160 [00:32<06:06, 2.51s/it] 47/299 3.97G 0.03518 0.01839 0.0007834 57 640: 9%|▉ | 14/160 [00:32<06:06, 2.51s/it] 47/299 3.97G 0.03518 0.01839 0.0007834 57 640: 9%|▉ | 15/160 [00:32<04:20, 1.80s/it] 47/299 3.97G 0.03526 0.01817 0.0007561 52 640: 9%|▉ | 15/160 [00:32<04:20, 1.80s/it] 47/299 3.97G 0.03526 0.01817 0.0007561 52 640: 10%|█ | 16/160 [00:32<03:06, 1.29s/it] 47/299 3.97G 0.03539 0.01819 0.0007502 63 640: 10%|█ | 16/160 [00:32<03:06, 1.29s/it] 47/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.12it/s]
all 340 813 0.533 0.55 0.533 0.26
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 48/299 3.97G 0.03717 0.01986 0.0003822 72 640: 0%| | 0/160 [00:00<?, ?it/s] 48/299 3.97G 0.03717 0.01986 0.0003822 72 640: 1%| | 1/160 [00:00<00:25, 6.26it/s] 48/299 3.97G 0.03601 0.01768 0.0003312 51 640: 1%| | 1/160 [00:00<00:25, 6.26it/s] 48/299 3.97G 0.03601 0.01768 0.0003312 51 640: 1%|▏ | 2/160 [00:00<00:25, 6.24it/s] 48/299 3.97G 0.03555 0.0187 0.0002936 62 640: 1%|▏ | 2/160 [00:05<00:25, 6.24it/s] 48/299 3.97G 0.03555 0.0187 0.0002936 62 640: 2%|▏ | 3/160 [00:05<06:28, 2.48s/it] 48/299 3.97G 0.03566 0.02008 0.00027 92 640: 2%|▏ | 3/160 [00:05<06:28, 2.48s/it] 48/299 3.97G 0.03566 0.02008 0.00027 92 640: 2%|▎ | 4/160 [00:05<04:02, 1.56s/it] 48/299 3.97G 0.03577 0.02 0.0002878 60 640: 2%|▎ | 4/160 [00:18<04:02, 1.56s/it] 48/299 3.97G 0.03577 0.02 0.0002878 60 640: 3%|▎ | 5/160 [00:18<14:14, 5.51s/it] 48/299 3.97G 0.0358 0.02069 0.0002833 78 640: 3%|▎ | 5/160 [00:18<14:14, 5.51s/it] 48/299 3.97G 0.0358 0.02069 0.0002833 78 640: 4%|▍ | 6/160 [00:18<09:27, 3.68s/it] 48/299 3.97G 0.03558 0.0207 0.0002877 66 640: 4%|▍ | 6/160 [00:18<09:27, 3.68s/it] 48/299 3.97G 0.03558 0.0207 0.0002877 66 640: 4%|▍ | 7/160 [00:18<06:26, 2.53s/it] 48/299 3.97G 0.03526 0.02037 0.0003417 56 640: 4%|▍ | 7/160 [00:18<06:26, 2.53s/it] 48/299 3.97G 0.03526 0.02037 0.0003417 56 640: 5%|▌ | 8/160 [00:18<04:27, 1.76s/it] 48/299 3.97G 0.03544 0.02006 0.0004259 55 640: 5%|▌ | 8/160 [00:18<04:27, 1.76s/it] 48/299 3.97G 0.03544 0.02006 0.0004259 55 640: 6%|▌ | 9/160 [00:18<03:08, 1.25s/it] 48/299 3.97G 0.03528 0.02025 0.000403 87 640: 6%|▌ | 9/160 [00:18<03:08, 1.25s/it] 48/299 3.97G 0.03528 0.02025 0.000403 87 640: 6%|▋ | 10/160 [00:18<02:14, 1.11it/s] 48/299 3.97G 0.03515 0.02024 0.0004378 73 640: 6%|▋ | 10/160 [00:22<02:14, 1.11it/s] 48/299 3.97G 0.03515 0.02024 0.0004378 73 640: 7%|▋ | 11/160 [00:22<04:21, 1.75s/it] 48/299 3.97G 0.03512 0.02011 0.0004381 57 640: 7%|▋ | 11/160 [00:22<04:21, 1.75s/it] 48/299 3.97G 0.03512 0.02011 0.0004381 57 640: 8%|▊ | 12/160 [00:22<03:05, 1.26s/it] 48/299 3.97G 0.03544 0.01994 0.0004184 52 640: 8%|▊ | 12/160 [00:31<03:05, 1.26s/it] 48/299 3.97G 0.03544 0.01994 0.0004184 52 640: 8%|▊ | 13/160 [00:31<08:36, 3.51s/it] 48/299 3.97G 0.03589 0.02026 0.0004162 73 640: 8%|▊ | 13/160 [00:31<08:36, 3.51s/it] 48/299 3.97G 0.03589 0.02026 0.0004162 73 640: 9%|▉ | 14/160 [00:31<06:03, 2.49s/it] 48/299 3.97G 0.03591 0.02015 0.0004181 67 640: 9%|▉ | 14/160 [00:31<06:03, 2.49s/it] 48/299 3.97G 0.03591 0.02015 0.0004181 67 640: 9%|▉ | 15/160 [00:31<04:17, 1.78s/it] 48/299 3.97G 0.03608 0.01986 0.0004292 50 640: 9%|▉ | 15/160 [00:31<04:17, 1.78s/it] 48/299 3.97G 0.03608 0.01986 0.0004292 50 640: 10%|█ | 16/160 [00:31<03:03, 1.28s/it] 48/299 3.97G 0.03596 0.01974 0.0004222 54 640: 10%|█ | 16/160 [00:31<03:03, 1.28s/it] 48/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 813 0.596 0.55 0.572 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 49/299 3.97G 0.03444 0.01712 0.0003767 60 640: 0%| | 0/160 [00:00<?, ?it/s] 49/299 3.97G 0.03444 0.01712 0.0003767 60 640: 1%| | 1/160 [00:00<00:26, 5.94it/s] 49/299 3.97G 0.03722 0.01783 0.001004 63 640: 1%| | 1/160 [00:00<00:26, 5.94it/s] 49/299 3.97G 0.03722 0.01783 0.001004 63 640: 1%|▏ | 2/160 [00:00<00:26, 5.87it/s] 49/299 3.97G 0.03675 0.01909 0.0007351 70 640: 1%|▏ | 2/160 [00:07<00:26, 5.87it/s] 49/299 3.97G 0.03675 0.01909 0.0007351 70 640: 2%|▏ | 3/160 [00:07<09:08, 3.49s/it] 49/299 3.97G 0.03662 0.01964 0.0006355 64 640: 2%|▏ | 3/160 [00:07<09:08, 3.49s/it] 49/299 3.97G 0.03662 0.01964 0.0006355 64 640: 2%|▎ | 4/160 [00:07<05:39, 2.17s/it] 49/299 3.97G 0.036 0.01978 0.0005439 67 640: 2%|▎ | 4/160 [00:17<05:39, 2.17s/it] 49/299 3.97G 0.036 0.01978 0.0005439 67 640: 3%|▎ | 5/160 [00:17<12:44, 4.93s/it] 49/299 3.97G 0.03604 0.01974 0.0005644 62 640: 3%|▎ | 5/160 [00:17<12:44, 4.93s/it] 49/299 3.97G 0.03604 0.01974 0.0005644 62 640: 4%|▍ | 6/160 [00:17<08:28, 3.30s/it] 49/299 3.97G 0.03586 0.01967 0.0005075 72 640: 4%|▍ | 6/160 [00:18<08:28, 3.30s/it] 49/299 3.97G 0.03586 0.01967 0.0005075 72 640: 4%|▍ | 7/160 [00:18<05:47, 2.27s/it] 49/299 3.97G 0.03585 0.0197 0.0004782 76 640: 4%|▍ | 7/160 [00:18<05:47, 2.27s/it] 49/299 3.97G 0.03585 0.0197 0.0004782 76 640: 5%|▌ | 8/160 [00:18<04:00, 1.59s/it] 49/299 3.97G 0.03534 0.01899 0.0004451 52 640: 5%|▌ | 8/160 [00:18<04:00, 1.59s/it] 49/299 3.97G 0.03534 0.01899 0.0004451 52 640: 6%|▌ | 9/160 [00:18<02:49, 1.13s/it] 49/299 3.97G 0.03513 0.01862 0.0005639 54 640: 6%|▌ | 9/160 [00:18<02:49, 1.13s/it] 49/299 3.97G 0.03513 0.01862 0.0005639 54 640: 6%|▋ | 10/160 [00:18<02:02, 1.23it/s] 49/299 3.97G 0.03517 0.0195 0.0005677 107 640: 6%|▋ | 10/160 [00:23<02:02, 1.23it/s] 49/299 3.97G 0.03517 0.0195 0.0005677 107 640: 7%|▋ | 11/160 [00:23<04:59, 2.01s/it] 49/299 3.97G 0.0355 0.01928 0.0005506 77 640: 7%|▋ | 11/160 [00:23<04:59, 2.01s/it] 49/299 3.97G 0.0355 0.01928 0.0005506 77 640: 8%|▊ | 12/160 [00:23<03:32, 1.44s/it] 49/299 3.97G 0.03558 0.01937 0.000525 71 640: 8%|▊ | 12/160 [00:31<03:32, 1.44s/it] 49/299 3.97G 0.03558 0.01937 0.000525 71 640: 8%|▊ | 13/160 [00:31<08:21, 3.41s/it] 49/299 3.97G 0.03571 0.01911 0.0005405 52 640: 8%|▊ | 13/160 [00:31<08:21, 3.41s/it] 49/299 3.97G 0.03571 0.01911 0.0005405 52 640: 9%|▉ | 14/160 [00:31<05:53, 2.42s/it] 49/299 3.97G 0.03612 0.01909 0.0005202 57 640: 9%|▉ | 14/160 [00:31<05:53, 2.42s/it] 49/299 3.97G 0.03612 0.01909 0.0005202 57 640: 9%|▉ | 15/160 [00:31<04:11, 1.73s/it] 49/299 3.97G 0.03627 0.01896 0.0005039 54 640: 9%|▉ | 15/160 [00:31<04:11, 1.73s/it] 49/299 3.97G 0.03627 0.01896 0.0005039 54 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 49/299 3.97G 0.03642 0.01901 0.0004865 69 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 49/299 3.97G 0.036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.37it/s]
all 340 813 0.608 0.574 0.577 0.279
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 50/299 3.97G 0.03532 0.01557 0.0002974 41 640: 0%| | 0/160 [00:00<?, ?it/s] 50/299 3.97G 0.03532 0.01557 0.0002974 41 640: 1%| | 1/160 [00:00<00:28, 5.59it/s] 50/299 3.97G 0.03768 0.01866 0.0004703 75 640: 1%| | 1/160 [00:00<00:28, 5.59it/s] 50/299 3.97G 0.03768 0.01866 0.0004703 75 640: 1%|▏ | 2/160 [00:00<00:26, 6.05it/s] 50/299 3.97G 0.03867 0.021 0.000399 83 640: 1%|▏ | 2/160 [00:03<00:26, 6.05it/s] 50/299 3.97G 0.03867 0.021 0.000399 83 640: 2%|▏ | 3/160 [00:03<04:19, 1.65s/it] 50/299 3.97G 0.0386 0.0195 0.0005113 46 640: 2%|▏ | 3/160 [00:03<04:19, 1.65s/it] 50/299 3.97G 0.0386 0.0195 0.0005113 46 640: 2%|▎ | 4/160 [00:03<02:45, 1.06s/it] 50/299 3.97G 0.0385 0.02049 0.0004871 78 640: 2%|▎ | 4/160 [00:17<02:45, 1.06s/it] 50/299 3.97G 0.0385 0.02049 0.0004871 78 640: 3%|▎ | 5/160 [00:17<14:39, 5.67s/it] 50/299 3.97G 0.03764 0.02009 0.0004868 53 640: 3%|▎ | 5/160 [00:17<14:39, 5.67s/it] 50/299 3.97G 0.03764 0.02009 0.0004868 53 640: 4%|▍ | 6/160 [00:17<09:43, 3.79s/it] 50/299 3.97G 0.03794 0.01968 0.0004472 52 640: 4%|▍ | 6/160 [00:18<09:43, 3.79s/it] 50/299 3.97G 0.03794 0.01968 0.0004472 52 640: 4%|▍ | 7/160 [00:18<06:36, 2.59s/it] 50/299 3.97G 0.0372 0.01987 0.000429 63 640: 4%|▍ | 7/160 [00:18<06:36, 2.59s/it] 50/299 3.97G 0.0372 0.01987 0.000429 63 640: 5%|▌ | 8/160 [00:18<04:34, 1.80s/it] 50/299 3.97G 0.03663 0.01972 0.0004364 75 640: 5%|▌ | 8/160 [00:18<04:34, 1.80s/it] 50/299 3.97G 0.03663 0.01972 0.0004364 75 640: 6%|▌ | 9/160 [00:18<03:12, 1.27s/it] 50/299 3.97G 0.03628 0.01929 0.0004567 60 640: 6%|▌ | 9/160 [00:18<03:12, 1.27s/it] 50/299 3.97G 0.03628 0.01929 0.0004567 60 640: 6%|▋ | 10/160 [00:18<02:17, 1.09it/s] 50/299 3.97G 0.03592 0.01897 0.0004361 53 640: 6%|▋ | 10/160 [00:21<02:17, 1.09it/s] 50/299 3.97G 0.03592 0.01897 0.0004361 53 640: 7%|▋ | 11/160 [00:21<04:08, 1.66s/it] 50/299 3.97G 0.03616 0.01898 0.000477 48 640: 7%|▋ | 11/160 [00:21<04:08, 1.66s/it] 50/299 3.97G 0.03616 0.01898 0.000477 48 640: 8%|▊ | 12/160 [00:21<02:57, 1.20s/it] 50/299 3.97G 0.03605 0.01861 0.0004662 52 640: 8%|▊ | 12/160 [00:31<02:57, 1.20s/it] 50/299 3.97G 0.03605 0.01861 0.0004662 52 640: 8%|▊ | 13/160 [00:31<09:02, 3.69s/it] 50/299 3.97G 0.03603 0.01841 0.0004861 53 640: 8%|▊ | 13/160 [00:31<09:02, 3.69s/it] 50/299 3.97G 0.03603 0.01841 0.0004861 53 640: 9%|▉ | 14/160 [00:31<06:21, 2.61s/it] 50/299 3.97G 0.03591 0.0184 0.000467 72 640: 9%|▉ | 14/160 [00:31<06:21, 2.61s/it] 50/299 3.97G 0.03591 0.0184 0.000467 72 640: 9%|▉ | 15/160 [00:31<04:30, 1.87s/it] 50/299 3.97G 0.03605 0.0186 0.0004998 76 640: 9%|▉ | 15/160 [00:31<04:30, 1.87s/it] 50/299 3.97G 0.03605 0.0186 0.0004998 76 640: 10%|█ | 16/160 [00:31<03:13, 1.34s/it] 50/299 3.97G 0.03597 0.01864 0.0005058 71 640: 10%|█ | 16/160 [00:31<03:13, 1.34s/it] 50/299 3.97G 0.035
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s]
all 340 813 0.573 0.614 0.58 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 51/299 3.97G 0.03418 0.0128 0.000224 40 640: 0%| | 0/160 [00:00<?, ?it/s] 51/299 3.97G 0.03418 0.0128 0.000224 40 640: 1%| | 1/160 [00:00<00:28, 5.51it/s] 51/299 3.97G 0.03631 0.01684 0.001173 75 640: 1%| | 1/160 [00:00<00:28, 5.51it/s] 51/299 3.97G 0.03631 0.01684 0.001173 75 640: 1%|▏ | 2/160 [00:00<00:26, 5.97it/s] 51/299 3.97G 0.03623 0.0173 0.0008572 44 640: 1%|▏ | 2/160 [00:04<00:26, 5.97it/s] 51/299 3.97G 0.03623 0.0173 0.0008572 44 640: 2%|▏ | 3/160 [00:04<05:04, 1.94s/it] 51/299 3.97G 0.03561 0.01829 0.0009135 70 640: 2%|▏ | 3/160 [00:04<05:04, 1.94s/it] 51/299 3.97G 0.03561 0.01829 0.0009135 70 640: 2%|▎ | 4/160 [00:04<03:11, 1.23s/it] 51/299 3.97G 0.03488 0.01706 0.0008525 41 640: 2%|▎ | 4/160 [00:17<03:11, 1.23s/it] 51/299 3.97G 0.03488 0.01706 0.0008525 41 640: 3%|▎ | 5/160 [00:17<14:09, 5.48s/it] 51/299 3.97G 0.03513 0.01679 0.0007509 53 640: 3%|▎ | 5/160 [00:17<14:09, 5.48s/it] 51/299 3.97G 0.03513 0.01679 0.0007509 53 640: 4%|▍ | 6/160 [00:17<09:24, 3.66s/it] 51/299 3.97G 0.03469 0.01729 0.0007499 84 640: 4%|▍ | 6/160 [00:17<09:24, 3.66s/it] 51/299 3.97G 0.03469 0.01729 0.0007499 84 640: 4%|▍ | 7/160 [00:17<06:23, 2.51s/it] 51/299 3.97G 0.03452 0.01718 0.0006825 57 640: 4%|▍ | 7/160 [00:17<06:23, 2.51s/it] 51/299 3.97G 0.03452 0.01718 0.0006825 57 640: 5%|▌ | 8/160 [00:17<04:25, 1.75s/it] 51/299 3.97G 0.03449 0.01765 0.0006355 78 640: 5%|▌ | 8/160 [00:18<04:25, 1.75s/it] 51/299 3.97G 0.03449 0.01765 0.0006355 78 640: 6%|▌ | 9/160 [00:18<03:06, 1.24s/it] 51/299 3.97G 0.03407 0.01744 0.0006005 63 640: 6%|▌ | 9/160 [00:18<03:06, 1.24s/it] 51/299 3.97G 0.03407 0.01744 0.0006005 63 640: 6%|▋ | 10/160 [00:18<02:13, 1.12it/s] 51/299 3.97G 0.03361 0.01741 0.0005693 60 640: 6%|▋ | 10/160 [00:21<02:13, 1.12it/s] 51/299 3.97G 0.03361 0.01741 0.0005693 60 640: 7%|▋ | 11/160 [00:21<04:18, 1.73s/it] 51/299 3.97G 0.03382 0.01773 0.0005826 90 640: 7%|▋ | 11/160 [00:21<04:18, 1.73s/it] 51/299 3.97G 0.03382 0.01773 0.0005826 90 640: 8%|▊ | 12/160 [00:21<03:04, 1.24s/it] 51/299 3.97G 0.03399 0.01796 0.0005869 86 640: 8%|▊ | 12/160 [00:30<03:04, 1.24s/it] 51/299 3.97G 0.03399 0.01796 0.0005869 86 640: 8%|▊ | 13/160 [00:30<08:39, 3.53s/it] 51/299 3.97G 0.034 0.01796 0.0005611 56 640: 8%|▊ | 13/160 [00:30<08:39, 3.53s/it] 51/299 3.97G 0.034 0.01796 0.0005611 56 640: 9%|▉ | 14/160 [00:30<06:05, 2.50s/it] 51/299 3.97G 0.03389 0.01799 0.0005377 65 640: 9%|▉ | 14/160 [00:30<06:05, 2.50s/it] 51/299 3.97G 0.03389 0.01799 0.0005377 65 640: 9%|▉ | 15/160 [00:30<04:19, 1.79s/it] 51/299 3.97G 0.03395 0.01778 0.0005189 58 640: 9%|▉ | 15/160 [00:31<04:19, 1.79s/it] 51/299 3.97G 0.03395 0.01778 0.0005189 58 640: 10%|█ | 16/160 [00:31<03:05, 1.29s/it] 51/299 3.97G 0.03414 0.01809 0.0005027 63 640: 10%|█ | 16/160 [00:31<03:05, 1.29s/it] 51/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s]
all 340 813 0.546 0.563 0.548 0.279
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 52/299 3.97G 0.03399 0.0138 0.0002211 48 640: 0%| | 0/160 [00:00<?, ?it/s] 52/299 3.97G 0.03399 0.0138 0.0002211 48 640: 1%| | 1/160 [00:00<00:22, 6.92it/s] 52/299 3.97G 0.03174 0.01544 0.0002502 53 640: 1%| | 1/160 [00:00<00:22, 6.92it/s] 52/299 3.97G 0.03174 0.01544 0.0002502 53 640: 1%|▏ | 2/160 [00:00<00:21, 7.32it/s] 52/299 3.97G 0.03158 0.0159 0.0002539 63 640: 1%|▏ | 2/160 [00:06<00:21, 7.32it/s] 52/299 3.97G 0.03158 0.0159 0.0002539 63 640: 2%|▏ | 3/160 [00:06<07:51, 3.00s/it] 52/299 3.97G 0.03221 0.01692 0.0002524 69 640: 2%|▏ | 3/160 [00:06<07:51, 3.00s/it] 52/299 3.97G 0.03221 0.01692 0.0002524 69 640: 2%|▎ | 4/160 [00:06<04:52, 1.87s/it] 52/299 3.97G 0.03259 0.01778 0.0002532 71 640: 2%|▎ | 4/160 [00:17<04:52, 1.87s/it] 52/299 3.97G 0.03259 0.01778 0.0002532 71 640: 3%|▎ | 5/160 [00:17<12:56, 5.01s/it] 52/299 3.97G 0.03335 0.01798 0.0002428 62 640: 3%|▎ | 5/160 [00:17<12:56, 5.01s/it] 52/299 3.97G 0.03335 0.01798 0.0002428 62 640: 4%|▍ | 6/160 [00:17<08:35, 3.35s/it] 52/299 3.97G 0.03341 0.01815 0.0002601 66 640: 4%|▍ | 6/160 [00:17<08:35, 3.35s/it] 52/299 3.97G 0.03341 0.01815 0.0002601 66 640: 4%|▍ | 7/160 [00:17<05:52, 2.30s/it] 52/299 3.97G 0.03307 0.01824 0.0003453 69 640: 4%|▍ | 7/160 [00:17<05:52, 2.30s/it] 52/299 3.97G 0.03307 0.01824 0.0003453 69 640: 5%|▌ | 8/160 [00:17<04:04, 1.61s/it] 52/299 3.97G 0.03255 0.01771 0.0003579 46 640: 5%|▌ | 8/160 [00:17<04:04, 1.61s/it] 52/299 3.97G 0.03255 0.01771 0.0003579 46 640: 6%|▌ | 9/160 [00:17<02:52, 1.14s/it] 52/299 3.97G 0.03307 0.01788 0.0003907 78 640: 6%|▌ | 9/160 [00:18<02:52, 1.14s/it] 52/299 3.97G 0.03307 0.01788 0.0003907 78 640: 6%|▋ | 10/160 [00:18<02:03, 1.21it/s] 52/299 3.97G 0.033 0.01765 0.0004059 55 640: 6%|▋ | 10/160 [00:23<02:03, 1.21it/s] 52/299 3.97G 0.033 0.01765 0.0004059 55 640: 7%|▋ | 11/160 [00:23<05:53, 2.37s/it] 52/299 3.97G 0.03293 0.0178 0.0003881 68 640: 7%|▋ | 11/160 [00:24<05:53, 2.37s/it] 52/299 3.97G 0.03293 0.0178 0.0003881 68 640: 8%|▊ | 12/160 [00:24<04:10, 1.69s/it] 52/299 3.97G 0.03295 0.01777 0.0003823 60 640: 8%|▊ | 12/160 [00:30<04:10, 1.69s/it] 52/299 3.97G 0.03295 0.01777 0.0003823 60 640: 8%|▊ | 13/160 [00:30<08:01, 3.28s/it] 52/299 3.97G 0.03337 0.01801 0.0004076 76 640: 8%|▊ | 13/160 [00:31<08:01, 3.28s/it] 52/299 3.97G 0.03337 0.01801 0.0004076 76 640: 9%|▉ | 14/160 [00:31<05:39, 2.33s/it] 52/299 3.97G 0.03318 0.01768 0.0003925 46 640: 9%|▉ | 14/160 [00:31<05:39, 2.33s/it] 52/299 3.97G 0.03318 0.01768 0.0003925 46 640: 9%|▉ | 15/160 [00:31<04:01, 1.67s/it] 52/299 3.97G 0.03349 0.01778 0.0003782 73 640: 9%|▉ | 15/160 [00:31<04:01, 1.67s/it] 52/299 3.97G 0.03349 0.01778 0.0003782 73 640: 10%|█ | 16/160 [00:31<02:52, 1.20s/it] 52/299 3.97G 0.03336 0.01788 0.0003663 70 640: 10%|█ | 16/160 [00:31<02:52, 1.20s/it] 52/299 3.97G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 6.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:00, 6.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 813 0.631 0.515 0.548 0.267
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 53/299 3.97G 0.03612 0.01675 0.0002924 53 640: 0%| | 0/160 [00:00<?, ?it/s] 53/299 3.97G 0.03612 0.01675 0.0002924 53 640: 1%| | 1/160 [00:00<00:27, 5.72it/s] 53/299 3.97G 0.03631 0.01923 0.0002336 67 640: 1%| | 1/160 [00:00<00:27, 5.72it/s] 53/299 3.97G 0.03631 0.01923 0.0002336 67 640: 1%|▏ | 2/160 [00:00<00:24, 6.46it/s] 53/299 3.97G 0.03506 0.0165 0.0002158 42 640: 1%|▏ | 2/160 [00:10<00:24, 6.46it/s] 53/299 3.97G 0.03506 0.0165 0.0002158 42 640: 2%|▏ | 3/160 [00:10<12:43, 4.86s/it] 53/299 3.97G 0.03556 0.01782 0.0002212 75 640: 2%|▏ | 3/160 [00:10<12:43, 4.86s/it] 53/299 3.97G 0.03556 0.01782 0.0002212 75 640: 2%|▎ | 4/160 [00:10<07:48, 3.00s/it] 53/299 3.97G 0.03487 0.01817 0.0002254 74 640: 2%|▎ | 4/160 [00:17<07:48, 3.00s/it] 53/299 3.97G 0.03487 0.01817 0.0002254 74 640: 3%|▎ | 5/160 [00:17<11:06, 4.30s/it] 53/299 3.97G 0.03475 0.01884 0.0002224 76 640: 3%|▎ | 5/160 [00:17<11:06, 4.30s/it] 53/299 3.97G 0.03475 0.01884 0.0002224 76 640: 4%|▍ | 6/160 [00:17<07:24, 2.88s/it] 53/299 3.97G 0.03449 0.01871 0.0002439 73 640: 4%|▍ | 6/160 [00:17<07:24, 2.88s/it] 53/299 3.97G 0.03449 0.01871 0.0002439 73 640: 4%|▍ | 7/160 [00:17<05:04, 1.99s/it] 53/299 3.97G 0.03458 0.01845 0.0002438 62 640: 4%|▍ | 7/160 [00:17<05:04, 1.99s/it] 53/299 3.97G 0.03458 0.01845 0.0002438 62 640: 5%|▌ | 8/160 [00:17<03:31, 1.39s/it] 53/299 3.97G 0.03432 0.01821 0.0002345 64 640: 5%|▌ | 8/160 [00:18<03:31, 1.39s/it] 53/299 3.97G 0.03432 0.01821 0.0002345 64 640: 6%|▌ | 9/160 [00:18<02:29, 1.01it/s] 53/299 3.97G 0.03422 0.01782 0.0002366 52 640: 6%|▌ | 9/160 [00:19<02:29, 1.01it/s] 53/299 3.97G 0.03422 0.01782 0.0002366 52 640: 6%|▋ | 10/160 [00:19<03:02, 1.22s/it] 53/299 3.97G 0.03396 0.01732 0.000235 45 640: 6%|▋ | 10/160 [00:25<03:02, 1.22s/it] 53/299 3.97G 0.03396 0.01732 0.000235 45 640: 7%|▋ | 11/160 [00:25<06:39, 2.68s/it] 53/299 3.97G 0.03399 0.01763 0.0002362 68 640: 7%|▋ | 11/160 [00:25<06:39, 2.68s/it] 53/299 3.97G 0.03399 0.01763 0.0002362 68 640: 8%|▊ | 12/160 [00:25<04:42, 1.91s/it] 53/299 3.97G 0.03409 0.01737 0.0002404 58 640: 8%|▊ | 12/160 [00:31<04:42, 1.91s/it] 53/299 3.97G 0.03409 0.01737 0.0002404 58 640: 8%|▊ | 13/160 [00:31<07:07, 2.91s/it] 53/299 3.97G 0.0343 0.01727 0.0002374 47 640: 8%|▊ | 13/160 [00:31<07:07, 2.91s/it] 53/299 3.97G 0.0343 0.01727 0.0002374 47 640: 9%|▉ | 14/160 [00:31<05:01, 2.07s/it] 53/299 3.97G 0.03434 0.01742 0.0002348 62 640: 9%|▉ | 14/160 [00:31<05:01, 2.07s/it] 53/299 3.97G 0.03434 0.01742 0.0002348 62 640: 9%|▉ | 15/160 [00:31<03:35, 1.49s/it] 53/299 3.97G 0.03429 0.01745 0.0002341 63 640: 9%|▉ | 15/160 [00:31<03:35, 1.49s/it] 53/299 3.97G 0.03429 0.01745 0.0002341 63 640: 10%|█ | 16/160 [00:31<02:34, 1.08s/it] 53/299 3.97G 0.03423 0.01751 0.0002534 69 640: 10%|█ | 16/160 [00:31<02:34, 1.08s/it] 53/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s]
all 340 813 0.616 0.549 0.577 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 54/299 3.97G 0.03724 0.02233 0.0001998 82 640: 0%| | 0/160 [00:00<?, ?it/s] 54/299 3.97G 0.03724 0.02233 0.0001998 82 640: 1%| | 1/160 [00:00<00:26, 5.96it/s] 54/299 3.97G 0.03782 0.02122 0.001053 70 640: 1%| | 1/160 [00:00<00:26, 5.96it/s] 54/299 3.97G 0.03782 0.02122 0.001053 70 640: 1%|▏ | 2/160 [00:00<00:27, 5.69it/s] 54/299 3.97G 0.03709 0.01878 0.0007515 47 640: 1%|▏ | 2/160 [00:09<00:27, 5.69it/s] 54/299 3.97G 0.03709 0.01878 0.0007515 47 640: 2%|▏ | 3/160 [00:09<11:11, 4.28s/it] 54/299 3.97G 0.03637 0.01819 0.0006067 56 640: 2%|▏ | 3/160 [00:09<11:11, 4.28s/it] 54/299 3.97G 0.03637 0.01819 0.0006067 56 640: 2%|▎ | 4/160 [00:09<06:55, 2.66s/it] 54/299 3.97G 0.03644 0.01815 0.0005887 65 640: 2%|▎ | 4/160 [00:17<06:55, 2.66s/it] 54/299 3.97G 0.03644 0.01815 0.0005887 65 640: 3%|▎ | 5/160 [00:17<11:15, 4.36s/it] 54/299 3.97G 0.03608 0.0176 0.0005284 44 640: 3%|▎ | 5/160 [00:17<11:15, 4.36s/it] 54/299 3.97G 0.03608 0.0176 0.0005284 44 640: 4%|▍ | 6/160 [00:17<07:29, 2.92s/it] 54/299 3.97G 0.03598 0.01768 0.0004988 68 640: 4%|▍ | 6/160 [00:17<07:29, 2.92s/it] 54/299 3.97G 0.03598 0.01768 0.0004988 68 640: 4%|▍ | 7/160 [00:17<05:07, 2.01s/it] 54/299 3.97G 0.03575 0.01733 0.0004634 50 640: 4%|▍ | 7/160 [00:17<05:07, 2.01s/it] 54/299 3.97G 0.03575 0.01733 0.0004634 50 640: 5%|▌ | 8/160 [00:17<03:34, 1.41s/it] 54/299 3.97G 0.03555 0.01774 0.0004364 87 640: 5%|▌ | 8/160 [00:17<03:34, 1.41s/it] 54/299 3.97G 0.03555 0.01774 0.0004364 87 640: 6%|▌ | 9/160 [00:17<02:31, 1.00s/it] 54/299 3.97G 0.03538 0.01787 0.0004137 71 640: 6%|▌ | 9/160 [00:19<02:31, 1.00s/it] 54/299 3.97G 0.03538 0.01787 0.0004137 71 640: 6%|▋ | 10/160 [00:19<02:58, 1.19s/it] 54/299 3.97G 0.03492 0.0179 0.0004949 68 640: 6%|▋ | 10/160 [00:25<02:58, 1.19s/it] 54/299 3.97G 0.03492 0.0179 0.0004949 68 640: 7%|▋ | 11/160 [00:25<06:35, 2.65s/it] 54/299 3.97G 0.03505 0.01776 0.0004682 56 640: 7%|▋ | 11/160 [00:25<06:35, 2.65s/it] 54/299 3.97G 0.03505 0.01776 0.0004682 56 640: 8%|▊ | 12/160 [00:25<04:38, 1.88s/it] 54/299 3.97G 0.03482 0.01795 0.0004448 69 640: 8%|▊ | 12/160 [00:30<04:38, 1.88s/it] 54/299 3.97G 0.03482 0.01795 0.0004448 69 640: 8%|▊ | 13/160 [00:30<07:02, 2.87s/it] 54/299 3.97G 0.0348 0.01759 0.0004329 45 640: 8%|▊ | 13/160 [00:30<07:02, 2.87s/it] 54/299 3.97G 0.0348 0.01759 0.0004329 45 640: 9%|▉ | 14/160 [00:30<04:58, 2.05s/it] 54/299 3.97G 0.03466 0.01782 0.0004136 72 640: 9%|▉ | 14/160 [00:30<04:58, 2.05s/it] 54/299 3.97G 0.03466 0.01782 0.0004136 72 640: 9%|▉ | 15/160 [00:30<03:33, 1.47s/it] 54/299 3.97G 0.03449 0.01769 0.0004123 53 640: 9%|▉ | 15/160 [00:30<03:33, 1.47s/it] 54/299 3.97G 0.03449 0.01769 0.0004123 53 640: 10%|█ | 16/160 [00:30<02:33, 1.07s/it] 54/299 3.97G 0.03413 0.01771 0.0003961 48 640: 10%|█ | 16/160 [00:30<02:33, 1.07s/it] 54/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.59it/s]
all 340 813 0.621 0.61 0.597 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 55/299 3.97G 0.02937 0.01442 0.0001873 53 640: 0%| | 0/160 [00:00<?, ?it/s] 55/299 3.97G 0.02937 0.01442 0.0001873 53 640: 1%| | 1/160 [00:00<00:25, 6.15it/s] 55/299 3.97G 0.03273 0.01464 0.00065 60 640: 1%| | 1/160 [00:00<00:25, 6.15it/s] 55/299 3.97G 0.03273 0.01464 0.00065 60 640: 1%|▏ | 2/160 [00:00<00:24, 6.57it/s] 55/299 3.97G 0.03241 0.01584 0.0005225 79 640: 1%|▏ | 2/160 [00:06<00:24, 6.57it/s] 55/299 3.97G 0.03241 0.01584 0.0005225 79 640: 2%|▏ | 3/160 [00:06<07:03, 2.70s/it] 55/299 3.97G 0.03204 0.01545 0.0004577 51 640: 2%|▏ | 3/160 [00:06<07:03, 2.70s/it] 55/299 3.97G 0.03204 0.01545 0.0004577 51 640: 2%|▎ | 4/160 [00:06<04:25, 1.70s/it] 55/299 3.97G 0.03224 0.01563 0.0004008 51 640: 2%|▎ | 4/160 [00:16<04:25, 1.70s/it] 55/299 3.97G 0.03224 0.01563 0.0004008 51 640: 3%|▎ | 5/160 [00:16<12:32, 4.86s/it] 55/299 3.97G 0.03344 0.01673 0.0003676 78 640: 3%|▎ | 5/160 [00:16<12:32, 4.86s/it] 55/299 3.97G 0.03344 0.01673 0.0003676 78 640: 4%|▍ | 6/160 [00:16<08:20, 3.25s/it] 55/299 3.97G 0.03357 0.01679 0.0003382 67 640: 4%|▍ | 6/160 [00:16<08:20, 3.25s/it] 55/299 3.97G 0.03357 0.01679 0.0003382 67 640: 4%|▍ | 7/160 [00:16<05:41, 2.23s/it] 55/299 3.97G 0.03373 0.01648 0.0004249 48 640: 4%|▍ | 7/160 [00:17<05:41, 2.23s/it] 55/299 3.97G 0.03373 0.01648 0.0004249 48 640: 5%|▌ | 8/160 [00:17<03:57, 1.56s/it] 55/299 3.97G 0.0336 0.01634 0.0004088 60 640: 5%|▌ | 8/160 [00:18<03:57, 1.56s/it] 55/299 3.97G 0.0336 0.01634 0.0004088 60 640: 6%|▌ | 9/160 [00:18<03:58, 1.58s/it] 55/299 3.97G 0.03384 0.0162 0.0003843 63 640: 6%|▌ | 9/160 [00:18<03:58, 1.58s/it] 55/299 3.97G 0.03384 0.0162 0.0003843 63 640: 6%|▋ | 10/160 [00:18<02:49, 1.13s/it] 55/299 3.97G 0.03398 0.01595 0.0004999 36 640: 6%|▋ | 10/160 [00:23<02:49, 1.13s/it] 55/299 3.97G 0.03398 0.01595 0.0004999 36 640: 7%|▋ | 11/160 [00:23<05:33, 2.24s/it] 55/299 3.97G 0.03409 0.01614 0.0005646 69 640: 7%|▋ | 11/160 [00:23<05:33, 2.24s/it] 55/299 3.97G 0.03409 0.01614 0.0005646 69 640: 8%|▊ | 12/160 [00:23<03:55, 1.59s/it] 55/299 3.97G 0.03393 0.01595 0.0005365 53 640: 8%|▊ | 12/160 [00:30<03:55, 1.59s/it] 55/299 3.97G 0.03393 0.01595 0.0005365 53 640: 8%|▊ | 13/160 [00:30<07:30, 3.06s/it] 55/299 3.97G 0.0341 0.01637 0.0005363 69 640: 8%|▊ | 13/160 [00:30<07:30, 3.06s/it] 55/299 3.97G 0.0341 0.01637 0.0005363 69 640: 9%|▉ | 14/160 [00:30<05:17, 2.18s/it] 55/299 3.97G 0.03412 0.01663 0.0005356 73 640: 9%|▉ | 14/160 [00:30<05:17, 2.18s/it] 55/299 3.97G 0.03412 0.01663 0.0005356 73 640: 9%|▉ | 15/160 [00:30<03:46, 1.56s/it] 55/299 3.97G 0.03409 0.01721 0.0005169 87 640: 9%|▉ | 15/160 [00:30<03:46, 1.56s/it] 55/299 3.97G 0.03409 0.01721 0.0005169 87 640: 10%|█ | 16/160 [00:30<02:42, 1.13s/it] 55/299 3.97G 0.03401 0.01717 0.0005046 46 640: 10%|█ | 16/160 [00:32<02:42, 1.13s/it] 55/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.00it/s]
all 340 813 0.582 0.609 0.595 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 56/299 3.97G 0.03728 0.01762 0.0002411 56 640: 0%| | 0/160 [00:02<?, ?it/s] 56/299 3.97G 0.03728 0.01762 0.0002411 56 640: 1%| | 1/160 [00:02<07:29, 2.83s/it] 56/299 3.97G 0.03571 0.01923 0.0003245 79 640: 1%| | 1/160 [00:02<07:29, 2.83s/it] 56/299 3.97G 0.03571 0.01923 0.0003245 79 640: 1%|▏ | 2/160 [00:02<03:17, 1.25s/it] 56/299 3.97G 0.03542 0.01962 0.0002848 76 640: 1%|▏ | 2/160 [00:06<03:17, 1.25s/it] 56/299 3.97G 0.03542 0.01962 0.0002848 76 640: 2%|▏ | 3/160 [00:06<06:25, 2.46s/it] 56/299 3.97G 0.03466 0.02013 0.0002913 84 640: 2%|▏ | 3/160 [00:06<06:25, 2.46s/it] 56/299 3.97G 0.03466 0.02013 0.0002913 84 640: 2%|▎ | 4/160 [00:06<03:59, 1.54s/it] 56/299 3.97G 0.03438 0.01943 0.000313 57 640: 2%|▎ | 4/160 [00:17<03:59, 1.54s/it] 56/299 3.97G 0.03438 0.01943 0.000313 57 640: 3%|▎ | 5/160 [00:17<12:31, 4.85s/it] 56/299 3.97G 0.0349 0.01913 0.0002991 52 640: 3%|▎ | 5/160 [00:17<12:31, 4.85s/it] 56/299 3.97G 0.0349 0.01913 0.0002991 52 640: 4%|▍ | 6/160 [00:17<08:19, 3.24s/it] 56/299 3.97G 0.03457 0.0189 0.0002999 64 640: 4%|▍ | 6/160 [00:17<08:19, 3.24s/it] 56/299 3.97G 0.03457 0.0189 0.0002999 64 640: 4%|▍ | 7/160 [00:17<05:41, 2.23s/it] 56/299 3.97G 0.03444 0.0185 0.0002827 61 640: 4%|▍ | 7/160 [00:18<05:41, 2.23s/it] 56/299 3.97G 0.03444 0.0185 0.0002827 61 640: 5%|▌ | 8/160 [00:18<03:56, 1.56s/it] 56/299 3.97G 0.03428 0.01785 0.0002822 36 640: 5%|▌ | 8/160 [00:20<03:56, 1.56s/it] 56/299 3.97G 0.03428 0.01785 0.0002822 36 640: 6%|▌ | 9/160 [00:20<04:51, 1.93s/it] 56/299 3.97G 0.03416 0.0177 0.0002935 67 640: 6%|▌ | 9/160 [00:20<04:51, 1.93s/it] 56/299 3.97G 0.03416 0.0177 0.0002935 67 640: 6%|▋ | 10/160 [00:20<03:25, 1.37s/it] 56/299 3.97G 0.03413 0.01789 0.000285 59 640: 6%|▋ | 10/160 [00:23<03:25, 1.37s/it] 56/299 3.97G 0.03413 0.01789 0.000285 59 640: 7%|▋ | 11/160 [00:23<04:23, 1.77s/it] 56/299 3.97G 0.0342 0.01818 0.0002792 61 640: 7%|▋ | 11/160 [00:23<04:23, 1.77s/it] 56/299 3.97G 0.0342 0.01818 0.0002792 61 640: 8%|▊ | 12/160 [00:23<03:08, 1.27s/it] 56/299 3.97G 0.03411 0.01812 0.0002793 63 640: 8%|▊ | 12/160 [00:31<03:08, 1.27s/it] 56/299 3.97G 0.03411 0.01812 0.0002793 63 640: 8%|▊ | 13/160 [00:31<07:40, 3.13s/it] 56/299 3.97G 0.03408 0.0185 0.0002874 82 640: 8%|▊ | 13/160 [00:31<07:40, 3.13s/it] 56/299 3.97G 0.03408 0.0185 0.0002874 82 640: 9%|▉ | 14/160 [00:31<05:25, 2.23s/it] 56/299 3.97G 0.03396 0.01844 0.0002876 60 640: 9%|▉ | 14/160 [00:31<05:25, 2.23s/it] 56/299 3.97G 0.03396 0.01844 0.0002876 60 640: 9%|▉ | 15/160 [00:31<03:52, 1.60s/it] 56/299 3.97G 0.03384 0.01838 0.000289 65 640: 9%|▉ | 15/160 [00:31<03:52, 1.60s/it] 56/299 3.97G 0.03384 0.01838 0.000289 65 640: 10%|█ | 16/160 [00:31<02:46, 1.15s/it] 56/299 3.97G 0.03381 0.01818 0.0002813 42 640: 10%|█ | 16/160 [00:34<02:46, 1.15s/it] 56/299 3.97G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s]
all 340 813 0.547 0.574 0.544 0.263
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 57/299 3.97G 0.03496 0.02003 0.000242 79 640: 0%| | 0/160 [00:00<?, ?it/s] 57/299 3.97G 0.03496 0.02003 0.000242 79 640: 1%| | 1/160 [00:00<00:22, 7.07it/s] 57/299 3.97G 0.03603 0.01717 0.0002475 46 640: 1%| | 1/160 [00:00<00:22, 7.07it/s] 57/299 3.97G 0.03603 0.01717 0.0002475 46 640: 1%|▏ | 2/160 [00:00<00:25, 6.08it/s] 57/299 3.97G 0.03477 0.0188 0.0005482 71 640: 1%|▏ | 2/160 [00:04<00:25, 6.08it/s] 57/299 3.97G 0.03477 0.0188 0.0005482 71 640: 2%|▏ | 3/160 [00:04<04:43, 1.80s/it] 57/299 3.97G 0.03507 0.0179 0.0004733 49 640: 2%|▏ | 3/160 [00:04<04:43, 1.80s/it] 57/299 3.97G 0.03507 0.0179 0.0004733 49 640: 2%|▎ | 4/160 [00:04<03:00, 1.16s/it] 57/299 3.97G 0.03463 0.01836 0.0004277 81 640: 2%|▎ | 4/160 [00:18<03:00, 1.16s/it] 57/299 3.97G 0.03463 0.01836 0.0004277 81 640: 3%|▎ | 5/160 [00:18<15:06, 5.85s/it] 57/299 3.97G 0.03406 0.01754 0.0003907 45 640: 3%|▎ | 5/160 [00:18<15:06, 5.85s/it] 57/299 3.97G 0.03406 0.01754 0.0003907 45 640: 4%|▍ | 6/160 [00:18<10:00, 3.90s/it] 57/299 3.97G 0.03417 0.01874 0.0003873 106 640: 4%|▍ | 6/160 [00:18<10:00, 3.90s/it] 57/299 3.97G 0.03417 0.01874 0.0003873 106 640: 4%|▍ | 7/160 [00:18<06:48, 2.67s/it] 57/299 3.97G 0.03377 0.01837 0.0003809 60 640: 4%|▍ | 7/160 [00:18<06:48, 2.67s/it] 57/299 3.97G 0.03377 0.01837 0.0003809 60 640: 5%|▌ | 8/160 [00:18<04:42, 1.86s/it] 57/299 3.97G 0.03367 0.01822 0.0003692 59 640: 5%|▌ | 8/160 [00:18<04:42, 1.86s/it] 57/299 3.97G 0.03367 0.01822 0.0003692 59 640: 6%|▌ | 9/160 [00:18<03:18, 1.32s/it] 57/299 3.97G 0.03372 0.01813 0.0003469 59 640: 6%|▌ | 9/160 [00:19<03:18, 1.32s/it] 57/299 3.97G 0.03372 0.01813 0.0003469 59 640: 6%|▋ | 10/160 [00:19<02:21, 1.06it/s] 57/299 3.97G 0.03362 0.01782 0.0003315 59 640: 6%|▋ | 10/160 [00:21<02:21, 1.06it/s] 57/299 3.97G 0.03362 0.01782 0.0003315 59 640: 7%|▋ | 11/160 [00:21<03:40, 1.48s/it] 57/299 3.97G 0.03378 0.01777 0.0003215 46 640: 7%|▋ | 11/160 [00:21<03:40, 1.48s/it] 57/299 3.97G 0.03378 0.01777 0.0003215 46 640: 8%|▊ | 12/160 [00:21<02:38, 1.07s/it] 57/299 3.97G 0.03394 0.01785 0.0003159 63 640: 8%|▊ | 12/160 [00:31<02:38, 1.07s/it] 57/299 3.97G 0.03394 0.01785 0.0003159 63 640: 8%|▊ | 13/160 [00:31<09:04, 3.70s/it] 57/299 3.97G 0.03413 0.01788 0.0003226 67 640: 8%|▊ | 13/160 [00:31<09:04, 3.70s/it] 57/299 3.97G 0.03413 0.01788 0.0003226 67 640: 9%|▉ | 14/160 [00:31<06:22, 2.62s/it] 57/299 3.97G 0.03434 0.01817 0.0003189 72 640: 9%|▉ | 14/160 [00:31<06:22, 2.62s/it] 57/299 3.97G 0.03434 0.01817 0.0003189 72 640: 9%|▉ | 15/160 [00:31<04:31, 1.87s/it] 57/299 3.97G 0.03421 0.01805 0.000315 67 640: 9%|▉ | 15/160 [00:31<04:31, 1.87s/it] 57/299 3.97G 0.03421 0.01805 0.000315 67 640: 10%|█ | 16/160 [00:31<03:13, 1.35s/it] 57/299 3.97G 0.03409 0.01809 0.0003099 70 640: 10%|█ | 16/160 [00:32<03:13, 1.35s/it] 57/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s]
all 340 813 0.581 0.609 0.598 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 58/299 3.97G 0.03321 0.01925 0.0001605 79 640: 0%| | 0/160 [00:00<?, ?it/s] 58/299 3.97G 0.03321 0.01925 0.0001605 79 640: 1%| | 1/160 [00:00<00:31, 5.06it/s] 58/299 3.97G 0.03383 0.02011 0.0002172 70 640: 1%| | 1/160 [00:00<00:31, 5.06it/s] 58/299 3.97G 0.03383 0.02011 0.0002172 70 640: 1%|▏ | 2/160 [00:00<00:28, 5.46it/s] 58/299 3.97G 0.0346 0.02003 0.0002313 71 640: 1%|▏ | 2/160 [00:00<00:28, 5.46it/s] 58/299 3.97G 0.0346 0.02003 0.0002313 71 640: 2%|▏ | 3/160 [00:00<00:31, 5.05it/s] 58/299 3.97G 0.0345 0.01904 0.0002266 45 640: 2%|▏ | 3/160 [00:00<00:31, 5.05it/s] 58/299 3.97G 0.0345 0.01904 0.0002266 45 640: 2%|▎ | 4/160 [00:00<00:32, 4.84it/s] 58/299 3.97G 0.03434 0.01879 0.0002053 66 640: 2%|▎ | 4/160 [00:17<00:32, 4.84it/s] 58/299 3.97G 0.03434 0.01879 0.0002053 66 640: 3%|▎ | 5/160 [00:17<16:19, 6.32s/it] 58/299 3.97G 0.03454 0.01961 0.000198 88 640: 3%|▎ | 5/160 [00:18<16:19, 6.32s/it] 58/299 3.97G 0.03454 0.01961 0.000198 88 640: 4%|▍ | 6/160 [00:18<10:49, 4.22s/it] 58/299 3.97G 0.03511 0.01908 0.0002244 44 640: 4%|▍ | 6/160 [00:18<10:49, 4.22s/it] 58/299 3.97G 0.03511 0.01908 0.0002244 44 640: 4%|▍ | 7/160 [00:18<07:21, 2.89s/it] 58/299 3.97G 0.03462 0.01881 0.000224 78 640: 4%|▍ | 7/160 [00:18<07:21, 2.89s/it] 58/299 3.97G 0.03462 0.01881 0.000224 78 640: 5%|▌ | 8/160 [00:18<05:04, 2.00s/it] 58/299 3.97G 0.03424 0.01878 0.0002394 70 640: 5%|▌ | 8/160 [00:18<05:04, 2.00s/it] 58/299 3.97G 0.03424 0.01878 0.0002394 70 640: 6%|▌ | 9/160 [00:18<03:33, 1.41s/it] 58/299 3.97G 0.03407 0.0186 0.0002724 48 640: 6%|▌ | 9/160 [00:18<03:33, 1.41s/it] 58/299 3.97G 0.03407 0.0186 0.0002724 48 640: 6%|▋ | 10/160 [00:18<02:32, 1.01s/it] 58/299 3.97G 0.03422 0.01851 0.000264 65 640: 6%|▋ | 10/160 [00:19<02:32, 1.01s/it] 58/299 3.97G 0.03422 0.01851 0.000264 65 640: 7%|▋ | 11/160 [00:19<02:36, 1.05s/it] 58/299 3.97G 0.03436 0.01835 0.0002637 67 640: 7%|▋ | 11/160 [00:19<02:36, 1.05s/it] 58/299 3.97G 0.03436 0.01835 0.0002637 67 640: 8%|▊ | 12/160 [00:19<01:53, 1.31it/s] 58/299 3.97G 0.03406 0.01814 0.0002719 56 640: 8%|▊ | 12/160 [00:30<01:53, 1.31it/s] 58/299 3.97G 0.03406 0.01814 0.0002719 56 640: 8%|▊ | 13/160 [00:30<09:30, 3.88s/it] 58/299 3.97G 0.03401 0.01784 0.0002689 42 640: 8%|▊ | 13/160 [00:31<09:30, 3.88s/it] 58/299 3.97G 0.03401 0.01784 0.0002689 42 640: 9%|▉ | 14/160 [00:31<06:40, 2.75s/it] 58/299 3.97G 0.03405 0.01783 0.0002756 45 640: 9%|▉ | 14/160 [00:31<06:40, 2.75s/it] 58/299 3.97G 0.03405 0.01783 0.0002756 45 640: 9%|▉ | 15/160 [00:31<04:44, 1.96s/it] 58/299 3.97G 0.0341 0.01787 0.0003587 55 640: 9%|▉ | 15/160 [00:31<04:44, 1.96s/it] 58/299 3.97G 0.0341 0.01787 0.0003587 55 640: 10%|█ | 16/160 [00:31<03:22, 1.41s/it] 58/299 3.97G 0.03383 0.01794 0.0003502 81 640: 10%|█ | 16/160 [00:31<03:22, 1.41s/it] 58/299 3.97G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 813 0.602 0.6 0.597 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 59/299 3.97G 0.03184 0.01642 0.0009044 55 640: 0%| | 0/160 [00:00<?, ?it/s] 59/299 3.97G 0.03184 0.01642 0.0009044 55 640: 1%| | 1/160 [00:00<00:25, 6.30it/s] 59/299 3.97G 0.03403 0.01476 0.0006059 39 640: 1%| | 1/160 [00:00<00:25, 6.30it/s] 59/299 3.97G 0.03403 0.01476 0.0006059 39 640: 1%|▏ | 2/160 [00:00<00:23, 6.77it/s] 59/299 3.97G 0.03348 0.01519 0.0004711 71 640: 1%|▏ | 2/160 [00:06<00:23, 6.77it/s] 59/299 3.97G 0.03348 0.01519 0.0004711 71 640: 2%|▏ | 3/160 [00:06<08:05, 3.09s/it] 59/299 3.97G 0.03285 0.01493 0.0004014 51 640: 2%|▏ | 3/160 [00:07<08:05, 3.09s/it] 59/299 3.97G 0.03285 0.01493 0.0004014 51 640: 2%|▎ | 4/160 [00:07<05:01, 1.93s/it] 59/299 3.97G 0.03214 0.0147 0.0003781 49 640: 2%|▎ | 4/160 [00:17<05:01, 1.93s/it] 59/299 3.97G 0.03214 0.0147 0.0003781 49 640: 3%|▎ | 5/160 [00:17<13:18, 5.15s/it] 59/299 3.97G 0.03238 0.01545 0.0004701 64 640: 3%|▎ | 5/160 [00:18<13:18, 5.15s/it] 59/299 3.97G 0.03238 0.01545 0.0004701 64 640: 4%|▍ | 6/160 [00:18<08:50, 3.44s/it] 59/299 3.97G 0.03238 0.01603 0.0004248 70 640: 4%|▍ | 6/160 [00:18<08:50, 3.44s/it] 59/299 3.97G 0.03238 0.01603 0.0004248 70 640: 4%|▍ | 7/160 [00:18<06:01, 2.36s/it] 59/299 3.97G 0.03216 0.01706 0.0004233 90 640: 4%|▍ | 7/160 [00:18<06:01, 2.36s/it] 59/299 3.97G 0.03216 0.01706 0.0004233 90 640: 5%|▌ | 8/160 [00:18<04:10, 1.65s/it] 59/299 3.97G 0.03211 0.01688 0.0004721 49 640: 5%|▌ | 8/160 [00:19<04:10, 1.65s/it] 59/299 3.97G 0.03211 0.01688 0.0004721 49 640: 6%|▌ | 9/160 [00:19<03:42, 1.47s/it] 59/299 3.97G 0.03234 0.01675 0.0008462 53 640: 6%|▌ | 9/160 [00:19<03:42, 1.47s/it] 59/299 3.97G 0.03234 0.01675 0.0008462 53 640: 6%|▋ | 10/160 [00:19<02:37, 1.05s/it] 59/299 3.97G 0.03276 0.01681 0.0007858 55 640: 6%|▋ | 10/160 [00:23<02:37, 1.05s/it] 59/299 3.97G 0.03276 0.01681 0.0007858 55 640: 7%|▋ | 11/160 [00:23<04:55, 1.98s/it] 59/299 3.97G 0.03318 0.01668 0.0007452 51 640: 7%|▋ | 11/160 [00:23<04:55, 1.98s/it] 59/299 3.97G 0.03318 0.01668 0.0007452 51 640: 8%|▊ | 12/160 [00:23<03:29, 1.42s/it] 59/299 3.97G 0.03322 0.01682 0.0007054 61 640: 8%|▊ | 12/160 [00:31<03:29, 1.42s/it] 59/299 3.97G 0.03322 0.01682 0.0007054 61 640: 8%|▊ | 13/160 [00:31<07:56, 3.24s/it] 59/299 3.97G 0.03328 0.01679 0.0007275 70 640: 8%|▊ | 13/160 [00:31<07:56, 3.24s/it] 59/299 3.97G 0.03328 0.01679 0.0007275 70 640: 9%|▉ | 14/160 [00:31<05:36, 2.30s/it] 59/299 3.97G 0.03372 0.01714 0.0006926 91 640: 9%|▉ | 14/160 [00:31<05:36, 2.30s/it] 59/299 3.97G 0.03372 0.01714 0.0006926 91 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 59/299 3.97G 0.03395 0.01717 0.0006634 45 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 59/299 3.97G 0.03395 0.01717 0.0006634 45 640: 10%|█ | 16/160 [00:31<02:51, 1.19s/it] 59/299 3.97G 0.03402 0.01699 0.0006382 42 640: 10%|█ | 16/160 [00:32<02:51, 1.19s/it] 59/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s]
all 340 813 0.573 0.595 0.577 0.293
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 60/299 3.97G 0.03153 0.0162 0.0001669 64 640: 0%| | 0/160 [00:00<?, ?it/s] 60/299 3.97G 0.03153 0.0162 0.0001669 64 640: 1%| | 1/160 [00:00<00:23, 6.81it/s] 60/299 3.97G 0.03341 0.01719 0.0001655 60 640: 1%| | 1/160 [00:00<00:23, 6.81it/s] 60/299 3.97G 0.03341 0.01719 0.0001655 60 640: 1%|▏ | 2/160 [00:00<00:20, 7.65it/s] 60/299 3.97G 0.0344 0.01707 0.0004699 50 640: 1%|▏ | 2/160 [00:03<00:20, 7.65it/s] 60/299 3.97G 0.0344 0.01707 0.0004699 50 640: 2%|▏ | 3/160 [00:03<04:11, 1.60s/it] 60/299 3.97G 0.03374 0.01697 0.0004472 58 640: 2%|▏ | 3/160 [00:03<04:11, 1.60s/it] 60/299 3.97G 0.03374 0.01697 0.0004472 58 640: 2%|▎ | 4/160 [00:03<02:41, 1.04s/it] 60/299 3.97G 0.03326 0.01684 0.0003919 63 640: 2%|▎ | 4/160 [00:17<02:41, 1.04s/it] 60/299 3.97G 0.03326 0.01684 0.0003919 63 640: 3%|▎ | 5/160 [00:17<14:44, 5.71s/it] 60/299 3.97G 0.03354 0.01722 0.0003582 70 640: 3%|▎ | 5/160 [00:17<14:44, 5.71s/it] 60/299 3.97G 0.03354 0.01722 0.0003582 70 640: 4%|▍ | 6/160 [00:17<09:46, 3.81s/it] 60/299 3.97G 0.03348 0.01748 0.0003341 65 640: 4%|▍ | 6/160 [00:18<09:46, 3.81s/it] 60/299 3.97G 0.03348 0.01748 0.0003341 65 640: 4%|▍ | 7/160 [00:18<06:39, 2.61s/it] 60/299 3.97G 0.03366 0.0178 0.0003139 72 640: 4%|▍ | 7/160 [00:18<06:39, 2.61s/it] 60/299 3.97G 0.03366 0.0178 0.0003139 72 640: 5%|▌ | 8/160 [00:18<04:36, 1.82s/it] 60/299 3.97G 0.0338 0.01742 0.0003014 56 640: 5%|▌ | 8/160 [00:18<04:36, 1.82s/it] 60/299 3.97G 0.0338 0.01742 0.0003014 56 640: 6%|▌ | 9/160 [00:18<03:29, 1.38s/it] 60/299 3.97G 0.03355 0.01763 0.0002879 78 640: 6%|▌ | 9/160 [00:18<03:29, 1.38s/it] 60/299 3.97G 0.03355 0.01763 0.0002879 78 640: 6%|▋ | 10/160 [00:18<02:28, 1.01it/s] 60/299 3.97G 0.0336 0.01755 0.0002795 61 640: 6%|▋ | 10/160 [00:22<02:28, 1.01it/s] 60/299 3.97G 0.0336 0.01755 0.0002795 61 640: 7%|▋ | 11/160 [00:22<04:16, 1.72s/it] 60/299 3.97G 0.03329 0.01761 0.0002692 79 640: 7%|▋ | 11/160 [00:22<04:16, 1.72s/it] 60/299 3.97G 0.03329 0.01761 0.0002692 79 640: 8%|▊ | 12/160 [00:22<03:03, 1.24s/it] 60/299 3.97G 0.03343 0.01771 0.0002699 66 640: 8%|▊ | 12/160 [00:31<03:03, 1.24s/it] 60/299 3.97G 0.03343 0.01771 0.0002699 66 640: 8%|▊ | 13/160 [00:31<08:43, 3.56s/it] 60/299 3.97G 0.03334 0.0176 0.0002764 65 640: 8%|▊ | 13/160 [00:31<08:43, 3.56s/it] 60/299 3.97G 0.03334 0.0176 0.0002764 65 640: 9%|▉ | 14/160 [00:31<06:08, 2.53s/it] 60/299 3.97G 0.03327 0.01715 0.0002696 37 640: 9%|▉ | 14/160 [00:31<06:08, 2.53s/it] 60/299 3.97G 0.03327 0.01715 0.0002696 37 640: 9%|▉ | 15/160 [00:31<04:21, 1.81s/it] 60/299 3.97G 0.03308 0.01725 0.0002713 72 640: 9%|▉ | 15/160 [00:31<04:21, 1.81s/it] 60/299 3.97G 0.03308 0.01725 0.0002713 72 640: 10%|█ | 16/160 [00:31<03:06, 1.30s/it] 60/299 3.97G 0.03331 0.01722 0.0002906 68 640: 10%|█ | 16/160 [00:31<03:06, 1.30s/it] 60/299 3.97G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 813 0.627 0.595 0.599 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 61/299 3.97G 0.03603 0.01511 0.0004349 50 640: 0%| | 0/160 [00:00<?, ?it/s] 61/299 3.97G 0.03603 0.01511 0.0004349 50 640: 1%| | 1/160 [00:00<00:23, 6.68it/s] 61/299 3.97G 0.03574 0.01622 0.0003659 72 640: 1%| | 1/160 [00:00<00:23, 6.68it/s] 61/299 3.97G 0.03574 0.01622 0.0003659 72 640: 1%|▏ | 2/160 [00:00<00:25, 6.23it/s] 61/299 3.97G 0.03591 0.01626 0.000324 49 640: 1%|▏ | 2/160 [00:04<00:25, 6.23it/s] 61/299 3.97G 0.03591 0.01626 0.000324 49 640: 2%|▏ | 3/160 [00:04<05:13, 2.00s/it] 61/299 3.97G 0.03576 0.0161 0.0002907 68 640: 2%|▏ | 3/160 [00:04<05:13, 2.00s/it] 61/299 3.97G 0.03576 0.0161 0.0002907 68 640: 2%|▎ | 4/160 [00:04<03:17, 1.27s/it] 61/299 3.97G 0.03486 0.0162 0.0003698 48 640: 2%|▎ | 4/160 [00:17<03:17, 1.27s/it] 61/299 3.97G 0.03486 0.0162 0.0003698 48 640: 3%|▎ | 5/160 [00:17<14:25, 5.58s/it] 61/299 3.97G 0.03529 0.01643 0.0003363 53 640: 3%|▎ | 5/160 [00:17<14:25, 5.58s/it] 61/299 3.97G 0.03529 0.01643 0.0003363 53 640: 4%|▍ | 6/160 [00:18<09:33, 3.72s/it] 61/299 3.97G 0.03443 0.01581 0.0003093 40 640: 4%|▍ | 6/160 [00:18<09:33, 3.72s/it] 61/299 3.97G 0.03443 0.01581 0.0003093 40 640: 4%|▍ | 7/160 [00:18<06:30, 2.56s/it] 61/299 3.97G 0.03481 0.0158 0.0003004 54 640: 4%|▍ | 7/160 [00:18<06:30, 2.56s/it] 61/299 3.97G 0.03481 0.0158 0.0003004 54 640: 5%|▌ | 8/160 [00:18<04:30, 1.78s/it] 61/299 3.97G 0.03431 0.01606 0.0002902 61 640: 5%|▌ | 8/160 [00:18<04:30, 1.78s/it] 61/299 3.97G 0.03431 0.01606 0.0002902 61 640: 6%|▌ | 9/160 [00:18<03:10, 1.26s/it] 61/299 3.97G 0.03486 0.01614 0.0002766 59 640: 6%|▌ | 9/160 [00:18<03:10, 1.26s/it] 61/299 3.97G 0.03486 0.01614 0.0002766 59 640: 6%|▋ | 10/160 [00:18<02:15, 1.10it/s] 61/299 3.97G 0.03488 0.01656 0.0004162 81 640: 6%|▋ | 10/160 [00:22<02:15, 1.10it/s] 61/299 3.97G 0.03488 0.01656 0.0004162 81 640: 7%|▋ | 11/160 [00:22<04:15, 1.71s/it] 61/299 3.97G 0.0351 0.01647 0.0003979 48 640: 7%|▋ | 11/160 [00:22<04:15, 1.71s/it] 61/299 3.97G 0.0351 0.01647 0.0003979 48 640: 8%|▊ | 12/160 [00:22<03:02, 1.23s/it] 61/299 3.97G 0.035 0.01673 0.0004001 68 640: 8%|▊ | 12/160 [00:31<03:02, 1.23s/it] 61/299 3.97G 0.035 0.01673 0.0004001 68 640: 8%|▊ | 13/160 [00:31<08:53, 3.63s/it] 61/299 3.97G 0.03482 0.01727 0.0003844 96 640: 8%|▊ | 13/160 [00:31<08:53, 3.63s/it] 61/299 3.97G 0.03482 0.01727 0.0003844 96 640: 9%|▉ | 14/160 [00:31<06:15, 2.57s/it] 61/299 3.97G 0.03475 0.01741 0.0003705 61 640: 9%|▉ | 14/160 [00:31<06:15, 2.57s/it] 61/299 3.97G 0.03475 0.01741 0.0003705 61 640: 9%|▉ | 15/160 [00:31<04:26, 1.84s/it] 61/299 3.97G 0.03482 0.01734 0.0003662 63 640: 9%|▉ | 15/160 [00:31<04:26, 1.84s/it] 61/299 3.97G 0.03482 0.01734 0.0003662 63 640: 10%|█ | 16/160 [00:31<03:10, 1.32s/it] 61/299 3.97G 0.03482 0.01762 0.0003559 71 640: 10%|█ | 16/160 [00:31<03:10, 1.32s/it] 61/299 3.97G 0.034
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s]
all 340 813 0.552 0.611 0.578 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 62/299 3.97G 0.03333 0.02389 0.000223 93 640: 0%| | 0/160 [00:00<?, ?it/s] 62/299 3.97G 0.03333 0.02389 0.000223 93 640: 1%| | 1/160 [00:00<00:23, 6.89it/s] 62/299 3.97G 0.03558 0.0205 0.0001915 66 640: 1%| | 1/160 [00:00<00:23, 6.89it/s] 62/299 3.97G 0.03558 0.0205 0.0001915 66 640: 1%|▏ | 2/160 [00:00<00:24, 6.43it/s] 62/299 3.97G 0.03479 0.0211 0.0001884 90 640: 1%|▏ | 2/160 [00:04<00:24, 6.43it/s] 62/299 3.97G 0.03479 0.0211 0.0001884 90 640: 2%|▏ | 3/160 [00:04<05:10, 1.98s/it] 62/299 3.97G 0.03378 0.01973 0.0007341 54 640: 2%|▏ | 3/160 [00:04<05:10, 1.98s/it] 62/299 3.97G 0.03378 0.01973 0.0007341 54 640: 2%|▎ | 4/160 [00:04<03:15, 1.25s/it] 62/299 3.97G 0.0344 0.01899 0.0006357 60 640: 2%|▎ | 4/160 [00:17<03:15, 1.25s/it] 62/299 3.97G 0.0344 0.01899 0.0006357 60 640: 3%|▎ | 5/160 [00:17<14:28, 5.60s/it] 62/299 3.97G 0.03424 0.01781 0.0005831 46 640: 3%|▎ | 5/160 [00:18<14:28, 5.60s/it] 62/299 3.97G 0.03424 0.01781 0.0005831 46 640: 4%|▍ | 6/160 [00:18<09:36, 3.74s/it] 62/299 3.97G 0.03452 0.01799 0.0005348 57 640: 4%|▍ | 6/160 [00:18<09:36, 3.74s/it] 62/299 3.97G 0.03452 0.01799 0.0005348 57 640: 4%|▍ | 7/160 [00:18<06:32, 2.57s/it] 62/299 3.97G 0.03405 0.01811 0.0005522 71 640: 4%|▍ | 7/160 [00:18<06:32, 2.57s/it] 62/299 3.97G 0.03405 0.01811 0.0005522 71 640: 5%|▌ | 8/160 [00:18<04:31, 1.79s/it] 62/299 3.97G 0.03391 0.01769 0.0005339 48 640: 5%|▌ | 8/160 [00:18<04:31, 1.79s/it] 62/299 3.97G 0.03391 0.01769 0.0005339 48 640: 6%|▌ | 9/160 [00:18<03:11, 1.26s/it] 62/299 3.97G 0.03374 0.01741 0.0004957 57 640: 6%|▌ | 9/160 [00:18<03:11, 1.26s/it] 62/299 3.97G 0.03374 0.01741 0.0004957 57 640: 6%|▋ | 10/160 [00:18<02:16, 1.10it/s] 62/299 3.97G 0.0338 0.01743 0.0004929 61 640: 6%|▋ | 10/160 [00:22<02:16, 1.10it/s] 62/299 3.97G 0.0338 0.01743 0.0004929 61 640: 7%|▋ | 11/160 [00:22<04:14, 1.71s/it] 62/299 3.97G 0.03388 0.01727 0.0004673 59 640: 7%|▋ | 11/160 [00:22<04:14, 1.71s/it] 62/299 3.97G 0.03388 0.01727 0.0004673 59 640: 8%|▊ | 12/160 [00:22<03:01, 1.23s/it] 62/299 3.97G 0.03371 0.01738 0.0004615 80 640: 8%|▊ | 12/160 [00:31<03:01, 1.23s/it] 62/299 3.97G 0.03371 0.01738 0.0004615 80 640: 8%|▊ | 13/160 [00:31<09:00, 3.68s/it] 62/299 3.97G 0.03343 0.01727 0.0004474 56 640: 8%|▊ | 13/160 [00:31<09:00, 3.68s/it] 62/299 3.97G 0.03343 0.01727 0.0004474 56 640: 9%|▉ | 14/160 [00:31<06:19, 2.60s/it] 62/299 3.97G 0.03326 0.01732 0.0004277 61 640: 9%|▉ | 14/160 [00:31<06:19, 2.60s/it] 62/299 3.97G 0.03326 0.01732 0.0004277 61 640: 9%|▉ | 15/160 [00:31<04:29, 1.86s/it] 62/299 3.97G 0.03344 0.01737 0.0004122 67 640: 9%|▉ | 15/160 [00:31<04:29, 1.86s/it] 62/299 3.97G 0.03344 0.01737 0.0004122 67 640: 10%|█ | 16/160 [00:31<03:12, 1.33s/it] 62/299 3.97G 0.03345 0.01772 0.0004543 90 640: 10%|█ | 16/160 [00:31<03:12, 1.33s/it] 62/299 3.97G 0.033
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s]
all 340 813 0.569 0.608 0.587 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 63/299 3.97G 0.03499 0.01639 0.0001688 63 640: 0%| | 0/160 [00:00<?, ?it/s] 63/299 3.97G 0.03499 0.01639 0.0001688 63 640: 1%| | 1/160 [00:00<00:26, 6.10it/s] 63/299 3.97G 0.03517 0.01549 0.0001869 54 640: 1%| | 1/160 [00:00<00:26, 6.10it/s] 63/299 3.97G 0.03517 0.01549 0.0001869 54 640: 1%|▏ | 2/160 [00:00<00:42, 3.70it/s] 63/299 3.97G 0.03393 0.01535 0.0001693 56 640: 1%|▏ | 2/160 [00:05<00:42, 3.70it/s] 63/299 3.97G 0.03393 0.01535 0.0001693 56 640: 2%|▏ | 3/160 [00:05<06:39, 2.54s/it] 63/299 3.97G 0.03312 0.01491 0.0001662 46 640: 2%|▏ | 3/160 [00:05<06:39, 2.54s/it] 63/299 3.97G 0.03312 0.01491 0.0001662 46 640: 2%|▎ | 4/160 [00:05<04:09, 1.60s/it] 63/299 3.97G 0.03229 0.01583 0.000161 76 640: 2%|▎ | 4/160 [00:18<04:09, 1.60s/it] 63/299 3.97G 0.03229 0.01583 0.000161 76 640: 3%|▎ | 5/160 [00:18<14:09, 5.48s/it] 63/299 3.97G 0.03228 0.01606 0.0001662 55 640: 3%|▎ | 5/160 [00:18<14:09, 5.48s/it] 63/299 3.97G 0.03228 0.01606 0.0001662 55 640: 4%|▍ | 6/160 [00:18<09:23, 3.66s/it] 63/299 3.97G 0.03235 0.01635 0.0001631 56 640: 4%|▍ | 6/160 [00:18<09:23, 3.66s/it] 63/299 3.97G 0.03235 0.01635 0.0001631 56 640: 4%|▍ | 7/160 [00:18<06:23, 2.51s/it] 63/299 3.97G 0.03197 0.01593 0.0001581 40 640: 4%|▍ | 7/160 [00:18<06:23, 2.51s/it] 63/299 3.97G 0.03197 0.01593 0.0001581 40 640: 5%|▌ | 8/160 [00:18<04:25, 1.75s/it] 63/299 3.97G 0.03212 0.01588 0.0001604 59 640: 5%|▌ | 8/160 [00:18<04:25, 1.75s/it] 63/299 3.97G 0.03212 0.01588 0.0001604 59 640: 6%|▌ | 9/160 [00:18<03:06, 1.24s/it] 63/299 3.97G 0.03205 0.01557 0.0001573 51 640: 6%|▌ | 9/160 [00:18<03:06, 1.24s/it] 63/299 3.97G 0.03205 0.01557 0.0001573 51 640: 6%|▋ | 10/160 [00:18<02:13, 1.12it/s] 63/299 3.97G 0.03222 0.01582 0.0001581 67 640: 6%|▋ | 10/160 [00:23<02:13, 1.12it/s] 63/299 3.97G 0.03222 0.01582 0.0001581 67 640: 7%|▋ | 11/160 [00:23<04:40, 1.89s/it] 63/299 3.97G 0.03251 0.01591 0.0001637 53 640: 7%|▋ | 11/160 [00:23<04:40, 1.89s/it] 63/299 3.97G 0.03251 0.01591 0.0001637 53 640: 8%|▊ | 12/160 [00:23<03:19, 1.35s/it] 63/299 3.97G 0.03264 0.01611 0.000162 67 640: 8%|▊ | 12/160 [00:31<03:19, 1.35s/it] 63/299 3.97G 0.03264 0.01611 0.000162 67 640: 8%|▊ | 13/160 [00:31<08:21, 3.41s/it] 63/299 3.97G 0.03264 0.01609 0.0001699 53 640: 8%|▊ | 13/160 [00:31<08:21, 3.41s/it] 63/299 3.97G 0.03264 0.01609 0.0001699 53 640: 9%|▉ | 14/160 [00:31<05:53, 2.42s/it] 63/299 3.97G 0.03253 0.01613 0.0001796 51 640: 9%|▉ | 14/160 [00:31<05:53, 2.42s/it] 63/299 3.97G 0.03253 0.01613 0.0001796 51 640: 9%|▉ | 15/160 [00:31<04:11, 1.73s/it] 63/299 3.97G 0.03246 0.01643 0.0001795 77 640: 9%|▉ | 15/160 [00:31<04:11, 1.73s/it] 63/299 3.97G 0.03246 0.01643 0.0001795 77 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 63/299 3.97G 0.03279 0.01667 0.0001857 72 640: 10%|█ | 16/160 [00:31<02:59, 1.25s/it] 63/299 3.97G 0.032
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.06it/s]
all 340 813 0.612 0.588 0.57 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 64/299 3.97G 0.03022 0.01395 0.0001757 51 640: 0%| | 0/160 [00:00<?, ?it/s] 64/299 3.97G 0.03022 0.01395 0.0001757 51 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 64/299 3.97G 0.03195 0.01589 0.0001948 55 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 64/299 3.97G 0.03195 0.01589 0.0001948 55 640: 1%|▏ | 2/160 [00:00<00:23, 6.67it/s] 64/299 3.97G 0.03254 0.01777 0.0004639 76 640: 1%|▏ | 2/160 [00:06<00:23, 6.67it/s] 64/299 3.97G 0.03254 0.01777 0.0004639 76 640: 2%|▏ | 3/160 [00:06<07:05, 2.71s/it] 64/299 3.97G 0.03198 0.01698 0.0004439 63 640: 2%|▏ | 3/160 [00:06<07:05, 2.71s/it] 64/299 3.97G 0.03198 0.01698 0.0004439 63 640: 2%|▎ | 4/160 [00:06<04:26, 1.71s/it] 64/299 3.97G 0.03123 0.01659 0.0003862 69 640: 2%|▎ | 4/160 [00:18<04:26, 1.71s/it] 64/299 3.97G 0.03123 0.01659 0.0003862 69 640: 3%|▎ | 5/160 [00:18<14:26, 5.59s/it] 64/299 3.97G 0.0317 0.01665 0.0003669 67 640: 3%|▎ | 5/160 [00:18<14:26, 5.59s/it] 64/299 3.97G 0.0317 0.01665 0.0003669 67 640: 4%|▍ | 6/160 [00:18<09:34, 3.73s/it] 64/299 3.97G 0.03159 0.01701 0.0003427 73 640: 4%|▍ | 6/160 [00:18<09:34, 3.73s/it] 64/299 3.97G 0.03159 0.01701 0.0003427 73 640: 4%|▍ | 7/160 [00:18<06:31, 2.56s/it] 64/299 3.97G 0.03181 0.01726 0.0003229 70 640: 4%|▍ | 7/160 [00:19<06:31, 2.56s/it] 64/299 3.97G 0.03181 0.01726 0.0003229 70 640: 5%|▌ | 8/160 [00:19<04:30, 1.78s/it] 64/299 3.97G 0.0319 0.0168 0.0003125 44 640: 5%|▌ | 8/160 [00:19<04:30, 1.78s/it] 64/299 3.97G 0.0319 0.0168 0.0003125 44 640: 6%|▌ | 9/160 [00:19<03:09, 1.26s/it] 64/299 3.97G 0.03181 0.0169 0.000304 75 640: 6%|▌ | 9/160 [00:19<03:09, 1.26s/it] 64/299 3.97G 0.03181 0.0169 0.000304 75 640: 6%|▋ | 10/160 [00:19<02:15, 1.11it/s] 64/299 3.97G 0.03182 0.01734 0.0002955 69 640: 6%|▋ | 10/160 [00:22<02:15, 1.11it/s] 64/299 3.97G 0.03182 0.01734 0.0002955 69 640: 7%|▋ | 11/160 [00:22<04:15, 1.72s/it] 64/299 3.97G 0.03193 0.01722 0.0002868 61 640: 7%|▋ | 11/160 [00:22<04:15, 1.72s/it] 64/299 3.97G 0.03193 0.01722 0.0002868 61 640: 8%|▊ | 12/160 [00:22<03:02, 1.23s/it] 64/299 3.97G 0.03189 0.01691 0.0002868 43 640: 8%|▊ | 12/160 [00:32<03:02, 1.23s/it] 64/299 3.97G 0.03189 0.01691 0.0002868 43 640: 8%|▊ | 13/160 [00:32<08:56, 3.65s/it] 64/299 3.97G 0.03198 0.0168 0.0002909 60 640: 8%|▊ | 13/160 [00:32<08:56, 3.65s/it] 64/299 3.97G 0.03198 0.0168 0.0002909 60 640: 9%|▉ | 14/160 [00:32<06:17, 2.58s/it] 64/299 3.97G 0.03193 0.01692 0.0002826 66 640: 9%|▉ | 14/160 [00:32<06:17, 2.58s/it] 64/299 3.97G 0.03193 0.01692 0.0002826 66 640: 9%|▉ | 15/160 [00:32<04:27, 1.85s/it] 64/299 3.97G 0.03204 0.01693 0.0003268 59 640: 9%|▉ | 15/160 [00:32<04:27, 1.85s/it] 64/299 3.97G 0.03204 0.01693 0.0003268 59 640: 10%|█ | 16/160 [00:32<03:10, 1.33s/it] 64/299 3.97G 0.0319 0.01698 0.0003393 69 640: 10%|█ | 16/160 [00:32<03:10, 1.33s/it] 64/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.07it/s]
all 340 813 0.53 0.566 0.54 0.269
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 65/299 3.97G 0.03194 0.01752 0.001396 70 640: 0%| | 0/160 [00:00<?, ?it/s] 65/299 3.97G 0.03194 0.01752 0.001396 70 640: 1%| | 1/160 [00:00<00:24, 6.51it/s] 65/299 3.97G 0.03195 0.01586 0.0008379 57 640: 1%| | 1/160 [00:00<00:24, 6.51it/s] 65/299 3.97G 0.03195 0.01586 0.0008379 57 640: 1%|▏ | 2/160 [00:00<00:25, 6.17it/s] 65/299 3.97G 0.03173 0.01655 0.0007679 71 640: 1%|▏ | 2/160 [00:04<00:25, 6.17it/s] 65/299 3.97G 0.03173 0.01655 0.0007679 71 640: 2%|▏ | 3/160 [00:04<04:48, 1.84s/it] 65/299 3.97G 0.03219 0.01624 0.0006891 57 640: 2%|▏ | 3/160 [00:04<04:48, 1.84s/it] 65/299 3.97G 0.03219 0.01624 0.0006891 57 640: 2%|▎ | 4/160 [00:04<03:03, 1.17s/it] 65/299 3.97G 0.03281 0.0165 0.0006074 73 640: 2%|▎ | 4/160 [00:18<03:03, 1.17s/it] 65/299 3.97G 0.03281 0.0165 0.0006074 73 640: 3%|▎ | 5/160 [00:18<15:16, 5.91s/it] 65/299 3.97G 0.03248 0.01578 0.0005514 43 640: 3%|▎ | 5/160 [00:18<15:16, 5.91s/it] 65/299 3.97G 0.03248 0.01578 0.0005514 43 640: 4%|▍ | 6/160 [00:18<10:07, 3.95s/it] 65/299 3.97G 0.03255 0.01625 0.0005052 69 640: 4%|▍ | 6/160 [00:18<10:07, 3.95s/it] 65/299 3.97G 0.03255 0.01625 0.0005052 69 640: 4%|▍ | 7/160 [00:18<06:53, 2.70s/it] 65/299 3.97G 0.03231 0.016 0.0004771 50 640: 4%|▍ | 7/160 [00:19<06:53, 2.70s/it] 65/299 3.97G 0.03231 0.016 0.0004771 50 640: 5%|▌ | 8/160 [00:19<04:45, 1.88s/it] 65/299 3.97G 0.03253 0.01593 0.0005229 53 640: 5%|▌ | 8/160 [00:19<04:45, 1.88s/it] 65/299 3.97G 0.03253 0.01593 0.0005229 53 640: 6%|▌ | 9/160 [00:19<03:20, 1.33s/it] 65/299 3.97G 0.03228 0.01554 0.0004967 37 640: 6%|▌ | 9/160 [00:19<03:20, 1.33s/it] 65/299 3.97G 0.03228 0.01554 0.0004967 37 640: 6%|▋ | 10/160 [00:19<02:23, 1.05it/s] 65/299 3.97G 0.03233 0.01546 0.0004936 52 640: 6%|▋ | 10/160 [00:22<02:23, 1.05it/s] 65/299 3.97G 0.03233 0.01546 0.0004936 52 640: 7%|▋ | 11/160 [00:22<03:59, 1.61s/it] 65/299 3.97G 0.03262 0.01568 0.0004731 62 640: 7%|▋ | 11/160 [00:22<03:59, 1.61s/it] 65/299 3.97G 0.03262 0.01568 0.0004731 62 640: 8%|▊ | 12/160 [00:22<02:51, 1.16s/it] 65/299 3.97G 0.03306 0.01581 0.0004647 60 640: 8%|▊ | 12/160 [00:31<02:51, 1.16s/it] 65/299 3.97G 0.03306 0.01581 0.0004647 60 640: 8%|▊ | 13/160 [00:31<08:41, 3.55s/it] 65/299 3.97G 0.03288 0.01577 0.000448 79 640: 8%|▊ | 13/160 [00:31<08:41, 3.55s/it] 65/299 3.97G 0.03288 0.01577 0.000448 79 640: 9%|▉ | 14/160 [00:31<06:07, 2.52s/it] 65/299 3.97G 0.03313 0.01602 0.0004341 67 640: 9%|▉ | 14/160 [00:31<06:07, 2.52s/it] 65/299 3.97G 0.03313 0.01602 0.0004341 67 640: 9%|▉ | 15/160 [00:31<04:21, 1.80s/it] 65/299 3.97G 0.03305 0.01589 0.000431 66 640: 9%|▉ | 15/160 [00:31<04:21, 1.80s/it] 65/299 3.97G 0.03305 0.01589 0.000431 66 640: 10%|█ | 16/160 [00:31<03:06, 1.29s/it] 65/299 3.97G 0.03291 0.0159 0.000426 60 640: 10%|█ | 16/160 [00:32<03:06, 1.29s/it] 65/299 3.97G 0.032
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s]
all 340 813 0.605 0.557 0.56 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 66/299 3.97G 0.03114 0.01735 0.0001468 67 640: 0%| | 0/160 [00:00<?, ?it/s] 66/299 3.97G 0.03114 0.01735 0.0001468 67 640: 1%| | 1/160 [00:00<00:24, 6.46it/s] 66/299 3.97G 0.03369 0.01741 0.0003836 66 640: 1%| | 1/160 [00:00<00:24, 6.46it/s] 66/299 3.97G 0.03369 0.01741 0.0003836 66 640: 1%|▏ | 2/160 [00:00<00:25, 6.18it/s] 66/299 3.97G 0.03256 0.01722 0.0003523 69 640: 1%|▏ | 2/160 [00:07<00:25, 6.18it/s] 66/299 3.97G 0.03256 0.01722 0.0003523 69 640: 2%|▏ | 3/160 [00:07<09:03, 3.46s/it] 66/299 3.97G 0.03117 0.01709 0.0003317 67 640: 2%|▏ | 3/160 [00:07<09:03, 3.46s/it] 66/299 3.97G 0.03117 0.01709 0.0003317 67 640: 2%|▎ | 4/160 [00:07<05:35, 2.15s/it] 66/299 3.97G 0.03156 0.01713 0.0003218 57 640: 2%|▎ | 4/160 [00:17<05:35, 2.15s/it] 66/299 3.97G 0.03156 0.01713 0.0003218 57 640: 3%|▎ | 5/160 [00:17<12:28, 4.83s/it] 66/299 3.97G 0.03149 0.01732 0.0002948 77 640: 3%|▎ | 5/160 [00:17<12:28, 4.83s/it] 66/299 3.97G 0.03149 0.01732 0.0002948 77 640: 4%|▍ | 6/160 [00:17<08:17, 3.23s/it] 66/299 3.97G 0.03127 0.01727 0.0003311 75 640: 4%|▍ | 6/160 [00:17<08:17, 3.23s/it] 66/299 3.97G 0.03127 0.01727 0.0003311 75 640: 4%|▍ | 7/160 [00:17<05:40, 2.22s/it] 66/299 3.97G 0.03162 0.01746 0.0005572 70 640: 4%|▍ | 7/160 [00:17<05:40, 2.22s/it] 66/299 3.97G 0.03162 0.01746 0.0005572 70 640: 5%|▌ | 8/160 [00:17<03:55, 1.55s/it] 66/299 3.97G 0.03172 0.01753 0.0005162 79 640: 5%|▌ | 8/160 [00:17<03:55, 1.55s/it] 66/299 3.97G 0.03172 0.01753 0.0005162 79 640: 6%|▌ | 9/160 [00:17<02:46, 1.10s/it] 66/299 3.97G 0.0321 0.01752 0.0005127 57 640: 6%|▌ | 9/160 [00:18<02:46, 1.10s/it] 66/299 3.97G 0.0321 0.01752 0.0005127 57 640: 6%|▋ | 10/160 [00:18<01:59, 1.25it/s] 66/299 3.97G 0.03218 0.01727 0.0005795 61 640: 6%|▋ | 10/160 [00:23<01:59, 1.25it/s] 66/299 3.97G 0.03218 0.01727 0.0005795 61 640: 7%|▋ | 11/160 [00:23<05:42, 2.30s/it] 66/299 3.97G 0.03219 0.01738 0.0005528 65 640: 7%|▋ | 11/160 [00:23<05:42, 2.30s/it] 66/299 3.97G 0.03219 0.01738 0.0005528 65 640: 8%|▊ | 12/160 [00:23<04:02, 1.64s/it] 66/299 3.97G 0.03262 0.01727 0.0005224 53 640: 8%|▊ | 12/160 [00:30<04:02, 1.64s/it] 66/299 3.97G 0.03262 0.01727 0.0005224 53 640: 8%|▊ | 13/160 [00:30<07:46, 3.17s/it] 66/299 3.97G 0.03264 0.01727 0.0004943 63 640: 8%|▊ | 13/160 [00:30<07:46, 3.17s/it] 66/299 3.97G 0.03264 0.01727 0.0004943 63 640: 9%|▉ | 14/160 [00:30<05:28, 2.25s/it] 66/299 3.97G 0.03265 0.01734 0.0005126 63 640: 9%|▉ | 14/160 [00:30<05:28, 2.25s/it] 66/299 3.97G 0.03265 0.01734 0.0005126 63 640: 9%|▉ | 15/160 [00:30<03:54, 1.62s/it] 66/299 3.97G 0.03264 0.01735 0.0005437 60 640: 9%|▉ | 15/160 [00:30<03:54, 1.62s/it] 66/299 3.97G 0.03264 0.01735 0.0005437 60 640: 10%|█ | 16/160 [00:30<02:47, 1.17s/it] 66/299 3.97G 0.0326 0.01751 0.0005223 81 640: 10%|█ | 16/160 [00:31<02:47, 1.17s/it] 66/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s]
all 340 813 0.61 0.527 0.567 0.278
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 67/299 3.97G 0.03018 0.02028 0.0003237 71 640: 0%| | 0/160 [00:00<?, ?it/s] 67/299 3.97G 0.03018 0.02028 0.0003237 71 640: 1%| | 1/160 [00:00<00:23, 6.87it/s] 67/299 3.97G 0.03038 0.02033 0.0003231 90 640: 1%| | 1/160 [00:00<00:23, 6.87it/s] 67/299 3.97G 0.03038 0.02033 0.0003231 90 640: 1%|▏ | 2/160 [00:00<00:23, 6.79it/s] 67/299 3.97G 0.03067 0.02008 0.0004088 71 640: 1%|▏ | 2/160 [00:06<00:23, 6.79it/s] 67/299 3.97G 0.03067 0.02008 0.0004088 71 640: 2%|▏ | 3/160 [00:06<07:12, 2.75s/it] 67/299 3.97G 0.03069 0.01962 0.0003827 76 640: 2%|▏ | 3/160 [00:06<07:12, 2.75s/it] 67/299 3.97G 0.03069 0.01962 0.0003827 76 640: 2%|▎ | 4/160 [00:06<04:32, 1.75s/it] 67/299 3.97G 0.03126 0.01877 0.0003488 60 640: 2%|▎ | 4/160 [00:17<04:32, 1.75s/it] 67/299 3.97G 0.03126 0.01877 0.0003488 60 640: 3%|▎ | 5/160 [00:17<13:23, 5.19s/it] 67/299 3.97G 0.03177 0.01858 0.0003411 70 640: 3%|▎ | 5/160 [00:17<13:23, 5.19s/it] 67/299 3.97G 0.03177 0.01858 0.0003411 70 640: 4%|▍ | 6/160 [00:17<08:53, 3.46s/it] 67/299 3.97G 0.03125 0.01832 0.0003598 63 640: 4%|▍ | 6/160 [00:17<08:53, 3.46s/it] 67/299 3.97G 0.03125 0.01832 0.0003598 63 640: 4%|▍ | 7/160 [00:17<06:03, 2.38s/it] 67/299 3.97G 0.03097 0.0181 0.000338 67 640: 4%|▍ | 7/160 [00:18<06:03, 2.38s/it] 67/299 3.97G 0.03097 0.0181 0.000338 67 640: 5%|▌ | 8/160 [00:18<04:11, 1.66s/it] 67/299 3.97G 0.03086 0.01763 0.0003217 51 640: 5%|▌ | 8/160 [00:19<04:11, 1.66s/it] 67/299 3.97G 0.03086 0.01763 0.0003217 51 640: 6%|▌ | 9/160 [00:19<03:43, 1.48s/it] 67/299 3.97G 0.03099 0.01742 0.0003487 53 640: 6%|▌ | 9/160 [00:19<03:43, 1.48s/it] 67/299 3.97G 0.03099 0.01742 0.0003487 53 640: 6%|▋ | 10/160 [00:19<02:38, 1.06s/it] 67/299 3.97G 0.03103 0.01757 0.0003325 77 640: 6%|▋ | 10/160 [00:23<02:38, 1.06s/it] 67/299 3.97G 0.03103 0.01757 0.0003325 77 640: 7%|▋ | 11/160 [00:23<04:53, 1.97s/it] 67/299 3.97G 0.03132 0.01718 0.0003181 45 640: 7%|▋ | 11/160 [00:23<04:53, 1.97s/it] 67/299 3.97G 0.03132 0.01718 0.0003181 45 640: 8%|▊ | 12/160 [00:23<03:28, 1.41s/it] 67/299 3.97G 0.03148 0.01704 0.0003191 67 640: 8%|▊ | 12/160 [00:30<03:28, 1.41s/it] 67/299 3.97G 0.03148 0.01704 0.0003191 67 640: 8%|▊ | 13/160 [00:30<07:55, 3.24s/it] 67/299 3.97G 0.03159 0.01723 0.0003125 60 640: 8%|▊ | 13/160 [00:30<07:55, 3.24s/it] 67/299 3.97G 0.03159 0.01723 0.0003125 60 640: 9%|▉ | 14/160 [00:30<05:35, 2.30s/it] 67/299 3.97G 0.03189 0.01725 0.0004288 66 640: 9%|▉ | 14/160 [00:31<05:35, 2.30s/it] 67/299 3.97G 0.03189 0.01725 0.0004288 66 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 67/299 3.97G 0.03191 0.01765 0.0004173 93 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 67/299 3.97G 0.03191 0.01765 0.0004173 93 640: 10%|█ | 16/160 [00:31<02:50, 1.19s/it] 67/299 3.97G 0.03179 0.01747 0.0004023 69 640: 10%|█ | 16/160 [00:32<02:50, 1.19s/it] 67/299 3.97G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s]
all 340 813 0.609 0.569 0.58 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 68/299 3.97G 0.03042 0.01447 0.0001612 67 640: 0%| | 0/160 [00:00<?, ?it/s] 68/299 3.97G 0.03042 0.01447 0.0001612 67 640: 1%| | 1/160 [00:00<00:23, 6.65it/s] 68/299 3.97G 0.03073 0.01501 0.000155 59 640: 1%| | 1/160 [00:00<00:23, 6.65it/s] 68/299 3.97G 0.03073 0.01501 0.000155 59 640: 1%|▏ | 2/160 [00:00<00:25, 6.30it/s] 68/299 3.97G 0.0307 0.01637 0.0001478 76 640: 1%|▏ | 2/160 [00:10<00:25, 6.30it/s] 68/299 3.97G 0.0307 0.01637 0.0001478 76 640: 2%|▏ | 3/160 [00:10<12:31, 4.79s/it] 68/299 3.97G 0.03085 0.01638 0.0001435 69 640: 2%|▏ | 3/160 [00:10<12:31, 4.79s/it] 68/299 3.97G 0.03085 0.01638 0.0001435 69 640: 2%|▎ | 4/160 [00:10<07:39, 2.95s/it] 68/299 3.97G 0.03069 0.01554 0.001063 41 640: 2%|▎ | 4/160 [00:18<07:39, 2.95s/it] 68/299 3.97G 0.03069 0.01554 0.001063 41 640: 3%|▎ | 5/160 [00:18<11:49, 4.57s/it] 68/299 3.97G 0.03099 0.01584 0.0009121 83 640: 3%|▎ | 5/160 [00:18<11:49, 4.57s/it] 68/299 3.97G 0.03099 0.01584 0.0009121 83 640: 4%|▍ | 6/160 [00:18<07:51, 3.06s/it] 68/299 3.97G 0.03178 0.01612 0.0008335 63 640: 4%|▍ | 6/160 [00:18<07:51, 3.06s/it] 68/299 3.97G 0.03178 0.01612 0.0008335 63 640: 4%|▍ | 7/160 [00:18<05:22, 2.11s/it] 68/299 3.97G 0.03171 0.01614 0.0007921 61 640: 4%|▍ | 7/160 [00:18<05:22, 2.11s/it] 68/299 3.97G 0.03171 0.01614 0.0007921 61 640: 5%|▌ | 8/160 [00:18<03:44, 1.47s/it] 68/299 3.97G 0.03199 0.01577 0.0007577 43 640: 5%|▌ | 8/160 [00:19<03:44, 1.47s/it] 68/299 3.97G 0.03199 0.01577 0.0007577 43 640: 6%|▌ | 9/160 [00:19<03:24, 1.36s/it] 68/299 3.97G 0.03149 0.01558 0.0006969 52 640: 6%|▌ | 9/160 [00:19<03:24, 1.36s/it] 68/299 3.97G 0.03149 0.01558 0.0006969 52 640: 6%|▋ | 10/160 [00:19<02:25, 1.03it/s] 68/299 3.97G 0.03157 0.01581 0.0006481 69 640: 6%|▋ | 10/160 [00:25<02:25, 1.03it/s] 68/299 3.97G 0.03157 0.01581 0.0006481 69 640: 7%|▋ | 11/160 [00:25<06:15, 2.52s/it] 68/299 3.97G 0.03186 0.01591 0.00061 73 640: 7%|▋ | 11/160 [00:25<06:15, 2.52s/it] 68/299 3.97G 0.03186 0.01591 0.00061 73 640: 8%|▊ | 12/160 [00:25<04:25, 1.80s/it] 68/299 3.97G 0.03197 0.01612 0.0005723 59 640: 8%|▊ | 12/160 [00:31<04:25, 1.80s/it] 68/299 3.97G 0.03197 0.01612 0.0005723 59 640: 8%|▊ | 13/160 [00:31<07:18, 2.99s/it] 68/299 3.97G 0.03195 0.01637 0.0005452 65 640: 8%|▊ | 13/160 [00:31<07:18, 2.99s/it] 68/299 3.97G 0.03195 0.01637 0.0005452 65 640: 9%|▉ | 14/160 [00:31<05:09, 2.12s/it] 68/299 3.97G 0.03178 0.01656 0.00054 61 640: 9%|▉ | 14/160 [00:31<05:09, 2.12s/it] 68/299 3.97G 0.03178 0.01656 0.00054 61 640: 9%|▉ | 15/160 [00:31<03:40, 1.52s/it] 68/299 3.97G 0.03163 0.01642 0.0005168 53 640: 9%|▉ | 15/160 [00:32<03:40, 1.52s/it] 68/299 3.97G 0.03163 0.01642 0.0005168 53 640: 10%|█ | 16/160 [00:32<02:38, 1.10s/it] 68/299 3.97G 0.03141 0.01661 0.0004983 63 640: 10%|█ | 16/160 [00:33<02:38, 1.10s/it] 68/299 3.97G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.49it/s]
all 340 813 0.591 0.642 0.604 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 69/299 3.97G 0.03056 0.01594 0.001432 48 640: 0%| | 0/160 [00:00<?, ?it/s] 69/299 3.97G 0.03056 0.01594 0.001432 48 640: 1%| | 1/160 [00:00<00:29, 5.35it/s] 69/299 3.97G 0.03072 0.01467 0.0007937 43 640: 1%| | 1/160 [00:00<00:29, 5.35it/s] 69/299 3.97G 0.03072 0.01467 0.0007937 43 640: 1%|▏ | 2/160 [00:00<00:28, 5.55it/s] 69/299 3.97G 0.03151 0.01522 0.0005853 66 640: 1%|▏ | 2/160 [00:05<00:28, 5.55it/s] 69/299 3.97G 0.03151 0.01522 0.0005853 66 640: 2%|▏ | 3/160 [00:05<06:46, 2.59s/it] 69/299 3.97G 0.03187 0.01529 0.0009335 47 640: 2%|▏ | 3/160 [00:05<06:46, 2.59s/it] 69/299 3.97G 0.03187 0.01529 0.0009335 47 640: 2%|▎ | 4/160 [00:05<04:12, 1.62s/it] 69/299 3.97G 0.03123 0.01526 0.0007719 68 640: 2%|▎ | 4/160 [00:17<04:12, 1.62s/it] 69/299 3.97G 0.03123 0.01526 0.0007719 68 640: 3%|▎ | 5/160 [00:17<13:34, 5.26s/it] 69/299 3.97G 0.03115 0.01583 0.0006942 78 640: 3%|▎ | 5/160 [00:17<13:34, 5.26s/it] 69/299 3.97G 0.03115 0.01583 0.0006942 78 640: 4%|▍ | 6/160 [00:17<09:00, 3.51s/it] 69/299 3.97G 0.03086 0.0158 0.0009075 65 640: 4%|▍ | 6/160 [00:17<09:00, 3.51s/it] 69/299 3.97G 0.03086 0.0158 0.0009075 65 640: 4%|▍ | 7/160 [00:17<06:09, 2.41s/it] 69/299 3.97G 0.03111 0.01646 0.0008192 72 640: 4%|▍ | 7/160 [00:18<06:09, 2.41s/it] 69/299 3.97G 0.03111 0.01646 0.0008192 72 640: 5%|▌ | 8/160 [00:18<04:15, 1.68s/it] 69/299 3.97G 0.03105 0.01762 0.0007524 114 640: 5%|▌ | 8/160 [00:18<04:15, 1.68s/it] 69/299 3.97G 0.03105 0.01762 0.0007524 114 640: 6%|▌ | 9/160 [00:18<03:00, 1.19s/it] 69/299 3.97G 0.03109 0.01735 0.0006931 47 640: 6%|▌ | 9/160 [00:18<03:00, 1.19s/it] 69/299 3.97G 0.03109 0.01735 0.0006931 47 640: 6%|▋ | 10/160 [00:18<02:08, 1.16it/s] 69/299 3.97G 0.03136 0.01724 0.0006737 60 640: 6%|▋ | 10/160 [00:22<02:08, 1.16it/s] 69/299 3.97G 0.03136 0.01724 0.0006737 60 640: 7%|▋ | 11/160 [00:22<04:30, 1.82s/it] 69/299 3.97G 0.03142 0.01712 0.0006392 64 640: 7%|▋ | 11/160 [00:22<04:30, 1.82s/it] 69/299 3.97G 0.03142 0.01712 0.0006392 64 640: 8%|▊ | 12/160 [00:22<03:12, 1.30s/it] 69/299 3.97G 0.03153 0.01734 0.000604 84 640: 8%|▊ | 12/160 [00:30<03:12, 1.30s/it] 69/299 3.97G 0.03153 0.01734 0.000604 84 640: 8%|▊ | 13/160 [00:30<08:27, 3.45s/it] 69/299 3.97G 0.03158 0.0174 0.0005777 60 640: 8%|▊ | 13/160 [00:30<08:27, 3.45s/it] 69/299 3.97G 0.03158 0.0174 0.0005777 60 640: 9%|▉ | 14/160 [00:30<05:57, 2.45s/it] 69/299 3.97G 0.03197 0.01755 0.0005506 70 640: 9%|▉ | 14/160 [00:31<05:57, 2.45s/it] 69/299 3.97G 0.03197 0.01755 0.0005506 70 640: 9%|▉ | 15/160 [00:31<04:14, 1.75s/it] 69/299 3.97G 0.03205 0.01755 0.0005691 62 640: 9%|▉ | 15/160 [00:31<04:14, 1.75s/it] 69/299 3.97G 0.03205 0.01755 0.0005691 62 640: 10%|█ | 16/160 [00:31<03:01, 1.26s/it] 69/299 3.97G 0.0319 0.01744 0.0005454 68 640: 10%|█ | 16/160 [00:31<03:01, 1.26s/it] 69/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s]
all 340 813 0.631 0.563 0.587 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 70/299 3.97G 0.03253 0.01796 0.001952 63 640: 0%| | 0/160 [00:00<?, ?it/s] 70/299 3.97G 0.03253 0.01796 0.001952 63 640: 1%| | 1/160 [00:00<02:09, 1.23it/s] 70/299 3.97G 0.0321 0.01737 0.001251 54 640: 1%| | 1/160 [00:00<02:09, 1.23it/s] 70/299 3.97G 0.0321 0.01737 0.001251 54 640: 1%|▏ | 2/160 [00:00<01:07, 2.33it/s] 70/299 3.97G 0.0312 0.01791 0.000898 59 640: 1%|▏ | 2/160 [00:11<01:07, 2.33it/s] 70/299 3.97G 0.0312 0.01791 0.000898 59 640: 2%|▏ | 3/160 [00:11<12:48, 4.89s/it] 70/299 3.97G 0.03118 0.01669 0.0007188 54 640: 2%|▏ | 3/160 [00:11<12:48, 4.89s/it] 70/299 3.97G 0.03118 0.01669 0.0007188 54 640: 2%|▎ | 4/160 [00:11<07:51, 3.02s/it] 70/299 3.97G 0.03169 0.01787 0.0008953 73 640: 2%|▎ | 4/160 [00:18<07:51, 3.02s/it] 70/299 3.97G 0.03169 0.01787 0.0008953 73 640: 3%|▎ | 5/160 [00:18<11:19, 4.39s/it] 70/299 3.97G 0.03222 0.01707 0.0007718 43 640: 3%|▎ | 5/160 [00:18<11:19, 4.39s/it] 70/299 3.97G 0.03222 0.01707 0.0007718 43 640: 4%|▍ | 6/160 [00:18<07:32, 2.94s/it] 70/299 3.97G 0.03205 0.01651 0.0006957 49 640: 4%|▍ | 6/160 [00:18<07:32, 2.94s/it] 70/299 3.97G 0.03205 0.01651 0.0006957 49 640: 4%|▍ | 7/160 [00:18<05:09, 2.02s/it] 70/299 3.97G 0.03248 0.01655 0.0006879 66 640: 4%|▍ | 7/160 [00:18<05:09, 2.02s/it] 70/299 3.97G 0.03248 0.01655 0.0006879 66 640: 5%|▌ | 8/160 [00:18<03:34, 1.41s/it] 70/299 3.97G 0.03277 0.01692 0.0006415 79 640: 5%|▌ | 8/160 [00:20<03:34, 1.41s/it] 70/299 3.97G 0.03277 0.01692 0.0006415 79 640: 6%|▌ | 9/160 [00:20<03:42, 1.48s/it] 70/299 3.97G 0.03327 0.01648 0.0006166 42 640: 6%|▌ | 9/160 [00:20<03:42, 1.48s/it] 70/299 3.97G 0.03327 0.01648 0.0006166 42 640: 6%|▋ | 10/160 [00:20<02:38, 1.06s/it] 70/299 3.97G 0.03275 0.0161 0.000576 42 640: 6%|▋ | 10/160 [00:25<02:38, 1.06s/it] 70/299 3.97G 0.03275 0.0161 0.000576 42 640: 7%|▋ | 11/160 [00:25<05:33, 2.24s/it] 70/299 3.97G 0.03252 0.01592 0.0005402 54 640: 7%|▋ | 11/160 [00:25<05:33, 2.24s/it] 70/299 3.97G 0.03252 0.01592 0.0005402 54 640: 8%|▊ | 12/160 [00:25<03:55, 1.59s/it] 70/299 3.97G 0.0323 0.0161 0.0005242 57 640: 8%|▊ | 12/160 [00:31<03:55, 1.59s/it] 70/299 3.97G 0.0323 0.0161 0.0005242 57 640: 8%|▊ | 13/160 [00:31<07:09, 2.92s/it] 70/299 3.97G 0.03204 0.016 0.0004998 56 640: 8%|▊ | 13/160 [00:31<07:09, 2.92s/it] 70/299 3.97G 0.03204 0.016 0.0004998 56 640: 9%|▉ | 14/160 [00:31<05:03, 2.08s/it] 70/299 3.97G 0.03217 0.01599 0.0005077 58 640: 9%|▉ | 14/160 [00:31<05:03, 2.08s/it] 70/299 3.97G 0.03217 0.01599 0.0005077 58 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 70/299 3.97G 0.03226 0.01595 0.0004862 69 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 70/299 3.97G 0.03226 0.01595 0.0004862 69 640: 10%|█ | 16/160 [00:31<02:35, 1.08s/it] 70/299 3.97G 0.03243 0.01608 0.0004692 73 640: 10%|█ | 16/160 [00:33<02:35, 1.08s/it] 70/299 3.97G 0.032
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s]
all 340 813 0.579 0.57 0.557 0.289
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 71/299 3.97G 0.03208 0.01725 0.0001736 56 640: 0%| | 0/160 [00:00<?, ?it/s] 71/299 3.97G 0.03208 0.01725 0.0001736 56 640: 1%| | 1/160 [00:00<00:28, 5.57it/s] 71/299 3.97G 0.0314 0.01904 0.000178 104 640: 1%| | 1/160 [00:00<00:28, 5.57it/s] 71/299 3.97G 0.0314 0.01904 0.000178 104 640: 1%|▏ | 2/160 [00:00<00:23, 6.59it/s] 71/299 3.97G 0.03227 0.01887 0.0002368 74 640: 1%|▏ | 2/160 [00:03<00:23, 6.59it/s] 71/299 3.97G 0.03227 0.01887 0.0002368 74 640: 2%|▏ | 3/160 [00:03<03:39, 1.40s/it] 71/299 3.97G 0.03297 0.0188 0.0006187 65 640: 2%|▏ | 3/160 [00:03<03:39, 1.40s/it] 71/299 3.97G 0.03297 0.0188 0.0006187 65 640: 2%|▎ | 4/160 [00:03<02:21, 1.10it/s] 71/299 3.97G 0.03286 0.01879 0.0005191 61 640: 2%|▎ | 4/160 [00:17<02:21, 1.10it/s] 71/299 3.97G 0.03286 0.01879 0.0005191 61 640: 3%|▎ | 5/160 [00:17<14:58, 5.80s/it] 71/299 3.97G 0.03291 0.0191 0.0005019 74 640: 3%|▎ | 5/160 [00:17<14:58, 5.80s/it] 71/299 3.97G 0.03291 0.0191 0.0005019 74 640: 4%|▍ | 6/160 [00:17<09:56, 3.87s/it] 71/299 3.97G 0.0324 0.01908 0.0004481 70 640: 4%|▍ | 6/160 [00:18<09:56, 3.87s/it] 71/299 3.97G 0.0324 0.01908 0.0004481 70 640: 4%|▍ | 7/160 [00:18<06:45, 2.65s/it] 71/299 3.97G 0.03251 0.01863 0.0004095 65 640: 4%|▍ | 7/160 [00:18<06:45, 2.65s/it] 71/299 3.97G 0.03251 0.01863 0.0004095 65 640: 5%|▌ | 8/160 [00:18<04:40, 1.85s/it] 71/299 3.97G 0.03217 0.0183 0.0003789 53 640: 5%|▌ | 8/160 [00:19<04:40, 1.85s/it] 71/299 3.97G 0.03217 0.0183 0.0003789 53 640: 6%|▌ | 9/160 [00:19<03:59, 1.59s/it] 71/299 3.97G 0.03201 0.01821 0.0003539 64 640: 6%|▌ | 9/160 [00:19<03:59, 1.59s/it] 71/299 3.97G 0.03201 0.01821 0.0003539 64 640: 6%|▋ | 10/160 [00:19<02:50, 1.13s/it] 71/299 3.97G 0.03207 0.01794 0.0003372 64 640: 6%|▋ | 10/160 [00:21<02:50, 1.13s/it] 71/299 3.97G 0.03207 0.01794 0.0003372 64 640: 7%|▋ | 11/160 [00:21<03:16, 1.32s/it] 71/299 3.97G 0.03262 0.01779 0.0003224 49 640: 7%|▋ | 11/160 [00:21<03:16, 1.32s/it] 71/299 3.97G 0.03262 0.01779 0.0003224 49 640: 8%|▊ | 12/160 [00:21<02:20, 1.05it/s] 71/299 3.97G 0.03223 0.01765 0.0005206 65 640: 8%|▊ | 12/160 [00:31<02:20, 1.05it/s] 71/299 3.97G 0.03223 0.01765 0.0005206 65 640: 8%|▊ | 13/160 [00:31<09:10, 3.75s/it] 71/299 3.97G 0.03241 0.0179 0.0005292 76 640: 8%|▊ | 13/160 [00:31<09:10, 3.75s/it] 71/299 3.97G 0.03241 0.0179 0.0005292 76 640: 9%|▉ | 14/160 [00:31<06:26, 2.65s/it] 71/299 3.97G 0.03235 0.01782 0.0005047 69 640: 9%|▉ | 14/160 [00:31<06:26, 2.65s/it] 71/299 3.97G 0.03235 0.01782 0.0005047 69 640: 9%|▉ | 15/160 [00:31<04:34, 1.90s/it] 71/299 3.97G 0.03228 0.01741 0.0005129 48 640: 9%|▉ | 15/160 [00:31<04:34, 1.90s/it] 71/299 3.97G 0.03228 0.01741 0.0005129 48 640: 10%|█ | 16/160 [00:31<03:15, 1.36s/it] 71/299 3.97G 0.032 0.0173 0.000494 54 640: 10%|█ | 16/160 [00:32<03:15, 1.36s/it] 71/299 3.97G 0.0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.09it/s]
all 340 813 0.534 0.544 0.526 0.255
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 72/299 3.97G 0.03209 0.01383 0.0001343 37 640: 0%| | 0/160 [00:04<?, ?it/s] 72/299 3.97G 0.03209 0.01383 0.0001343 37 640: 1%| | 1/160 [00:04<12:34, 4.75s/it] 72/299 3.97G 0.03237 0.01404 0.0001489 61 640: 1%| | 1/160 [00:04<12:34, 4.75s/it] 72/299 3.97G 0.03237 0.01404 0.0001489 61 640: 1%|▏ | 2/160 [00:04<05:24, 2.06s/it] 72/299 3.97G 0.03165 0.01399 0.0005187 44 640: 1%|▏ | 2/160 [00:07<05:24, 2.06s/it] 72/299 3.97G 0.03165 0.01399 0.0005187 44 640: 2%|▏ | 3/160 [00:07<06:04, 2.32s/it] 72/299 3.97G 0.03111 0.01485 0.0004245 58 640: 2%|▏ | 3/160 [00:07<06:04, 2.32s/it] 72/299 3.97G 0.03111 0.01485 0.0004245 58 640: 2%|▎ | 4/160 [00:07<03:48, 1.46s/it] 72/299 3.97G 0.03184 0.01555 0.0003737 72 640: 2%|▎ | 4/160 [00:18<03:48, 1.46s/it] 72/299 3.97G 0.03184 0.01555 0.0003737 72 640: 3%|▎ | 5/160 [00:18<12:14, 4.74s/it] 72/299 3.97G 0.0316 0.01535 0.0003736 58 640: 3%|▎ | 5/160 [00:18<12:14, 4.74s/it] 72/299 3.97G 0.0316 0.01535 0.0003736 58 640: 4%|▍ | 6/160 [00:18<08:07, 3.17s/it] 72/299 3.97G 0.03194 0.01587 0.0003445 67 640: 4%|▍ | 6/160 [00:18<08:07, 3.17s/it] 72/299 3.97G 0.03194 0.01587 0.0003445 67 640: 4%|▍ | 7/160 [00:18<05:33, 2.18s/it] 72/299 3.97G 0.03176 0.01579 0.000321 64 640: 4%|▍ | 7/160 [00:18<05:33, 2.18s/it] 72/299 3.97G 0.03176 0.01579 0.000321 64 640: 5%|▌ | 8/160 [00:18<03:51, 1.52s/it] 72/299 3.97G 0.03197 0.01569 0.0003175 50 640: 5%|▌ | 8/160 [00:22<03:51, 1.52s/it] 72/299 3.97G 0.03197 0.01569 0.0003175 50 640: 6%|▌ | 9/160 [00:22<05:45, 2.29s/it] 72/299 3.97G 0.03209 0.01558 0.0003189 56 640: 6%|▌ | 9/160 [00:22<05:45, 2.29s/it] 72/299 3.97G 0.03209 0.01558 0.0003189 56 640: 6%|▋ | 10/160 [00:22<04:03, 1.62s/it] 72/299 3.97G 0.03183 0.0156 0.0003065 53 640: 6%|▋ | 10/160 [00:23<04:03, 1.62s/it] 72/299 3.97G 0.03183 0.0156 0.0003065 53 640: 7%|▋ | 11/160 [00:23<03:28, 1.40s/it] 72/299 3.97G 0.03186 0.01559 0.000308 46 640: 7%|▋ | 11/160 [00:23<03:28, 1.40s/it] 72/299 3.97G 0.03186 0.01559 0.000308 46 640: 8%|▊ | 12/160 [00:23<02:29, 1.01s/it] 72/299 3.97G 0.03174 0.01589 0.0003322 65 640: 8%|▊ | 12/160 [00:31<02:29, 1.01s/it] 72/299 3.97G 0.03174 0.01589 0.0003322 65 640: 8%|▊ | 13/160 [00:31<07:25, 3.03s/it] 72/299 3.97G 0.03148 0.01594 0.0003218 71 640: 8%|▊ | 13/160 [00:31<07:25, 3.03s/it] 72/299 3.97G 0.03148 0.01594 0.0003218 71 640: 9%|▉ | 14/160 [00:31<05:14, 2.15s/it] 72/299 3.97G 0.03138 0.01608 0.0003202 79 640: 9%|▉ | 14/160 [00:31<05:14, 2.15s/it] 72/299 3.97G 0.03138 0.01608 0.0003202 79 640: 9%|▉ | 15/160 [00:31<03:44, 1.55s/it] 72/299 3.97G 0.03126 0.01597 0.0003229 64 640: 9%|▉ | 15/160 [00:31<03:44, 1.55s/it] 72/299 3.97G 0.03126 0.01597 0.0003229 64 640: 10%|█ | 16/160 [00:31<02:40, 1.12s/it] 72/299 3.97G 0.0316 0.01601 0.0003219 68 640: 10%|█ | 16/160 [00:36<02:40, 1.12s/it] 72/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.07it/s]
all 340 813 0.572 0.595 0.57 0.287
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 73/299 3.97G 0.02731 0.01351 0.0001398 56 640: 0%| | 0/160 [00:06<?, ?it/s] 73/299 3.97G 0.02731 0.01351 0.0001398 56 640: 1%| | 1/160 [00:06<18:16, 6.90s/it] 73/299 3.97G 0.02968 0.01458 0.00018 57 640: 1%| | 1/160 [00:07<18:16, 6.90s/it] 73/299 3.97G 0.02968 0.01458 0.00018 57 640: 1%|▏ | 2/160 [00:07<07:44, 2.94s/it] 73/299 3.97G 0.02984 0.01596 0.0002187 71 640: 1%|▏ | 2/160 [00:07<07:44, 2.94s/it] 73/299 3.97G 0.02984 0.01596 0.0002187 71 640: 2%|▏ | 3/160 [00:07<04:25, 1.69s/it] 73/299 3.97G 0.03089 0.01625 0.0002118 74 640: 2%|▏ | 3/160 [00:07<04:25, 1.69s/it] 73/299 3.97G 0.03089 0.01625 0.0002118 74 640: 2%|▎ | 4/160 [00:07<02:50, 1.09s/it] 73/299 3.97G 0.03031 0.016 0.0002088 63 640: 2%|▎ | 4/160 [00:17<02:50, 1.09s/it] 73/299 3.97G 0.03031 0.016 0.0002088 63 640: 3%|▎ | 5/160 [00:17<11:13, 4.35s/it] 73/299 3.97G 0.03078 0.01615 0.0002359 56 640: 3%|▎ | 5/160 [00:17<11:13, 4.35s/it] 73/299 3.97G 0.03078 0.01615 0.0002359 56 640: 4%|▍ | 6/160 [00:17<07:28, 2.91s/it] 73/299 3.97G 0.0305 0.0156 0.0004288 36 640: 4%|▍ | 6/160 [00:17<07:28, 2.91s/it] 73/299 3.97G 0.0305 0.0156 0.0004288 36 640: 4%|▍ | 7/160 [00:17<05:07, 2.01s/it] 73/299 3.97G 0.0307 0.01579 0.0004086 63 640: 4%|▍ | 7/160 [00:17<05:07, 2.01s/it] 73/299 3.97G 0.0307 0.01579 0.0004086 63 640: 5%|▌ | 8/160 [00:17<03:33, 1.41s/it] 73/299 3.97G 0.03084 0.01593 0.000389 58 640: 5%|▌ | 8/160 [00:23<03:33, 1.41s/it] 73/299 3.97G 0.03084 0.01593 0.000389 58 640: 6%|▌ | 9/160 [00:23<07:09, 2.84s/it] 73/299 3.97G 0.03088 0.01599 0.0003699 50 640: 6%|▌ | 9/160 [00:24<07:09, 2.84s/it] 73/299 3.97G 0.03088 0.01599 0.0003699 50 640: 6%|▋ | 10/160 [00:24<05:00, 2.01s/it] 73/299 3.97G 0.03076 0.01587 0.0003505 62 640: 6%|▋ | 10/160 [00:24<05:00, 2.01s/it] 73/299 3.97G 0.03076 0.01587 0.0003505 62 640: 7%|▋ | 11/160 [00:24<03:33, 1.43s/it] 73/299 3.97G 0.03043 0.01579 0.0003345 62 640: 7%|▋ | 11/160 [00:24<03:33, 1.43s/it] 73/299 3.97G 0.03043 0.01579 0.0003345 62 640: 8%|▊ | 12/160 [00:24<02:32, 1.03s/it] 73/299 3.97G 0.03067 0.01588 0.0003237 64 640: 8%|▊ | 12/160 [00:30<02:32, 1.03s/it] 73/299 3.97G 0.03067 0.01588 0.0003237 64 640: 8%|▊ | 13/160 [00:30<06:10, 2.52s/it] 73/299 3.97G 0.03058 0.0159 0.0003192 73 640: 8%|▊ | 13/160 [00:30<06:10, 2.52s/it] 73/299 3.97G 0.03058 0.0159 0.0003192 73 640: 9%|▉ | 14/160 [00:30<04:22, 1.80s/it] 73/299 3.97G 0.03053 0.0157 0.0003107 48 640: 9%|▉ | 14/160 [00:30<04:22, 1.80s/it] 73/299 3.97G 0.03053 0.0157 0.0003107 48 640: 9%|▉ | 15/160 [00:30<03:08, 1.30s/it] 73/299 3.97G 0.03079 0.01608 0.0003012 83 640: 9%|▉ | 15/160 [00:30<03:08, 1.30s/it] 73/299 3.97G 0.03079 0.01608 0.0003012 83 640: 10%|█ | 16/160 [00:30<02:15, 1.06it/s] 73/299 3.97G 0.03085 0.01642 0.0003054 95 640: 10%|█ | 16/160 [00:37<02:15, 1.06it/s] 73/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.04it/s]
all 340 813 0.572 0.587 0.558 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 74/299 3.97G 0.03274 0.02072 0.0002679 73 640: 0%| | 0/160 [00:09<?, ?it/s] 74/299 3.97G 0.03274 0.02072 0.0002679 73 640: 1%| | 1/160 [00:09<23:55, 9.03s/it] 74/299 3.97G 0.03167 0.01733 0.0001962 56 640: 1%| | 1/160 [00:09<23:55, 9.03s/it] 74/299 3.97G 0.03167 0.01733 0.0001962 56 640: 1%|▏ | 2/160 [00:09<10:01, 3.81s/it] 74/299 3.97G 0.03165 0.0172 0.0001749 87 640: 1%|▏ | 2/160 [00:11<10:01, 3.81s/it] 74/299 3.97G 0.03165 0.0172 0.0001749 87 640: 2%|▏ | 3/160 [00:11<08:38, 3.30s/it] 74/299 3.97G 0.03126 0.017 0.0001837 67 640: 2%|▏ | 3/160 [00:12<08:38, 3.30s/it] 74/299 3.97G 0.03126 0.017 0.0001837 67 640: 2%|▎ | 4/160 [00:12<05:21, 2.06s/it] 74/299 3.97G 0.03127 0.01669 0.0001808 58 640: 2%|▎ | 4/160 [00:18<05:21, 2.06s/it] 74/299 3.97G 0.03127 0.01669 0.0001808 58 640: 3%|▎ | 5/160 [00:18<09:29, 3.67s/it] 74/299 3.97G 0.03077 0.01661 0.0001709 63 640: 3%|▎ | 5/160 [00:18<09:29, 3.67s/it] 74/299 3.97G 0.03077 0.01661 0.0001709 63 640: 4%|▍ | 6/160 [00:18<06:20, 2.47s/it] 74/299 3.97G 0.03044 0.016 0.0001649 38 640: 4%|▍ | 6/160 [00:18<06:20, 2.47s/it] 74/299 3.97G 0.03044 0.016 0.0001649 38 640: 4%|▍ | 7/160 [00:18<04:21, 1.71s/it] 74/299 3.97G 0.03049 0.01647 0.0001718 71 640: 4%|▍ | 7/160 [00:18<04:21, 1.71s/it] 74/299 3.97G 0.03049 0.01647 0.0001718 71 640: 5%|▌ | 8/160 [00:18<03:02, 1.20s/it] 74/299 3.97G 0.03032 0.01636 0.0001699 60 640: 5%|▌ | 8/160 [00:24<03:02, 1.20s/it] 74/299 3.97G 0.03032 0.01636 0.0001699 60 640: 6%|▌ | 9/160 [00:24<06:35, 2.62s/it] 74/299 3.97G 0.03097 0.01625 0.0001824 58 640: 6%|▌ | 9/160 [00:24<06:35, 2.62s/it] 74/299 3.97G 0.03097 0.01625 0.0001824 58 640: 6%|▋ | 10/160 [00:24<04:37, 1.85s/it] 74/299 3.97G 0.03096 0.01671 0.0001939 88 640: 6%|▋ | 10/160 [00:26<04:37, 1.85s/it] 74/299 3.97G 0.03096 0.01671 0.0001939 88 640: 7%|▋ | 11/160 [00:26<04:27, 1.80s/it] 74/299 3.97G 0.03094 0.01691 0.0001906 73 640: 7%|▋ | 11/160 [00:26<04:27, 1.80s/it] 74/299 3.97G 0.03094 0.01691 0.0001906 73 640: 8%|▊ | 12/160 [00:26<03:10, 1.29s/it] 74/299 3.97G 0.03107 0.01705 0.0001854 77 640: 8%|▊ | 12/160 [00:32<03:10, 1.29s/it] 74/299 3.97G 0.03107 0.01705 0.0001854 77 640: 8%|▊ | 13/160 [00:32<06:16, 2.56s/it] 74/299 3.97G 0.03145 0.01689 0.000199 67 640: 8%|▊ | 13/160 [00:32<06:16, 2.56s/it] 74/299 3.97G 0.03145 0.01689 0.000199 67 640: 9%|▉ | 14/160 [00:32<04:26, 1.82s/it] 74/299 3.97G 0.03143 0.01673 0.0002123 58 640: 9%|▉ | 14/160 [00:32<04:26, 1.82s/it] 74/299 3.97G 0.03143 0.01673 0.0002123 58 640: 9%|▉ | 15/160 [00:32<03:11, 1.32s/it] 74/299 3.97G 0.03149 0.01673 0.0002066 61 640: 9%|▉ | 15/160 [00:32<03:11, 1.32s/it] 74/299 3.97G 0.03149 0.01673 0.0002066 61 640: 10%|█ | 16/160 [00:32<02:17, 1.04it/s] 74/299 3.97G 0.0314 0.01665 0.0002031 66 640: 10%|█ | 16/160 [00:38<02:17, 1.04it/s] 74/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.36it/s]
all 340 813 0.603 0.528 0.544 0.275
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 75/299 3.97G 0.02909 0.01685 0.0002344 58 640: 0%| | 0/160 [00:05<?, ?it/s] 75/299 3.97G 0.02909 0.01685 0.0002344 58 640: 1%| | 1/160 [00:05<13:34, 5.12s/it] 75/299 3.97G 0.02819 0.01473 0.0004296 44 640: 1%| | 1/160 [00:05<13:34, 5.12s/it] 75/299 3.97G 0.02819 0.01473 0.0004296 44 640: 1%|▏ | 2/160 [00:05<05:47, 2.20s/it] 75/299 3.97G 0.02892 0.01583 0.0003376 84 640: 1%|▏ | 2/160 [00:11<05:47, 2.20s/it] 75/299 3.97G 0.02892 0.01583 0.0003376 84 640: 2%|▏ | 3/160 [00:11<10:29, 4.01s/it] 75/299 3.97G 0.02926 0.01645 0.000297 64 640: 2%|▏ | 3/160 [00:11<10:29, 4.01s/it] 75/299 3.97G 0.02926 0.01645 0.000297 64 640: 2%|▎ | 4/160 [00:11<06:28, 2.49s/it] 75/299 3.97G 0.03004 0.01686 0.0003023 63 640: 2%|▎ | 4/160 [00:18<06:28, 2.49s/it] 75/299 3.97G 0.03004 0.01686 0.0003023 63 640: 3%|▎ | 5/160 [00:18<10:14, 3.96s/it] 75/299 3.97G 0.03013 0.0165 0.0002811 63 640: 3%|▎ | 5/160 [00:18<10:14, 3.96s/it] 75/299 3.97G 0.03013 0.0165 0.0002811 63 640: 4%|▍ | 6/160 [00:18<06:49, 2.66s/it] 75/299 3.97G 0.03013 0.01686 0.0003053 76 640: 4%|▍ | 6/160 [00:18<06:49, 2.66s/it] 75/299 3.97G 0.03013 0.01686 0.0003053 76 640: 4%|▍ | 7/160 [00:18<04:40, 1.83s/it] 75/299 3.97G 0.03068 0.01686 0.0003016 71 640: 4%|▍ | 7/160 [00:18<04:40, 1.83s/it] 75/299 3.97G 0.03068 0.01686 0.0003016 71 640: 5%|▌ | 8/160 [00:18<03:15, 1.29s/it] 75/299 3.97G 0.0311 0.01739 0.0002909 74 640: 5%|▌ | 8/160 [00:22<03:15, 1.29s/it] 75/299 3.97G 0.0311 0.01739 0.0002909 74 640: 6%|▌ | 9/160 [00:22<05:33, 2.21s/it] 75/299 3.97G 0.03129 0.01742 0.0003071 66 640: 6%|▌ | 9/160 [00:22<05:33, 2.21s/it] 75/299 3.97G 0.03129 0.01742 0.0003071 66 640: 6%|▋ | 10/160 [00:22<03:54, 1.57s/it] 75/299 3.97G 0.03159 0.01738 0.0003485 62 640: 6%|▋ | 10/160 [00:25<03:54, 1.57s/it] 75/299 3.97G 0.03159 0.01738 0.0003485 62 640: 7%|▋ | 11/160 [00:25<04:51, 1.96s/it] 75/299 3.97G 0.03168 0.01715 0.0003304 51 640: 7%|▋ | 11/160 [00:25<04:51, 1.96s/it] 75/299 3.97G 0.03168 0.01715 0.0003304 51 640: 8%|▊ | 12/160 [00:25<03:26, 1.40s/it] 75/299 3.97G 0.03182 0.01714 0.000371 69 640: 8%|▊ | 12/160 [00:31<03:26, 1.40s/it] 75/299 3.97G 0.03182 0.01714 0.000371 69 640: 8%|▊ | 13/160 [00:31<06:25, 2.62s/it] 75/299 3.97G 0.03179 0.01692 0.0003575 47 640: 8%|▊ | 13/160 [00:31<06:25, 2.62s/it] 75/299 3.97G 0.03179 0.01692 0.0003575 47 640: 9%|▉ | 14/160 [00:31<04:32, 1.87s/it] 75/299 3.97G 0.03166 0.01688 0.0003627 58 640: 9%|▉ | 14/160 [00:31<04:32, 1.87s/it] 75/299 3.97G 0.03166 0.01688 0.0003627 58 640: 9%|▉ | 15/160 [00:31<03:15, 1.34s/it] 75/299 3.97G 0.03196 0.01688 0.0003667 60 640: 9%|▉ | 15/160 [00:31<03:15, 1.34s/it] 75/299 3.97G 0.03196 0.01688 0.0003667 60 640: 10%|█ | 16/160 [00:31<02:20, 1.03it/s] 75/299 3.97G 0.03198 0.01692 0.000353 72 640: 10%|█ | 16/160 [00:36<02:20, 1.03it/s] 75/299 3.97G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s]
all 340 813 0.599 0.565 0.568 0.289
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 76/299 3.97G 0.03191 0.02244 0.0002089 83 640: 0%| | 0/160 [00:08<?, ?it/s] 76/299 3.97G 0.03191 0.02244 0.0002089 83 640: 1%| | 1/160 [00:08<23:14, 8.77s/it] 76/299 3.97G 0.0321 0.01963 0.0003489 54 640: 1%| | 1/160 [00:08<23:14, 8.77s/it] 76/299 3.97G 0.0321 0.01963 0.0003489 54 640: 1%|▏ | 2/160 [00:08<09:42, 3.69s/it] 76/299 3.97G 0.03161 0.019 0.0003231 54 640: 1%|▏ | 2/160 [00:12<09:42, 3.69s/it] 76/299 3.97G 0.03161 0.019 0.0003231 54 640: 2%|▏ | 3/160 [00:12<09:02, 3.46s/it] 76/299 3.97G 0.03179 0.01848 0.0003059 63 640: 2%|▏ | 3/160 [00:12<09:02, 3.46s/it] 76/299 3.97G 0.03179 0.01848 0.0003059 63 640: 2%|▎ | 4/160 [00:12<05:36, 2.16s/it] 76/299 3.97G 0.0312 0.01695 0.0002839 35 640: 2%|▎ | 4/160 [00:17<05:36, 2.16s/it] 76/299 3.97G 0.0312 0.01695 0.0002839 35 640: 3%|▎ | 5/160 [00:17<08:18, 3.22s/it] 76/299 3.97G 0.03092 0.01669 0.0002685 67 640: 3%|▎ | 5/160 [00:17<08:18, 3.22s/it] 76/299 3.97G 0.03092 0.01669 0.0002685 67 640: 4%|▍ | 6/160 [00:17<05:33, 2.17s/it] 76/299 3.97G 0.03054 0.01607 0.0002596 42 640: 4%|▍ | 6/160 [00:17<05:33, 2.17s/it] 76/299 3.97G 0.03054 0.01607 0.0002596 42 640: 4%|▍ | 7/160 [00:17<03:50, 1.51s/it] 76/299 3.97G 0.03083 0.01605 0.0002558 56 640: 4%|▍ | 7/160 [00:17<03:50, 1.51s/it] 76/299 3.97G 0.03083 0.01605 0.0002558 56 640: 5%|▌ | 8/160 [00:17<02:41, 1.06s/it] 76/299 3.97G 0.03091 0.01586 0.0002528 52 640: 5%|▌ | 8/160 [00:25<02:41, 1.06s/it] 76/299 3.97G 0.03091 0.01586 0.0002528 52 640: 6%|▌ | 9/160 [00:25<07:58, 3.17s/it] 76/299 3.97G 0.03074 0.01558 0.000268 67 640: 6%|▌ | 9/160 [00:25<07:58, 3.17s/it] 76/299 3.97G 0.03074 0.01558 0.000268 67 640: 6%|▋ | 10/160 [00:25<05:34, 2.23s/it] 76/299 3.97G 0.03085 0.01514 0.0002981 38 640: 6%|▋ | 10/160 [00:25<05:34, 2.23s/it] 76/299 3.97G 0.03085 0.01514 0.0002981 38 640: 7%|▋ | 11/160 [00:25<04:04, 1.64s/it] 76/299 3.97G 0.03094 0.01504 0.0003127 48 640: 7%|▋ | 11/160 [00:26<04:04, 1.64s/it] 76/299 3.97G 0.03094 0.01504 0.0003127 48 640: 8%|▊ | 12/160 [00:26<02:54, 1.18s/it] 76/299 3.97G 0.0307 0.01484 0.0003186 50 640: 8%|▊ | 12/160 [00:30<02:54, 1.18s/it] 76/299 3.97G 0.0307 0.01484 0.0003186 50 640: 8%|▊ | 13/160 [00:30<05:34, 2.28s/it] 76/299 3.97G 0.031 0.01473 0.0003463 59 640: 8%|▊ | 13/160 [00:31<05:34, 2.28s/it] 76/299 3.97G 0.031 0.01473 0.0003463 59 640: 9%|▉ | 14/160 [00:31<03:57, 1.63s/it] 76/299 3.97G 0.03112 0.01478 0.0003346 62 640: 9%|▉ | 14/160 [00:31<03:57, 1.63s/it] 76/299 3.97G 0.03112 0.01478 0.0003346 62 640: 9%|▉ | 15/160 [00:31<02:51, 1.18s/it] 76/299 3.97G 0.03101 0.01463 0.0003236 53 640: 9%|▉ | 15/160 [00:31<02:51, 1.18s/it] 76/299 3.97G 0.03101 0.01463 0.0003236 53 640: 10%|█ | 16/160 [00:31<02:03, 1.16it/s] 76/299 3.97G 0.03118 0.01469 0.0003438 49 640: 10%|█ | 16/160 [00:38<02:03, 1.16it/s] 76/299 3.97G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s]
all 340 813 0.602 0.603 0.594 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 77/299 3.97G 0.0279 0.0175 0.0002791 84 640: 0%| | 0/160 [00:15<?, ?it/s] 77/299 3.97G 0.0279 0.0175 0.0002791 84 640: 1%| | 1/160 [00:15<41:42, 15.74s/it] 77/299 3.97G 0.02708 0.0157 0.0002377 53 640: 1%| | 1/160 [00:15<41:42, 15.74s/it] 77/299 3.97G 0.02708 0.0157 0.0002377 53 640: 1%|▏ | 2/160 [00:15<17:15, 6.56s/it] 77/299 3.97G 0.02765 0.0164 0.0002152 60 640: 1%|▏ | 2/160 [00:16<17:15, 6.56s/it] 77/299 3.97G 0.02765 0.0164 0.0002152 60 640: 2%|▏ | 3/160 [00:16<09:29, 3.63s/it] 77/299 3.97G 0.0279 0.01586 0.0001987 59 640: 2%|▏ | 3/160 [00:16<09:29, 3.63s/it] 77/299 3.97G 0.0279 0.01586 0.0001987 59 640: 2%|▎ | 4/160 [00:16<05:49, 2.24s/it] 77/299 3.97G 0.02927 0.01606 0.0002466 70 640: 2%|▎ | 4/160 [00:17<05:49, 2.24s/it] 77/299 3.97G 0.02927 0.01606 0.0002466 70 640: 3%|▎ | 5/160 [00:17<05:10, 2.00s/it] 77/299 3.97G 0.02898 0.01579 0.0002492 54 640: 3%|▎ | 5/160 [00:17<05:10, 2.00s/it] 77/299 3.97G 0.02898 0.01579 0.0002492 54 640: 4%|▍ | 6/160 [00:17<03:29, 1.36s/it] 77/299 3.97G 0.02908 0.01616 0.0002426 67 640: 4%|▍ | 6/160 [00:17<03:29, 1.36s/it] 77/299 3.97G 0.02908 0.01616 0.0002426 67 640: 4%|▍ | 7/160 [00:17<02:26, 1.04it/s] 77/299 3.97G 0.02968 0.0164 0.0003148 75 640: 4%|▍ | 7/160 [00:18<02:26, 1.04it/s] 77/299 3.97G 0.02968 0.0164 0.0003148 75 640: 5%|▌ | 8/160 [00:18<01:44, 1.45it/s] 77/299 3.97G 0.02957 0.01651 0.0002996 64 640: 5%|▌ | 8/160 [00:29<01:44, 1.45it/s] 77/299 3.97G 0.02957 0.01651 0.0002996 64 640: 6%|▌ | 9/160 [00:29<10:07, 4.03s/it] 77/299 3.97G 0.02968 0.01635 0.0002949 57 640: 6%|▌ | 9/160 [00:29<10:07, 4.03s/it] 77/299 3.97G 0.02968 0.01635 0.0002949 57 640: 6%|▋ | 10/160 [00:29<07:03, 2.83s/it] 77/299 3.97G 0.0298 0.01662 0.0002948 78 640: 6%|▋ | 10/160 [00:29<07:03, 2.83s/it] 77/299 3.97G 0.0298 0.01662 0.0002948 78 640: 7%|▋ | 11/160 [00:29<04:58, 2.00s/it] 77/299 3.97G 0.03017 0.01639 0.0002853 48 640: 7%|▋ | 11/160 [00:29<04:58, 2.00s/it] 77/299 3.97G 0.03017 0.01639 0.0002853 48 640: 8%|▊ | 12/160 [00:29<03:31, 1.43s/it] 77/299 3.97G 0.03003 0.0163 0.000341 62 640: 8%|▊ | 12/160 [00:30<03:31, 1.43s/it] 77/299 3.97G 0.03003 0.0163 0.000341 62 640: 8%|▊ | 13/160 [00:30<03:12, 1.31s/it] 77/299 3.97G 0.03001 0.01644 0.0003276 68 640: 8%|▊ | 13/160 [00:30<03:12, 1.31s/it] 77/299 3.97G 0.03001 0.01644 0.0003276 68 640: 9%|▉ | 14/160 [00:30<02:18, 1.05it/s] 77/299 3.97G 0.03011 0.01634 0.0003152 64 640: 9%|▉ | 14/160 [00:31<02:18, 1.05it/s] 77/299 3.97G 0.03011 0.01634 0.0003152 64 640: 9%|▉ | 15/160 [00:31<01:42, 1.41it/s] 77/299 3.97G 0.03021 0.01654 0.0003152 74 640: 9%|▉ | 15/160 [00:31<01:42, 1.41it/s] 77/299 3.97G 0.03021 0.01654 0.0003152 74 640: 10%|█ | 16/160 [00:31<01:16, 1.89it/s] 77/299 3.97G 0.02987 0.01649 0.0003437 68 640: 10%|█ | 16/160 [00:42<01:16, 1.89it/s] 77/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s]
all 340 813 0.571 0.584 0.548 0.277
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 78/299 3.97G 0.0329 0.01316 0.0002554 57 640: 0%| | 0/160 [00:17<?, ?it/s] 78/299 3.97G 0.0329 0.01316 0.0002554 57 640: 1%| | 1/160 [00:17<46:12, 17.43s/it] 78/299 3.97G 0.03257 0.01627 0.0002294 61 640: 1%| | 1/160 [00:17<46:12, 17.43s/it] 78/299 3.97G 0.03257 0.01627 0.0002294 61 640: 1%|▏ | 2/160 [00:17<19:05, 7.25s/it] 78/299 3.97G 0.03102 0.01489 0.0003667 47 640: 1%|▏ | 2/160 [00:17<19:05, 7.25s/it] 78/299 3.97G 0.03102 0.01489 0.0003667 47 640: 2%|▏ | 3/160 [00:17<10:29, 4.01s/it] 78/299 3.97G 0.03177 0.01464 0.0003767 53 640: 2%|▏ | 3/160 [00:17<10:29, 4.01s/it] 78/299 3.97G 0.03177 0.01464 0.0003767 53 640: 2%|▎ | 4/160 [00:17<06:25, 2.47s/it] 78/299 3.97G 0.03094 0.01381 0.0003352 50 640: 2%|▎ | 4/160 [00:17<06:25, 2.47s/it] 78/299 3.97G 0.03094 0.01381 0.0003352 50 640: 3%|▎ | 5/160 [00:17<04:11, 1.62s/it] 78/299 3.97G 0.03098 0.01492 0.0003079 84 640: 3%|▎ | 5/160 [00:18<04:11, 1.62s/it] 78/299 3.97G 0.03098 0.01492 0.0003079 84 640: 4%|▍ | 6/160 [00:18<02:50, 1.11s/it] 78/299 3.97G 0.03151 0.01545 0.0002993 68 640: 4%|▍ | 6/160 [00:18<02:50, 1.11s/it] 78/299 3.97G 0.03151 0.01545 0.0002993 68 640: 4%|▍ | 7/160 [00:18<02:01, 1.26it/s] 78/299 3.97G 0.03119 0.0152 0.0002876 45 640: 4%|▍ | 7/160 [00:18<02:01, 1.26it/s] 78/299 3.97G 0.03119 0.0152 0.0002876 45 640: 5%|▌ | 8/160 [00:18<01:27, 1.73it/s] 78/299 3.97G 0.03057 0.01519 0.0002779 52 640: 5%|▌ | 8/160 [00:30<01:27, 1.73it/s] 78/299 3.97G 0.03057 0.01519 0.0002779 52 640: 6%|▌ | 9/160 [00:30<10:50, 4.31s/it] 78/299 3.97G 0.03076 0.01541 0.0002673 69 640: 6%|▌ | 9/160 [00:30<10:50, 4.31s/it] 78/299 3.97G 0.03076 0.01541 0.0002673 69 640: 6%|▋ | 10/160 [00:30<07:32, 3.02s/it] 78/299 3.97G 0.03111 0.01572 0.0002614 74 640: 6%|▋ | 10/160 [00:31<07:32, 3.02s/it] 78/299 3.97G 0.03111 0.01572 0.0002614 74 640: 7%|▋ | 11/160 [00:31<05:18, 2.13s/it] 78/299 3.97G 0.03101 0.01551 0.0002517 55 640: 7%|▋ | 11/160 [00:31<05:18, 2.13s/it] 78/299 3.97G 0.03101 0.01551 0.0002517 55 640: 8%|▊ | 12/160 [00:31<03:44, 1.52s/it] 78/299 3.97G 0.03066 0.01547 0.0002443 59 640: 8%|▊ | 12/160 [00:31<03:44, 1.52s/it] 78/299 3.97G 0.03066 0.01547 0.0002443 59 640: 8%|▊ | 13/160 [00:31<02:40, 1.09s/it] 78/299 3.97G 0.03083 0.0156 0.0002444 61 640: 8%|▊ | 13/160 [00:31<02:40, 1.09s/it] 78/299 3.97G 0.03083 0.0156 0.0002444 61 640: 9%|▉ | 14/160 [00:31<01:56, 1.26it/s] 78/299 3.97G 0.03073 0.01575 0.0002383 57 640: 9%|▉ | 14/160 [00:31<01:56, 1.26it/s] 78/299 3.97G 0.03073 0.01575 0.0002383 57 640: 9%|▉ | 15/160 [00:31<01:26, 1.68it/s] 78/299 3.97G 0.03065 0.01581 0.0002354 70 640: 9%|▉ | 15/160 [00:31<01:26, 1.68it/s] 78/299 3.97G 0.03065 0.01581 0.0002354 70 640: 10%|█ | 16/160 [00:31<01:04, 2.22it/s] 78/299 3.97G 0.03049 0.01566 0.000231 53 640: 10%|█ | 16/160 [00:44<01:04, 2.22it/s] 78/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.98it/s]
all 340 813 0.568 0.553 0.543 0.274
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 79/299 3.97G 0.03248 0.01693 0.0001651 72 640: 0%| | 0/160 [00:16<?, ?it/s] 79/299 3.97G 0.03248 0.01693 0.0001651 72 640: 1%| | 1/160 [00:16<43:47, 16.53s/it] 79/299 3.97G 0.03209 0.0158 0.0001686 61 640: 1%| | 1/160 [00:16<43:47, 16.53s/it] 79/299 3.97G 0.03209 0.0158 0.0001686 61 640: 1%|▏ | 2/160 [00:16<18:06, 6.87s/it] 79/299 3.97G 0.03119 0.01566 0.0001569 63 640: 1%|▏ | 2/160 [00:16<18:06, 6.87s/it] 79/299 3.97G 0.03119 0.01566 0.0001569 63 640: 2%|▏ | 3/160 [00:16<09:57, 3.80s/it] 79/299 3.97G 0.03053 0.01502 0.0001491 58 640: 2%|▏ | 3/160 [00:16<09:57, 3.80s/it] 79/299 3.97G 0.03053 0.01502 0.0001491 58 640: 2%|▎ | 4/160 [00:16<06:06, 2.35s/it] 79/299 3.97G 0.03145 0.01469 0.0001644 53 640: 2%|▎ | 4/160 [00:17<06:06, 2.35s/it] 79/299 3.97G 0.03145 0.01469 0.0001644 53 640: 3%|▎ | 5/160 [00:17<03:59, 1.54s/it] 79/299 3.97G 0.03187 0.01488 0.0001683 70 640: 3%|▎ | 5/160 [00:17<03:59, 1.54s/it] 79/299 3.97G 0.03187 0.01488 0.0001683 70 640: 4%|▍ | 6/160 [00:17<02:43, 1.06s/it] 79/299 3.97G 0.03181 0.01587 0.0001629 59 640: 4%|▍ | 6/160 [00:17<02:43, 1.06s/it] 79/299 3.97G 0.03181 0.01587 0.0001629 59 640: 4%|▍ | 7/160 [00:17<01:56, 1.32it/s] 79/299 3.97G 0.03135 0.01585 0.0001645 66 640: 4%|▍ | 7/160 [00:17<01:56, 1.32it/s] 79/299 3.97G 0.03135 0.01585 0.0001645 66 640: 5%|▌ | 8/160 [00:17<01:24, 1.80it/s] 79/299 3.97G 0.03091 0.01547 0.0001638 46 640: 5%|▌ | 8/160 [00:29<01:24, 1.80it/s] 79/299 3.97G 0.03091 0.01547 0.0001638 46 640: 6%|▌ | 9/160 [00:29<10:38, 4.23s/it] 79/299 3.97G 0.03095 0.01545 0.0001662 75 640: 6%|▌ | 9/160 [00:29<10:38, 4.23s/it] 79/299 3.97G 0.03095 0.01545 0.0001662 75 640: 6%|▋ | 10/160 [00:29<07:24, 2.96s/it] 79/299 3.97G 0.03136 0.01606 0.0001685 90 640: 6%|▋ | 10/160 [00:29<07:24, 2.96s/it] 79/299 3.97G 0.03136 0.01606 0.0001685 90 640: 7%|▋ | 11/160 [00:29<05:12, 2.10s/it] 79/299 3.97G 0.03144 0.01628 0.0001804 67 640: 7%|▋ | 11/160 [00:30<05:12, 2.10s/it] 79/299 3.97G 0.03144 0.01628 0.0001804 67 640: 8%|▊ | 12/160 [00:30<03:41, 1.50s/it] 79/299 3.97G 0.03119 0.01612 0.0001826 77 640: 8%|▊ | 12/160 [00:30<03:41, 1.50s/it] 79/299 3.97G 0.03119 0.01612 0.0001826 77 640: 8%|▊ | 13/160 [00:30<02:38, 1.08s/it] 79/299 3.97G 0.03133 0.01593 0.000199 57 640: 8%|▊ | 13/160 [00:30<02:38, 1.08s/it] 79/299 3.97G 0.03133 0.01593 0.000199 57 640: 9%|▉ | 14/160 [00:30<01:55, 1.27it/s] 79/299 3.97G 0.03125 0.01591 0.0001964 67 640: 9%|▉ | 14/160 [00:30<01:55, 1.27it/s] 79/299 3.97G 0.03125 0.01591 0.0001964 67 640: 9%|▉ | 15/160 [00:30<01:26, 1.68it/s] 79/299 3.97G 0.03124 0.01574 0.0002045 50 640: 9%|▉ | 15/160 [00:30<01:26, 1.68it/s] 79/299 3.97G 0.03124 0.01574 0.0002045 50 640: 10%|█ | 16/160 [00:30<01:04, 2.22it/s] 79/299 3.97G 0.03146 0.01579 0.0002071 71 640: 10%|█ | 16/160 [00:43<01:04, 2.22it/s] 79/299 3.97G 0.031
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s]
all 340 813 0.593 0.62 0.599 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 80/299 3.97G 0.03065 0.01418 0.0002416 66 640: 0%| | 0/160 [00:13<?, ?it/s] 80/299 3.97G 0.03065 0.01418 0.0002416 66 640: 1%| | 1/160 [00:13<34:54, 13.17s/it] 80/299 3.97G 0.02986 0.01553 0.0002453 73 640: 1%| | 1/160 [00:13<34:54, 13.17s/it] 80/299 3.97G 0.02986 0.01553 0.0002453 73 640: 1%|▏ | 2/160 [00:13<14:28, 5.50s/it] 80/299 3.97G 0.02959 0.01453 0.0002209 47 640: 1%|▏ | 2/160 [00:17<14:28, 5.50s/it] 80/299 3.97G 0.02959 0.01453 0.0002209 47 640: 2%|▏ | 3/160 [00:17<13:00, 4.97s/it] 80/299 3.97G 0.0297 0.01467 0.0004991 54 640: 2%|▏ | 3/160 [00:17<13:00, 4.97s/it] 80/299 3.97G 0.0297 0.01467 0.0004991 54 640: 2%|▎ | 4/160 [00:17<07:56, 3.06s/it] 80/299 3.97G 0.03009 0.01533 0.0004557 59 640: 2%|▎ | 4/160 [00:17<07:56, 3.06s/it] 80/299 3.97G 0.03009 0.01533 0.0004557 59 640: 3%|▎ | 5/160 [00:17<05:09, 2.00s/it] 80/299 3.97G 0.03016 0.01547 0.000407 67 640: 3%|▎ | 5/160 [00:17<05:09, 2.00s/it] 80/299 3.97G 0.03016 0.01547 0.000407 67 640: 4%|▍ | 6/160 [00:17<03:28, 1.36s/it] 80/299 3.97G 0.03017 0.01577 0.0003703 87 640: 4%|▍ | 6/160 [00:18<03:28, 1.36s/it] 80/299 3.97G 0.03017 0.01577 0.0003703 87 640: 4%|▍ | 7/160 [00:18<02:26, 1.04it/s] 80/299 3.97G 0.02998 0.0159 0.0004932 59 640: 4%|▍ | 7/160 [00:18<02:26, 1.04it/s] 80/299 3.97G 0.02998 0.0159 0.0004932 59 640: 5%|▌ | 8/160 [00:18<01:45, 1.45it/s] 80/299 3.97G 0.02995 0.01681 0.0004548 104 640: 5%|▌ | 8/160 [00:26<01:45, 1.45it/s] 80/299 3.97G 0.02995 0.01681 0.0004548 104 640: 6%|▌ | 9/160 [00:26<07:56, 3.16s/it] 80/299 3.97G 0.03011 0.01669 0.0004228 52 640: 6%|▌ | 9/160 [00:26<07:56, 3.16s/it] 80/299 3.97G 0.03011 0.01669 0.0004228 52 640: 6%|▋ | 10/160 [00:26<05:32, 2.22s/it] 80/299 3.97G 0.03023 0.01667 0.0003981 61 640: 6%|▋ | 10/160 [00:31<05:32, 2.22s/it] 80/299 3.97G 0.03023 0.01667 0.0003981 61 640: 7%|▋ | 11/160 [00:31<07:13, 2.91s/it] 80/299 3.97G 0.02988 0.01621 0.0003812 47 640: 7%|▋ | 11/160 [00:31<07:13, 2.91s/it] 80/299 3.97G 0.02988 0.01621 0.0003812 47 640: 8%|▊ | 12/160 [00:31<05:05, 2.06s/it] 80/299 3.97G 0.02973 0.01688 0.0003674 112 640: 8%|▊ | 12/160 [00:31<05:05, 2.06s/it] 80/299 3.97G 0.02973 0.01688 0.0003674 112 640: 8%|▊ | 13/160 [00:31<03:36, 1.47s/it] 80/299 3.97G 0.02973 0.01687 0.0003592 73 640: 8%|▊ | 13/160 [00:31<03:36, 1.47s/it] 80/299 3.97G 0.02973 0.01687 0.0003592 73 640: 9%|▉ | 14/160 [00:31<02:35, 1.06s/it] 80/299 3.97G 0.02971 0.01671 0.0003633 60 640: 9%|▉ | 14/160 [00:31<02:35, 1.06s/it] 80/299 3.97G 0.02971 0.01671 0.0003633 60 640: 9%|▉ | 15/160 [00:31<01:53, 1.27it/s] 80/299 3.97G 0.0297 0.01678 0.0003482 62 640: 9%|▉ | 15/160 [00:32<01:53, 1.27it/s] 80/299 3.97G 0.0297 0.01678 0.0003482 62 640: 10%|█ | 16/160 [00:32<01:24, 1.71it/s] 80/299 3.97G 0.03016 0.01717 0.0003736 92 640: 10%|█ | 16/160 [00:39<01:24, 1.71it/s] 80/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s]
all 340 813 0.605 0.55 0.561 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 81/299 3.97G 0.03295 0.01593 0.0001562 59 640: 0%| | 0/160 [00:11<?, ?it/s] 81/299 3.97G 0.03295 0.01593 0.0001562 59 640: 1%| | 1/160 [00:11<29:53, 11.28s/it] 81/299 3.97G 0.03067 0.01671 0.0002497 60 640: 1%| | 1/160 [00:11<29:53, 11.28s/it] 81/299 3.97G 0.03067 0.01671 0.0002497 60 640: 1%|▏ | 2/160 [00:11<12:27, 4.73s/it] 81/299 3.97G 0.02965 0.01616 0.0002075 64 640: 1%|▏ | 2/160 [00:16<12:27, 4.73s/it] 81/299 3.97G 0.02965 0.01616 0.0002075 64 640: 2%|▏ | 3/160 [00:16<13:04, 5.00s/it] 81/299 3.97G 0.03016 0.01584 0.0001962 47 640: 2%|▏ | 3/160 [00:16<13:04, 5.00s/it] 81/299 3.97G 0.03016 0.01584 0.0001962 47 640: 2%|▎ | 4/160 [00:16<07:59, 3.07s/it] 81/299 3.97G 0.03038 0.01538 0.0001912 61 640: 2%|▎ | 4/160 [00:16<07:59, 3.07s/it] 81/299 3.97G 0.03038 0.01538 0.0001912 61 640: 3%|▎ | 5/160 [00:16<05:11, 2.01s/it] 81/299 3.97G 0.03016 0.01519 0.0001813 53 640: 3%|▎ | 5/160 [00:17<05:11, 2.01s/it] 81/299 3.97G 0.03016 0.01519 0.0001813 53 640: 4%|▍ | 6/160 [00:17<03:30, 1.36s/it] 81/299 3.97G 0.03 0.01487 0.0001851 61 640: 4%|▍ | 6/160 [00:17<03:30, 1.36s/it] 81/299 3.97G 0.03 0.01487 0.0001851 61 640: 4%|▍ | 7/160 [00:17<02:27, 1.04it/s] 81/299 3.97G 0.02984 0.01542 0.0001794 77 640: 4%|▍ | 7/160 [00:17<02:27, 1.04it/s] 81/299 3.97G 0.02984 0.01542 0.0001794 77 640: 5%|▌ | 8/160 [00:17<01:45, 1.44it/s] 81/299 3.97G 0.02981 0.01533 0.0001743 64 640: 5%|▌ | 8/160 [00:25<01:45, 1.44it/s] 81/299 3.97G 0.02981 0.01533 0.0001743 64 640: 6%|▌ | 9/160 [00:25<07:41, 3.06s/it] 81/299 3.97G 0.02978 0.01511 0.0002169 46 640: 6%|▌ | 9/160 [00:25<07:41, 3.06s/it] 81/299 3.97G 0.02978 0.01511 0.0002169 46 640: 6%|▋ | 10/160 [00:25<05:23, 2.16s/it] 81/299 3.97G 0.03001 0.01534 0.0002272 87 640: 6%|▋ | 10/160 [00:30<05:23, 2.16s/it] 81/299 3.97G 0.03001 0.01534 0.0002272 87 640: 7%|▋ | 11/160 [00:30<07:09, 2.88s/it] 81/299 3.97G 0.02985 0.01483 0.0002211 25 640: 7%|▋ | 11/160 [00:30<07:09, 2.88s/it] 81/299 3.97G 0.02985 0.01483 0.0002211 25 640: 8%|▊ | 12/160 [00:30<05:02, 2.04s/it] 81/299 3.97G 0.0298 0.01469 0.0002147 56 640: 8%|▊ | 12/160 [00:30<05:02, 2.04s/it] 81/299 3.97G 0.0298 0.01469 0.0002147 56 640: 8%|▊ | 13/160 [00:30<03:34, 1.46s/it] 81/299 3.97G 0.02978 0.01472 0.0002115 62 640: 8%|▊ | 13/160 [00:30<03:34, 1.46s/it] 81/299 3.97G 0.02978 0.01472 0.0002115 62 640: 9%|▉ | 14/160 [00:30<02:33, 1.05s/it] 81/299 3.97G 0.03009 0.01461 0.0002057 51 640: 9%|▉ | 14/160 [00:30<02:33, 1.05s/it] 81/299 3.97G 0.03009 0.01461 0.0002057 51 640: 9%|▉ | 15/160 [00:30<01:53, 1.28it/s] 81/299 3.97G 0.03011 0.01477 0.0002013 63 640: 9%|▉ | 15/160 [00:30<01:53, 1.28it/s] 81/299 3.97G 0.03011 0.01477 0.0002013 63 640: 10%|█ | 16/160 [00:30<01:23, 1.72it/s] 81/299 3.97G 0.03022 0.01498 0.0002016 74 640: 10%|█ | 16/160 [00:39<01:23, 1.72it/s] 81/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.24it/s]
all 340 813 0.583 0.596 0.573 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 82/299 3.97G 0.02671 0.01337 0.000328 44 640: 0%| | 0/160 [00:12<?, ?it/s] 82/299 3.97G 0.02671 0.01337 0.000328 44 640: 1%| | 1/160 [00:12<33:23, 12.60s/it] 82/299 3.97G 0.02718 0.01477 0.0002372 76 640: 1%| | 1/160 [00:12<33:23, 12.60s/it] 82/299 3.97G 0.02718 0.01477 0.0002372 76 640: 1%|▏ | 2/160 [00:12<13:50, 5.26s/it] 82/299 3.97G 0.02827 0.01453 0.0002226 53 640: 1%|▏ | 2/160 [00:17<13:50, 5.26s/it] 82/299 3.97G 0.02827 0.01453 0.0002226 53 640: 2%|▏ | 3/160 [00:17<13:17, 5.08s/it] 82/299 3.97G 0.02832 0.01459 0.0001999 56 640: 2%|▏ | 3/160 [00:17<13:17, 5.08s/it] 82/299 3.97G 0.02832 0.01459 0.0001999 56 640: 2%|▎ | 4/160 [00:17<08:07, 3.12s/it] 82/299 3.97G 0.02762 0.01444 0.0001965 63 640: 2%|▎ | 4/160 [00:17<08:07, 3.12s/it] 82/299 3.97G 0.02762 0.01444 0.0001965 63 640: 3%|▎ | 5/160 [00:17<05:16, 2.04s/it] 82/299 3.97G 0.02834 0.01502 0.0001945 65 640: 3%|▎ | 5/160 [00:17<05:16, 2.04s/it] 82/299 3.97G 0.02834 0.01502 0.0001945 65 640: 4%|▍ | 6/160 [00:17<03:33, 1.39s/it] 82/299 3.97G 0.02814 0.01534 0.0001876 74 640: 4%|▍ | 6/160 [00:18<03:33, 1.39s/it] 82/299 3.97G 0.02814 0.01534 0.0001876 74 640: 4%|▍ | 7/160 [00:18<02:29, 1.02it/s] 82/299 3.97G 0.02846 0.01623 0.0001916 105 640: 4%|▍ | 7/160 [00:18<02:29, 1.02it/s] 82/299 3.97G 0.02846 0.01623 0.0001916 105 640: 5%|▌ | 8/160 [00:18<01:46, 1.42it/s] 82/299 3.97G 0.02864 0.01629 0.0002156 55 640: 5%|▌ | 8/160 [00:27<01:46, 1.42it/s] 82/299 3.97G 0.02864 0.01629 0.0002156 55 640: 6%|▌ | 9/160 [00:27<08:15, 3.28s/it] 82/299 3.97G 0.02888 0.01641 0.0002272 68 640: 6%|▌ | 9/160 [00:27<08:15, 3.28s/it] 82/299 3.97G 0.02888 0.01641 0.0002272 68 640: 6%|▋ | 10/160 [00:27<05:46, 2.31s/it] 82/299 3.97G 0.02928 0.01619 0.0002177 46 640: 6%|▋ | 10/160 [00:30<05:46, 2.31s/it] 82/299 3.97G 0.02928 0.01619 0.0002177 46 640: 7%|▋ | 11/160 [00:30<06:48, 2.74s/it] 82/299 3.97G 0.02962 0.01607 0.0002117 52 640: 7%|▋ | 11/160 [00:31<06:48, 2.74s/it] 82/299 3.97G 0.02962 0.01607 0.0002117 52 640: 8%|▊ | 12/160 [00:31<04:47, 1.94s/it] 82/299 3.97G 0.02944 0.01591 0.0002097 63 640: 8%|▊ | 12/160 [00:31<04:47, 1.94s/it] 82/299 3.97G 0.02944 0.01591 0.0002097 63 640: 8%|▊ | 13/160 [00:31<03:24, 1.39s/it] 82/299 3.97G 0.02935 0.0164 0.0002114 99 640: 8%|▊ | 13/160 [00:31<03:24, 1.39s/it] 82/299 3.97G 0.02935 0.0164 0.0002114 99 640: 9%|▉ | 14/160 [00:31<02:26, 1.01s/it] 82/299 3.97G 0.02933 0.0164 0.0002071 69 640: 9%|▉ | 14/160 [00:31<02:26, 1.01s/it] 82/299 3.97G 0.02933 0.0164 0.0002071 69 640: 9%|▉ | 15/160 [00:31<01:48, 1.34it/s] 82/299 3.97G 0.02949 0.01637 0.0002033 56 640: 9%|▉ | 15/160 [00:31<01:48, 1.34it/s] 82/299 3.97G 0.02949 0.01637 0.0002033 56 640: 10%|█ | 16/160 [00:31<01:20, 1.79it/s] 82/299 3.97G 0.02946 0.01658 0.000199 71 640: 10%|█ | 16/160 [00:40<01:20, 1.79it/s] 82/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s]
all 340 813 0.578 0.576 0.544 0.281
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 83/299 3.97G 0.02739 0.01493 0.0001528 64 640: 0%| | 0/160 [00:13<?, ?it/s] 83/299 3.97G 0.02739 0.01493 0.0001528 64 640: 1%| | 1/160 [00:13<37:00, 13.96s/it] 83/299 3.97G 0.02788 0.01516 0.0001789 68 640: 1%| | 1/160 [00:14<37:00, 13.96s/it] 83/299 3.97G 0.02788 0.01516 0.0001789 68 640: 1%|▏ | 2/160 [00:14<15:20, 5.83s/it] 83/299 3.97G 0.028 0.01462 0.0001763 59 640: 1%|▏ | 2/160 [00:18<15:20, 5.83s/it] 83/299 3.97G 0.028 0.01462 0.0001763 59 640: 2%|▏ | 3/160 [00:18<13:35, 5.19s/it] 83/299 3.97G 0.02789 0.0148 0.0001777 57 640: 2%|▏ | 3/160 [00:18<13:35, 5.19s/it] 83/299 3.97G 0.02789 0.0148 0.0001777 57 640: 2%|▎ | 4/160 [00:18<08:18, 3.20s/it] 83/299 3.97G 0.02888 0.0159 0.0001829 85 640: 2%|▎ | 4/160 [00:18<08:18, 3.20s/it] 83/299 3.97G 0.02888 0.0159 0.0001829 85 640: 3%|▎ | 5/160 [00:18<05:23, 2.09s/it] 83/299 3.97G 0.02933 0.01565 0.0002672 56 640: 3%|▎ | 5/160 [00:18<05:23, 2.09s/it] 83/299 3.97G 0.02933 0.01565 0.0002672 56 640: 4%|▍ | 6/160 [00:18<03:37, 1.41s/it] 83/299 3.97G 0.02967 0.01547 0.0002523 50 640: 4%|▍ | 6/160 [00:19<03:37, 1.41s/it] 83/299 3.97G 0.02967 0.01547 0.0002523 50 640: 4%|▍ | 7/160 [00:19<02:32, 1.00it/s] 83/299 3.97G 0.02993 0.01535 0.0002497 57 640: 4%|▍ | 7/160 [00:19<02:32, 1.00it/s] 83/299 3.97G 0.02993 0.01535 0.0002497 57 640: 5%|▌ | 8/160 [00:19<01:48, 1.40it/s] 83/299 3.97G 0.02986 0.01555 0.0002468 76 640: 5%|▌ | 8/160 [00:27<01:48, 1.40it/s] 83/299 3.97G 0.02986 0.01555 0.0002468 76 640: 6%|▌ | 9/160 [00:27<07:49, 3.11s/it] 83/299 3.97G 0.02971 0.01565 0.0002385 59 640: 6%|▌ | 9/160 [00:27<07:49, 3.11s/it] 83/299 3.97G 0.02971 0.01565 0.0002385 59 640: 6%|▋ | 10/160 [00:27<05:27, 2.18s/it] 83/299 3.97G 0.0301 0.01532 0.0002463 41 640: 6%|▋ | 10/160 [00:31<05:27, 2.18s/it] 83/299 3.97G 0.0301 0.01532 0.0002463 41 640: 7%|▋ | 11/160 [00:31<07:00, 2.82s/it] 83/299 3.97G 0.02978 0.01547 0.000242 65 640: 7%|▋ | 11/160 [00:32<07:00, 2.82s/it] 83/299 3.97G 0.02978 0.01547 0.000242 65 640: 8%|▊ | 12/160 [00:32<04:56, 2.00s/it] 83/299 3.97G 0.02992 0.01541 0.0002331 63 640: 8%|▊ | 12/160 [00:32<04:56, 2.00s/it] 83/299 3.97G 0.02992 0.01541 0.0002331 63 640: 8%|▊ | 13/160 [00:32<03:30, 1.43s/it] 83/299 3.97G 0.02984 0.0153 0.0002277 56 640: 8%|▊ | 13/160 [00:32<03:30, 1.43s/it] 83/299 3.97G 0.02984 0.0153 0.0002277 56 640: 9%|▉ | 14/160 [00:32<02:30, 1.03s/it] 83/299 3.97G 0.02985 0.01553 0.0002324 76 640: 9%|▉ | 14/160 [00:32<02:30, 1.03s/it] 83/299 3.97G 0.02985 0.01553 0.0002324 76 640: 9%|▉ | 15/160 [00:32<01:50, 1.31it/s] 83/299 3.97G 0.03001 0.01562 0.0002297 70 640: 9%|▉ | 15/160 [00:32<01:50, 1.31it/s] 83/299 3.97G 0.03001 0.01562 0.0002297 70 640: 10%|█ | 16/160 [00:32<01:21, 1.76it/s] 83/299 3.97G 0.03007 0.01552 0.0002266 52 640: 10%|█ | 16/160 [00:40<01:21, 1.76it/s] 83/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 813 0.557 0.581 0.562 0.289
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 84/299 3.97G 0.02724 0.01713 0.0002031 77 640: 0%| | 0/160 [00:12<?, ?it/s] 84/299 3.97G 0.02724 0.01713 0.0002031 77 640: 1%| | 1/160 [00:12<31:50, 12.02s/it] 84/299 3.97G 0.02814 0.01489 0.0001838 53 640: 1%| | 1/160 [00:12<31:50, 12.02s/it] 84/299 3.97G 0.02814 0.01489 0.0001838 53 640: 1%|▏ | 2/160 [00:12<13:14, 5.03s/it] 84/299 3.97G 0.0295 0.01539 0.0003177 85 640: 1%|▏ | 2/160 [00:18<13:14, 5.03s/it] 84/299 3.97G 0.0295 0.01539 0.0003177 85 640: 2%|▏ | 3/160 [00:18<14:13, 5.44s/it] 84/299 3.97G 0.02969 0.01456 0.0002679 48 640: 2%|▏ | 3/160 [00:18<14:13, 5.44s/it] 84/299 3.97G 0.02969 0.01456 0.0002679 48 640: 2%|▎ | 4/160 [00:18<08:40, 3.34s/it] 84/299 3.97G 0.02934 0.01413 0.0002536 63 640: 2%|▎ | 4/160 [00:18<08:40, 3.34s/it] 84/299 3.97G 0.02934 0.01413 0.0002536 63 640: 3%|▎ | 5/160 [00:18<05:37, 2.18s/it] 84/299 3.97G 0.02979 0.01364 0.0002317 40 640: 3%|▎ | 5/160 [00:18<05:37, 2.18s/it] 84/299 3.97G 0.02979 0.01364 0.0002317 40 640: 4%|▍ | 6/160 [00:18<03:47, 1.48s/it] 84/299 3.97G 0.02973 0.01423 0.0002367 76 640: 4%|▍ | 6/160 [00:18<03:47, 1.48s/it] 84/299 3.97G 0.02973 0.01423 0.0002367 76 640: 4%|▍ | 7/160 [00:18<02:39, 1.04s/it] 84/299 3.97G 0.02995 0.01461 0.0002302 56 640: 4%|▍ | 7/160 [00:18<02:39, 1.04s/it] 84/299 3.97G 0.02995 0.01461 0.0002302 56 640: 5%|▌ | 8/160 [00:18<01:53, 1.34it/s] 84/299 3.97G 0.03025 0.01431 0.0002173 54 640: 5%|▌ | 8/160 [00:26<01:53, 1.34it/s] 84/299 3.97G 0.03025 0.01431 0.0002173 54 640: 6%|▌ | 9/160 [00:26<07:13, 2.87s/it] 84/299 3.97G 0.03009 0.01428 0.0002326 58 640: 6%|▌ | 9/160 [00:26<07:13, 2.87s/it] 84/299 3.97G 0.03009 0.01428 0.0002326 58 640: 6%|▋ | 10/160 [00:26<05:03, 2.02s/it] 84/299 3.97G 0.02961 0.01415 0.0002301 59 640: 6%|▋ | 10/160 [00:31<05:03, 2.02s/it] 84/299 3.97G 0.02961 0.01415 0.0002301 59 640: 7%|▋ | 11/160 [00:31<07:07, 2.87s/it] 84/299 3.97G 0.02953 0.01418 0.0002205 66 640: 7%|▋ | 11/160 [00:31<07:07, 2.87s/it] 84/299 3.97G 0.02953 0.01418 0.0002205 66 640: 8%|▊ | 12/160 [00:31<05:00, 2.03s/it] 84/299 3.97G 0.02969 0.01474 0.0002134 104 640: 8%|▊ | 12/160 [00:31<05:00, 2.03s/it] 84/299 3.97G 0.02969 0.01474 0.0002134 104 640: 8%|▊ | 13/160 [00:31<03:33, 1.45s/it] 84/299 3.97G 0.02982 0.01476 0.0002354 69 640: 8%|▊ | 13/160 [00:31<03:33, 1.45s/it] 84/299 3.97G 0.02982 0.01476 0.0002354 69 640: 9%|▉ | 14/160 [00:31<02:33, 1.05s/it] 84/299 3.97G 0.03035 0.01486 0.0002807 36 640: 9%|▉ | 14/160 [00:31<02:33, 1.05s/it] 84/299 3.97G 0.03035 0.01486 0.0002807 36 640: 9%|▉ | 15/160 [00:31<01:52, 1.29it/s] 84/299 3.97G 0.03036 0.01481 0.0002746 63 640: 9%|▉ | 15/160 [00:31<01:52, 1.29it/s] 84/299 3.97G 0.03036 0.01481 0.0002746 63 640: 10%|█ | 16/160 [00:31<01:23, 1.73it/s] 84/299 3.97G 0.0304 0.01467 0.0002689 49 640: 10%|█ | 16/160 [00:39<01:23, 1.73it/s] 84/299 3.97G 0.03
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.56it/s]
all 340 813 0.608 0.586 0.573 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 85/299 3.97G 0.0306 0.0112 0.0005914 55 640: 0%| | 0/160 [00:11<?, ?it/s] 85/299 3.97G 0.0306 0.0112 0.0005914 55 640: 1%| | 1/160 [00:11<29:58, 11.31s/it] 85/299 3.97G 0.02868 0.01305 0.0003504 65 640: 1%| | 1/160 [00:11<29:58, 11.31s/it] 85/299 3.97G 0.02868 0.01305 0.0003504 65 640: 1%|▏ | 2/160 [00:11<12:29, 4.74s/it] 85/299 3.97G 0.02885 0.01494 0.0002736 79 640: 1%|▏ | 2/160 [00:17<12:29, 4.74s/it] 85/299 3.97G 0.02885 0.01494 0.0002736 79 640: 2%|▏ | 3/160 [00:17<13:36, 5.20s/it] 85/299 3.97G 0.02871 0.01503 0.0004265 69 640: 2%|▏ | 3/160 [00:17<13:36, 5.20s/it] 85/299 3.97G 0.02871 0.01503 0.0004265 69 640: 2%|▎ | 4/160 [00:17<08:18, 3.19s/it] 85/299 3.97G 0.0289 0.01605 0.0004786 86 640: 2%|▎ | 4/160 [00:17<08:18, 3.19s/it] 85/299 3.97G 0.0289 0.01605 0.0004786 86 640: 3%|▎ | 5/160 [00:17<05:23, 2.08s/it] 85/299 3.97G 0.0292 0.01706 0.000441 99 640: 3%|▎ | 5/160 [00:17<05:23, 2.08s/it] 85/299 3.97G 0.0292 0.01706 0.000441 99 640: 4%|▍ | 6/160 [00:17<03:37, 1.42s/it] 85/299 3.97G 0.02963 0.01688 0.0004053 58 640: 4%|▍ | 6/160 [00:17<03:37, 1.42s/it] 85/299 3.97G 0.02963 0.01688 0.0004053 58 640: 4%|▍ | 7/160 [00:17<02:35, 1.02s/it] 85/299 3.97G 0.02953 0.0166 0.0003706 50 640: 4%|▍ | 7/160 [00:17<02:35, 1.02s/it] 85/299 3.97G 0.02953 0.0166 0.0003706 50 640: 5%|▌ | 8/160 [00:17<01:51, 1.37it/s] 85/299 3.97G 0.0295 0.01615 0.0003582 52 640: 5%|▌ | 8/160 [00:25<01:51, 1.37it/s] 85/299 3.97G 0.0295 0.01615 0.0003582 52 640: 6%|▌ | 9/160 [00:25<07:17, 2.90s/it] 85/299 3.97G 0.02954 0.0162 0.0003338 65 640: 6%|▌ | 9/160 [00:25<07:17, 2.90s/it] 85/299 3.97G 0.02954 0.0162 0.0003338 65 640: 6%|▋ | 10/160 [00:25<05:06, 2.04s/it] 85/299 3.97G 0.02946 0.01658 0.0003349 78 640: 6%|▋ | 10/160 [00:30<05:06, 2.04s/it] 85/299 3.97G 0.02946 0.01658 0.0003349 78 640: 7%|▋ | 11/160 [00:30<07:25, 2.99s/it] 85/299 3.97G 0.02934 0.01659 0.000339 68 640: 7%|▋ | 11/160 [00:30<07:25, 2.99s/it] 85/299 3.97G 0.02934 0.01659 0.000339 68 640: 8%|▊ | 12/160 [00:30<05:13, 2.12s/it] 85/299 3.97G 0.02952 0.01617 0.0003231 42 640: 8%|▊ | 12/160 [00:31<05:13, 2.12s/it] 85/299 3.97G 0.02952 0.01617 0.0003231 42 640: 8%|▊ | 13/160 [00:31<03:41, 1.51s/it] 85/299 3.97G 0.02953 0.01602 0.0003085 46 640: 8%|▊ | 13/160 [00:31<03:41, 1.51s/it] 85/299 3.97G 0.02953 0.01602 0.0003085 46 640: 9%|▉ | 14/160 [00:31<02:38, 1.09s/it] 85/299 3.97G 0.02953 0.01597 0.0003105 49 640: 9%|▉ | 14/160 [00:31<02:38, 1.09s/it] 85/299 3.97G 0.02953 0.01597 0.0003105 49 640: 9%|▉ | 15/160 [00:31<01:56, 1.24it/s] 85/299 3.97G 0.0295 0.01612 0.0003073 75 640: 9%|▉ | 15/160 [00:31<01:56, 1.24it/s] 85/299 3.97G 0.0295 0.01612 0.0003073 75 640: 10%|█ | 16/160 [00:31<01:26, 1.67it/s] 85/299 3.97G 0.02943 0.01603 0.0002956 51 640: 10%|█ | 16/160 [00:38<01:26, 1.67it/s] 85/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.63it/s]
all 340 813 0.545 0.606 0.556 0.28
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 86/299 3.97G 0.02823 0.01717 0.0001278 59 640: 0%| | 0/160 [00:11<?, ?it/s] 86/299 3.97G 0.02823 0.01717 0.0001278 59 640: 1%| | 1/160 [00:11<29:26, 11.11s/it] 86/299 3.97G 0.02891 0.01656 0.0001674 73 640: 1%| | 1/160 [00:11<29:26, 11.11s/it] 86/299 3.97G 0.02891 0.01656 0.0001674 73 640: 1%|▏ | 2/160 [00:11<12:18, 4.67s/it] 86/299 3.97G 0.02939 0.01504 0.0001579 44 640: 1%|▏ | 2/160 [00:17<12:18, 4.67s/it] 86/299 3.97G 0.02939 0.01504 0.0001579 44 640: 2%|▏ | 3/160 [00:17<14:03, 5.37s/it] 86/299 3.97G 0.02926 0.01528 0.0001694 67 640: 2%|▏ | 3/160 [00:17<14:03, 5.37s/it] 86/299 3.97G 0.02926 0.01528 0.0001694 67 640: 2%|▎ | 4/160 [00:17<08:34, 3.30s/it] 86/299 3.97G 0.02959 0.01502 0.0001707 54 640: 2%|▎ | 4/160 [00:17<08:34, 3.30s/it] 86/299 3.97G 0.02959 0.01502 0.0001707 54 640: 3%|▎ | 5/160 [00:17<05:33, 2.15s/it] 86/299 3.97G 0.02957 0.01485 0.0001638 62 640: 3%|▎ | 5/160 [00:17<05:33, 2.15s/it] 86/299 3.97G 0.02957 0.01485 0.0001638 62 640: 4%|▍ | 6/160 [00:17<03:44, 1.46s/it] 86/299 3.97G 0.02943 0.01488 0.00017 67 640: 4%|▍ | 6/160 [00:17<03:44, 1.46s/it] 86/299 3.97G 0.02943 0.01488 0.00017 67 640: 4%|▍ | 7/160 [00:17<02:37, 1.03s/it] 86/299 3.97G 0.02926 0.01505 0.0001718 65 640: 4%|▍ | 7/160 [00:18<02:37, 1.03s/it] 86/299 3.97G 0.02926 0.01505 0.0001718 65 640: 5%|▌ | 8/160 [00:18<01:52, 1.35it/s] 86/299 3.97G 0.02945 0.0152 0.0001745 51 640: 5%|▌ | 8/160 [00:25<01:52, 1.35it/s] 86/299 3.97G 0.02945 0.0152 0.0001745 51 640: 6%|▌ | 9/160 [00:25<07:05, 2.82s/it] 86/299 3.97G 0.02922 0.01504 0.0001853 55 640: 6%|▌ | 9/160 [00:25<07:05, 2.82s/it] 86/299 3.97G 0.02922 0.01504 0.0001853 55 640: 6%|▋ | 10/160 [00:25<04:57, 1.98s/it] 86/299 3.97G 0.02913 0.01501 0.0002031 69 640: 6%|▋ | 10/160 [00:30<04:57, 1.98s/it] 86/299 3.97G 0.02913 0.01501 0.0002031 69 640: 7%|▋ | 11/160 [00:30<07:13, 2.91s/it] 86/299 3.97G 0.02915 0.01478 0.0001967 39 640: 7%|▋ | 11/160 [00:30<07:13, 2.91s/it] 86/299 3.97G 0.02915 0.01478 0.0001967 39 640: 8%|▊ | 12/160 [00:30<05:05, 2.07s/it] 86/299 3.97G 0.02906 0.01491 0.000196 63 640: 8%|▊ | 12/160 [00:30<05:05, 2.07s/it] 86/299 3.97G 0.02906 0.01491 0.000196 63 640: 8%|▊ | 13/160 [00:30<03:37, 1.48s/it] 86/299 3.97G 0.02909 0.01476 0.0002061 56 640: 8%|▊ | 13/160 [00:30<03:37, 1.48s/it] 86/299 3.97G 0.02909 0.01476 0.0002061 56 640: 9%|▉ | 14/160 [00:30<02:35, 1.07s/it] 86/299 3.97G 0.02921 0.01478 0.000266 68 640: 9%|▉ | 14/160 [00:31<02:35, 1.07s/it] 86/299 3.97G 0.02921 0.01478 0.000266 68 640: 9%|▉ | 15/160 [00:31<01:54, 1.27it/s] 86/299 3.97G 0.02933 0.01499 0.0002642 63 640: 9%|▉ | 15/160 [00:31<01:54, 1.27it/s] 86/299 3.97G 0.02933 0.01499 0.0002642 63 640: 10%|█ | 16/160 [00:31<01:24, 1.71it/s] 86/299 3.97G 0.02942 0.015 0.000257 77 640: 10%|█ | 16/160 [00:38<01:24, 1.71it/s] 86/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.92it/s]
all 340 813 0.533 0.633 0.557 0.283
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 87/299 3.97G 0.03184 0.01461 0.0001722 64 640: 0%| | 0/160 [00:08<?, ?it/s] 87/299 3.97G 0.03184 0.01461 0.0001722 64 640: 1%| | 1/160 [00:08<22:00, 8.31s/it] 87/299 3.97G 0.03137 0.01545 0.0002054 60 640: 1%| | 1/160 [00:08<22:00, 8.31s/it] 87/299 3.97G 0.03137 0.01545 0.0002054 60 640: 1%|▏ | 2/160 [00:08<09:14, 3.51s/it] 87/299 3.97G 0.03072 0.01468 0.0002577 50 640: 1%|▏ | 2/160 [00:17<09:14, 3.51s/it] 87/299 3.97G 0.03072 0.01468 0.0002577 50 640: 2%|▏ | 3/160 [00:17<15:41, 5.99s/it] 87/299 3.97G 0.03048 0.01404 0.0002545 48 640: 2%|▏ | 3/160 [00:17<15:41, 5.99s/it] 87/299 3.97G 0.03048 0.01404 0.0002545 48 640: 2%|▎ | 4/160 [00:17<09:33, 3.67s/it] 87/299 3.97G 0.02966 0.01462 0.000239 61 640: 2%|▎ | 4/160 [00:17<09:33, 3.67s/it] 87/299 3.97G 0.02966 0.01462 0.000239 61 640: 3%|▎ | 5/160 [00:17<06:10, 2.39s/it] 87/299 3.97G 0.02951 0.0147 0.0002272 61 640: 3%|▎ | 5/160 [00:17<06:10, 2.39s/it] 87/299 3.97G 0.02951 0.0147 0.0002272 61 640: 4%|▍ | 6/160 [00:17<04:09, 1.62s/it] 87/299 3.97G 0.02943 0.01471 0.0002255 63 640: 4%|▍ | 6/160 [00:17<04:09, 1.62s/it] 87/299 3.97G 0.02943 0.01471 0.0002255 63 640: 4%|▍ | 7/160 [00:17<02:53, 1.14s/it] 87/299 3.97G 0.0292 0.01491 0.0002246 68 640: 4%|▍ | 7/160 [00:18<02:53, 1.14s/it] 87/299 3.97G 0.0292 0.01491 0.0002246 68 640: 5%|▌ | 8/160 [00:18<02:03, 1.23it/s] 87/299 3.97G 0.02901 0.01468 0.0002161 52 640: 5%|▌ | 8/160 [00:24<02:03, 1.23it/s] 87/299 3.97G 0.02901 0.01468 0.0002161 52 640: 6%|▌ | 9/160 [00:24<06:18, 2.51s/it] 87/299 3.97G 0.02894 0.01477 0.0002122 54 640: 6%|▌ | 9/160 [00:24<06:18, 2.51s/it] 87/299 3.97G 0.02894 0.01477 0.0002122 54 640: 6%|▋ | 10/160 [00:24<04:26, 1.77s/it] 87/299 3.97G 0.02879 0.01496 0.0002108 72 640: 6%|▋ | 10/160 [00:30<04:26, 1.77s/it] 87/299 3.97G 0.02879 0.01496 0.0002108 72 640: 7%|▋ | 11/160 [00:30<07:26, 2.99s/it] 87/299 3.97G 0.02882 0.01525 0.000217 68 640: 7%|▋ | 11/160 [00:30<07:26, 2.99s/it] 87/299 3.97G 0.02882 0.01525 0.000217 68 640: 8%|▊ | 12/160 [00:30<05:14, 2.12s/it] 87/299 3.97G 0.02883 0.01545 0.000218 61 640: 8%|▊ | 12/160 [00:30<05:14, 2.12s/it] 87/299 3.97G 0.02883 0.01545 0.000218 61 640: 8%|▊ | 13/160 [00:30<03:42, 1.52s/it] 87/299 3.97G 0.02885 0.01557 0.0002143 79 640: 8%|▊ | 13/160 [00:30<03:42, 1.52s/it] 87/299 3.97G 0.02885 0.01557 0.0002143 79 640: 9%|▉ | 14/160 [00:30<02:39, 1.09s/it] 87/299 3.97G 0.02877 0.01555 0.0002081 71 640: 9%|▉ | 14/160 [00:30<02:39, 1.09s/it] 87/299 3.97G 0.02877 0.01555 0.0002081 71 640: 9%|▉ | 15/160 [00:30<01:57, 1.24it/s] 87/299 3.97G 0.02879 0.01568 0.0002044 87 640: 9%|▉ | 15/160 [00:30<01:57, 1.24it/s] 87/299 3.97G 0.02879 0.01568 0.0002044 87 640: 10%|█ | 16/160 [00:30<01:26, 1.67it/s] 87/299 3.97G 0.02906 0.01567 0.0002248 66 640: 10%|█ | 16/160 [00:37<01:26, 1.67it/s] 87/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.25it/s]
all 340 813 0.586 0.492 0.519 0.264
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 88/299 3.97G 0.03351 0.01918 0.0002925 80 640: 0%| | 0/160 [00:05<?, ?it/s] 88/299 3.97G 0.03351 0.01918 0.0002925 80 640: 1%| | 1/160 [00:05<14:30, 5.47s/it] 88/299 3.97G 0.0317 0.01987 0.0002045 94 640: 1%| | 1/160 [00:05<14:30, 5.47s/it] 88/299 3.97G 0.0317 0.01987 0.0002045 94 640: 1%|▏ | 2/160 [00:05<06:08, 2.33s/it] 88/299 3.97G 0.03084 0.01959 0.0002297 80 640: 1%|▏ | 2/160 [00:17<06:08, 2.33s/it] 88/299 3.97G 0.03084 0.01959 0.0002297 80 640: 2%|▏ | 3/160 [00:17<17:55, 6.85s/it] 88/299 3.97G 0.03097 0.01815 0.0002713 51 640: 2%|▏ | 3/160 [00:17<17:55, 6.85s/it] 88/299 3.97G 0.03097 0.01815 0.0002713 51 640: 2%|▎ | 4/160 [00:17<10:53, 4.19s/it] 88/299 3.97G 0.03064 0.01732 0.0002829 64 640: 2%|▎ | 4/160 [00:18<10:53, 4.19s/it] 88/299 3.97G 0.03064 0.01732 0.0002829 64 640: 3%|▎ | 5/160 [00:18<07:01, 2.72s/it] 88/299 3.97G 0.03017 0.01714 0.0002581 61 640: 3%|▎ | 5/160 [00:18<07:01, 2.72s/it] 88/299 3.97G 0.03017 0.01714 0.0002581 61 640: 4%|▍ | 6/160 [00:18<04:42, 1.84s/it] 88/299 3.97G 0.03017 0.01717 0.0002407 84 640: 4%|▍ | 6/160 [00:18<04:42, 1.84s/it] 88/299 3.97G 0.03017 0.01717 0.0002407 84 640: 4%|▍ | 7/160 [00:18<03:16, 1.28s/it] 88/299 3.97G 0.03025 0.01769 0.0003137 94 640: 4%|▍ | 7/160 [00:18<03:16, 1.28s/it] 88/299 3.97G 0.03025 0.01769 0.0003137 94 640: 5%|▌ | 8/160 [00:18<02:18, 1.10it/s] 88/299 3.97G 0.03022 0.01739 0.0003534 54 640: 5%|▌ | 8/160 [00:22<02:18, 1.10it/s] 88/299 3.97G 0.03022 0.01739 0.0003534 54 640: 6%|▌ | 9/160 [00:22<04:49, 1.92s/it] 88/299 3.97G 0.03012 0.01747 0.0003298 73 640: 6%|▌ | 9/160 [00:22<04:49, 1.92s/it] 88/299 3.97G 0.03012 0.01747 0.0003298 73 640: 6%|▋ | 10/160 [00:22<03:24, 1.37s/it] 88/299 3.97G 0.03026 0.01729 0.000314 59 640: 6%|▋ | 10/160 [00:31<03:24, 1.37s/it] 88/299 3.97G 0.03026 0.01729 0.000314 59 640: 7%|▋ | 11/160 [00:31<08:43, 3.52s/it] 88/299 3.97G 0.03026 0.01699 0.0003001 49 640: 7%|▋ | 11/160 [00:31<08:43, 3.52s/it] 88/299 3.97G 0.03026 0.01699 0.0003001 49 640: 8%|▊ | 12/160 [00:31<06:07, 2.48s/it] 88/299 3.97G 0.02983 0.01671 0.0002872 47 640: 8%|▊ | 12/160 [00:31<06:07, 2.48s/it] 88/299 3.97G 0.02983 0.01671 0.0002872 47 640: 8%|▊ | 13/160 [00:31<04:19, 1.77s/it] 88/299 3.97G 0.02974 0.01653 0.0002762 69 640: 8%|▊ | 13/160 [00:31<04:19, 1.77s/it] 88/299 3.97G 0.02974 0.01653 0.0002762 69 640: 9%|▉ | 14/160 [00:31<03:05, 1.27s/it] 88/299 3.97G 0.0296 0.01649 0.0002668 60 640: 9%|▉ | 14/160 [00:31<03:05, 1.27s/it] 88/299 3.97G 0.0296 0.01649 0.0002668 60 640: 9%|▉ | 15/160 [00:31<02:14, 1.08it/s] 88/299 3.97G 0.02967 0.01622 0.0002623 51 640: 9%|▉ | 15/160 [00:31<02:14, 1.08it/s] 88/299 3.97G 0.02967 0.01622 0.0002623 51 640: 10%|█ | 16/160 [00:31<01:38, 1.46it/s] 88/299 3.97G 0.02965 0.01635 0.000255 75 640: 10%|█ | 16/160 [00:36<01:38, 1.46it/s] 88/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 813 0.585 0.56 0.571 0.29
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 89/299 3.97G 0.02772 0.01604 0.0001167 75 640: 0%| | 0/160 [00:04<?, ?it/s] 89/299 3.97G 0.02772 0.01604 0.0001167 75 640: 1%| | 1/160 [00:04<12:22, 4.67s/it] 89/299 3.97G 0.0283 0.01441 0.0001688 50 640: 1%| | 1/160 [00:04<12:22, 4.67s/it] 89/299 3.97G 0.0283 0.01441 0.0001688 50 640: 1%|▏ | 2/160 [00:04<05:21, 2.03s/it] 89/299 3.97G 0.03033 0.01499 0.0001475 50 640: 1%|▏ | 2/160 [00:17<05:21, 2.03s/it] 89/299 3.97G 0.03033 0.01499 0.0001475 50 640: 2%|▏ | 3/160 [00:17<18:08, 6.93s/it] 89/299 3.97G 0.02928 0.01487 0.0001445 76 640: 2%|▏ | 3/160 [00:17<18:08, 6.93s/it] 89/299 3.97G 0.02928 0.01487 0.0001445 76 640: 2%|▎ | 4/160 [00:17<11:02, 4.25s/it] 89/299 3.97G 0.02895 0.01465 0.0001398 48 640: 2%|▎ | 4/160 [00:17<11:02, 4.25s/it] 89/299 3.97G 0.02895 0.01465 0.0001398 48 640: 3%|▎ | 5/160 [00:17<07:07, 2.76s/it] 89/299 3.97G 0.02905 0.01507 0.0001675 63 640: 3%|▎ | 5/160 [00:17<07:07, 2.76s/it] 89/299 3.97G 0.02905 0.01507 0.0001675 63 640: 4%|▍ | 6/160 [00:17<04:46, 1.86s/it] 89/299 3.97G 0.02917 0.01531 0.0005012 50 640: 4%|▍ | 6/160 [00:18<04:46, 1.86s/it] 89/299 3.97G 0.02917 0.01531 0.0005012 50 640: 4%|▍ | 7/160 [00:18<03:17, 1.29s/it] 89/299 3.97G 0.02922 0.01544 0.0004528 62 640: 4%|▍ | 7/160 [00:18<03:17, 1.29s/it] 89/299 3.97G 0.02922 0.01544 0.0004528 62 640: 5%|▌ | 8/160 [00:18<02:19, 1.09it/s] 89/299 3.97G 0.02979 0.01555 0.000429 65 640: 5%|▌ | 8/160 [00:21<02:19, 1.09it/s] 89/299 3.97G 0.02979 0.01555 0.000429 65 640: 6%|▌ | 9/160 [00:21<04:19, 1.72s/it] 89/299 3.97G 0.02958 0.0153 0.0003987 55 640: 6%|▌ | 9/160 [00:21<04:19, 1.72s/it] 89/299 3.97G 0.02958 0.0153 0.0003987 55 640: 6%|▋ | 10/160 [00:21<03:03, 1.22s/it] 89/299 3.97G 0.02982 0.01537 0.0004203 64 640: 6%|▋ | 10/160 [00:31<03:03, 1.22s/it] 89/299 3.97G 0.02982 0.01537 0.0004203 64 640: 7%|▋ | 11/160 [00:31<09:08, 3.68s/it] 89/299 3.97G 0.02947 0.01517 0.0003953 50 640: 7%|▋ | 11/160 [00:31<09:08, 3.68s/it] 89/299 3.97G 0.02947 0.01517 0.0003953 50 640: 8%|▊ | 12/160 [00:31<06:25, 2.60s/it] 89/299 3.97G 0.02939 0.01543 0.000376 80 640: 8%|▊ | 12/160 [00:31<06:25, 2.60s/it] 89/299 3.97G 0.02939 0.01543 0.000376 80 640: 8%|▊ | 13/160 [00:31<04:31, 1.85s/it] 89/299 3.97G 0.0294 0.0157 0.0003602 92 640: 8%|▊ | 13/160 [00:31<04:31, 1.85s/it] 89/299 3.97G 0.0294 0.0157 0.0003602 92 640: 9%|▉ | 14/160 [00:31<03:13, 1.33s/it] 89/299 3.97G 0.02929 0.01545 0.0003448 42 640: 9%|▉ | 14/160 [00:31<03:13, 1.33s/it] 89/299 3.97G 0.02929 0.01545 0.0003448 42 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 89/299 3.97G 0.02925 0.01569 0.0003398 96 640: 9%|▉ | 15/160 [00:31<02:20, 1.03it/s] 89/299 3.97G 0.02925 0.01569 0.0003398 96 640: 10%|█ | 16/160 [00:31<01:42, 1.40it/s] 89/299 3.97G 0.02916 0.01569 0.0003301 64 640: 10%|█ | 16/160 [00:35<01:42, 1.40it/s] 89/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.58it/s]
all 340 813 0.597 0.543 0.558 0.285
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 90/299 3.97G 0.0307 0.01759 0.0002552 63 640: 0%| | 0/160 [00:00<?, ?it/s] 90/299 3.97G 0.0307 0.01759 0.0002552 63 640: 1%| | 1/160 [00:00<00:28, 5.61it/s] 90/299 3.97G 0.02878 0.01493 0.0001839 47 640: 1%| | 1/160 [00:00<00:28, 5.61it/s] 90/299 3.97G 0.02878 0.01493 0.0001839 47 640: 1%|▏ | 2/160 [00:00<00:27, 5.66it/s] 90/299 3.97G 0.0297 0.01549 0.0007432 62 640: 1%|▏ | 2/160 [00:17<00:27, 5.66it/s] 90/299 3.97G 0.0297 0.01549 0.0007432 62 640: 2%|▏ | 3/160 [00:17<20:43, 7.92s/it] 90/299 3.97G 0.02916 0.01487 0.0005855 48 640: 2%|▏ | 3/160 [00:17<20:43, 7.92s/it] 90/299 3.97G 0.02916 0.01487 0.0005855 48 640: 2%|▎ | 4/160 [00:17<12:35, 4.85s/it] 90/299 3.97G 0.02956 0.01554 0.0004935 70 640: 2%|▎ | 4/160 [00:17<12:35, 4.85s/it] 90/299 3.97G 0.02956 0.01554 0.0004935 70 640: 3%|▎ | 5/160 [00:17<08:06, 3.14s/it] 90/299 3.97G 0.02978 0.01631 0.0004403 68 640: 3%|▎ | 5/160 [00:17<08:06, 3.14s/it] 90/299 3.97G 0.02978 0.01631 0.0004403 68 640: 4%|▍ | 6/160 [00:17<05:25, 2.11s/it] 90/299 3.97G 0.0294 0.01545 0.0004015 45 640: 4%|▍ | 6/160 [00:18<05:25, 2.11s/it] 90/299 3.97G 0.0294 0.01545 0.0004015 45 640: 4%|▍ | 7/160 [00:18<03:45, 1.47s/it] 90/299 3.97G 0.02956 0.01492 0.0003687 36 640: 4%|▍ | 7/160 [00:18<03:45, 1.47s/it] 90/299 3.97G 0.02956 0.01492 0.0003687 36 640: 5%|▌ | 8/160 [00:18<02:38, 1.04s/it] 90/299 3.97G 0.02931 0.01472 0.0003507 61 640: 5%|▌ | 8/160 [00:18<02:38, 1.04s/it] 90/299 3.97G 0.02931 0.01472 0.0003507 61 640: 6%|▌ | 9/160 [00:18<02:08, 1.17it/s] 90/299 3.97G 0.02926 0.01499 0.0003293 82 640: 6%|▌ | 9/160 [00:18<02:08, 1.17it/s] 90/299 3.97G 0.02926 0.01499 0.0003293 82 640: 6%|▋ | 10/160 [00:18<01:33, 1.60it/s] 90/299 3.97G 0.02884 0.01497 0.0003125 67 640: 6%|▋ | 10/160 [00:31<01:33, 1.60it/s] 90/299 3.97G 0.02884 0.01497 0.0003125 67 640: 7%|▋ | 11/160 [00:31<10:29, 4.23s/it] 90/299 3.97G 0.02901 0.01512 0.0002997 70 640: 7%|▋ | 11/160 [00:31<10:29, 4.23s/it] 90/299 3.97G 0.02901 0.01512 0.0002997 70 640: 8%|▊ | 12/160 [00:31<07:20, 2.98s/it] 90/299 3.97G 0.02933 0.01473 0.0002931 45 640: 8%|▊ | 12/160 [00:31<07:20, 2.98s/it] 90/299 3.97G 0.02933 0.01473 0.0002931 45 640: 8%|▊ | 13/160 [00:31<05:10, 2.11s/it] 90/299 3.97G 0.02958 0.01453 0.0003153 44 640: 8%|▊ | 13/160 [00:31<05:10, 2.11s/it] 90/299 3.97G 0.02958 0.01453 0.0003153 44 640: 9%|▉ | 14/160 [00:31<03:40, 1.51s/it] 90/299 3.97G 0.02971 0.01438 0.0003789 41 640: 9%|▉ | 14/160 [00:31<03:40, 1.51s/it] 90/299 3.97G 0.02971 0.01438 0.0003789 41 640: 9%|▉ | 15/160 [00:31<02:38, 1.09s/it] 90/299 3.97G 0.0297 0.01456 0.0003633 82 640: 9%|▉ | 15/160 [00:31<02:38, 1.09s/it] 90/299 3.97G 0.0297 0.01456 0.0003633 82 640: 10%|█ | 16/160 [00:31<01:54, 1.25it/s] 90/299 3.97G 0.02974 0.01473 0.0003794 77 640: 10%|█ | 16/160 [00:31<01:54, 1.25it/s] 90/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 813 0.582 0.602 0.573 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 91/299 3.97G 0.03271 0.01179 0.000135 56 640: 0%| | 0/160 [00:00<?, ?it/s] 91/299 3.97G 0.03271 0.01179 0.000135 56 640: 1%| | 1/160 [00:00<00:25, 6.23it/s] 91/299 3.97G 0.02976 0.01264 0.0001263 53 640: 1%| | 1/160 [00:00<00:25, 6.23it/s] 91/299 3.97G 0.02976 0.01264 0.0001263 53 640: 1%|▏ | 2/160 [00:00<00:25, 6.13it/s] 91/299 3.97G 0.03044 0.014 0.0001305 63 640: 1%|▏ | 2/160 [00:17<00:25, 6.13it/s] 91/299 3.97G 0.03044 0.014 0.0001305 63 640: 2%|▏ | 3/160 [00:17<20:35, 7.87s/it] 91/299 3.97G 0.03035 0.01467 0.0001451 64 640: 2%|▏ | 3/160 [00:17<20:35, 7.87s/it] 91/299 3.97G 0.03035 0.01467 0.0001451 64 640: 2%|▎ | 4/160 [00:17<12:30, 4.81s/it] 91/299 3.97G 0.03025 0.01529 0.0001434 77 640: 2%|▎ | 4/160 [00:17<12:30, 4.81s/it] 91/299 3.97G 0.03025 0.01529 0.0001434 77 640: 3%|▎ | 5/160 [00:17<08:03, 3.12s/it] 91/299 3.97G 0.0302 0.01612 0.0001436 89 640: 3%|▎ | 5/160 [00:17<08:03, 3.12s/it] 91/299 3.97G 0.0302 0.01612 0.0001436 89 640: 4%|▍ | 6/160 [00:17<05:23, 2.10s/it] 91/299 3.97G 0.03006 0.01641 0.0001484 68 640: 4%|▍ | 6/160 [00:17<05:23, 2.10s/it] 91/299 3.97G 0.03006 0.01641 0.0001484 68 640: 4%|▍ | 7/160 [00:17<03:43, 1.46s/it] 91/299 3.97G 0.03022 0.01598 0.0001687 49 640: 4%|▍ | 7/160 [00:17<03:43, 1.46s/it] 91/299 3.97G 0.03022 0.01598 0.0001687 49 640: 5%|▌ | 8/160 [00:17<02:36, 1.03s/it] 91/299 3.97G 0.03005 0.01525 0.0001689 32 640: 5%|▌ | 8/160 [00:18<02:36, 1.03s/it] 91/299 3.97G 0.03005 0.01525 0.0001689 32 640: 6%|▌ | 9/160 [00:18<02:30, 1.00it/s] 91/299 3.97G 0.03028 0.01513 0.0001662 46 640: 6%|▌ | 9/160 [00:19<02:30, 1.00it/s] 91/299 3.97G 0.03028 0.01513 0.0001662 46 640: 6%|▋ | 10/160 [00:19<01:48, 1.38it/s] 91/299 3.97G 0.03008 0.01512 0.0001655 72 640: 6%|▋ | 10/160 [00:30<01:48, 1.38it/s] 91/299 3.97G 0.03008 0.01512 0.0001655 72 640: 7%|▋ | 11/160 [00:30<10:11, 4.11s/it] 91/299 3.97G 0.03012 0.01506 0.0001749 60 640: 7%|▋ | 11/160 [00:30<10:11, 4.11s/it] 91/299 3.97G 0.03012 0.01506 0.0001749 60 640: 8%|▊ | 12/160 [00:30<07:08, 2.89s/it] 91/299 3.97G 0.03 0.01512 0.0002044 64 640: 8%|▊ | 12/160 [00:31<07:08, 2.89s/it] 91/299 3.97G 0.03 0.01512 0.0002044 64 640: 8%|▊ | 13/160 [00:31<05:01, 2.05s/it] 91/299 3.97G 0.03 0.01534 0.0001986 69 640: 8%|▊ | 13/160 [00:31<05:01, 2.05s/it] 91/299 3.97G 0.03 0.01534 0.0001986 69 640: 9%|▉ | 14/160 [00:31<03:34, 1.47s/it] 91/299 3.97G 0.03011 0.01559 0.0001945 62 640: 9%|▉ | 14/160 [00:31<03:34, 1.47s/it] 91/299 3.97G 0.03011 0.01559 0.0001945 62 640: 9%|▉ | 15/160 [00:31<02:35, 1.07s/it] 91/299 3.97G 0.03008 0.01569 0.0001945 83 640: 9%|▉ | 15/160 [00:31<02:35, 1.07s/it] 91/299 3.97G 0.03008 0.01569 0.0001945 83 640: 10%|█ | 16/160 [00:31<01:52, 1.28it/s] 91/299 3.97G 0.03024 0.01581 0.00019 70 640: 10%|█ | 16/160 [00:32<01:52, 1.28it/s] 91/299 3.97G 0.030
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s]
all 340 813 0.583 0.571 0.573 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 92/299 3.97G 0.0259 0.01408 0.0001601 54 640: 0%| | 0/160 [00:00<?, ?it/s] 92/299 3.97G 0.0259 0.01408 0.0001601 54 640: 1%| | 1/160 [00:00<00:44, 3.54it/s] 92/299 3.97G 0.02799 0.01519 0.0001568 65 640: 1%| | 1/160 [00:00<00:44, 3.54it/s] 92/299 3.97G 0.02799 0.01519 0.0001568 65 640: 1%|▏ | 2/160 [00:00<00:31, 5.09it/s] 92/299 3.97G 0.02851 0.01389 0.0001755 47 640: 1%|▏ | 2/160 [00:17<00:31, 5.09it/s] 92/299 3.97G 0.02851 0.01389 0.0001755 47 640: 2%|▏ | 3/160 [00:17<21:01, 8.03s/it] 92/299 3.97G 0.02897 0.01501 0.0001922 81 640: 2%|▏ | 3/160 [00:17<21:01, 8.03s/it] 92/299 3.97G 0.02897 0.01501 0.0001922 81 640: 2%|▎ | 4/160 [00:17<12:46, 4.91s/it] 92/299 3.97G 0.02881 0.01485 0.0002078 64 640: 2%|▎ | 4/160 [00:18<12:46, 4.91s/it] 92/299 3.97G 0.02881 0.01485 0.0002078 64 640: 3%|▎ | 5/160 [00:18<08:13, 3.18s/it] 92/299 3.97G 0.02847 0.01532 0.0001929 82 640: 3%|▎ | 5/160 [00:18<08:13, 3.18s/it] 92/299 3.97G 0.02847 0.01532 0.0001929 82 640: 4%|▍ | 6/160 [00:18<05:29, 2.14s/it] 92/299 3.97G 0.02863 0.01542 0.0001901 64 640: 4%|▍ | 6/160 [00:18<05:29, 2.14s/it] 92/299 3.97G 0.02863 0.01542 0.0001901 64 640: 4%|▍ | 7/160 [00:18<03:47, 1.49s/it] 92/299 3.97G 0.02911 0.01607 0.0001964 79 640: 4%|▍ | 7/160 [00:18<03:47, 1.49s/it] 92/299 3.97G 0.02911 0.01607 0.0001964 79 640: 5%|▌ | 8/160 [00:18<02:39, 1.05s/it] 92/299 3.97G 0.02923 0.01596 0.0002034 69 640: 5%|▌ | 8/160 [00:20<02:39, 1.05s/it] 92/299 3.97G 0.02923 0.01596 0.0002034 69 640: 6%|▌ | 9/160 [00:20<03:26, 1.37s/it] 92/299 3.97G 0.02946 0.01568 0.0004971 49 640: 6%|▌ | 9/160 [00:20<03:26, 1.37s/it] 92/299 3.97G 0.02946 0.01568 0.0004971 49 640: 6%|▋ | 10/160 [00:20<02:27, 1.02it/s] 92/299 3.97G 0.0294 0.01556 0.0004621 55 640: 6%|▋ | 10/160 [00:31<02:27, 1.02it/s] 92/299 3.97G 0.0294 0.01556 0.0004621 55 640: 7%|▋ | 11/160 [00:31<09:45, 3.93s/it] 92/299 3.97G 0.02959 0.01538 0.0006073 48 640: 7%|▋ | 11/160 [00:31<09:45, 3.93s/it] 92/299 3.97G 0.02959 0.01538 0.0006073 48 640: 8%|▊ | 12/160 [00:31<06:50, 2.78s/it] 92/299 3.97G 0.02943 0.01558 0.000653 82 640: 8%|▊ | 12/160 [00:31<06:50, 2.78s/it] 92/299 3.97G 0.02943 0.01558 0.000653 82 640: 8%|▊ | 13/160 [00:31<04:49, 1.97s/it] 92/299 3.97G 0.02956 0.01578 0.0006229 80 640: 8%|▊ | 13/160 [00:31<04:49, 1.97s/it] 92/299 3.97G 0.02956 0.01578 0.0006229 80 640: 9%|▉ | 14/160 [00:31<03:25, 1.41s/it] 92/299 3.97G 0.02948 0.01601 0.0005887 84 640: 9%|▉ | 14/160 [00:31<03:25, 1.41s/it] 92/299 3.97G 0.02948 0.01601 0.0005887 84 640: 9%|▉ | 15/160 [00:31<02:29, 1.03s/it] 92/299 3.97G 0.02987 0.01598 0.0005749 70 640: 9%|▉ | 15/160 [00:31<02:29, 1.03s/it] 92/299 3.97G 0.02987 0.01598 0.0005749 70 640: 10%|█ | 16/160 [00:31<01:48, 1.33it/s] 92/299 3.97G 0.02982 0.01608 0.0005518 71 640: 10%|█ | 16/160 [00:33<01:48, 1.33it/s] 92/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.56it/s]
all 340 813 0.578 0.584 0.574 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 93/299 3.97G 0.02986 0.0178 0.0002734 68 640: 0%| | 0/160 [00:00<?, ?it/s] 93/299 3.97G 0.02986 0.0178 0.0002734 68 640: 1%| | 1/160 [00:00<00:24, 6.51it/s] 93/299 3.97G 0.03394 0.01825 0.0002284 76 640: 1%| | 1/160 [00:00<00:24, 6.51it/s] 93/299 3.97G 0.03394 0.01825 0.0002284 76 640: 1%|▏ | 2/160 [00:00<00:40, 3.87it/s] 93/299 3.97G 0.0332 0.02008 0.0002351 94 640: 1%|▏ | 2/160 [00:16<00:40, 3.87it/s] 93/299 3.97G 0.0332 0.02008 0.0002351 94 640: 2%|▏ | 3/160 [00:16<19:47, 7.56s/it] 93/299 3.97G 0.03267 0.01858 0.0002041 65 640: 2%|▏ | 3/160 [00:16<19:47, 7.56s/it] 93/299 3.97G 0.03267 0.01858 0.0002041 65 640: 2%|▎ | 4/160 [00:16<12:01, 4.62s/it] 93/299 3.97G 0.03191 0.01751 0.000189 56 640: 2%|▎ | 4/160 [00:16<12:01, 4.62s/it] 93/299 3.97G 0.03191 0.01751 0.000189 56 640: 3%|▎ | 5/160 [00:16<07:44, 3.00s/it] 93/299 3.97G 0.03133 0.01703 0.0001777 67 640: 3%|▎ | 5/160 [00:17<07:44, 3.00s/it] 93/299 3.97G 0.03133 0.01703 0.0001777 67 640: 4%|▍ | 6/160 [00:17<05:10, 2.02s/it] 93/299 3.97G 0.03201 0.01657 0.0005795 57 640: 4%|▍ | 6/160 [00:17<05:10, 2.02s/it] 93/299 3.97G 0.03201 0.01657 0.0005795 57 640: 4%|▍ | 7/160 [00:17<03:35, 1.41s/it] 93/299 3.97G 0.03164 0.01658 0.0005306 74 640: 4%|▍ | 7/160 [00:17<03:35, 1.41s/it] 93/299 3.97G 0.03164 0.01658 0.0005306 74 640: 5%|▌ | 8/160 [00:17<02:31, 1.00it/s] 93/299 3.97G 0.031 0.01652 0.0005581 79 640: 5%|▌ | 8/160 [00:20<02:31, 1.00it/s] 93/299 3.97G 0.031 0.01652 0.0005581 79 640: 6%|▌ | 9/160 [00:20<03:55, 1.56s/it] 93/299 3.97G 0.03084 0.016 0.0005225 45 640: 6%|▌ | 9/160 [00:20<03:55, 1.56s/it] 93/299 3.97G 0.03084 0.016 0.0005225 45 640: 6%|▋ | 10/160 [00:20<02:47, 1.12s/it] 93/299 3.97G 0.0308 0.01594 0.0004878 61 640: 6%|▋ | 10/160 [00:30<02:47, 1.12s/it] 93/299 3.97G 0.0308 0.01594 0.0004878 61 640: 7%|▋ | 11/160 [00:30<09:21, 3.77s/it] 93/299 3.97G 0.03091 0.01595 0.0004645 52 640: 7%|▋ | 11/160 [00:30<09:21, 3.77s/it] 93/299 3.97G 0.03091 0.01595 0.0004645 52 640: 8%|▊ | 12/160 [00:30<06:33, 2.66s/it] 93/299 3.97G 0.03052 0.0155 0.0004403 37 640: 8%|▊ | 12/160 [00:30<06:33, 2.66s/it] 93/299 3.97G 0.03052 0.0155 0.0004403 37 640: 8%|▊ | 13/160 [00:30<04:37, 1.89s/it] 93/299 3.97G 0.03034 0.01543 0.0004228 65 640: 8%|▊ | 13/160 [00:30<04:37, 1.89s/it] 93/299 3.97G 0.03034 0.01543 0.0004228 65 640: 9%|▉ | 14/160 [00:30<03:17, 1.35s/it] 93/299 3.97G 0.03017 0.0156 0.0004045 69 640: 9%|▉ | 14/160 [00:30<03:17, 1.35s/it] 93/299 3.97G 0.03017 0.0156 0.0004045 69 640: 9%|▉ | 15/160 [00:30<02:23, 1.01it/s] 93/299 3.97G 0.03011 0.01542 0.0003973 49 640: 9%|▉ | 15/160 [00:30<02:23, 1.01it/s] 93/299 3.97G 0.03011 0.01542 0.0003973 49 640: 10%|█ | 16/160 [00:30<01:44, 1.38it/s] 93/299 3.97G 0.02996 0.01541 0.0003853 56 640: 10%|█ | 16/160 [00:33<01:44, 1.38it/s] 93/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.93it/s]
all 340 813 0.603 0.603 0.593 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 94/299 3.97G 0.03486 0.01792 0.0001777 75 640: 0%| | 0/160 [00:00<?, ?it/s] 94/299 3.97G 0.03486 0.01792 0.0001777 75 640: 1%| | 1/160 [00:00<00:30, 5.16it/s] 94/299 3.97G 0.03033 0.01433 0.0001455 45 640: 1%| | 1/160 [00:00<00:30, 5.16it/s] 94/299 3.97G 0.03033 0.01433 0.0001455 45 640: 1%|▏ | 2/160 [00:00<00:30, 5.20it/s] 94/299 3.97G 0.02931 0.01563 0.0002168 81 640: 1%|▏ | 2/160 [00:17<00:30, 5.20it/s] 94/299 3.97G 0.02931 0.01563 0.0002168 81 640: 2%|▏ | 3/160 [00:17<20:36, 7.87s/it] 94/299 3.97G 0.0293 0.01705 0.0001961 77 640: 2%|▏ | 3/160 [00:17<20:36, 7.87s/it] 94/299 3.97G 0.0293 0.01705 0.0001961 77 640: 2%|▎ | 4/160 [00:17<12:30, 4.81s/it] 94/299 3.97G 0.02991 0.017 0.0001815 65 640: 2%|▎ | 4/160 [00:17<12:30, 4.81s/it] 94/299 3.97G 0.02991 0.017 0.0001815 65 640: 3%|▎ | 5/160 [00:17<08:03, 3.12s/it] 94/299 3.97G 0.02994 0.01709 0.000167 64 640: 3%|▎ | 5/160 [00:17<08:03, 3.12s/it] 94/299 3.97G 0.02994 0.01709 0.000167 64 640: 4%|▍ | 6/160 [00:17<05:23, 2.10s/it] 94/299 3.97G 0.02967 0.01712 0.0001722 75 640: 4%|▍ | 6/160 [00:17<05:23, 2.10s/it] 94/299 3.97G 0.02967 0.01712 0.0001722 75 640: 4%|▍ | 7/160 [00:17<03:43, 1.46s/it] 94/299 3.97G 0.02963 0.01711 0.0001651 80 640: 4%|▍ | 7/160 [00:18<03:43, 1.46s/it] 94/299 3.97G 0.02963 0.01711 0.0001651 80 640: 5%|▌ | 8/160 [00:18<02:36, 1.03s/it] 94/299 3.97G 0.02967 0.01688 0.0001629 60 640: 5%|▌ | 8/160 [00:20<02:36, 1.03s/it] 94/299 3.97G 0.02967 0.01688 0.0001629 60 640: 6%|▌ | 9/160 [00:20<03:35, 1.43s/it] 94/299 3.97G 0.02933 0.01623 0.0001583 39 640: 6%|▌ | 9/160 [00:20<03:35, 1.43s/it] 94/299 3.97G 0.02933 0.01623 0.0001583 39 640: 6%|▋ | 10/160 [00:20<02:34, 1.03s/it] 94/299 3.97G 0.02928 0.01635 0.0001547 71 640: 6%|▋ | 10/160 [00:30<02:34, 1.03s/it] 94/299 3.97G 0.02928 0.01635 0.0001547 71 640: 7%|▋ | 11/160 [00:30<09:35, 3.86s/it] 94/299 3.97G 0.02912 0.01625 0.0001508 60 640: 7%|▋ | 11/160 [00:30<09:35, 3.86s/it] 94/299 3.97G 0.02912 0.01625 0.0001508 60 640: 8%|▊ | 12/160 [00:30<06:43, 2.73s/it] 94/299 3.97G 0.02911 0.01583 0.0001483 45 640: 8%|▊ | 12/160 [00:30<06:43, 2.73s/it] 94/299 3.97G 0.02911 0.01583 0.0001483 45 640: 8%|▊ | 13/160 [00:30<04:44, 1.94s/it] 94/299 3.97G 0.02909 0.01585 0.0001615 90 640: 8%|▊ | 13/160 [00:31<04:44, 1.94s/it] 94/299 3.97G 0.02909 0.01585 0.0001615 90 640: 9%|▉ | 14/160 [00:31<03:22, 1.39s/it] 94/299 3.97G 0.02925 0.01639 0.0001625 102 640: 9%|▉ | 14/160 [00:31<03:22, 1.39s/it] 94/299 3.97G 0.02925 0.01639 0.0001625 102 640: 9%|▉ | 15/160 [00:31<02:26, 1.01s/it] 94/299 3.97G 0.02944 0.01638 0.0001585 70 640: 9%|▉ | 15/160 [00:31<02:26, 1.01s/it] 94/299 3.97G 0.02944 0.01638 0.0001585 70 640: 10%|█ | 16/160 [00:31<01:46, 1.35it/s] 94/299 3.97G 0.02929 0.01656 0.0001554 82 640: 10%|█ | 16/160 [00:33<01:46, 1.35it/s] 94/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s]
all 340 813 0.574 0.598 0.59 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 95/299 3.97G 0.03095 0.01333 0.0001294 56 640: 0%| | 0/160 [00:02<?, ?it/s] 95/299 3.97G 0.03095 0.01333 0.0001294 56 640: 1%| | 1/160 [00:02<05:26, 2.05s/it] 95/299 3.97G 0.02914 0.01295 0.0001562 48 640: 1%| | 1/160 [00:02<05:26, 2.05s/it] 95/299 3.97G 0.02914 0.01295 0.0001562 48 640: 1%|▏ | 2/160 [00:02<02:27, 1.07it/s] 95/299 3.97G 0.02859 0.01354 0.0001475 57 640: 1%|▏ | 2/160 [00:16<02:27, 1.07it/s] 95/299 3.97G 0.02859 0.01354 0.0001475 57 640: 2%|▏ | 3/160 [00:16<18:49, 7.20s/it] 95/299 3.97G 0.02803 0.01323 0.0001415 45 640: 2%|▏ | 3/160 [00:16<18:49, 7.20s/it] 95/299 3.97G 0.02803 0.01323 0.0001415 45 640: 2%|▎ | 4/160 [00:16<11:27, 4.41s/it] 95/299 3.97G 0.02839 0.01376 0.0001443 62 640: 2%|▎ | 4/160 [00:17<11:27, 4.41s/it] 95/299 3.97G 0.02839 0.01376 0.0001443 62 640: 3%|▎ | 5/160 [00:17<07:23, 2.86s/it] 95/299 3.97G 0.0282 0.01377 0.0001422 59 640: 3%|▎ | 5/160 [00:17<07:23, 2.86s/it] 95/299 3.97G 0.0282 0.01377 0.0001422 59 640: 4%|▍ | 6/160 [00:17<04:56, 1.93s/it] 95/299 3.97G 0.02811 0.01385 0.0001624 71 640: 4%|▍ | 6/160 [00:17<04:56, 1.93s/it] 95/299 3.97G 0.02811 0.01385 0.0001624 71 640: 4%|▍ | 7/160 [00:17<03:25, 1.34s/it] 95/299 3.97G 0.02833 0.014 0.0001602 60 640: 4%|▍ | 7/160 [00:17<03:25, 1.34s/it] 95/299 3.97G 0.02833 0.014 0.0001602 60 640: 5%|▌ | 8/160 [00:17<02:24, 1.05it/s] 95/299 3.97G 0.02879 0.01426 0.0001695 59 640: 5%|▌ | 8/160 [00:20<02:24, 1.05it/s] 95/299 3.97G 0.02879 0.01426 0.0001695 59 640: 6%|▌ | 9/160 [00:20<04:14, 1.68s/it] 95/299 3.97G 0.02898 0.01464 0.0001739 61 640: 6%|▌ | 9/160 [00:20<04:14, 1.68s/it] 95/299 3.97G 0.02898 0.01464 0.0001739 61 640: 6%|▋ | 10/160 [00:20<03:00, 1.20s/it] 95/299 3.97G 0.02918 0.01458 0.000228 51 640: 6%|▋ | 10/160 [00:30<03:00, 1.20s/it] 95/299 3.97G 0.02918 0.01458 0.000228 51 640: 7%|▋ | 11/160 [00:30<09:19, 3.75s/it] 95/299 3.97G 0.02938 0.01488 0.000221 77 640: 7%|▋ | 11/160 [00:30<09:19, 3.75s/it] 95/299 3.97G 0.02938 0.01488 0.000221 77 640: 8%|▊ | 12/160 [00:30<06:31, 2.65s/it] 95/299 3.97G 0.02926 0.01505 0.0002136 68 640: 8%|▊ | 12/160 [00:30<06:31, 2.65s/it] 95/299 3.97G 0.02926 0.01505 0.0002136 68 640: 8%|▊ | 13/160 [00:30<04:36, 1.88s/it] 95/299 3.97G 0.02916 0.01519 0.0002092 72 640: 8%|▊ | 13/160 [00:30<04:36, 1.88s/it] 95/299 3.97G 0.02916 0.01519 0.0002092 72 640: 9%|▉ | 14/160 [00:30<03:16, 1.35s/it] 95/299 3.97G 0.02938 0.01523 0.000207 53 640: 9%|▉ | 14/160 [00:30<03:16, 1.35s/it] 95/299 3.97G 0.02938 0.01523 0.000207 53 640: 9%|▉ | 15/160 [00:30<02:22, 1.02it/s] 95/299 3.97G 0.02935 0.01546 0.0002048 78 640: 9%|▉ | 15/160 [00:31<02:22, 1.02it/s] 95/299 3.97G 0.02935 0.01546 0.0002048 78 640: 10%|█ | 16/160 [00:31<01:44, 1.38it/s] 95/299 3.97G 0.02924 0.01531 0.0002046 54 640: 10%|█ | 16/160 [00:34<01:44, 1.38it/s] 95/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s]
all 340 813 0.577 0.576 0.56 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 96/299 3.97G 0.02818 0.01455 0.0007789 54 640: 0%| | 0/160 [00:03<?, ?it/s] 96/299 3.97G 0.02818 0.01455 0.0007789 54 640: 1%| | 1/160 [00:03<08:43, 3.29s/it] 96/299 3.97G 0.02683 0.01411 0.0004496 52 640: 1%| | 1/160 [00:03<08:43, 3.29s/it] 96/299 3.97G 0.02683 0.01411 0.0004496 52 640: 1%|▏ | 2/160 [00:03<03:47, 1.44s/it] 96/299 3.97G 0.02766 0.0151 0.0003421 73 640: 1%|▏ | 2/160 [00:17<03:47, 1.44s/it] 96/299 3.97G 0.02766 0.0151 0.0003421 73 640: 2%|▏ | 3/160 [00:17<19:22, 7.41s/it] 96/299 3.97G 0.02794 0.01473 0.0003321 61 640: 2%|▏ | 3/160 [00:18<19:22, 7.41s/it] 96/299 3.97G 0.02794 0.01473 0.0003321 61 640: 2%|▎ | 4/160 [00:18<11:46, 4.53s/it] 96/299 3.97G 0.02849 0.01528 0.000299 69 640: 2%|▎ | 4/160 [00:18<11:46, 4.53s/it] 96/299 3.97G 0.02849 0.01528 0.000299 69 640: 3%|▎ | 5/160 [00:18<07:35, 2.94s/it] 96/299 3.97G 0.02922 0.01568 0.0002695 84 640: 3%|▎ | 5/160 [00:18<07:35, 2.94s/it] 96/299 3.97G 0.02922 0.01568 0.0002695 84 640: 4%|▍ | 6/160 [00:18<05:04, 1.98s/it] 96/299 3.97G 0.02921 0.01605 0.0002612 76 640: 4%|▍ | 6/160 [00:18<05:04, 1.98s/it] 96/299 3.97G 0.02921 0.01605 0.0002612 76 640: 4%|▍ | 7/160 [00:18<03:31, 1.38s/it] 96/299 3.97G 0.02925 0.01537 0.0002543 39 640: 4%|▍ | 7/160 [00:18<03:31, 1.38s/it] 96/299 3.97G 0.02925 0.01537 0.0002543 39 640: 5%|▌ | 8/160 [00:18<02:28, 1.02it/s] 96/299 3.97G 0.02919 0.01513 0.0002389 54 640: 5%|▌ | 8/160 [00:21<02:28, 1.02it/s] 96/299 3.97G 0.02919 0.01513 0.0002389 54 640: 6%|▌ | 9/160 [00:21<03:57, 1.58s/it] 96/299 3.97G 0.02922 0.01555 0.0002304 85 640: 6%|▌ | 9/160 [00:21<03:57, 1.58s/it] 96/299 3.97G 0.02922 0.01555 0.0002304 85 640: 6%|▋ | 10/160 [00:21<02:49, 1.13s/it] 96/299 3.97G 0.02942 0.01571 0.0002346 60 640: 6%|▋ | 10/160 [00:30<02:49, 1.13s/it] 96/299 3.97G 0.02942 0.01571 0.0002346 60 640: 7%|▋ | 11/160 [00:30<08:51, 3.57s/it] 96/299 3.97G 0.0295 0.01562 0.0002257 47 640: 7%|▋ | 11/160 [00:30<08:51, 3.57s/it] 96/299 3.97G 0.0295 0.01562 0.0002257 47 640: 8%|▊ | 12/160 [00:30<06:13, 2.52s/it] 96/299 3.97G 0.0296 0.01593 0.0002352 74 640: 8%|▊ | 12/160 [00:30<06:13, 2.52s/it] 96/299 3.97G 0.0296 0.01593 0.0002352 74 640: 8%|▊ | 13/160 [00:30<04:23, 1.80s/it] 96/299 3.97G 0.02961 0.016 0.0002482 75 640: 8%|▊ | 13/160 [00:31<04:23, 1.80s/it] 96/299 3.97G 0.02961 0.016 0.0002482 75 640: 9%|▉ | 14/160 [00:31<03:08, 1.29s/it] 96/299 3.97G 0.02971 0.01606 0.0002458 71 640: 9%|▉ | 14/160 [00:31<03:08, 1.29s/it] 96/299 3.97G 0.02971 0.01606 0.0002458 71 640: 9%|▉ | 15/160 [00:31<02:16, 1.06it/s] 96/299 3.97G 0.0296 0.01603 0.0002551 66 640: 9%|▉ | 15/160 [00:31<02:16, 1.06it/s] 96/299 3.97G 0.0296 0.01603 0.0002551 66 640: 10%|█ | 16/160 [00:31<01:40, 1.44it/s] 96/299 3.97G 0.02947 0.01625 0.0002501 76 640: 10%|█ | 16/160 [00:34<01:40, 1.44it/s] 96/299 3.97G 0.029
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 813 0.622 0.559 0.564 0.293
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 97/299 3.97G 0.02769 0.01375 0.0001631 45 640: 0%| | 0/160 [00:06<?, ?it/s] 97/299 3.97G 0.02769 0.01375 0.0001631 45 640: 1%| | 1/160 [00:06<16:33, 6.25s/it] 97/299 3.97G 0.02711 0.01288 0.001363 50 640: 1%| | 1/160 [00:06<16:33, 6.25s/it] 97/299 3.97G 0.02711 0.01288 0.001363 50 640: 1%|▏ | 2/160 [00:06<07:05, 2.69s/it] 97/299 3.97G 0.02667 0.01277 0.0009579 56 640: 1%|▏ | 2/160 [00:17<07:05, 2.69s/it] 97/299 3.97G 0.02667 0.01277 0.0009579 56 640: 2%|▏ | 3/160 [00:17<16:58, 6.49s/it] 97/299 3.97G 0.0277 0.01374 0.0007702 64 640: 2%|▏ | 3/160 [00:17<16:58, 6.49s/it] 97/299 3.97G 0.0277 0.01374 0.0007702 64 640: 2%|▎ | 4/160 [00:17<10:20, 3.98s/it] 97/299 3.97G 0.02759 0.01373 0.0006624 63 640: 2%|▎ | 4/160 [00:17<10:20, 3.98s/it] 97/299 3.97G 0.02759 0.01373 0.0006624 63 640: 3%|▎ | 5/160 [00:17<06:40, 2.59s/it] 97/299 3.97G 0.02805 0.01427 0.0005779 76 640: 3%|▎ | 5/160 [00:17<06:40, 2.59s/it] 97/299 3.97G 0.02805 0.01427 0.0005779 76 640: 4%|▍ | 6/160 [00:17<04:28, 1.75s/it] 97/299 3.97G 0.02788 0.01451 0.0005268 62 640: 4%|▍ | 6/160 [00:17<04:28, 1.75s/it] 97/299 3.97G 0.02788 0.01451 0.0005268 62 640: 4%|▍ | 7/160 [00:17<03:06, 1.22s/it] 97/299 3.97G 0.02813 0.01439 0.0004802 54 640: 4%|▍ | 7/160 [00:18<03:06, 1.22s/it] 97/299 3.97G 0.02813 0.01439 0.0004802 54 640: 5%|▌ | 8/160 [00:18<02:11, 1.15it/s] 97/299 3.97G 0.02794 0.01384 0.0004481 33 640: 5%|▌ | 8/160 [00:22<02:11, 1.15it/s] 97/299 3.97G 0.02794 0.01384 0.0004481 33 640: 6%|▌ | 9/160 [00:22<05:01, 2.00s/it] 97/299 3.97G 0.02795 0.01405 0.0004249 80 640: 6%|▌ | 9/160 [00:22<05:01, 2.00s/it] 97/299 3.97G 0.02795 0.01405 0.0004249 80 640: 6%|▋ | 10/160 [00:22<03:32, 1.42s/it] 97/299 3.97G 0.02791 0.01385 0.0004058 56 640: 6%|▋ | 10/160 [00:30<03:32, 1.42s/it] 97/299 3.97G 0.02791 0.01385 0.0004058 56 640: 7%|▋ | 11/160 [00:30<08:45, 3.53s/it] 97/299 3.97G 0.02798 0.01421 0.0004038 81 640: 7%|▋ | 11/160 [00:31<08:45, 3.53s/it] 97/299 3.97G 0.02798 0.01421 0.0004038 81 640: 8%|▊ | 12/160 [00:31<06:08, 2.49s/it] 97/299 3.97G 0.02788 0.01411 0.0003847 50 640: 8%|▊ | 12/160 [00:31<06:08, 2.49s/it] 97/299 3.97G 0.02788 0.01411 0.0003847 50 640: 8%|▊ | 13/160 [00:31<04:20, 1.77s/it] 97/299 3.97G 0.02801 0.01391 0.0003696 51 640: 8%|▊ | 13/160 [00:31<04:20, 1.77s/it] 97/299 3.97G 0.02801 0.01391 0.0003696 51 640: 9%|▉ | 14/160 [00:31<03:05, 1.27s/it] 97/299 3.97G 0.02831 0.01397 0.000388 65 640: 9%|▉ | 14/160 [00:31<03:05, 1.27s/it] 97/299 3.97G 0.02831 0.01397 0.000388 65 640: 9%|▉ | 15/160 [00:31<02:14, 1.07it/s] 97/299 3.97G 0.02844 0.01422 0.0003733 60 640: 9%|▉ | 15/160 [00:31<02:14, 1.07it/s] 97/299 3.97G 0.02844 0.01422 0.0003733 60 640: 10%|█ | 16/160 [00:31<01:38, 1.46it/s] 97/299 3.97G 0.02848 0.01413 0.000367 60 640: 10%|█ | 16/160 [00:36<01:38, 1.46it/s] 97/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.05it/s]
all 340 813 0.56 0.606 0.574 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 98/299 3.97G 0.03152 0.01573 0.0001416 71 640: 0%| | 0/160 [00:06<?, ?it/s] 98/299 3.97G 0.03152 0.01573 0.0001416 71 640: 1%| | 1/160 [00:06<18:05, 6.83s/it] 98/299 3.97G 0.02984 0.01613 0.0001493 68 640: 1%| | 1/160 [00:06<18:05, 6.83s/it] 98/299 3.97G 0.02984 0.01613 0.0001493 68 640: 1%|▏ | 2/160 [00:06<07:38, 2.90s/it] 98/299 3.97G 0.02862 0.01537 0.0001474 53 640: 1%|▏ | 2/160 [00:18<07:38, 2.90s/it] 98/299 3.97G 0.02862 0.01537 0.0001474 53 640: 2%|▏ | 3/160 [00:18<17:36, 6.73s/it] 98/299 3.97G 0.02795 0.01466 0.0001421 64 640: 2%|▏ | 3/160 [00:18<17:36, 6.73s/it] 98/299 3.97G 0.02795 0.01466 0.0001421 64 640: 2%|▎ | 4/160 [00:18<10:42, 4.12s/it] 98/299 3.97G 0.02836 0.01386 0.0001449 55 640: 2%|▎ | 4/160 [00:18<10:42, 4.12s/it] 98/299 3.97G 0.02836 0.01386 0.0001449 55 640: 3%|▎ | 5/160 [00:18<06:54, 2.67s/it] 98/299 3.97G 0.02839 0.01365 0.0001388 46 640: 3%|▎ | 5/160 [00:18<06:54, 2.67s/it] 98/299 3.97G 0.02839 0.01365 0.0001388 46 640: 4%|▍ | 6/160 [00:18<04:37, 1.80s/it] 98/299 3.97G 0.02808 0.01387 0.0001409 79 640: 4%|▍ | 6/160 [00:18<04:37, 1.80s/it] 98/299 3.97G 0.02808 0.01387 0.0001409 79 640: 4%|▍ | 7/160 [00:18<03:12, 1.26s/it] 98/299 3.97G 0.02816 0.01361 0.0001537 51 640: 4%|▍ | 7/160 [00:18<03:12, 1.26s/it] 98/299 3.97G 0.02816 0.01361 0.0001537 51 640: 5%|▌ | 8/160 [00:18<02:15, 1.12it/s] 98/299 3.97G 0.02844 0.01353 0.0001614 57 640: 5%|▌ | 8/160 [00:23<02:15, 1.12it/s] 98/299 3.97G 0.02844 0.01353 0.0001614 57 640: 6%|▌ | 9/160 [00:23<04:57, 1.97s/it] 98/299 3.97G 0.02834 0.01373 0.0001774 73 640: 6%|▌ | 9/160 [00:23<04:57, 1.97s/it] 98/299 3.97G 0.02834 0.01373 0.0001774 73 640: 6%|▋ | 10/160 [00:23<03:30, 1.40s/it] 98/299 3.97G 0.02819 0.01381 0.0001739 57 640: 6%|▋ | 10/160 [00:31<03:30, 1.40s/it] 98/299 3.97G 0.02819 0.01381 0.0001739 57 640: 7%|▋ | 11/160 [00:31<08:50, 3.56s/it] 98/299 3.97G 0.02806 0.01374 0.0001709 57 640: 7%|▋ | 11/160 [00:31<08:50, 3.56s/it] 98/299 3.97G 0.02806 0.01374 0.0001709 57 640: 8%|▊ | 12/160 [00:31<06:12, 2.51s/it] 98/299 3.97G 0.02777 0.01363 0.0001881 53 640: 8%|▊ | 12/160 [00:32<06:12, 2.51s/it] 98/299 3.97G 0.02777 0.01363 0.0001881 53 640: 8%|▊ | 13/160 [00:32<04:22, 1.79s/it] 98/299 3.97G 0.02777 0.01368 0.0001849 62 640: 8%|▊ | 13/160 [00:32<04:22, 1.79s/it] 98/299 3.97G 0.02777 0.01368 0.0001849 62 640: 9%|▉ | 14/160 [00:32<03:07, 1.28s/it] 98/299 3.97G 0.02779 0.01371 0.0001807 56 640: 9%|▉ | 14/160 [00:32<03:07, 1.28s/it] 98/299 3.97G 0.02779 0.01371 0.0001807 56 640: 9%|▉ | 15/160 [00:32<02:16, 1.06it/s] 98/299 3.97G 0.02789 0.01392 0.0002508 82 640: 9%|▉ | 15/160 [00:32<02:16, 1.06it/s] 98/299 3.97G 0.02789 0.01392 0.0002508 82 640: 10%|█ | 16/160 [00:32<01:39, 1.44it/s] 98/299 3.97G 0.02768 0.01396 0.0002443 57 640: 10%|█ | 16/160 [00:36<01:39, 1.44it/s] 98/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s]
all 340 813 0.601 0.584 0.585 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 99/299 3.97G 0.02885 0.01466 0.0001329 64 640: 0%| | 0/160 [00:07<?, ?it/s] 99/299 3.97G 0.02885 0.01466 0.0001329 64 640: 1%| | 1/160 [00:07<19:15, 7.27s/it] 99/299 3.97G 0.02851 0.01692 0.0001415 99 640: 1%| | 1/160 [00:07<19:15, 7.27s/it] 99/299 3.97G 0.02851 0.01692 0.0001415 99 640: 1%|▏ | 2/160 [00:07<08:09, 3.10s/it] 99/299 3.97G 0.0282 0.01544 0.0002026 52 640: 1%|▏ | 2/160 [00:16<08:09, 3.10s/it] 99/299 3.97G 0.0282 0.01544 0.0002026 52 640: 2%|▏ | 3/160 [00:16<15:46, 6.03s/it] 99/299 3.97G 0.02835 0.01544 0.000181 61 640: 2%|▏ | 3/160 [00:17<15:46, 6.03s/it] 99/299 3.97G 0.02835 0.01544 0.000181 61 640: 2%|▎ | 4/160 [00:17<09:36, 3.70s/it] 99/299 3.97G 0.02783 0.01533 0.0001655 70 640: 2%|▎ | 4/160 [00:17<09:36, 3.70s/it] 99/299 3.97G 0.02783 0.01533 0.0001655 70 640: 3%|▎ | 5/160 [00:17<06:12, 2.40s/it] 99/299 3.97G 0.02848 0.01539 0.0002354 75 640: 3%|▎ | 5/160 [00:17<06:12, 2.40s/it] 99/299 3.97G 0.02848 0.01539 0.0002354 75 640: 4%|▍ | 6/160 [00:17<04:10, 1.63s/it] 99/299 3.97G 0.02827 0.01501 0.0002176 53 640: 4%|▍ | 6/160 [00:17<04:10, 1.63s/it] 99/299 3.97G 0.02827 0.01501 0.0002176 53 640: 4%|▍ | 7/160 [00:17<02:54, 1.14s/it] 99/299 3.97G 0.02821 0.01506 0.0002075 72 640: 4%|▍ | 7/160 [00:17<02:54, 1.14s/it] 99/299 3.97G 0.02821 0.01506 0.0002075 72 640: 5%|▌ | 8/160 [00:17<02:03, 1.23it/s] 99/299 3.97G 0.02829 0.015 0.0001972 58 640: 5%|▌ | 8/160 [00:23<02:03, 1.23it/s] 99/299 3.97G 0.02829 0.015 0.0001972 58 640: 6%|▌ | 9/160 [00:23<06:23, 2.54s/it] 99/299 3.97G 0.02849 0.01469 0.0002017 50 640: 6%|▌ | 9/160 [00:24<06:23, 2.54s/it] 99/299 3.97G 0.02849 0.01469 0.0002017 50 640: 6%|▋ | 10/160 [00:24<04:29, 1.80s/it] 99/299 3.97G 0.0285 0.01507 0.0001928 80 640: 6%|▋ | 10/160 [00:30<04:29, 1.80s/it] 99/299 3.97G 0.0285 0.01507 0.0001928 80 640: 7%|▋ | 11/160 [00:30<08:16, 3.34s/it] 99/299 3.97G 0.02855 0.01498 0.0001872 67 640: 7%|▋ | 11/160 [00:30<08:16, 3.34s/it] 99/299 3.97G 0.02855 0.01498 0.0001872 67 640: 8%|▊ | 12/160 [00:30<05:48, 2.36s/it] 99/299 3.97G 0.02843 0.0151 0.0001867 78 640: 8%|▊ | 12/160 [00:31<05:48, 2.36s/it] 99/299 3.97G 0.02843 0.0151 0.0001867 78 640: 8%|▊ | 13/160 [00:31<04:06, 1.68s/it] 99/299 3.97G 0.02838 0.01494 0.0001852 51 640: 8%|▊ | 13/160 [00:31<04:06, 1.68s/it] 99/299 3.97G 0.02838 0.01494 0.0001852 51 640: 9%|▉ | 14/160 [00:31<02:56, 1.21s/it] 99/299 3.97G 0.02866 0.01496 0.0001868 64 640: 9%|▉ | 14/160 [00:31<02:56, 1.21s/it] 99/299 3.97G 0.02866 0.01496 0.0001868 64 640: 9%|▉ | 15/160 [00:31<02:08, 1.13it/s] 99/299 3.97G 0.0286 0.01496 0.0001827 73 640: 9%|▉ | 15/160 [00:31<02:08, 1.13it/s] 99/299 3.97G 0.0286 0.01496 0.0001827 73 640: 10%|█ | 16/160 [00:31<01:34, 1.53it/s] 99/299 3.97G 0.02844 0.01485 0.000177 54 640: 10%|█ | 16/160 [00:36<01:34, 1.53it/s] 99/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 6.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:00, 6.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:01<00:00, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:01<00:00, 5.56it/s]
all 340 813 0.592 0.6 0.583 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 100/299 3.97G 0.02869 0.01596 0.0001892 65 640: 0%| | 0/160 [00:08<?, ?it/s] 100/299 3.97G 0.02869 0.01596 0.0001892 65 640: 1%| | 1/160 [00:08<21:42, 8.19s/it] 100/299 3.97G 0.02838 0.01693 0.0001737 77 640: 1%| | 1/160 [00:08<21:42, 8.19s/it] 100/299 3.97G 0.02838 0.01693 0.0001737 77 640: 1%|▏ | 2/160 [00:08<09:11, 3.49s/it] 100/299 3.97G 0.0294 0.01758 0.0001665 78 640: 1%|▏ | 2/160 [00:17<09:11, 3.49s/it] 100/299 3.97G 0.0294 0.01758 0.0001665 78 640: 2%|▏ | 3/160 [00:17<15:36, 5.96s/it] 100/299 3.97G 0.02845 0.0171 0.0002346 61 640: 2%|▏ | 3/160 [00:17<15:36, 5.96s/it] 100/299 3.97G 0.02845 0.0171 0.0002346 61 640: 2%|▎ | 4/160 [00:17<09:30, 3.66s/it] 100/299 3.97G 0.02897 0.01634 0.0002307 58 640: 2%|▎ | 4/160 [00:17<09:30, 3.66s/it] 100/299 3.97G 0.02897 0.01634 0.0002307 58 640: 3%|▎ | 5/160 [00:17<06:08, 2.38s/it] 100/299 3.97G 0.02869 0.01621 0.0002275 73 640: 3%|▎ | 5/160 [00:17<06:08, 2.38s/it] 100/299 3.97G 0.02869 0.01621 0.0002275 73 640: 4%|▍ | 6/160 [00:17<04:07, 1.61s/it] 100/299 3.97G 0.02904 0.01621 0.0002152 68 640: 4%|▍ | 6/160 [00:17<04:07, 1.61s/it] 100/299 3.97G 0.02904 0.01621 0.0002152 68 640: 4%|▍ | 7/160 [00:17<02:52, 1.13s/it] 100/299 3.97G 0.02856 0.01574 0.0002187 60 640: 4%|▍ | 7/160 [00:17<02:52, 1.13s/it] 100/299 3.97G 0.02856 0.01574 0.0002187 60 640: 5%|▌ | 8/160 [00:17<02:02, 1.24it/s] 100/299 3.97G 0.02857 0.01589 0.0002177 65 640: 5%|▌ | 8/160 [00:24<02:02, 1.24it/s] 100/299 3.97G 0.02857 0.01589 0.0002177 65 640: 6%|▌ | 9/160 [00:24<06:30, 2.58s/it] 100/299 3.97G 0.02828 0.01606 0.0002088 75 640: 6%|▌ | 9/160 [00:24<06:30, 2.58s/it] 100/299 3.97G 0.02828 0.01606 0.0002088 75 640: 6%|▋ | 10/160 [00:24<04:33, 1.83s/it] 100/299 3.97G 0.02823 0.01589 0.0002022 49 640: 6%|▋ | 10/160 [00:30<04:33, 1.83s/it] 100/299 3.97G 0.02823 0.01589 0.0002022 49 640: 7%|▋ | 11/160 [00:30<07:53, 3.18s/it] 100/299 3.97G 0.02816 0.01601 0.0002 79 640: 7%|▋ | 11/160 [00:30<07:53, 3.18s/it] 100/299 3.97G 0.02816 0.01601 0.0002 79 640: 8%|▊ | 12/160 [00:30<05:33, 2.25s/it] 100/299 3.97G 0.02812 0.01574 0.0002482 47 640: 8%|▊ | 12/160 [00:31<05:33, 2.25s/it] 100/299 3.97G 0.02812 0.01574 0.0002482 47 640: 8%|▊ | 13/160 [00:31<03:56, 1.61s/it] 100/299 3.97G 0.02834 0.0156 0.0002468 57 640: 8%|▊ | 13/160 [00:31<03:56, 1.61s/it] 100/299 3.97G 0.02834 0.0156 0.0002468 57 640: 9%|▉ | 14/160 [00:31<02:48, 1.16s/it] 100/299 3.97G 0.02843 0.01556 0.0002419 70 640: 9%|▉ | 14/160 [00:31<02:48, 1.16s/it] 100/299 3.97G 0.02843 0.01556 0.0002419 70 640: 9%|▉ | 15/160 [00:31<02:03, 1.17it/s] 100/299 3.97G 0.02841 0.01573 0.0002371 83 640: 9%|▉ | 15/160 [00:31<02:03, 1.17it/s] 100/299 3.97G 0.02841 0.01573 0.0002371 83 640: 10%|█ | 16/160 [00:31<01:30, 1.59it/s] 100/299 3.97G 0.02816 0.01558 0.0002459 59 640: 10%|█ | 16/160 [00:37<01:30, 1.59it/s] 100/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s]
all 340 813 0.619 0.579 0.599 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 101/299 3.97G 0.02821 0.01314 0.0001186 56 640: 0%| | 0/160 [00:05<?, ?it/s] 101/299 3.97G 0.02821 0.01314 0.0001186 56 640: 1%| | 1/160 [00:05<13:39, 5.15s/it] 101/299 3.97G 0.02921 0.01416 0.0001275 59 640: 1%| | 1/160 [00:05<13:39, 5.15s/it] 101/299 3.97G 0.02921 0.01416 0.0001275 59 640: 1%|▏ | 2/160 [00:05<05:49, 2.21s/it] 101/299 3.97G 0.02891 0.01323 0.0002727 50 640: 1%|▏ | 2/160 [00:16<05:49, 2.21s/it] 101/299 3.97G 0.02891 0.01323 0.0002727 50 640: 2%|▏ | 3/160 [00:16<16:56, 6.47s/it] 101/299 3.97G 0.02862 0.0143 0.0002371 74 640: 2%|▏ | 3/160 [00:16<16:56, 6.47s/it] 101/299 3.97G 0.02862 0.0143 0.0002371 74 640: 2%|▎ | 4/160 [00:16<10:18, 3.97s/it] 101/299 3.97G 0.02807 0.01389 0.0002229 51 640: 2%|▎ | 4/160 [00:17<10:18, 3.97s/it] 101/299 3.97G 0.02807 0.01389 0.0002229 51 640: 3%|▎ | 5/160 [00:17<06:39, 2.58s/it] 101/299 3.97G 0.02789 0.01417 0.0002122 58 640: 3%|▎ | 5/160 [00:17<06:39, 2.58s/it] 101/299 3.97G 0.02789 0.01417 0.0002122 58 640: 4%|▍ | 6/160 [00:17<04:28, 1.74s/it] 101/299 3.97G 0.02806 0.01399 0.0001996 49 640: 4%|▍ | 6/160 [00:17<04:28, 1.74s/it] 101/299 3.97G 0.02806 0.01399 0.0001996 49 640: 4%|▍ | 7/160 [00:17<03:06, 1.22s/it] 101/299 3.97G 0.02767 0.01386 0.0001973 60 640: 4%|▍ | 7/160 [00:17<03:06, 1.22s/it] 101/299 3.97G 0.02767 0.01386 0.0001973 60 640: 5%|▌ | 8/160 [00:17<02:11, 1.15it/s] 101/299 3.97G 0.02796 0.01387 0.0001981 69 640: 5%|▌ | 8/160 [00:22<02:11, 1.15it/s] 101/299 3.97G 0.02796 0.01387 0.0001981 69 640: 6%|▌ | 9/160 [00:22<05:34, 2.22s/it] 101/299 3.97G 0.02803 0.01381 0.0001926 61 640: 6%|▌ | 9/160 [00:22<05:34, 2.22s/it] 101/299 3.97G 0.02803 0.01381 0.0001926 61 640: 6%|▋ | 10/160 [00:22<03:55, 1.57s/it] 101/299 3.97G 0.02796 0.01404 0.0001867 78 640: 6%|▋ | 10/160 [00:30<03:55, 1.57s/it] 101/299 3.97G 0.02796 0.01404 0.0001867 78 640: 7%|▋ | 11/160 [00:30<08:33, 3.45s/it] 101/299 3.97G 0.02805 0.01393 0.0001809 69 640: 7%|▋ | 11/160 [00:30<08:33, 3.45s/it] 101/299 3.97G 0.02805 0.01393 0.0001809 69 640: 8%|▊ | 12/160 [00:30<06:00, 2.44s/it] 101/299 3.97G 0.02819 0.01418 0.0001785 70 640: 8%|▊ | 12/160 [00:30<06:00, 2.44s/it] 101/299 3.97G 0.02819 0.01418 0.0001785 70 640: 8%|▊ | 13/160 [00:30<04:14, 1.73s/it] 101/299 3.97G 0.02824 0.01392 0.0001842 41 640: 8%|▊ | 13/160 [00:30<04:14, 1.73s/it] 101/299 3.97G 0.02824 0.01392 0.0001842 41 640: 9%|▉ | 14/160 [00:30<03:01, 1.24s/it] 101/299 3.97G 0.02806 0.01387 0.0001808 63 640: 9%|▉ | 14/160 [00:30<03:01, 1.24s/it] 101/299 3.97G 0.02806 0.01387 0.0001808 63 640: 9%|▉ | 15/160 [00:30<02:12, 1.10it/s] 101/299 3.97G 0.02786 0.01409 0.0001854 84 640: 9%|▉ | 15/160 [00:31<02:12, 1.10it/s] 101/299 3.97G 0.02786 0.01409 0.0001854 84 640: 10%|█ | 16/160 [00:31<01:36, 1.48it/s] 101/299 3.97G 0.02784 0.01409 0.0001818 68 640: 10%|█ | 16/160 [00:36<01:36, 1.48it/s] 101/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s]
all 340 813 0.633 0.557 0.61 0.324
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 102/299 3.97G 0.02859 0.01584 0.0001214 69 640: 0%| | 0/160 [00:04<?, ?it/s] 102/299 3.97G 0.02859 0.01584 0.0001214 69 640: 1%| | 1/160 [00:04<12:50, 4.84s/it] 102/299 3.97G 0.02882 0.01557 0.0001342 67 640: 1%| | 1/160 [00:05<12:50, 4.84s/it] 102/299 3.97G 0.02882 0.01557 0.0001342 67 640: 1%|▏ | 2/160 [00:05<05:29, 2.09s/it] 102/299 3.97G 0.0287 0.0148 0.000178 52 640: 1%|▏ | 2/160 [00:17<05:29, 2.09s/it] 102/299 3.97G 0.0287 0.0148 0.000178 52 640: 2%|▏ | 3/160 [00:17<17:52, 6.83s/it] 102/299 3.97G 0.02843 0.01461 0.0001599 63 640: 2%|▏ | 3/160 [00:17<17:52, 6.83s/it] 102/299 3.97G 0.02843 0.01461 0.0001599 63 640: 2%|▎ | 4/160 [00:17<10:52, 4.18s/it] 102/299 3.97G 0.02786 0.01393 0.0003174 50 640: 2%|▎ | 4/160 [00:17<10:52, 4.18s/it] 102/299 3.97G 0.02786 0.01393 0.0003174 50 640: 3%|▎ | 5/160 [00:17<07:00, 2.72s/it] 102/299 3.97G 0.02783 0.01469 0.0003243 84 640: 3%|▎ | 5/160 [00:17<07:00, 2.72s/it] 102/299 3.97G 0.02783 0.01469 0.0003243 84 640: 4%|▍ | 6/160 [00:17<04:41, 1.83s/it] 102/299 3.97G 0.02786 0.01483 0.0002977 63 640: 4%|▍ | 6/160 [00:17<04:41, 1.83s/it] 102/299 3.97G 0.02786 0.01483 0.0002977 63 640: 4%|▍ | 7/160 [00:17<03:15, 1.28s/it] 102/299 3.97G 0.02797 0.01486 0.0002767 73 640: 4%|▍ | 7/160 [00:18<03:15, 1.28s/it] 102/299 3.97G 0.02797 0.01486 0.0002767 73 640: 5%|▌ | 8/160 [00:18<02:17, 1.10it/s] 102/299 3.97G 0.0279 0.01515 0.0002644 69 640: 5%|▌ | 8/160 [00:22<02:17, 1.10it/s] 102/299 3.97G 0.0279 0.01515 0.0002644 69 640: 6%|▌ | 9/160 [00:22<05:02, 2.00s/it] 102/299 3.97G 0.0279 0.01496 0.0002504 53 640: 6%|▌ | 9/160 [00:22<05:02, 2.00s/it] 102/299 3.97G 0.0279 0.01496 0.0002504 53 640: 6%|▋ | 10/160 [00:22<03:33, 1.42s/it] 102/299 3.97G 0.02804 0.01575 0.0002432 100 640: 6%|▋ | 10/160 [00:30<03:33, 1.42s/it] 102/299 3.97G 0.02804 0.01575 0.0002432 100 640: 7%|▋ | 11/160 [00:30<08:13, 3.31s/it] 102/299 3.97G 0.0278 0.01564 0.0002359 69 640: 7%|▋ | 11/160 [00:30<08:13, 3.31s/it] 102/299 3.97G 0.0278 0.01564 0.0002359 69 640: 8%|▊ | 12/160 [00:30<05:46, 2.34s/it] 102/299 3.97G 0.02777 0.01551 0.0002262 65 640: 8%|▊ | 12/160 [00:30<05:46, 2.34s/it] 102/299 3.97G 0.02777 0.01551 0.0002262 65 640: 8%|▊ | 13/160 [00:30<04:04, 1.67s/it] 102/299 3.97G 0.02782 0.01535 0.0002178 67 640: 8%|▊ | 13/160 [00:30<04:04, 1.67s/it] 102/299 3.97G 0.02782 0.01535 0.0002178 67 640: 9%|▉ | 14/160 [00:30<02:54, 1.20s/it] 102/299 3.97G 0.02809 0.01543 0.0002102 58 640: 9%|▉ | 14/160 [00:30<02:54, 1.20s/it] 102/299 3.97G 0.02809 0.01543 0.0002102 58 640: 9%|▉ | 15/160 [00:30<02:07, 1.14it/s] 102/299 3.97G 0.02802 0.01523 0.0002035 58 640: 9%|▉ | 15/160 [00:30<02:07, 1.14it/s] 102/299 3.97G 0.02802 0.01523 0.0002035 58 640: 10%|█ | 16/160 [00:30<01:33, 1.54it/s] 102/299 3.97G 0.02795 0.0151 0.0002026 60 640: 10%|█ | 16/160 [00:36<01:33, 1.54it/s] 102/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.05it/s]
all 340 813 0.622 0.599 0.586 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 103/299 3.97G 0.02872 0.01369 0.0001894 59 640: 0%| | 0/160 [00:09<?, ?it/s] 103/299 3.97G 0.02872 0.01369 0.0001894 59 640: 1%| | 1/160 [00:09<24:50, 9.37s/it] 103/299 3.97G 0.02804 0.01259 0.0001911 52 640: 1%| | 1/160 [00:09<24:50, 9.37s/it] 103/299 3.97G 0.02804 0.01259 0.0001911 52 640: 1%|▏ | 2/160 [00:09<10:24, 3.95s/it] 103/299 3.97G 0.02832 0.01355 0.0001713 81 640: 1%|▏ | 2/160 [00:17<10:24, 3.95s/it] 103/299 3.97G 0.02832 0.01355 0.0001713 81 640: 2%|▏ | 3/160 [00:17<15:33, 5.95s/it] 103/299 3.97G 0.0284 0.01458 0.0001852 82 640: 2%|▏ | 3/160 [00:17<15:33, 5.95s/it] 103/299 3.97G 0.0284 0.01458 0.0001852 82 640: 2%|▎ | 4/160 [00:17<09:29, 3.65s/it] 103/299 3.97G 0.02842 0.01415 0.000177 46 640: 2%|▎ | 4/160 [00:18<09:29, 3.65s/it] 103/299 3.97G 0.02842 0.01415 0.000177 46 640: 3%|▎ | 5/160 [00:18<06:08, 2.38s/it] 103/299 3.97G 0.02816 0.01397 0.0001685 59 640: 3%|▎ | 5/160 [00:18<06:08, 2.38s/it] 103/299 3.97G 0.02816 0.01397 0.0001685 59 640: 4%|▍ | 6/160 [00:18<04:07, 1.61s/it] 103/299 3.97G 0.02846 0.01441 0.0001617 71 640: 4%|▍ | 6/160 [00:18<04:07, 1.61s/it] 103/299 3.97G 0.02846 0.01441 0.0001617 71 640: 4%|▍ | 7/160 [00:18<02:52, 1.13s/it] 103/299 3.97G 0.0288 0.0148 0.0001631 69 640: 4%|▍ | 7/160 [00:18<02:52, 1.13s/it] 103/299 3.97G 0.0288 0.0148 0.0001631 69 640: 5%|▌ | 8/160 [00:18<02:02, 1.24it/s] 103/299 3.97G 0.0286 0.01499 0.0001609 71 640: 5%|▌ | 8/160 [00:25<02:02, 1.24it/s] 103/299 3.97G 0.0286 0.01499 0.0001609 71 640: 6%|▌ | 9/160 [00:25<06:40, 2.65s/it] 103/299 3.97G 0.02859 0.01476 0.0001577 48 640: 6%|▌ | 9/160 [00:25<06:40, 2.65s/it] 103/299 3.97G 0.02859 0.01476 0.0001577 48 640: 6%|▋ | 10/160 [00:25<04:40, 1.87s/it] 103/299 3.97G 0.02843 0.01473 0.0001547 59 640: 6%|▋ | 10/160 [00:31<04:40, 1.87s/it] 103/299 3.97G 0.02843 0.01473 0.0001547 59 640: 7%|▋ | 11/160 [00:31<07:34, 3.05s/it] 103/299 3.97G 0.02848 0.01475 0.0001562 81 640: 7%|▋ | 11/160 [00:31<07:34, 3.05s/it] 103/299 3.97G 0.02848 0.01475 0.0001562 81 640: 8%|▊ | 12/160 [00:31<05:19, 2.16s/it] 103/299 3.97G 0.02863 0.01484 0.0001555 55 640: 8%|▊ | 12/160 [00:31<05:19, 2.16s/it] 103/299 3.97G 0.02863 0.01484 0.0001555 55 640: 8%|▊ | 13/160 [00:31<03:46, 1.54s/it] 103/299 3.97G 0.02866 0.01494 0.0001577 69 640: 8%|▊ | 13/160 [00:31<03:46, 1.54s/it] 103/299 3.97G 0.02866 0.01494 0.0001577 69 640: 9%|▉ | 14/160 [00:31<02:42, 1.11s/it] 103/299 3.97G 0.02869 0.01496 0.0001581 60 640: 9%|▉ | 14/160 [00:31<02:42, 1.11s/it] 103/299 3.97G 0.02869 0.01496 0.0001581 60 640: 9%|▉ | 15/160 [00:31<01:58, 1.22it/s] 103/299 3.97G 0.02857 0.01494 0.0001556 71 640: 9%|▉ | 15/160 [00:31<01:58, 1.22it/s] 103/299 3.97G 0.02857 0.01494 0.0001556 71 640: 10%|█ | 16/160 [00:31<01:27, 1.64it/s] 103/299 3.97G 0.02863 0.01474 0.0001757 41 640: 10%|█ | 16/160 [00:38<01:27, 1.64it/s] 103/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s]
all 340 813 0.6 0.594 0.584 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 104/299 3.97G 0.02688 0.01464 0.0001885 74 640: 0%| | 0/160 [00:08<?, ?it/s] 104/299 3.97G 0.02688 0.01464 0.0001885 74 640: 1%| | 1/160 [00:08<22:57, 8.66s/it] 104/299 3.97G 0.02782 0.01316 0.0001724 46 640: 1%| | 1/160 [00:08<22:57, 8.66s/it] 104/299 3.97G 0.02782 0.01316 0.0001724 46 640: 1%|▏ | 2/160 [00:08<09:39, 3.67s/it] 104/299 3.97G 0.02781 0.01257 0.0001492 56 640: 1%|▏ | 2/160 [00:17<09:39, 3.67s/it] 104/299 3.97G 0.02781 0.01257 0.0001492 56 640: 2%|▏ | 3/160 [00:17<15:15, 5.83s/it] 104/299 3.97G 0.02733 0.01264 0.0001379 57 640: 2%|▏ | 3/160 [00:17<15:15, 5.83s/it] 104/299 3.97G 0.02733 0.01264 0.0001379 57 640: 2%|▎ | 4/160 [00:17<09:18, 3.58s/it] 104/299 3.97G 0.02707 0.01269 0.0001368 65 640: 2%|▎ | 4/160 [00:17<09:18, 3.58s/it] 104/299 3.97G 0.02707 0.01269 0.0001368 65 640: 3%|▎ | 5/160 [00:17<06:01, 2.33s/it] 104/299 3.97G 0.02737 0.01226 0.0002585 42 640: 3%|▎ | 5/160 [00:17<06:01, 2.33s/it] 104/299 3.97G 0.02737 0.01226 0.0002585 42 640: 4%|▍ | 6/160 [00:17<04:03, 1.58s/it] 104/299 3.97G 0.02762 0.01284 0.0002448 74 640: 4%|▍ | 6/160 [00:17<04:03, 1.58s/it] 104/299 3.97G 0.02762 0.01284 0.0002448 74 640: 4%|▍ | 7/160 [00:17<02:49, 1.11s/it] 104/299 3.97G 0.02825 0.01321 0.000231 73 640: 4%|▍ | 7/160 [00:17<02:49, 1.11s/it] 104/299 3.97G 0.02825 0.01321 0.000231 73 640: 5%|▌ | 8/160 [00:17<02:00, 1.26it/s] 104/299 3.97G 0.02837 0.01314 0.0002163 67 640: 5%|▌ | 8/160 [00:24<02:00, 1.26it/s] 104/299 3.97G 0.02837 0.01314 0.0002163 67 640: 6%|▌ | 9/160 [00:24<06:56, 2.76s/it] 104/299 3.97G 0.0282 0.01369 0.0002065 91 640: 6%|▌ | 9/160 [00:25<06:56, 2.76s/it] 104/299 3.97G 0.0282 0.01369 0.0002065 91 640: 6%|▋ | 10/160 [00:25<04:51, 1.94s/it] 104/299 3.97G 0.02814 0.01368 0.0001995 63 640: 6%|▋ | 10/160 [00:31<04:51, 1.94s/it] 104/299 3.97G 0.02814 0.01368 0.0001995 63 640: 7%|▋ | 11/160 [00:31<07:53, 3.18s/it] 104/299 3.97G 0.02806 0.01384 0.000235 65 640: 7%|▋ | 11/160 [00:31<07:53, 3.18s/it] 104/299 3.97G 0.02806 0.01384 0.000235 65 640: 8%|▊ | 12/160 [00:31<05:32, 2.25s/it] 104/299 3.97G 0.02802 0.01384 0.000228 63 640: 8%|▊ | 12/160 [00:31<05:32, 2.25s/it] 104/299 3.97G 0.02802 0.01384 0.000228 63 640: 8%|▊ | 13/160 [00:31<03:55, 1.60s/it] 104/299 3.97G 0.02803 0.01374 0.0002814 57 640: 8%|▊ | 13/160 [00:31<03:55, 1.60s/it] 104/299 3.97G 0.02803 0.01374 0.0002814 57 640: 9%|▉ | 14/160 [00:31<02:48, 1.15s/it] 104/299 3.97G 0.0282 0.01416 0.0002695 88 640: 9%|▉ | 14/160 [00:31<02:48, 1.15s/it] 104/299 3.97G 0.0282 0.01416 0.0002695 88 640: 9%|▉ | 15/160 [00:31<02:03, 1.18it/s] 104/299 3.97G 0.02806 0.0145 0.0003632 70 640: 9%|▉ | 15/160 [00:31<02:03, 1.18it/s] 104/299 3.97G 0.02806 0.0145 0.0003632 70 640: 10%|█ | 16/160 [00:31<01:30, 1.59it/s] 104/299 3.97G 0.02817 0.01463 0.0003482 78 640: 10%|█ | 16/160 [00:38<01:30, 1.59it/s] 104/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.31it/s]
all 340 813 0.613 0.57 0.574 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 105/299 3.97G 0.03276 0.01424 0.0002107 44 640: 0%| | 0/160 [00:13<?, ?it/s] 105/299 3.97G 0.03276 0.01424 0.0002107 44 640: 1%| | 1/160 [00:13<35:46, 13.50s/it] 105/299 3.97G 0.03016 0.01219 0.0001786 49 640: 1%| | 1/160 [00:13<35:46, 13.50s/it] 105/299 3.97G 0.03016 0.01219 0.0001786 49 640: 1%|▏ | 2/160 [00:13<14:49, 5.63s/it] 105/299 3.97G 0.0298 0.01362 0.0001559 62 640: 1%|▏ | 2/160 [00:18<14:49, 5.63s/it] 105/299 3.97G 0.0298 0.01362 0.0001559 62 640: 2%|▏ | 3/160 [00:18<13:56, 5.33s/it] 105/299 3.97G 0.02977 0.01429 0.0001532 74 640: 2%|▏ | 3/160 [00:18<13:56, 5.33s/it] 105/299 3.97G 0.02977 0.01429 0.0001532 74 640: 2%|▎ | 4/160 [00:18<08:30, 3.27s/it] 105/299 3.97G 0.02959 0.01413 0.0001418 62 640: 2%|▎ | 4/160 [00:18<08:30, 3.27s/it] 105/299 3.97G 0.02959 0.01413 0.0001418 62 640: 3%|▎ | 5/160 [00:18<05:31, 2.14s/it] 105/299 3.97G 0.02933 0.01393 0.0002173 54 640: 3%|▎ | 5/160 [00:18<05:31, 2.14s/it] 105/299 3.97G 0.02933 0.01393 0.0002173 54 640: 4%|▍ | 6/160 [00:18<03:43, 1.45s/it] 105/299 3.97G 0.02904 0.01393 0.0007683 57 640: 4%|▍ | 6/160 [00:19<03:43, 1.45s/it] 105/299 3.97G 0.02904 0.01393 0.0007683 57 640: 4%|▍ | 7/160 [00:19<02:35, 1.02s/it] 105/299 3.97G 0.02897 0.01373 0.000695 42 640: 4%|▍ | 7/160 [00:19<02:35, 1.02s/it] 105/299 3.97G 0.02897 0.01373 0.000695 42 640: 5%|▌ | 8/160 [00:19<01:51, 1.37it/s] 105/299 3.97G 0.02871 0.0137 0.0006495 59 640: 5%|▌ | 8/160 [00:27<01:51, 1.37it/s] 105/299 3.97G 0.02871 0.0137 0.0006495 59 640: 6%|▌ | 9/160 [00:27<07:40, 3.05s/it] 105/299 3.97G 0.02908 0.01406 0.0006036 86 640: 6%|▌ | 9/160 [00:27<07:40, 3.05s/it] 105/299 3.97G 0.02908 0.01406 0.0006036 86 640: 6%|▋ | 10/160 [00:27<05:21, 2.14s/it] 105/299 3.97G 0.02892 0.01402 0.0005601 65 640: 6%|▋ | 10/160 [00:32<05:21, 2.14s/it] 105/299 3.97G 0.02892 0.01402 0.0005601 65 640: 7%|▋ | 11/160 [00:32<07:20, 2.96s/it] 105/299 3.97G 0.02874 0.01406 0.0005236 62 640: 7%|▋ | 11/160 [00:32<07:20, 2.96s/it] 105/299 3.97G 0.02874 0.01406 0.0005236 62 640: 8%|▊ | 12/160 [00:32<05:10, 2.10s/it] 105/299 3.97G 0.02858 0.0144 0.0004935 60 640: 8%|▊ | 12/160 [00:32<05:10, 2.10s/it] 105/299 3.97G 0.02858 0.0144 0.0004935 60 640: 8%|▊ | 13/160 [00:32<03:40, 1.50s/it] 105/299 3.97G 0.0286 0.01443 0.0004679 67 640: 8%|▊ | 13/160 [00:32<03:40, 1.50s/it] 105/299 3.97G 0.0286 0.01443 0.0004679 67 640: 9%|▉ | 14/160 [00:32<02:37, 1.08s/it] 105/299 3.97G 0.02863 0.01438 0.0004462 50 640: 9%|▉ | 14/160 [00:32<02:37, 1.08s/it] 105/299 3.97G 0.02863 0.01438 0.0004462 50 640: 9%|▉ | 15/160 [00:32<01:55, 1.25it/s] 105/299 3.97G 0.0285 0.01427 0.0004562 69 640: 9%|▉ | 15/160 [00:32<01:55, 1.25it/s] 105/299 3.97G 0.0285 0.01427 0.0004562 69 640: 10%|█ | 16/160 [00:32<01:25, 1.69it/s] 105/299 3.97G 0.0284 0.01409 0.000446 44 640: 10%|█ | 16/160 [00:40<01:25, 1.69it/s] 105/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s]
all 340 813 0.618 0.555 0.573 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 106/299 3.97G 0.03275 0.01875 0.0001503 70 640: 0%| | 0/160 [00:13<?, ?it/s] 106/299 3.97G 0.03275 0.01875 0.0001503 70 640: 1%| | 1/160 [00:13<34:58, 13.20s/it] 106/299 3.97G 0.0307 0.01519 0.0001486 52 640: 1%| | 1/160 [00:13<34:58, 13.20s/it] 106/299 3.97G 0.0307 0.01519 0.0001486 52 640: 1%|▏ | 2/160 [00:13<14:29, 5.51s/it] 106/299 3.97G 0.02947 0.01533 0.0001471 68 640: 1%|▏ | 2/160 [00:18<14:29, 5.51s/it] 106/299 3.97G 0.02947 0.01533 0.0001471 68 640: 2%|▏ | 3/160 [00:18<13:36, 5.20s/it] 106/299 3.97G 0.02808 0.01532 0.0001465 73 640: 2%|▏ | 3/160 [00:18<13:36, 5.20s/it] 106/299 3.97G 0.02808 0.01532 0.0001465 73 640: 2%|▎ | 4/160 [00:18<08:18, 3.20s/it] 106/299 3.97G 0.02832 0.01534 0.0001999 76 640: 2%|▎ | 4/160 [00:18<08:18, 3.20s/it] 106/299 3.97G 0.02832 0.01534 0.0001999 76 640: 3%|▎ | 5/160 [00:18<05:23, 2.09s/it] 106/299 3.97G 0.02841 0.01552 0.0002008 74 640: 3%|▎ | 5/160 [00:18<05:23, 2.09s/it] 106/299 3.97G 0.02841 0.01552 0.0002008 74 640: 4%|▍ | 6/160 [00:18<03:37, 1.41s/it] 106/299 3.97G 0.02804 0.01514 0.0001909 53 640: 4%|▍ | 6/160 [00:18<03:37, 1.41s/it] 106/299 3.97G 0.02804 0.01514 0.0001909 53 640: 4%|▍ | 7/160 [00:18<02:32, 1.00it/s] 106/299 3.97G 0.02812 0.01474 0.0001835 48 640: 4%|▍ | 7/160 [00:18<02:32, 1.00it/s] 106/299 3.97G 0.02812 0.01474 0.0001835 48 640: 5%|▌ | 8/160 [00:18<01:48, 1.40it/s] 106/299 3.97G 0.02826 0.01486 0.0001783 78 640: 5%|▌ | 8/160 [00:27<01:48, 1.40it/s] 106/299 3.97G 0.02826 0.01486 0.0001783 78 640: 6%|▌ | 9/160 [00:27<07:54, 3.15s/it] 106/299 3.97G 0.02872 0.0151 0.0001887 66 640: 6%|▌ | 9/160 [00:27<07:54, 3.15s/it] 106/299 3.97G 0.02872 0.0151 0.0001887 66 640: 6%|▋ | 10/160 [00:27<05:31, 2.21s/it] 106/299 3.97G 0.02898 0.01499 0.0001848 57 640: 6%|▋ | 10/160 [00:30<05:31, 2.21s/it] 106/299 3.97G 0.02898 0.01499 0.0001848 57 640: 7%|▋ | 11/160 [00:30<06:33, 2.64s/it] 106/299 3.97G 0.02897 0.01529 0.0001827 85 640: 7%|▋ | 11/160 [00:31<06:33, 2.64s/it] 106/299 3.97G 0.02897 0.01529 0.0001827 85 640: 8%|▊ | 12/160 [00:31<04:37, 1.88s/it] 106/299 3.97G 0.02902 0.01573 0.0001798 97 640: 8%|▊ | 12/160 [00:31<04:37, 1.88s/it] 106/299 3.97G 0.02902 0.01573 0.0001798 97 640: 8%|▊ | 13/160 [00:31<03:17, 1.34s/it] 106/299 3.97G 0.02885 0.01561 0.0001746 58 640: 8%|▊ | 13/160 [00:31<03:17, 1.34s/it] 106/299 3.97G 0.02885 0.01561 0.0001746 58 640: 9%|▉ | 14/160 [00:31<02:22, 1.03it/s] 106/299 3.97G 0.02879 0.0153 0.000255 52 640: 9%|▉ | 14/160 [00:31<02:22, 1.03it/s] 106/299 3.97G 0.02879 0.0153 0.000255 52 640: 9%|▉ | 15/160 [00:31<01:44, 1.38it/s] 106/299 3.97G 0.02893 0.01534 0.0002502 65 640: 9%|▉ | 15/160 [00:31<01:44, 1.38it/s] 106/299 3.97G 0.02893 0.01534 0.0002502 65 640: 10%|█ | 16/160 [00:31<01:17, 1.85it/s] 106/299 3.97G 0.02879 0.01519 0.0002447 60 640: 10%|█ | 16/160 [00:40<01:17, 1.85it/s] 106/299 3.97G 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s]
all 340 813 0.597 0.579 0.562 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 107/299 3.97G 0.02909 0.01794 0.0002208 72 640: 0%| | 0/160 [00:12<?, ?it/s] 107/299 3.97G 0.02909 0.01794 0.0002208 72 640: 1%| | 1/160 [00:12<33:32, 12.65s/it] 107/299 3.97G 0.02705 0.01494 0.0001766 46 640: 1%| | 1/160 [00:12<33:32, 12.65s/it] 107/299 3.97G 0.02705 0.01494 0.0001766 46 640: 1%|▏ | 2/160 [00:12<13:56, 5.30s/it] 107/299 3.97G 0.02746 0.01425 0.0003174 68 640: 1%|▏ | 2/160 [00:17<13:56, 5.30s/it] 107/299 3.97G 0.02746 0.01425 0.0003174 68 640: 2%|▏ | 3/160 [00:17<12:54, 4.93s/it] 107/299 3.97G 0.02816 0.01519 0.0002744 83 640: 2%|▏ | 3/160 [00:17<12:54, 4.93s/it] 107/299 3.97G 0.02816 0.01519 0.0002744 83 640: 2%|▎ | 4/160 [00:17<07:53, 3.04s/it] 107/299 3.97G 0.02774 0.01434 0.0002564 47 640: 2%|▎ | 4/160 [00:17<07:53, 3.04s/it] 107/299 3.97G 0.02774 0.01434 0.0002564 47 640: 3%|▎ | 5/160 [00:17<05:07, 1.98s/it] 107/299 3.97G 0.02803 0.01472 0.0002364 71 640: 3%|▎ | 5/160 [00:17<05:07, 1.98s/it] 107/299 3.97G 0.02803 0.01472 0.0002364 71 640: 4%|▍ | 6/160 [00:17<03:27, 1.35s/it] 107/299 3.97G 0.02795 0.01442 0.0002279 49 640: 4%|▍ | 6/160 [00:17<03:27, 1.35s/it] 107/299 3.97G 0.02795 0.01442 0.0002279 49 640: 4%|▍ | 7/160 [00:17<02:26, 1.05it/s] 107/299 3.97G 0.02747 0.01435 0.0002227 67 640: 4%|▍ | 7/160 [00:17<02:26, 1.05it/s] 107/299 3.97G 0.02747 0.01435 0.0002227 67 640: 5%|▌ | 8/160 [00:17<01:44, 1.45it/s] 107/299 3.97G 0.0276 0.01431 0.0002194 63 640: 5%|▌ | 8/160 [00:26<01:44, 1.45it/s] 107/299 3.97G 0.0276 0.01431 0.0002194 63 640: 6%|▌ | 9/160 [00:26<08:17, 3.29s/it] 107/299 3.97G 0.02744 0.01399 0.0002158 50 640: 6%|▌ | 9/160 [00:27<08:17, 3.29s/it] 107/299 3.97G 0.02744 0.01399 0.0002158 50 640: 6%|▋ | 10/160 [00:27<05:47, 2.32s/it] 107/299 3.97G 0.02735 0.01414 0.0002102 67 640: 6%|▋ | 10/160 [00:30<05:47, 2.32s/it] 107/299 3.97G 0.02735 0.01414 0.0002102 67 640: 7%|▋ | 11/160 [00:30<06:31, 2.63s/it] 107/299 3.97G 0.02719 0.01422 0.0002044 73 640: 7%|▋ | 11/160 [00:30<06:31, 2.63s/it] 107/299 3.97G 0.02719 0.01422 0.0002044 73 640: 8%|▊ | 12/160 [00:30<04:35, 1.86s/it] 107/299 3.97G 0.02711 0.014 0.0002 46 640: 8%|▊ | 12/160 [00:30<04:35, 1.86s/it] 107/299 3.97G 0.02711 0.014 0.0002 46 640: 8%|▊ | 13/160 [00:30<03:16, 1.33s/it] 107/299 3.97G 0.02695 0.01433 0.0001968 76 640: 8%|▊ | 13/160 [00:30<03:16, 1.33s/it] 107/299 3.97G 0.02695 0.01433 0.0001968 76 640: 9%|▉ | 14/160 [00:30<02:21, 1.03it/s] 107/299 3.97G 0.0271 0.01431 0.0001916 66 640: 9%|▉ | 14/160 [00:30<02:21, 1.03it/s] 107/299 3.97G 0.0271 0.01431 0.0001916 66 640: 9%|▉ | 15/160 [00:30<01:44, 1.39it/s] 107/299 3.97G 0.02719 0.01427 0.0001951 59 640: 9%|▉ | 15/160 [00:31<01:44, 1.39it/s] 107/299 3.97G 0.02719 0.01427 0.0001951 59 640: 10%|█ | 16/160 [00:31<01:17, 1.86it/s] 107/299 3.97G 0.02715 0.01435 0.0001931 56 640: 10%|█ | 16/160 [00:40<01:17, 1.86it/s] 107/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s]
all 340 813 0.593 0.572 0.56 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 108/299 3.97G 0.02691 0.0143 0.0002033 71 640: 0%| | 0/160 [00:14<?, ?it/s] 108/299 3.97G 0.02691 0.0143 0.0002033 71 640: 1%| | 1/160 [00:14<37:06, 14.01s/it] 108/299 3.97G 0.02565 0.01529 0.0001697 87 640: 1%| | 1/160 [00:14<37:06, 14.01s/it] 108/299 3.97G 0.02565 0.01529 0.0001697 87 640: 1%|▏ | 2/160 [00:14<15:22, 5.84s/it] 108/299 3.97G 0.02644 0.0153 0.0002654 62 640: 1%|▏ | 2/160 [00:17<15:22, 5.84s/it] 108/299 3.97G 0.02644 0.0153 0.0002654 62 640: 2%|▏ | 3/160 [00:17<12:33, 4.80s/it] 108/299 3.97G 0.02693 0.01532 0.0002239 80 640: 2%|▏ | 3/160 [00:17<12:33, 4.80s/it] 108/299 3.97G 0.02693 0.01532 0.0002239 80 640: 2%|▎ | 4/160 [00:17<07:41, 2.96s/it] 108/299 3.97G 0.027 0.01524 0.0002265 61 640: 2%|▎ | 4/160 [00:17<07:41, 2.96s/it] 108/299 3.97G 0.027 0.01524 0.0002265 61 640: 3%|▎ | 5/160 [00:17<04:59, 1.93s/it] 108/299 3.97G 0.02682 0.01521 0.0002052 81 640: 3%|▎ | 5/160 [00:18<04:59, 1.93s/it] 108/299 3.97G 0.02682 0.01521 0.0002052 81 640: 4%|▍ | 6/160 [00:18<03:22, 1.32s/it] 108/299 3.97G 0.0268 0.01525 0.0002054 73 640: 4%|▍ | 6/160 [00:18<03:22, 1.32s/it] 108/299 3.97G 0.0268 0.01525 0.0002054 73 640: 4%|▍ | 7/160 [00:18<02:22, 1.07it/s] 108/299 3.97G 0.02702 0.01522 0.0001937 62 640: 4%|▍ | 7/160 [00:18<02:22, 1.07it/s] 108/299 3.97G 0.02702 0.01522 0.0001937 62 640: 5%|▌ | 8/160 [00:18<01:42, 1.49it/s] 108/299 3.97G 0.02698 0.01503 0.0002094 78 640: 5%|▌ | 8/160 [00:27<01:42, 1.49it/s] 108/299 3.97G 0.02698 0.01503 0.0002094 78 640: 6%|▌ | 9/160 [00:27<08:24, 3.34s/it] 108/299 3.97G 0.02701 0.01516 0.0002007 59 640: 6%|▌ | 9/160 [00:27<08:24, 3.34s/it] 108/299 3.97G 0.02701 0.01516 0.0002007 59 640: 6%|▋ | 10/160 [00:27<05:52, 2.35s/it] 108/299 3.97G 0.02733 0.01519 0.0001948 71 640: 6%|▋ | 10/160 [00:31<05:52, 2.35s/it] 108/299 3.97G 0.02733 0.01519 0.0001948 71 640: 7%|▋ | 11/160 [00:31<06:41, 2.69s/it] 108/299 3.97G 0.02747 0.01532 0.0001883 70 640: 7%|▋ | 11/160 [00:31<06:41, 2.69s/it] 108/299 3.97G 0.02747 0.01532 0.0001883 70 640: 8%|▊ | 12/160 [00:31<04:42, 1.91s/it] 108/299 3.97G 0.02771 0.0151 0.0002163 45 640: 8%|▊ | 12/160 [00:31<04:42, 1.91s/it] 108/299 3.97G 0.02771 0.0151 0.0002163 45 640: 8%|▊ | 13/160 [00:31<03:21, 1.37s/it] 108/299 3.97G 0.02799 0.01487 0.0002218 63 640: 8%|▊ | 13/160 [00:31<03:21, 1.37s/it] 108/299 3.97G 0.02799 0.01487 0.0002218 63 640: 9%|▉ | 14/160 [00:31<02:24, 1.01it/s] 108/299 3.97G 0.02781 0.01478 0.0002142 61 640: 9%|▉ | 14/160 [00:31<02:24, 1.01it/s] 108/299 3.97G 0.02781 0.01478 0.0002142 61 640: 9%|▉ | 15/160 [00:31<01:46, 1.36it/s] 108/299 3.97G 0.02779 0.0148 0.0002549 57 640: 9%|▉ | 15/160 [00:31<01:46, 1.36it/s] 108/299 3.97G 0.02779 0.0148 0.0002549 57 640: 10%|█ | 16/160 [00:31<01:19, 1.82it/s] 108/299 3.97G 0.02788 0.01495 0.0002468 71 640: 10%|█ | 16/160 [00:40<01:19, 1.82it/s] 108/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.07it/s]
all 340 813 0.596 0.619 0.593 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 109/299 3.97G 0.02897 0.01375 0.0003551 60 640: 0%| | 0/160 [00:15<?, ?it/s] 109/299 3.97G 0.02897 0.01375 0.0003551 60 640: 1%| | 1/160 [00:15<41:06, 15.51s/it] 109/299 3.97G 0.02895 0.0145 0.0002386 55 640: 1%| | 1/160 [00:15<41:06, 15.51s/it] 109/299 3.97G 0.02895 0.0145 0.0002386 55 640: 1%|▏ | 2/160 [00:15<17:01, 6.47s/it] 109/299 3.97G 0.02818 0.01344 0.0002335 49 640: 1%|▏ | 2/160 [00:17<17:01, 6.47s/it] 109/299 3.97G 0.02818 0.01344 0.0002335 49 640: 2%|▏ | 3/160 [00:17<11:44, 4.49s/it] 109/299 3.97G 0.02826 0.01475 0.0002278 72 640: 2%|▏ | 3/160 [00:17<11:44, 4.49s/it] 109/299 3.97G 0.02826 0.01475 0.0002278 72 640: 2%|▎ | 4/160 [00:17<07:11, 2.77s/it] 109/299 3.97G 0.02798 0.01457 0.0002077 62 640: 2%|▎ | 4/160 [00:18<07:11, 2.77s/it] 109/299 3.97G 0.02798 0.01457 0.0002077 62 640: 3%|▎ | 5/160 [00:18<04:40, 1.81s/it] 109/299 3.97G 0.02794 0.01452 0.0001954 71 640: 3%|▎ | 5/160 [00:18<04:40, 1.81s/it] 109/299 3.97G 0.02794 0.01452 0.0001954 71 640: 4%|▍ | 6/160 [00:18<03:10, 1.23s/it] 109/299 3.97G 0.02774 0.01414 0.0002099 56 640: 4%|▍ | 6/160 [00:18<03:10, 1.23s/it] 109/299 3.97G 0.02774 0.01414 0.0002099 56 640: 4%|▍ | 7/160 [00:18<02:14, 1.14it/s] 109/299 3.97G 0.02745 0.0142 0.0001988 74 640: 4%|▍ | 7/160 [00:18<02:14, 1.14it/s] 109/299 3.97G 0.02745 0.0142 0.0001988 74 640: 5%|▌ | 8/160 [00:18<01:36, 1.57it/s] 109/299 3.97G 0.02777 0.01409 0.0001915 58 640: 5%|▌ | 8/160 [00:28<01:36, 1.57it/s] 109/299 3.97G 0.02777 0.01409 0.0001915 58 640: 6%|▌ | 9/160 [00:28<09:22, 3.73s/it] 109/299 3.97G 0.02793 0.01406 0.0001843 68 640: 6%|▌ | 9/160 [00:29<09:22, 3.73s/it] 109/299 3.97G 0.02793 0.01406 0.0001843 68 640: 6%|▋ | 10/160 [00:29<06:32, 2.62s/it] 109/299 3.97G 0.02799 0.01417 0.0001778 67 640: 6%|▋ | 10/160 [00:31<06:32, 2.62s/it] 109/299 3.97G 0.02799 0.01417 0.0001778 67 640: 7%|▋ | 11/160 [00:31<06:14, 2.51s/it] 109/299 3.97G 0.02804 0.01435 0.0001732 78 640: 7%|▋ | 11/160 [00:31<06:14, 2.51s/it] 109/299 3.97G 0.02804 0.01435 0.0001732 78 640: 8%|▊ | 12/160 [00:31<04:24, 1.79s/it] 109/299 3.97G 0.02809 0.0142 0.0001692 49 640: 8%|▊ | 12/160 [00:31<04:24, 1.79s/it] 109/299 3.97G 0.02809 0.0142 0.0001692 49 640: 8%|▊ | 13/160 [00:31<03:08, 1.28s/it] 109/299 3.97G 0.028 0.01419 0.000165 74 640: 8%|▊ | 13/160 [00:31<03:08, 1.28s/it] 109/299 3.97G 0.028 0.01419 0.000165 74 640: 9%|▉ | 14/160 [00:31<02:15, 1.07it/s] 109/299 3.97G 0.02782 0.01434 0.000163 97 640: 9%|▉ | 14/160 [00:31<02:15, 1.07it/s] 109/299 3.97G 0.02782 0.01434 0.000163 97 640: 9%|▉ | 15/160 [00:31<01:40, 1.44it/s] 109/299 3.97G 0.02778 0.01445 0.00017 74 640: 9%|▉ | 15/160 [00:31<01:40, 1.44it/s] 109/299 3.97G 0.02778 0.01445 0.00017 74 640: 10%|█ | 16/160 [00:31<01:14, 1.92it/s] 109/299 3.97G 0.0276 0.01437 0.0001662 49 640: 10%|█ | 16/160 [00:42<01:14, 1.92it/s] 109/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.00it/s]
all 340 813 0.565 0.597 0.558 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 110/299 3.97G 0.0265 0.01221 0.0002355 49 640: 0%| | 0/160 [00:15<?, ?it/s] 110/299 3.97G 0.0265 0.01221 0.0002355 49 640: 1%| | 1/160 [00:15<41:23, 15.62s/it] 110/299 3.97G 0.02711 0.01538 0.0002251 87 640: 1%| | 1/160 [00:15<41:23, 15.62s/it] 110/299 3.97G 0.02711 0.01538 0.0002251 87 640: 1%|▏ | 2/160 [00:15<17:07, 6.50s/it] 110/299 3.97G 0.02852 0.01642 0.0001951 88 640: 1%|▏ | 2/160 [00:17<17:07, 6.50s/it] 110/299 3.97G 0.02852 0.01642 0.0001951 88 640: 2%|▏ | 3/160 [00:17<11:40, 4.46s/it] 110/299 3.97G 0.02795 0.01569 0.0002056 52 640: 2%|▏ | 3/160 [00:17<11:40, 4.46s/it] 110/299 3.97G 0.02795 0.01569 0.0002056 52 640: 2%|▎ | 4/160 [00:17<07:08, 2.75s/it] 110/299 3.97G 0.02785 0.0157 0.0002032 65 640: 2%|▎ | 4/160 [00:18<07:08, 2.75s/it] 110/299 3.97G 0.02785 0.0157 0.0002032 65 640: 3%|▎ | 5/160 [00:18<04:38, 1.80s/it] 110/299 3.97G 0.02752 0.0151 0.0001931 49 640: 3%|▎ | 5/160 [00:18<04:38, 1.80s/it] 110/299 3.97G 0.02752 0.0151 0.0001931 49 640: 4%|▍ | 6/160 [00:18<03:08, 1.23s/it] 110/299 3.97G 0.02713 0.01469 0.0001939 57 640: 4%|▍ | 6/160 [00:18<03:08, 1.23s/it] 110/299 3.97G 0.02713 0.01469 0.0001939 57 640: 4%|▍ | 7/160 [00:18<02:13, 1.15it/s] 110/299 3.97G 0.02715 0.01429 0.0001973 69 640: 4%|▍ | 7/160 [00:18<02:13, 1.15it/s] 110/299 3.97G 0.02715 0.01429 0.0001973 69 640: 5%|▌ | 8/160 [00:18<01:35, 1.59it/s] 110/299 3.97G 0.02704 0.01432 0.0001909 78 640: 5%|▌ | 8/160 [00:28<01:35, 1.59it/s] 110/299 3.97G 0.02704 0.01432 0.0001909 78 640: 6%|▌ | 9/160 [00:28<09:21, 3.72s/it] 110/299 3.97G 0.0271 0.01395 0.0001903 55 640: 6%|▌ | 9/160 [00:29<09:21, 3.72s/it] 110/299 3.97G 0.0271 0.01395 0.0001903 55 640: 6%|▋ | 10/160 [00:29<06:31, 2.61s/it] 110/299 3.97G 0.02711 0.01411 0.0001888 65 640: 6%|▋ | 10/160 [00:31<06:31, 2.61s/it] 110/299 3.97G 0.02711 0.01411 0.0001888 65 640: 7%|▋ | 11/160 [00:31<06:16, 2.53s/it] 110/299 3.97G 0.02725 0.01411 0.000191 57 640: 7%|▋ | 11/160 [00:31<06:16, 2.53s/it] 110/299 3.97G 0.02725 0.01411 0.000191 57 640: 8%|▊ | 12/160 [00:31<04:25, 1.80s/it] 110/299 3.97G 0.02746 0.01409 0.0001864 64 640: 8%|▊ | 12/160 [00:31<04:25, 1.80s/it] 110/299 3.97G 0.02746 0.01409 0.0001864 64 640: 8%|▊ | 13/160 [00:31<03:09, 1.29s/it] 110/299 3.97G 0.02747 0.01424 0.0001845 66 640: 8%|▊ | 13/160 [00:31<03:09, 1.29s/it] 110/299 3.97G 0.02747 0.01424 0.0001845 66 640: 9%|▉ | 14/160 [00:31<02:16, 1.07it/s] 110/299 3.97G 0.02752 0.01447 0.0001805 92 640: 9%|▉ | 14/160 [00:31<02:16, 1.07it/s] 110/299 3.97G 0.02752 0.01447 0.0001805 92 640: 9%|▉ | 15/160 [00:31<01:40, 1.44it/s] 110/299 3.97G 0.02747 0.01446 0.0001798 79 640: 9%|▉ | 15/160 [00:31<01:40, 1.44it/s] 110/299 3.97G 0.02747 0.01446 0.0001798 79 640: 10%|█ | 16/160 [00:31<01:15, 1.92it/s] 110/299 3.97G 0.02737 0.01439 0.0001783 61 640: 10%|█ | 16/160 [00:42<01:15, 1.92it/s] 110/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s]
all 340 813 0.594 0.616 0.583 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 111/299 3.97G 0.02677 0.01253 0.0001161 50 640: 0%| | 0/160 [00:14<?, ?it/s] 111/299 3.97G 0.02677 0.01253 0.0001161 50 640: 1%| | 1/160 [00:14<38:21, 14.47s/it] 111/299 3.97G 0.02669 0.01302 0.0001288 66 640: 1%| | 1/160 [00:14<38:21, 14.47s/it] 111/299 3.97G 0.02669 0.01302 0.0001288 66 640: 1%|▏ | 2/160 [00:14<15:53, 6.04s/it] 111/299 3.97G 0.02688 0.01277 0.0001282 54 640: 1%|▏ | 2/160 [00:17<15:53, 6.04s/it] 111/299 3.97G 0.02688 0.01277 0.0001282 54 640: 2%|▏ | 3/160 [00:17<11:48, 4.51s/it] 111/299 3.97G 0.02623 0.01252 0.0001251 64 640: 2%|▏ | 3/160 [00:17<11:48, 4.51s/it] 111/299 3.97G 0.02623 0.01252 0.0001251 64 640: 2%|▎ | 4/160 [00:17<07:13, 2.78s/it] 111/299 3.97G 0.02621 0.01359 0.0001255 78 640: 2%|▎ | 4/160 [00:17<07:13, 2.78s/it] 111/299 3.97G 0.02621 0.01359 0.0001255 78 640: 3%|▎ | 5/160 [00:17<04:42, 1.82s/it] 111/299 3.97G 0.02635 0.01431 0.0001287 85 640: 3%|▎ | 5/160 [00:17<04:42, 1.82s/it] 111/299 3.97G 0.02635 0.01431 0.0001287 85 640: 4%|▍ | 6/160 [00:17<03:11, 1.24s/it] 111/299 3.97G 0.02665 0.01454 0.0001577 75 640: 4%|▍ | 6/160 [00:17<03:11, 1.24s/it] 111/299 3.97G 0.02665 0.01454 0.0001577 75 640: 4%|▍ | 7/160 [00:17<02:14, 1.13it/s] 111/299 3.97G 0.02686 0.01463 0.0001596 80 640: 4%|▍ | 7/160 [00:17<02:14, 1.13it/s] 111/299 3.97G 0.02686 0.01463 0.0001596 80 640: 5%|▌ | 8/160 [00:17<01:37, 1.57it/s] 111/299 3.97G 0.02723 0.01427 0.000159 48 640: 5%|▌ | 8/160 [00:27<01:37, 1.57it/s] 111/299 3.97G 0.02723 0.01427 0.000159 48 640: 6%|▌ | 9/160 [00:27<08:57, 3.56s/it] 111/299 3.97G 0.02695 0.0142 0.0001559 70 640: 6%|▌ | 9/160 [00:28<08:57, 3.56s/it] 111/299 3.97G 0.02695 0.0142 0.0001559 70 640: 6%|▋ | 10/160 [00:28<06:15, 2.50s/it] 111/299 3.97G 0.02712 0.01455 0.0001548 79 640: 6%|▋ | 10/160 [00:30<06:15, 2.50s/it] 111/299 3.97G 0.02712 0.01455 0.0001548 79 640: 7%|▋ | 11/160 [00:30<06:09, 2.48s/it] 111/299 3.97G 0.02702 0.01483 0.0001541 70 640: 7%|▋ | 11/160 [00:30<06:09, 2.48s/it] 111/299 3.97G 0.02702 0.01483 0.0001541 70 640: 8%|▊ | 12/160 [00:30<04:20, 1.76s/it] 111/299 3.97G 0.02694 0.01508 0.0001518 82 640: 8%|▊ | 12/160 [00:30<04:20, 1.76s/it] 111/299 3.97G 0.02694 0.01508 0.0001518 82 640: 8%|▊ | 13/160 [00:30<03:05, 1.26s/it] 111/299 3.97G 0.02706 0.01491 0.0001502 51 640: 8%|▊ | 13/160 [00:30<03:05, 1.26s/it] 111/299 3.97G 0.02706 0.01491 0.0001502 51 640: 9%|▉ | 14/160 [00:30<02:14, 1.09it/s] 111/299 3.97G 0.02708 0.01508 0.0002266 92 640: 9%|▉ | 14/160 [00:30<02:14, 1.09it/s] 111/299 3.97G 0.02708 0.01508 0.0002266 92 640: 9%|▉ | 15/160 [00:30<01:39, 1.46it/s] 111/299 3.97G 0.02702 0.0149 0.0002199 57 640: 9%|▉ | 15/160 [00:31<01:39, 1.46it/s] 111/299 3.97G 0.02702 0.0149 0.0002199 57 640: 10%|█ | 16/160 [00:31<01:13, 1.95it/s] 111/299 3.97G 0.02708 0.01492 0.000225 67 640: 10%|█ | 16/160 [00:41<01:13, 1.95it/s] 111/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 813 0.605 0.582 0.576 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 112/299 3.97G 0.02792 0.0117 0.0001632 58 640: 0%| | 0/160 [00:17<?, ?it/s] 112/299 3.97G 0.02792 0.0117 0.0001632 58 640: 1%| | 1/160 [00:17<47:14, 17.83s/it] 112/299 3.97G 0.02674 0.01382 0.0001442 69 640: 1%| | 1/160 [00:17<47:14, 17.83s/it] 112/299 3.97G 0.02674 0.01382 0.0001442 69 640: 1%|▏ | 2/160 [00:17<19:31, 7.41s/it] 112/299 3.97G 0.0272 0.01592 0.0001843 81 640: 1%|▏ | 2/160 [00:18<19:31, 7.41s/it] 112/299 3.97G 0.0272 0.01592 0.0001843 81 640: 2%|▏ | 3/160 [00:18<10:42, 4.09s/it] 112/299 3.97G 0.02699 0.0151 0.0001797 44 640: 2%|▏ | 3/160 [00:18<10:42, 4.09s/it] 112/299 3.97G 0.02699 0.0151 0.0001797 44 640: 2%|▎ | 4/160 [00:18<06:33, 2.52s/it] 112/299 3.97G 0.02724 0.01496 0.0002866 62 640: 2%|▎ | 4/160 [00:18<06:33, 2.52s/it] 112/299 3.97G 0.02724 0.01496 0.0002866 62 640: 3%|▎ | 5/160 [00:18<04:16, 1.66s/it] 112/299 3.97G 0.02704 0.01485 0.0002634 67 640: 3%|▎ | 5/160 [00:18<04:16, 1.66s/it] 112/299 3.97G 0.02704 0.01485 0.0002634 67 640: 4%|▍ | 6/160 [00:18<02:54, 1.13s/it] 112/299 3.97G 0.02709 0.01449 0.000252 44 640: 4%|▍ | 6/160 [00:18<02:54, 1.13s/it] 112/299 3.97G 0.02709 0.01449 0.000252 44 640: 4%|▍ | 7/160 [00:18<02:03, 1.24it/s] 112/299 3.97G 0.02695 0.01448 0.0002629 67 640: 4%|▍ | 7/160 [00:18<02:03, 1.24it/s] 112/299 3.97G 0.02695 0.01448 0.0002629 67 640: 5%|▌ | 8/160 [00:18<01:29, 1.71it/s] 112/299 3.97G 0.02708 0.01451 0.0002468 55 640: 5%|▌ | 8/160 [00:30<01:29, 1.71it/s] 112/299 3.97G 0.02708 0.01451 0.0002468 55 640: 6%|▌ | 9/160 [00:30<10:38, 4.23s/it] 112/299 3.97G 0.02692 0.01435 0.0002345 71 640: 6%|▌ | 9/160 [00:31<10:38, 4.23s/it] 112/299 3.97G 0.02692 0.01435 0.0002345 71 640: 6%|▋ | 10/160 [00:31<07:24, 2.96s/it] 112/299 3.97G 0.02743 0.0142 0.0002233 66 640: 6%|▋ | 10/160 [00:31<07:24, 2.96s/it] 112/299 3.97G 0.02743 0.0142 0.0002233 66 640: 7%|▋ | 11/160 [00:31<05:13, 2.10s/it] 112/299 3.97G 0.02758 0.01436 0.0002151 70 640: 7%|▋ | 11/160 [00:31<05:13, 2.10s/it] 112/299 3.97G 0.02758 0.01436 0.0002151 70 640: 8%|▊ | 12/160 [00:31<03:41, 1.50s/it] 112/299 3.97G 0.02757 0.01463 0.0002085 85 640: 8%|▊ | 12/160 [00:31<03:41, 1.50s/it] 112/299 3.97G 0.02757 0.01463 0.0002085 85 640: 8%|▊ | 13/160 [00:31<02:38, 1.08s/it] 112/299 3.97G 0.02753 0.01474 0.0002037 69 640: 8%|▊ | 13/160 [00:31<02:38, 1.08s/it] 112/299 3.97G 0.02753 0.01474 0.0002037 69 640: 9%|▉ | 14/160 [00:31<01:55, 1.27it/s] 112/299 3.97G 0.02757 0.01461 0.0002051 52 640: 9%|▉ | 14/160 [00:31<01:55, 1.27it/s] 112/299 3.97G 0.02757 0.01461 0.0002051 52 640: 9%|▉ | 15/160 [00:31<01:26, 1.68it/s] 112/299 3.97G 0.02754 0.01466 0.0002024 64 640: 9%|▉ | 15/160 [00:31<01:26, 1.68it/s] 112/299 3.97G 0.02754 0.01466 0.0002024 64 640: 10%|█ | 16/160 [00:31<01:04, 2.22it/s] 112/299 3.97G 0.02757 0.01477 0.0001983 72 640: 10%|█ | 16/160 [00:44<01:04, 2.22it/s] 112/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s]
all 340 813 0.573 0.619 0.583 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 113/299 3.97G 0.0294 0.01505 0.0003243 85 640: 0%| | 0/160 [00:16<?, ?it/s] 113/299 3.97G 0.0294 0.01505 0.0003243 85 640: 1%| | 1/160 [00:16<44:17, 16.72s/it] 113/299 3.97G 0.02661 0.0138 0.000233 55 640: 1%| | 1/160 [00:16<44:17, 16.72s/it] 113/299 3.97G 0.02661 0.0138 0.000233 55 640: 1%|▏ | 2/160 [00:16<18:20, 6.96s/it] 113/299 3.97G 0.0265 0.01488 0.0001969 92 640: 1%|▏ | 2/160 [00:17<18:20, 6.96s/it] 113/299 3.97G 0.0265 0.01488 0.0001969 92 640: 2%|▏ | 3/160 [00:17<10:04, 3.85s/it] 113/299 3.97G 0.02624 0.01586 0.000178 78 640: 2%|▏ | 3/160 [00:17<10:04, 3.85s/it] 113/299 3.97G 0.02624 0.01586 0.000178 78 640: 2%|▎ | 4/160 [00:17<06:10, 2.38s/it] 113/299 3.97G 0.02696 0.01546 0.0002148 49 640: 2%|▎ | 4/160 [00:17<06:10, 2.38s/it] 113/299 3.97G 0.02696 0.01546 0.0002148 49 640: 3%|▎ | 5/160 [00:17<04:02, 1.56s/it] 113/299 3.97G 0.02659 0.01521 0.0002021 70 640: 3%|▎ | 5/160 [00:17<04:02, 1.56s/it] 113/299 3.97G 0.02659 0.01521 0.0002021 70 640: 4%|▍ | 6/160 [00:17<02:44, 1.07s/it] 113/299 3.97G 0.02626 0.01521 0.0001896 54 640: 4%|▍ | 6/160 [00:17<02:44, 1.07s/it] 113/299 3.97G 0.02626 0.01521 0.0001896 54 640: 4%|▍ | 7/160 [00:17<01:57, 1.30it/s] 113/299 3.97G 0.0265 0.01542 0.0001835 71 640: 4%|▍ | 7/160 [00:17<01:57, 1.30it/s] 113/299 3.97G 0.0265 0.01542 0.0001835 71 640: 5%|▌ | 8/160 [00:17<01:25, 1.79it/s] 113/299 3.97G 0.02695 0.01532 0.0001807 68 640: 5%|▌ | 8/160 [00:29<01:25, 1.79it/s] 113/299 3.97G 0.02695 0.01532 0.0001807 68 640: 6%|▌ | 9/160 [00:29<10:43, 4.26s/it] 113/299 3.97G 0.02686 0.01506 0.0001759 56 640: 6%|▌ | 9/160 [00:30<10:43, 4.26s/it] 113/299 3.97G 0.02686 0.01506 0.0001759 56 640: 6%|▋ | 10/160 [00:30<07:27, 2.99s/it] 113/299 3.97G 0.0268 0.01502 0.0001707 80 640: 6%|▋ | 10/160 [00:30<07:27, 2.99s/it] 113/299 3.97G 0.0268 0.01502 0.0001707 80 640: 7%|▋ | 11/160 [00:30<05:15, 2.12s/it] 113/299 3.97G 0.02682 0.01493 0.0001695 60 640: 7%|▋ | 11/160 [00:30<05:15, 2.12s/it] 113/299 3.97G 0.02682 0.01493 0.0001695 60 640: 8%|▊ | 12/160 [00:30<03:43, 1.51s/it] 113/299 3.97G 0.02663 0.01496 0.0001674 71 640: 8%|▊ | 12/160 [00:30<03:43, 1.51s/it] 113/299 3.97G 0.02663 0.01496 0.0001674 71 640: 8%|▊ | 13/160 [00:30<02:39, 1.09s/it] 113/299 3.97G 0.0266 0.01454 0.000166 41 640: 8%|▊ | 13/160 [00:30<02:39, 1.09s/it] 113/299 3.97G 0.0266 0.01454 0.000166 41 640: 9%|▉ | 14/160 [00:30<01:55, 1.26it/s] 113/299 3.97G 0.02671 0.01451 0.0001636 61 640: 9%|▉ | 14/160 [00:30<01:55, 1.26it/s] 113/299 3.97G 0.02671 0.01451 0.0001636 61 640: 9%|▉ | 15/160 [00:30<01:26, 1.67it/s] 113/299 3.97G 0.02682 0.01455 0.0001607 74 640: 9%|▉ | 15/160 [00:30<01:26, 1.67it/s] 113/299 3.97G 0.02682 0.01455 0.0001607 74 640: 10%|█ | 16/160 [00:30<01:05, 2.21it/s] 113/299 3.97G 0.02689 0.01476 0.0001599 75 640: 10%|█ | 16/160 [00:43<01:05, 2.21it/s] 113/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s]
all 340 813 0.645 0.569 0.59 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 114/299 3.97G 0.02561 0.01477 0.0001298 62 640: 0%| | 0/160 [00:16<?, ?it/s] 114/299 3.97G 0.02561 0.01477 0.0001298 62 640: 1%| | 1/160 [00:16<44:18, 16.72s/it] 114/299 3.97G 0.02753 0.01337 0.0001932 60 640: 1%| | 1/160 [00:16<44:18, 16.72s/it] 114/299 3.97G 0.02753 0.01337 0.0001932 60 640: 1%|▏ | 2/160 [00:16<18:20, 6.96s/it] 114/299 3.97G 0.02674 0.01233 0.0001627 48 640: 1%|▏ | 2/160 [00:17<18:20, 6.96s/it] 114/299 3.97G 0.02674 0.01233 0.0001627 48 640: 2%|▏ | 3/160 [00:17<10:22, 3.97s/it] 114/299 3.97G 0.02636 0.01297 0.0001497 76 640: 2%|▏ | 3/160 [00:17<10:22, 3.97s/it] 114/299 3.97G 0.02636 0.01297 0.0001497 76 640: 2%|▎ | 4/160 [00:17<06:21, 2.45s/it] 114/299 3.97G 0.02542 0.01279 0.0002305 48 640: 2%|▎ | 4/160 [00:17<06:21, 2.45s/it] 114/299 3.97G 0.02542 0.01279 0.0002305 48 640: 3%|▎ | 5/160 [00:17<04:09, 1.61s/it] 114/299 3.97G 0.02571 0.01276 0.0002447 65 640: 3%|▎ | 5/160 [00:17<04:09, 1.61s/it] 114/299 3.97G 0.02571 0.01276 0.0002447 65 640: 4%|▍ | 6/160 [00:17<02:49, 1.10s/it] 114/299 3.97G 0.02493 0.01236 0.0002221 45 640: 4%|▍ | 6/160 [00:17<02:49, 1.10s/it] 114/299 3.97G 0.02493 0.01236 0.0002221 45 640: 4%|▍ | 7/160 [00:17<02:03, 1.24it/s] 114/299 3.97G 0.02503 0.01201 0.0002069 41 640: 4%|▍ | 7/160 [00:17<02:03, 1.24it/s] 114/299 3.97G 0.02503 0.01201 0.0002069 41 640: 5%|▌ | 8/160 [00:17<01:29, 1.71it/s] 114/299 3.97G 0.02527 0.01194 0.0001943 46 640: 5%|▌ | 8/160 [00:29<01:29, 1.71it/s] 114/299 3.97G 0.02527 0.01194 0.0001943 46 640: 6%|▌ | 9/160 [00:29<10:23, 4.13s/it] 114/299 3.97G 0.02517 0.01171 0.0001865 40 640: 6%|▌ | 9/160 [00:29<10:23, 4.13s/it] 114/299 3.97G 0.02517 0.01171 0.0001865 40 640: 6%|▋ | 10/160 [00:29<07:13, 2.89s/it] 114/299 3.97G 0.02523 0.01195 0.0001842 71 640: 6%|▋ | 10/160 [00:30<07:13, 2.89s/it] 114/299 3.97G 0.02523 0.01195 0.0001842 71 640: 7%|▋ | 11/160 [00:30<05:25, 2.18s/it] 114/299 3.97G 0.02546 0.01242 0.0001772 83 640: 7%|▋ | 11/160 [00:30<05:25, 2.18s/it] 114/299 3.97G 0.02546 0.01242 0.0001772 83 640: 8%|▊ | 12/160 [00:30<03:49, 1.55s/it] 114/299 3.97G 0.02547 0.01273 0.000193 85 640: 8%|▊ | 12/160 [00:30<03:49, 1.55s/it] 114/299 3.97G 0.02547 0.01273 0.000193 85 640: 8%|▊ | 13/160 [00:30<02:44, 1.12s/it] 114/299 3.97G 0.02579 0.01297 0.0001863 69 640: 8%|▊ | 13/160 [00:30<02:44, 1.12s/it] 114/299 3.97G 0.02579 0.01297 0.0001863 69 640: 9%|▉ | 14/160 [00:30<01:59, 1.23it/s] 114/299 3.97G 0.02588 0.01319 0.0001805 69 640: 9%|▉ | 14/160 [00:31<01:59, 1.23it/s] 114/299 3.97G 0.02588 0.01319 0.0001805 69 640: 9%|▉ | 15/160 [00:31<01:28, 1.63it/s] 114/299 3.97G 0.0257 0.01338 0.0001749 76 640: 9%|▉ | 15/160 [00:31<01:28, 1.63it/s] 114/299 3.97G 0.0257 0.01338 0.0001749 76 640: 10%|█ | 16/160 [00:31<01:06, 2.16it/s] 114/299 3.97G 0.02562 0.01348 0.0001715 77 640: 10%|█ | 16/160 [00:43<01:06, 2.16it/s] 114/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.16it/s]
all 340 813 0.61 0.559 0.582 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 115/299 3.97G 0.02883 0.02005 0.0002693 84 640: 0%| | 0/160 [00:16<?, ?it/s] 115/299 3.97G 0.02883 0.02005 0.0002693 84 640: 1%| | 1/160 [00:16<43:21, 16.36s/it] 115/299 3.97G 0.02897 0.01703 0.0002151 64 640: 1%| | 1/160 [00:16<43:21, 16.36s/it] 115/299 3.97G 0.02897 0.01703 0.0002151 64 640: 1%|▏ | 2/160 [00:16<17:55, 6.81s/it] 115/299 3.97G 0.02855 0.01515 0.0001963 51 640: 1%|▏ | 2/160 [00:16<17:55, 6.81s/it] 115/299 3.97G 0.02855 0.01515 0.0001963 51 640: 2%|▏ | 3/160 [00:16<09:51, 3.77s/it] 115/299 3.97G 0.02763 0.01435 0.0002347 59 640: 2%|▏ | 3/160 [00:16<09:51, 3.77s/it] 115/299 3.97G 0.02763 0.01435 0.0002347 59 640: 2%|▎ | 4/160 [00:16<06:02, 2.33s/it] 115/299 3.97G 0.02678 0.01473 0.0002156 86 640: 2%|▎ | 4/160 [00:16<06:02, 2.33s/it] 115/299 3.97G 0.02678 0.01473 0.0002156 86 640: 3%|▎ | 5/160 [00:16<03:56, 1.53s/it] 115/299 3.97G 0.02682 0.01452 0.0002595 66 640: 3%|▎ | 5/160 [00:16<03:56, 1.53s/it] 115/299 3.97G 0.02682 0.01452 0.0002595 66 640: 4%|▍ | 6/160 [00:16<02:41, 1.05s/it] 115/299 3.97G 0.02693 0.01431 0.0003018 50 640: 4%|▍ | 6/160 [00:18<02:41, 1.05s/it] 115/299 3.97G 0.02693 0.01431 0.0003018 50 640: 4%|▍ | 7/160 [00:18<02:51, 1.12s/it] 115/299 3.97G 0.02704 0.01457 0.0003117 74 640: 4%|▍ | 7/160 [00:18<02:51, 1.12s/it] 115/299 3.97G 0.02704 0.01457 0.0003117 74 640: 5%|▌ | 8/160 [00:18<02:01, 1.25it/s] 115/299 3.97G 0.02723 0.01441 0.0002925 56 640: 5%|▌ | 8/160 [00:29<02:01, 1.25it/s] 115/299 3.97G 0.02723 0.01441 0.0002925 56 640: 6%|▌ | 9/160 [00:29<10:18, 4.09s/it] 115/299 3.97G 0.02702 0.01473 0.0002976 74 640: 6%|▌ | 9/160 [00:29<10:18, 4.09s/it] 115/299 3.97G 0.02702 0.01473 0.0002976 74 640: 6%|▋ | 10/160 [00:29<07:10, 2.87s/it] 115/299 3.97G 0.02718 0.0149 0.0002815 65 640: 6%|▋ | 10/160 [00:30<07:10, 2.87s/it] 115/299 3.97G 0.02718 0.0149 0.0002815 65 640: 7%|▋ | 11/160 [00:30<05:09, 2.08s/it] 115/299 3.97G 0.02714 0.01475 0.000266 56 640: 7%|▋ | 11/160 [00:30<05:09, 2.08s/it] 115/299 3.97G 0.02714 0.01475 0.000266 56 640: 8%|▊ | 12/160 [00:30<03:39, 1.48s/it] 115/299 3.97G 0.02722 0.0147 0.000254 68 640: 8%|▊ | 12/160 [00:30<03:39, 1.48s/it] 115/299 3.97G 0.02722 0.0147 0.000254 68 640: 8%|▊ | 13/160 [00:30<02:37, 1.07s/it] 115/299 3.97G 0.02691 0.01446 0.0002437 49 640: 8%|▊ | 13/160 [00:30<02:37, 1.07s/it] 115/299 3.97G 0.02691 0.01446 0.0002437 49 640: 9%|▉ | 14/160 [00:30<01:54, 1.28it/s] 115/299 3.97G 0.02695 0.01473 0.0002354 86 640: 9%|▉ | 14/160 [00:31<01:54, 1.28it/s] 115/299 3.97G 0.02695 0.01473 0.0002354 86 640: 9%|▉ | 15/160 [00:31<01:54, 1.26it/s] 115/299 3.97G 0.02698 0.01459 0.0002265 48 640: 9%|▉ | 15/160 [00:31<01:54, 1.26it/s] 115/299 3.97G 0.02698 0.01459 0.0002265 48 640: 10%|█ | 16/160 [00:31<01:24, 1.70it/s] 115/299 3.97G 0.02685 0.01453 0.0002219 57 640: 10%|█ | 16/160 [00:42<01:24, 1.70it/s] 115/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s]
all 340 813 0.633 0.557 0.562 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 116/299 3.97G 0.03005 0.01616 0.0002699 68 640: 0%| | 0/160 [00:16<?, ?it/s] 116/299 3.97G 0.03005 0.01616 0.0002699 68 640: 1%| | 1/160 [00:16<44:28, 16.78s/it] 116/299 3.97G 0.02997 0.01717 0.0002351 75 640: 1%| | 1/160 [00:16<44:28, 16.78s/it] 116/299 3.97G 0.02997 0.01717 0.0002351 75 640: 1%|▏ | 2/160 [00:16<18:22, 6.98s/it] 116/299 3.97G 0.02794 0.01544 0.0001959 46 640: 1%|▏ | 2/160 [00:17<18:22, 6.98s/it] 116/299 3.97G 0.02794 0.01544 0.0001959 46 640: 2%|▏ | 3/160 [00:17<10:05, 3.86s/it] 116/299 3.97G 0.02765 0.01543 0.0001853 69 640: 2%|▏ | 3/160 [00:17<10:05, 3.86s/it] 116/299 3.97G 0.02765 0.01543 0.0001853 69 640: 2%|▎ | 4/160 [00:17<06:11, 2.38s/it] 116/299 3.97G 0.02776 0.01476 0.0001798 61 640: 2%|▎ | 4/160 [00:18<06:11, 2.38s/it] 116/299 3.97G 0.02776 0.01476 0.0001798 61 640: 3%|▎ | 5/160 [00:18<05:01, 1.94s/it] 116/299 3.97G 0.02755 0.01486 0.0001716 62 640: 3%|▎ | 5/160 [00:18<05:01, 1.94s/it] 116/299 3.97G 0.02755 0.01486 0.0001716 62 640: 4%|▍ | 6/160 [00:18<03:23, 1.32s/it] 116/299 3.97G 0.02722 0.01538 0.0001613 86 640: 4%|▍ | 6/160 [00:18<03:23, 1.32s/it] 116/299 3.97G 0.02722 0.01538 0.0001613 86 640: 4%|▍ | 7/160 [00:18<02:23, 1.07it/s] 116/299 3.97G 0.02715 0.01508 0.0001656 56 640: 4%|▍ | 7/160 [00:18<02:23, 1.07it/s] 116/299 3.97G 0.02715 0.01508 0.0001656 56 640: 5%|▌ | 8/160 [00:18<01:42, 1.48it/s] 116/299 3.97G 0.02716 0.01479 0.000522 48 640: 5%|▌ | 8/160 [00:30<01:42, 1.48it/s] 116/299 3.97G 0.02716 0.01479 0.000522 48 640: 6%|▌ | 9/160 [00:30<10:20, 4.11s/it] 116/299 3.97G 0.02705 0.01446 0.0004821 49 640: 6%|▌ | 9/160 [00:30<10:20, 4.11s/it] 116/299 3.97G 0.02705 0.01446 0.0004821 49 640: 6%|▋ | 10/160 [00:30<07:11, 2.88s/it] 116/299 3.97G 0.02683 0.01442 0.0004543 69 640: 6%|▋ | 10/160 [00:30<07:11, 2.88s/it] 116/299 3.97G 0.02683 0.01442 0.0004543 69 640: 7%|▋ | 11/160 [00:30<05:04, 2.04s/it] 116/299 3.97G 0.02696 0.0145 0.0004401 73 640: 7%|▋ | 11/160 [00:30<05:04, 2.04s/it] 116/299 3.97G 0.02696 0.0145 0.0004401 73 640: 8%|▊ | 12/160 [00:30<03:35, 1.46s/it] 116/299 3.97G 0.02675 0.01449 0.0004171 68 640: 8%|▊ | 12/160 [00:31<03:35, 1.46s/it] 116/299 3.97G 0.02675 0.01449 0.0004171 68 640: 8%|▊ | 13/160 [00:31<03:13, 1.32s/it] 116/299 3.97G 0.0267 0.01443 0.0004115 64 640: 8%|▊ | 13/160 [00:31<03:13, 1.32s/it] 116/299 3.97G 0.0267 0.01443 0.0004115 64 640: 9%|▉ | 14/160 [00:31<02:19, 1.05it/s] 116/299 3.97G 0.02651 0.01441 0.0003931 71 640: 9%|▉ | 14/160 [00:32<02:19, 1.05it/s] 116/299 3.97G 0.02651 0.01441 0.0003931 71 640: 9%|▉ | 15/160 [00:32<01:43, 1.41it/s] 116/299 3.97G 0.02638 0.01433 0.0003789 53 640: 9%|▉ | 15/160 [00:32<01:43, 1.41it/s] 116/299 3.97G 0.02638 0.01433 0.0003789 53 640: 10%|█ | 16/160 [00:32<01:16, 1.88it/s] 116/299 3.97G 0.02649 0.01443 0.0003656 74 640: 10%|█ | 16/160 [00:43<01:16, 1.88it/s] 116/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s]
all 340 813 0.605 0.568 0.575 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 117/299 3.97G 0.02448 0.01205 0.000638 48 640: 0%| | 0/160 [00:16<?, ?it/s] 117/299 3.97G 0.02448 0.01205 0.000638 48 640: 1%| | 1/160 [00:16<43:07, 16.28s/it] 117/299 3.97G 0.02563 0.01392 0.0004454 70 640: 1%| | 1/160 [00:16<43:07, 16.28s/it] 117/299 3.97G 0.02563 0.01392 0.0004454 70 640: 1%|▏ | 2/160 [00:16<17:50, 6.77s/it] 117/299 3.97G 0.02632 0.0139 0.0003381 61 640: 1%|▏ | 2/160 [00:16<17:50, 6.77s/it] 117/299 3.97G 0.02632 0.0139 0.0003381 61 640: 2%|▏ | 3/160 [00:16<09:48, 3.75s/it] 117/299 3.97G 0.02602 0.01323 0.0004059 51 640: 2%|▏ | 3/160 [00:16<09:48, 3.75s/it] 117/299 3.97G 0.02602 0.01323 0.0004059 51 640: 2%|▎ | 4/160 [00:16<06:00, 2.31s/it] 117/299 3.97G 0.02564 0.01329 0.0004139 66 640: 2%|▎ | 4/160 [00:17<06:00, 2.31s/it] 117/299 3.97G 0.02564 0.01329 0.0004139 66 640: 3%|▎ | 5/160 [00:17<05:02, 1.95s/it] 117/299 3.97G 0.02629 0.01345 0.000365 55 640: 3%|▎ | 5/160 [00:18<05:02, 1.95s/it] 117/299 3.97G 0.02629 0.01345 0.000365 55 640: 4%|▍ | 6/160 [00:18<03:24, 1.33s/it] 117/299 3.97G 0.02633 0.01383 0.0003263 66 640: 4%|▍ | 6/160 [00:18<03:24, 1.33s/it] 117/299 3.97G 0.02633 0.01383 0.0003263 66 640: 4%|▍ | 7/160 [00:18<02:23, 1.07it/s] 117/299 3.97G 0.02612 0.01357 0.000297 53 640: 4%|▍ | 7/160 [00:18<02:23, 1.07it/s] 117/299 3.97G 0.02612 0.01357 0.000297 53 640: 5%|▌ | 8/160 [00:18<01:42, 1.48it/s] 117/299 3.97G 0.02634 0.01351 0.0002833 70 640: 5%|▌ | 8/160 [00:29<01:42, 1.48it/s] 117/299 3.97G 0.02634 0.01351 0.0002833 70 640: 6%|▌ | 9/160 [00:29<10:02, 3.99s/it] 117/299 3.97G 0.02638 0.014 0.0002675 83 640: 6%|▌ | 9/160 [00:29<10:02, 3.99s/it] 117/299 3.97G 0.02638 0.014 0.0002675 83 640: 6%|▋ | 10/160 [00:29<07:00, 2.80s/it] 117/299 3.97G 0.02638 0.01394 0.0002531 55 640: 6%|▋ | 10/160 [00:29<07:00, 2.80s/it] 117/299 3.97G 0.02638 0.01394 0.0002531 55 640: 7%|▋ | 11/160 [00:29<04:56, 1.99s/it] 117/299 3.97G 0.02633 0.01412 0.0002399 68 640: 7%|▋ | 11/160 [00:30<04:56, 1.99s/it] 117/299 3.97G 0.02633 0.01412 0.0002399 68 640: 8%|▊ | 12/160 [00:30<03:30, 1.42s/it] 117/299 3.97G 0.02622 0.01421 0.0002303 72 640: 8%|▊ | 12/160 [00:31<03:30, 1.42s/it] 117/299 3.97G 0.02622 0.01421 0.0002303 72 640: 8%|▊ | 13/160 [00:31<03:22, 1.37s/it] 117/299 3.97G 0.02645 0.01415 0.0002234 78 640: 8%|▊ | 13/160 [00:31<03:22, 1.37s/it] 117/299 3.97G 0.02645 0.01415 0.0002234 78 640: 9%|▉ | 14/160 [00:31<02:25, 1.01it/s] 117/299 3.97G 0.02628 0.01417 0.0002185 81 640: 9%|▉ | 14/160 [00:31<02:25, 1.01it/s] 117/299 3.97G 0.02628 0.01417 0.0002185 81 640: 9%|▉ | 15/160 [00:31<01:47, 1.35it/s] 117/299 3.97G 0.02639 0.01389 0.0002141 45 640: 9%|▉ | 15/160 [00:31<01:47, 1.35it/s] 117/299 3.97G 0.02639 0.01389 0.0002141 45 640: 10%|█ | 16/160 [00:31<01:19, 1.81it/s] 117/299 3.97G 0.02668 0.01402 0.0002188 69 640: 10%|█ | 16/160 [00:43<01:19, 1.81it/s] 117/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.14it/s]
all 340 813 0.626 0.587 0.592 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 118/299 3.97G 0.02647 0.01353 0.0001308 55 640: 0%| | 0/160 [00:15<?, ?it/s] 118/299 3.97G 0.02647 0.01353 0.0001308 55 640: 1%| | 1/160 [00:15<40:02, 15.11s/it] 118/299 3.97G 0.0275 0.01383 0.0001541 50 640: 1%| | 1/160 [00:15<40:02, 15.11s/it] 118/299 3.97G 0.0275 0.01383 0.0001541 50 640: 1%|▏ | 2/160 [00:15<16:34, 6.29s/it] 118/299 3.97G 0.02732 0.01368 0.00031 62 640: 1%|▏ | 2/160 [00:15<16:34, 6.29s/it] 118/299 3.97G 0.02732 0.01368 0.00031 62 640: 2%|▏ | 3/160 [00:15<09:07, 3.49s/it] 118/299 3.97G 0.02637 0.01291 0.0002687 46 640: 2%|▏ | 3/160 [00:15<09:07, 3.49s/it] 118/299 3.97G 0.02637 0.01291 0.0002687 46 640: 2%|▎ | 4/160 [00:15<05:36, 2.16s/it] 118/299 3.97G 0.02689 0.01362 0.0002615 64 640: 2%|▎ | 4/160 [00:17<05:36, 2.16s/it] 118/299 3.97G 0.02689 0.01362 0.0002615 64 640: 3%|▎ | 5/160 [00:17<05:36, 2.17s/it] 118/299 3.97G 0.02654 0.01334 0.0002604 48 640: 3%|▎ | 5/160 [00:17<05:36, 2.17s/it] 118/299 3.97G 0.02654 0.01334 0.0002604 48 640: 4%|▍ | 6/160 [00:17<03:47, 1.48s/it] 118/299 3.97G 0.02655 0.0132 0.0002532 55 640: 4%|▍ | 6/160 [00:17<03:47, 1.48s/it] 118/299 3.97G 0.02655 0.0132 0.0002532 55 640: 4%|▍ | 7/160 [00:17<02:39, 1.04s/it] 118/299 3.97G 0.02628 0.01303 0.0002403 47 640: 4%|▍ | 7/160 [00:18<02:39, 1.04s/it] 118/299 3.97G 0.02628 0.01303 0.0002403 47 640: 5%|▌ | 8/160 [00:18<01:53, 1.34it/s] 118/299 3.97G 0.02639 0.01327 0.0002283 73 640: 5%|▌ | 8/160 [00:28<01:53, 1.34it/s] 118/299 3.97G 0.02639 0.01327 0.0002283 73 640: 6%|▌ | 9/160 [00:28<09:40, 3.85s/it] 118/299 3.97G 0.02625 0.01321 0.0002215 52 640: 6%|▌ | 9/160 [00:28<09:40, 3.85s/it] 118/299 3.97G 0.02625 0.01321 0.0002215 52 640: 6%|▋ | 10/160 [00:28<06:44, 2.70s/it] 118/299 3.97G 0.0263 0.01303 0.0002131 51 640: 6%|▋ | 10/160 [00:29<06:44, 2.70s/it] 118/299 3.97G 0.0263 0.01303 0.0002131 51 640: 7%|▋ | 11/160 [00:29<04:45, 1.92s/it] 118/299 3.97G 0.02624 0.01296 0.0002174 58 640: 7%|▋ | 11/160 [00:29<04:45, 1.92s/it] 118/299 3.97G 0.02624 0.01296 0.0002174 58 640: 8%|▊ | 12/160 [00:29<03:22, 1.37s/it] 118/299 3.97G 0.02624 0.01302 0.0002106 57 640: 8%|▊ | 12/160 [00:30<03:22, 1.37s/it] 118/299 3.97G 0.02624 0.01302 0.0002106 57 640: 8%|▊ | 13/160 [00:30<03:27, 1.41s/it] 118/299 3.97G 0.02636 0.01307 0.0002291 60 640: 8%|▊ | 13/160 [00:30<03:27, 1.41s/it] 118/299 3.97G 0.02636 0.01307 0.0002291 60 640: 9%|▉ | 14/160 [00:30<02:28, 1.02s/it] 118/299 3.97G 0.02666 0.0131 0.000224 57 640: 9%|▉ | 14/160 [00:31<02:28, 1.02s/it] 118/299 3.97G 0.02666 0.0131 0.000224 57 640: 9%|▉ | 15/160 [00:31<01:55, 1.26it/s] 118/299 3.97G 0.0266 0.01307 0.0002173 72 640: 9%|▉ | 15/160 [00:31<01:55, 1.26it/s] 118/299 3.97G 0.0266 0.01307 0.0002173 72 640: 10%|█ | 16/160 [00:31<01:25, 1.69it/s] 118/299 3.97G 0.02651 0.01312 0.0002113 68 640: 10%|█ | 16/160 [00:42<01:25, 1.69it/s] 118/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s]
all 340 813 0.585 0.587 0.573 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 119/299 3.97G 0.0283 0.01447 0.000226 75 640: 0%| | 0/160 [00:15<?, ?it/s] 119/299 3.97G 0.0283 0.01447 0.000226 75 640: 1%| | 1/160 [00:15<39:50, 15.03s/it] 119/299 3.97G 0.02863 0.01427 0.0001973 65 640: 1%| | 1/160 [00:15<39:50, 15.03s/it] 119/299 3.97G 0.02863 0.01427 0.0001973 65 640: 1%|▏ | 2/160 [00:15<16:28, 6.26s/it] 119/299 3.97G 0.02942 0.01423 0.0001689 62 640: 1%|▏ | 2/160 [00:15<16:28, 6.26s/it] 119/299 3.97G 0.02942 0.01423 0.0001689 62 640: 2%|▏ | 3/160 [00:15<09:04, 3.47s/it] 119/299 3.97G 0.02924 0.0136 0.0002111 49 640: 2%|▏ | 3/160 [00:15<09:04, 3.47s/it] 119/299 3.97G 0.02924 0.0136 0.0002111 49 640: 2%|▎ | 4/160 [00:15<05:34, 2.15s/it] 119/299 3.97G 0.02985 0.01344 0.0003866 51 640: 2%|▎ | 4/160 [00:15<05:34, 2.15s/it] 119/299 3.97G 0.02985 0.01344 0.0003866 51 640: 3%|▎ | 5/160 [00:15<03:40, 1.42s/it] 119/299 3.97G 0.02966 0.0147 0.0003562 101 640: 3%|▎ | 5/160 [00:15<03:40, 1.42s/it] 119/299 3.97G 0.02966 0.0147 0.0003562 101 640: 4%|▍ | 6/160 [00:15<02:30, 1.02it/s] 119/299 3.97G 0.02969 0.01479 0.0004221 55 640: 4%|▍ | 6/160 [00:18<02:30, 1.02it/s] 119/299 3.97G 0.02969 0.01479 0.0004221 55 640: 4%|▍ | 7/160 [00:18<04:09, 1.63s/it] 119/299 3.97G 0.02907 0.01415 0.0003869 52 640: 4%|▍ | 7/160 [00:18<04:09, 1.63s/it] 119/299 3.97G 0.02907 0.01415 0.0003869 52 640: 5%|▌ | 8/160 [00:18<02:54, 1.15s/it] 119/299 3.97G 0.02878 0.01417 0.0003611 59 640: 5%|▌ | 8/160 [00:28<02:54, 1.15s/it] 119/299 3.97G 0.02878 0.01417 0.0003611 59 640: 6%|▌ | 9/160 [00:28<09:40, 3.84s/it] 119/299 3.97G 0.02845 0.01408 0.0003372 59 640: 6%|▌ | 9/160 [00:28<09:40, 3.84s/it] 119/299 3.97G 0.02845 0.01408 0.0003372 59 640: 6%|▋ | 10/160 [00:28<06:44, 2.70s/it] 119/299 3.97G 0.02873 0.01414 0.0003179 59 640: 6%|▋ | 10/160 [00:28<06:44, 2.70s/it] 119/299 3.97G 0.02873 0.01414 0.0003179 59 640: 7%|▋ | 11/160 [00:28<04:45, 1.92s/it] 119/299 3.97G 0.02836 0.01426 0.0003102 78 640: 7%|▋ | 11/160 [00:28<04:45, 1.92s/it] 119/299 3.97G 0.02836 0.01426 0.0003102 78 640: 8%|▊ | 12/160 [00:28<03:22, 1.37s/it] 119/299 3.97G 0.02835 0.01434 0.0002956 74 640: 8%|▊ | 12/160 [00:29<03:22, 1.37s/it] 119/299 3.97G 0.02835 0.01434 0.0002956 74 640: 8%|▊ | 13/160 [00:29<02:25, 1.01it/s] 119/299 3.97G 0.02803 0.01417 0.000284 58 640: 8%|▊ | 13/160 [00:29<02:25, 1.01it/s] 119/299 3.97G 0.02803 0.01417 0.000284 58 640: 9%|▉ | 14/160 [00:29<01:46, 1.38it/s] 119/299 3.97G 0.02778 0.01405 0.0002745 56 640: 9%|▉ | 14/160 [00:31<01:46, 1.38it/s] 119/299 3.97G 0.02778 0.01405 0.0002745 56 640: 9%|▉ | 15/160 [00:31<03:14, 1.34s/it] 119/299 3.97G 0.02758 0.0139 0.000264 45 640: 9%|▉ | 15/160 [00:32<03:14, 1.34s/it] 119/299 3.97G 0.02758 0.0139 0.000264 45 640: 10%|█ | 16/160 [00:32<02:19, 1.03it/s] 119/299 3.97G 0.02743 0.01407 0.0002574 74 640: 10%|█ | 16/160 [00:42<02:19, 1.03it/s] 119/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s]
all 340 813 0.627 0.59 0.6 0.325
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 120/299 3.97G 0.02533 0.01457 0.001383 78 640: 0%| | 0/160 [00:14<?, ?it/s] 120/299 3.97G 0.02533 0.01457 0.001383 78 640: 1%| | 1/160 [00:14<38:32, 14.54s/it] 120/299 3.97G 0.02517 0.0154 0.0007642 77 640: 1%| | 1/160 [00:14<38:32, 14.54s/it] 120/299 3.97G 0.02517 0.0154 0.0007642 77 640: 1%|▏ | 2/160 [00:14<15:57, 6.06s/it] 120/299 3.97G 0.02539 0.01452 0.0006048 46 640: 1%|▏ | 2/160 [00:14<15:57, 6.06s/it] 120/299 3.97G 0.02539 0.01452 0.0006048 46 640: 2%|▏ | 3/160 [00:14<08:47, 3.36s/it] 120/299 3.97G 0.02563 0.01402 0.0004879 49 640: 2%|▏ | 3/160 [00:14<08:47, 3.36s/it] 120/299 3.97G 0.02563 0.01402 0.0004879 49 640: 2%|▎ | 4/160 [00:14<05:24, 2.08s/it] 120/299 3.97G 0.02538 0.01346 0.0004201 53 640: 2%|▎ | 4/160 [00:15<05:24, 2.08s/it] 120/299 3.97G 0.02538 0.01346 0.0004201 53 640: 3%|▎ | 5/160 [00:15<04:01, 1.55s/it] 120/299 3.97G 0.02608 0.01382 0.0003711 70 640: 3%|▎ | 5/160 [00:15<04:01, 1.55s/it] 120/299 3.97G 0.02608 0.01382 0.0003711 70 640: 4%|▍ | 6/160 [00:15<02:44, 1.07s/it] 120/299 3.97G 0.02625 0.01405 0.0003487 62 640: 4%|▍ | 6/160 [00:16<02:44, 1.07s/it] 120/299 3.97G 0.02625 0.01405 0.0003487 62 640: 4%|▍ | 7/160 [00:16<02:25, 1.05it/s] 120/299 3.97G 0.02643 0.01411 0.0003183 68 640: 4%|▍ | 7/160 [00:16<02:25, 1.05it/s] 120/299 3.97G 0.02643 0.01411 0.0003183 68 640: 5%|▌ | 8/160 [00:16<01:44, 1.46it/s] 120/299 3.97G 0.02622 0.01381 0.0003202 46 640: 5%|▌ | 8/160 [00:27<01:44, 1.46it/s] 120/299 3.97G 0.02622 0.01381 0.0003202 46 640: 6%|▌ | 9/160 [00:27<09:55, 3.94s/it] 120/299 3.97G 0.02622 0.01367 0.0002996 62 640: 6%|▌ | 9/160 [00:27<09:55, 3.94s/it] 120/299 3.97G 0.02622 0.01367 0.0002996 62 640: 6%|▋ | 10/160 [00:27<06:54, 2.76s/it] 120/299 3.97G 0.02632 0.01345 0.0002909 42 640: 6%|▋ | 10/160 [00:27<06:54, 2.76s/it] 120/299 3.97G 0.02632 0.01345 0.0002909 42 640: 7%|▋ | 11/160 [00:27<04:52, 1.96s/it] 120/299 3.97G 0.02644 0.01356 0.0002858 69 640: 7%|▋ | 11/160 [00:27<04:52, 1.96s/it] 120/299 3.97G 0.02644 0.01356 0.0002858 69 640: 8%|▊ | 12/160 [00:27<03:27, 1.40s/it] 120/299 3.97G 0.02656 0.01387 0.0002723 81 640: 8%|▊ | 12/160 [00:29<03:27, 1.40s/it] 120/299 3.97G 0.02656 0.01387 0.0002723 81 640: 8%|▊ | 13/160 [00:29<03:12, 1.31s/it] 120/299 3.97G 0.02649 0.01365 0.000262 38 640: 8%|▊ | 13/160 [00:29<03:12, 1.31s/it] 120/299 3.97G 0.02649 0.01365 0.000262 38 640: 9%|▉ | 14/160 [00:29<02:18, 1.05it/s] 120/299 3.97G 0.02642 0.01347 0.0002783 40 640: 9%|▉ | 14/160 [00:29<02:18, 1.05it/s] 120/299 3.97G 0.02642 0.01347 0.0002783 40 640: 9%|▉ | 15/160 [00:29<01:58, 1.23it/s] 120/299 3.97G 0.02633 0.01339 0.0002688 71 640: 9%|▉ | 15/160 [00:29<01:58, 1.23it/s] 120/299 3.97G 0.02633 0.01339 0.0002688 71 640: 10%|█ | 16/160 [00:29<01:27, 1.65it/s] 120/299 3.97G 0.0264 0.01355 0.0002617 73 640: 10%|█ | 16/160 [00:40<01:27, 1.65it/s] 120/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.18it/s]
all 340 813 0.599 0.572 0.566 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 121/299 3.97G 0.02586 0.01342 0.0001837 56 640: 0%| | 0/160 [00:16<?, ?it/s] 121/299 3.97G 0.02586 0.01342 0.0001837 56 640: 1%| | 1/160 [00:16<44:10, 16.67s/it] 121/299 3.97G 0.02678 0.01315 0.0001416 64 640: 1%| | 1/160 [00:16<44:10, 16.67s/it] 121/299 3.97G 0.02678 0.01315 0.0001416 64 640: 1%|▏ | 2/160 [00:16<18:17, 6.94s/it] 121/299 3.97G 0.02615 0.01325 0.000134 65 640: 1%|▏ | 2/160 [00:16<18:17, 6.94s/it] 121/299 3.97G 0.02615 0.01325 0.000134 65 640: 2%|▏ | 3/160 [00:16<10:02, 3.84s/it] 121/299 3.97G 0.02568 0.0131 0.0001245 73 640: 2%|▏ | 3/160 [00:17<10:02, 3.84s/it] 121/299 3.97G 0.02568 0.0131 0.0001245 73 640: 2%|▎ | 4/160 [00:17<06:09, 2.37s/it] 121/299 3.97G 0.02521 0.01315 0.0001223 71 640: 2%|▎ | 4/160 [00:17<06:09, 2.37s/it] 121/299 3.97G 0.02521 0.01315 0.0001223 71 640: 3%|▎ | 5/160 [00:17<04:01, 1.56s/it] 121/299 3.97G 0.02539 0.01355 0.0001181 82 640: 3%|▎ | 5/160 [00:17<04:01, 1.56s/it] 121/299 3.97G 0.02539 0.01355 0.0001181 82 640: 4%|▍ | 6/160 [00:17<02:44, 1.07s/it] 121/299 3.97G 0.02539 0.01344 0.0001162 70 640: 4%|▍ | 6/160 [00:17<02:44, 1.07s/it] 121/299 3.97G 0.02539 0.01344 0.0001162 70 640: 4%|▍ | 7/160 [00:17<01:57, 1.30it/s] 121/299 3.97G 0.02554 0.01325 0.0001189 53 640: 4%|▍ | 7/160 [00:17<01:57, 1.30it/s] 121/299 3.97G 0.02554 0.01325 0.0001189 53 640: 5%|▌ | 8/160 [00:17<01:25, 1.79it/s] 121/299 3.97G 0.02562 0.01327 0.0001163 67 640: 5%|▌ | 8/160 [00:29<01:25, 1.79it/s] 121/299 3.97G 0.02562 0.01327 0.0001163 67 640: 6%|▌ | 9/160 [00:29<10:06, 4.02s/it] 121/299 3.97G 0.02569 0.01356 0.000115 72 640: 6%|▌ | 9/160 [00:29<10:06, 4.02s/it] 121/299 3.97G 0.02569 0.01356 0.000115 72 640: 6%|▋ | 10/160 [00:29<07:02, 2.82s/it] 121/299 3.97G 0.02572 0.0135 0.0001816 53 640: 6%|▋ | 10/160 [00:29<07:02, 2.82s/it] 121/299 3.97G 0.02572 0.0135 0.0001816 53 640: 7%|▋ | 11/160 [00:29<04:57, 2.00s/it] 121/299 3.97G 0.02608 0.01367 0.0001871 82 640: 7%|▋ | 11/160 [00:29<04:57, 2.00s/it] 121/299 3.97G 0.02608 0.01367 0.0001871 82 640: 8%|▊ | 12/160 [00:29<03:31, 1.43s/it] 121/299 3.97G 0.02604 0.01347 0.000185 54 640: 8%|▊ | 12/160 [00:29<03:31, 1.43s/it] 121/299 3.97G 0.02604 0.01347 0.000185 54 640: 8%|▊ | 13/160 [00:29<02:31, 1.03s/it] 121/299 3.97G 0.02613 0.01348 0.0003287 63 640: 8%|▊ | 13/160 [00:29<02:31, 1.03s/it] 121/299 3.97G 0.02613 0.01348 0.0003287 63 640: 9%|▉ | 14/160 [00:29<01:50, 1.33it/s] 121/299 3.97G 0.02616 0.01357 0.0003146 66 640: 9%|▉ | 14/160 [00:30<01:50, 1.33it/s] 121/299 3.97G 0.02616 0.01357 0.0003146 66 640: 9%|▉ | 15/160 [00:30<01:58, 1.22it/s] 121/299 3.97G 0.02655 0.01351 0.0003833 52 640: 9%|▉ | 15/160 [00:30<01:58, 1.22it/s] 121/299 3.97G 0.02655 0.01351 0.0003833 52 640: 10%|█ | 16/160 [00:30<01:27, 1.65it/s] 121/299 3.97G 0.02672 0.01346 0.0003664 44 640: 10%|█ | 16/160 [00:42<01:27, 1.65it/s] 121/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s]
all 340 813 0.602 0.624 0.589 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 122/299 3.97G 0.02551 0.0141 0.0001211 56 640: 0%| | 0/160 [00:16<?, ?it/s] 122/299 3.97G 0.02551 0.0141 0.0001211 56 640: 1%| | 1/160 [00:16<43:49, 16.54s/it] 122/299 3.97G 0.02492 0.0145 0.000111 59 640: 1%| | 1/160 [00:16<43:49, 16.54s/it] 122/299 3.97G 0.02492 0.0145 0.000111 59 640: 1%|▏ | 2/160 [00:16<18:06, 6.88s/it] 122/299 3.97G 0.02521 0.01384 0.000109 67 640: 1%|▏ | 2/160 [00:16<18:06, 6.88s/it] 122/299 3.97G 0.02521 0.01384 0.000109 67 640: 2%|▏ | 3/160 [00:16<09:56, 3.80s/it] 122/299 3.97G 0.02597 0.01493 0.0002458 81 640: 2%|▏ | 3/160 [00:17<09:56, 3.80s/it] 122/299 3.97G 0.02597 0.01493 0.0002458 81 640: 2%|▎ | 4/160 [00:17<06:51, 2.64s/it] 122/299 3.97G 0.02572 0.01415 0.0004829 53 640: 2%|▎ | 4/160 [00:17<06:51, 2.64s/it] 122/299 3.97G 0.02572 0.01415 0.0004829 53 640: 3%|▎ | 5/160 [00:17<04:28, 1.73s/it] 122/299 3.97G 0.02623 0.01385 0.000422 66 640: 3%|▎ | 5/160 [00:17<04:28, 1.73s/it] 122/299 3.97G 0.02623 0.01385 0.000422 66 640: 4%|▍ | 6/160 [00:17<03:01, 1.18s/it] 122/299 3.97G 0.02662 0.01422 0.0003779 78 640: 4%|▍ | 6/160 [00:18<03:01, 1.18s/it] 122/299 3.97G 0.02662 0.01422 0.0003779 78 640: 4%|▍ | 7/160 [00:18<02:08, 1.19it/s] 122/299 3.97G 0.02662 0.01394 0.0003484 54 640: 4%|▍ | 7/160 [00:18<02:08, 1.19it/s] 122/299 3.97G 0.02662 0.01394 0.0003484 54 640: 5%|▌ | 8/160 [00:18<01:32, 1.64it/s] 122/299 3.97G 0.02647 0.01365 0.0003215 48 640: 5%|▌ | 8/160 [00:29<01:32, 1.64it/s] 122/299 3.97G 0.02647 0.01365 0.0003215 48 640: 6%|▌ | 9/160 [00:29<10:19, 4.10s/it] 122/299 3.97G 0.02656 0.01351 0.0002999 59 640: 6%|▌ | 9/160 [00:30<10:19, 4.10s/it] 122/299 3.97G 0.02656 0.01351 0.0002999 59 640: 6%|▋ | 10/160 [00:30<07:11, 2.88s/it] 122/299 3.97G 0.02651 0.01365 0.0002891 66 640: 6%|▋ | 10/160 [00:30<07:11, 2.88s/it] 122/299 3.97G 0.02651 0.01365 0.0002891 66 640: 7%|▋ | 11/160 [00:30<05:04, 2.04s/it] 122/299 3.97G 0.02678 0.01354 0.0002755 48 640: 7%|▋ | 11/160 [00:30<05:04, 2.04s/it] 122/299 3.97G 0.02678 0.01354 0.0002755 48 640: 8%|▊ | 12/160 [00:30<03:59, 1.62s/it] 122/299 3.97G 0.02707 0.01351 0.0002628 59 640: 8%|▊ | 12/160 [00:30<03:59, 1.62s/it] 122/299 3.97G 0.02707 0.01351 0.0002628 59 640: 8%|▊ | 13/160 [00:30<02:50, 1.16s/it] 122/299 3.97G 0.02694 0.01333 0.0002514 44 640: 8%|▊ | 13/160 [00:31<02:50, 1.16s/it] 122/299 3.97G 0.02694 0.01333 0.0002514 44 640: 9%|▉ | 14/160 [00:31<02:03, 1.18it/s] 122/299 3.97G 0.02708 0.01355 0.0002453 75 640: 9%|▉ | 14/160 [00:31<02:03, 1.18it/s] 122/299 3.97G 0.02708 0.01355 0.0002453 75 640: 9%|▉ | 15/160 [00:31<01:32, 1.57it/s] 122/299 3.97G 0.02718 0.01361 0.0002537 56 640: 9%|▉ | 15/160 [00:31<01:32, 1.57it/s] 122/299 3.97G 0.02718 0.01361 0.0002537 56 640: 10%|█ | 16/160 [00:31<01:09, 2.09it/s] 122/299 3.97G 0.02709 0.01368 0.0002468 69 640: 10%|█ | 16/160 [00:43<01:09, 2.09it/s] 122/299 3.97G 0.027
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s]
all 340 813 0.615 0.623 0.586 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 123/299 3.97G 0.03053 0.01486 0.0001135 62 640: 0%| | 0/160 [00:13<?, ?it/s] 123/299 3.97G 0.03053 0.01486 0.0001135 62 640: 1%| | 1/160 [00:13<37:05, 14.00s/it] 123/299 3.97G 0.0279 0.01422 0.0001792 76 640: 1%| | 1/160 [00:14<37:05, 14.00s/it] 123/299 3.97G 0.0279 0.01422 0.0001792 76 640: 1%|▏ | 2/160 [00:14<15:22, 5.84s/it] 123/299 3.97G 0.02708 0.01459 0.0001777 59 640: 1%|▏ | 2/160 [00:14<15:22, 5.84s/it] 123/299 3.97G 0.02708 0.01459 0.0001777 59 640: 2%|▏ | 3/160 [00:14<08:28, 3.24s/it] 123/299 3.97G 0.02635 0.01396 0.00016 58 640: 2%|▏ | 3/160 [00:15<08:28, 3.24s/it] 123/299 3.97G 0.02635 0.01396 0.00016 58 640: 2%|▎ | 4/160 [00:15<05:54, 2.27s/it] 123/299 3.97G 0.0265 0.0134 0.0001536 61 640: 2%|▎ | 4/160 [00:16<05:54, 2.27s/it] 123/299 3.97G 0.0265 0.0134 0.0001536 61 640: 3%|▎ | 5/160 [00:16<05:23, 2.09s/it] 123/299 3.97G 0.02678 0.01331 0.0001524 51 640: 3%|▎ | 5/160 [00:16<05:23, 2.09s/it] 123/299 3.97G 0.02678 0.01331 0.0001524 51 640: 4%|▍ | 6/160 [00:16<03:38, 1.42s/it] 123/299 3.97G 0.02691 0.01329 0.0001493 59 640: 4%|▍ | 6/160 [00:17<03:38, 1.42s/it] 123/299 3.97G 0.02691 0.01329 0.0001493 59 640: 4%|▍ | 7/160 [00:17<02:33, 1.00s/it] 123/299 3.97G 0.02703 0.01343 0.0001494 61 640: 4%|▍ | 7/160 [00:17<02:33, 1.00s/it] 123/299 3.97G 0.02703 0.01343 0.0001494 61 640: 5%|▌ | 8/160 [00:17<01:49, 1.39it/s] 123/299 3.97G 0.02643 0.0133 0.0001441 62 640: 5%|▌ | 8/160 [00:27<01:49, 1.39it/s] 123/299 3.97G 0.02643 0.0133 0.0001441 62 640: 6%|▌ | 9/160 [00:27<09:25, 3.75s/it] 123/299 3.97G 0.02638 0.01311 0.0001454 48 640: 6%|▌ | 9/160 [00:27<09:25, 3.75s/it] 123/299 3.97G 0.02638 0.01311 0.0001454 48 640: 6%|▋ | 10/160 [00:27<06:34, 2.63s/it] 123/299 3.97G 0.02645 0.01279 0.0001434 38 640: 6%|▋ | 10/160 [00:27<06:34, 2.63s/it] 123/299 3.97G 0.02645 0.01279 0.0001434 38 640: 7%|▋ | 11/160 [00:27<04:38, 1.87s/it] 123/299 3.97G 0.02637 0.01254 0.0001449 49 640: 7%|▋ | 11/160 [00:28<04:38, 1.87s/it] 123/299 3.97G 0.02637 0.01254 0.0001449 49 640: 8%|▊ | 12/160 [00:28<03:54, 1.59s/it] 123/299 3.97G 0.02649 0.01247 0.0001472 55 640: 8%|▊ | 12/160 [00:29<03:54, 1.59s/it] 123/299 3.97G 0.02649 0.01247 0.0001472 55 640: 8%|▊ | 13/160 [00:29<03:21, 1.37s/it] 123/299 3.97G 0.02642 0.0125 0.0001466 58 640: 8%|▊ | 13/160 [00:29<03:21, 1.37s/it] 123/299 3.97G 0.02642 0.0125 0.0001466 58 640: 9%|▉ | 14/160 [00:29<02:24, 1.01it/s] 123/299 3.97G 0.02638 0.01286 0.0001456 66 640: 9%|▉ | 14/160 [00:29<02:24, 1.01it/s] 123/299 3.97G 0.02638 0.01286 0.0001456 66 640: 9%|▉ | 15/160 [00:29<01:46, 1.36it/s] 123/299 3.97G 0.02643 0.01313 0.0001449 86 640: 9%|▉ | 15/160 [00:30<01:46, 1.36it/s] 123/299 3.97G 0.02643 0.01313 0.0001449 86 640: 10%|█ | 16/160 [00:30<01:19, 1.82it/s] 123/299 3.97G 0.02644 0.01315 0.0001457 74 640: 10%|█ | 16/160 [00:40<01:19, 1.82it/s] 123/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 813 0.625 0.606 0.587 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 124/299 3.97G 0.02626 0.01652 0.0001339 83 640: 0%| | 0/160 [00:12<?, ?it/s] 124/299 3.97G 0.02626 0.01652 0.0001339 83 640: 1%| | 1/160 [00:12<32:44, 12.35s/it] 124/299 3.97G 0.02536 0.01319 0.0001252 47 640: 1%| | 1/160 [00:12<32:44, 12.35s/it] 124/299 3.97G 0.02536 0.01319 0.0001252 47 640: 1%|▏ | 2/160 [00:12<13:39, 5.19s/it] 124/299 3.97G 0.02512 0.01245 0.0004137 55 640: 1%|▏ | 2/160 [00:12<13:39, 5.19s/it] 124/299 3.97G 0.02512 0.01245 0.0004137 55 640: 2%|▏ | 3/160 [00:12<07:37, 2.91s/it] 124/299 3.97G 0.02542 0.0138 0.0003403 82 640: 2%|▏ | 3/160 [00:13<07:37, 2.91s/it] 124/299 3.97G 0.02542 0.0138 0.0003403 82 640: 2%|▎ | 4/160 [00:13<05:52, 2.26s/it] 124/299 3.97G 0.02551 0.01364 0.0002944 77 640: 2%|▎ | 4/160 [00:17<05:52, 2.26s/it] 124/299 3.97G 0.02551 0.01364 0.0002944 77 640: 3%|▎ | 5/160 [00:17<07:19, 2.83s/it] 124/299 3.97G 0.02592 0.0134 0.0002681 59 640: 3%|▎ | 5/160 [00:17<07:19, 2.83s/it] 124/299 3.97G 0.02592 0.0134 0.0002681 59 640: 4%|▍ | 6/160 [00:17<04:54, 1.91s/it] 124/299 3.97G 0.02573 0.01321 0.0002452 61 640: 4%|▍ | 6/160 [00:18<04:54, 1.91s/it] 124/299 3.97G 0.02573 0.01321 0.0002452 61 640: 4%|▍ | 7/160 [00:18<03:24, 1.33s/it] 124/299 3.97G 0.02568 0.01313 0.0002314 68 640: 4%|▍ | 7/160 [00:18<03:24, 1.33s/it] 124/299 3.97G 0.02568 0.01313 0.0002314 68 640: 5%|▌ | 8/160 [00:18<02:23, 1.06it/s] 124/299 3.97G 0.02588 0.01323 0.0002448 69 640: 5%|▌ | 8/160 [00:26<02:23, 1.06it/s] 124/299 3.97G 0.02588 0.01323 0.0002448 69 640: 6%|▌ | 9/160 [00:26<08:06, 3.22s/it] 124/299 3.97G 0.02586 0.01371 0.0002342 76 640: 6%|▌ | 9/160 [00:26<08:06, 3.22s/it] 124/299 3.97G 0.02586 0.01371 0.0002342 76 640: 6%|▋ | 10/160 [00:26<05:39, 2.27s/it] 124/299 3.97G 0.02599 0.01377 0.0002312 78 640: 6%|▋ | 10/160 [00:26<05:39, 2.27s/it] 124/299 3.97G 0.02599 0.01377 0.0002312 78 640: 7%|▋ | 11/160 [00:26<04:00, 1.62s/it] 124/299 3.97G 0.02627 0.01405 0.0002255 86 640: 7%|▋ | 11/160 [00:27<04:00, 1.62s/it] 124/299 3.97G 0.02627 0.01405 0.0002255 86 640: 8%|▊ | 12/160 [00:27<03:29, 1.42s/it] 124/299 3.97G 0.02648 0.01397 0.000219 56 640: 8%|▊ | 12/160 [00:30<03:29, 1.42s/it] 124/299 3.97G 0.02648 0.01397 0.000219 56 640: 8%|▊ | 13/160 [00:30<04:41, 1.91s/it] 124/299 3.97G 0.02642 0.0139 0.0002182 63 640: 8%|▊ | 13/160 [00:30<04:41, 1.91s/it] 124/299 3.97G 0.02642 0.0139 0.0002182 63 640: 9%|▉ | 14/160 [00:30<03:20, 1.37s/it] 124/299 3.97G 0.02626 0.01362 0.0002112 43 640: 9%|▉ | 14/160 [00:30<03:20, 1.37s/it] 124/299 3.97G 0.02626 0.01362 0.0002112 43 640: 9%|▉ | 15/160 [00:30<02:25, 1.00s/it] 124/299 3.97G 0.02619 0.01344 0.0002062 38 640: 9%|▉ | 15/160 [00:31<02:25, 1.00s/it] 124/299 3.97G 0.02619 0.01344 0.0002062 38 640: 10%|█ | 16/160 [00:31<01:45, 1.36it/s] 124/299 3.97G 0.02626 0.01341 0.0002987 55 640: 10%|█ | 16/160 [00:39<01:45, 1.36it/s] 124/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.91it/s]
all 340 813 0.57 0.621 0.581 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 125/299 3.97G 0.02483 0.01393 9.982e-05 57 640: 0%| | 0/160 [00:13<?, ?it/s] 125/299 3.97G 0.02483 0.01393 9.982e-05 57 640: 1%| | 1/160 [00:13<35:14, 13.30s/it] 125/299 3.97G 0.02643 0.01394 0.0001054 76 640: 1%| | 1/160 [00:13<35:14, 13.30s/it] 125/299 3.97G 0.02643 0.01394 0.0001054 76 640: 1%|▏ | 2/160 [00:13<14:38, 5.56s/it] 125/299 3.97G 0.02721 0.01376 0.000124 47 640: 1%|▏ | 2/160 [00:13<14:38, 5.56s/it] 125/299 3.97G 0.02721 0.01376 0.000124 47 640: 2%|▏ | 3/160 [00:13<08:05, 3.09s/it] 125/299 3.97G 0.02664 0.01306 0.0001256 53 640: 2%|▏ | 3/160 [00:13<08:05, 3.09s/it] 125/299 3.97G 0.02664 0.01306 0.0001256 53 640: 2%|▎ | 4/160 [00:13<04:58, 1.92s/it] 125/299 3.97G 0.02655 0.0126 0.0001226 44 640: 2%|▎ | 4/160 [00:17<04:58, 1.92s/it] 125/299 3.97G 0.02655 0.0126 0.0001226 44 640: 3%|▎ | 5/160 [00:17<06:25, 2.49s/it] 125/299 3.97G 0.02604 0.01254 0.0001373 59 640: 3%|▎ | 5/160 [00:17<06:25, 2.49s/it] 125/299 3.97G 0.02604 0.01254 0.0001373 59 640: 4%|▍ | 6/160 [00:17<04:19, 1.68s/it] 125/299 3.97G 0.02651 0.01282 0.0001384 76 640: 4%|▍ | 6/160 [00:17<04:19, 1.68s/it] 125/299 3.97G 0.02651 0.01282 0.0001384 76 640: 4%|▍ | 7/160 [00:17<03:00, 1.18s/it] 125/299 3.97G 0.02623 0.01275 0.0001428 57 640: 4%|▍ | 7/160 [00:17<03:00, 1.18s/it] 125/299 3.97G 0.02623 0.01275 0.0001428 57 640: 5%|▌ | 8/160 [00:17<02:07, 1.19it/s] 125/299 3.97G 0.02632 0.0134 0.0001432 90 640: 5%|▌ | 8/160 [00:27<02:07, 1.19it/s] 125/299 3.97G 0.02632 0.0134 0.0001432 90 640: 6%|▌ | 9/160 [00:27<09:14, 3.67s/it] 125/299 3.97G 0.02609 0.01326 0.0001399 61 640: 6%|▌ | 9/160 [00:27<09:14, 3.67s/it] 125/299 3.97G 0.02609 0.01326 0.0001399 61 640: 6%|▋ | 10/160 [00:27<06:26, 2.58s/it] 125/299 3.97G 0.02619 0.01325 0.0001369 63 640: 6%|▋ | 10/160 [00:27<06:26, 2.58s/it] 125/299 3.97G 0.02619 0.01325 0.0001369 63 640: 7%|▋ | 11/160 [00:27<04:33, 1.83s/it] 125/299 3.97G 0.02641 0.0134 0.0002066 72 640: 7%|▋ | 11/160 [00:27<04:33, 1.83s/it] 125/299 3.97G 0.02641 0.0134 0.0002066 72 640: 8%|▊ | 12/160 [00:27<03:14, 1.31s/it] 125/299 3.97G 0.02643 0.01337 0.0001995 64 640: 8%|▊ | 12/160 [00:30<03:14, 1.31s/it] 125/299 3.97G 0.02643 0.01337 0.0001995 64 640: 8%|▊ | 13/160 [00:30<04:07, 1.68s/it] 125/299 3.97G 0.02632 0.01334 0.0001954 61 640: 8%|▊ | 13/160 [00:30<04:07, 1.68s/it] 125/299 3.97G 0.02632 0.01334 0.0001954 61 640: 9%|▉ | 14/160 [00:30<02:57, 1.21s/it] 125/299 3.97G 0.02653 0.01348 0.0001939 93 640: 9%|▉ | 14/160 [00:30<02:57, 1.21s/it] 125/299 3.97G 0.02653 0.01348 0.0001939 93 640: 9%|▉ | 15/160 [00:30<02:09, 1.12it/s] 125/299 3.97G 0.02664 0.01326 0.0001887 40 640: 9%|▉ | 15/160 [00:30<02:09, 1.12it/s] 125/299 3.97G 0.02664 0.01326 0.0001887 40 640: 10%|█ | 16/160 [00:30<01:34, 1.52it/s] 125/299 3.97G 0.02665 0.01328 0.0001863 65 640: 10%|█ | 16/160 [00:40<01:34, 1.52it/s] 125/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s]
all 340 813 0.617 0.597 0.585 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 126/299 3.97G 0.02639 0.01607 0.0002528 69 640: 0%| | 0/160 [00:08<?, ?it/s] 126/299 3.97G 0.02639 0.01607 0.0002528 69 640: 1%| | 1/160 [00:08<21:37, 8.16s/it] 126/299 3.97G 0.02634 0.01566 0.0001793 77 640: 1%| | 1/160 [00:09<21:37, 8.16s/it] 126/299 3.97G 0.02634 0.01566 0.0001793 77 640: 1%|▏ | 2/160 [00:09<10:24, 3.95s/it] 126/299 3.97G 0.02508 0.01413 0.0001565 54 640: 1%|▏ | 2/160 [00:09<10:24, 3.95s/it] 126/299 3.97G 0.02508 0.01413 0.0001565 54 640: 2%|▏ | 3/160 [00:09<05:50, 2.24s/it] 126/299 3.97G 0.02469 0.01306 0.0001449 52 640: 2%|▏ | 3/160 [00:11<05:50, 2.24s/it] 126/299 3.97G 0.02469 0.01306 0.0001449 52 640: 2%|▎ | 4/160 [00:11<05:26, 2.10s/it] 126/299 3.97G 0.02449 0.01254 0.0001331 48 640: 2%|▎ | 4/160 [00:16<05:26, 2.10s/it] 126/299 3.97G 0.02449 0.01254 0.0001331 48 640: 3%|▎ | 5/160 [00:16<08:33, 3.31s/it] 126/299 3.97G 0.02524 0.01405 0.000132 94 640: 3%|▎ | 5/160 [00:16<08:33, 3.31s/it] 126/299 3.97G 0.02524 0.01405 0.000132 94 640: 4%|▍ | 6/160 [00:16<05:42, 2.23s/it] 126/299 3.97G 0.02491 0.01356 0.0001273 46 640: 4%|▍ | 6/160 [00:16<05:42, 2.23s/it] 126/299 3.97G 0.02491 0.01356 0.0001273 46 640: 4%|▍ | 7/160 [00:16<03:56, 1.55s/it] 126/299 3.97G 0.02499 0.01362 0.0001257 82 640: 4%|▍ | 7/160 [00:17<03:56, 1.55s/it] 126/299 3.97G 0.02499 0.01362 0.0001257 82 640: 5%|▌ | 8/160 [00:17<02:45, 1.09s/it] 126/299 3.97G 0.02529 0.01348 0.000145 63 640: 5%|▌ | 8/160 [00:23<02:45, 1.09s/it] 126/299 3.97G 0.02529 0.01348 0.000145 63 640: 6%|▌ | 9/160 [00:23<06:57, 2.76s/it] 126/299 3.97G 0.02544 0.01356 0.0001507 71 640: 6%|▌ | 9/160 [00:24<06:57, 2.76s/it] 126/299 3.97G 0.02544 0.01356 0.0001507 71 640: 6%|▋ | 10/160 [00:24<05:27, 2.18s/it] 126/299 3.97G 0.02535 0.01346 0.0001474 58 640: 6%|▋ | 10/160 [00:24<05:27, 2.18s/it] 126/299 3.97G 0.02535 0.01346 0.0001474 58 640: 7%|▋ | 11/160 [00:24<03:52, 1.56s/it] 126/299 3.97G 0.02569 0.01332 0.0001475 48 640: 7%|▋ | 11/160 [00:25<03:52, 1.56s/it] 126/299 3.97G 0.02569 0.01332 0.0001475 48 640: 8%|▊ | 12/160 [00:25<03:41, 1.50s/it] 126/299 3.97G 0.02546 0.01342 0.000151 83 640: 8%|▊ | 12/160 [00:29<03:41, 1.50s/it] 126/299 3.97G 0.02546 0.01342 0.000151 83 640: 8%|▊ | 13/160 [00:29<05:32, 2.26s/it] 126/299 3.97G 0.02552 0.01324 0.0001503 55 640: 8%|▊ | 13/160 [00:30<05:32, 2.26s/it] 126/299 3.97G 0.02552 0.01324 0.0001503 55 640: 9%|▉ | 14/160 [00:30<03:56, 1.62s/it] 126/299 3.97G 0.02563 0.01328 0.0001488 67 640: 9%|▉ | 14/160 [00:30<03:56, 1.62s/it] 126/299 3.97G 0.02563 0.01328 0.0001488 67 640: 9%|▉ | 15/160 [00:30<02:50, 1.17s/it] 126/299 3.97G 0.02548 0.01337 0.0001584 71 640: 9%|▉ | 15/160 [00:30<02:50, 1.17s/it] 126/299 3.97G 0.02548 0.01337 0.0001584 71 640: 10%|█ | 16/160 [00:30<02:03, 1.17it/s] 126/299 3.97G 0.02543 0.01369 0.0001582 85 640: 10%|█ | 16/160 [00:37<02:03, 1.17it/s] 126/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 813 0.614 0.589 0.58 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 127/299 3.97G 0.0267 0.01516 0.002032 73 640: 0%| | 0/160 [00:05<?, ?it/s] 127/299 3.97G 0.0267 0.01516 0.002032 73 640: 1%| | 1/160 [00:05<14:23, 5.43s/it] 127/299 3.97G 0.02659 0.01599 0.001094 88 640: 1%| | 1/160 [00:05<14:23, 5.43s/it] 127/299 3.97G 0.02659 0.01599 0.001094 88 640: 1%|▏ | 2/160 [00:05<06:07, 2.33s/it] 127/299 3.97G 0.02612 0.01567 0.0007941 64 640: 1%|▏ | 2/160 [00:05<06:07, 2.33s/it] 127/299 3.97G 0.02612 0.01567 0.0007941 64 640: 2%|▏ | 3/160 [00:05<03:32, 1.36s/it] 127/299 3.97G 0.02623 0.01488 0.0006296 64 640: 2%|▏ | 3/160 [00:10<03:32, 1.36s/it] 127/299 3.97G 0.02623 0.01488 0.0006296 64 640: 2%|▎ | 4/160 [00:10<07:15, 2.79s/it] 127/299 3.97G 0.02566 0.01445 0.0005599 54 640: 2%|▎ | 4/160 [00:14<07:15, 2.79s/it] 127/299 3.97G 0.02566 0.01445 0.0005599 54 640: 3%|▎ | 5/160 [00:14<07:36, 2.95s/it] 127/299 3.97G 0.02605 0.01495 0.0004871 78 640: 3%|▎ | 5/160 [00:14<07:36, 2.95s/it] 127/299 3.97G 0.02605 0.01495 0.0004871 78 640: 4%|▍ | 6/160 [00:14<05:06, 1.99s/it] 127/299 3.97G 0.02613 0.01532 0.0004811 86 640: 4%|▍ | 6/160 [00:18<05:06, 1.99s/it] 127/299 3.97G 0.02613 0.01532 0.0004811 86 640: 4%|▍ | 7/160 [00:18<06:53, 2.70s/it] 127/299 3.97G 0.026 0.0154 0.0004442 74 640: 4%|▍ | 7/160 [00:18<06:53, 2.70s/it] 127/299 3.97G 0.026 0.0154 0.0004442 74 640: 5%|▌ | 8/160 [00:18<04:45, 1.88s/it] 127/299 3.97G 0.02603 0.01498 0.000411 54 640: 5%|▌ | 8/160 [00:22<04:45, 1.88s/it] 127/299 3.97G 0.02603 0.01498 0.000411 54 640: 6%|▌ | 9/160 [00:22<06:25, 2.55s/it] 127/299 3.97G 0.02609 0.01493 0.0003841 70 640: 6%|▌ | 9/160 [00:22<06:25, 2.55s/it] 127/299 3.97G 0.02609 0.01493 0.0003841 70 640: 6%|▋ | 10/160 [00:22<04:30, 1.80s/it] 127/299 3.97G 0.02606 0.01498 0.0003599 59 640: 6%|▋ | 10/160 [00:22<04:30, 1.80s/it] 127/299 3.97G 0.02606 0.01498 0.0003599 59 640: 7%|▋ | 11/160 [00:22<03:12, 1.30s/it] 127/299 3.97G 0.02642 0.01494 0.000341 59 640: 7%|▋ | 11/160 [00:25<03:12, 1.30s/it] 127/299 3.97G 0.02642 0.01494 0.000341 59 640: 8%|▊ | 12/160 [00:25<04:18, 1.74s/it] 127/299 3.97G 0.02635 0.01477 0.0003239 49 640: 8%|▊ | 12/160 [00:27<04:18, 1.74s/it] 127/299 3.97G 0.02635 0.01477 0.0003239 49 640: 8%|▊ | 13/160 [00:27<04:31, 1.84s/it] 127/299 3.97G 0.02615 0.01458 0.0003161 55 640: 8%|▊ | 13/160 [00:27<04:31, 1.84s/it] 127/299 3.97G 0.02615 0.01458 0.0003161 55 640: 9%|▉ | 14/160 [00:27<03:13, 1.32s/it] 127/299 3.97G 0.02661 0.01468 0.0003067 81 640: 9%|▉ | 14/160 [00:31<03:13, 1.32s/it] 127/299 3.97G 0.02661 0.01468 0.0003067 81 640: 9%|▉ | 15/160 [00:31<05:06, 2.11s/it] 127/299 3.97G 0.02664 0.0145 0.0002946 59 640: 9%|▉ | 15/160 [00:31<05:06, 2.11s/it] 127/299 3.97G 0.02664 0.0145 0.0002946 59 640: 10%|█ | 16/160 [00:31<03:37, 1.51s/it] 127/299 3.97G 0.02656 0.01447 0.0002869 64 640: 10%|█ | 16/160 [00:35<03:37, 1.51s/it] 127/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s]
all 340 813 0.591 0.582 0.566 0.298
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 128/299 3.97G 0.02751 0.01691 0.000111 60 640: 0%| | 0/160 [00:05<?, ?it/s] 128/299 3.97G 0.02751 0.01691 0.000111 60 640: 1%| | 1/160 [00:05<14:44, 5.56s/it] 128/299 3.97G 0.02662 0.01418 0.0001144 52 640: 1%| | 1/160 [00:05<14:44, 5.56s/it] 128/299 3.97G 0.02662 0.01418 0.0001144 52 640: 1%|▏ | 2/160 [00:05<06:16, 2.38s/it] 128/299 3.97G 0.02641 0.01344 0.0001282 64 640: 1%|▏ | 2/160 [00:05<06:16, 2.38s/it] 128/299 3.97G 0.02641 0.01344 0.0001282 64 640: 2%|▏ | 3/160 [00:05<03:39, 1.40s/it] 128/299 3.97G 0.02607 0.01355 0.0001186 70 640: 2%|▏ | 3/160 [00:12<03:39, 1.40s/it] 128/299 3.97G 0.02607 0.01355 0.0001186 70 640: 2%|▎ | 4/160 [00:12<09:12, 3.54s/it] 128/299 3.97G 0.02599 0.01374 0.00014 77 640: 2%|▎ | 4/160 [00:14<09:12, 3.54s/it] 128/299 3.97G 0.02599 0.01374 0.00014 77 640: 3%|▎ | 5/160 [00:14<07:49, 3.03s/it] 128/299 3.97G 0.02666 0.01362 0.0001422 66 640: 3%|▎ | 5/160 [00:15<07:49, 3.03s/it] 128/299 3.97G 0.02666 0.01362 0.0001422 66 640: 4%|▍ | 6/160 [00:15<05:14, 2.05s/it] 128/299 3.97G 0.02685 0.01366 0.0001372 69 640: 4%|▍ | 6/160 [00:17<05:14, 2.05s/it] 128/299 3.97G 0.02685 0.01366 0.0001372 69 640: 4%|▍ | 7/160 [00:17<05:48, 2.28s/it] 128/299 3.97G 0.02643 0.01345 0.0001332 50 640: 4%|▍ | 7/160 [00:17<05:48, 2.28s/it] 128/299 3.97G 0.02643 0.01345 0.0001332 50 640: 5%|▌ | 8/160 [00:17<04:01, 1.59s/it] 128/299 3.97G 0.02623 0.01326 0.0001319 73 640: 5%|▌ | 8/160 [00:22<04:01, 1.59s/it] 128/299 3.97G 0.02623 0.01326 0.0001319 73 640: 6%|▌ | 9/160 [00:22<06:31, 2.59s/it] 128/299 3.97G 0.02618 0.01306 0.0001292 56 640: 6%|▌ | 9/160 [00:22<06:31, 2.59s/it] 128/299 3.97G 0.02618 0.01306 0.0001292 56 640: 6%|▋ | 10/160 [00:22<04:35, 1.83s/it] 128/299 3.97G 0.02586 0.0129 0.0002869 52 640: 6%|▋ | 10/160 [00:22<04:35, 1.83s/it] 128/299 3.97G 0.02586 0.0129 0.0002869 52 640: 7%|▋ | 11/160 [00:22<03:16, 1.32s/it] 128/299 3.97G 0.02561 0.01298 0.0002717 67 640: 7%|▋ | 11/160 [00:26<03:16, 1.32s/it] 128/299 3.97G 0.02561 0.01298 0.0002717 67 640: 8%|▊ | 12/160 [00:26<05:05, 2.07s/it] 128/299 3.97G 0.02559 0.01293 0.0002756 68 640: 8%|▊ | 12/160 [00:28<05:05, 2.07s/it] 128/299 3.97G 0.02559 0.01293 0.0002756 68 640: 8%|▊ | 13/160 [00:28<04:34, 1.87s/it] 128/299 3.97G 0.02575 0.01294 0.0002784 50 640: 8%|▊ | 13/160 [00:28<04:34, 1.87s/it] 128/299 3.97G 0.02575 0.01294 0.0002784 50 640: 9%|▉ | 14/160 [00:28<03:15, 1.34s/it] 128/299 3.97G 0.02558 0.01283 0.000269 56 640: 9%|▉ | 14/160 [00:31<03:15, 1.34s/it] 128/299 3.97G 0.02558 0.01283 0.000269 56 640: 9%|▉ | 15/160 [00:31<04:23, 1.82s/it] 128/299 3.97G 0.02564 0.01283 0.0002599 58 640: 9%|▉ | 15/160 [00:31<04:23, 1.82s/it] 128/299 3.97G 0.02564 0.01283 0.0002599 58 640: 10%|█ | 16/160 [00:31<03:08, 1.31s/it] 128/299 3.97G 0.0256 0.01316 0.000254 91 640: 10%|█ | 16/160 [00:36<03:08, 1.31s/it] 128/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.09it/s]
all 340 813 0.572 0.582 0.546 0.288
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 129/299 3.97G 0.02557 0.01513 0.0002649 83 640: 0%| | 0/160 [00:09<?, ?it/s] 129/299 3.97G 0.02557 0.01513 0.0002649 83 640: 1%| | 1/160 [00:09<26:13, 9.90s/it] 129/299 3.97G 0.02743 0.01338 0.0002308 35 640: 1%| | 1/160 [00:10<26:13, 9.90s/it] 129/299 3.97G 0.02743 0.01338 0.0002308 35 640: 1%|▏ | 2/160 [00:10<10:58, 4.17s/it] 129/299 3.97G 0.02694 0.01341 0.0001861 64 640: 1%|▏ | 2/160 [00:10<10:58, 4.17s/it] 129/299 3.97G 0.02694 0.01341 0.0001861 64 640: 2%|▏ | 3/160 [00:10<06:09, 2.35s/it] 129/299 3.97G 0.02633 0.01345 0.0001702 72 640: 2%|▏ | 3/160 [00:17<06:09, 2.35s/it] 129/299 3.97G 0.02633 0.01345 0.0001702 72 640: 2%|▎ | 4/160 [00:17<10:39, 4.10s/it] 129/299 3.97G 0.02683 0.01317 0.0001592 51 640: 2%|▎ | 4/160 [00:17<10:39, 4.10s/it] 129/299 3.97G 0.02683 0.01317 0.0001592 51 640: 3%|▎ | 5/160 [00:17<06:53, 2.67s/it] 129/299 3.97G 0.02703 0.01456 0.0001766 89 640: 3%|▎ | 5/160 [00:17<06:53, 2.67s/it] 129/299 3.97G 0.02703 0.01456 0.0001766 89 640: 4%|▍ | 6/160 [00:17<04:37, 1.80s/it] 129/299 3.97G 0.02659 0.0141 0.000167 58 640: 4%|▍ | 6/160 [00:18<04:37, 1.80s/it] 129/299 3.97G 0.02659 0.0141 0.000167 58 640: 4%|▍ | 7/160 [00:18<03:49, 1.50s/it] 129/299 3.97G 0.02653 0.0143 0.0001613 75 640: 4%|▍ | 7/160 [00:18<03:49, 1.50s/it] 129/299 3.97G 0.02653 0.0143 0.0001613 75 640: 5%|▌ | 8/160 [00:18<02:41, 1.06s/it] 129/299 3.97G 0.02664 0.01422 0.000178 62 640: 5%|▌ | 8/160 [00:25<02:41, 1.06s/it] 129/299 3.97G 0.02664 0.01422 0.000178 62 640: 6%|▌ | 9/160 [00:25<07:21, 2.92s/it] 129/299 3.97G 0.02656 0.01434 0.0001766 69 640: 6%|▌ | 9/160 [00:25<07:21, 2.92s/it] 129/299 3.97G 0.02656 0.01434 0.0001766 69 640: 6%|▋ | 10/160 [00:25<05:08, 2.06s/it] 129/299 3.97G 0.02654 0.01444 0.0001715 83 640: 6%|▋ | 10/160 [00:25<05:08, 2.06s/it] 129/299 3.97G 0.02654 0.01444 0.0001715 83 640: 7%|▋ | 11/160 [00:25<03:39, 1.47s/it] 129/299 3.97G 0.02648 0.01428 0.0001654 60 640: 7%|▋ | 11/160 [00:30<03:39, 1.47s/it] 129/299 3.97G 0.02648 0.01428 0.0001654 60 640: 8%|▊ | 12/160 [00:30<06:24, 2.60s/it] 129/299 3.97G 0.0265 0.0142 0.0001638 59 640: 8%|▊ | 12/160 [00:30<06:24, 2.60s/it] 129/299 3.97G 0.0265 0.0142 0.0001638 59 640: 8%|▊ | 13/160 [00:30<04:31, 1.85s/it] 129/299 3.97G 0.02661 0.0143 0.0001668 72 640: 8%|▊ | 13/160 [00:30<04:31, 1.85s/it] 129/299 3.97G 0.02661 0.0143 0.0001668 72 640: 9%|▉ | 14/160 [00:30<03:13, 1.33s/it] 129/299 3.97G 0.02638 0.01407 0.0001616 48 640: 9%|▉ | 14/160 [00:31<03:13, 1.33s/it] 129/299 3.97G 0.02638 0.01407 0.0001616 48 640: 9%|▉ | 15/160 [00:31<02:47, 1.16s/it] 129/299 3.97G 0.02636 0.01381 0.0002305 55 640: 9%|▉ | 15/160 [00:31<02:47, 1.16s/it] 129/299 3.97G 0.02636 0.01381 0.0002305 55 640: 10%|█ | 16/160 [00:31<02:01, 1.18it/s] 129/299 3.97G 0.02641 0.01394 0.0002251 67 640: 10%|█ | 16/160 [00:38<02:01, 1.18it/s] 129/299 3.97G 0.026
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.54it/s]
all 340 813 0.563 0.59 0.546 0.292
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 130/299 3.97G 0.02252 0.01216 0.000107 56 640: 0%| | 0/160 [00:04<?, ?it/s] 130/299 3.97G 0.02252 0.01216 0.000107 56 640: 1%| | 1/160 [00:04<12:05, 4.57s/it] 130/299 3.97G 0.02346 0.0132 0.0001028 69 640: 1%| | 1/160 [00:04<12:05, 4.57s/it] 130/299 3.97G 0.02346 0.0132 0.0001028 69 640: 1%|▏ | 2/160 [00:04<05:12, 1.98s/it] 130/299 3.97G 0.02383 0.01192 0.0001057 44 640: 1%|▏ | 2/160 [00:04<05:12, 1.98s/it] 130/299 3.97G 0.02383 0.01192 0.0001057 44 640: 2%|▏ | 3/160 [00:04<03:07, 1.19s/it] 130/299 3.97G 0.02397 0.01212 0.0001049 61 640: 2%|▏ | 3/160 [00:14<03:07, 1.19s/it] 130/299 3.97G 0.02397 0.01212 0.0001049 61 640: 2%|▎ | 4/160 [00:14<12:02, 4.63s/it] 130/299 3.97G 0.0243 0.01265 0.0001048 64 640: 2%|▎ | 4/160 [00:15<12:02, 4.63s/it] 130/299 3.97G 0.0243 0.01265 0.0001048 64 640: 3%|▎ | 5/160 [00:15<07:45, 3.00s/it] 130/299 3.97G 0.02462 0.01398 0.0001314 111 640: 3%|▎ | 5/160 [00:15<07:45, 3.00s/it] 130/299 3.97G 0.02462 0.01398 0.0001314 111 640: 4%|▍ | 6/160 [00:15<05:11, 2.02s/it] 130/299 3.97G 0.02463 0.01381 0.0001291 64 640: 4%|▍ | 6/160 [00:18<05:11, 2.02s/it] 130/299 3.97G 0.02463 0.01381 0.0001291 64 640: 4%|▍ | 7/160 [00:18<06:03, 2.38s/it] 130/299 3.97G 0.02518 0.01339 0.0001399 48 640: 4%|▍ | 7/160 [00:18<06:03, 2.38s/it] 130/299 3.97G 0.02518 0.01339 0.0001399 48 640: 5%|▌ | 8/160 [00:18<04:12, 1.66s/it] 130/299 3.97G 0.02537 0.01356 0.0001353 76 640: 5%|▌ | 8/160 [00:22<04:12, 1.66s/it] 130/299 3.97G 0.02537 0.01356 0.0001353 76 640: 6%|▌ | 9/160 [00:22<06:10, 2.45s/it] 130/299 3.97G 0.02569 0.01365 0.0001419 66 640: 6%|▌ | 9/160 [00:22<06:10, 2.45s/it] 130/299 3.97G 0.02569 0.01365 0.0001419 66 640: 6%|▋ | 10/160 [00:22<04:20, 1.74s/it] 130/299 3.97G 0.02532 0.01375 0.0001413 69 640: 6%|▋ | 10/160 [00:22<04:20, 1.74s/it] 130/299 3.97G 0.02532 0.01375 0.0001413 69 640: 7%|▋ | 11/160 [00:22<03:06, 1.25s/it] 130/299 3.97G 0.02549 0.01365 0.0001397 46 640: 7%|▋ | 11/160 [00:28<03:06, 1.25s/it] 130/299 3.97G 0.02549 0.01365 0.0001397 46 640: 8%|▊ | 12/160 [00:28<06:13, 2.52s/it] 130/299 3.97G 0.02558 0.01352 0.0001373 53 640: 8%|▊ | 12/160 [00:28<06:13, 2.52s/it] 130/299 3.97G 0.02558 0.01352 0.0001373 53 640: 8%|▊ | 13/160 [00:28<04:24, 1.80s/it] 130/299 3.97G 0.02567 0.0135 0.0001648 63 640: 8%|▊ | 13/160 [00:28<04:24, 1.80s/it] 130/299 3.97G 0.02567 0.0135 0.0001648 63 640: 9%|▉ | 14/160 [00:28<03:08, 1.29s/it] 130/299 3.97G 0.02581 0.01385 0.0001634 85 640: 9%|▉ | 14/160 [00:31<03:08, 1.29s/it] 130/299 3.97G 0.02581 0.01385 0.0001634 85 640: 9%|▉ | 15/160 [00:31<04:22, 1.81s/it] 130/299 3.97G 0.02583 0.01384 0.0001631 74 640: 9%|▉ | 15/160 [00:31<04:22, 1.81s/it] 130/299 3.97G 0.02583 0.01384 0.0001631 74 640: 10%|█ | 16/160 [00:31<03:07, 1.30s/it] 130/299 3.97G 0.02583 0.01379 0.0001595 64 640: 10%|█ | 16/160 [00:35<03:07, 1.30s/it] 130/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s]
all 340 813 0.605 0.57 0.565 0.301
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 131/299 3.97G 0.02599 0.01558 0.002144 75 640: 0%| | 0/160 [00:03<?, ?it/s] 131/299 3.97G 0.02599 0.01558 0.002144 75 640: 1%| | 1/160 [00:03<08:39, 3.27s/it] 131/299 3.97G 0.02762 0.01323 0.001145 48 640: 1%| | 1/160 [00:03<08:39, 3.27s/it] 131/299 3.97G 0.02762 0.01323 0.001145 48 640: 1%|▏ | 2/160 [00:03<03:45, 1.43s/it] 131/299 3.97G 0.02567 0.01182 0.0007959 39 640: 1%|▏ | 2/160 [00:03<03:45, 1.43s/it] 131/299 3.97G 0.02567 0.01182 0.0007959 39 640: 2%|▏ | 3/160 [00:03<02:17, 1.14it/s] 131/299 3.97G 0.02503 0.01249 0.0006633 72 640: 2%|▏ | 3/160 [00:12<02:17, 1.14it/s] 131/299 3.97G 0.02503 0.01249 0.0006633 72 640: 2%|▎ | 4/160 [00:12<10:21, 3.98s/it] 131/299 3.97G 0.02526 0.01232 0.000551 58 640: 2%|▎ | 4/160 [00:12<10:21, 3.98s/it] 131/299 3.97G 0.02526 0.01232 0.000551 58 640: 3%|▎ | 5/160 [00:12<06:43, 2.60s/it] 131/299 3.97G 0.02553 0.01236 0.0004754 53 640: 3%|▎ | 5/160 [00:12<06:43, 2.60s/it] 131/299 3.97G 0.02553 0.01236 0.0004754 53 640: 4%|▍ | 6/160 [00:12<04:33, 1.77s/it] 131/299 3.97G 0.02485 0.01199 0.0004226 40 640: 4%|▍ | 6/160 [00:17<04:33, 1.77s/it] 131/299 3.97G 0.02485 0.01199 0.0004226 40 640: 4%|▍ | 7/160 [00:17<06:54, 2.71s/it] 131/299 3.97G 0.02483 0.0118 0.0003821 52 640: 4%|▍ | 7/160 [00:17<06:54, 2.71s/it] 131/299 3.97G 0.02483 0.0118 0.0003821 52 640: 5%|▌ | 8/160 [00:17<04:46, 1.89s/it] 131/299 3.97G 0.02486 0.01145 0.00043 40 640: 5%|▌ | 8/160 [00:20<04:46, 1.89s/it] 131/299 3.97G 0.02486 0.01145 0.00043 40 640: 6%|▌ | 9/160 [00:20<06:02, 2.40s/it] 131/299 3.97G 0.02455 0.01152 0.0004049 52 640: 6%|▌ | 9/160 [00:21<06:02, 2.40s/it] 131/299 3.97G 0.02455 0.01152 0.0004049 52 640: 6%|▋ | 10/160 [00:21<04:14, 1.70s/it] 131/299 3.97G 0.02481 0.01173 0.0004897 70 640: 6%|▋ | 10/160 [00:21<04:14, 1.70s/it] 131/299 3.97G 0.02481 0.01173 0.0004897 70 640: 7%|▋ | 11/160 [00:21<03:02, 1.22s/it] 131/299 3.97G 0.02472 0.01177 0.0004564 69 640: 7%|▋ | 11/160 [00:26<03:02, 1.22s/it] 131/299 3.97G 0.02472 0.01177 0.0004564 69 640: 8%|▊ | 12/160 [00:26<06:18, 2.56s/it] 131/299 3.97G 0.02481 0.01194 0.0004401 81 640: 8%|▊ | 12/160 [00:26<06:18, 2.56s/it] 131/299 3.97G 0.02481 0.01194 0.0004401 81 640: 8%|▊ | 13/160 [00:27<04:27, 1.82s/it] 131/299 3.97G 0.02477 0.01193 0.0004268 78 640: 8%|▊ | 13/160 [00:27<04:27, 1.82s/it] 131/299 3.97G 0.02477 0.01193 0.0004268 78 640: 9%|▉ | 14/160 [00:27<03:11, 1.31s/it] 131/299 3.97G 0.02487 0.01187 0.0004087 57 640: 9%|▉ | 14/160 [00:30<03:11, 1.31s/it] 131/299 3.97G 0.02487 0.01187 0.0004087 57 640: 9%|▉ | 15/160 [00:30<04:56, 2.05s/it] 131/299 3.97G 0.02486 0.01208 0.0003907 65 640: 9%|▉ | 15/160 [00:30<04:56, 2.05s/it] 131/299 3.97G 0.02486 0.01208 0.0003907 65 640: 10%|█ | 16/160 [00:30<03:30, 1.47s/it] 131/299 3.97G 0.02486 0.0119 0.0003745 42 640: 10%|█ | 16/160 [00:34<03:30, 1.47s/it] 131/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.08it/s]
all 340 813 0.58 0.591 0.581 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 132/299 3.97G 0.02346 0.01211 0.0001447 58 640: 0%| | 0/160 [00:00<?, ?it/s] 132/299 3.97G 0.02346 0.01211 0.0001447 58 640: 1%| | 1/160 [00:00<00:32, 4.92it/s] 132/299 3.97G 0.02355 0.01309 0.0001268 74 640: 1%| | 1/160 [00:00<00:32, 4.92it/s] 132/299 3.97G 0.02355 0.01309 0.0001268 74 640: 1%|▏ | 2/160 [00:00<00:28, 5.64it/s] 132/299 3.97G 0.02312 0.01263 0.0001256 62 640: 1%|▏ | 2/160 [00:00<00:28, 5.64it/s] 132/299 3.97G 0.02312 0.01263 0.0001256 62 640: 2%|▏ | 3/160 [00:00<00:29, 5.31it/s] 132/299 3.97G 0.0238 0.01249 0.0001358 61 640: 2%|▏ | 3/160 [00:14<00:29, 5.31it/s] 132/299 3.97G 0.0238 0.01249 0.0001358 61 640: 2%|▎ | 4/160 [00:14<14:20, 5.52s/it] 132/299 3.97G 0.02383 0.0131 0.0001299 96 640: 2%|▎ | 4/160 [00:14<14:20, 5.52s/it] 132/299 3.97G 0.02383 0.0131 0.0001299 96 640: 3%|▎ | 5/160 [00:14<09:14, 3.58s/it] 132/299 3.97G 0.02419 0.01338 0.0001251 73 640: 3%|▎ | 5/160 [00:14<09:14, 3.58s/it] 132/299 3.97G 0.02419 0.01338 0.0001251 73 640: 4%|▍ | 6/160 [00:14<06:09, 2.40s/it] 132/299 3.97G 0.02472 0.01355 0.0001235 69 640: 4%|▍ | 6/160 [00:18<06:09, 2.40s/it] 132/299 3.97G 0.02472 0.01355 0.0001235 69 640: 4%|▍ | 7/160 [00:18<07:10, 2.81s/it] 132/299 3.97G 0.02468 0.0136 0.0001243 66 640: 4%|▍ | 7/160 [00:18<07:10, 2.81s/it] 132/299 3.97G 0.02468 0.0136 0.0001243 66 640: 5%|▌ | 8/160 [00:18<04:57, 1.96s/it] 132/299 3.97G 0.02507 0.01344 0.0001795 49 640: 5%|▌ | 8/160 [00:18<04:57, 1.96s/it] 132/299 3.97G 0.02507 0.01344 0.0001795 49 640: 6%|▌ | 9/160 [00:18<03:32, 1.41s/it] 132/299 3.97G 0.02519 0.01351 0.0001739 57 640: 6%|▌ | 9/160 [00:18<03:32, 1.41s/it] 132/299 3.97G 0.02519 0.01351 0.0001739 57 640: 6%|▋ | 10/160 [00:18<02:31, 1.01s/it] 132/299 3.97G 0.02541 0.01379 0.0001693 86 640: 6%|▋ | 10/160 [00:18<02:31, 1.01s/it] 132/299 3.97G 0.02541 0.01379 0.0001693 86 640: 7%|▋ | 11/160 [00:18<01:50, 1.34it/s] 132/299 3.97G 0.02533 0.0135 0.0001632 45 640: 7%|▋ | 11/160 [00:27<01:50, 1.34it/s] 132/299 3.97G 0.02533 0.0135 0.0001632 45 640: 8%|▊ | 12/160 [00:27<07:57, 3.23s/it] 132/299 3.97G 0.02539 0.01359 0.0001594 68 640: 8%|▊ | 12/160 [00:27<07:57, 3.23s/it] 132/299 3.97G 0.02539 0.01359 0.0001594 68 640: 8%|▊ | 13/160 [00:27<05:36, 2.29s/it] 132/299 3.97G 0.02522 0.01341 0.0001548 54 640: 8%|▊ | 13/160 [00:27<05:36, 2.29s/it] 132/299 3.97G 0.02522 0.01341 0.0001548 54 640: 9%|▉ | 14/160 [00:27<03:58, 1.63s/it] 132/299 3.97G 0.02513 0.01332 0.0001539 51 640: 9%|▉ | 14/160 [00:31<03:58, 1.63s/it] 132/299 3.97G 0.02513 0.01332 0.0001539 51 640: 9%|▉ | 15/160 [00:31<05:17, 2.19s/it] 132/299 3.97G 0.02526 0.0135 0.0001512 70 640: 9%|▉ | 15/160 [00:31<05:17, 2.19s/it] 132/299 3.97G 0.02526 0.0135 0.0001512 70 640: 10%|█ | 16/160 [00:31<03:46, 1.57s/it] 132/299 3.97G 0.02537 0.01372 0.0001504 74 640: 10%|█ | 16/160 [00:31<03:46, 1.57s/it] 132/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.16it/s]
all 340 813 0.611 0.575 0.575 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 133/299 3.97G 0.02567 0.01512 0.0001293 70 640: 0%| | 0/160 [00:00<?, ?it/s] 133/299 3.97G 0.02567 0.01512 0.0001293 70 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 133/299 3.97G 0.02671 0.01298 0.0001301 52 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 133/299 3.97G 0.02671 0.01298 0.0001301 52 640: 1%|▏ | 2/160 [00:00<00:25, 6.24it/s] 133/299 3.97G 0.02564 0.01375 0.0001236 86 640: 1%|▏ | 2/160 [00:00<00:25, 6.24it/s] 133/299 3.97G 0.02564 0.01375 0.0001236 86 640: 2%|▏ | 3/160 [00:00<00:28, 5.60it/s] 133/299 3.97G 0.0258 0.0126 0.0001238 51 640: 2%|▏ | 3/160 [00:13<00:28, 5.60it/s] 133/299 3.97G 0.0258 0.0126 0.0001238 51 640: 2%|▎ | 4/160 [00:13<13:39, 5.25s/it] 133/299 3.97G 0.02561 0.01257 0.0001553 64 640: 2%|▎ | 4/160 [00:13<13:39, 5.25s/it] 133/299 3.97G 0.02561 0.01257 0.0001553 64 640: 3%|▎ | 5/160 [00:13<08:48, 3.41s/it] 133/299 3.97G 0.0254 0.01235 0.0001534 58 640: 3%|▎ | 5/160 [00:13<08:48, 3.41s/it] 133/299 3.97G 0.0254 0.01235 0.0001534 58 640: 4%|▍ | 6/160 [00:13<05:52, 2.29s/it] 133/299 3.97G 0.02568 0.01297 0.0002132 79 640: 4%|▍ | 6/160 [00:18<05:52, 2.29s/it] 133/299 3.97G 0.02568 0.01297 0.0002132 79 640: 4%|▍ | 7/160 [00:18<07:55, 3.11s/it] 133/299 3.97G 0.02555 0.01294 0.0001988 44 640: 4%|▍ | 7/160 [00:18<07:55, 3.11s/it] 133/299 3.97G 0.02555 0.01294 0.0001988 44 640: 5%|▌ | 8/160 [00:18<05:27, 2.16s/it] 133/299 3.97G 0.02526 0.0127 0.0003864 51 640: 5%|▌ | 8/160 [00:18<05:27, 2.16s/it] 133/299 3.97G 0.02526 0.0127 0.0003864 51 640: 6%|▌ | 9/160 [00:18<03:49, 1.52s/it] 133/299 3.97G 0.02491 0.01264 0.0003585 57 640: 6%|▌ | 9/160 [00:18<03:49, 1.52s/it] 133/299 3.97G 0.02491 0.01264 0.0003585 57 640: 6%|▋ | 10/160 [00:18<02:42, 1.09s/it] 133/299 3.97G 0.02477 0.01295 0.0003366 81 640: 6%|▋ | 10/160 [00:19<02:42, 1.09s/it] 133/299 3.97G 0.02477 0.01295 0.0003366 81 640: 7%|▋ | 11/160 [00:19<01:58, 1.25it/s] 133/299 3.97G 0.02477 0.01309 0.0003154 62 640: 7%|▋ | 11/160 [00:26<01:58, 1.25it/s] 133/299 3.97G 0.02477 0.01309 0.0003154 62 640: 8%|▊ | 12/160 [00:26<07:14, 2.93s/it] 133/299 3.97G 0.02485 0.01308 0.0003291 62 640: 8%|▊ | 12/160 [00:27<07:14, 2.93s/it] 133/299 3.97G 0.02485 0.01308 0.0003291 62 640: 8%|▊ | 13/160 [00:27<05:06, 2.09s/it] 133/299 3.97G 0.02483 0.01309 0.0003155 68 640: 8%|▊ | 13/160 [00:27<05:06, 2.09s/it] 133/299 3.97G 0.02483 0.01309 0.0003155 68 640: 9%|▉ | 14/160 [00:27<03:37, 1.49s/it] 133/299 3.97G 0.02484 0.01286 0.0003359 45 640: 9%|▉ | 14/160 [00:31<03:37, 1.49s/it] 133/299 3.97G 0.02484 0.01286 0.0003359 45 640: 9%|▉ | 15/160 [00:31<06:01, 2.49s/it] 133/299 3.97G 0.025 0.01278 0.0003303 50 640: 9%|▉ | 15/160 [00:32<06:01, 2.49s/it] 133/299 3.97G 0.025 0.01278 0.0003303 50 640: 10%|█ | 16/160 [00:32<04:16, 1.78s/it] 133/299 3.97G 0.02522 0.01293 0.0003194 69 640: 10%|█ | 16/160 [00:32<04:16, 1.78s/it] 133/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 6.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.40it/s]
all 340 813 0.598 0.578 0.579 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 134/299 3.97G 0.02504 0.007602 0.0001467 36 640: 0%| | 0/160 [00:00<?, ?it/s] 134/299 3.97G 0.02504 0.007602 0.0001467 36 640: 1%| | 1/160 [00:00<00:24, 6.55it/s] 134/299 3.97G 0.0254 0.01037 0.0001607 57 640: 1%| | 1/160 [00:00<00:24, 6.55it/s] 134/299 3.97G 0.0254 0.01037 0.0001607 57 640: 1%|▏ | 2/160 [00:00<00:25, 6.27it/s] 134/299 3.97G 0.02578 0.01173 0.0001657 64 640: 1%|▏ | 2/160 [00:00<00:25, 6.27it/s] 134/299 3.97G 0.02578 0.01173 0.0001657 64 640: 2%|▏ | 3/160 [00:00<00:26, 5.91it/s] 134/299 3.97G 0.02595 0.01183 0.0002044 53 640: 2%|▏ | 3/160 [00:13<00:26, 5.91it/s] 134/299 3.97G 0.02595 0.01183 0.0002044 53 640: 2%|▎ | 4/160 [00:13<13:51, 5.33s/it] 134/299 3.97G 0.02567 0.01129 0.0001919 41 640: 2%|▎ | 4/160 [00:13<13:51, 5.33s/it] 134/299 3.97G 0.02567 0.01129 0.0001919 41 640: 3%|▎ | 5/160 [00:13<08:55, 3.46s/it] 134/299 3.97G 0.02578 0.01219 0.0001798 69 640: 3%|▎ | 5/160 [00:13<08:55, 3.46s/it] 134/299 3.97G 0.02578 0.01219 0.0001798 69 640: 4%|▍ | 6/160 [00:13<05:57, 2.32s/it] 134/299 3.97G 0.0255 0.01265 0.0001737 70 640: 4%|▍ | 6/160 [00:17<05:57, 2.32s/it] 134/299 3.97G 0.0255 0.01265 0.0001737 70 640: 4%|▍ | 7/160 [00:17<07:14, 2.84s/it] 134/299 3.97G 0.02567 0.01273 0.0001694 60 640: 4%|▍ | 7/160 [00:18<07:14, 2.84s/it] 134/299 3.97G 0.02567 0.01273 0.0001694 60 640: 5%|▌ | 8/160 [00:18<05:00, 1.98s/it] 134/299 3.97G 0.02547 0.01305 0.0001761 74 640: 5%|▌ | 8/160 [00:18<05:00, 1.98s/it] 134/299 3.97G 0.02547 0.01305 0.0001761 74 640: 6%|▌ | 9/160 [00:18<03:30, 1.39s/it] 134/299 3.97G 0.0255 0.01316 0.0001723 71 640: 6%|▌ | 9/160 [00:18<03:30, 1.39s/it] 134/299 3.97G 0.0255 0.01316 0.0001723 71 640: 6%|▋ | 10/160 [00:18<02:30, 1.00s/it] 134/299 3.97G 0.02565 0.01345 0.0001723 104 640: 6%|▋ | 10/160 [00:18<02:30, 1.00s/it] 134/299 3.97G 0.02565 0.01345 0.0001723 104 640: 7%|▋ | 11/160 [00:18<01:49, 1.35it/s] 134/299 3.97G 0.02561 0.01318 0.000169 53 640: 7%|▋ | 11/160 [00:27<01:49, 1.35it/s] 134/299 3.97G 0.02561 0.01318 0.000169 53 640: 8%|▊ | 12/160 [00:27<08:04, 3.27s/it] 134/299 3.97G 0.02565 0.01325 0.0001666 61 640: 8%|▊ | 12/160 [00:27<08:04, 3.27s/it] 134/299 3.97G 0.02565 0.01325 0.0001666 61 640: 8%|▊ | 13/160 [00:27<05:40, 2.32s/it] 134/299 3.97G 0.02538 0.01316 0.0001636 61 640: 8%|▊ | 13/160 [00:27<05:40, 2.32s/it] 134/299 3.97G 0.02538 0.01316 0.0001636 61 640: 9%|▉ | 14/160 [00:27<04:01, 1.65s/it] 134/299 3.97G 0.0254 0.01321 0.0001715 80 640: 9%|▉ | 14/160 [00:31<04:01, 1.65s/it] 134/299 3.97G 0.0254 0.01321 0.0001715 80 640: 9%|▉ | 15/160 [00:31<05:34, 2.31s/it] 134/299 3.97G 0.02519 0.01303 0.0001674 47 640: 9%|▉ | 15/160 [00:31<05:34, 2.31s/it] 134/299 3.97G 0.02519 0.01303 0.0001674 47 640: 10%|█ | 16/160 [00:31<03:57, 1.65s/it] 134/299 3.97G 0.02522 0.01303 0.0001668 41 640: 10%|█ | 16/160 [00:31<03:57, 1.65s/it] 134/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s]
all 340 813 0.593 0.578 0.574 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 135/299 3.97G 0.02693 0.01367 0.0002641 54 640: 0%| | 0/160 [00:00<?, ?it/s] 135/299 3.97G 0.02693 0.01367 0.0002641 54 640: 1%| | 1/160 [00:00<00:26, 5.90it/s] 135/299 3.97G 0.026 0.01244 0.0001962 58 640: 1%| | 1/160 [00:00<00:26, 5.90it/s] 135/299 3.97G 0.026 0.01244 0.0001962 58 640: 1%|▏ | 2/160 [00:00<00:24, 6.58it/s] 135/299 3.97G 0.02513 0.01116 0.000199 41 640: 1%|▏ | 2/160 [00:00<00:24, 6.58it/s] 135/299 3.97G 0.02513 0.01116 0.000199 41 640: 2%|▏ | 3/160 [00:00<00:26, 5.93it/s] 135/299 3.97G 0.02526 0.01128 0.0001731 52 640: 2%|▏ | 3/160 [00:14<00:26, 5.93it/s] 135/299 3.97G 0.02526 0.01128 0.0001731 52 640: 2%|▎ | 4/160 [00:14<14:12, 5.46s/it] 135/299 3.97G 0.02473 0.01127 0.0001628 63 640: 2%|▎ | 4/160 [00:14<14:12, 5.46s/it] 135/299 3.97G 0.02473 0.01127 0.0001628 63 640: 3%|▎ | 5/160 [00:14<09:08, 3.54s/it] 135/299 3.97G 0.02569 0.01179 0.0001649 58 640: 3%|▎ | 5/160 [00:14<09:08, 3.54s/it] 135/299 3.97G 0.02569 0.01179 0.0001649 58 640: 4%|▍ | 6/160 [00:14<06:05, 2.38s/it] 135/299 3.97G 0.02545 0.01204 0.0001796 67 640: 4%|▍ | 6/160 [00:18<06:05, 2.38s/it] 135/299 3.97G 0.02545 0.01204 0.0001796 67 640: 4%|▍ | 7/160 [00:18<07:18, 2.86s/it] 135/299 3.97G 0.02514 0.0122 0.000174 67 640: 4%|▍ | 7/160 [00:18<07:18, 2.86s/it] 135/299 3.97G 0.02514 0.0122 0.000174 67 640: 5%|▌ | 8/160 [00:18<05:03, 2.00s/it] 135/299 3.97G 0.02502 0.01224 0.0001665 73 640: 5%|▌ | 8/160 [00:18<05:03, 2.00s/it] 135/299 3.97G 0.02502 0.01224 0.0001665 73 640: 6%|▌ | 9/160 [00:18<03:32, 1.41s/it] 135/299 3.97G 0.02495 0.01229 0.0001616 57 640: 6%|▌ | 9/160 [00:18<03:32, 1.41s/it] 135/299 3.97G 0.02495 0.01229 0.0001616 57 640: 6%|▋ | 10/160 [00:18<02:31, 1.01s/it] 135/299 3.97G 0.02484 0.01227 0.00018 55 640: 6%|▋ | 10/160 [00:18<02:31, 1.01s/it] 135/299 3.97G 0.02484 0.01227 0.00018 55 640: 7%|▋ | 11/160 [00:18<01:51, 1.34it/s] 135/299 3.97G 0.02481 0.01236 0.0001838 53 640: 7%|▋ | 11/160 [00:27<01:51, 1.34it/s] 135/299 3.97G 0.02481 0.01236 0.0001838 53 640: 8%|▊ | 12/160 [00:27<08:08, 3.30s/it] 135/299 3.97G 0.02469 0.01265 0.0001808 70 640: 8%|▊ | 12/160 [00:27<08:08, 3.30s/it] 135/299 3.97G 0.02469 0.01265 0.0001808 70 640: 8%|▊ | 13/160 [00:27<05:44, 2.34s/it] 135/299 3.97G 0.02453 0.01268 0.0001812 73 640: 8%|▊ | 13/160 [00:28<05:44, 2.34s/it] 135/299 3.97G 0.02453 0.01268 0.0001812 73 640: 9%|▉ | 14/160 [00:28<04:03, 1.67s/it] 135/299 3.97G 0.02445 0.01265 0.0001791 67 640: 9%|▉ | 14/160 [00:30<04:03, 1.67s/it] 135/299 3.97G 0.02445 0.01265 0.0001791 67 640: 9%|▉ | 15/160 [00:30<04:36, 1.91s/it] 135/299 3.97G 0.02445 0.01287 0.0001784 80 640: 9%|▉ | 15/160 [00:30<04:36, 1.91s/it] 135/299 3.97G 0.02445 0.01287 0.0001784 80 640: 10%|█ | 16/160 [00:30<03:17, 1.37s/it] 135/299 3.97G 0.02438 0.01287 0.0001763 72 640: 10%|█ | 16/160 [00:30<03:17, 1.37s/it] 135/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.16it/s]
all 340 813 0.575 0.565 0.555 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 136/299 3.97G 0.025 0.01414 9.926e-05 68 640: 0%| | 0/160 [00:00<?, ?it/s] 136/299 3.97G 0.025 0.01414 9.926e-05 68 640: 1%| | 1/160 [00:00<00:24, 6.36it/s] 136/299 3.97G 0.02529 0.01418 0.0001705 77 640: 1%| | 1/160 [00:00<00:24, 6.36it/s] 136/299 3.97G 0.02529 0.01418 0.0001705 77 640: 1%|▏ | 2/160 [00:00<00:23, 6.63it/s] 136/299 3.97G 0.02629 0.01412 0.0001465 62 640: 1%|▏ | 2/160 [00:00<00:23, 6.63it/s] 136/299 3.97G 0.02629 0.01412 0.0001465 62 640: 2%|▏ | 3/160 [00:00<00:29, 5.39it/s] 136/299 3.97G 0.02549 0.01415 0.0001353 69 640: 2%|▏ | 3/160 [00:15<00:29, 5.39it/s] 136/299 3.97G 0.02549 0.01415 0.0001353 69 640: 2%|▎ | 4/160 [00:15<15:18, 5.89s/it] 136/299 3.97G 0.0257 0.01399 0.0001296 66 640: 2%|▎ | 4/160 [00:15<15:18, 5.89s/it] 136/299 3.97G 0.0257 0.01399 0.0001296 66 640: 3%|▎ | 5/160 [00:15<09:50, 3.81s/it] 136/299 3.97G 0.02615 0.01425 0.0002712 69 640: 3%|▎ | 5/160 [00:15<09:50, 3.81s/it] 136/299 3.97G 0.02615 0.01425 0.0002712 69 640: 4%|▍ | 6/160 [00:15<06:33, 2.55s/it] 136/299 3.97G 0.02619 0.01422 0.0002483 71 640: 4%|▍ | 6/160 [00:17<06:33, 2.55s/it] 136/299 3.97G 0.02619 0.01422 0.0002483 71 640: 4%|▍ | 7/160 [00:17<06:08, 2.41s/it] 136/299 3.97G 0.02606 0.01418 0.0004697 72 640: 4%|▍ | 7/160 [00:17<06:08, 2.41s/it] 136/299 3.97G 0.02606 0.01418 0.0004697 72 640: 5%|▌ | 8/160 [00:17<04:15, 1.68s/it] 136/299 3.97G 0.02588 0.01416 0.0004441 73 640: 5%|▌ | 8/160 [00:17<04:15, 1.68s/it] 136/299 3.97G 0.02588 0.01416 0.0004441 73 640: 6%|▌ | 9/160 [00:17<02:59, 1.19s/it] 136/299 3.97G 0.02564 0.01386 0.0004102 49 640: 6%|▌ | 9/160 [00:17<02:59, 1.19s/it] 136/299 3.97G 0.02564 0.01386 0.0004102 49 640: 6%|▋ | 10/160 [00:17<02:08, 1.16it/s] 136/299 3.97G 0.02554 0.01395 0.0003823 77 640: 6%|▋ | 10/160 [00:17<02:08, 1.16it/s] 136/299 3.97G 0.02554 0.01395 0.0003823 77 640: 7%|▋ | 11/160 [00:17<01:35, 1.56it/s] 136/299 3.97G 0.02559 0.01372 0.0003608 53 640: 7%|▋ | 11/160 [00:28<01:35, 1.56it/s] 136/299 3.97G 0.02559 0.01372 0.0003608 53 640: 8%|▊ | 12/160 [00:28<08:54, 3.61s/it] 136/299 3.97G 0.02589 0.01352 0.0003408 49 640: 8%|▊ | 12/160 [00:28<08:54, 3.61s/it] 136/299 3.97G 0.02589 0.01352 0.0003408 49 640: 8%|▊ | 13/160 [00:28<06:15, 2.55s/it] 136/299 3.97G 0.0258 0.01349 0.0003367 70 640: 8%|▊ | 13/160 [00:28<06:15, 2.55s/it] 136/299 3.97G 0.0258 0.01349 0.0003367 70 640: 9%|▉ | 14/160 [00:28<04:25, 1.82s/it] 136/299 3.97G 0.02573 0.01325 0.0003202 37 640: 9%|▉ | 14/160 [00:31<04:25, 1.82s/it] 136/299 3.97G 0.02573 0.01325 0.0003202 37 640: 9%|▉ | 15/160 [00:31<04:49, 1.99s/it] 136/299 3.97G 0.02561 0.01325 0.0003112 62 640: 9%|▉ | 15/160 [00:31<04:49, 1.99s/it] 136/299 3.97G 0.02561 0.01325 0.0003112 62 640: 10%|█ | 16/160 [00:31<03:26, 1.43s/it] 136/299 3.97G 0.0256 0.0132 0.0002998 66 640: 10%|█ | 16/160 [00:31<03:26, 1.43s/it] 136/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.18it/s]
all 340 813 0.602 0.61 0.576 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 137/299 3.97G 0.02494 0.01354 0.0001606 58 640: 0%| | 0/160 [00:00<?, ?it/s] 137/299 3.97G 0.02494 0.01354 0.0001606 58 640: 1%| | 1/160 [00:00<00:26, 5.95it/s] 137/299 3.97G 0.02547 0.01335 0.000135 52 640: 1%| | 1/160 [00:00<00:26, 5.95it/s] 137/299 3.97G 0.02547 0.01335 0.000135 52 640: 1%|▏ | 2/160 [00:00<00:23, 6.81it/s] 137/299 3.97G 0.02578 0.01362 0.0001405 73 640: 1%|▏ | 2/160 [00:00<00:23, 6.81it/s] 137/299 3.97G 0.02578 0.01362 0.0001405 73 640: 2%|▏ | 3/160 [00:00<00:25, 6.13it/s] 137/299 3.97G 0.02528 0.01332 0.0001318 64 640: 2%|▏ | 3/160 [00:16<00:25, 6.13it/s] 137/299 3.97G 0.02528 0.01332 0.0001318 64 640: 2%|▎ | 4/160 [00:16<16:31, 6.36s/it] 137/299 3.97G 0.02578 0.01301 0.000124 58 640: 2%|▎ | 4/160 [00:16<16:31, 6.36s/it] 137/299 3.97G 0.02578 0.01301 0.000124 58 640: 3%|▎ | 5/160 [00:16<10:36, 4.11s/it] 137/299 3.97G 0.02541 0.01308 0.000117 66 640: 3%|▎ | 5/160 [00:16<10:36, 4.11s/it] 137/299 3.97G 0.02541 0.01308 0.000117 66 640: 4%|▍ | 6/160 [00:16<07:03, 2.75s/it] 137/299 3.97G 0.02513 0.0131 0.0001537 65 640: 4%|▍ | 6/160 [00:18<07:03, 2.75s/it] 137/299 3.97G 0.02513 0.0131 0.0001537 65 640: 4%|▍ | 7/160 [00:18<06:14, 2.45s/it] 137/299 3.97G 0.02494 0.01279 0.0001467 53 640: 4%|▍ | 7/160 [00:18<06:14, 2.45s/it] 137/299 3.97G 0.02494 0.01279 0.0001467 53 640: 5%|▌ | 8/160 [00:18<04:19, 1.70s/it] 137/299 3.97G 0.02485 0.01279 0.0001389 71 640: 5%|▌ | 8/160 [00:18<04:19, 1.70s/it] 137/299 3.97G 0.02485 0.01279 0.0001389 71 640: 6%|▌ | 9/160 [00:18<03:02, 1.21s/it] 137/299 3.97G 0.02473 0.01295 0.0001363 74 640: 6%|▌ | 9/160 [00:18<03:02, 1.21s/it] 137/299 3.97G 0.02473 0.01295 0.0001363 74 640: 6%|▋ | 10/160 [00:18<02:10, 1.15it/s] 137/299 3.97G 0.02475 0.01276 0.0001309 51 640: 6%|▋ | 10/160 [00:18<02:10, 1.15it/s] 137/299 3.97G 0.02475 0.01276 0.0001309 51 640: 7%|▋ | 11/160 [00:18<01:36, 1.54it/s] 137/299 3.97G 0.02456 0.01269 0.0002112 68 640: 7%|▋ | 11/160 [00:29<01:36, 1.54it/s] 137/299 3.97G 0.02456 0.01269 0.0002112 68 640: 8%|▊ | 12/160 [00:29<09:18, 3.78s/it] 137/299 3.97G 0.02461 0.01323 0.0002026 109 640: 8%|▊ | 12/160 [00:29<09:18, 3.78s/it] 137/299 3.97G 0.02461 0.01323 0.0002026 109 640: 8%|▊ | 13/160 [00:29<06:32, 2.67s/it] 137/299 3.97G 0.0245 0.01322 0.0001947 68 640: 8%|▊ | 13/160 [00:30<06:32, 2.67s/it] 137/299 3.97G 0.0245 0.01322 0.0001947 68 640: 9%|▉ | 14/160 [00:30<04:37, 1.90s/it] 137/299 3.97G 0.02484 0.01366 0.0001929 89 640: 9%|▉ | 14/160 [00:31<04:37, 1.90s/it] 137/299 3.97G 0.02484 0.01366 0.0001929 89 640: 9%|▉ | 15/160 [00:31<04:22, 1.81s/it] 137/299 3.97G 0.02473 0.01357 0.0001875 51 640: 9%|▉ | 15/160 [00:31<04:22, 1.81s/it] 137/299 3.97G 0.02473 0.01357 0.0001875 51 640: 10%|█ | 16/160 [00:31<03:07, 1.30s/it] 137/299 3.97G 0.02487 0.01377 0.0001832 93 640: 10%|█ | 16/160 [00:31<03:07, 1.30s/it] 137/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s]
all 340 813 0.642 0.535 0.561 0.307
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 138/299 3.97G 0.02727 0.0122 0.0001207 67 640: 0%| | 0/160 [00:00<?, ?it/s] 138/299 3.97G 0.02727 0.0122 0.0001207 67 640: 1%| | 1/160 [00:00<00:22, 7.16it/s] 138/299 3.97G 0.02764 0.01289 0.000121 65 640: 1%| | 1/160 [00:00<00:22, 7.16it/s] 138/299 3.97G 0.02764 0.01289 0.000121 65 640: 1%|▏ | 2/160 [00:00<00:21, 7.51it/s] 138/299 3.97G 0.02648 0.01244 0.0001126 67 640: 1%|▏ | 2/160 [00:00<00:21, 7.51it/s] 138/299 3.97G 0.02648 0.01244 0.0001126 67 640: 2%|▏ | 3/160 [00:00<00:22, 7.12it/s] 138/299 3.97G 0.02682 0.01277 0.0003337 65 640: 2%|▏ | 3/160 [00:14<00:22, 7.12it/s] 138/299 3.97G 0.02682 0.01277 0.0003337 65 640: 2%|▎ | 4/160 [00:14<15:07, 5.82s/it] 138/299 3.97G 0.02627 0.01245 0.0002944 54 640: 2%|▎ | 4/160 [00:15<15:07, 5.82s/it] 138/299 3.97G 0.02627 0.01245 0.0002944 54 640: 3%|▎ | 5/160 [00:15<09:43, 3.76s/it] 138/299 3.97G 0.02568 0.01234 0.000262 50 640: 3%|▎ | 5/160 [00:15<09:43, 3.76s/it] 138/299 3.97G 0.02568 0.01234 0.000262 50 640: 4%|▍ | 6/160 [00:15<06:28, 2.52s/it] 138/299 3.97G 0.02546 0.01276 0.0002429 77 640: 4%|▍ | 6/160 [00:18<06:28, 2.52s/it] 138/299 3.97G 0.02546 0.01276 0.0002429 77 640: 4%|▍ | 7/160 [00:18<06:49, 2.67s/it] 138/299 3.97G 0.02542 0.01321 0.0002254 75 640: 4%|▍ | 7/160 [00:18<06:49, 2.67s/it] 138/299 3.97G 0.02542 0.01321 0.0002254 75 640: 5%|▌ | 8/160 [00:18<04:42, 1.86s/it] 138/299 3.97G 0.02528 0.01291 0.0002153 42 640: 5%|▌ | 8/160 [00:18<04:42, 1.86s/it] 138/299 3.97G 0.02528 0.01291 0.0002153 42 640: 6%|▌ | 9/160 [00:18<03:18, 1.31s/it] 138/299 3.97G 0.02499 0.01269 0.0003925 55 640: 6%|▌ | 9/160 [00:18<03:18, 1.31s/it] 138/299 3.97G 0.02499 0.01269 0.0003925 55 640: 6%|▋ | 10/160 [00:18<02:21, 1.06it/s] 138/299 3.97G 0.02517 0.01321 0.0003659 80 640: 6%|▋ | 10/160 [00:18<02:21, 1.06it/s] 138/299 3.97G 0.02517 0.01321 0.0003659 80 640: 7%|▋ | 11/160 [00:18<01:44, 1.43it/s] 138/299 3.97G 0.02504 0.01346 0.0003452 80 640: 7%|▋ | 11/160 [00:28<01:44, 1.43it/s] 138/299 3.97G 0.02504 0.01346 0.0003452 80 640: 8%|▊ | 12/160 [00:28<08:26, 3.42s/it] 138/299 3.97G 0.02481 0.0133 0.0003278 55 640: 8%|▊ | 12/160 [00:28<08:26, 3.42s/it] 138/299 3.97G 0.02481 0.0133 0.0003278 55 640: 8%|▊ | 13/160 [00:28<05:56, 2.42s/it] 138/299 3.97G 0.02496 0.01345 0.000314 76 640: 8%|▊ | 13/160 [00:28<05:56, 2.42s/it] 138/299 3.97G 0.02496 0.01345 0.000314 76 640: 9%|▉ | 14/160 [00:28<04:12, 1.73s/it] 138/299 3.97G 0.02483 0.01355 0.0003001 90 640: 9%|▉ | 14/160 [00:31<04:12, 1.73s/it] 138/299 3.97G 0.02483 0.01355 0.0003001 90 640: 9%|▉ | 15/160 [00:31<05:15, 2.18s/it] 138/299 3.97G 0.02511 0.01358 0.0002894 63 640: 9%|▉ | 15/160 [00:31<05:15, 2.18s/it] 138/299 3.97G 0.02511 0.01358 0.0002894 63 640: 10%|█ | 16/160 [00:31<03:44, 1.56s/it] 138/299 3.97G 0.02499 0.01353 0.0002889 59 640: 10%|█ | 16/160 [00:32<03:44, 1.56s/it] 138/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.51it/s]
all 340 813 0.58 0.588 0.558 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 139/299 3.97G 0.02562 0.01056 0.0001075 39 640: 0%| | 0/160 [00:00<?, ?it/s] 139/299 3.97G 0.02562 0.01056 0.0001075 39 640: 1%| | 1/160 [00:00<00:24, 6.47it/s] 139/299 3.97G 0.02511 0.01175 0.0001161 62 640: 1%| | 1/160 [00:00<00:24, 6.47it/s] 139/299 3.97G 0.02511 0.01175 0.0001161 62 640: 1%|▏ | 2/160 [00:00<00:23, 6.68it/s] 139/299 3.97G 0.02461 0.01273 0.000115 73 640: 1%|▏ | 2/160 [00:00<00:23, 6.68it/s] 139/299 3.97G 0.02461 0.01273 0.000115 73 640: 2%|▏ | 3/160 [00:00<00:27, 5.66it/s] 139/299 3.97G 0.02525 0.01247 0.0001546 62 640: 2%|▏ | 3/160 [00:11<00:27, 5.66it/s] 139/299 3.97G 0.02525 0.01247 0.0001546 62 640: 2%|▎ | 4/160 [00:11<11:59, 4.61s/it] 139/299 3.97G 0.02477 0.01236 0.000179 54 640: 2%|▎ | 4/160 [00:12<11:59, 4.61s/it] 139/299 3.97G 0.02477 0.01236 0.000179 54 640: 3%|▎ | 5/160 [00:12<07:45, 3.00s/it] 139/299 3.97G 0.02476 0.01301 0.0001768 79 640: 3%|▎ | 5/160 [00:12<07:45, 3.00s/it] 139/299 3.97G 0.02476 0.01301 0.0001768 79 640: 4%|▍ | 6/160 [00:12<05:13, 2.04s/it] 139/299 3.97G 0.02487 0.01302 0.0002042 71 640: 4%|▍ | 6/160 [00:17<05:13, 2.04s/it] 139/299 3.97G 0.02487 0.01302 0.0002042 71 640: 4%|▍ | 7/160 [00:17<08:14, 3.23s/it] 139/299 3.97G 0.02487 0.01316 0.0001929 79 640: 4%|▍ | 7/160 [00:18<08:14, 3.23s/it] 139/299 3.97G 0.02487 0.01316 0.0001929 79 640: 5%|▌ | 8/160 [00:18<05:40, 2.24s/it] 139/299 3.97G 0.02506 0.01342 0.0002379 64 640: 5%|▌ | 8/160 [00:18<05:40, 2.24s/it] 139/299 3.97G 0.02506 0.01342 0.0002379 64 640: 6%|▌ | 9/160 [00:18<03:57, 1.57s/it] 139/299 3.97G 0.0251 0.01362 0.0002259 70 640: 6%|▌ | 9/160 [00:18<03:57, 1.57s/it] 139/299 3.97G 0.0251 0.01362 0.0002259 70 640: 6%|▋ | 10/160 [00:18<02:48, 1.12s/it] 139/299 3.97G 0.02524 0.01386 0.0002143 74 640: 6%|▋ | 10/160 [00:18<02:48, 1.12s/it] 139/299 3.97G 0.02524 0.01386 0.0002143 74 640: 7%|▋ | 11/160 [00:18<02:02, 1.21it/s] 139/299 3.97G 0.02521 0.0135 0.0002082 49 640: 7%|▋ | 11/160 [00:26<02:02, 1.21it/s] 139/299 3.97G 0.02521 0.0135 0.0002082 49 640: 8%|▊ | 12/160 [00:26<07:10, 2.91s/it] 139/299 3.97G 0.025 0.01338 0.0001996 63 640: 8%|▊ | 12/160 [00:26<07:10, 2.91s/it] 139/299 3.97G 0.025 0.01338 0.0001996 63 640: 8%|▊ | 13/160 [00:26<05:03, 2.07s/it] 139/299 3.97G 0.02485 0.01316 0.0001925 52 640: 8%|▊ | 13/160 [00:26<05:03, 2.07s/it] 139/299 3.97G 0.02485 0.01316 0.0001925 52 640: 9%|▉ | 14/160 [00:26<03:35, 1.48s/it] 139/299 3.97G 0.02501 0.01317 0.0001857 71 640: 9%|▉ | 14/160 [00:31<03:35, 1.48s/it] 139/299 3.97G 0.02501 0.01317 0.0001857 71 640: 9%|▉ | 15/160 [00:31<06:10, 2.56s/it] 139/299 3.97G 0.02488 0.01323 0.0002244 70 640: 9%|▉ | 15/160 [00:31<06:10, 2.56s/it] 139/299 3.97G 0.02488 0.01323 0.0002244 70 640: 10%|█ | 16/160 [00:31<04:22, 1.82s/it] 139/299 3.97G 0.025 0.0132 0.0002167 53 640: 10%|█ | 16/160 [00:31<04:22, 1.82s/it] 139/299 3.97G 0.0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.50it/s]
all 340 813 0.582 0.553 0.547 0.291
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 140/299 3.97G 0.02191 0.01611 0.000293 82 640: 0%| | 0/160 [00:00<?, ?it/s] 140/299 3.97G 0.02191 0.01611 0.000293 82 640: 1%| | 1/160 [00:00<00:30, 5.22it/s] 140/299 3.97G 0.02512 0.01405 0.0001991 56 640: 1%| | 1/160 [00:00<00:30, 5.22it/s] 140/299 3.97G 0.02512 0.01405 0.0001991 56 640: 1%|▏ | 2/160 [00:00<00:25, 6.21it/s] 140/299 3.97G 0.02482 0.01397 0.0001671 63 640: 1%|▏ | 2/160 [00:00<00:25, 6.21it/s] 140/299 3.97G 0.02482 0.01397 0.0001671 63 640: 2%|▏ | 3/160 [00:00<00:29, 5.30it/s] 140/299 3.97G 0.02482 0.0143 0.0001561 70 640: 2%|▏ | 3/160 [00:10<00:29, 5.30it/s] 140/299 3.97G 0.02482 0.0143 0.0001561 70 640: 2%|▎ | 4/160 [00:10<10:56, 4.21s/it] 140/299 3.97G 0.02486 0.0146 0.000154 78 640: 2%|▎ | 4/160 [00:11<10:56, 4.21s/it] 140/299 3.97G 0.02486 0.0146 0.000154 78 640: 3%|▎ | 5/160 [00:11<07:06, 2.75s/it] 140/299 3.97G 0.02487 0.01475 0.0001439 71 640: 3%|▎ | 5/160 [00:11<07:06, 2.75s/it] 140/299 3.97G 0.02487 0.01475 0.0001439 71 640: 4%|▍ | 6/160 [00:11<04:46, 1.86s/it] 140/299 3.97G 0.02494 0.01445 0.0001389 69 640: 4%|▍ | 6/160 [00:17<04:46, 1.86s/it] 140/299 3.97G 0.02494 0.01445 0.0001389 69 640: 4%|▍ | 7/160 [00:17<08:35, 3.37s/it] 140/299 3.97G 0.02532 0.0143 0.0001384 67 640: 4%|▍ | 7/160 [00:17<08:35, 3.37s/it] 140/299 3.97G 0.02532 0.0143 0.0001384 67 640: 5%|▌ | 8/160 [00:17<05:54, 2.33s/it] 140/299 3.97G 0.02523 0.014 0.0001342 51 640: 5%|▌ | 8/160 [00:17<05:54, 2.33s/it] 140/299 3.97G 0.02523 0.014 0.0001342 51 640: 6%|▌ | 9/160 [00:17<04:07, 1.64s/it] 140/299 3.97G 0.0251 0.014 0.0001294 57 640: 6%|▌ | 9/160 [00:18<04:07, 1.64s/it] 140/299 3.97G 0.0251 0.014 0.0001294 57 640: 6%|▋ | 10/160 [00:18<02:55, 1.17s/it] 140/299 3.97G 0.02502 0.01382 0.0001288 70 640: 6%|▋ | 10/160 [00:18<02:55, 1.17s/it] 140/299 3.97G 0.02502 0.01382 0.0001288 70 640: 7%|▋ | 11/160 [00:18<02:07, 1.17it/s] 140/299 3.97G 0.02489 0.01343 0.000126 41 640: 7%|▋ | 11/160 [00:25<02:07, 1.17it/s] 140/299 3.97G 0.02489 0.01343 0.000126 41 640: 8%|▊ | 12/160 [00:25<07:03, 2.86s/it] 140/299 3.97G 0.02486 0.01347 0.0001293 76 640: 8%|▊ | 12/160 [00:25<07:03, 2.86s/it] 140/299 3.97G 0.02486 0.01347 0.0001293 76 640: 8%|▊ | 13/160 [00:25<04:59, 2.04s/it] 140/299 3.97G 0.02476 0.01332 0.0001264 45 640: 8%|▊ | 13/160 [00:25<04:59, 2.04s/it] 140/299 3.97G 0.02476 0.01332 0.0001264 45 640: 9%|▉ | 14/160 [00:25<03:32, 1.46s/it] 140/299 3.97G 0.02464 0.0134 0.0001253 74 640: 9%|▉ | 14/160 [00:31<03:32, 1.46s/it] 140/299 3.97G 0.02464 0.0134 0.0001253 74 640: 9%|▉ | 15/160 [00:31<06:13, 2.57s/it] 140/299 3.97G 0.02467 0.01334 0.000129 67 640: 9%|▉ | 15/160 [00:31<06:13, 2.57s/it] 140/299 3.97G 0.02467 0.01334 0.000129 67 640: 10%|█ | 16/160 [00:31<04:24, 1.84s/it] 140/299 3.97G 0.02485 0.01343 0.0001628 77 640: 10%|█ | 16/160 [00:31<04:24, 1.84s/it] 140/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 813 0.57 0.594 0.568 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 141/299 3.97G 0.02616 0.01306 0.0001039 65 640: 0%| | 0/160 [00:00<?, ?it/s] 141/299 3.97G 0.02616 0.01306 0.0001039 65 640: 1%| | 1/160 [00:00<00:22, 7.15it/s] 141/299 3.97G 0.02535 0.01079 0.0001021 36 640: 1%| | 1/160 [00:00<00:22, 7.15it/s] 141/299 3.97G 0.02535 0.01079 0.0001021 36 640: 1%|▏ | 2/160 [00:00<00:21, 7.52it/s] 141/299 3.97G 0.02605 0.01222 0.0001248 77 640: 1%|▏ | 2/160 [00:00<00:21, 7.52it/s] 141/299 3.97G 0.02605 0.01222 0.0001248 77 640: 2%|▏ | 3/160 [00:00<00:22, 7.10it/s] 141/299 3.97G 0.0256 0.01171 0.000149 47 640: 2%|▏ | 3/160 [00:15<00:22, 7.10it/s] 141/299 3.97G 0.0256 0.01171 0.000149 47 640: 2%|▎ | 4/160 [00:15<15:49, 6.09s/it] 141/299 3.97G 0.02525 0.01205 0.0001417 65 640: 2%|▎ | 4/160 [00:15<15:49, 6.09s/it] 141/299 3.97G 0.02525 0.01205 0.0001417 65 640: 3%|▎ | 5/160 [00:15<10:10, 3.94s/it] 141/299 3.97G 0.02499 0.01229 0.0001365 69 640: 3%|▎ | 5/160 [00:15<10:10, 3.94s/it] 141/299 3.97G 0.02499 0.01229 0.0001365 69 640: 4%|▍ | 6/160 [00:15<06:46, 2.64s/it] 141/299 3.97G 0.02528 0.01262 0.0001322 59 640: 4%|▍ | 6/160 [00:18<06:46, 2.64s/it] 141/299 3.97G 0.02528 0.01262 0.0001322 59 640: 4%|▍ | 7/160 [00:18<06:28, 2.54s/it] 141/299 3.97G 0.02526 0.01237 0.0001297 55 640: 4%|▍ | 7/160 [00:18<06:28, 2.54s/it] 141/299 3.97G 0.02526 0.01237 0.0001297 55 640: 5%|▌ | 8/160 [00:18<04:29, 1.77s/it] 141/299 3.97G 0.02518 0.0127 0.0001281 72 640: 5%|▌ | 8/160 [00:18<04:29, 1.77s/it] 141/299 3.97G 0.02518 0.0127 0.0001281 72 640: 6%|▌ | 9/160 [00:18<03:09, 1.25s/it] 141/299 3.97G 0.02491 0.01275 0.0001491 60 640: 6%|▌ | 9/160 [00:18<03:09, 1.25s/it] 141/299 3.97G 0.02491 0.01275 0.0001491 60 640: 6%|▋ | 10/160 [00:18<02:15, 1.11it/s] 141/299 3.97G 0.02526 0.01282 0.0002024 50 640: 6%|▋ | 10/160 [00:18<02:15, 1.11it/s] 141/299 3.97G 0.02526 0.01282 0.0002024 50 640: 7%|▋ | 11/160 [00:18<01:40, 1.49it/s] 141/299 3.97G 0.02513 0.01263 0.0001951 50 640: 7%|▋ | 11/160 [00:28<01:40, 1.49it/s] 141/299 3.97G 0.02513 0.01263 0.0001951 50 640: 8%|▊ | 12/160 [00:28<08:51, 3.59s/it] 141/299 3.97G 0.02495 0.01222 0.0001877 37 640: 8%|▊ | 12/160 [00:29<08:51, 3.59s/it] 141/299 3.97G 0.02495 0.01222 0.0001877 37 640: 8%|▊ | 13/160 [00:29<06:13, 2.54s/it] 141/299 3.97G 0.02501 0.01219 0.0001826 65 640: 8%|▊ | 13/160 [00:29<06:13, 2.54s/it] 141/299 3.97G 0.02501 0.01219 0.0001826 65 640: 9%|▉ | 14/160 [00:29<04:23, 1.81s/it] 141/299 3.97G 0.02489 0.01223 0.0001783 68 640: 9%|▉ | 14/160 [00:31<04:23, 1.81s/it] 141/299 3.97G 0.02489 0.01223 0.0001783 68 640: 9%|▉ | 15/160 [00:31<05:00, 2.07s/it] 141/299 3.97G 0.02476 0.01232 0.0001737 73 640: 9%|▉ | 15/160 [00:32<05:00, 2.07s/it] 141/299 3.97G 0.02476 0.01232 0.0001737 73 640: 10%|█ | 16/160 [00:32<03:34, 1.49s/it] 141/299 3.97G 0.02461 0.01229 0.0001692 56 640: 10%|█ | 16/160 [00:32<03:34, 1.49s/it] 141/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s]
all 340 813 0.612 0.591 0.585 0.322
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 142/299 3.97G 0.02558 0.01341 7.584e-05 73 640: 0%| | 0/160 [00:00<?, ?it/s] 142/299 3.97G 0.02558 0.01341 7.584e-05 73 640: 1%| | 1/160 [00:00<00:25, 6.35it/s] 142/299 3.97G 0.02696 0.01311 0.0001587 52 640: 1%| | 1/160 [00:00<00:25, 6.35it/s] 142/299 3.97G 0.02696 0.01311 0.0001587 52 640: 1%|▏ | 2/160 [00:00<00:26, 6.08it/s] 142/299 3.97G 0.02664 0.01336 0.0001393 57 640: 1%|▏ | 2/160 [00:00<00:26, 6.08it/s] 142/299 3.97G 0.02664 0.01336 0.0001393 57 640: 2%|▏ | 3/160 [00:00<00:30, 5.10it/s] 142/299 3.97G 0.02539 0.01346 0.0001528 64 640: 2%|▏ | 3/160 [00:13<00:30, 5.10it/s] 142/299 3.97G 0.02539 0.01346 0.0001528 64 640: 2%|▎ | 4/160 [00:13<13:38, 5.25s/it] 142/299 3.97G 0.02555 0.01358 0.0001418 61 640: 2%|▎ | 4/160 [00:13<13:38, 5.25s/it] 142/299 3.97G 0.02555 0.01358 0.0001418 61 640: 3%|▎ | 5/160 [00:13<08:48, 3.41s/it] 142/299 3.97G 0.02545 0.01408 0.0001409 83 640: 3%|▎ | 5/160 [00:13<08:48, 3.41s/it] 142/299 3.97G 0.02545 0.01408 0.0001409 83 640: 4%|▍ | 6/160 [00:13<05:54, 2.30s/it] 142/299 3.97G 0.02531 0.01411 0.0001339 75 640: 4%|▍ | 6/160 [00:18<05:54, 2.30s/it] 142/299 3.97G 0.02531 0.01411 0.0001339 75 640: 4%|▍ | 7/160 [00:18<08:00, 3.14s/it] 142/299 3.97G 0.02565 0.01471 0.0001341 98 640: 4%|▍ | 7/160 [00:18<08:00, 3.14s/it] 142/299 3.97G 0.02565 0.01471 0.0001341 98 640: 5%|▌ | 8/160 [00:18<05:31, 2.18s/it] 142/299 3.97G 0.02546 0.01463 0.0001292 61 640: 5%|▌ | 8/160 [00:18<05:31, 2.18s/it] 142/299 3.97G 0.02546 0.01463 0.0001292 61 640: 6%|▌ | 9/160 [00:18<03:51, 1.54s/it] 142/299 3.97G 0.02532 0.01445 0.0001253 55 640: 6%|▌ | 9/160 [00:19<03:51, 1.54s/it] 142/299 3.97G 0.02532 0.01445 0.0001253 55 640: 6%|▋ | 10/160 [00:19<02:44, 1.10s/it] 142/299 3.97G 0.02537 0.01428 0.0001233 50 640: 6%|▋ | 10/160 [00:19<02:44, 1.10s/it] 142/299 3.97G 0.02537 0.01428 0.0001233 50 640: 7%|▋ | 11/160 [00:19<02:00, 1.24it/s] 142/299 3.97G 0.02525 0.01406 0.0001192 67 640: 7%|▋ | 11/160 [00:27<02:00, 1.24it/s] 142/299 3.97G 0.02525 0.01406 0.0001192 67 640: 8%|▊ | 12/160 [00:27<07:48, 3.17s/it] 142/299 3.97G 0.02532 0.01414 0.0001179 69 640: 8%|▊ | 12/160 [00:27<07:48, 3.17s/it] 142/299 3.97G 0.02532 0.01414 0.0001179 69 640: 8%|▊ | 13/160 [00:27<05:30, 2.25s/it] 142/299 3.97G 0.02527 0.01395 0.0001224 51 640: 8%|▊ | 13/160 [00:28<05:30, 2.25s/it] 142/299 3.97G 0.02527 0.01395 0.0001224 51 640: 9%|▉ | 14/160 [00:28<03:54, 1.60s/it] 142/299 3.97G 0.02527 0.01395 0.0001194 67 640: 9%|▉ | 14/160 [00:32<03:54, 1.60s/it] 142/299 3.97G 0.02527 0.01395 0.0001194 67 640: 9%|▉ | 15/160 [00:32<05:52, 2.43s/it] 142/299 3.97G 0.02533 0.01392 0.0001183 71 640: 9%|▉ | 15/160 [00:32<05:52, 2.43s/it] 142/299 3.97G 0.02533 0.01392 0.0001183 71 640: 10%|█ | 16/160 [00:32<04:10, 1.74s/it] 142/299 3.97G 0.0253 0.01384 0.0001177 65 640: 10%|█ | 16/160 [00:32<04:10, 1.74s/it] 142/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s]
all 340 813 0.611 0.575 0.565 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 143/299 3.97G 0.02395 0.01336 0.0001893 67 640: 0%| | 0/160 [00:00<?, ?it/s] 143/299 3.97G 0.02395 0.01336 0.0001893 67 640: 1%| | 1/160 [00:00<00:27, 5.84it/s] 143/299 3.97G 0.02547 0.01489 0.0001708 75 640: 1%| | 1/160 [00:00<00:27, 5.84it/s] 143/299 3.97G 0.02547 0.01489 0.0001708 75 640: 1%|▏ | 2/160 [00:00<00:25, 6.25it/s] 143/299 3.97G 0.02649 0.01565 0.0001556 90 640: 1%|▏ | 2/160 [00:00<00:25, 6.25it/s] 143/299 3.97G 0.02649 0.01565 0.0001556 90 640: 2%|▏ | 3/160 [00:00<00:27, 5.66it/s] 143/299 3.97G 0.02615 0.01421 0.0001473 45 640: 2%|▏ | 3/160 [00:11<00:27, 5.66it/s] 143/299 3.97G 0.02615 0.01421 0.0001473 45 640: 2%|▎ | 4/160 [00:12<12:04, 4.65s/it] 143/299 3.97G 0.02587 0.01388 0.0001407 58 640: 2%|▎ | 4/160 [00:12<12:04, 4.65s/it] 143/299 3.97G 0.02587 0.01388 0.0001407 58 640: 3%|▎ | 5/160 [00:12<07:48, 3.02s/it] 143/299 3.97G 0.026 0.01373 0.0001421 61 640: 3%|▎ | 5/160 [00:12<07:48, 3.02s/it] 143/299 3.97G 0.026 0.01373 0.0001421 61 640: 4%|▍ | 6/160 [00:12<05:15, 2.05s/it] 143/299 3.97G 0.02559 0.01321 0.0001401 58 640: 4%|▍ | 6/160 [00:18<05:15, 2.05s/it] 143/299 3.97G 0.02559 0.01321 0.0001401 58 640: 4%|▍ | 7/160 [00:18<08:22, 3.28s/it] 143/299 3.97G 0.02564 0.01287 0.0001348 47 640: 4%|▍ | 7/160 [00:18<08:22, 3.28s/it] 143/299 3.97G 0.02564 0.01287 0.0001348 47 640: 5%|▌ | 8/160 [00:18<05:46, 2.28s/it] 143/299 3.97G 0.02597 0.01328 0.0001314 80 640: 5%|▌ | 8/160 [00:18<05:46, 2.28s/it] 143/299 3.97G 0.02597 0.01328 0.0001314 80 640: 6%|▌ | 9/160 [00:18<04:02, 1.60s/it] 143/299 3.97G 0.02601 0.01362 0.0001384 93 640: 6%|▌ | 9/160 [00:18<04:02, 1.60s/it] 143/299 3.97G 0.02601 0.01362 0.0001384 93 640: 6%|▋ | 10/160 [00:18<02:51, 1.14s/it] 143/299 3.97G 0.02555 0.01336 0.0001347 45 640: 6%|▋ | 10/160 [00:18<02:51, 1.14s/it] 143/299 3.97G 0.02555 0.01336 0.0001347 45 640: 7%|▋ | 11/160 [00:18<02:04, 1.19it/s] 143/299 3.97G 0.02527 0.0132 0.0001318 62 640: 7%|▋ | 11/160 [00:26<02:04, 1.19it/s] 143/299 3.97G 0.02527 0.0132 0.0001318 62 640: 8%|▊ | 12/160 [00:26<06:58, 2.83s/it] 143/299 3.97G 0.0251 0.01316 0.0001454 65 640: 8%|▊ | 12/160 [00:26<06:58, 2.83s/it] 143/299 3.97G 0.0251 0.01316 0.0001454 65 640: 8%|▊ | 13/160 [00:26<04:55, 2.01s/it] 143/299 3.97G 0.02493 0.01303 0.0001415 75 640: 8%|▊ | 13/160 [00:26<04:55, 2.01s/it] 143/299 3.97G 0.02493 0.01303 0.0001415 75 640: 9%|▉ | 14/160 [00:26<03:29, 1.44s/it] 143/299 3.97G 0.02481 0.01286 0.00014 54 640: 9%|▉ | 14/160 [00:31<03:29, 1.44s/it] 143/299 3.97G 0.02481 0.01286 0.00014 54 640: 9%|▉ | 15/160 [00:31<06:05, 2.52s/it] 143/299 3.97G 0.02498 0.01276 0.000138 54 640: 9%|▉ | 15/160 [00:31<06:05, 2.52s/it] 143/299 3.97G 0.02498 0.01276 0.000138 54 640: 10%|█ | 16/160 [00:31<04:18, 1.80s/it] 143/299 3.97G 0.02521 0.01285 0.0001427 55 640: 10%|█ | 16/160 [00:31<04:18, 1.80s/it] 143/299 3.97G 0.025
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.04it/s]
all 340 813 0.585 0.567 0.554 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 144/299 3.97G 0.0261 0.01024 0.0002028 53 640: 0%| | 0/160 [00:00<?, ?it/s] 144/299 3.97G 0.0261 0.01024 0.0002028 53 640: 1%| | 1/160 [00:00<00:24, 6.48it/s] 144/299 3.97G 0.02564 0.01142 0.000155 62 640: 1%| | 1/160 [00:00<00:24, 6.48it/s] 144/299 3.97G 0.02564 0.01142 0.000155 62 640: 1%|▏ | 2/160 [00:00<00:25, 6.16it/s] 144/299 3.97G 0.02506 0.01245 0.0001352 72 640: 1%|▏ | 2/160 [00:00<00:25, 6.16it/s] 144/299 3.97G 0.02506 0.01245 0.0001352 72 640: 2%|▏ | 3/160 [00:00<00:34, 4.61it/s] 144/299 3.97G 0.02489 0.01315 0.0001782 86 640: 2%|▏ | 3/160 [00:12<00:34, 4.61it/s] 144/299 3.97G 0.02489 0.01315 0.0001782 86 640: 2%|▎ | 4/160 [00:12<12:31, 4.81s/it] 144/299 3.97G 0.02464 0.0133 0.0001617 65 640: 2%|▎ | 4/160 [00:12<12:31, 4.81s/it] 144/299 3.97G 0.02464 0.0133 0.0001617 65 640: 3%|▎ | 5/160 [00:12<08:05, 3.13s/it] 144/299 3.97G 0.0245 0.01323 0.0002222 71 640: 3%|▎ | 5/160 [00:12<08:05, 3.13s/it] 144/299 3.97G 0.0245 0.01323 0.0002222 71 640: 4%|▍ | 6/160 [00:12<05:27, 2.13s/it] 144/299 3.97G 0.02403 0.0126 0.0002066 40 640: 4%|▍ | 6/160 [00:17<05:27, 2.13s/it] 144/299 3.97G 0.02403 0.0126 0.0002066 40 640: 4%|▍ | 7/160 [00:17<07:45, 3.05s/it] 144/299 3.97G 0.02376 0.01281 0.0001924 75 640: 4%|▍ | 7/160 [00:17<07:45, 3.05s/it] 144/299 3.97G 0.02376 0.01281 0.0001924 75 640: 5%|▌ | 8/160 [00:17<05:21, 2.12s/it] 144/299 3.97G 0.02397 0.01286 0.0001837 67 640: 5%|▌ | 8/160 [00:17<05:21, 2.12s/it] 144/299 3.97G 0.02397 0.01286 0.0001837 67 640: 6%|▌ | 9/160 [00:17<03:45, 1.49s/it] 144/299 3.97G 0.02389 0.013 0.0001749 89 640: 6%|▌ | 9/160 [00:18<03:45, 1.49s/it] 144/299 3.97G 0.02389 0.013 0.0001749 89 640: 6%|▋ | 10/160 [00:18<02:40, 1.07s/it] 144/299 3.97G 0.02404 0.01282 0.0001704 60 640: 6%|▋ | 10/160 [00:18<02:40, 1.07s/it] 144/299 3.97G 0.02404 0.01282 0.0001704 60 640: 7%|▋ | 11/160 [00:18<01:56, 1.27it/s] 144/299 3.97G 0.02396 0.01282 0.0001859 52 640: 7%|▋ | 11/160 [00:26<01:56, 1.27it/s] 144/299 3.97G 0.02396 0.01282 0.0001859 52 640: 8%|▊ | 12/160 [00:26<07:53, 3.20s/it] 144/299 3.97G 0.02411 0.01274 0.0001814 58 640: 8%|▊ | 12/160 [00:27<07:53, 3.20s/it] 144/299 3.97G 0.02411 0.01274 0.0001814 58 640: 8%|▊ | 13/160 [00:27<05:33, 2.27s/it] 144/299 3.97G 0.0239 0.01276 0.0001749 61 640: 8%|▊ | 13/160 [00:27<05:33, 2.27s/it] 144/299 3.97G 0.0239 0.01276 0.0001749 61 640: 9%|▉ | 14/160 [00:27<03:56, 1.62s/it] 144/299 3.97G 0.02394 0.01292 0.0001707 81 640: 9%|▉ | 14/160 [00:30<03:56, 1.62s/it] 144/299 3.97G 0.02394 0.01292 0.0001707 81 640: 9%|▉ | 15/160 [00:30<05:28, 2.26s/it] 144/299 3.97G 0.02402 0.01283 0.000175 65 640: 9%|▉ | 15/160 [00:31<05:28, 2.26s/it] 144/299 3.97G 0.02402 0.01283 0.000175 65 640: 10%|█ | 16/160 [00:31<03:53, 1.62s/it] 144/299 3.97G 0.02407 0.01284 0.0001709 75 640: 10%|█ | 16/160 [00:31<03:53, 1.62s/it] 144/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s]
all 340 813 0.593 0.57 0.56 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 145/299 3.97G 0.0233 0.009576 0.0001311 56 640: 0%| | 0/160 [00:00<?, ?it/s] 145/299 3.97G 0.0233 0.009576 0.0001311 56 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 145/299 3.97G 0.02476 0.01074 0.0001626 59 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 145/299 3.97G 0.02476 0.01074 0.0001626 59 640: 1%|▏ | 2/160 [00:00<00:47, 3.35it/s] 145/299 3.97G 0.02423 0.0109 0.000136 53 640: 1%|▏ | 2/160 [00:00<00:47, 3.35it/s] 145/299 3.97G 0.02423 0.0109 0.000136 53 640: 2%|▏ | 3/160 [00:00<00:39, 3.95it/s] 145/299 3.97G 0.024 0.01132 0.0001284 67 640: 2%|▏ | 3/160 [00:15<00:39, 3.95it/s] 145/299 3.97G 0.024 0.01132 0.0001284 67 640: 2%|▎ | 4/160 [00:15<15:52, 6.10s/it] 145/299 3.97G 0.02372 0.01212 0.0001225 82 640: 2%|▎ | 4/160 [00:15<15:52, 6.10s/it] 145/299 3.97G 0.02372 0.01212 0.0001225 82 640: 3%|▎ | 5/160 [00:15<10:11, 3.95s/it] 145/299 3.97G 0.0235 0.012 0.0001173 49 640: 3%|▎ | 5/160 [00:16<10:11, 3.95s/it] 145/299 3.97G 0.0235 0.012 0.0001173 49 640: 4%|▍ | 6/160 [00:16<06:47, 2.64s/it] 145/299 3.97G 0.0237 0.01235 0.000123 74 640: 4%|▍ | 6/160 [00:18<06:47, 2.64s/it] 145/299 3.97G 0.0237 0.01235 0.000123 74 640: 4%|▍ | 7/160 [00:18<06:18, 2.47s/it] 145/299 3.97G 0.02358 0.0123 0.0001201 53 640: 4%|▍ | 7/160 [00:18<06:18, 2.47s/it] 145/299 3.97G 0.02358 0.0123 0.0001201 53 640: 5%|▌ | 8/160 [00:18<04:22, 1.73s/it] 145/299 3.97G 0.02354 0.0122 0.0001168 58 640: 5%|▌ | 8/160 [00:18<04:22, 1.73s/it] 145/299 3.97G 0.02354 0.0122 0.0001168 58 640: 6%|▌ | 9/160 [00:18<03:04, 1.22s/it] 145/299 3.97G 0.02385 0.01239 0.0001156 68 640: 6%|▌ | 9/160 [00:18<03:04, 1.22s/it] 145/299 3.97G 0.02385 0.01239 0.0001156 68 640: 6%|▋ | 10/160 [00:18<02:12, 1.13it/s] 145/299 3.97G 0.0239 0.01221 0.0001178 54 640: 6%|▋ | 10/160 [00:18<02:12, 1.13it/s] 145/299 3.97G 0.0239 0.01221 0.0001178 54 640: 7%|▋ | 11/160 [00:18<01:37, 1.52it/s] 145/299 3.97G 0.02366 0.0123 0.0001197 78 640: 7%|▋ | 11/160 [00:29<01:37, 1.52it/s] 145/299 3.97G 0.02366 0.0123 0.0001197 78 640: 8%|▊ | 12/160 [00:29<09:07, 3.70s/it] 145/299 3.97G 0.02342 0.01239 0.0001221 85 640: 8%|▊ | 12/160 [00:29<09:07, 3.70s/it] 145/299 3.97G 0.02342 0.01239 0.0001221 85 640: 8%|▊ | 13/160 [00:29<06:25, 2.62s/it] 145/299 3.97G 0.02378 0.01227 0.0001271 45 640: 8%|▊ | 13/160 [00:29<06:25, 2.62s/it] 145/299 3.97G 0.02378 0.01227 0.0001271 45 640: 9%|▉ | 14/160 [00:29<04:32, 1.87s/it] 145/299 3.97G 0.02376 0.01237 0.000129 71 640: 9%|▉ | 14/160 [00:31<04:32, 1.87s/it] 145/299 3.97G 0.02376 0.01237 0.000129 71 640: 9%|▉ | 15/160 [00:31<04:27, 1.84s/it] 145/299 3.97G 0.02381 0.01266 0.0001293 86 640: 9%|▉ | 15/160 [00:31<04:27, 1.84s/it] 145/299 3.97G 0.02381 0.01266 0.0001293 86 640: 10%|█ | 16/160 [00:31<03:11, 1.33s/it] 145/299 3.97G 0.02377 0.01255 0.000134 53 640: 10%|█ | 16/160 [00:31<03:11, 1.33s/it] 145/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s]
all 340 813 0.615 0.57 0.56 0.297
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 146/299 3.97G 0.02206 0.009299 8.105e-05 42 640: 0%| | 0/160 [00:00<?, ?it/s] 146/299 3.97G 0.02206 0.009299 8.105e-05 42 640: 1%| | 1/160 [00:00<00:28, 5.63it/s] 146/299 3.97G 0.02259 0.00971 9.272e-05 51 640: 1%| | 1/160 [00:00<00:28, 5.63it/s] 146/299 3.97G 0.02259 0.00971 9.272e-05 51 640: 1%|▏ | 2/160 [00:00<00:28, 5.63it/s] 146/299 3.97G 0.02291 0.01072 0.0001204 68 640: 1%|▏ | 2/160 [00:00<00:28, 5.63it/s] 146/299 3.97G 0.02291 0.01072 0.0001204 68 640: 2%|▏ | 3/160 [00:00<00:28, 5.47it/s] 146/299 3.97G 0.023 0.01096 0.0001143 59 640: 2%|▏ | 3/160 [00:12<00:28, 5.47it/s] 146/299 3.97G 0.023 0.01096 0.0001143 59 640: 2%|▎ | 4/160 [00:12<13:02, 5.02s/it] 146/299 3.97G 0.02343 0.01169 0.0001256 80 640: 2%|▎ | 4/160 [00:13<13:02, 5.02s/it] 146/299 3.97G 0.02343 0.01169 0.0001256 80 640: 3%|▎ | 5/160 [00:13<08:25, 3.26s/it] 146/299 3.97G 0.02347 0.01161 0.0001216 59 640: 3%|▎ | 5/160 [00:13<08:25, 3.26s/it] 146/299 3.97G 0.02347 0.01161 0.0001216 59 640: 4%|▍ | 6/160 [00:13<05:39, 2.21s/it] 146/299 3.97G 0.02317 0.01198 0.0001174 71 640: 4%|▍ | 6/160 [00:17<05:39, 2.21s/it] 146/299 3.97G 0.02317 0.01198 0.0001174 71 640: 4%|▍ | 7/160 [00:17<07:39, 3.00s/it] 146/299 3.97G 0.02351 0.01187 0.0001152 52 640: 4%|▍ | 7/160 [00:18<07:39, 3.00s/it] 146/299 3.97G 0.02351 0.01187 0.0001152 52 640: 5%|▌ | 8/160 [00:18<05:17, 2.09s/it] 146/299 3.97G 0.02384 0.01242 0.0001131 102 640: 5%|▌ | 8/160 [00:18<05:17, 2.09s/it] 146/299 3.97G 0.02384 0.01242 0.0001131 102 640: 6%|▌ | 9/160 [00:18<03:42, 1.47s/it] 146/299 3.97G 0.02405 0.01266 0.0001112 82 640: 6%|▌ | 9/160 [00:18<03:42, 1.47s/it] 146/299 3.97G 0.02405 0.01266 0.0001112 82 640: 6%|▋ | 10/160 [00:18<02:38, 1.05s/it] 146/299 3.97G 0.02456 0.01275 0.0001101 71 640: 6%|▋ | 10/160 [00:18<02:38, 1.05s/it] 146/299 3.97G 0.02456 0.01275 0.0001101 71 640: 7%|▋ | 11/160 [00:18<01:55, 1.29it/s] 146/299 3.97G 0.02478 0.01294 0.0001496 73 640: 7%|▋ | 11/160 [00:27<01:55, 1.29it/s] 146/299 3.97G 0.02478 0.01294 0.0001496 73 640: 8%|▊ | 12/160 [00:27<07:52, 3.20s/it] 146/299 3.97G 0.02491 0.01316 0.0001528 82 640: 8%|▊ | 12/160 [00:27<07:52, 3.20s/it] 146/299 3.97G 0.02491 0.01316 0.0001528 82 640: 8%|▊ | 13/160 [00:27<05:33, 2.27s/it] 146/299 3.97G 0.02481 0.01311 0.0001498 61 640: 8%|▊ | 13/160 [00:27<05:33, 2.27s/it] 146/299 3.97G 0.02481 0.01311 0.0001498 61 640: 9%|▉ | 14/160 [00:27<03:56, 1.62s/it] 146/299 3.97G 0.02467 0.01321 0.0001458 71 640: 9%|▉ | 14/160 [00:31<03:56, 1.62s/it] 146/299 3.97G 0.02467 0.01321 0.0001458 71 640: 9%|▉ | 15/160 [00:31<05:34, 2.31s/it] 146/299 3.97G 0.0245 0.01305 0.0001471 52 640: 9%|▉ | 15/160 [00:31<05:34, 2.31s/it] 146/299 3.97G 0.0245 0.01305 0.0001471 52 640: 10%|█ | 16/160 [00:31<03:58, 1.65s/it] 146/299 3.97G 0.02459 0.01304 0.0001665 60 640: 10%|█ | 16/160 [00:31<03:58, 1.65s/it] 146/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s]
all 340 813 0.574 0.575 0.557 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 147/299 3.97G 0.0235 0.01421 0.0001203 76 640: 0%| | 0/160 [00:00<?, ?it/s] 147/299 3.97G 0.0235 0.01421 0.0001203 76 640: 1%| | 1/160 [00:00<00:28, 5.66it/s] 147/299 3.97G 0.02685 0.01284 0.0001124 52 640: 1%| | 1/160 [00:00<00:28, 5.66it/s] 147/299 3.97G 0.02685 0.01284 0.0001124 52 640: 1%|▏ | 2/160 [00:00<00:25, 6.08it/s] 147/299 3.97G 0.02569 0.01252 0.000105 59 640: 1%|▏ | 2/160 [00:00<00:25, 6.08it/s] 147/299 3.97G 0.02569 0.01252 0.000105 59 640: 2%|▏ | 3/160 [00:00<00:25, 6.10it/s] 147/299 3.97G 0.02518 0.01224 0.0001125 66 640: 2%|▏ | 3/160 [00:16<00:25, 6.10it/s] 147/299 3.97G 0.02518 0.01224 0.0001125 66 640: 2%|▎ | 4/160 [00:16<16:10, 6.22s/it] 147/299 3.97G 0.02512 0.01177 0.000137 52 640: 2%|▎ | 4/160 [00:16<16:10, 6.22s/it] 147/299 3.97G 0.02512 0.01177 0.000137 52 640: 3%|▎ | 5/160 [00:16<10:23, 4.02s/it] 147/299 3.97G 0.0254 0.01164 0.0001304 67 640: 3%|▎ | 5/160 [00:16<10:23, 4.02s/it] 147/299 3.97G 0.0254 0.01164 0.0001304 67 640: 4%|▍ | 6/160 [00:16<06:54, 2.69s/it] 147/299 3.97G 0.02497 0.01143 0.0001298 49 640: 4%|▍ | 6/160 [00:17<06:54, 2.69s/it] 147/299 3.97G 0.02497 0.01143 0.0001298 49 640: 4%|▍ | 7/160 [00:17<05:20, 2.10s/it] 147/299 3.97G 0.02479 0.01109 0.0001271 45 640: 4%|▍ | 7/160 [00:17<05:20, 2.10s/it] 147/299 3.97G 0.02479 0.01109 0.0001271 45 640: 5%|▌ | 8/160 [00:17<03:42, 1.47s/it] 147/299 3.97G 0.02485 0.01116 0.0002397 60 640: 5%|▌ | 8/160 [00:17<03:42, 1.47s/it] 147/299 3.97G 0.02485 0.01116 0.0002397 60 640: 6%|▌ | 9/160 [00:17<02:37, 1.04s/it] 147/299 3.97G 0.02503 0.01126 0.0002265 60 640: 6%|▌ | 9/160 [00:17<02:37, 1.04s/it] 147/299 3.97G 0.02503 0.01126 0.0002265 60 640: 6%|▋ | 10/160 [00:17<01:53, 1.32it/s] 147/299 3.97G 0.02491 0.01147 0.0002209 76 640: 6%|▋ | 10/160 [00:17<01:53, 1.32it/s] 147/299 3.97G 0.02491 0.01147 0.0002209 76 640: 7%|▋ | 11/160 [00:17<01:24, 1.75it/s] 147/299 3.97G 0.02501 0.01149 0.0002944 64 640: 7%|▋ | 11/160 [00:28<01:24, 1.75it/s] 147/299 3.97G 0.02501 0.01149 0.0002944 64 640: 8%|▊ | 12/160 [00:28<09:29, 3.85s/it] 147/299 3.97G 0.02489 0.0115 0.0002906 66 640: 8%|▊ | 12/160 [00:29<09:29, 3.85s/it] 147/299 3.97G 0.02489 0.0115 0.0002906 66 640: 8%|▊ | 13/160 [00:29<06:40, 2.73s/it] 147/299 3.97G 0.02506 0.0119 0.0002847 82 640: 8%|▊ | 13/160 [00:29<06:40, 2.73s/it] 147/299 3.97G 0.02506 0.0119 0.0002847 82 640: 9%|▉ | 14/160 [00:29<04:42, 1.94s/it] 147/299 3.97G 0.02499 0.01206 0.0002741 78 640: 9%|▉ | 14/160 [00:30<04:42, 1.94s/it] 147/299 3.97G 0.02499 0.01206 0.0002741 78 640: 9%|▉ | 15/160 [00:30<04:08, 1.71s/it] 147/299 3.97G 0.02501 0.01213 0.0002659 54 640: 9%|▉ | 15/160 [00:30<04:08, 1.71s/it] 147/299 3.97G 0.02501 0.01213 0.0002659 54 640: 10%|█ | 16/160 [00:30<02:57, 1.23s/it] 147/299 3.97G 0.02488 0.01219 0.0002657 70 640: 10%|█ | 16/160 [00:30<02:57, 1.23s/it] 147/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.19it/s]
all 340 813 0.543 0.589 0.545 0.295
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 148/299 3.97G 0.0222 0.01263 0.0001157 53 640: 0%| | 0/160 [00:00<?, ?it/s] 148/299 3.97G 0.0222 0.01263 0.0001157 53 640: 1%| | 1/160 [00:00<00:24, 6.43it/s] 148/299 3.97G 0.02443 0.01504 0.0001268 95 640: 1%| | 1/160 [00:00<00:24, 6.43it/s] 148/299 3.97G 0.02443 0.01504 0.0001268 95 640: 1%|▏ | 2/160 [00:00<00:21, 7.35it/s] 148/299 3.97G 0.02384 0.01279 0.0001241 36 640: 1%|▏ | 2/160 [00:00<00:21, 7.35it/s] 148/299 3.97G 0.02384 0.01279 0.0001241 36 640: 2%|▏ | 3/160 [00:00<00:37, 4.17it/s] 148/299 3.97G 0.02352 0.01262 0.0001138 63 640: 2%|▏ | 3/160 [00:16<00:37, 4.17it/s] 148/299 3.97G 0.02352 0.01262 0.0001138 63 640: 2%|▎ | 4/160 [00:16<17:03, 6.56s/it] 148/299 3.97G 0.02359 0.01309 0.0001135 95 640: 2%|▎ | 4/160 [00:17<17:03, 6.56s/it] 148/299 3.97G 0.02359 0.01309 0.0001135 95 640: 3%|▎ | 5/160 [00:17<10:57, 4.24s/it] 148/299 3.97G 0.02383 0.01265 0.0002055 57 640: 3%|▎ | 5/160 [00:17<10:57, 4.24s/it] 148/299 3.97G 0.02383 0.01265 0.0002055 57 640: 4%|▍ | 6/160 [00:17<07:17, 2.84s/it] 148/299 3.97G 0.02413 0.01302 0.0001909 74 640: 4%|▍ | 6/160 [00:18<07:17, 2.84s/it] 148/299 3.97G 0.02413 0.01302 0.0001909 74 640: 4%|▍ | 7/160 [00:18<05:44, 2.25s/it] 148/299 3.97G 0.02398 0.01294 0.0001854 65 640: 4%|▍ | 7/160 [00:18<05:44, 2.25s/it] 148/299 3.97G 0.02398 0.01294 0.0001854 65 640: 5%|▌ | 8/160 [00:18<03:58, 1.57s/it] 148/299 3.97G 0.02397 0.01308 0.0001902 67 640: 5%|▌ | 8/160 [00:18<03:58, 1.57s/it] 148/299 3.97G 0.02397 0.01308 0.0001902 67 640: 6%|▌ | 9/160 [00:18<02:48, 1.11s/it] 148/299 3.97G 0.02384 0.01284 0.0001812 59 640: 6%|▌ | 9/160 [00:18<02:48, 1.11s/it] 148/299 3.97G 0.02384 0.01284 0.0001812 59 640: 6%|▋ | 10/160 [00:18<02:00, 1.24it/s] 148/299 3.97G 0.02366 0.01282 0.0001737 67 640: 6%|▋ | 10/160 [00:18<02:00, 1.24it/s] 148/299 3.97G 0.02366 0.01282 0.0001737 67 640: 7%|▋ | 11/160 [00:18<01:29, 1.66it/s] 148/299 3.97G 0.02363 0.01261 0.0001673 54 640: 7%|▋ | 11/160 [00:30<01:29, 1.66it/s] 148/299 3.97G 0.02363 0.01261 0.0001673 54 640: 8%|▊ | 12/160 [00:30<09:55, 4.02s/it] 148/299 3.97G 0.02352 0.01267 0.0001781 67 640: 8%|▊ | 12/160 [00:30<09:55, 4.02s/it] 148/299 3.97G 0.02352 0.01267 0.0001781 67 640: 8%|▊ | 13/160 [00:30<06:57, 2.84s/it] 148/299 3.97G 0.02356 0.01283 0.0001727 78 640: 8%|▊ | 13/160 [00:30<06:57, 2.84s/it] 148/299 3.97G 0.02356 0.01283 0.0001727 78 640: 9%|▉ | 14/160 [00:30<04:54, 2.02s/it] 148/299 3.97G 0.02384 0.01273 0.0001954 62 640: 9%|▉ | 14/160 [00:31<04:54, 2.02s/it] 148/299 3.97G 0.02384 0.01273 0.0001954 62 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 148/299 3.97G 0.02392 0.01265 0.0001901 55 640: 9%|▉ | 15/160 [00:31<03:59, 1.65s/it] 148/299 3.97G 0.02392 0.01265 0.0001901 55 640: 10%|█ | 16/160 [00:31<02:51, 1.19s/it] 148/299 3.97G 0.02405 0.01276 0.0001848 79 640: 10%|█ | 16/160 [00:31<02:51, 1.19s/it] 148/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 7.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s]
all 340 811 0.598 0.551 0.547 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 149/299 3.97G 0.02505 0.01293 0.0001125 68 640: 0%| | 0/160 [00:00<?, ?it/s] 149/299 3.97G 0.02505 0.01293 0.0001125 68 640: 1%| | 1/160 [00:00<00:23, 6.74it/s] 149/299 3.97G 0.02604 0.01316 0.0001277 64 640: 1%| | 1/160 [00:00<00:23, 6.74it/s] 149/299 3.97G 0.02604 0.01316 0.0001277 64 640: 1%|▏ | 2/160 [00:00<00:20, 7.66it/s] 149/299 3.97G 0.02535 0.01232 0.0001131 57 640: 1%|▏ | 2/160 [00:00<00:20, 7.66it/s] 149/299 3.97G 0.02535 0.01232 0.0001131 57 640: 2%|▏ | 3/160 [00:00<00:21, 7.26it/s] 149/299 3.97G 0.025 0.01213 0.0001242 60 640: 2%|▏ | 3/160 [00:17<00:21, 7.26it/s] 149/299 3.97G 0.025 0.01213 0.0001242 60 640: 2%|▎ | 4/160 [00:17<17:16, 6.65s/it] 149/299 3.97G 0.02436 0.01097 0.0001242 34 640: 2%|▎ | 4/160 [00:17<17:16, 6.65s/it] 149/299 3.97G 0.02436 0.01097 0.0001242 34 640: 3%|▎ | 5/160 [00:17<11:06, 4.30s/it] 149/299 3.97G 0.02455 0.01131 0.0001284 55 640: 3%|▎ | 5/160 [00:17<11:06, 4.30s/it] 149/299 3.97G 0.02455 0.01131 0.0001284 55 640: 4%|▍ | 6/160 [00:17<07:23, 2.88s/it] 149/299 3.97G 0.02435 0.0115 0.0001249 74 640: 4%|▍ | 6/160 [00:17<07:23, 2.88s/it] 149/299 3.97G 0.02435 0.0115 0.0001249 74 640: 4%|▍ | 7/160 [00:17<05:03, 1.98s/it] 149/299 3.97G 0.02415 0.01132 0.0001205 54 640: 4%|▍ | 7/160 [00:17<05:03, 1.98s/it] 149/299 3.97G 0.02415 0.01132 0.0001205 54 640: 5%|▌ | 8/160 [00:17<03:31, 1.39s/it] 149/299 3.97G 0.02404 0.01145 0.0001187 66 640: 5%|▌ | 8/160 [00:17<03:31, 1.39s/it] 149/299 3.97G 0.02404 0.01145 0.0001187 66 640: 6%|▌ | 9/160 [00:17<02:29, 1.01it/s] 149/299 3.97G 0.02425 0.01165 0.0001381 74 640: 6%|▌ | 9/160 [00:17<02:29, 1.01it/s] 149/299 3.97G 0.02425 0.01165 0.0001381 74 640: 6%|▋ | 10/160 [00:17<01:48, 1.39it/s] 149/299 3.97G 0.02434 0.01167 0.0001382 64 640: 6%|▋ | 10/160 [00:18<01:48, 1.39it/s] 149/299 3.97G 0.02434 0.01167 0.0001382 64 640: 7%|▋ | 11/160 [00:18<01:25, 1.73it/s] 149/299 3.97G 0.02459 0.01167 0.0001444 56 640: 7%|▋ | 11/160 [00:29<01:25, 1.73it/s] 149/299 3.97G 0.02459 0.01167 0.0001444 56 640: 8%|▊ | 12/160 [00:29<09:55, 4.02s/it] 149/299 3.97G 0.02439 0.01164 0.0002356 72 640: 8%|▊ | 12/160 [00:30<09:55, 4.02s/it] 149/299 3.97G 0.02439 0.01164 0.0002356 72 640: 8%|▊ | 13/160 [00:30<06:58, 2.84s/it] 149/299 3.97G 0.02453 0.0115 0.0002715 41 640: 8%|▊ | 13/160 [00:30<06:58, 2.84s/it] 149/299 3.97G 0.02453 0.0115 0.0002715 41 640: 9%|▉ | 14/160 [00:30<04:54, 2.02s/it] 149/299 3.97G 0.02463 0.01198 0.0002629 106 640: 9%|▉ | 14/160 [00:30<04:54, 2.02s/it] 149/299 3.97G 0.02463 0.01198 0.0002629 106 640: 9%|▉ | 15/160 [00:30<03:44, 1.55s/it] 149/299 3.97G 0.02464 0.01197 0.0002536 52 640: 9%|▉ | 15/160 [00:30<03:44, 1.55s/it] 149/299 3.97G 0.02464 0.01197 0.0002536 52 640: 10%|█ | 16/160 [00:30<02:41, 1.12s/it] 149/299 3.97G 0.02455 0.01188 0.0002441 49 640: 10%|█ | 16/160 [00:30<02:41, 1.12s/it] 149/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s]
all 340 813 0.618 0.556 0.557 0.299
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 150/299 3.97G 0.02319 0.01389 0.0001096 75 640: 0%| | 0/160 [00:00<?, ?it/s] 150/299 3.97G 0.02319 0.01389 0.0001096 75 640: 1%| | 1/160 [00:00<00:23, 6.81it/s] 150/299 3.97G 0.02411 0.01417 0.0001037 78 640: 1%| | 1/160 [00:00<00:23, 6.81it/s] 150/299 3.97G 0.02411 0.01417 0.0001037 78 640: 1%|▏ | 2/160 [00:00<00:22, 6.87it/s] 150/299 3.97G 0.02359 0.01332 0.00011 62 640: 1%|▏ | 2/160 [00:01<00:22, 6.87it/s] 150/299 3.97G 0.02359 0.01332 0.00011 62 640: 2%|▏ | 3/160 [00:01<01:05, 2.40it/s] 150/299 3.97G 0.02395 0.01409 0.000141 92 640: 2%|▏ | 3/160 [00:17<01:05, 2.40it/s] 150/299 3.97G 0.02395 0.01409 0.000141 92 640: 2%|▎ | 4/160 [00:17<18:02, 6.94s/it] 150/299 3.97G 0.02414 0.01389 0.0001336 68 640: 2%|▎ | 4/160 [00:18<18:02, 6.94s/it] 150/299 3.97G 0.02414 0.01389 0.0001336 68 640: 3%|▎ | 5/160 [00:18<11:35, 4.49s/it] 150/299 3.97G 0.0239 0.01353 0.0001356 61 640: 3%|▎ | 5/160 [00:18<11:35, 4.49s/it] 150/299 3.97G 0.0239 0.01353 0.0001356 61 640: 4%|▍ | 6/160 [00:18<07:42, 3.00s/it] 150/299 3.97G 0.02409 0.01381 0.0001289 71 640: 4%|▍ | 6/160 [00:18<07:42, 3.00s/it] 150/299 3.97G 0.02409 0.01381 0.0001289 71 640: 4%|▍ | 7/160 [00:18<05:15, 2.06s/it] 150/299 3.97G 0.02414 0.01414 0.0001269 85 640: 4%|▍ | 7/160 [00:18<05:15, 2.06s/it] 150/299 3.97G 0.02414 0.01414 0.0001269 85 640: 5%|▌ | 8/160 [00:18<03:39, 1.44s/it] 150/299 3.97G 0.02419 0.01391 0.0001237 65 640: 5%|▌ | 8/160 [00:18<03:39, 1.44s/it] 150/299 3.97G 0.02419 0.01391 0.0001237 65 640: 6%|▌ | 9/160 [00:18<02:35, 1.03s/it] 150/299 3.97G 0.02443 0.01381 0.0001511 75 640: 6%|▌ | 9/160 [00:18<02:35, 1.03s/it] 150/299 3.97G 0.02443 0.01381 0.0001511 75 640: 6%|▋ | 10/160 [00:18<01:51, 1.34it/s] 150/299 3.97G 0.02423 0.01399 0.0001451 82 640: 6%|▋ | 10/160 [00:20<01:51, 1.34it/s] 150/299 3.97G 0.02423 0.01399 0.0001451 82 640: 7%|▋ | 11/160 [00:20<02:26, 1.02it/s] 150/299 3.97G 0.02422 0.01395 0.0001408 64 640: 7%|▋ | 11/160 [00:31<02:26, 1.02it/s] 150/299 3.97G 0.02422 0.01395 0.0001408 64 640: 8%|▊ | 12/160 [00:31<10:04, 4.08s/it] 150/299 3.97G 0.02412 0.01357 0.0001425 52 640: 8%|▊ | 12/160 [00:31<10:04, 4.08s/it] 150/299 3.97G 0.02412 0.01357 0.0001425 52 640: 8%|▊ | 13/160 [00:31<07:04, 2.89s/it] 150/299 3.97G 0.024 0.0138 0.0001407 77 640: 8%|▊ | 13/160 [00:31<07:04, 2.89s/it] 150/299 3.97G 0.024 0.0138 0.0001407 77 640: 9%|▉ | 14/160 [00:31<04:59, 2.05s/it] 150/299 3.97G 0.02411 0.01364 0.0001375 54 640: 9%|▉ | 14/160 [00:31<04:59, 2.05s/it] 150/299 3.97G 0.02411 0.01364 0.0001375 54 640: 9%|▉ | 15/160 [00:31<03:33, 1.47s/it] 150/299 3.97G 0.02395 0.01352 0.0001346 62 640: 9%|▉ | 15/160 [00:31<03:33, 1.47s/it] 150/299 3.97G 0.02395 0.01352 0.0001346 62 640: 10%|█ | 16/160 [00:31<02:33, 1.06s/it] 150/299 3.97G 0.02381 0.0134 0.0001322 63 640: 10%|█ | 16/160 [00:32<02:33, 1.06s/it] 150/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s]
all 340 813 0.613 0.544 0.562 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 151/299 3.97G 0.02482 0.01168 0.0001834 55 640: 0%| | 0/160 [00:00<?, ?it/s] 151/299 3.97G 0.02482 0.01168 0.0001834 55 640: 1%| | 1/160 [00:00<00:25, 6.15it/s] 151/299 3.97G 0.02338 0.01051 0.0001338 54 640: 1%| | 1/160 [00:00<00:25, 6.15it/s] 151/299 3.97G 0.02338 0.01051 0.0001338 54 640: 1%|▏ | 2/160 [00:00<00:25, 6.26it/s] 151/299 3.97G 0.02432 0.01114 0.0001482 62 640: 1%|▏ | 2/160 [00:01<00:25, 6.26it/s] 151/299 3.97G 0.02432 0.01114 0.0001482 62 640: 2%|▏ | 3/160 [00:01<01:40, 1.56it/s] 151/299 3.97G 0.02426 0.01208 0.000141 76 640: 2%|▏ | 3/160 [00:17<01:40, 1.56it/s] 151/299 3.97G 0.02426 0.01208 0.000141 76 640: 2%|▎ | 4/160 [00:17<17:40, 6.80s/it] 151/299 3.97G 0.0254 0.01226 0.0001625 50 640: 2%|▎ | 4/160 [00:17<17:40, 6.80s/it] 151/299 3.97G 0.0254 0.01226 0.0001625 50 640: 3%|▎ | 5/160 [00:17<11:20, 4.39s/it] 151/299 3.97G 0.02492 0.01199 0.0001542 51 640: 3%|▎ | 5/160 [00:18<11:20, 4.39s/it] 151/299 3.97G 0.02492 0.01199 0.0001542 51 640: 4%|▍ | 6/160 [00:18<07:32, 2.94s/it] 151/299 3.97G 0.02439 0.01175 0.0001466 54 640: 4%|▍ | 6/160 [00:18<07:32, 2.94s/it] 151/299 3.97G 0.02439 0.01175 0.0001466 54 640: 4%|▍ | 7/160 [00:18<05:10, 2.03s/it] 151/299 3.97G 0.02451 0.01132 0.000142 39 640: 4%|▍ | 7/160 [00:18<05:10, 2.03s/it] 151/299 3.97G 0.02451 0.01132 0.000142 39 640: 5%|▌ | 8/160 [00:18<03:35, 1.42s/it] 151/299 3.97G 0.02473 0.01191 0.000146 80 640: 5%|▌ | 8/160 [00:18<03:35, 1.42s/it] 151/299 3.97G 0.02473 0.01191 0.000146 80 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 151/299 3.97G 0.02468 0.01189 0.0001651 70 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 151/299 3.97G 0.02468 0.01189 0.0001651 70 640: 6%|▋ | 10/160 [00:18<01:50, 1.36it/s] 151/299 3.97G 0.02456 0.01204 0.0001598 61 640: 6%|▋ | 10/160 [00:21<01:50, 1.36it/s] 151/299 3.97G 0.02456 0.01204 0.0001598 61 640: 7%|▋ | 11/160 [00:21<03:24, 1.37s/it] 151/299 3.97G 0.02447 0.01232 0.0001558 82 640: 7%|▋ | 11/160 [00:31<03:24, 1.37s/it] 151/299 3.97G 0.02447 0.01232 0.0001558 82 640: 8%|▊ | 12/160 [00:31<09:44, 3.95s/it] 151/299 3.97G 0.02437 0.0123 0.0001712 66 640: 8%|▊ | 12/160 [00:31<09:44, 3.95s/it] 151/299 3.97G 0.02437 0.0123 0.0001712 66 640: 8%|▊ | 13/160 [00:31<06:50, 2.79s/it] 151/299 3.97G 0.02428 0.01234 0.0001656 63 640: 8%|▊ | 13/160 [00:31<06:50, 2.79s/it] 151/299 3.97G 0.02428 0.01234 0.0001656 63 640: 9%|▉ | 14/160 [00:31<04:49, 1.98s/it] 151/299 3.97G 0.0242 0.01224 0.0001639 65 640: 9%|▉ | 14/160 [00:31<04:49, 1.98s/it] 151/299 3.97G 0.0242 0.01224 0.0001639 65 640: 9%|▉ | 15/160 [00:31<03:27, 1.43s/it] 151/299 3.97G 0.02405 0.01221 0.0001667 66 640: 9%|▉ | 15/160 [00:31<03:27, 1.43s/it] 151/299 3.97G 0.02405 0.01221 0.0001667 66 640: 10%|█ | 16/160 [00:31<02:29, 1.03s/it] 151/299 3.97G 0.02406 0.01212 0.0001627 56 640: 10%|█ | 16/160 [00:31<02:29, 1.03s/it] 151/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.03it/s]
all 340 813 0.584 0.598 0.577 0.302
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 152/299 3.97G 0.0223 0.01134 0.0001211 64 640: 0%| | 0/160 [00:00<?, ?it/s] 152/299 3.97G 0.0223 0.01134 0.0001211 64 640: 1%| | 1/160 [00:00<00:23, 6.69it/s] 152/299 3.97G 0.02205 0.01111 0.0001184 51 640: 1%| | 1/160 [00:00<00:23, 6.69it/s] 152/299 3.97G 0.02205 0.01111 0.0001184 51 640: 1%|▏ | 2/160 [00:00<00:25, 6.23it/s] 152/299 3.97G 0.02296 0.01206 0.0001983 63 640: 1%|▏ | 2/160 [00:01<00:25, 6.23it/s] 152/299 3.97G 0.02296 0.01206 0.0001983 63 640: 2%|▏ | 3/160 [00:01<01:04, 2.44it/s] 152/299 3.97G 0.02264 0.0121 0.0001842 55 640: 2%|▏ | 3/160 [00:18<01:04, 2.44it/s] 152/299 3.97G 0.02264 0.0121 0.0001842 55 640: 2%|▎ | 4/160 [00:18<18:27, 7.10s/it] 152/299 3.97G 0.02293 0.01167 0.0001768 50 640: 2%|▎ | 4/160 [00:18<18:27, 7.10s/it] 152/299 3.97G 0.02293 0.01167 0.0001768 50 640: 3%|▎ | 5/160 [00:18<11:51, 4.59s/it] 152/299 3.97G 0.02338 0.01221 0.0001658 70 640: 3%|▎ | 5/160 [00:18<11:51, 4.59s/it] 152/299 3.97G 0.02338 0.01221 0.0001658 70 640: 4%|▍ | 6/160 [00:18<07:52, 3.07s/it] 152/299 3.97G 0.0233 0.01213 0.0001522 65 640: 4%|▍ | 6/160 [00:18<07:52, 3.07s/it] 152/299 3.97G 0.0233 0.01213 0.0001522 65 640: 4%|▍ | 7/160 [00:18<05:22, 2.11s/it] 152/299 3.97G 0.02319 0.0123 0.0001642 70 640: 4%|▍ | 7/160 [00:18<05:22, 2.11s/it] 152/299 3.97G 0.02319 0.0123 0.0001642 70 640: 5%|▌ | 8/160 [00:18<03:44, 1.47s/it] 152/299 3.97G 0.02338 0.01202 0.0001549 43 640: 5%|▌ | 8/160 [00:19<03:44, 1.47s/it] 152/299 3.97G 0.02338 0.01202 0.0001549 43 640: 6%|▌ | 9/160 [00:19<02:38, 1.05s/it] 152/299 3.97G 0.02365 0.01231 0.0001618 74 640: 6%|▌ | 9/160 [00:19<02:38, 1.05s/it] 152/299 3.97G 0.02365 0.01231 0.0001618 74 640: 6%|▋ | 10/160 [00:19<01:54, 1.31it/s] 152/299 3.97G 0.02376 0.01235 0.0001592 71 640: 6%|▋ | 10/160 [00:20<01:54, 1.31it/s] 152/299 3.97G 0.02376 0.01235 0.0001592 71 640: 7%|▋ | 11/160 [00:20<02:08, 1.16it/s] 152/299 3.97G 0.02365 0.01239 0.0001527 67 640: 7%|▋ | 11/160 [00:31<02:08, 1.16it/s] 152/299 3.97G 0.02365 0.01239 0.0001527 67 640: 8%|▊ | 12/160 [00:31<10:01, 4.07s/it] 152/299 3.97G 0.0234 0.01225 0.0002244 53 640: 8%|▊ | 12/160 [00:31<10:01, 4.07s/it] 152/299 3.97G 0.0234 0.01225 0.0002244 53 640: 8%|▊ | 13/160 [00:31<07:02, 2.88s/it] 152/299 3.97G 0.02342 0.01253 0.0002189 78 640: 8%|▊ | 13/160 [00:31<07:02, 2.88s/it] 152/299 3.97G 0.02342 0.01253 0.0002189 78 640: 9%|▉ | 14/160 [00:31<04:58, 2.04s/it] 152/299 3.97G 0.02329 0.01274 0.0002152 86 640: 9%|▉ | 14/160 [00:32<04:58, 2.04s/it] 152/299 3.97G 0.02329 0.01274 0.0002152 86 640: 9%|▉ | 15/160 [00:32<03:33, 1.47s/it] 152/299 3.97G 0.02324 0.01264 0.0002069 52 640: 9%|▉ | 15/160 [00:32<03:33, 1.47s/it] 152/299 3.97G 0.02324 0.01264 0.0002069 52 640: 10%|█ | 16/160 [00:32<02:33, 1.06s/it] 152/299 3.97G 0.02321 0.01286 0.0002018 76 640: 10%|█ | 16/160 [00:32<02:33, 1.06s/it] 152/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 6.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 813 0.589 0.583 0.564 0.296
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 153/299 3.97G 0.02458 0.01226 9.648e-05 72 640: 0%| | 0/160 [00:00<?, ?it/s] 153/299 3.97G 0.02458 0.01226 9.648e-05 72 640: 1%| | 1/160 [00:00<00:22, 7.03it/s] 153/299 3.97G 0.02408 0.01183 0.001001 56 640: 1%| | 1/160 [00:00<00:22, 7.03it/s] 153/299 3.97G 0.02408 0.01183 0.001001 56 640: 1%|▏ | 2/160 [00:00<00:21, 7.29it/s] 153/299 3.97G 0.0245 0.01345 0.0007076 104 640: 1%|▏ | 2/160 [00:01<00:21, 7.29it/s] 153/299 3.97G 0.0245 0.01345 0.0007076 104 640: 2%|▏ | 3/160 [00:01<01:36, 1.62it/s] 153/299 3.97G 0.02485 0.01324 0.0005866 73 640: 2%|▏ | 3/160 [00:17<01:36, 1.62it/s] 153/299 3.97G 0.02485 0.01324 0.0005866 73 640: 2%|▎ | 4/160 [00:17<17:40, 6.80s/it] 153/299 3.97G 0.02441 0.01351 0.0004884 67 640: 2%|▎ | 4/160 [00:17<17:40, 6.80s/it] 153/299 3.97G 0.02441 0.01351 0.0004884 67 640: 3%|▎ | 5/160 [00:17<11:21, 4.40s/it] 153/299 3.97G 0.02411 0.01348 0.0004245 69 640: 3%|▎ | 5/160 [00:17<11:21, 4.40s/it] 153/299 3.97G 0.02411 0.01348 0.0004245 69 640: 4%|▍ | 6/160 [00:17<07:32, 2.94s/it] 153/299 3.97G 0.02412 0.01339 0.0003836 69 640: 4%|▍ | 6/160 [00:18<07:32, 2.94s/it] 153/299 3.97G 0.02412 0.01339 0.0003836 69 640: 4%|▍ | 7/160 [00:18<05:10, 2.03s/it] 153/299 3.97G 0.02438 0.01369 0.000356 72 640: 4%|▍ | 7/160 [00:18<05:10, 2.03s/it] 153/299 3.97G 0.02438 0.01369 0.000356 72 640: 5%|▌ | 8/160 [00:18<03:35, 1.42s/it] 153/299 3.97G 0.02423 0.01345 0.0003584 51 640: 5%|▌ | 8/160 [00:18<03:35, 1.42s/it] 153/299 3.97G 0.02423 0.01345 0.0003584 51 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 153/299 3.97G 0.02405 0.01342 0.0003332 74 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 153/299 3.97G 0.02405 0.01342 0.0003332 74 640: 6%|▋ | 10/160 [00:18<01:50, 1.36it/s] 153/299 3.97G 0.0239 0.01314 0.0003127 54 640: 6%|▋ | 10/160 [00:20<01:50, 1.36it/s] 153/299 3.97G 0.0239 0.01314 0.0003127 54 640: 7%|▋ | 11/160 [00:20<02:35, 1.04s/it] 153/299 3.97G 0.02388 0.01292 0.0002957 61 640: 7%|▋ | 11/160 [00:31<02:35, 1.04s/it] 153/299 3.97G 0.02388 0.01292 0.0002957 61 640: 8%|▊ | 12/160 [00:31<09:53, 4.01s/it] 153/299 3.97G 0.02377 0.01283 0.0002804 53 640: 8%|▊ | 12/160 [00:31<09:53, 4.01s/it] 153/299 3.97G 0.02377 0.01283 0.0002804 53 640: 8%|▊ | 13/160 [00:31<06:56, 2.83s/it] 153/299 3.97G 0.0237 0.01267 0.0002708 50 640: 8%|▊ | 13/160 [00:31<06:56, 2.83s/it] 153/299 3.97G 0.0237 0.01267 0.0002708 50 640: 9%|▉ | 14/160 [00:31<04:53, 2.01s/it] 153/299 3.97G 0.02373 0.01283 0.0002921 74 640: 9%|▉ | 14/160 [00:31<04:53, 2.01s/it] 153/299 3.97G 0.02373 0.01283 0.0002921 74 640: 9%|▉ | 15/160 [00:31<03:30, 1.45s/it] 153/299 3.97G 0.02359 0.01288 0.0002817 69 640: 9%|▉ | 15/160 [00:31<03:30, 1.45s/it] 153/299 3.97G 0.02359 0.01288 0.0002817 69 640: 10%|█ | 16/160 [00:31<02:30, 1.05s/it] 153/299 3.97G 0.02355 0.01286 0.0002719 65 640: 10%|█ | 16/160 [00:31<02:30, 1.05s/it] 153/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.64it/s]
all 340 813 0.6 0.564 0.566 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 154/299 3.97G 0.02495 0.009424 0.0001909 39 640: 0%| | 0/160 [00:00<?, ?it/s] 154/299 3.97G 0.02495 0.009424 0.0001909 39 640: 1%| | 1/160 [00:00<00:23, 6.83it/s] 154/299 3.97G 0.02547 0.0132 0.0001541 91 640: 1%| | 1/160 [00:00<00:23, 6.83it/s] 154/299 3.97G 0.02547 0.0132 0.0001541 91 640: 1%|▏ | 2/160 [00:00<00:20, 7.60it/s] 154/299 3.97G 0.02529 0.01293 0.0001454 58 640: 1%|▏ | 2/160 [00:02<00:20, 7.60it/s] 154/299 3.97G 0.02529 0.01293 0.0001454 58 640: 2%|▏ | 3/160 [00:02<03:23, 1.30s/it] 154/299 3.97G 0.0245 0.01258 0.0001368 65 640: 2%|▏ | 3/160 [00:17<03:23, 1.30s/it] 154/299 3.97G 0.0245 0.01258 0.0001368 65 640: 2%|▎ | 4/160 [00:17<16:47, 6.46s/it] 154/299 3.97G 0.02383 0.01208 0.00013 56 640: 2%|▎ | 4/160 [00:17<16:47, 6.46s/it] 154/299 3.97G 0.02383 0.01208 0.00013 56 640: 3%|▎ | 5/160 [00:17<10:47, 4.17s/it] 154/299 3.97G 0.02442 0.01163 0.0001389 46 640: 3%|▎ | 5/160 [00:17<10:47, 4.17s/it] 154/299 3.97G 0.02442 0.01163 0.0001389 46 640: 4%|▍ | 6/160 [00:17<07:10, 2.79s/it] 154/299 3.97G 0.02453 0.01196 0.0001367 83 640: 4%|▍ | 6/160 [00:17<07:10, 2.79s/it] 154/299 3.97G 0.02453 0.01196 0.0001367 83 640: 4%|▍ | 7/160 [00:17<04:55, 1.93s/it] 154/299 3.97G 0.02463 0.01287 0.0001581 102 640: 4%|▍ | 7/160 [00:17<04:55, 1.93s/it] 154/299 3.97G 0.02463 0.01287 0.0001581 102 640: 5%|▌ | 8/160 [00:17<03:25, 1.35s/it] 154/299 3.97G 0.02459 0.01286 0.0001508 81 640: 5%|▌ | 8/160 [00:17<03:25, 1.35s/it] 154/299 3.97G 0.02459 0.01286 0.0001508 81 640: 6%|▌ | 9/160 [00:17<02:25, 1.04it/s] 154/299 3.97G 0.02445 0.01277 0.0001455 64 640: 6%|▌ | 9/160 [00:18<02:25, 1.04it/s] 154/299 3.97G 0.02445 0.01277 0.0001455 64 640: 6%|▋ | 10/160 [00:18<01:45, 1.42it/s] 154/299 3.97G 0.02445 0.01238 0.0001427 36 640: 6%|▋ | 10/160 [00:21<01:45, 1.42it/s] 154/299 3.97G 0.02445 0.01238 0.0001427 36 640: 7%|▋ | 11/160 [00:21<04:01, 1.62s/it] 154/299 3.97G 0.02463 0.01261 0.0001394 65 640: 7%|▋ | 11/160 [00:30<04:01, 1.62s/it] 154/299 3.97G 0.02463 0.01261 0.0001394 65 640: 8%|▊ | 12/160 [00:30<09:14, 3.75s/it] 154/299 3.97G 0.02464 0.01282 0.000137 96 640: 8%|▊ | 12/160 [00:30<09:14, 3.75s/it] 154/299 3.97G 0.02464 0.01282 0.000137 96 640: 8%|▊ | 13/160 [00:30<06:29, 2.65s/it] 154/299 3.97G 0.02453 0.01277 0.0001356 56 640: 8%|▊ | 13/160 [00:30<06:29, 2.65s/it] 154/299 3.97G 0.02453 0.01277 0.0001356 56 640: 9%|▉ | 14/160 [00:30<04:35, 1.89s/it] 154/299 3.97G 0.02453 0.01271 0.000148 64 640: 9%|▉ | 14/160 [00:30<04:35, 1.89s/it] 154/299 3.97G 0.02453 0.01271 0.000148 64 640: 9%|▉ | 15/160 [00:30<03:17, 1.36s/it] 154/299 3.97G 0.02442 0.01263 0.0001492 53 640: 9%|▉ | 15/160 [00:30<03:17, 1.36s/it] 154/299 3.97G 0.02442 0.01263 0.0001492 53 640: 10%|█ | 16/160 [00:30<02:22, 1.01it/s] 154/299 3.97G 0.02427 0.01266 0.0001488 62 640: 10%|█ | 16/160 [00:31<02:22, 1.01it/s] 154/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s]
all 340 813 0.597 0.572 0.557 0.294
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 155/299 3.97G 0.02026 0.009855 0.0001243 49 640: 0%| | 0/160 [00:00<?, ?it/s] 155/299 3.97G 0.02026 0.009855 0.0001243 49 640: 1%| | 1/160 [00:00<00:26, 5.96it/s] 155/299 3.97G 0.02205 0.01194 0.0001122 78 640: 1%| | 1/160 [00:00<00:26, 5.96it/s] 155/299 3.97G 0.02205 0.01194 0.0001122 78 640: 1%|▏ | 2/160 [00:00<00:26, 5.95it/s] 155/299 3.97G 0.02381 0.01289 0.0001646 103 640: 1%|▏ | 2/160 [00:01<00:26, 5.95it/s] 155/299 3.97G 0.02381 0.01289 0.0001646 103 640: 2%|▏ | 3/160 [00:01<01:59, 1.32it/s] 155/299 3.97G 0.02384 0.01265 0.0001516 58 640: 2%|▏ | 3/160 [00:16<01:59, 1.32it/s] 155/299 3.97G 0.02384 0.01265 0.0001516 58 640: 2%|▎ | 4/160 [00:16<16:01, 6.17s/it] 155/299 3.97G 0.02422 0.01256 0.0001469 61 640: 2%|▎ | 4/160 [00:16<16:01, 6.17s/it] 155/299 3.97G 0.02422 0.01256 0.0001469 61 640: 3%|▎ | 5/160 [00:16<10:18, 3.99s/it] 155/299 3.97G 0.02416 0.01227 0.0001404 59 640: 3%|▎ | 5/160 [00:16<10:18, 3.99s/it] 155/299 3.97G 0.02416 0.01227 0.0001404 59 640: 4%|▍ | 6/160 [00:16<06:51, 2.67s/it] 155/299 3.97G 0.02409 0.01217 0.0001361 64 640: 4%|▍ | 6/160 [00:18<06:51, 2.67s/it] 155/299 3.97G 0.02409 0.01217 0.0001361 64 640: 4%|▍ | 7/160 [00:18<05:56, 2.33s/it] 155/299 3.97G 0.02418 0.01256 0.0001294 74 640: 4%|▍ | 7/160 [00:18<05:56, 2.33s/it] 155/299 3.97G 0.02418 0.01256 0.0001294 74 640: 5%|▌ | 8/160 [00:18<04:07, 1.63s/it] 155/299 3.97G 0.02422 0.01273 0.0001301 79 640: 5%|▌ | 8/160 [00:18<04:07, 1.63s/it] 155/299 3.97G 0.02422 0.01273 0.0001301 79 640: 6%|▌ | 9/160 [00:18<02:54, 1.15s/it] 155/299 3.97G 0.02422 0.01251 0.0001265 63 640: 6%|▌ | 9/160 [00:18<02:54, 1.15s/it] 155/299 3.97G 0.02422 0.01251 0.0001265 63 640: 6%|▋ | 10/160 [00:18<02:05, 1.20it/s] 155/299 3.97G 0.02418 0.01247 0.0001242 52 640: 6%|▋ | 10/160 [00:21<02:05, 1.20it/s] 155/299 3.97G 0.02418 0.01247 0.0001242 52 640: 7%|▋ | 11/160 [00:21<03:22, 1.36s/it] 155/299 3.97G 0.02406 0.01255 0.0001234 67 640: 7%|▋ | 11/160 [00:29<03:22, 1.36s/it] 155/299 3.97G 0.02406 0.01255 0.0001234 67 640: 8%|▊ | 12/160 [00:29<08:49, 3.58s/it] 155/299 3.97G 0.024 0.01246 0.0001491 58 640: 8%|▊ | 12/160 [00:29<08:49, 3.58s/it] 155/299 3.97G 0.024 0.01246 0.0001491 58 640: 8%|▊ | 13/160 [00:29<06:12, 2.53s/it] 155/299 3.97G 0.02409 0.01246 0.0001477 58 640: 8%|▊ | 13/160 [00:29<06:12, 2.53s/it] 155/299 3.97G 0.02409 0.01246 0.0001477 58 640: 9%|▉ | 14/160 [00:29<04:23, 1.80s/it] 155/299 3.97G 0.0241 0.01255 0.0001882 70 640: 9%|▉ | 14/160 [00:31<04:23, 1.80s/it] 155/299 3.97G 0.0241 0.01255 0.0001882 70 640: 9%|▉ | 15/160 [00:31<04:06, 1.70s/it] 155/299 3.97G 0.02401 0.01276 0.0002461 94 640: 9%|▉ | 15/160 [00:31<04:06, 1.70s/it] 155/299 3.97G 0.02401 0.01276 0.0002461 94 640: 10%|█ | 16/160 [00:31<02:55, 1.22s/it] 155/299 3.97G 0.02401 0.01291 0.000242 68 640: 10%|█ | 16/160 [00:31<02:55, 1.22s/it] 155/299 3.97G 0.024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.99it/s]
all 340 813 0.654 0.544 0.569 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 156/299 3.97G 0.0252 0.01059 0.0002051 49 640: 0%| | 0/160 [00:00<?, ?it/s] 156/299 3.97G 0.0252 0.01059 0.0002051 49 640: 1%| | 1/160 [00:00<00:24, 6.46it/s] 156/299 3.97G 0.02388 0.009416 0.0001658 32 640: 1%| | 1/160 [00:00<00:24, 6.46it/s] 156/299 3.97G 0.02388 0.009416 0.0001658 32 640: 1%|▏ | 2/160 [00:00<00:26, 6.00it/s] 156/299 3.97G 0.02472 0.011 0.0001401 73 640: 1%|▏ | 2/160 [00:00<00:26, 6.00it/s] 156/299 3.97G 0.02472 0.011 0.0001401 73 640: 2%|▏ | 3/160 [00:00<00:50, 3.09it/s] 156/299 3.97G 0.02408 0.01122 0.0001301 64 640: 2%|▏ | 3/160 [00:17<00:50, 3.09it/s] 156/299 3.97G 0.02408 0.01122 0.0001301 64 640: 2%|▎ | 4/160 [00:17<17:57, 6.91s/it] 156/299 3.97G 0.02352 0.01132 0.0001198 58 640: 2%|▎ | 4/160 [00:17<17:57, 6.91s/it] 156/299 3.97G 0.02352 0.01132 0.0001198 58 640: 3%|▎ | 5/160 [00:17<11:31, 4.46s/it] 156/299 3.97G 0.0235 0.01106 0.0001157 48 640: 3%|▎ | 5/160 [00:18<11:31, 4.46s/it] 156/299 3.97G 0.0235 0.01106 0.0001157 48 640: 4%|▍ | 6/160 [00:18<07:39, 2.99s/it] 156/299 3.97G 0.02275 0.01072 0.0001128 40 640: 4%|▍ | 6/160 [00:18<07:39, 2.99s/it] 156/299 3.97G 0.02275 0.01072 0.0001128 40 640: 4%|▍ | 7/160 [00:18<05:14, 2.06s/it] 156/299 3.97G 0.0229 0.01118 0.0001107 58 640: 4%|▍ | 7/160 [00:18<05:14, 2.06s/it] 156/299 3.97G 0.0229 0.01118 0.0001107 58 640: 5%|▌ | 8/160 [00:18<03:38, 1.44s/it] 156/299 3.97G 0.02265 0.01136 0.0001073 72 640: 5%|▌ | 8/160 [00:18<03:38, 1.44s/it] 156/299 3.97G 0.02265 0.01136 0.0001073 72 640: 6%|▌ | 9/160 [00:18<02:34, 1.03s/it] 156/299 3.97G 0.02272 0.01115 0.0001052 48 640: 6%|▌ | 9/160 [00:18<02:34, 1.03s/it] 156/299 3.97G 0.02272 0.01115 0.0001052 48 640: 6%|▋ | 10/160 [00:18<01:51, 1.34it/s] 156/299 3.97G 0.02281 0.01104 0.000105 48 640: 6%|▋ | 10/160 [00:21<01:51, 1.34it/s] 156/299 3.97G 0.02281 0.01104 0.000105 48 640: 7%|▋ | 11/160 [00:21<03:07, 1.26s/it] 156/299 3.97G 0.02283 0.01092 0.0001037 40 640: 7%|▋ | 11/160 [00:31<03:07, 1.26s/it] 156/299 3.97G 0.02283 0.01092 0.0001037 40 640: 8%|▊ | 12/160 [00:31<09:42, 3.93s/it] 156/299 3.97G 0.02284 0.01087 0.0002216 48 640: 8%|▊ | 12/160 [00:31<09:42, 3.93s/it] 156/299 3.97G 0.02284 0.01087 0.0002216 48 640: 8%|▊ | 13/160 [00:31<06:49, 2.78s/it] 156/299 3.97G 0.02279 0.01072 0.0002199 53 640: 8%|▊ | 13/160 [00:31<06:49, 2.78s/it] 156/299 3.97G 0.02279 0.01072 0.0002199 53 640: 9%|▉ | 14/160 [00:31<04:48, 1.98s/it] 156/299 3.97G 0.02282 0.01062 0.0002267 50 640: 9%|▉ | 14/160 [00:31<04:48, 1.98s/it] 156/299 3.97G 0.02282 0.01062 0.0002267 50 640: 9%|▉ | 15/160 [00:31<03:26, 1.43s/it] 156/299 3.97G 0.0228 0.01081 0.0002185 69 640: 9%|▉ | 15/160 [00:31<03:26, 1.43s/it] 156/299 3.97G 0.0228 0.01081 0.0002185 69 640: 10%|█ | 16/160 [00:31<02:28, 1.03s/it] 156/299 3.97G 0.02283 0.01082 0.0002117 64 640: 10%|█ | 16/160 [00:31<02:28, 1.03s/it] 156/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s]
all 340 811 0.609 0.576 0.569 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 157/299 3.97G 0.02453 0.01099 8.327e-05 54 640: 0%| | 0/160 [00:00<?, ?it/s] 157/299 3.97G 0.02453 0.01099 8.327e-05 54 640: 1%| | 1/160 [00:00<00:22, 7.01it/s] 157/299 3.97G 0.02412 0.01166 0.0006743 55 640: 1%| | 1/160 [00:00<00:22, 7.01it/s] 157/299 3.97G 0.02412 0.01166 0.0006743 55 640: 1%|▏ | 2/160 [00:00<00:20, 7.72it/s] 157/299 3.97G 0.02299 0.01167 0.0005136 73 640: 1%|▏ | 2/160 [00:01<00:20, 7.72it/s] 157/299 3.97G 0.02299 0.01167 0.0005136 73 640: 2%|▏ | 3/160 [00:01<01:38, 1.60it/s] 157/299 3.97G 0.02324 0.01264 0.0004109 69 640: 2%|▏ | 3/160 [00:17<01:38, 1.60it/s] 157/299 3.97G 0.02324 0.01264 0.0004109 69 640: 2%|▎ | 4/160 [00:17<17:15, 6.64s/it] 157/299 3.97G 0.02351 0.01286 0.0003472 73 640: 2%|▎ | 4/160 [00:17<17:15, 6.64s/it] 157/299 3.97G 0.02351 0.01286 0.0003472 73 640: 3%|▎ | 5/160 [00:17<11:04, 4.29s/it] 157/299 3.97G 0.02397 0.01276 0.0003048 70 640: 3%|▎ | 5/160 [00:17<11:04, 4.29s/it] 157/299 3.97G 0.02397 0.01276 0.0003048 70 640: 4%|▍ | 6/160 [00:17<07:22, 2.87s/it] 157/299 3.97G 0.02431 0.01264 0.000276 65 640: 4%|▍ | 6/160 [00:17<07:22, 2.87s/it] 157/299 3.97G 0.02431 0.01264 0.000276 65 640: 4%|▍ | 7/160 [00:17<05:10, 2.03s/it] 157/299 3.97G 0.02398 0.01233 0.0002553 57 640: 4%|▍ | 7/160 [00:17<05:10, 2.03s/it] 157/299 3.97G 0.02398 0.01233 0.0002553 57 640: 5%|▌ | 8/160 [00:17<03:35, 1.42s/it] 157/299 3.97G 0.02389 0.0124 0.0002383 61 640: 5%|▌ | 8/160 [00:18<03:35, 1.42s/it] 157/299 3.97G 0.02389 0.0124 0.0002383 61 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 157/299 3.97G 0.02374 0.01248 0.0002543 68 640: 6%|▌ | 9/160 [00:18<02:32, 1.01s/it] 157/299 3.97G 0.02374 0.01248 0.0002543 68 640: 6%|▋ | 10/160 [00:18<01:50, 1.36it/s] 157/299 3.97G 0.02369 0.01264 0.000242 72 640: 6%|▋ | 10/160 [00:20<01:50, 1.36it/s] 157/299 3.97G 0.02369 0.01264 0.000242 72 640: 7%|▋ | 11/160 [00:20<03:14, 1.30s/it] 157/299 3.97G 0.02355 0.01248 0.0002308 57 640: 7%|▋ | 11/160 [00:30<03:14, 1.30s/it] 157/299 3.97G 0.02355 0.01248 0.0002308 57 640: 8%|▊ | 12/160 [00:30<09:38, 3.91s/it] 157/299 3.97G 0.02364 0.01253 0.0002234 60 640: 8%|▊ | 12/160 [00:30<09:38, 3.91s/it] 157/299 3.97G 0.02364 0.01253 0.0002234 60 640: 8%|▊ | 13/160 [00:30<06:45, 2.76s/it] 157/299 3.97G 0.02355 0.01264 0.0002161 72 640: 8%|▊ | 13/160 [00:30<06:45, 2.76s/it] 157/299 3.97G 0.02355 0.01264 0.0002161 72 640: 9%|▉ | 14/160 [00:30<04:46, 1.96s/it] 157/299 3.97G 0.02345 0.01252 0.0002095 61 640: 9%|▉ | 14/160 [00:31<04:46, 1.96s/it] 157/299 3.97G 0.02345 0.01252 0.0002095 61 640: 9%|▉ | 15/160 [00:31<03:40, 1.52s/it] 157/299 3.97G 0.02345 0.01242 0.0002027 52 640: 9%|▉ | 15/160 [00:31<03:40, 1.52s/it] 157/299 3.97G 0.02345 0.01242 0.0002027 52 640: 10%|█ | 16/160 [00:31<02:38, 1.10s/it] 157/299 3.97G 0.02391 0.01228 0.0001999 51 640: 10%|█ | 16/160 [00:31<02:38, 1.10s/it] 157/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 813 0.653 0.558 0.58 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 158/299 3.97G 0.02254 0.008645 0.0002303 50 640: 0%| | 0/160 [00:00<?, ?it/s] 158/299 3.97G 0.02254 0.008645 0.0002303 50 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 158/299 3.97G 0.02311 0.008417 0.0001564 36 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 158/299 3.97G 0.02311 0.008417 0.0001564 36 640: 1%|▏ | 2/160 [00:00<00:24, 6.40it/s] 158/299 3.97G 0.0227 0.009748 0.0001298 57 640: 1%|▏ | 2/160 [00:01<00:24, 6.40it/s] 158/299 3.97G 0.0227 0.009748 0.0001298 57 640: 2%|▏ | 3/160 [00:01<01:06, 2.36it/s] 158/299 3.97G 0.0225 0.009815 0.0001213 38 640: 2%|▏ | 3/160 [00:16<01:06, 2.36it/s] 158/299 3.97G 0.0225 0.009815 0.0001213 38 640: 2%|▎ | 4/160 [00:16<16:16, 6.26s/it] 158/299 3.97G 0.02252 0.01032 0.0001453 57 640: 2%|▎ | 4/160 [00:16<16:16, 6.26s/it] 158/299 3.97G 0.02252 0.01032 0.0001453 57 640: 3%|▎ | 5/160 [00:16<10:27, 4.05s/it] 158/299 3.97G 0.02314 0.01036 0.0001393 60 640: 3%|▎ | 5/160 [00:16<10:27, 4.05s/it] 158/299 3.97G 0.02314 0.01036 0.0001393 60 640: 4%|▍ | 6/160 [00:16<06:57, 2.71s/it] 158/299 3.97G 0.02344 0.01121 0.0001294 81 640: 4%|▍ | 6/160 [00:17<06:57, 2.71s/it] 158/299 3.97G 0.02344 0.01121 0.0001294 81 640: 4%|▍ | 7/160 [00:17<05:43, 2.25s/it] 158/299 3.97G 0.02384 0.011 0.0001212 45 640: 4%|▍ | 7/160 [00:17<05:43, 2.25s/it] 158/299 3.97G 0.02384 0.011 0.0001212 45 640: 5%|▌ | 8/160 [00:17<03:58, 1.57s/it] 158/299 3.97G 0.02398 0.01128 0.0001293 73 640: 5%|▌ | 8/160 [00:18<03:58, 1.57s/it] 158/299 3.97G 0.02398 0.01128 0.0001293 73 640: 6%|▌ | 9/160 [00:18<02:48, 1.12s/it] 158/299 3.97G 0.02396 0.01178 0.0001705 60 640: 6%|▌ | 9/160 [00:18<02:48, 1.12s/it] 158/299 3.97G 0.02396 0.01178 0.0001705 60 640: 6%|▋ | 10/160 [00:18<02:01, 1.24it/s] 158/299 3.97G 0.02374 0.01169 0.0001617 66 640: 6%|▋ | 10/160 [00:19<02:01, 1.24it/s] 158/299 3.97G 0.02374 0.01169 0.0001617 66 640: 7%|▋ | 11/160 [00:19<02:33, 1.03s/it] 158/299 3.97G 0.02372 0.01168 0.000158 75 640: 7%|▋ | 11/160 [00:29<02:33, 1.03s/it] 158/299 3.97G 0.02372 0.01168 0.000158 75 640: 8%|▊ | 12/160 [00:29<09:06, 3.69s/it] 158/299 3.97G 0.02385 0.01156 0.0001529 48 640: 8%|▊ | 12/160 [00:29<09:06, 3.69s/it] 158/299 3.97G 0.02385 0.01156 0.0001529 48 640: 8%|▊ | 13/160 [00:29<06:23, 2.61s/it] 158/299 3.97G 0.02402 0.01185 0.000148 89 640: 8%|▊ | 13/160 [00:29<06:23, 2.61s/it] 158/299 3.97G 0.02402 0.01185 0.000148 89 640: 9%|▉ | 14/160 [00:29<04:31, 1.86s/it] 158/299 3.97G 0.02408 0.01206 0.0001428 89 640: 9%|▉ | 14/160 [00:31<04:31, 1.86s/it] 158/299 3.97G 0.02408 0.01206 0.0001428 89 640: 9%|▉ | 15/160 [00:31<04:13, 1.75s/it] 158/299 3.97G 0.02387 0.01199 0.0001403 63 640: 9%|▉ | 15/160 [00:31<04:13, 1.75s/it] 158/299 3.97G 0.02387 0.01199 0.0001403 63 640: 10%|█ | 16/160 [00:31<03:00, 1.26s/it] 158/299 3.97G 0.02385 0.0121 0.0001372 65 640: 10%|█ | 16/160 [00:31<03:00, 1.26s/it] 158/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s]
all 340 813 0.623 0.563 0.57 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 159/299 3.97G 0.02235 0.01287 0.0002002 83 640: 0%| | 0/160 [00:00<?, ?it/s] 159/299 3.97G 0.02235 0.01287 0.0002002 83 640: 1%| | 1/160 [00:00<00:26, 5.94it/s] 159/299 3.97G 0.02217 0.01377 0.000152 90 640: 1%| | 1/160 [00:00<00:26, 5.94it/s] 159/299 3.97G 0.02217 0.01377 0.000152 90 640: 1%|▏ | 2/160 [00:00<00:26, 6.05it/s] 159/299 3.97G 0.02295 0.0137 0.0001495 66 640: 1%|▏ | 2/160 [00:00<00:26, 6.05it/s] 159/299 3.97G 0.02295 0.0137 0.0001495 66 640: 2%|▏ | 3/160 [00:00<00:29, 5.32it/s] 159/299 3.97G 0.02356 0.01347 0.0001645 70 640: 2%|▏ | 3/160 [00:13<00:29, 5.32it/s] 159/299 3.97G 0.02356 0.01347 0.0001645 70 640: 2%|▎ | 4/160 [00:13<13:55, 5.36s/it] 159/299 3.97G 0.02307 0.01266 0.0001568 54 640: 2%|▎ | 4/160 [00:13<13:55, 5.36s/it] 159/299 3.97G 0.02307 0.01266 0.0001568 54 640: 3%|▎ | 5/160 [00:13<08:57, 3.47s/it] 159/299 3.97G 0.02308 0.01229 0.0001465 51 640: 3%|▎ | 5/160 [00:14<08:57, 3.47s/it] 159/299 3.97G 0.02308 0.01229 0.0001465 51 640: 4%|▍ | 6/160 [00:14<05:58, 2.33s/it] 159/299 3.97G 0.02288 0.01262 0.0001393 76 640: 4%|▍ | 6/160 [00:18<05:58, 2.33s/it] 159/299 3.97G 0.02288 0.01262 0.0001393 76 640: 4%|▍ | 7/160 [00:18<07:39, 3.00s/it] 159/299 3.97G 0.02319 0.01244 0.0001349 56 640: 4%|▍ | 7/160 [00:18<07:39, 3.00s/it] 159/299 3.97G 0.02319 0.01244 0.0001349 56 640: 5%|▌ | 8/160 [00:18<05:16, 2.09s/it] 159/299 3.97G 0.0237 0.01237 0.0001425 49 640: 5%|▌ | 8/160 [00:18<05:16, 2.09s/it] 159/299 3.97G 0.0237 0.01237 0.0001425 49 640: 6%|▌ | 9/160 [00:18<03:41, 1.47s/it] 159/299 3.97G 0.02383 0.01245 0.0001389 57 640: 6%|▌ | 9/160 [00:18<03:41, 1.47s/it] 159/299 3.97G 0.02383 0.01245 0.0001389 57 640: 6%|▋ | 10/160 [00:18<02:37, 1.05s/it] 159/299 3.97G 0.02391 0.01228 0.0001836 56 640: 6%|▋ | 10/160 [00:19<02:37, 1.05s/it] 159/299 3.97G 0.02391 0.01228 0.0001836 56 640: 7%|▋ | 11/160 [00:19<02:07, 1.17it/s] 159/299 3.97G 0.0239 0.01211 0.0001753 53 640: 7%|▋ | 11/160 [00:27<02:07, 1.17it/s] 159/299 3.97G 0.0239 0.01211 0.0001753 53 640: 8%|▊ | 12/160 [00:27<07:52, 3.19s/it] 159/299 3.97G 0.02369 0.0121 0.0001722 63 640: 8%|▊ | 12/160 [00:27<07:52, 3.19s/it] 159/299 3.97G 0.02369 0.0121 0.0001722 63 640: 8%|▊ | 13/160 [00:27<05:32, 2.26s/it] 159/299 3.97G 0.02335 0.01195 0.0001665 62 640: 8%|▊ | 13/160 [00:27<05:32, 2.26s/it] 159/299 3.97G 0.02335 0.01195 0.0001665 62 640: 9%|▉ | 14/160 [00:27<03:55, 1.61s/it] 159/299 3.97G 0.02328 0.01196 0.000162 76 640: 9%|▉ | 14/160 [00:31<03:55, 1.61s/it] 159/299 3.97G 0.02328 0.01196 0.000162 76 640: 9%|▉ | 15/160 [00:31<05:32, 2.29s/it] 159/299 3.97G 0.02321 0.01186 0.0001673 61 640: 9%|▉ | 15/160 [00:31<05:32, 2.29s/it] 159/299 3.97G 0.02321 0.01186 0.0001673 61 640: 10%|█ | 16/160 [00:31<03:56, 1.64s/it] 159/299 3.97G 0.023 0.01165 0.000163 50 640: 10%|█ | 16/160 [00:32<03:56, 1.64s/it] 159/299 3.97G 0.0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.75it/s]
all 340 813 0.607 0.556 0.556 0.304
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 160/299 3.97G 0.02289 0.01228 0.0004634 58 640: 0%| | 0/160 [00:00<?, ?it/s] 160/299 3.97G 0.02289 0.01228 0.0004634 58 640: 1%| | 1/160 [00:00<00:22, 7.16it/s] 160/299 3.97G 0.02264 0.01212 0.0003312 65 640: 1%| | 1/160 [00:00<00:22, 7.16it/s] 160/299 3.97G 0.02264 0.01212 0.0003312 65 640: 1%|▏ | 2/160 [00:00<00:21, 7.50it/s] 160/299 3.97G 0.0226 0.01173 0.0005687 58 640: 1%|▏ | 2/160 [00:00<00:21, 7.50it/s] 160/299 3.97G 0.0226 0.01173 0.0005687 58 640: 2%|▏ | 3/160 [00:00<00:22, 7.11it/s] 160/299 3.97G 0.02382 0.01252 0.0004658 70 640: 2%|▏ | 3/160 [00:12<00:22, 7.11it/s] 160/299 3.97G 0.02382 0.01252 0.0004658 70 640: 2%|▎ | 4/160 [00:12<13:03, 5.02s/it] 160/299 3.97G 0.02442 0.01213 0.0005818 39 640: 2%|▎ | 4/160 [00:13<13:03, 5.02s/it] 160/299 3.97G 0.02442 0.01213 0.0005818 39 640: 3%|▎ | 5/160 [00:13<08:26, 3.27s/it] 160/299 3.97G 0.0244 0.01158 0.0005015 51 640: 3%|▎ | 5/160 [00:13<08:26, 3.27s/it] 160/299 3.97G 0.0244 0.01158 0.0005015 51 640: 4%|▍ | 6/160 [00:13<05:39, 2.21s/it] 160/299 3.97G 0.02416 0.0121 0.0004465 80 640: 4%|▍ | 6/160 [00:18<05:39, 2.21s/it] 160/299 3.97G 0.02416 0.0121 0.0004465 80 640: 4%|▍ | 7/160 [00:18<08:13, 3.23s/it] 160/299 3.97G 0.02387 0.01164 0.0004072 50 640: 4%|▍ | 7/160 [00:18<08:13, 3.23s/it] 160/299 3.97G 0.02387 0.01164 0.0004072 50 640: 5%|▌ | 8/160 [00:18<05:39, 2.24s/it] 160/299 3.97G 0.02385 0.01181 0.000372 69 640: 5%|▌ | 8/160 [00:18<05:39, 2.24s/it] 160/299 3.97G 0.02385 0.01181 0.000372 69 640: 6%|▌ | 9/160 [00:18<03:57, 1.57s/it] 160/299 3.97G 0.0237 0.0118 0.0003439 66 640: 6%|▌ | 9/160 [00:18<03:57, 1.57s/it] 160/299 3.97G 0.0237 0.0118 0.0003439 66 640: 6%|▋ | 10/160 [00:18<02:48, 1.12s/it] 160/299 3.97G 0.02379 0.01184 0.0003346 61 640: 6%|▋ | 10/160 [00:19<02:48, 1.12s/it] 160/299 3.97G 0.02379 0.01184 0.0003346 61 640: 7%|▋ | 11/160 [00:19<02:26, 1.02it/s] 160/299 3.97G 0.02416 0.01172 0.0003152 53 640: 7%|▋ | 11/160 [00:26<02:26, 1.02it/s] 160/299 3.97G 0.02416 0.01172 0.0003152 53 640: 8%|▊ | 12/160 [00:26<07:14, 2.94s/it] 160/299 3.97G 0.02438 0.01191 0.0003076 66 640: 8%|▊ | 12/160 [00:27<07:14, 2.94s/it] 160/299 3.97G 0.02438 0.01191 0.0003076 66 640: 8%|▊ | 13/160 [00:27<05:06, 2.08s/it] 160/299 3.97G 0.02436 0.01189 0.0002924 58 640: 8%|▊ | 13/160 [00:27<05:06, 2.08s/it] 160/299 3.97G 0.02436 0.01189 0.0002924 58 640: 9%|▉ | 14/160 [00:27<03:37, 1.49s/it] 160/299 3.97G 0.02422 0.01196 0.0003738 63 640: 9%|▉ | 14/160 [00:31<03:37, 1.49s/it] 160/299 3.97G 0.02422 0.01196 0.0003738 63 640: 9%|▉ | 15/160 [00:31<05:51, 2.43s/it] 160/299 3.97G 0.02404 0.01206 0.000357 88 640: 9%|▉ | 15/160 [00:31<05:51, 2.43s/it] 160/299 3.97G 0.02404 0.01206 0.000357 88 640: 10%|█ | 16/160 [00:31<04:09, 1.73s/it] 160/299 3.97G 0.02394 0.01203 0.0003457 56 640: 10%|█ | 16/160 [00:32<04:09, 1.73s/it] 160/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.01it/s]
all 340 813 0.611 0.567 0.57 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 161/299 3.97G 0.02034 0.009383 8.817e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 161/299 3.97G 0.02034 0.009383 8.817e-05 55 640: 1%| | 1/160 [00:00<00:22, 6.95it/s] 161/299 3.97G 0.02073 0.01008 9.432e-05 65 640: 1%| | 1/160 [00:00<00:22, 6.95it/s] 161/299 3.97G 0.02073 0.01008 9.432e-05 65 640: 1%|▏ | 2/160 [00:00<00:20, 7.72it/s] 161/299 3.97G 0.02201 0.0103 9.656e-05 57 640: 1%|▏ | 2/160 [00:00<00:20, 7.72it/s] 161/299 3.97G 0.02201 0.0103 9.656e-05 57 640: 2%|▏ | 3/160 [00:00<00:27, 5.63it/s] 161/299 3.97G 0.02216 0.01182 0.0001155 90 640: 2%|▏ | 3/160 [00:14<00:27, 5.63it/s] 161/299 3.97G 0.02216 0.01182 0.0001155 90 640: 2%|▎ | 4/160 [00:14<15:07, 5.82s/it] 161/299 3.97G 0.02235 0.01126 0.0001063 39 640: 2%|▎ | 4/160 [00:15<15:07, 5.82s/it] 161/299 3.97G 0.02235 0.01126 0.0001063 39 640: 3%|▎ | 5/160 [00:15<09:43, 3.76s/it] 161/299 3.97G 0.02269 0.01193 0.0001113 96 640: 3%|▎ | 5/160 [00:15<09:43, 3.76s/it] 161/299 3.97G 0.02269 0.01193 0.0001113 96 640: 4%|▍ | 6/160 [00:15<06:28, 2.52s/it] 161/299 3.97G 0.02269 0.01157 0.0001089 62 640: 4%|▍ | 6/160 [00:18<06:28, 2.52s/it] 161/299 3.97G 0.02269 0.01157 0.0001089 62 640: 4%|▍ | 7/160 [00:18<07:18, 2.86s/it] 161/299 3.97G 0.02287 0.01156 0.0001058 61 640: 4%|▍ | 7/160 [00:18<07:18, 2.86s/it] 161/299 3.97G 0.02287 0.01156 0.0001058 61 640: 5%|▌ | 8/160 [00:18<05:02, 1.99s/it] 161/299 3.97G 0.02312 0.01155 0.0001026 61 640: 5%|▌ | 8/160 [00:19<05:02, 1.99s/it] 161/299 3.97G 0.02312 0.01155 0.0001026 61 640: 6%|▌ | 9/160 [00:19<03:32, 1.40s/it] 161/299 3.97G 0.02363 0.01148 0.0001011 51 640: 6%|▌ | 9/160 [00:19<03:32, 1.40s/it] 161/299 3.97G 0.02363 0.01148 0.0001011 51 640: 6%|▋ | 10/160 [00:19<02:30, 1.01s/it] 161/299 3.97G 0.02354 0.0114 0.0001028 63 640: 6%|▋ | 10/160 [00:20<02:30, 1.01s/it] 161/299 3.97G 0.02354 0.0114 0.0001028 63 640: 7%|▋ | 11/160 [00:20<02:39, 1.07s/it] 161/299 3.97G 0.02361 0.01116 0.0001045 42 640: 7%|▋ | 11/160 [00:28<02:39, 1.07s/it] 161/299 3.97G 0.02361 0.01116 0.0001045 42 640: 8%|▊ | 12/160 [00:28<07:50, 3.18s/it] 161/299 3.97G 0.02353 0.01119 0.0001289 69 640: 8%|▊ | 12/160 [00:28<07:50, 3.18s/it] 161/299 3.97G 0.02353 0.01119 0.0001289 69 640: 8%|▊ | 13/160 [00:28<05:31, 2.26s/it] 161/299 3.97G 0.02371 0.01093 0.0001248 33 640: 8%|▊ | 13/160 [00:28<05:31, 2.26s/it] 161/299 3.97G 0.02371 0.01093 0.0001248 33 640: 9%|▉ | 14/160 [00:28<03:54, 1.61s/it] 161/299 3.97G 0.02355 0.01105 0.0001224 74 640: 9%|▉ | 14/160 [00:32<03:54, 1.61s/it] 161/299 3.97G 0.02355 0.01105 0.0001224 74 640: 9%|▉ | 15/160 [00:32<05:24, 2.24s/it] 161/299 3.97G 0.0235 0.0113 0.0001192 74 640: 9%|▉ | 15/160 [00:32<05:24, 2.24s/it] 161/299 3.97G 0.0235 0.0113 0.0001192 74 640: 10%|█ | 16/160 [00:32<03:50, 1.60s/it] 161/299 3.97G 0.02341 0.01141 0.0002431 66 640: 10%|█ | 16/160 [00:32<03:50, 1.60s/it] 161/299 3.97G 0.023
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.01it/s]
all 340 813 0.615 0.578 0.572 0.317
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 162/299 3.97G 0.0204 0.01062 0.0007137 56 640: 0%| | 0/160 [00:00<?, ?it/s] 162/299 3.97G 0.0204 0.01062 0.0007137 56 640: 1%| | 1/160 [00:00<00:22, 7.03it/s] 162/299 3.97G 0.02257 0.01166 0.0004248 57 640: 1%| | 1/160 [00:00<00:22, 7.03it/s] 162/299 3.97G 0.02257 0.01166 0.0004248 57 640: 1%|▏ | 2/160 [00:00<00:20, 7.82it/s] 162/299 3.97G 0.02308 0.01117 0.0003134 36 640: 1%|▏ | 2/160 [00:00<00:20, 7.82it/s] 162/299 3.97G 0.02308 0.01117 0.0003134 36 640: 2%|▏ | 3/160 [00:00<00:21, 7.28it/s] 162/299 3.97G 0.02257 0.01155 0.000258 69 640: 2%|▏ | 3/160 [00:12<00:21, 7.28it/s] 162/299 3.97G 0.02257 0.01155 0.000258 69 640: 2%|▎ | 4/160 [00:12<13:05, 5.04s/it] 162/299 3.97G 0.02269 0.01124 0.0004397 56 640: 2%|▎ | 4/160 [00:13<13:05, 5.04s/it] 162/299 3.97G 0.02269 0.01124 0.0004397 56 640: 3%|▎ | 5/160 [00:13<08:27, 3.28s/it] 162/299 3.97G 0.02251 0.01161 0.0003828 69 640: 3%|▎ | 5/160 [00:13<08:27, 3.28s/it] 162/299 3.97G 0.02251 0.01161 0.0003828 69 640: 4%|▍ | 6/160 [00:13<05:43, 2.23s/it] 162/299 3.97G 0.02277 0.01138 0.0003395 55 640: 4%|▍ | 6/160 [00:17<05:43, 2.23s/it] 162/299 3.97G 0.02277 0.01138 0.0003395 55 640: 4%|▍ | 7/160 [00:17<07:27, 2.92s/it] 162/299 3.97G 0.02258 0.01154 0.0003103 72 640: 4%|▍ | 7/160 [00:17<07:27, 2.92s/it] 162/299 3.97G 0.02258 0.01154 0.0003103 72 640: 5%|▌ | 8/160 [00:17<05:09, 2.04s/it] 162/299 3.97G 0.02229 0.01162 0.0002935 71 640: 5%|▌ | 8/160 [00:17<05:09, 2.04s/it] 162/299 3.97G 0.02229 0.01162 0.0002935 71 640: 6%|▌ | 9/160 [00:17<03:36, 1.44s/it] 162/299 3.97G 0.02247 0.01162 0.0002771 72 640: 6%|▌ | 9/160 [00:18<03:36, 1.44s/it] 162/299 3.97G 0.02247 0.01162 0.0002771 72 640: 6%|▋ | 10/160 [00:18<02:34, 1.03s/it] 162/299 3.97G 0.0225 0.01165 0.0002613 66 640: 6%|▋ | 10/160 [00:18<02:34, 1.03s/it] 162/299 3.97G 0.0225 0.01165 0.0002613 66 640: 7%|▋ | 11/160 [00:18<02:16, 1.09it/s] 162/299 3.97G 0.02252 0.01159 0.0002551 59 640: 7%|▋ | 11/160 [00:27<02:16, 1.09it/s] 162/299 3.97G 0.02252 0.01159 0.0002551 59 640: 8%|▊ | 12/160 [00:27<08:00, 3.24s/it] 162/299 3.97G 0.02257 0.01147 0.0002427 44 640: 8%|▊ | 12/160 [00:27<08:00, 3.24s/it] 162/299 3.97G 0.02257 0.01147 0.0002427 44 640: 8%|▊ | 13/160 [00:27<05:38, 2.30s/it] 162/299 3.97G 0.02255 0.01137 0.0002331 41 640: 8%|▊ | 13/160 [00:27<05:38, 2.30s/it] 162/299 3.97G 0.02255 0.01137 0.0002331 41 640: 9%|▉ | 14/160 [00:27<03:59, 1.64s/it] 162/299 3.97G 0.02247 0.01132 0.0002262 61 640: 9%|▉ | 14/160 [00:30<03:59, 1.64s/it] 162/299 3.97G 0.02247 0.01132 0.0002262 61 640: 9%|▉ | 15/160 [00:30<05:08, 2.13s/it] 162/299 3.97G 0.02241 0.0113 0.0002208 59 640: 9%|▉ | 15/160 [00:30<05:08, 2.13s/it] 162/299 3.97G 0.02241 0.0113 0.0002208 59 640: 10%|█ | 16/160 [00:30<03:39, 1.53s/it] 162/299 3.97G 0.02229 0.01128 0.0002177 64 640: 10%|█ | 16/160 [00:31<03:39, 1.53s/it] 162/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.73it/s]
all 340 813 0.62 0.557 0.57 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 163/299 3.97G 0.02103 0.009406 0.0004526 55 640: 0%| | 0/160 [00:00<?, ?it/s] 163/299 3.97G 0.02103 0.009406 0.0004526 55 640: 1%| | 1/160 [00:00<00:27, 5.68it/s] 163/299 3.97G 0.02106 0.009855 0.0002669 59 640: 1%| | 1/160 [00:00<00:27, 5.68it/s] 163/299 3.97G 0.02106 0.009855 0.0002669 59 640: 1%|▏ | 2/160 [00:00<00:25, 6.10it/s] 163/299 3.97G 0.02152 0.009654 0.0002043 53 640: 1%|▏ | 2/160 [00:00<00:25, 6.10it/s] 163/299 3.97G 0.02152 0.009654 0.0002043 53 640: 2%|▏ | 3/160 [00:00<00:27, 5.81it/s] 163/299 3.97G 0.02133 0.01071 0.0001848 89 640: 2%|▏ | 3/160 [00:14<00:27, 5.81it/s] 163/299 3.97G 0.02133 0.01071 0.0001848 89 640: 2%|▎ | 4/160 [00:14<14:26, 5.55s/it] 163/299 3.97G 0.02162 0.01085 0.000163 55 640: 2%|▎ | 4/160 [00:14<14:26, 5.55s/it] 163/299 3.97G 0.02162 0.01085 0.000163 55 640: 3%|▎ | 5/160 [00:14<09:17, 3.60s/it] 163/299 3.97G 0.02237 0.01096 0.0001511 69 640: 3%|▎ | 5/160 [00:14<09:17, 3.60s/it] 163/299 3.97G 0.02237 0.01096 0.0001511 69 640: 4%|▍ | 6/160 [00:14<06:11, 2.41s/it] 163/299 3.97G 0.0227 0.01151 0.0001437 87 640: 4%|▍ | 6/160 [00:18<06:11, 2.41s/it] 163/299 3.97G 0.0227 0.01151 0.0001437 87 640: 4%|▍ | 7/160 [00:18<07:34, 2.97s/it] 163/299 3.97G 0.02285 0.01151 0.0001602 49 640: 4%|▍ | 7/160 [00:18<07:34, 2.97s/it] 163/299 3.97G 0.02285 0.01151 0.0001602 49 640: 5%|▌ | 8/160 [00:18<05:12, 2.06s/it] 163/299 3.97G 0.02277 0.01166 0.0001519 84 640: 5%|▌ | 8/160 [00:18<05:12, 2.06s/it] 163/299 3.97G 0.02277 0.01166 0.0001519 84 640: 6%|▌ | 9/160 [00:18<03:38, 1.45s/it] 163/299 3.97G 0.02257 0.01162 0.000149 59 640: 6%|▌ | 9/160 [00:19<03:38, 1.45s/it] 163/299 3.97G 0.02257 0.01162 0.000149 59 640: 6%|▋ | 10/160 [00:19<02:35, 1.04s/it] 163/299 3.97G 0.02284 0.01179 0.0001434 59 640: 6%|▋ | 10/160 [00:19<02:35, 1.04s/it] 163/299 3.97G 0.02284 0.01179 0.0001434 59 640: 7%|▋ | 11/160 [00:19<02:06, 1.18it/s] 163/299 3.97G 0.02291 0.01203 0.0001394 70 640: 7%|▋ | 11/160 [00:27<02:06, 1.18it/s] 163/299 3.97G 0.02291 0.01203 0.0001394 70 640: 8%|▊ | 12/160 [00:27<07:44, 3.14s/it] 163/299 3.97G 0.02292 0.01215 0.0001362 73 640: 8%|▊ | 12/160 [00:27<07:44, 3.14s/it] 163/299 3.97G 0.02292 0.01215 0.0001362 73 640: 8%|▊ | 13/160 [00:27<05:27, 2.23s/it] 163/299 3.97G 0.023 0.01219 0.0001317 75 640: 8%|▊ | 13/160 [00:28<05:27, 2.23s/it] 163/299 3.97G 0.023 0.01219 0.0001317 75 640: 9%|▉ | 14/160 [00:28<03:51, 1.59s/it] 163/299 3.97G 0.02303 0.01229 0.0001416 59 640: 9%|▉ | 14/160 [00:32<03:51, 1.59s/it] 163/299 3.97G 0.02303 0.01229 0.0001416 59 640: 9%|▉ | 15/160 [00:32<05:38, 2.34s/it] 163/299 3.97G 0.02286 0.01226 0.0001375 63 640: 9%|▉ | 15/160 [00:32<05:38, 2.34s/it] 163/299 3.97G 0.02286 0.01226 0.0001375 63 640: 10%|█ | 16/160 [00:32<04:00, 1.67s/it] 163/299 3.97G 0.02286 0.01227 0.000139 65 640: 10%|█ | 16/160 [00:32<04:00, 1.67s/it] 163/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.11it/s]
all 340 813 0.603 0.558 0.561 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 164/299 3.97G 0.02541 0.01605 0.0002511 73 640: 0%| | 0/160 [00:00<?, ?it/s] 164/299 3.97G 0.02541 0.01605 0.0002511 73 640: 1%| | 1/160 [00:00<00:23, 6.73it/s] 164/299 3.97G 0.02341 0.01497 0.000169 81 640: 1%| | 1/160 [00:00<00:23, 6.73it/s] 164/299 3.97G 0.02341 0.01497 0.000169 81 640: 1%|▏ | 2/160 [00:00<00:23, 6.72it/s] 164/299 3.97G 0.02344 0.01355 0.0001415 66 640: 1%|▏ | 2/160 [00:00<00:23, 6.72it/s] 164/299 3.97G 0.02344 0.01355 0.0001415 66 640: 2%|▏ | 3/160 [00:00<00:25, 6.17it/s] 164/299 3.97G 0.02389 0.01334 0.0001374 54 640: 2%|▏ | 3/160 [00:10<00:25, 6.17it/s] 164/299 3.97G 0.02389 0.01334 0.0001374 54 640: 2%|▎ | 4/160 [00:10<10:07, 3.90s/it] 164/299 3.97G 0.02353 0.01306 0.0001308 70 640: 2%|▎ | 4/160 [00:10<10:07, 3.90s/it] 164/299 3.97G 0.02353 0.01306 0.0001308 70 640: 3%|▎ | 5/160 [00:10<06:35, 2.55s/it] 164/299 3.97G 0.02374 0.01269 0.0001248 49 640: 3%|▎ | 5/160 [00:10<06:35, 2.55s/it] 164/299 3.97G 0.02374 0.01269 0.0001248 49 640: 4%|▍ | 6/160 [00:10<04:27, 1.74s/it] 164/299 3.97G 0.02337 0.01234 0.0001207 56 640: 4%|▍ | 6/160 [00:18<04:27, 1.74s/it] 164/299 3.97G 0.02337 0.01234 0.0001207 56 640: 4%|▍ | 7/160 [00:18<09:19, 3.65s/it] 164/299 3.97G 0.02299 0.01263 0.0001192 97 640: 4%|▍ | 7/160 [00:18<09:19, 3.65s/it] 164/299 3.97G 0.02299 0.01263 0.0001192 97 640: 5%|▌ | 8/160 [00:18<06:25, 2.53s/it] 164/299 3.97G 0.02296 0.01302 0.0001245 85 640: 5%|▌ | 8/160 [00:18<06:25, 2.53s/it] 164/299 3.97G 0.02296 0.01302 0.0001245 85 640: 6%|▌ | 9/160 [00:18<04:28, 1.78s/it] 164/299 3.97G 0.02299 0.01295 0.0001226 60 640: 6%|▌ | 9/160 [00:18<04:28, 1.78s/it] 164/299 3.97G 0.02299 0.01295 0.0001226 60 640: 6%|▋ | 10/160 [00:18<03:09, 1.26s/it] 164/299 3.97G 0.02278 0.01263 0.0001267 51 640: 6%|▋ | 10/160 [00:18<03:09, 1.26s/it] 164/299 3.97G 0.02278 0.01263 0.0001267 51 640: 7%|▋ | 11/160 [00:18<02:21, 1.05it/s] 164/299 3.97G 0.023 0.01271 0.0001254 58 640: 7%|▋ | 11/160 [00:25<02:21, 1.05it/s] 164/299 3.97G 0.023 0.01271 0.0001254 58 640: 8%|▊ | 12/160 [00:25<06:40, 2.70s/it] 164/299 3.97G 0.02302 0.01257 0.0001241 56 640: 8%|▊ | 12/160 [00:25<06:40, 2.70s/it] 164/299 3.97G 0.02302 0.01257 0.0001241 56 640: 8%|▊ | 13/160 [00:25<04:42, 1.92s/it] 164/299 3.97G 0.0228 0.01243 0.0001225 55 640: 8%|▊ | 13/160 [00:25<04:42, 1.92s/it] 164/299 3.97G 0.0228 0.01243 0.0001225 55 640: 9%|▉ | 14/160 [00:25<03:20, 1.38s/it] 164/299 3.97G 0.0228 0.01228 0.0001202 51 640: 9%|▉ | 14/160 [00:31<03:20, 1.38s/it] 164/299 3.97G 0.0228 0.01228 0.0001202 51 640: 9%|▉ | 15/160 [00:31<06:42, 2.78s/it] 164/299 3.97G 0.02281 0.01211 0.0001266 54 640: 9%|▉ | 15/160 [00:31<06:42, 2.78s/it] 164/299 3.97G 0.02281 0.01211 0.0001266 54 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 164/299 3.97G 0.023 0.01199 0.0001245 41 640: 10%|█ | 16/160 [00:31<04:45, 1.98s/it] 164/299 3.97G 0.0
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.74it/s]
all 340 813 0.613 0.568 0.573 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 165/299 3.97G 0.02445 0.0137 0.0001194 75 640: 0%| | 0/160 [00:00<?, ?it/s] 165/299 3.97G 0.02445 0.0137 0.0001194 75 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 165/299 3.97G 0.02338 0.01233 0.0001124 62 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 165/299 3.97G 0.02338 0.01233 0.0001124 62 640: 1%|▏ | 2/160 [00:00<00:25, 6.10it/s] 165/299 3.97G 0.02328 0.01095 0.0001144 43 640: 1%|▏ | 2/160 [00:00<00:25, 6.10it/s] 165/299 3.97G 0.02328 0.01095 0.0001144 43 640: 2%|▏ | 3/160 [00:00<00:28, 5.52it/s] 165/299 3.97G 0.02327 0.01086 0.0001126 58 640: 2%|▏ | 3/160 [00:06<00:28, 5.52it/s] 165/299 3.97G 0.02327 0.01086 0.0001126 58 640: 2%|▎ | 4/160 [00:06<06:07, 2.36s/it] 165/299 3.97G 0.02366 0.01108 0.0001444 68 640: 2%|▎ | 4/160 [00:06<06:07, 2.36s/it] 165/299 3.97G 0.02366 0.01108 0.0001444 68 640: 3%|▎ | 5/160 [00:06<04:02, 1.57s/it] 165/299 3.97G 0.02335 0.01092 0.0001359 52 640: 3%|▎ | 5/160 [00:06<04:02, 1.57s/it] 165/299 3.97G 0.02335 0.01092 0.0001359 52 640: 4%|▍ | 6/160 [00:06<02:47, 1.08s/it] 165/299 3.97G 0.02319 0.01123 0.0001307 63 640: 4%|▍ | 6/160 [00:18<02:47, 1.08s/it] 165/299 3.97G 0.02319 0.01123 0.0001307 63 640: 4%|▍ | 7/160 [00:18<11:27, 4.49s/it] 165/299 3.97G 0.02289 0.01105 0.0001258 66 640: 4%|▍ | 7/160 [00:18<11:27, 4.49s/it] 165/299 3.97G 0.02289 0.01105 0.0001258 66 640: 5%|▌ | 8/160 [00:18<07:51, 3.10s/it] 165/299 3.97G 0.02282 0.01116 0.0001215 62 640: 5%|▌ | 8/160 [00:18<07:51, 3.10s/it] 165/299 3.97G 0.02282 0.01116 0.0001215 62 640: 6%|▌ | 9/160 [00:18<05:27, 2.17s/it] 165/299 3.97G 0.02271 0.01131 0.0001213 68 640: 6%|▌ | 9/160 [00:18<05:27, 2.17s/it] 165/299 3.97G 0.02271 0.01131 0.0001213 68 640: 6%|▋ | 10/160 [00:18<03:50, 1.54s/it] 165/299 3.97G 0.02256 0.01129 0.0001188 52 640: 6%|▋ | 10/160 [00:18<03:50, 1.54s/it] 165/299 3.97G 0.02256 0.01129 0.0001188 52 640: 7%|▋ | 11/160 [00:18<02:45, 1.11s/it] 165/299 3.97G 0.0229 0.01144 0.0001743 61 640: 7%|▋ | 11/160 [00:22<02:45, 1.11s/it] 165/299 3.97G 0.0229 0.01144 0.0001743 61 640: 8%|▊ | 12/160 [00:22<05:01, 2.04s/it] 165/299 3.97G 0.0228 0.0113 0.0001672 50 640: 8%|▊ | 12/160 [00:22<05:01, 2.04s/it] 165/299 3.97G 0.0228 0.0113 0.0001672 50 640: 8%|▊ | 13/160 [00:22<03:34, 1.46s/it] 165/299 3.97G 0.02281 0.01143 0.0001607 73 640: 8%|▊ | 13/160 [00:22<03:34, 1.46s/it] 165/299 3.97G 0.02281 0.01143 0.0001607 73 640: 9%|▉ | 14/160 [00:22<02:33, 1.05s/it] 165/299 3.97G 0.02272 0.01138 0.0001564 59 640: 9%|▉ | 14/160 [00:31<02:33, 1.05s/it] 165/299 3.97G 0.02272 0.01138 0.0001564 59 640: 9%|▉ | 15/160 [00:31<07:50, 3.25s/it] 165/299 3.97G 0.02262 0.01156 0.000152 74 640: 9%|▉ | 15/160 [00:31<07:50, 3.25s/it] 165/299 3.97G 0.02262 0.01156 0.000152 74 640: 10%|█ | 16/160 [00:31<05:32, 2.31s/it] 165/299 3.97G 0.02268 0.01152 0.0001517 53 640: 10%|█ | 16/160 [00:31<05:32, 2.31s/it] 165/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.95it/s]
all 340 813 0.636 0.591 0.584 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 166/299 3.97G 0.01987 0.01269 6.874e-05 73 640: 0%| | 0/160 [00:00<?, ?it/s] 166/299 3.97G 0.01987 0.01269 6.874e-05 73 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 166/299 3.97G 0.02027 0.01181 7.485e-05 61 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 166/299 3.97G 0.02027 0.01181 7.485e-05 61 640: 1%|▏ | 2/160 [00:00<00:25, 6.20it/s] 166/299 3.97G 0.02147 0.0117 7.309e-05 60 640: 1%|▏ | 2/160 [00:00<00:25, 6.20it/s] 166/299 3.97G 0.02147 0.0117 7.309e-05 60 640: 2%|▏ | 3/160 [00:00<00:29, 5.26it/s] 166/299 3.97G 0.02188 0.01141 7.398e-05 46 640: 2%|▏ | 3/160 [00:02<00:29, 5.26it/s] 166/299 3.97G 0.02188 0.01141 7.398e-05 46 640: 2%|▎ | 4/160 [00:02<02:37, 1.01s/it] 166/299 3.97G 0.02241 0.0118 0.0001391 80 640: 2%|▎ | 4/160 [00:02<02:37, 1.01s/it] 166/299 3.97G 0.02241 0.0118 0.0001391 80 640: 3%|▎ | 5/160 [00:02<01:49, 1.42it/s] 166/299 3.97G 0.0223 0.01205 0.0001283 71 640: 3%|▎ | 5/160 [00:03<01:49, 1.42it/s] 166/299 3.97G 0.0223 0.01205 0.0001283 71 640: 4%|▍ | 6/160 [00:03<01:20, 1.91it/s] 166/299 3.97G 0.02263 0.01216 0.0001216 66 640: 4%|▍ | 6/160 [00:17<01:20, 1.91it/s] 166/299 3.97G 0.02263 0.01216 0.0001216 66 640: 4%|▍ | 7/160 [00:17<13:02, 5.12s/it] 166/299 3.97G 0.02224 0.01208 0.0001158 70 640: 4%|▍ | 7/160 [00:17<13:02, 5.12s/it] 166/299 3.97G 0.02224 0.01208 0.0001158 70 640: 5%|▌ | 8/160 [00:17<08:55, 3.52s/it] 166/299 3.97G 0.02208 0.01178 0.0001113 56 640: 5%|▌ | 8/160 [00:17<08:55, 3.52s/it] 166/299 3.97G 0.02208 0.01178 0.0001113 56 640: 6%|▌ | 9/160 [00:17<06:11, 2.46s/it] 166/299 3.97G 0.02243 0.01156 0.0001116 59 640: 6%|▌ | 9/160 [00:18<06:11, 2.46s/it] 166/299 3.97G 0.02243 0.01156 0.0001116 59 640: 6%|▋ | 10/160 [00:18<04:20, 1.74s/it] 166/299 3.97G 0.02238 0.01139 0.0001076 56 640: 6%|▋ | 10/160 [00:18<04:20, 1.74s/it] 166/299 3.97G 0.02238 0.01139 0.0001076 56 640: 7%|▋ | 11/160 [00:18<03:06, 1.25s/it] 166/299 3.97G 0.02211 0.01123 0.0001061 49 640: 7%|▋ | 11/160 [00:22<03:06, 1.25s/it] 166/299 3.97G 0.02211 0.01123 0.0001061 49 640: 8%|▊ | 12/160 [00:22<04:59, 2.02s/it] 166/299 3.97G 0.02221 0.01125 0.0001131 50 640: 8%|▊ | 12/160 [00:22<04:59, 2.02s/it] 166/299 3.97G 0.02221 0.01125 0.0001131 50 640: 8%|▊ | 13/160 [00:22<03:33, 1.45s/it] 166/299 3.97G 0.0224 0.01128 0.0001109 56 640: 8%|▊ | 13/160 [00:22<03:33, 1.45s/it] 166/299 3.97G 0.0224 0.01128 0.0001109 56 640: 9%|▉ | 14/160 [00:22<02:32, 1.05s/it] 166/299 3.97G 0.02221 0.01119 0.0001152 62 640: 9%|▉ | 14/160 [00:31<02:32, 1.05s/it] 166/299 3.97G 0.02221 0.01119 0.0001152 62 640: 9%|▉ | 15/160 [00:31<08:13, 3.40s/it] 166/299 3.97G 0.02236 0.01135 0.0001189 67 640: 9%|▉ | 15/160 [00:31<08:13, 3.40s/it] 166/299 3.97G 0.02236 0.01135 0.0001189 67 640: 10%|█ | 16/160 [00:31<05:47, 2.42s/it] 166/299 3.97G 0.02246 0.01124 0.0001546 58 640: 10%|█ | 16/160 [00:31<05:47, 2.42s/it] 166/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.35it/s]
all 340 813 0.621 0.574 0.579 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 167/299 3.97G 0.0217 0.01209 9.984e-05 60 640: 0%| | 0/160 [00:00<?, ?it/s] 167/299 3.97G 0.0217 0.01209 9.984e-05 60 640: 1%| | 1/160 [00:00<00:23, 6.90it/s] 167/299 3.97G 0.02162 0.01226 8.472e-05 65 640: 1%| | 1/160 [00:00<00:23, 6.90it/s] 167/299 3.97G 0.02162 0.01226 8.472e-05 65 640: 1%|▏ | 2/160 [00:00<00:21, 7.20it/s] 167/299 3.97G 0.02228 0.01149 0.0001743 45 640: 1%|▏ | 2/160 [00:00<00:21, 7.20it/s] 167/299 3.97G 0.02228 0.01149 0.0001743 45 640: 2%|▏ | 3/160 [00:00<00:24, 6.45it/s] 167/299 3.97G 0.02201 0.01118 0.00015 64 640: 2%|▏ | 3/160 [00:00<00:24, 6.45it/s] 167/299 3.97G 0.02201 0.01118 0.00015 64 640: 2%|▎ | 4/160 [00:00<00:23, 6.51it/s] 167/299 3.97G 0.02173 0.01042 0.0001371 49 640: 2%|▎ | 4/160 [00:00<00:23, 6.51it/s] 167/299 3.97G 0.02173 0.01042 0.0001371 49 640: 3%|▎ | 5/160 [00:00<00:22, 6.76it/s] 167/299 3.97G 0.02108 0.01005 0.0001253 41 640: 3%|▎ | 5/160 [00:00<00:22, 6.76it/s] 167/299 3.97G 0.02108 0.01005 0.0001253 41 640: 4%|▍ | 6/160 [00:00<00:21, 7.07it/s] 167/299 3.97G 0.02131 0.01029 0.0001181 60 640: 4%|▍ | 6/160 [00:18<00:21, 7.07it/s] 167/299 3.97G 0.02131 0.01029 0.0001181 60 640: 4%|▍ | 7/160 [00:18<14:36, 5.73s/it] 167/299 3.97G 0.02124 0.01037 0.0001157 54 640: 4%|▍ | 7/160 [00:18<14:36, 5.73s/it] 167/299 3.97G 0.02124 0.01037 0.0001157 54 640: 5%|▌ | 8/160 [00:18<09:59, 3.94s/it] 167/299 3.97G 0.02123 0.01016 0.0001165 46 640: 5%|▌ | 8/160 [00:18<09:59, 3.94s/it] 167/299 3.97G 0.02123 0.01016 0.0001165 46 640: 6%|▌ | 9/160 [00:18<06:54, 2.75s/it] 167/299 3.97G 0.02127 0.01036 0.0001148 77 640: 6%|▌ | 9/160 [00:18<06:54, 2.75s/it] 167/299 3.97G 0.02127 0.01036 0.0001148 77 640: 6%|▋ | 10/160 [00:18<04:50, 1.94s/it] 167/299 3.97G 0.02187 0.01058 0.0001123 76 640: 6%|▋ | 10/160 [00:18<04:50, 1.94s/it] 167/299 3.97G 0.02187 0.01058 0.0001123 76 640: 7%|▋ | 11/160 [00:18<03:26, 1.38s/it] 167/299 3.97G 0.02216 0.0106 0.0001131 59 640: 7%|▋ | 11/160 [00:20<03:26, 1.38s/it] 167/299 3.97G 0.02216 0.0106 0.0001131 59 640: 8%|▊ | 12/160 [00:20<03:28, 1.41s/it] 167/299 3.97G 0.02223 0.01075 0.0001107 61 640: 8%|▊ | 12/160 [00:20<03:28, 1.41s/it] 167/299 3.97G 0.02223 0.01075 0.0001107 61 640: 8%|▊ | 13/160 [00:20<02:29, 1.02s/it] 167/299 3.97G 0.02238 0.01076 0.0001081 70 640: 8%|▊ | 13/160 [00:20<02:29, 1.02s/it] 167/299 3.97G 0.02238 0.01076 0.0001081 70 640: 9%|▉ | 14/160 [00:20<01:48, 1.34it/s] 167/299 3.97G 0.02254 0.01087 0.0001068 61 640: 9%|▉ | 14/160 [00:31<01:48, 1.34it/s] 167/299 3.97G 0.02254 0.01087 0.0001068 61 640: 9%|▉ | 15/160 [00:31<09:18, 3.85s/it] 167/299 3.97G 0.02266 0.01133 0.0001052 99 640: 9%|▉ | 15/160 [00:31<09:18, 3.85s/it] 167/299 3.97G 0.02266 0.01133 0.0001052 99 640: 10%|█ | 16/160 [00:31<06:33, 2.73s/it] 167/299 3.97G 0.02258 0.01117 0.000104 47 640: 10%|█ | 16/160 [00:31<06:33, 2.73s/it] 167/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.98it/s]
all 340 813 0.627 0.593 0.578 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 168/299 3.97G 0.02045 0.01257 0.0002065 74 640: 0%| | 0/160 [00:00<?, ?it/s] 168/299 3.97G 0.02045 0.01257 0.0002065 74 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 168/299 3.97G 0.02052 0.01111 0.0001485 58 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 168/299 3.97G 0.02052 0.01111 0.0001485 58 640: 1%|▏ | 2/160 [00:00<00:25, 6.23it/s] 168/299 3.97G 0.02089 0.01134 0.0001306 72 640: 1%|▏ | 2/160 [00:00<00:25, 6.23it/s] 168/299 3.97G 0.02089 0.01134 0.0001306 72 640: 2%|▏ | 3/160 [00:00<00:27, 5.67it/s] 168/299 3.97G 0.02108 0.01132 0.0001254 58 640: 2%|▏ | 3/160 [00:02<00:27, 5.67it/s] 168/299 3.97G 0.02108 0.01132 0.0001254 58 640: 2%|▎ | 4/160 [00:02<02:22, 1.09it/s] 168/299 3.97G 0.02132 0.01112 0.0001318 52 640: 2%|▎ | 4/160 [00:02<02:22, 1.09it/s] 168/299 3.97G 0.02132 0.01112 0.0001318 52 640: 3%|▎ | 5/160 [00:02<01:40, 1.55it/s] 168/299 3.97G 0.02119 0.0105 0.0001234 43 640: 3%|▎ | 5/160 [00:02<01:40, 1.55it/s] 168/299 3.97G 0.02119 0.0105 0.0001234 43 640: 4%|▍ | 6/160 [00:02<01:14, 2.07it/s] 168/299 3.97G 0.0224 0.01096 0.000156 84 640: 4%|▍ | 6/160 [00:17<01:14, 2.07it/s] 168/299 3.97G 0.0224 0.01096 0.000156 84 640: 4%|▍ | 7/160 [00:17<13:12, 5.18s/it] 168/299 3.97G 0.02221 0.01062 0.0001497 44 640: 4%|▍ | 7/160 [00:17<13:12, 5.18s/it] 168/299 3.97G 0.02221 0.01062 0.0001497 44 640: 5%|▌ | 8/160 [00:17<09:02, 3.57s/it] 168/299 3.97G 0.02191 0.01076 0.0002088 69 640: 5%|▌ | 8/160 [00:17<09:02, 3.57s/it] 168/299 3.97G 0.02191 0.01076 0.0002088 69 640: 6%|▌ | 9/160 [00:17<06:15, 2.49s/it] 168/299 3.97G 0.02212 0.01093 0.000217 56 640: 6%|▌ | 9/160 [00:18<06:15, 2.49s/it] 168/299 3.97G 0.02212 0.01093 0.000217 56 640: 6%|▋ | 10/160 [00:18<04:23, 1.76s/it] 168/299 3.97G 0.02232 0.01112 0.0002055 70 640: 6%|▋ | 10/160 [00:18<04:23, 1.76s/it] 168/299 3.97G 0.02232 0.01112 0.0002055 70 640: 7%|▋ | 11/160 [00:18<03:13, 1.30s/it] 168/299 3.97G 0.02248 0.01142 0.0001972 76 640: 7%|▋ | 11/160 [00:21<03:13, 1.30s/it] 168/299 3.97G 0.02248 0.01142 0.0001972 76 640: 8%|▊ | 12/160 [00:21<04:24, 1.78s/it] 168/299 3.97G 0.02254 0.01156 0.0001905 77 640: 8%|▊ | 12/160 [00:21<04:24, 1.78s/it] 168/299 3.97G 0.02254 0.01156 0.0001905 77 640: 8%|▊ | 13/160 [00:21<03:08, 1.28s/it] 168/299 3.97G 0.02242 0.01146 0.000184 51 640: 8%|▊ | 13/160 [00:21<03:08, 1.28s/it] 168/299 3.97G 0.02242 0.01146 0.000184 51 640: 9%|▉ | 14/160 [00:21<02:15, 1.07it/s] 168/299 3.97G 0.02245 0.01155 0.0001877 68 640: 9%|▉ | 14/160 [00:31<02:15, 1.07it/s] 168/299 3.97G 0.02245 0.01155 0.0001877 68 640: 9%|▉ | 15/160 [00:31<08:38, 3.58s/it] 168/299 3.97G 0.02229 0.01146 0.0002027 53 640: 9%|▉ | 15/160 [00:31<08:38, 3.58s/it] 168/299 3.97G 0.02229 0.01146 0.0002027 53 640: 10%|█ | 16/160 [00:31<06:04, 2.53s/it] 168/299 3.97G 0.02238 0.01163 0.0001966 71 640: 10%|█ | 16/160 [00:31<06:04, 2.53s/it] 168/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.43it/s]
all 340 813 0.647 0.568 0.589 0.32
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 169/299 3.97G 0.02564 0.012 6.793e-05 80 640: 0%| | 0/160 [00:00<?, ?it/s] 169/299 3.97G 0.02564 0.012 6.793e-05 80 640: 1%| | 1/160 [00:00<00:28, 5.54it/s] 169/299 3.97G 0.02567 0.01227 7.114e-05 68 640: 1%| | 1/160 [00:00<00:28, 5.54it/s] 169/299 3.97G 0.02567 0.01227 7.114e-05 68 640: 1%|▏ | 2/160 [00:00<00:25, 6.09it/s] 169/299 3.97G 0.02401 0.01073 7.462e-05 40 640: 1%|▏ | 2/160 [00:00<00:25, 6.09it/s] 169/299 3.97G 0.02401 0.01073 7.462e-05 40 640: 2%|▏ | 3/160 [00:00<00:27, 5.74it/s] 169/299 3.97G 0.02371 0.01065 7.273e-05 57 640: 2%|▏ | 3/160 [00:03<00:27, 5.74it/s] 169/299 3.97G 0.02371 0.01065 7.273e-05 57 640: 2%|▎ | 4/160 [00:03<03:15, 1.25s/it] 169/299 3.97G 0.02377 0.01036 7.277e-05 57 640: 2%|▎ | 4/160 [00:03<03:15, 1.25s/it] 169/299 3.97G 0.02377 0.01036 7.277e-05 57 640: 3%|▎ | 5/160 [00:03<02:13, 1.16it/s] 169/299 3.97G 0.02342 0.0109 9.389e-05 67 640: 3%|▎ | 5/160 [00:03<02:13, 1.16it/s] 169/299 3.97G 0.02342 0.0109 9.389e-05 67 640: 4%|▍ | 6/160 [00:03<01:36, 1.59it/s] 169/299 3.97G 0.02298 0.01111 9.561e-05 67 640: 4%|▍ | 6/160 [00:17<01:36, 1.59it/s] 169/299 3.97G 0.02298 0.01111 9.561e-05 67 640: 4%|▍ | 7/160 [00:17<12:54, 5.06s/it] 169/299 3.97G 0.02293 0.01112 9.264e-05 52 640: 4%|▍ | 7/160 [00:18<12:54, 5.06s/it] 169/299 3.97G 0.02293 0.01112 9.264e-05 52 640: 5%|▌ | 8/160 [00:18<08:49, 3.49s/it] 169/299 3.97G 0.02264 0.01097 9.234e-05 51 640: 5%|▌ | 8/160 [00:18<08:49, 3.49s/it] 169/299 3.97G 0.02264 0.01097 9.234e-05 51 640: 6%|▌ | 9/160 [00:18<06:07, 2.43s/it] 169/299 3.97G 0.02304 0.01117 9.351e-05 64 640: 6%|▌ | 9/160 [00:18<06:07, 2.43s/it] 169/299 3.97G 0.02304 0.01117 9.351e-05 64 640: 6%|▋ | 10/160 [00:18<04:17, 1.72s/it] 169/299 3.97G 0.02291 0.01141 9.239e-05 75 640: 6%|▋ | 10/160 [00:18<04:17, 1.72s/it] 169/299 3.97G 0.02291 0.01141 9.239e-05 75 640: 7%|▋ | 11/160 [00:18<03:04, 1.24s/it] 169/299 3.97G 0.0227 0.01116 9.157e-05 52 640: 7%|▋ | 11/160 [00:22<03:04, 1.24s/it] 169/299 3.97G 0.0227 0.01116 9.157e-05 52 640: 8%|▊ | 12/160 [00:22<04:49, 1.95s/it] 169/299 3.97G 0.02273 0.01108 9.442e-05 50 640: 8%|▊ | 12/160 [00:22<04:49, 1.95s/it] 169/299 3.97G 0.02273 0.01108 9.442e-05 50 640: 8%|▊ | 13/160 [00:22<03:25, 1.40s/it] 169/299 3.97G 0.02269 0.01128 9.221e-05 82 640: 8%|▊ | 13/160 [00:22<03:25, 1.40s/it] 169/299 3.97G 0.02269 0.01128 9.221e-05 82 640: 9%|▉ | 14/160 [00:22<02:27, 1.01s/it] 169/299 3.97G 0.02284 0.01169 9.328e-05 91 640: 9%|▉ | 14/160 [00:31<02:27, 1.01s/it] 169/299 3.97G 0.02284 0.01169 9.328e-05 91 640: 9%|▉ | 15/160 [00:31<08:16, 3.42s/it] 169/299 3.97G 0.02279 0.01197 9.153e-05 97 640: 9%|▉ | 15/160 [00:31<08:16, 3.42s/it] 169/299 3.97G 0.02279 0.01197 9.153e-05 97 640: 10%|█ | 16/160 [00:31<05:50, 2.43s/it] 169/299 3.97G 0.02278 0.01194 9.041e-05 54 640: 10%|█ | 16/160 [00:31<05:50, 2.43s/it] 169/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.14it/s]
all 340 812 0.597 0.603 0.596 0.321
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 170/299 3.97G 0.02337 0.009189 0.0002907 56 640: 0%| | 0/160 [00:00<?, ?it/s] 170/299 3.97G 0.02337 0.009189 0.0002907 56 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 170/299 3.97G 0.02278 0.01183 0.0001832 66 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 170/299 3.97G 0.02278 0.01183 0.0001832 66 640: 1%|▏ | 2/160 [00:00<00:25, 6.27it/s] 170/299 3.97G 0.02278 0.01165 0.0001753 69 640: 1%|▏ | 2/160 [00:00<00:25, 6.27it/s] 170/299 3.97G 0.02278 0.01165 0.0001753 69 640: 2%|▏ | 3/160 [00:00<00:28, 5.45it/s] 170/299 3.97G 0.02203 0.01029 0.0001545 38 640: 2%|▏ | 3/160 [00:07<00:28, 5.45it/s] 170/299 3.97G 0.02203 0.01029 0.0001545 38 640: 2%|▎ | 4/160 [00:07<07:18, 2.81s/it] 170/299 3.97G 0.0226 0.01042 0.0001439 55 640: 2%|▎ | 4/160 [00:07<07:18, 2.81s/it] 170/299 3.97G 0.0226 0.01042 0.0001439 55 640: 3%|▎ | 5/160 [00:07<04:48, 1.86s/it] 170/299 3.97G 0.02247 0.01072 0.0001413 58 640: 3%|▎ | 5/160 [00:07<04:48, 1.86s/it] 170/299 3.97G 0.02247 0.01072 0.0001413 58 640: 4%|▍ | 6/160 [00:07<03:16, 1.27s/it] 170/299 3.97G 0.02256 0.01087 0.0001328 63 640: 4%|▍ | 6/160 [00:18<03:16, 1.27s/it] 170/299 3.97G 0.02256 0.01087 0.0001328 63 640: 4%|▍ | 7/160 [00:18<10:57, 4.30s/it] 170/299 3.97G 0.02237 0.01073 0.0001342 61 640: 4%|▍ | 7/160 [00:18<10:57, 4.30s/it] 170/299 3.97G 0.02237 0.01073 0.0001342 61 640: 5%|▌ | 8/160 [00:18<07:31, 2.97s/it] 170/299 3.97G 0.02257 0.01067 0.0001289 46 640: 5%|▌ | 8/160 [00:18<07:31, 2.97s/it] 170/299 3.97G 0.02257 0.01067 0.0001289 46 640: 6%|▌ | 9/160 [00:18<05:13, 2.08s/it] 170/299 3.97G 0.02239 0.01083 0.0001261 67 640: 6%|▌ | 9/160 [00:18<05:13, 2.08s/it] 170/299 3.97G 0.02239 0.01083 0.0001261 67 640: 6%|▋ | 10/160 [00:18<03:40, 1.47s/it] 170/299 3.97G 0.02254 0.01086 0.0001213 57 640: 6%|▋ | 10/160 [00:19<03:40, 1.47s/it] 170/299 3.97G 0.02254 0.01086 0.0001213 57 640: 7%|▋ | 11/160 [00:19<03:09, 1.27s/it] 170/299 3.97G 0.02245 0.01105 0.0001239 70 640: 7%|▋ | 11/160 [00:23<03:09, 1.27s/it] 170/299 3.97G 0.02245 0.01105 0.0001239 70 640: 8%|▊ | 12/160 [00:23<05:18, 2.15s/it] 170/299 3.97G 0.02259 0.01124 0.0001215 73 640: 8%|▊ | 12/160 [00:23<05:18, 2.15s/it] 170/299 3.97G 0.02259 0.01124 0.0001215 73 640: 8%|▊ | 13/160 [00:23<03:45, 1.54s/it] 170/299 3.97G 0.02263 0.01125 0.0001192 61 640: 8%|▊ | 13/160 [00:23<03:45, 1.54s/it] 170/299 3.97G 0.02263 0.01125 0.0001192 61 640: 9%|▉ | 14/160 [00:23<02:41, 1.11s/it] 170/299 3.97G 0.02269 0.01119 0.0001174 57 640: 9%|▉ | 14/160 [00:31<02:41, 1.11s/it] 170/299 3.97G 0.02269 0.01119 0.0001174 57 640: 9%|▉ | 15/160 [00:31<07:36, 3.15s/it] 170/299 3.97G 0.02263 0.01109 0.000123 56 640: 9%|▉ | 15/160 [00:31<07:36, 3.15s/it] 170/299 3.97G 0.02263 0.01109 0.000123 56 640: 10%|█ | 16/160 [00:31<05:22, 2.24s/it] 170/299 3.97G 0.02243 0.01106 0.0001212 47 640: 10%|█ | 16/160 [00:31<05:22, 2.24s/it] 170/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s]
all 340 812 0.614 0.601 0.592 0.323
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 171/299 3.97G 0.02269 0.01094 7.112e-05 70 640: 0%| | 0/160 [00:00<?, ?it/s] 171/299 3.97G 0.02269 0.01094 7.112e-05 70 640: 1%| | 1/160 [00:00<00:24, 6.41it/s] 171/299 3.97G 0.02248 0.01036 8.175e-05 55 640: 1%| | 1/160 [00:00<00:24, 6.41it/s] 171/299 3.97G 0.02248 0.01036 8.175e-05 55 640: 1%|▏ | 2/160 [00:00<00:23, 6.62it/s] 171/299 3.97G 0.02235 0.01011 8.267e-05 52 640: 1%|▏ | 2/160 [00:00<00:23, 6.62it/s] 171/299 3.97G 0.02235 0.01011 8.267e-05 52 640: 2%|▏ | 3/160 [00:00<00:28, 5.59it/s] 171/299 3.97G 0.02183 0.01032 0.0001274 69 640: 2%|▏ | 3/160 [00:05<00:28, 5.59it/s] 171/299 3.97G 0.02183 0.01032 0.0001274 69 640: 2%|▎ | 4/160 [00:05<05:47, 2.23s/it] 171/299 3.97G 0.02196 0.01 0.0001218 42 640: 2%|▎ | 4/160 [00:06<05:47, 2.23s/it] 171/299 3.97G 0.02196 0.01 0.0001218 42 640: 3%|▎ | 5/160 [00:06<03:49, 1.48s/it] 171/299 3.97G 0.02214 0.01065 0.0001175 85 640: 3%|▎ | 5/160 [00:06<03:49, 1.48s/it] 171/299 3.97G 0.02214 0.01065 0.0001175 85 640: 4%|▍ | 6/160 [00:06<02:38, 1.03s/it] 171/299 3.97G 0.02228 0.01092 0.000117 69 640: 4%|▍ | 6/160 [00:18<02:38, 1.03s/it] 171/299 3.97G 0.02228 0.01092 0.000117 69 640: 4%|▍ | 7/160 [00:18<11:57, 4.69s/it] 171/299 3.97G 0.02277 0.01117 0.0001125 66 640: 4%|▍ | 7/160 [00:18<11:57, 4.69s/it] 171/299 3.97G 0.02277 0.01117 0.0001125 66 640: 5%|▌ | 8/160 [00:18<08:11, 3.23s/it] 171/299 3.97G 0.02247 0.01116 0.000114 62 640: 5%|▌ | 8/160 [00:18<08:11, 3.23s/it] 171/299 3.97G 0.02247 0.01116 0.000114 62 640: 6%|▌ | 9/160 [00:18<05:41, 2.26s/it] 171/299 3.97G 0.02296 0.01133 0.0001174 67 640: 6%|▌ | 9/160 [00:18<05:41, 2.26s/it] 171/299 3.97G 0.02296 0.01133 0.0001174 67 640: 6%|▋ | 10/160 [00:18<03:59, 1.60s/it] 171/299 3.97G 0.02292 0.01174 0.0001149 88 640: 6%|▋ | 10/160 [00:18<03:59, 1.60s/it] 171/299 3.97G 0.02292 0.01174 0.0001149 88 640: 7%|▋ | 11/160 [00:18<02:51, 1.15s/it] 171/299 3.97G 0.0226 0.01164 0.0001116 66 640: 7%|▋ | 11/160 [00:23<02:51, 1.15s/it] 171/299 3.97G 0.0226 0.01164 0.0001116 66 640: 8%|▊ | 12/160 [00:23<05:30, 2.23s/it] 171/299 3.97G 0.02274 0.01167 0.0001095 58 640: 8%|▊ | 12/160 [00:23<05:30, 2.23s/it] 171/299 3.97G 0.02274 0.01167 0.0001095 58 640: 8%|▊ | 13/160 [00:23<03:54, 1.59s/it] 171/299 3.97G 0.02267 0.0116 0.000114 60 640: 8%|▊ | 13/160 [00:23<03:54, 1.59s/it] 171/299 3.97G 0.02267 0.0116 0.000114 60 640: 9%|▉ | 14/160 [00:23<02:47, 1.15s/it] 171/299 3.97G 0.0228 0.01183 0.0001228 87 640: 9%|▉ | 14/160 [00:31<02:47, 1.15s/it] 171/299 3.97G 0.0228 0.01183 0.0001228 87 640: 9%|▉ | 15/160 [00:31<07:50, 3.24s/it] 171/299 3.97G 0.0226 0.01181 0.0001202 60 640: 9%|▉ | 15/160 [00:32<07:50, 3.24s/it] 171/299 3.97G 0.0226 0.01181 0.0001202 60 640: 10%|█ | 16/160 [00:32<05:32, 2.31s/it] 171/299 3.97G 0.0226 0.01196 0.0001447 78 640: 10%|█ | 16/160 [00:32<05:32, 2.31s/it] 171/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s]
all 340 812 0.618 0.585 0.586 0.321
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 172/299 3.97G 0.01986 0.01236 8.09e-05 65 640: 0%| | 0/160 [00:00<?, ?it/s] 172/299 3.97G 0.01986 0.01236 8.09e-05 65 640: 1%| | 1/160 [00:00<00:25, 6.34it/s] 172/299 3.97G 0.02071 0.01144 8.886e-05 52 640: 1%| | 1/160 [00:00<00:25, 6.34it/s] 172/299 3.97G 0.02071 0.01144 8.886e-05 52 640: 1%|▏ | 2/160 [00:00<00:25, 6.22it/s] 172/299 3.97G 0.02113 0.01149 8.805e-05 72 640: 1%|▏ | 2/160 [00:00<00:25, 6.22it/s] 172/299 3.97G 0.02113 0.01149 8.805e-05 72 640: 2%|▏ | 3/160 [00:00<00:50, 3.13it/s] 172/299 3.97G 0.02174 0.01203 8.935e-05 57 640: 2%|▏ | 3/160 [00:08<00:50, 3.13it/s] 172/299 3.97G 0.02174 0.01203 8.935e-05 57 640: 2%|▎ | 4/160 [00:08<08:39, 3.33s/it] 172/299 3.97G 0.02206 0.01156 9.669e-05 45 640: 2%|▎ | 4/160 [00:08<08:39, 3.33s/it] 172/299 3.97G 0.02206 0.01156 9.669e-05 45 640: 3%|▎ | 5/160 [00:08<05:39, 2.19s/it] 172/299 3.97G 0.02173 0.01191 9.607e-05 98 640: 3%|▎ | 5/160 [00:09<05:39, 2.19s/it] 172/299 3.97G 0.02173 0.01191 9.607e-05 98 640: 4%|▍ | 6/160 [00:09<03:50, 1.50s/it] 172/299 3.97G 0.02206 0.01206 0.0001369 80 640: 4%|▍ | 6/160 [00:17<03:50, 1.50s/it] 172/299 3.97G 0.02206 0.01206 0.0001369 80 640: 4%|▍ | 7/160 [00:17<09:49, 3.86s/it] 172/299 3.97G 0.02201 0.01177 0.0001336 58 640: 4%|▍ | 7/160 [00:17<09:49, 3.86s/it] 172/299 3.97G 0.02201 0.01177 0.0001336 58 640: 5%|▌ | 8/160 [00:17<06:45, 2.67s/it] 172/299 3.97G 0.02209 0.01172 0.0001301 58 640: 5%|▌ | 8/160 [00:18<06:45, 2.67s/it] 172/299 3.97G 0.02209 0.01172 0.0001301 58 640: 6%|▌ | 9/160 [00:18<04:42, 1.87s/it] 172/299 3.97G 0.02183 0.01164 0.0001248 64 640: 6%|▌ | 9/160 [00:18<04:42, 1.87s/it] 172/299 3.97G 0.02183 0.01164 0.0001248 64 640: 6%|▋ | 10/160 [00:18<03:19, 1.33s/it] 172/299 3.97G 0.02175 0.01171 0.0001198 76 640: 6%|▋ | 10/160 [00:20<03:19, 1.33s/it] 172/299 3.97G 0.02175 0.01171 0.0001198 76 640: 7%|▋ | 11/160 [00:20<04:11, 1.69s/it] 172/299 3.97G 0.02183 0.01169 0.0001172 82 640: 7%|▋ | 11/160 [00:24<04:11, 1.69s/it] 172/299 3.97G 0.02183 0.01169 0.0001172 82 640: 8%|▊ | 12/160 [00:24<05:39, 2.30s/it] 172/299 3.97G 0.02189 0.0115 0.0001178 55 640: 8%|▊ | 12/160 [00:24<05:39, 2.30s/it] 172/299 3.97G 0.02189 0.0115 0.0001178 55 640: 8%|▊ | 13/160 [00:24<04:01, 1.64s/it] 172/299 3.97G 0.02175 0.01145 0.0001149 57 640: 8%|▊ | 13/160 [00:24<04:01, 1.64s/it] 172/299 3.97G 0.02175 0.01145 0.0001149 57 640: 9%|▉ | 14/160 [00:24<02:52, 1.18s/it] 172/299 3.97G 0.02187 0.0117 0.0001125 79 640: 9%|▉ | 14/160 [00:30<02:52, 1.18s/it] 172/299 3.97G 0.02187 0.0117 0.0001125 79 640: 9%|▉ | 15/160 [00:30<06:15, 2.59s/it] 172/299 3.97G 0.02186 0.01168 0.0001118 57 640: 9%|▉ | 15/160 [00:30<06:15, 2.59s/it] 172/299 3.97G 0.02186 0.01168 0.0001118 57 640: 10%|█ | 16/160 [00:30<04:26, 1.85s/it] 172/299 3.97G 0.02172 0.0115 0.000111 50 640: 10%|█ | 16/160 [00:30<04:26, 1.85s/it] 172/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s]
all 340 813 0.622 0.592 0.58 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 173/299 3.97G 0.02035 0.01211 0.00011 65 640: 0%| | 0/160 [00:00<?, ?it/s] 173/299 3.97G 0.02035 0.01211 0.00011 65 640: 1%| | 1/160 [00:00<00:25, 6.23it/s] 173/299 3.97G 0.02136 0.01373 0.000104 70 640: 1%| | 1/160 [00:00<00:25, 6.23it/s] 173/299 3.97G 0.02136 0.01373 0.000104 70 640: 1%|▏ | 2/160 [00:00<00:26, 6.06it/s] 173/299 3.97G 0.02164 0.01325 9.725e-05 73 640: 1%|▏ | 2/160 [00:07<00:26, 6.06it/s] 173/299 3.97G 0.02164 0.01325 9.725e-05 73 640: 2%|▏ | 3/160 [00:07<08:41, 3.32s/it] 173/299 3.97G 0.02171 0.01215 9.602e-05 46 640: 2%|▏ | 3/160 [00:13<08:41, 3.32s/it] 173/299 3.97G 0.02171 0.01215 9.602e-05 46 640: 2%|▎ | 4/160 [00:13<11:52, 4.57s/it] 173/299 3.97G 0.02167 0.01245 9.496e-05 80 640: 2%|▎ | 4/160 [00:14<11:52, 4.57s/it] 173/299 3.97G 0.02167 0.01245 9.496e-05 80 640: 3%|▎ | 5/160 [00:14<07:39, 2.97s/it] 173/299 3.97G 0.02194 0.01311 9.188e-05 87 640: 3%|▎ | 5/160 [00:14<07:39, 2.97s/it] 173/299 3.97G 0.02194 0.01311 9.188e-05 87 640: 4%|▍ | 6/160 [00:14<05:07, 2.00s/it] 173/299 3.97G 0.02197 0.01295 9.211e-05 62 640: 4%|▍ | 6/160 [00:17<05:07, 2.00s/it] 173/299 3.97G 0.02197 0.01295 9.211e-05 62 640: 4%|▍ | 7/160 [00:17<06:04, 2.38s/it] 173/299 3.97G 0.02196 0.01271 9.713e-05 56 640: 4%|▍ | 7/160 [00:17<06:04, 2.38s/it] 173/299 3.97G 0.02196 0.01271 9.713e-05 56 640: 5%|▌ | 8/160 [00:17<04:13, 1.67s/it] 173/299 3.97G 0.02216 0.01281 0.0001095 76 640: 5%|▌ | 8/160 [00:17<04:13, 1.67s/it] 173/299 3.97G 0.02216 0.01281 0.0001095 76 640: 6%|▌ | 9/160 [00:17<02:58, 1.18s/it] 173/299 3.97G 0.02167 0.01237 0.0001087 61 640: 6%|▌ | 9/160 [00:17<02:58, 1.18s/it] 173/299 3.97G 0.02167 0.01237 0.0001087 61 640: 6%|▋ | 10/160 [00:17<02:08, 1.17it/s] 173/299 3.97G 0.02197 0.01247 0.0001064 96 640: 6%|▋ | 10/160 [00:23<02:08, 1.17it/s] 173/299 3.97G 0.02197 0.01247 0.0001064 96 640: 7%|▋ | 11/160 [00:23<06:12, 2.50s/it] 173/299 3.97G 0.02185 0.01226 0.000105 47 640: 7%|▋ | 11/160 [00:27<06:12, 2.50s/it] 173/299 3.97G 0.02185 0.01226 0.000105 47 640: 8%|▊ | 12/160 [00:27<06:47, 2.75s/it] 173/299 3.97G 0.02199 0.01207 0.0001067 48 640: 8%|▊ | 12/160 [00:27<06:47, 2.75s/it] 173/299 3.97G 0.02199 0.01207 0.0001067 48 640: 8%|▊ | 13/160 [00:27<04:47, 1.95s/it] 173/299 3.97G 0.02193 0.01205 0.0001048 71 640: 8%|▊ | 13/160 [00:27<04:47, 1.95s/it] 173/299 3.97G 0.02193 0.01205 0.0001048 71 640: 9%|▉ | 14/160 [00:27<03:24, 1.40s/it] 173/299 3.97G 0.02206 0.01192 0.0001047 63 640: 9%|▉ | 14/160 [00:30<03:24, 1.40s/it] 173/299 3.97G 0.02206 0.01192 0.0001047 63 640: 9%|▉ | 15/160 [00:30<04:23, 1.81s/it] 173/299 3.97G 0.02227 0.01193 0.0001049 68 640: 9%|▉ | 15/160 [00:30<04:23, 1.81s/it] 173/299 3.97G 0.02227 0.01193 0.0001049 68 640: 10%|█ | 16/160 [00:30<03:07, 1.30s/it] 173/299 3.97G 0.02223 0.012 0.0001051 71 640: 10%|█ | 16/160 [00:30<03:07, 1.30s/it] 173/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.23it/s]
all 340 813 0.595 0.599 0.583 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 174/299 3.97G 0.0212 0.01179 0.0001195 65 640: 0%| | 0/160 [00:00<?, ?it/s] 174/299 3.97G 0.0212 0.01179 0.0001195 65 640: 1%| | 1/160 [00:00<00:26, 5.99it/s] 174/299 3.97G 0.02213 0.01196 0.0004594 63 640: 1%| | 1/160 [00:00<00:26, 5.99it/s] 174/299 3.97G 0.02213 0.01196 0.0004594 63 640: 1%|▏ | 2/160 [00:00<00:26, 5.97it/s] 174/299 3.97G 0.02141 0.01095 0.0003373 55 640: 1%|▏ | 2/160 [00:04<00:26, 5.97it/s] 174/299 3.97G 0.02141 0.01095 0.0003373 55 640: 2%|▏ | 3/160 [00:04<05:04, 1.94s/it] 174/299 3.97G 0.02158 0.01131 0.0002874 72 640: 2%|▏ | 3/160 [00:15<05:04, 1.94s/it] 174/299 3.97G 0.02158 0.01131 0.0002874 72 640: 2%|▎ | 4/160 [00:15<14:29, 5.57s/it] 174/299 3.97G 0.0221 0.01239 0.0002468 107 640: 2%|▎ | 4/160 [00:15<14:29, 5.57s/it] 174/299 3.97G 0.0221 0.01239 0.0002468 107 640: 3%|▎ | 5/160 [00:15<09:19, 3.61s/it] 174/299 3.97G 0.02263 0.01265 0.0007614 69 640: 3%|▎ | 5/160 [00:15<09:19, 3.61s/it] 174/299 3.97G 0.02263 0.01265 0.0007614 69 640: 4%|▍ | 6/160 [00:15<06:12, 2.42s/it] 174/299 3.97G 0.02232 0.01261 0.0006707 83 640: 4%|▍ | 6/160 [00:17<06:12, 2.42s/it] 174/299 3.97G 0.02232 0.01261 0.0006707 83 640: 4%|▍ | 7/160 [00:17<05:50, 2.29s/it] 174/299 3.97G 0.02208 0.0125 0.0006062 70 640: 4%|▍ | 7/160 [00:17<05:50, 2.29s/it] 174/299 3.97G 0.02208 0.0125 0.0006062 70 640: 5%|▌ | 8/160 [00:17<04:03, 1.60s/it] 174/299 3.97G 0.02184 0.0122 0.0005467 58 640: 5%|▌ | 8/160 [00:18<04:03, 1.60s/it] 174/299 3.97G 0.02184 0.0122 0.0005467 58 640: 6%|▌ | 9/160 [00:18<02:51, 1.14s/it] 174/299 3.97G 0.02193 0.0123 0.0005039 95 640: 6%|▌ | 9/160 [00:18<02:51, 1.14s/it] 174/299 3.97G 0.02193 0.0123 0.0005039 95 640: 6%|▋ | 10/160 [00:18<02:03, 1.22it/s] 174/299 3.97G 0.02204 0.01202 0.0004657 54 640: 6%|▋ | 10/160 [00:22<02:03, 1.22it/s] 174/299 3.97G 0.02204 0.01202 0.0004657 54 640: 7%|▋ | 11/160 [00:22<04:29, 1.81s/it] 174/299 3.97G 0.02201 0.01191 0.0004327 65 640: 7%|▋ | 11/160 [00:28<04:29, 1.81s/it] 174/299 3.97G 0.02201 0.01191 0.0004327 65 640: 8%|▊ | 12/160 [00:28<08:10, 3.32s/it] 174/299 3.97G 0.0219 0.01183 0.0004197 67 640: 8%|▊ | 12/160 [00:29<08:10, 3.32s/it] 174/299 3.97G 0.0219 0.01183 0.0004197 67 640: 8%|▊ | 13/160 [00:29<05:45, 2.35s/it] 174/299 3.97G 0.02214 0.01175 0.0003977 53 640: 8%|▊ | 13/160 [00:29<05:45, 2.35s/it] 174/299 3.97G 0.02214 0.01175 0.0003977 53 640: 9%|▉ | 14/160 [00:29<04:04, 1.68s/it] 174/299 3.97G 0.02245 0.01171 0.0003769 63 640: 9%|▉ | 14/160 [00:30<04:04, 1.68s/it] 174/299 3.97G 0.02245 0.01171 0.0003769 63 640: 9%|▉ | 15/160 [00:30<04:07, 1.71s/it] 174/299 3.97G 0.02235 0.01173 0.0003582 58 640: 9%|▉ | 15/160 [00:31<04:07, 1.71s/it] 174/299 3.97G 0.02235 0.01173 0.0003582 58 640: 10%|█ | 16/160 [00:31<02:57, 1.23s/it] 174/299 3.97G 0.02245 0.01171 0.0003422 69 640: 10%|█ | 16/160 [00:31<02:57, 1.23s/it] 174/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 813 0.607 0.592 0.578 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 175/299 3.97G 0.02417 0.01413 9.501e-05 58 640: 0%| | 0/160 [00:00<?, ?it/s] 175/299 3.97G 0.02417 0.01413 9.501e-05 58 640: 1%| | 1/160 [00:00<00:24, 6.43it/s] 175/299 3.97G 0.02257 0.01127 0.000106 44 640: 1%| | 1/160 [00:00<00:24, 6.43it/s] 175/299 3.97G 0.02257 0.01127 0.000106 44 640: 1%|▏ | 2/160 [00:00<00:26, 5.98it/s] 175/299 3.97G 0.0216 0.01151 9.432e-05 74 640: 1%|▏ | 2/160 [00:01<00:26, 5.98it/s] 175/299 3.97G 0.0216 0.01151 9.432e-05 74 640: 2%|▏ | 3/160 [00:01<01:52, 1.40it/s] 175/299 3.97G 0.02165 0.01158 0.0001113 64 640: 2%|▏ | 3/160 [00:15<01:52, 1.40it/s] 175/299 3.97G 0.02165 0.01158 0.0001113 64 640: 2%|▎ | 4/160 [00:15<15:42, 6.04s/it] 175/299 3.97G 0.02265 0.01199 0.0001155 75 640: 2%|▎ | 4/160 [00:16<15:42, 6.04s/it] 175/299 3.97G 0.02265 0.01199 0.0001155 75 640: 3%|▎ | 5/160 [00:16<10:05, 3.91s/it] 175/299 3.97G 0.02265 0.01208 0.0001114 72 640: 3%|▎ | 5/160 [00:16<10:05, 3.91s/it] 175/299 3.97G 0.02265 0.01208 0.0001114 72 640: 4%|▍ | 6/160 [00:16<06:43, 2.62s/it] 175/299 3.97G 0.02256 0.01207 0.0002029 67 640: 4%|▍ | 6/160 [00:18<06:43, 2.62s/it] 175/299 3.97G 0.02256 0.01207 0.0002029 67 640: 4%|▍ | 7/160 [00:18<06:40, 2.62s/it] 175/299 3.97G 0.02217 0.01165 0.0001959 50 640: 4%|▍ | 7/160 [00:18<06:40, 2.62s/it] 175/299 3.97G 0.02217 0.01165 0.0001959 50 640: 5%|▌ | 8/160 [00:18<04:37, 1.82s/it] 175/299 3.97G 0.02212 0.01091 0.0001862 23 640: 5%|▌ | 8/160 [00:19<04:37, 1.82s/it] 175/299 3.97G 0.02212 0.01091 0.0001862 23 640: 6%|▌ | 9/160 [00:19<03:14, 1.29s/it] 175/299 3.97G 0.0223 0.01113 0.0002011 69 640: 6%|▌ | 9/160 [00:19<03:14, 1.29s/it] 175/299 3.97G 0.0223 0.01113 0.0002011 69 640: 6%|▋ | 10/160 [00:19<02:19, 1.08it/s] 175/299 3.97G 0.02227 0.01118 0.0001951 61 640: 6%|▋ | 10/160 [00:20<02:19, 1.08it/s] 175/299 3.97G 0.02227 0.01118 0.0001951 61 640: 7%|▋ | 11/160 [00:20<02:52, 1.16s/it] 175/299 3.97G 0.0223 0.01111 0.000186 56 640: 7%|▋ | 11/160 [00:29<02:52, 1.16s/it] 175/299 3.97G 0.0223 0.01111 0.000186 56 640: 8%|▊ | 12/160 [00:29<08:31, 3.45s/it] 175/299 3.97G 0.02218 0.01132 0.0001828 82 640: 8%|▊ | 12/160 [00:29<08:31, 3.45s/it] 175/299 3.97G 0.02218 0.01132 0.0001828 82 640: 8%|▊ | 13/160 [00:29<06:00, 2.45s/it] 175/299 3.97G 0.02213 0.01138 0.0001758 54 640: 8%|▊ | 13/160 [00:29<06:00, 2.45s/it] 175/299 3.97G 0.02213 0.01138 0.0001758 54 640: 9%|▉ | 14/160 [00:29<04:14, 1.74s/it] 175/299 3.97G 0.02203 0.01128 0.0001705 55 640: 9%|▉ | 14/160 [00:32<04:14, 1.74s/it] 175/299 3.97G 0.02203 0.01128 0.0001705 55 640: 9%|▉ | 15/160 [00:32<04:41, 1.94s/it] 175/299 3.97G 0.02195 0.01108 0.0001639 45 640: 9%|▉ | 15/160 [00:32<04:41, 1.94s/it] 175/299 3.97G 0.02195 0.01108 0.0001639 45 640: 10%|█ | 16/160 [00:32<03:20, 1.40s/it] 175/299 3.97G 0.02213 0.011 0.0001654 49 640: 10%|█ | 16/160 [00:32<03:20, 1.40s/it] 175/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.78it/s]
all 340 813 0.609 0.596 0.578 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 176/299 3.97G 0.01953 0.01187 0.0001204 69 640: 0%| | 0/160 [00:00<?, ?it/s] 176/299 3.97G 0.01953 0.01187 0.0001204 69 640: 1%| | 1/160 [00:00<00:29, 5.38it/s] 176/299 3.97G 0.01983 0.0111 0.0001039 54 640: 1%| | 1/160 [00:00<00:29, 5.38it/s] 176/299 3.97G 0.01983 0.0111 0.0001039 54 640: 1%|▏ | 2/160 [00:00<00:26, 5.95it/s] 176/299 3.97G 0.02026 0.01095 0.00012 61 640: 1%|▏ | 2/160 [00:02<00:26, 5.95it/s] 176/299 3.97G 0.02026 0.01095 0.00012 61 640: 2%|▏ | 3/160 [00:02<02:57, 1.13s/it] 176/299 3.97G 0.0206 0.01055 0.0001131 55 640: 2%|▏ | 3/160 [00:17<02:57, 1.13s/it] 176/299 3.97G 0.0206 0.01055 0.0001131 55 640: 2%|▎ | 4/160 [00:17<16:35, 6.38s/it] 176/299 3.97G 0.0211 0.01079 0.0001108 61 640: 2%|▎ | 4/160 [00:17<16:35, 6.38s/it] 176/299 3.97G 0.0211 0.01079 0.0001108 61 640: 3%|▎ | 5/160 [00:17<10:39, 4.13s/it] 176/299 3.97G 0.02137 0.01139 0.0001772 69 640: 3%|▎ | 5/160 [00:17<10:39, 4.13s/it] 176/299 3.97G 0.02137 0.01139 0.0001772 69 640: 4%|▍ | 6/160 [00:17<07:05, 2.76s/it] 176/299 3.97G 0.02118 0.01141 0.0001675 59 640: 4%|▍ | 6/160 [00:18<07:05, 2.76s/it] 176/299 3.97G 0.02118 0.01141 0.0001675 59 640: 4%|▍ | 7/160 [00:18<05:27, 2.14s/it] 176/299 3.97G 0.0212 0.01155 0.0001574 60 640: 4%|▍ | 7/160 [00:18<05:27, 2.14s/it] 176/299 3.97G 0.0212 0.01155 0.0001574 60 640: 5%|▌ | 8/160 [00:18<03:47, 1.50s/it] 176/299 3.97G 0.02116 0.01158 0.0001509 60 640: 5%|▌ | 8/160 [00:18<03:47, 1.50s/it] 176/299 3.97G 0.02116 0.01158 0.0001509 60 640: 6%|▌ | 9/160 [00:18<02:40, 1.06s/it] 176/299 3.97G 0.0215 0.01187 0.0001484 72 640: 6%|▌ | 9/160 [00:18<02:40, 1.06s/it] 176/299 3.97G 0.0215 0.01187 0.0001484 72 640: 6%|▋ | 10/160 [00:18<01:55, 1.30it/s] 176/299 3.97G 0.02131 0.0117 0.0001413 68 640: 6%|▋ | 10/160 [00:21<01:55, 1.30it/s] 176/299 3.97G 0.02131 0.0117 0.0001413 68 640: 7%|▋ | 11/160 [00:21<03:20, 1.34s/it] 176/299 3.97G 0.02131 0.01199 0.0001395 86 640: 7%|▋ | 11/160 [00:30<03:20, 1.34s/it] 176/299 3.97G 0.02131 0.01199 0.0001395 86 640: 8%|▊ | 12/160 [00:30<09:27, 3.84s/it] 176/299 3.97G 0.02127 0.01179 0.0001371 58 640: 8%|▊ | 12/160 [00:30<09:27, 3.84s/it] 176/299 3.97G 0.02127 0.01179 0.0001371 58 640: 8%|▊ | 13/160 [00:30<06:38, 2.71s/it] 176/299 3.97G 0.02115 0.01168 0.0001335 66 640: 8%|▊ | 13/160 [00:30<06:38, 2.71s/it] 176/299 3.97G 0.02115 0.01168 0.0001335 66 640: 9%|▉ | 14/160 [00:30<04:41, 1.93s/it] 176/299 3.97G 0.02124 0.01151 0.000131 42 640: 9%|▉ | 14/160 [00:31<04:41, 1.93s/it] 176/299 3.97G 0.02124 0.01151 0.000131 42 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 176/299 3.97G 0.02115 0.01134 0.0001411 53 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 176/299 3.97G 0.02115 0.01134 0.0001411 53 640: 10%|█ | 16/160 [00:31<02:35, 1.08s/it] 176/299 3.97G 0.02102 0.01129 0.0001383 62 640: 10%|█ | 16/160 [00:31<02:35, 1.08s/it] 176/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.89it/s]
all 340 813 0.621 0.609 0.572 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 177/299 3.97G 0.0204 0.01116 7.929e-05 65 640: 0%| | 0/160 [00:00<?, ?it/s] 177/299 3.97G 0.0204 0.01116 7.929e-05 65 640: 1%| | 1/160 [00:00<00:30, 5.29it/s] 177/299 3.97G 0.02064 0.01002 7.495e-05 51 640: 1%| | 1/160 [00:00<00:30, 5.29it/s] 177/299 3.97G 0.02064 0.01002 7.495e-05 51 640: 1%|▏ | 2/160 [00:00<00:24, 6.57it/s] 177/299 3.97G 0.02235 0.01033 0.0002104 73 640: 1%|▏ | 2/160 [00:00<00:24, 6.57it/s] 177/299 3.97G 0.02235 0.01033 0.0002104 73 640: 2%|▏ | 3/160 [00:00<00:25, 6.22it/s] 177/299 3.97G 0.02184 0.01055 0.0004313 68 640: 2%|▏ | 3/160 [00:14<00:25, 6.22it/s] 177/299 3.97G 0.02184 0.01055 0.0004313 68 640: 2%|▎ | 4/160 [00:14<14:51, 5.72s/it] 177/299 3.97G 0.02162 0.01044 0.0003593 58 640: 2%|▎ | 4/160 [00:14<14:51, 5.72s/it] 177/299 3.97G 0.02162 0.01044 0.0003593 58 640: 3%|▎ | 5/160 [00:14<09:34, 3.70s/it] 177/299 3.97G 0.02148 0.01047 0.0003134 59 640: 3%|▎ | 5/160 [00:14<09:34, 3.70s/it] 177/299 3.97G 0.02148 0.01047 0.0003134 59 640: 4%|▍ | 6/160 [00:14<06:22, 2.48s/it] 177/299 3.97G 0.02169 0.01092 0.0002847 86 640: 4%|▍ | 6/160 [00:17<06:22, 2.48s/it] 177/299 3.97G 0.02169 0.01092 0.0002847 86 640: 4%|▍ | 7/160 [00:17<06:24, 2.51s/it] 177/299 3.97G 0.0218 0.01081 0.0002756 55 640: 4%|▍ | 7/160 [00:17<06:24, 2.51s/it] 177/299 3.97G 0.0218 0.01081 0.0002756 55 640: 5%|▌ | 8/160 [00:17<04:26, 1.76s/it] 177/299 3.97G 0.02201 0.01089 0.0002534 60 640: 5%|▌ | 8/160 [00:17<04:26, 1.76s/it] 177/299 3.97G 0.02201 0.01089 0.0002534 60 640: 6%|▌ | 9/160 [00:17<03:07, 1.24s/it] 177/299 3.97G 0.02168 0.01074 0.0002361 52 640: 6%|▌ | 9/160 [00:17<03:07, 1.24s/it] 177/299 3.97G 0.02168 0.01074 0.0002361 52 640: 6%|▋ | 10/160 [00:17<02:14, 1.12it/s] 177/299 3.97G 0.02156 0.0106 0.0002214 50 640: 6%|▋ | 10/160 [00:19<02:14, 1.12it/s] 177/299 3.97G 0.02156 0.0106 0.0002214 50 640: 7%|▋ | 11/160 [00:19<02:28, 1.00it/s] 177/299 3.97G 0.02161 0.01037 0.0002089 44 640: 7%|▋ | 11/160 [00:27<02:28, 1.00it/s] 177/299 3.97G 0.02161 0.01037 0.0002089 44 640: 8%|▊ | 12/160 [00:27<08:18, 3.37s/it] 177/299 3.97G 0.02151 0.01044 0.0002123 54 640: 8%|▊ | 12/160 [00:28<08:18, 3.37s/it] 177/299 3.97G 0.02151 0.01044 0.0002123 54 640: 8%|▊ | 13/160 [00:28<05:51, 2.39s/it] 177/299 3.97G 0.02147 0.01044 0.0002029 57 640: 8%|▊ | 13/160 [00:28<05:51, 2.39s/it] 177/299 3.97G 0.02147 0.01044 0.0002029 57 640: 9%|▉ | 14/160 [00:28<04:08, 1.71s/it] 177/299 3.97G 0.02151 0.01066 0.0001943 74 640: 9%|▉ | 14/160 [00:31<04:08, 1.71s/it] 177/299 3.97G 0.02151 0.01066 0.0001943 74 640: 9%|▉ | 15/160 [00:31<05:07, 2.12s/it] 177/299 3.97G 0.02164 0.01072 0.0001946 58 640: 9%|▉ | 15/160 [00:31<05:07, 2.12s/it] 177/299 3.97G 0.02164 0.01072 0.0001946 58 640: 10%|█ | 16/160 [00:31<03:38, 1.52s/it] 177/299 3.97G 0.02164 0.01066 0.0001883 60 640: 10%|█ | 16/160 [00:31<03:38, 1.52s/it] 177/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s]
all 340 813 0.644 0.583 0.577 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 178/299 3.97G 0.02111 0.008247 6.597e-05 48 640: 0%| | 0/160 [00:00<?, ?it/s] 178/299 3.97G 0.02111 0.008247 6.597e-05 48 640: 1%| | 1/160 [00:00<00:22, 7.11it/s] 178/299 3.97G 0.0219 0.01112 7.628e-05 81 640: 1%| | 1/160 [00:00<00:22, 7.11it/s] 178/299 3.97G 0.0219 0.01112 7.628e-05 81 640: 1%|▏ | 2/160 [00:00<00:22, 6.95it/s] 178/299 3.97G 0.02262 0.01151 9.902e-05 54 640: 1%|▏ | 2/160 [00:00<00:22, 6.95it/s] 178/299 3.97G 0.02262 0.01151 9.902e-05 54 640: 2%|▏ | 3/160 [00:00<00:34, 4.53it/s] 178/299 3.97G 0.02253 0.0125 0.0001005 93 640: 2%|▏ | 3/160 [00:14<00:34, 4.53it/s] 178/299 3.97G 0.02253 0.0125 0.0001005 93 640: 2%|▎ | 4/160 [00:14<14:40, 5.64s/it] 178/299 3.97G 0.02213 0.01235 9.447e-05 60 640: 2%|▎ | 4/160 [00:14<14:40, 5.64s/it] 178/299 3.97G 0.02213 0.01235 9.447e-05 60 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 178/299 3.97G 0.02181 0.01219 9.898e-05 68 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 178/299 3.97G 0.02181 0.01219 9.898e-05 68 640: 4%|▍ | 6/160 [00:14<06:17, 2.45s/it] 178/299 3.97G 0.02192 0.01206 9.558e-05 64 640: 4%|▍ | 6/160 [00:18<06:17, 2.45s/it] 178/299 3.97G 0.02192 0.01206 9.558e-05 64 640: 4%|▍ | 7/160 [00:18<07:08, 2.80s/it] 178/299 3.97G 0.02193 0.01181 9.328e-05 36 640: 4%|▍ | 7/160 [00:18<07:08, 2.80s/it] 178/299 3.97G 0.02193 0.01181 9.328e-05 36 640: 5%|▌ | 8/160 [00:18<04:55, 1.95s/it] 178/299 3.97G 0.02201 0.01165 9.161e-05 51 640: 5%|▌ | 8/160 [00:18<04:55, 1.95s/it] 178/299 3.97G 0.02201 0.01165 9.161e-05 51 640: 6%|▌ | 9/160 [00:18<03:27, 1.37s/it] 178/299 3.97G 0.0218 0.01154 8.944e-05 67 640: 6%|▌ | 9/160 [00:18<03:27, 1.37s/it] 178/299 3.97G 0.0218 0.01154 8.944e-05 67 640: 6%|▋ | 10/160 [00:18<02:27, 1.01it/s] 178/299 3.97G 0.0222 0.01126 0.0003378 48 640: 6%|▋ | 10/160 [00:18<02:27, 1.01it/s] 178/299 3.97G 0.0222 0.01126 0.0003378 48 640: 7%|▋ | 11/160 [00:18<01:48, 1.37it/s] 178/299 3.97G 0.02221 0.0115 0.0003268 66 640: 7%|▋ | 11/160 [00:28<01:48, 1.37it/s] 178/299 3.97G 0.02221 0.0115 0.0003268 66 640: 8%|▊ | 12/160 [00:28<08:22, 3.40s/it] 178/299 3.97G 0.02219 0.01122 0.0003083 46 640: 8%|▊ | 12/160 [00:28<08:22, 3.40s/it] 178/299 3.97G 0.02219 0.01122 0.0003083 46 640: 8%|▊ | 13/160 [00:28<05:53, 2.41s/it] 178/299 3.97G 0.02207 0.01136 0.0002915 78 640: 8%|▊ | 13/160 [00:28<05:53, 2.41s/it] 178/299 3.97G 0.02207 0.01136 0.0002915 78 640: 9%|▉ | 14/160 [00:28<04:10, 1.72s/it] 178/299 3.97G 0.02221 0.01148 0.0002779 63 640: 9%|▉ | 14/160 [00:31<04:10, 1.72s/it] 178/299 3.97G 0.02221 0.01148 0.0002779 63 640: 9%|▉ | 15/160 [00:31<05:17, 2.19s/it] 178/299 3.97G 0.02222 0.01178 0.0002652 91 640: 9%|▉ | 15/160 [00:31<05:17, 2.19s/it] 178/299 3.97G 0.02222 0.01178 0.0002652 91 640: 10%|█ | 16/160 [00:31<03:45, 1.56s/it] 178/299 3.97G 0.02223 0.01161 0.0002539 59 640: 10%|█ | 16/160 [00:32<03:45, 1.56s/it] 178/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.67it/s]
all 340 813 0.627 0.587 0.576 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 179/299 3.97G 0.01918 0.007092 8.997e-05 39 640: 0%| | 0/160 [00:00<?, ?it/s] 179/299 3.97G 0.01918 0.007092 8.997e-05 39 640: 1%| | 1/160 [00:00<00:27, 5.72it/s] 179/299 3.97G 0.02249 0.01088 0.000173 71 640: 1%| | 1/160 [00:00<00:27, 5.72it/s] 179/299 3.97G 0.02249 0.01088 0.000173 71 640: 1%|▏ | 2/160 [00:00<00:22, 6.89it/s] 179/299 3.97G 0.02175 0.01125 0.0001476 59 640: 1%|▏ | 2/160 [00:00<00:22, 6.89it/s] 179/299 3.97G 0.02175 0.01125 0.0001476 59 640: 2%|▏ | 3/160 [00:00<00:24, 6.54it/s] 179/299 3.97G 0.02238 0.01188 0.0001398 74 640: 2%|▏ | 3/160 [00:12<00:24, 6.54it/s] 179/299 3.97G 0.02238 0.01188 0.0001398 74 640: 2%|▎ | 4/160 [00:12<12:40, 4.88s/it] 179/299 3.97G 0.02221 0.01216 0.0001306 73 640: 2%|▎ | 4/160 [00:12<12:40, 4.88s/it] 179/299 3.97G 0.02221 0.01216 0.0001306 73 640: 3%|▎ | 5/160 [00:12<08:11, 3.17s/it] 179/299 3.97G 0.02201 0.01183 0.0001258 53 640: 3%|▎ | 5/160 [00:12<08:11, 3.17s/it] 179/299 3.97G 0.02201 0.01183 0.0001258 53 640: 4%|▍ | 6/160 [00:12<05:29, 2.14s/it] 179/299 3.97G 0.02181 0.01179 0.0001243 69 640: 4%|▍ | 6/160 [00:18<05:29, 2.14s/it] 179/299 3.97G 0.02181 0.01179 0.0001243 69 640: 4%|▍ | 7/160 [00:18<08:10, 3.21s/it] 179/299 3.97G 0.02194 0.01148 0.0001212 53 640: 4%|▍ | 7/160 [00:18<08:10, 3.21s/it] 179/299 3.97G 0.02194 0.01148 0.0001212 53 640: 5%|▌ | 8/160 [00:18<05:37, 2.22s/it] 179/299 3.97G 0.02175 0.01146 0.0001201 59 640: 5%|▌ | 8/160 [00:18<05:37, 2.22s/it] 179/299 3.97G 0.02175 0.01146 0.0001201 59 640: 6%|▌ | 9/160 [00:18<03:56, 1.56s/it] 179/299 3.97G 0.02189 0.01108 0.0001184 38 640: 6%|▌ | 9/160 [00:18<03:56, 1.56s/it] 179/299 3.97G 0.02189 0.01108 0.0001184 38 640: 6%|▋ | 10/160 [00:18<02:47, 1.12s/it] 179/299 3.97G 0.02203 0.01093 0.0001157 54 640: 6%|▋ | 10/160 [00:18<02:47, 1.12s/it] 179/299 3.97G 0.02203 0.01093 0.0001157 54 640: 7%|▋ | 11/160 [00:18<02:01, 1.22it/s] 179/299 3.97G 0.02185 0.01091 0.000118 66 640: 7%|▋ | 11/160 [00:26<02:01, 1.22it/s] 179/299 3.97G 0.02185 0.01091 0.000118 66 640: 8%|▊ | 12/160 [00:26<06:56, 2.81s/it] 179/299 3.97G 0.02188 0.01088 0.0001151 66 640: 8%|▊ | 12/160 [00:26<06:56, 2.81s/it] 179/299 3.97G 0.02188 0.01088 0.0001151 66 640: 8%|▊ | 13/160 [00:26<04:53, 2.00s/it] 179/299 3.97G 0.02177 0.01085 0.000113 65 640: 8%|▊ | 13/160 [00:26<04:53, 2.00s/it] 179/299 3.97G 0.02177 0.01085 0.000113 65 640: 9%|▉ | 14/160 [00:26<03:29, 1.43s/it] 179/299 3.97G 0.02176 0.01067 0.0001113 61 640: 9%|▉ | 14/160 [00:31<03:29, 1.43s/it] 179/299 3.97G 0.02176 0.01067 0.0001113 61 640: 9%|▉ | 15/160 [00:31<06:18, 2.61s/it] 179/299 3.97G 0.02197 0.01057 0.0001093 51 640: 9%|▉ | 15/160 [00:31<06:18, 2.61s/it] 179/299 3.97G 0.02197 0.01057 0.0001093 51 640: 10%|█ | 16/160 [00:31<04:27, 1.86s/it] 179/299 3.97G 0.02226 0.0106 0.0001103 61 640: 10%|█ | 16/160 [00:31<04:27, 1.86s/it] 179/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.55it/s]
all 340 811 0.603 0.594 0.568 0.312
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 180/299 3.97G 0.02208 0.009706 0.0001156 48 640: 0%| | 0/160 [00:00<?, ?it/s] 180/299 3.97G 0.02208 0.009706 0.0001156 48 640: 1%| | 1/160 [00:00<00:25, 6.31it/s] 180/299 3.97G 0.0214 0.009641 9.788e-05 49 640: 1%| | 1/160 [00:00<00:25, 6.31it/s] 180/299 3.97G 0.0214 0.009641 9.788e-05 49 640: 1%|▏ | 2/160 [00:00<00:24, 6.55it/s] 180/299 3.97G 0.02129 0.009535 9.223e-05 48 640: 1%|▏ | 2/160 [00:00<00:24, 6.55it/s] 180/299 3.97G 0.02129 0.009535 9.223e-05 48 640: 2%|▏ | 3/160 [00:00<00:28, 5.50it/s] 180/299 3.97G 0.02212 0.01065 9.35e-05 73 640: 2%|▏ | 3/160 [00:12<00:28, 5.50it/s] 180/299 3.97G 0.02212 0.01065 9.35e-05 73 640: 2%|▎ | 4/160 [00:12<12:10, 4.68s/it] 180/299 3.97G 0.02156 0.0104 9.328e-05 53 640: 2%|▎ | 4/160 [00:12<12:10, 4.68s/it] 180/299 3.97G 0.02156 0.0104 9.328e-05 53 640: 3%|▎ | 5/160 [00:12<07:52, 3.05s/it] 180/299 3.97G 0.02124 0.01077 0.0002297 70 640: 3%|▎ | 5/160 [00:12<07:52, 3.05s/it] 180/299 3.97G 0.02124 0.01077 0.0002297 70 640: 4%|▍ | 6/160 [00:12<05:18, 2.07s/it] 180/299 3.97G 0.02111 0.01087 0.0002115 66 640: 4%|▍ | 6/160 [00:17<05:18, 2.07s/it] 180/299 3.97G 0.02111 0.01087 0.0002115 66 640: 4%|▍ | 7/160 [00:17<08:00, 3.14s/it] 180/299 3.97G 0.02118 0.01095 0.000197 55 640: 4%|▍ | 7/160 [00:17<08:00, 3.14s/it] 180/299 3.97G 0.02118 0.01095 0.000197 55 640: 5%|▌ | 8/160 [00:17<05:31, 2.18s/it] 180/299 3.97G 0.02118 0.01113 0.0001872 64 640: 5%|▌ | 8/160 [00:18<05:31, 2.18s/it] 180/299 3.97G 0.02118 0.01113 0.0001872 64 640: 6%|▌ | 9/160 [00:18<03:51, 1.53s/it] 180/299 3.97G 0.02134 0.01115 0.0001806 67 640: 6%|▌ | 9/160 [00:18<03:51, 1.53s/it] 180/299 3.97G 0.02134 0.01115 0.0001806 67 640: 6%|▋ | 10/160 [00:18<02:44, 1.10s/it] 180/299 3.97G 0.02148 0.0113 0.0001814 70 640: 6%|▋ | 10/160 [00:18<02:44, 1.10s/it] 180/299 3.97G 0.02148 0.0113 0.0001814 70 640: 7%|▋ | 11/160 [00:18<02:00, 1.24it/s] 180/299 3.97G 0.0214 0.01133 0.0001733 78 640: 7%|▋ | 11/160 [00:26<02:00, 1.24it/s] 180/299 3.97G 0.0214 0.01133 0.0001733 78 640: 8%|▊ | 12/160 [00:26<07:32, 3.06s/it] 180/299 3.97G 0.0212 0.01118 0.0001653 47 640: 8%|▊ | 12/160 [00:26<07:32, 3.06s/it] 180/299 3.97G 0.0212 0.01118 0.0001653 47 640: 8%|▊ | 13/160 [00:26<05:19, 2.17s/it] 180/299 3.97G 0.02138 0.01125 0.0001607 66 640: 8%|▊ | 13/160 [00:26<05:19, 2.17s/it] 180/299 3.97G 0.02138 0.01125 0.0001607 66 640: 9%|▉ | 14/160 [00:26<03:46, 1.55s/it] 180/299 3.97G 0.02134 0.01123 0.0001623 66 640: 9%|▉ | 14/160 [00:31<03:46, 1.55s/it] 180/299 3.97G 0.02134 0.01123 0.0001623 66 640: 9%|▉ | 15/160 [00:31<05:54, 2.45s/it] 180/299 3.97G 0.02131 0.01131 0.00017 65 640: 9%|▉ | 15/160 [00:31<05:54, 2.45s/it] 180/299 3.97G 0.02131 0.01131 0.00017 65 640: 10%|█ | 16/160 [00:31<04:12, 1.75s/it] 180/299 3.97G 0.02131 0.01121 0.0001678 52 640: 10%|█ | 16/160 [00:31<04:12, 1.75s/it] 180/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.76it/s]
all 340 813 0.599 0.571 0.558 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 181/299 3.97G 0.01995 0.01033 0.0001078 73 640: 0%| | 0/160 [00:00<?, ?it/s] 181/299 3.97G 0.01995 0.01033 0.0001078 73 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 181/299 3.97G 0.02164 0.01139 0.0001752 86 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 181/299 3.97G 0.02164 0.01139 0.0001752 86 640: 1%|▏ | 2/160 [00:00<00:23, 6.73it/s] 181/299 3.97G 0.02053 0.01039 0.0001429 45 640: 1%|▏ | 2/160 [00:00<00:23, 6.73it/s] 181/299 3.97G 0.02053 0.01039 0.0001429 45 640: 2%|▏ | 3/160 [00:00<00:24, 6.38it/s] 181/299 3.97G 0.02048 0.01032 0.000125 61 640: 2%|▏ | 3/160 [00:11<00:24, 6.38it/s] 181/299 3.97G 0.02048 0.01032 0.000125 61 640: 2%|▎ | 4/160 [00:11<11:46, 4.53s/it] 181/299 3.97G 0.02085 0.01144 0.000115 83 640: 2%|▎ | 4/160 [00:11<11:46, 4.53s/it] 181/299 3.97G 0.02085 0.01144 0.000115 83 640: 3%|▎ | 5/160 [00:11<07:37, 2.95s/it] 181/299 3.97G 0.02078 0.01146 0.0001099 72 640: 3%|▎ | 5/160 [00:12<07:37, 2.95s/it] 181/299 3.97G 0.02078 0.01146 0.0001099 72 640: 4%|▍ | 6/160 [00:12<05:08, 2.00s/it] 181/299 3.97G 0.02101 0.0113 0.0001251 60 640: 4%|▍ | 6/160 [00:17<05:08, 2.00s/it] 181/299 3.97G 0.02101 0.0113 0.0001251 60 640: 4%|▍ | 7/160 [00:17<08:22, 3.29s/it] 181/299 3.97G 0.02101 0.01147 0.0001213 66 640: 4%|▍ | 7/160 [00:18<08:22, 3.29s/it] 181/299 3.97G 0.02101 0.01147 0.0001213 66 640: 5%|▌ | 8/160 [00:18<05:46, 2.28s/it] 181/299 3.97G 0.02112 0.01151 0.0001196 75 640: 5%|▌ | 8/160 [00:18<05:46, 2.28s/it] 181/299 3.97G 0.02112 0.01151 0.0001196 75 640: 6%|▌ | 9/160 [00:18<04:02, 1.61s/it] 181/299 3.97G 0.02116 0.012 0.0001156 74 640: 6%|▌ | 9/160 [00:18<04:02, 1.61s/it] 181/299 3.97G 0.02116 0.012 0.0001156 74 640: 6%|▋ | 10/160 [00:18<02:51, 1.15s/it] 181/299 3.97G 0.02104 0.01218 0.0001129 85 640: 6%|▋ | 10/160 [00:18<02:51, 1.15s/it] 181/299 3.97G 0.02104 0.01218 0.0001129 85 640: 7%|▋ | 11/160 [00:18<02:05, 1.19it/s] 181/299 3.97G 0.02136 0.01206 0.0001112 45 640: 7%|▋ | 11/160 [00:26<02:05, 1.19it/s] 181/299 3.97G 0.02136 0.01206 0.0001112 45 640: 8%|▊ | 12/160 [00:26<07:10, 2.91s/it] 181/299 3.97G 0.02148 0.01204 0.0001113 71 640: 8%|▊ | 12/160 [00:26<07:10, 2.91s/it] 181/299 3.97G 0.02148 0.01204 0.0001113 71 640: 8%|▊ | 13/160 [00:26<05:03, 2.07s/it] 181/299 3.97G 0.02146 0.01206 0.0001096 69 640: 8%|▊ | 13/160 [00:26<05:03, 2.07s/it] 181/299 3.97G 0.02146 0.01206 0.0001096 69 640: 9%|▉ | 14/160 [00:26<03:35, 1.48s/it] 181/299 3.97G 0.02136 0.01197 0.000121 59 640: 9%|▉ | 14/160 [00:31<03:35, 1.48s/it] 181/299 3.97G 0.02136 0.01197 0.000121 59 640: 9%|▉ | 15/160 [00:31<06:25, 2.66s/it] 181/299 3.97G 0.02129 0.01169 0.0001384 43 640: 9%|▉ | 15/160 [00:31<06:25, 2.66s/it] 181/299 3.97G 0.02129 0.01169 0.0001384 43 640: 10%|█ | 16/160 [00:31<04:32, 1.89s/it] 181/299 3.97G 0.02126 0.01164 0.0001357 60 640: 10%|█ | 16/160 [00:31<04:32, 1.89s/it] 181/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.08it/s]
all 340 813 0.633 0.587 0.569 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 182/299 3.97G 0.02345 0.01547 7.421e-05 73 640: 0%| | 0/160 [00:00<?, ?it/s] 182/299 3.97G 0.02345 0.01547 7.421e-05 73 640: 1%| | 1/160 [00:00<00:30, 5.28it/s] 182/299 3.97G 0.02247 0.0149 7.587e-05 75 640: 1%| | 1/160 [00:00<00:30, 5.28it/s] 182/299 3.97G 0.02247 0.0149 7.587e-05 75 640: 1%|▏ | 2/160 [00:00<00:27, 5.81it/s] 182/299 3.97G 0.02203 0.01278 7.539e-05 46 640: 1%|▏ | 2/160 [00:00<00:27, 5.81it/s] 182/299 3.97G 0.02203 0.01278 7.539e-05 46 640: 2%|▏ | 3/160 [00:00<00:26, 5.98it/s] 182/299 3.97G 0.02207 0.01266 0.0001345 89 640: 2%|▏ | 3/160 [00:12<00:26, 5.98it/s] 182/299 3.97G 0.02207 0.01266 0.0001345 89 640: 2%|▎ | 4/160 [00:12<12:18, 4.73s/it] 182/299 3.97G 0.02203 0.01225 0.0001273 77 640: 2%|▎ | 4/160 [00:12<12:18, 4.73s/it] 182/299 3.97G 0.02203 0.01225 0.0001273 77 640: 3%|▎ | 5/160 [00:12<07:57, 3.08s/it] 182/299 3.97G 0.02195 0.01224 0.0001201 63 640: 3%|▎ | 5/160 [00:12<07:57, 3.08s/it] 182/299 3.97G 0.02195 0.01224 0.0001201 63 640: 4%|▍ | 6/160 [00:12<05:20, 2.08s/it] 182/299 3.97G 0.02156 0.01168 0.0001166 50 640: 4%|▍ | 6/160 [00:17<05:20, 2.08s/it] 182/299 3.97G 0.02156 0.01168 0.0001166 50 640: 4%|▍ | 7/160 [00:17<08:04, 3.17s/it] 182/299 3.97G 0.02122 0.01148 0.0001137 61 640: 4%|▍ | 7/160 [00:18<08:04, 3.17s/it] 182/299 3.97G 0.02122 0.01148 0.0001137 61 640: 5%|▌ | 8/160 [00:18<05:33, 2.20s/it] 182/299 3.97G 0.02113 0.01135 0.0001088 57 640: 5%|▌ | 8/160 [00:18<05:33, 2.20s/it] 182/299 3.97G 0.02113 0.01135 0.0001088 57 640: 6%|▌ | 9/160 [00:18<03:53, 1.55s/it] 182/299 3.97G 0.02111 0.0114 0.0001057 74 640: 6%|▌ | 9/160 [00:18<03:53, 1.55s/it] 182/299 3.97G 0.02111 0.0114 0.0001057 74 640: 6%|▋ | 10/160 [00:18<02:45, 1.10s/it] 182/299 3.97G 0.02124 0.01137 0.0001095 71 640: 6%|▋ | 10/160 [00:19<02:45, 1.10s/it] 182/299 3.97G 0.02124 0.01137 0.0001095 71 640: 7%|▋ | 11/160 [00:19<03:03, 1.23s/it] 182/299 3.97G 0.0211 0.01154 0.0001108 84 640: 7%|▋ | 11/160 [00:25<03:03, 1.23s/it] 182/299 3.97G 0.0211 0.01154 0.0001108 84 640: 8%|▊ | 12/160 [00:25<06:41, 2.71s/it] 182/299 3.97G 0.02114 0.01163 0.0001092 73 640: 8%|▊ | 12/160 [00:26<06:41, 2.71s/it] 182/299 3.97G 0.02114 0.01163 0.0001092 73 640: 8%|▊ | 13/160 [00:26<04:43, 1.93s/it] 182/299 3.97G 0.0211 0.01174 0.0001072 77 640: 8%|▊ | 13/160 [00:26<04:43, 1.93s/it] 182/299 3.97G 0.0211 0.01174 0.0001072 77 640: 9%|▉ | 14/160 [00:26<03:21, 1.38s/it] 182/299 3.97G 0.02128 0.01202 0.0001075 86 640: 9%|▉ | 14/160 [00:31<03:21, 1.38s/it] 182/299 3.97G 0.02128 0.01202 0.0001075 86 640: 9%|▉ | 15/160 [00:31<06:13, 2.58s/it] 182/299 3.97G 0.02132 0.01212 0.0001052 82 640: 9%|▉ | 15/160 [00:31<06:13, 2.58s/it] 182/299 3.97G 0.02132 0.01212 0.0001052 82 640: 10%|█ | 16/160 [00:31<04:25, 1.84s/it] 182/299 3.97G 0.02153 0.01209 0.0001204 65 640: 10%|█ | 16/160 [00:31<04:25, 1.84s/it] 182/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.09it/s]
all 340 813 0.619 0.596 0.577 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 183/299 3.97G 0.02212 0.00854 0.0001056 49 640: 0%| | 0/160 [00:00<?, ?it/s] 183/299 3.97G 0.02212 0.00854 0.0001056 49 640: 1%| | 1/160 [00:00<00:22, 7.06it/s] 183/299 3.97G 0.02085 0.009536 0.0001044 73 640: 1%| | 1/160 [00:00<00:22, 7.06it/s] 183/299 3.97G 0.02085 0.009536 0.0001044 73 640: 1%|▏ | 2/160 [00:00<00:20, 7.83it/s] 183/299 3.97G 0.02092 0.009908 0.0001041 61 640: 1%|▏ | 2/160 [00:00<00:20, 7.83it/s] 183/299 3.97G 0.02092 0.009908 0.0001041 61 640: 2%|▏ | 3/160 [00:00<00:21, 7.30it/s] 183/299 3.97G 0.02147 0.01008 9.777e-05 51 640: 2%|▏ | 3/160 [00:12<00:21, 7.30it/s] 183/299 3.97G 0.02147 0.01008 9.777e-05 51 640: 2%|▎ | 4/160 [00:12<12:08, 4.67s/it] 183/299 3.97G 0.02132 0.01012 0.0001167 64 640: 2%|▎ | 4/160 [00:12<12:08, 4.67s/it] 183/299 3.97G 0.02132 0.01012 0.0001167 64 640: 3%|▎ | 5/160 [00:12<07:52, 3.05s/it] 183/299 3.97G 0.02089 0.0101 0.0001121 70 640: 3%|▎ | 5/160 [00:12<07:52, 3.05s/it] 183/299 3.97G 0.02089 0.0101 0.0001121 70 640: 4%|▍ | 6/160 [00:12<05:17, 2.06s/it] 183/299 3.97G 0.02089 0.01047 0.0001086 78 640: 4%|▍ | 6/160 [00:18<05:17, 2.06s/it] 183/299 3.97G 0.02089 0.01047 0.0001086 78 640: 4%|▍ | 7/160 [00:18<08:38, 3.39s/it] 183/299 3.97G 0.02075 0.01081 0.0001041 77 640: 4%|▍ | 7/160 [00:18<08:38, 3.39s/it] 183/299 3.97G 0.02075 0.01081 0.0001041 77 640: 5%|▌ | 8/160 [00:18<05:57, 2.35s/it] 183/299 3.97G 0.02086 0.01101 0.0001033 76 640: 5%|▌ | 8/160 [00:18<05:57, 2.35s/it] 183/299 3.97G 0.02086 0.01101 0.0001033 76 640: 6%|▌ | 9/160 [00:18<04:09, 1.65s/it] 183/299 3.97G 0.02102 0.01094 0.0001257 64 640: 6%|▌ | 9/160 [00:18<04:09, 1.65s/it] 183/299 3.97G 0.02102 0.01094 0.0001257 64 640: 6%|▋ | 10/160 [00:18<02:56, 1.18s/it] 183/299 3.97G 0.02109 0.01138 0.0001272 106 640: 6%|▋ | 10/160 [00:19<02:56, 1.18s/it] 183/299 3.97G 0.02109 0.01138 0.0001272 106 640: 7%|▋ | 11/160 [00:19<02:17, 1.09it/s] 183/299 3.97G 0.02113 0.01141 0.0001966 64 640: 7%|▋ | 11/160 [00:26<02:17, 1.09it/s] 183/299 3.97G 0.02113 0.01141 0.0001966 64 640: 8%|▊ | 12/160 [00:26<07:06, 2.88s/it] 183/299 3.97G 0.02112 0.0113 0.0001872 49 640: 8%|▊ | 12/160 [00:26<07:06, 2.88s/it] 183/299 3.97G 0.02112 0.0113 0.0001872 49 640: 8%|▊ | 13/160 [00:26<05:00, 2.05s/it] 183/299 3.97G 0.02097 0.01129 0.0001821 59 640: 8%|▊ | 13/160 [00:26<05:00, 2.05s/it] 183/299 3.97G 0.02097 0.01129 0.0001821 59 640: 9%|▉ | 14/160 [00:26<03:33, 1.46s/it] 183/299 3.97G 0.02092 0.01125 0.0001749 62 640: 9%|▉ | 14/160 [00:32<03:33, 1.46s/it] 183/299 3.97G 0.02092 0.01125 0.0001749 62 640: 9%|▉ | 15/160 [00:32<06:21, 2.63s/it] 183/299 3.97G 0.02127 0.0111 0.0001731 62 640: 9%|▉ | 15/160 [00:32<06:21, 2.63s/it] 183/299 3.97G 0.02127 0.0111 0.0001731 62 640: 10%|█ | 16/160 [00:32<04:30, 1.88s/it] 183/299 3.97G 0.02109 0.01089 0.0001683 45 640: 10%|█ | 16/160 [00:32<04:30, 1.88s/it] 183/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 7.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 6.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.48it/s]
all 340 813 0.654 0.559 0.57 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 184/299 3.97G 0.02044 0.01143 7.699e-05 63 640: 0%| | 0/160 [00:00<?, ?it/s] 184/299 3.97G 0.02044 0.01143 7.699e-05 63 640: 1%| | 1/160 [00:00<00:22, 7.09it/s] 184/299 3.97G 0.02087 0.01049 8.036e-05 56 640: 1%| | 1/160 [00:00<00:22, 7.09it/s] 184/299 3.97G 0.02087 0.01049 8.036e-05 56 640: 1%|▏ | 2/160 [00:00<00:21, 7.46it/s] 184/299 3.97G 0.02049 0.01108 7.822e-05 78 640: 1%|▏ | 2/160 [00:00<00:21, 7.46it/s] 184/299 3.97G 0.02049 0.01108 7.822e-05 78 640: 2%|▏ | 3/160 [00:00<00:25, 6.08it/s] 184/299 3.97G 0.02104 0.01077 7.864e-05 62 640: 2%|▏ | 3/160 [00:12<00:25, 6.08it/s] 184/299 3.97G 0.02104 0.01077 7.864e-05 62 640: 2%|▎ | 4/160 [00:12<13:05, 5.03s/it] 184/299 3.97G 0.02065 0.01079 7.842e-05 54 640: 2%|▎ | 4/160 [00:13<13:05, 5.03s/it] 184/299 3.97G 0.02065 0.01079 7.842e-05 54 640: 3%|▎ | 5/160 [00:13<08:26, 3.27s/it] 184/299 3.97G 0.02145 0.01147 8.036e-05 85 640: 3%|▎ | 5/160 [00:13<08:26, 3.27s/it] 184/299 3.97G 0.02145 0.01147 8.036e-05 85 640: 4%|▍ | 6/160 [00:13<05:41, 2.21s/it] 184/299 3.97G 0.02138 0.01119 7.939e-05 59 640: 4%|▍ | 6/160 [00:18<05:41, 2.21s/it] 184/299 3.97G 0.02138 0.01119 7.939e-05 59 640: 4%|▍ | 7/160 [00:18<08:22, 3.29s/it] 184/299 3.97G 0.02147 0.01146 8.124e-05 71 640: 4%|▍ | 7/160 [00:18<08:22, 3.29s/it] 184/299 3.97G 0.02147 0.01146 8.124e-05 71 640: 5%|▌ | 8/160 [00:18<05:46, 2.28s/it] 184/299 3.97G 0.02129 0.01142 7.967e-05 67 640: 5%|▌ | 8/160 [00:19<05:46, 2.28s/it] 184/299 3.97G 0.02129 0.01142 7.967e-05 67 640: 6%|▌ | 9/160 [00:19<04:02, 1.61s/it] 184/299 3.97G 0.02127 0.01142 7.94e-05 72 640: 6%|▌ | 9/160 [00:19<04:02, 1.61s/it] 184/299 3.97G 0.02127 0.01142 7.94e-05 72 640: 6%|▋ | 10/160 [00:19<02:51, 1.15s/it] 184/299 3.97G 0.02137 0.01141 7.907e-05 66 640: 6%|▋ | 10/160 [00:19<02:51, 1.15s/it] 184/299 3.97G 0.02137 0.01141 7.907e-05 66 640: 7%|▋ | 11/160 [00:19<02:05, 1.19it/s] 184/299 3.97G 0.02142 0.01168 8.099e-05 80 640: 7%|▋ | 11/160 [00:26<02:05, 1.19it/s] 184/299 3.97G 0.02142 0.01168 8.099e-05 80 640: 8%|▊ | 12/160 [00:26<06:57, 2.82s/it] 184/299 3.97G 0.02158 0.01166 8.176e-05 67 640: 8%|▊ | 12/160 [00:26<06:57, 2.82s/it] 184/299 3.97G 0.02158 0.01166 8.176e-05 67 640: 8%|▊ | 13/160 [00:26<04:54, 2.00s/it] 184/299 3.97G 0.02168 0.0117 8.223e-05 67 640: 8%|▊ | 13/160 [00:26<04:54, 2.00s/it] 184/299 3.97G 0.02168 0.0117 8.223e-05 67 640: 9%|▉ | 14/160 [00:26<03:29, 1.43s/it] 184/299 3.97G 0.02162 0.01151 8.593e-05 43 640: 9%|▉ | 14/160 [00:32<03:29, 1.43s/it] 184/299 3.97G 0.02162 0.01151 8.593e-05 43 640: 9%|▉ | 15/160 [00:32<06:23, 2.65s/it] 184/299 3.97G 0.02148 0.01142 0.0001369 56 640: 9%|▉ | 15/160 [00:32<06:23, 2.65s/it] 184/299 3.97G 0.02148 0.01142 0.0001369 56 640: 10%|█ | 16/160 [00:32<04:31, 1.89s/it] 184/299 3.97G 0.02156 0.01148 0.0001349 64 640: 10%|█ | 16/160 [00:32<04:31, 1.89s/it] 184/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.13it/s]
all 340 813 0.654 0.568 0.564 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 185/299 3.97G 0.01927 0.01135 7.949e-05 70 640: 0%| | 0/160 [00:00<?, ?it/s] 185/299 3.97G 0.01927 0.01135 7.949e-05 70 640: 1%| | 1/160 [00:00<00:22, 7.06it/s] 185/299 3.97G 0.02039 0.01138 0.0005218 65 640: 1%| | 1/160 [00:00<00:22, 7.06it/s] 185/299 3.97G 0.02039 0.01138 0.0005218 65 640: 1%|▏ | 2/160 [00:00<00:21, 7.41it/s] 185/299 3.97G 0.01994 0.01065 0.0004003 49 640: 1%|▏ | 2/160 [00:00<00:21, 7.41it/s] 185/299 3.97G 0.01994 0.01065 0.0004003 49 640: 2%|▏ | 3/160 [00:00<00:25, 6.19it/s] 185/299 3.97G 0.02031 0.01133 0.0003228 80 640: 2%|▏ | 3/160 [00:13<00:25, 6.19it/s] 185/299 3.97G 0.02031 0.01133 0.0003228 80 640: 2%|▎ | 4/160 [00:13<13:28, 5.18s/it] 185/299 3.97G 0.02028 0.01078 0.0002772 42 640: 2%|▎ | 4/160 [00:13<13:28, 5.18s/it] 185/299 3.97G 0.02028 0.01078 0.0002772 42 640: 3%|▎ | 5/160 [00:13<08:39, 3.35s/it] 185/299 3.97G 0.02022 0.01123 0.0002476 92 640: 3%|▎ | 5/160 [00:13<08:39, 3.35s/it] 185/299 3.97G 0.02022 0.01123 0.0002476 92 640: 4%|▍ | 6/160 [00:13<05:47, 2.26s/it] 185/299 3.97G 0.02051 0.01102 0.0002235 54 640: 4%|▍ | 6/160 [00:18<05:47, 2.26s/it] 185/299 3.97G 0.02051 0.01102 0.0002235 54 640: 4%|▍ | 7/160 [00:18<07:33, 2.97s/it] 185/299 3.97G 0.02018 0.01086 0.0002064 61 640: 4%|▍ | 7/160 [00:18<07:33, 2.97s/it] 185/299 3.97G 0.02018 0.01086 0.0002064 61 640: 5%|▌ | 8/160 [00:18<05:13, 2.06s/it] 185/299 3.97G 0.02046 0.01069 0.000193 44 640: 5%|▌ | 8/160 [00:18<05:13, 2.06s/it] 185/299 3.97G 0.02046 0.01069 0.000193 44 640: 6%|▌ | 9/160 [00:18<03:39, 1.46s/it] 185/299 3.97G 0.02065 0.01092 0.0001834 79 640: 6%|▌ | 9/160 [00:18<03:39, 1.46s/it] 185/299 3.97G 0.02065 0.01092 0.0001834 79 640: 6%|▋ | 10/160 [00:18<02:36, 1.04s/it] 185/299 3.97G 0.02079 0.0107 0.0001742 53 640: 6%|▋ | 10/160 [00:18<02:36, 1.04s/it] 185/299 3.97G 0.02079 0.0107 0.0001742 53 640: 7%|▋ | 11/160 [00:18<01:54, 1.30it/s] 185/299 3.97G 0.02092 0.01069 0.0001785 68 640: 7%|▋ | 11/160 [00:27<01:54, 1.30it/s] 185/299 3.97G 0.02092 0.01069 0.0001785 68 640: 8%|▊ | 12/160 [00:27<08:08, 3.30s/it] 185/299 3.97G 0.02114 0.01088 0.000186 69 640: 8%|▊ | 12/160 [00:27<08:08, 3.30s/it] 185/299 3.97G 0.02114 0.01088 0.000186 69 640: 8%|▊ | 13/160 [00:27<05:43, 2.34s/it] 185/299 3.97G 0.021 0.01075 0.0001782 54 640: 8%|▊ | 13/160 [00:27<05:43, 2.34s/it] 185/299 3.97G 0.021 0.01075 0.0001782 54 640: 9%|▉ | 14/160 [00:27<04:03, 1.67s/it] 185/299 3.97G 0.0211 0.01076 0.000172 63 640: 9%|▉ | 14/160 [00:31<04:03, 1.67s/it] 185/299 3.97G 0.0211 0.01076 0.000172 63 640: 9%|▉ | 15/160 [00:31<05:19, 2.20s/it] 185/299 3.97G 0.02124 0.01076 0.0002627 70 640: 9%|▉ | 15/160 [00:31<05:19, 2.20s/it] 185/299 3.97G 0.02124 0.01076 0.0002627 70 640: 10%|█ | 16/160 [00:31<03:47, 1.58s/it] 185/299 3.97G 0.02157 0.01069 0.0002619 52 640: 10%|█ | 16/160 [00:31<03:47, 1.58s/it] 185/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.11it/s]
all 340 813 0.583 0.612 0.566 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 186/299 3.97G 0.01941 0.009982 6.93e-05 52 640: 0%| | 0/160 [00:00<?, ?it/s] 186/299 3.97G 0.01941 0.009982 6.93e-05 52 640: 1%| | 1/160 [00:00<00:25, 6.34it/s] 186/299 3.97G 0.02016 0.01137 7.565e-05 75 640: 1%| | 1/160 [00:00<00:25, 6.34it/s] 186/299 3.97G 0.02016 0.01137 7.565e-05 75 640: 1%|▏ | 2/160 [00:00<00:24, 6.43it/s] 186/299 3.97G 0.02059 0.009981 8.456e-05 42 640: 1%|▏ | 2/160 [00:00<00:24, 6.43it/s] 186/299 3.97G 0.02059 0.009981 8.456e-05 42 640: 2%|▏ | 3/160 [00:00<00:27, 5.62it/s] 186/299 3.97G 0.02047 0.01026 8.86e-05 73 640: 2%|▏ | 3/160 [00:14<00:27, 5.62it/s] 186/299 3.97G 0.02047 0.01026 8.86e-05 73 640: 2%|▎ | 4/160 [00:14<14:38, 5.63s/it] 186/299 3.97G 0.02003 0.01032 9.377e-05 67 640: 2%|▎ | 4/160 [00:14<14:38, 5.63s/it] 186/299 3.97G 0.02003 0.01032 9.377e-05 67 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 186/299 3.97G 0.02001 0.01158 9.288e-05 92 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 186/299 3.97G 0.02001 0.01158 9.288e-05 92 640: 4%|▍ | 6/160 [00:14<06:16, 2.45s/it] 186/299 3.97G 0.02021 0.01098 8.843e-05 36 640: 4%|▍ | 6/160 [00:18<06:16, 2.45s/it] 186/299 3.97G 0.02021 0.01098 8.843e-05 36 640: 4%|▍ | 7/160 [00:18<07:13, 2.83s/it] 186/299 3.97G 0.02026 0.01072 8.702e-05 42 640: 4%|▍ | 7/160 [00:18<07:13, 2.83s/it] 186/299 3.97G 0.02026 0.01072 8.702e-05 42 640: 5%|▌ | 8/160 [00:18<04:58, 1.97s/it] 186/299 3.97G 0.02033 0.01069 8.56e-05 66 640: 5%|▌ | 8/160 [00:18<04:58, 1.97s/it] 186/299 3.97G 0.02033 0.01069 8.56e-05 66 640: 6%|▌ | 9/160 [00:18<03:29, 1.39s/it] 186/299 3.97G 0.02035 0.01049 8.482e-05 58 640: 6%|▌ | 9/160 [00:18<03:29, 1.39s/it] 186/299 3.97G 0.02035 0.01049 8.482e-05 58 640: 6%|▋ | 10/160 [00:18<02:29, 1.00it/s] 186/299 3.97G 0.02054 0.0106 8.48e-05 75 640: 6%|▋ | 10/160 [00:18<02:29, 1.00it/s] 186/299 3.97G 0.02054 0.0106 8.48e-05 75 640: 7%|▋ | 11/160 [00:18<01:49, 1.36it/s] 186/299 3.97G 0.02068 0.01044 8.372e-05 50 640: 7%|▋ | 11/160 [00:27<01:49, 1.36it/s] 186/299 3.97G 0.02068 0.01044 8.372e-05 50 640: 8%|▊ | 12/160 [00:27<07:50, 3.18s/it] 186/299 3.97G 0.02094 0.01074 8.593e-05 76 640: 8%|▊ | 12/160 [00:27<07:50, 3.18s/it] 186/299 3.97G 0.02094 0.01074 8.593e-05 76 640: 8%|▊ | 13/160 [00:27<05:31, 2.26s/it] 186/299 3.97G 0.02104 0.01055 8.535e-05 44 640: 8%|▊ | 13/160 [00:27<05:31, 2.26s/it] 186/299 3.97G 0.02104 0.01055 8.535e-05 44 640: 9%|▉ | 14/160 [00:27<03:55, 1.61s/it] 186/299 3.97G 0.02107 0.01065 8.471e-05 74 640: 9%|▉ | 14/160 [00:31<03:55, 1.61s/it] 186/299 3.97G 0.02107 0.01065 8.471e-05 74 640: 9%|▉ | 15/160 [00:31<05:16, 2.18s/it] 186/299 3.97G 0.02114 0.01069 8.37e-05 74 640: 9%|▉ | 15/160 [00:31<05:16, 2.18s/it] 186/299 3.97G 0.02114 0.01069 8.37e-05 74 640: 10%|█ | 16/160 [00:31<03:44, 1.56s/it] 186/299 3.97G 0.02125 0.01074 0.0001143 60 640: 10%|█ | 16/160 [00:31<03:44, 1.56s/it] 186/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.66it/s]
all 340 813 0.604 0.586 0.571 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 187/299 3.97G 0.01963 0.01004 0.0003387 72 640: 0%| | 0/160 [00:00<?, ?it/s] 187/299 3.97G 0.01963 0.01004 0.0003387 72 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 187/299 3.97G 0.01978 0.01157 0.0002078 82 640: 1%| | 1/160 [00:00<00:25, 6.19it/s] 187/299 3.97G 0.01978 0.01157 0.0002078 82 640: 1%|▏ | 2/160 [00:00<00:22, 6.89it/s] 187/299 3.97G 0.01992 0.01075 0.0001624 58 640: 1%|▏ | 2/160 [00:00<00:22, 6.89it/s] 187/299 3.97G 0.01992 0.01075 0.0001624 58 640: 2%|▏ | 3/160 [00:00<00:27, 5.79it/s] 187/299 3.97G 0.02061 0.01042 0.0001668 56 640: 2%|▏ | 3/160 [00:10<00:27, 5.79it/s] 187/299 3.97G 0.02061 0.01042 0.0001668 56 640: 2%|▎ | 4/160 [00:10<10:03, 3.87s/it] 187/299 3.97G 0.02098 0.01035 0.0001476 62 640: 2%|▎ | 4/160 [00:10<10:03, 3.87s/it] 187/299 3.97G 0.02098 0.01035 0.0001476 62 640: 3%|▎ | 5/160 [00:10<06:31, 2.52s/it] 187/299 3.97G 0.02138 0.01087 0.0001342 85 640: 3%|▎ | 5/160 [00:10<06:31, 2.52s/it] 187/299 3.97G 0.02138 0.01087 0.0001342 85 640: 4%|▍ | 6/160 [00:10<04:24, 1.72s/it] 187/299 3.97G 0.02126 0.01056 0.0001332 53 640: 4%|▍ | 6/160 [00:18<04:24, 1.72s/it] 187/299 3.97G 0.02126 0.01056 0.0001332 53 640: 4%|▍ | 7/160 [00:18<09:22, 3.68s/it] 187/299 3.97G 0.02142 0.01057 0.0001261 54 640: 4%|▍ | 7/160 [00:18<09:22, 3.68s/it] 187/299 3.97G 0.02142 0.01057 0.0001261 54 640: 5%|▌ | 8/160 [00:18<06:27, 2.55s/it] 187/299 3.97G 0.02152 0.01062 0.0001235 68 640: 5%|▌ | 8/160 [00:18<06:27, 2.55s/it] 187/299 3.97G 0.02152 0.01062 0.0001235 68 640: 6%|▌ | 9/160 [00:18<04:29, 1.79s/it] 187/299 3.97G 0.02148 0.01061 0.0001188 68 640: 6%|▌ | 9/160 [00:18<04:29, 1.79s/it] 187/299 3.97G 0.02148 0.01061 0.0001188 68 640: 6%|▋ | 10/160 [00:18<03:10, 1.27s/it] 187/299 3.97G 0.02144 0.01076 0.0001164 82 640: 6%|▋ | 10/160 [00:18<03:10, 1.27s/it] 187/299 3.97G 0.02144 0.01076 0.0001164 82 640: 7%|▋ | 11/160 [00:18<02:18, 1.08it/s] 187/299 3.97G 0.02149 0.01075 0.0001152 76 640: 7%|▋ | 11/160 [00:25<02:18, 1.08it/s] 187/299 3.97G 0.02149 0.01075 0.0001152 76 640: 8%|▊ | 12/160 [00:25<06:55, 2.81s/it] 187/299 3.97G 0.0214 0.01071 0.0001294 60 640: 8%|▊ | 12/160 [00:25<06:55, 2.81s/it] 187/299 3.97G 0.0214 0.01071 0.0001294 60 640: 8%|▊ | 13/160 [00:25<04:53, 2.00s/it] 187/299 3.97G 0.02134 0.01074 0.0001268 65 640: 8%|▊ | 13/160 [00:25<04:53, 2.00s/it] 187/299 3.97G 0.02134 0.01074 0.0001268 65 640: 9%|▉ | 14/160 [00:25<03:28, 1.43s/it] 187/299 3.97G 0.02129 0.01051 0.0001233 54 640: 9%|▉ | 14/160 [00:31<03:28, 1.43s/it] 187/299 3.97G 0.02129 0.01051 0.0001233 54 640: 9%|▉ | 15/160 [00:31<06:25, 2.66s/it] 187/299 3.97G 0.02131 0.01063 0.0001202 68 640: 9%|▉ | 15/160 [00:31<06:25, 2.66s/it] 187/299 3.97G 0.02131 0.01063 0.0001202 68 640: 10%|█ | 16/160 [00:31<04:32, 1.89s/it] 187/299 3.97G 0.02134 0.01056 0.0001171 50 640: 10%|█ | 16/160 [00:31<04:32, 1.89s/it] 187/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.00it/s]
all 340 813 0.643 0.579 0.571 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 188/299 3.97G 0.02593 0.009066 7.483e-05 46 640: 0%| | 0/160 [00:00<?, ?it/s] 188/299 3.97G 0.02593 0.009066 7.483e-05 46 640: 1%| | 1/160 [00:00<00:28, 5.57it/s] 188/299 3.97G 0.02403 0.009764 0.0003354 60 640: 1%| | 1/160 [00:00<00:28, 5.57it/s] 188/299 3.97G 0.02403 0.009764 0.0003354 60 640: 1%|▏ | 2/160 [00:00<00:26, 5.95it/s] 188/299 3.97G 0.02351 0.009443 0.0003413 43 640: 1%|▏ | 2/160 [00:00<00:26, 5.95it/s] 188/299 3.97G 0.02351 0.009443 0.0003413 43 640: 2%|▏ | 3/160 [00:00<00:30, 5.13it/s] 188/299 3.97G 0.02297 0.009843 0.0003104 61 640: 2%|▏ | 3/160 [00:10<00:30, 5.13it/s] 188/299 3.97G 0.02297 0.009843 0.0003104 61 640: 2%|▎ | 4/160 [00:10<10:40, 4.10s/it] 188/299 3.97G 0.02249 0.01048 0.0002694 78 640: 2%|▎ | 4/160 [00:10<10:40, 4.10s/it] 188/299 3.97G 0.02249 0.01048 0.0002694 78 640: 3%|▎ | 5/160 [00:10<06:54, 2.67s/it] 188/299 3.97G 0.02287 0.012 0.0002436 120 640: 3%|▎ | 5/160 [00:10<06:54, 2.67s/it] 188/299 3.97G 0.02287 0.012 0.0002436 120 640: 4%|▍ | 6/160 [00:10<04:38, 1.81s/it] 188/299 3.97G 0.02277 0.01188 0.0002443 54 640: 4%|▍ | 6/160 [00:18<04:38, 1.81s/it] 188/299 3.97G 0.02277 0.01188 0.0002443 54 640: 4%|▍ | 7/160 [00:18<09:26, 3.70s/it] 188/299 3.97G 0.0227 0.01143 0.0002251 45 640: 4%|▍ | 7/160 [00:18<09:26, 3.70s/it] 188/299 3.97G 0.0227 0.01143 0.0002251 45 640: 5%|▌ | 8/160 [00:18<06:29, 2.56s/it] 188/299 3.97G 0.02294 0.01141 0.0002164 47 640: 5%|▌ | 8/160 [00:18<06:29, 2.56s/it] 188/299 3.97G 0.02294 0.01141 0.0002164 47 640: 6%|▌ | 9/160 [00:18<04:31, 1.80s/it] 188/299 3.97G 0.02279 0.01125 0.0002036 53 640: 6%|▌ | 9/160 [00:18<04:31, 1.80s/it] 188/299 3.97G 0.02279 0.01125 0.0002036 53 640: 6%|▋ | 10/160 [00:18<03:11, 1.28s/it] 188/299 3.97G 0.02264 0.01136 0.0001949 74 640: 6%|▋ | 10/160 [00:19<03:11, 1.28s/it] 188/299 3.97G 0.02264 0.01136 0.0001949 74 640: 7%|▋ | 11/160 [00:19<02:18, 1.08it/s] 188/299 3.97G 0.0223 0.01114 0.0001862 43 640: 7%|▋ | 11/160 [00:25<02:18, 1.08it/s] 188/299 3.97G 0.0223 0.01114 0.0001862 43 640: 8%|▊ | 12/160 [00:25<06:22, 2.59s/it] 188/299 3.97G 0.02229 0.01102 0.0001779 57 640: 8%|▊ | 12/160 [00:25<06:22, 2.59s/it] 188/299 3.97G 0.02229 0.01102 0.0001779 57 640: 8%|▊ | 13/160 [00:25<04:30, 1.84s/it] 188/299 3.97G 0.0221 0.01085 0.000189 54 640: 8%|▊ | 13/160 [00:25<04:30, 1.84s/it] 188/299 3.97G 0.0221 0.01085 0.000189 54 640: 9%|▉ | 14/160 [00:25<03:12, 1.32s/it] 188/299 3.97G 0.02214 0.01075 0.0001854 46 640: 9%|▉ | 14/160 [00:31<03:12, 1.32s/it] 188/299 3.97G 0.02214 0.01075 0.0001854 46 640: 9%|▉ | 15/160 [00:31<06:48, 2.82s/it] 188/299 3.97G 0.0222 0.01068 0.000201 50 640: 9%|▉ | 15/160 [00:32<06:48, 2.82s/it] 188/299 3.97G 0.0222 0.01068 0.000201 50 640: 10%|█ | 16/160 [00:32<04:49, 2.01s/it] 188/299 3.97G 0.02214 0.01062 0.0001933 60 640: 10%|█ | 16/160 [00:32<04:49, 2.01s/it] 188/299 3.97G 0.022
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.94it/s]
all 340 813 0.612 0.601 0.575 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 189/299 3.97G 0.01818 0.008506 8.088e-05 45 640: 0%| | 0/160 [00:00<?, ?it/s] 189/299 3.97G 0.01818 0.008506 8.088e-05 45 640: 1%| | 1/160 [00:00<00:24, 6.54it/s] 189/299 3.97G 0.02008 0.01159 7.564e-05 80 640: 1%| | 1/160 [00:00<00:24, 6.54it/s] 189/299 3.97G 0.02008 0.01159 7.564e-05 80 640: 1%|▏ | 2/160 [00:00<00:24, 6.33it/s] 189/299 3.97G 0.02046 0.01118 7.682e-05 55 640: 1%|▏ | 2/160 [00:00<00:24, 6.33it/s] 189/299 3.97G 0.02046 0.01118 7.682e-05 55 640: 2%|▏ | 3/160 [00:00<00:26, 5.87it/s] 189/299 3.97G 0.02149 0.01187 8.383e-05 82 640: 2%|▏ | 3/160 [00:14<00:26, 5.87it/s] 189/299 3.97G 0.02149 0.01187 8.383e-05 82 640: 2%|▎ | 4/160 [00:14<14:39, 5.64s/it] 189/299 3.97G 0.02167 0.01185 8.729e-05 58 640: 2%|▎ | 4/160 [00:14<14:39, 5.64s/it] 189/299 3.97G 0.02167 0.01185 8.729e-05 58 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 189/299 3.97G 0.02174 0.01161 8.385e-05 50 640: 3%|▎ | 5/160 [00:14<09:25, 3.65s/it] 189/299 3.97G 0.02174 0.01161 8.385e-05 50 640: 4%|▍ | 6/160 [00:14<06:16, 2.45s/it] 189/299 3.97G 0.0215 0.01182 8.303e-05 79 640: 4%|▍ | 6/160 [00:18<06:16, 2.45s/it] 189/299 3.97G 0.0215 0.01182 8.303e-05 79 640: 4%|▍ | 7/160 [00:18<07:44, 3.03s/it] 189/299 3.97G 0.0215 0.01169 8.065e-05 60 640: 4%|▍ | 7/160 [00:19<07:44, 3.03s/it] 189/299 3.97G 0.0215 0.01169 8.065e-05 60 640: 5%|▌ | 8/160 [00:19<05:20, 2.11s/it] 189/299 3.97G 0.02134 0.01178 7.967e-05 65 640: 5%|▌ | 8/160 [00:19<05:20, 2.11s/it] 189/299 3.97G 0.02134 0.01178 7.967e-05 65 640: 6%|▌ | 9/160 [00:19<03:44, 1.49s/it] 189/299 3.97G 0.02154 0.01191 8.405e-05 71 640: 6%|▌ | 9/160 [00:19<03:44, 1.49s/it] 189/299 3.97G 0.02154 0.01191 8.405e-05 71 640: 6%|▋ | 10/160 [00:19<02:39, 1.06s/it] 189/299 3.97G 0.02155 0.01203 8.496e-05 63 640: 6%|▋ | 10/160 [00:19<02:39, 1.06s/it] 189/299 3.97G 0.02155 0.01203 8.496e-05 63 640: 7%|▋ | 11/160 [00:19<01:56, 1.28it/s] 189/299 3.97G 0.0216 0.01202 8.314e-05 73 640: 7%|▋ | 11/160 [00:27<01:56, 1.28it/s] 189/299 3.97G 0.0216 0.01202 8.314e-05 73 640: 8%|▊ | 12/160 [00:27<07:26, 3.02s/it] 189/299 3.97G 0.0216 0.01184 8.223e-05 54 640: 8%|▊ | 12/160 [00:27<07:26, 3.02s/it] 189/299 3.97G 0.0216 0.01184 8.223e-05 54 640: 8%|▊ | 13/160 [00:27<05:15, 2.14s/it] 189/299 3.97G 0.02163 0.01189 8.285e-05 61 640: 8%|▊ | 13/160 [00:27<05:15, 2.14s/it] 189/299 3.97G 0.02163 0.01189 8.285e-05 61 640: 9%|▉ | 14/160 [00:27<03:43, 1.53s/it] 189/299 3.97G 0.02184 0.01208 8.216e-05 83 640: 9%|▉ | 14/160 [00:32<03:43, 1.53s/it] 189/299 3.97G 0.02184 0.01208 8.216e-05 83 640: 9%|▉ | 15/160 [00:32<05:44, 2.37s/it] 189/299 3.97G 0.02169 0.01202 0.0001918 62 640: 9%|▉ | 15/160 [00:32<05:44, 2.37s/it] 189/299 3.97G 0.02169 0.01202 0.0001918 62 640: 10%|█ | 16/160 [00:32<04:04, 1.69s/it] 189/299 3.97G 0.02151 0.01197 0.0001852 76 640: 10%|█ | 16/160 [00:32<04:04, 1.69s/it] 189/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.83it/s]
all 340 813 0.624 0.599 0.58 0.314
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 190/299 3.97G 0.01916 0.01282 8.372e-05 81 640: 0%| | 0/160 [00:00<?, ?it/s] 190/299 3.97G 0.01916 0.01282 8.372e-05 81 640: 1%| | 1/160 [00:00<00:29, 5.35it/s] 190/299 3.97G 0.01858 0.01106 7.692e-05 56 640: 1%| | 1/160 [00:00<00:29, 5.35it/s] 190/299 3.97G 0.01858 0.01106 7.692e-05 56 640: 1%|▏ | 2/160 [00:00<00:26, 5.91it/s] 190/299 3.97G 0.02009 0.0119 8.036e-05 88 640: 1%|▏ | 2/160 [00:00<00:26, 5.91it/s] 190/299 3.97G 0.02009 0.0119 8.036e-05 88 640: 2%|▏ | 3/160 [00:00<00:26, 5.96it/s] 190/299 3.97G 0.02058 0.01202 8.305e-05 68 640: 2%|▏ | 3/160 [00:14<00:26, 5.96it/s] 190/299 3.97G 0.02058 0.01202 8.305e-05 68 640: 2%|▎ | 4/160 [00:14<14:15, 5.48s/it] 190/299 3.97G 0.02065 0.0121 8.023e-05 76 640: 2%|▎ | 4/160 [00:14<14:15, 5.48s/it] 190/299 3.97G 0.02065 0.0121 8.023e-05 76 640: 3%|▎ | 5/160 [00:14<09:10, 3.55s/it] 190/299 3.97G 0.02077 0.01181 8.361e-05 59 640: 3%|▎ | 5/160 [00:14<09:10, 3.55s/it] 190/299 3.97G 0.02077 0.01181 8.361e-05 59 640: 4%|▍ | 6/160 [00:14<06:06, 2.38s/it] 190/299 3.97G 0.02085 0.01176 8.302e-05 79 640: 4%|▍ | 6/160 [00:18<06:06, 2.38s/it] 190/299 3.97G 0.02085 0.01176 8.302e-05 79 640: 4%|▍ | 7/160 [00:18<07:16, 2.85s/it] 190/299 3.97G 0.02102 0.01161 9.023e-05 50 640: 4%|▍ | 7/160 [00:18<07:16, 2.85s/it] 190/299 3.97G 0.02102 0.01161 9.023e-05 50 640: 5%|▌ | 8/160 [00:18<05:01, 1.98s/it] 190/299 3.97G 0.02103 0.0115 0.0001429 64 640: 5%|▌ | 8/160 [00:18<05:01, 1.98s/it] 190/299 3.97G 0.02103 0.0115 0.0001429 64 640: 6%|▌ | 9/160 [00:18<03:30, 1.40s/it] 190/299 3.97G 0.02115 0.01143 0.000139 59 640: 6%|▌ | 9/160 [00:18<03:30, 1.40s/it] 190/299 3.97G 0.02115 0.01143 0.000139 59 640: 6%|▋ | 10/160 [00:18<02:30, 1.00s/it] 190/299 3.97G 0.02131 0.01162 0.0001392 60 640: 6%|▋ | 10/160 [00:18<02:30, 1.00s/it] 190/299 3.97G 0.02131 0.01162 0.0001392 60 640: 7%|▋ | 11/160 [00:18<01:50, 1.35it/s] 190/299 3.97G 0.02137 0.01161 0.0001343 55 640: 7%|▋ | 11/160 [00:27<01:50, 1.35it/s] 190/299 3.97G 0.02137 0.01161 0.0001343 55 640: 8%|▊ | 12/160 [00:27<07:41, 3.12s/it] 190/299 3.97G 0.0213 0.01161 0.0001303 66 640: 8%|▊ | 12/160 [00:27<07:41, 3.12s/it] 190/299 3.97G 0.0213 0.01161 0.0001303 66 640: 8%|▊ | 13/160 [00:27<05:25, 2.21s/it] 190/299 3.97G 0.02147 0.01141 0.0001266 51 640: 8%|▊ | 13/160 [00:27<05:25, 2.21s/it] 190/299 3.97G 0.02147 0.01141 0.0001266 51 640: 9%|▉ | 14/160 [00:27<03:50, 1.58s/it] 190/299 3.97G 0.02129 0.01134 0.0001239 58 640: 9%|▉ | 14/160 [00:31<03:50, 1.58s/it] 190/299 3.97G 0.02129 0.01134 0.0001239 58 640: 9%|▉ | 15/160 [00:31<05:36, 2.32s/it] 190/299 3.97G 0.02119 0.01131 0.0001204 68 640: 9%|▉ | 15/160 [00:31<05:36, 2.32s/it] 190/299 3.97G 0.02119 0.01131 0.0001204 68 640: 10%|█ | 16/160 [00:31<03:59, 1.66s/it] 190/299 3.97G 0.02112 0.01123 0.0001183 67 640: 10%|█ | 16/160 [00:31<03:59, 1.66s/it] 190/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.80it/s]
all 340 813 0.609 0.582 0.574 0.308
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 191/299 3.97G 0.01984 0.008412 8.329e-05 49 640: 0%| | 0/160 [00:00<?, ?it/s] 191/299 3.97G 0.01984 0.008412 8.329e-05 49 640: 1%| | 1/160 [00:00<00:24, 6.40it/s] 191/299 3.97G 0.02123 0.01119 7.349e-05 82 640: 1%| | 1/160 [00:00<00:24, 6.40it/s] 191/299 3.97G 0.02123 0.01119 7.349e-05 82 640: 1%|▏ | 2/160 [00:00<00:24, 6.51it/s] 191/299 3.97G 0.02019 0.01156 7.252e-05 89 640: 1%|▏ | 2/160 [00:00<00:24, 6.51it/s] 191/299 3.97G 0.02019 0.01156 7.252e-05 89 640: 2%|▏ | 3/160 [00:00<00:27, 5.64it/s] 191/299 3.97G 0.02016 0.0108 7.14e-05 47 640: 2%|▏ | 3/160 [00:14<00:27, 5.64it/s] 191/299 3.97G 0.02016 0.0108 7.14e-05 47 640: 2%|▎ | 4/160 [00:14<15:04, 5.80s/it] 191/299 3.97G 0.02038 0.01124 7.347e-05 71 640: 2%|▎ | 4/160 [00:15<15:04, 5.80s/it] 191/299 3.97G 0.02038 0.01124 7.347e-05 71 640: 3%|▎ | 5/160 [00:15<09:42, 3.76s/it] 191/299 3.97G 0.02039 0.01137 9.217e-05 65 640: 3%|▎ | 5/160 [00:15<09:42, 3.76s/it] 191/299 3.97G 0.02039 0.01137 9.217e-05 65 640: 4%|▍ | 6/160 [00:15<06:27, 2.52s/it] 191/299 3.97G 0.02126 0.01145 0.0001198 64 640: 4%|▍ | 6/160 [00:17<06:27, 2.52s/it] 191/299 3.97G 0.02126 0.01145 0.0001198 64 640: 4%|▍ | 7/160 [00:17<06:03, 2.38s/it] 191/299 3.97G 0.02107 0.01118 0.0001134 56 640: 4%|▍ | 7/160 [00:17<06:03, 2.38s/it] 191/299 3.97G 0.02107 0.01118 0.0001134 56 640: 5%|▌ | 8/160 [00:17<04:12, 1.66s/it] 191/299 3.97G 0.02111 0.01185 0.0001247 92 640: 5%|▌ | 8/160 [00:17<04:12, 1.66s/it] 191/299 3.97G 0.02111 0.01185 0.0001247 92 640: 6%|▌ | 9/160 [00:17<02:57, 1.18s/it] 191/299 3.97G 0.02116 0.01192 0.0001199 82 640: 6%|▌ | 9/160 [00:17<02:57, 1.18s/it] 191/299 3.97G 0.02116 0.01192 0.0001199 82 640: 6%|▋ | 10/160 [00:17<02:07, 1.18it/s] 191/299 3.97G 0.02098 0.01194 0.0001166 74 640: 6%|▋ | 10/160 [00:18<02:07, 1.18it/s] 191/299 3.97G 0.02098 0.01194 0.0001166 74 640: 7%|▋ | 11/160 [00:18<02:20, 1.06it/s] 191/299 3.97G 0.02102 0.01185 0.0001136 70 640: 7%|▋ | 11/160 [00:28<02:20, 1.06it/s] 191/299 3.97G 0.02102 0.01185 0.0001136 70 640: 8%|▊ | 12/160 [00:28<08:53, 3.60s/it] 191/299 3.97G 0.02109 0.01188 0.0001125 73 640: 8%|▊ | 12/160 [00:28<08:53, 3.60s/it] 191/299 3.97G 0.02109 0.01188 0.0001125 73 640: 8%|▊ | 13/160 [00:28<06:14, 2.55s/it] 191/299 3.97G 0.02113 0.01165 0.0001094 51 640: 8%|▊ | 13/160 [00:28<06:14, 2.55s/it] 191/299 3.97G 0.02113 0.01165 0.0001094 51 640: 9%|▉ | 14/160 [00:28<04:24, 1.81s/it] 191/299 3.97G 0.02123 0.01168 0.0001085 70 640: 9%|▉ | 14/160 [00:30<04:24, 1.81s/it] 191/299 3.97G 0.02123 0.01168 0.0001085 70 640: 9%|▉ | 15/160 [00:30<04:27, 1.85s/it] 191/299 3.97G 0.02135 0.01173 0.0001219 76 640: 9%|▉ | 15/160 [00:30<04:27, 1.85s/it] 191/299 3.97G 0.02135 0.01173 0.0001219 76 640: 10%|█ | 16/160 [00:30<03:11, 1.33s/it] 191/299 3.97G 0.02132 0.0116 0.0001262 53 640: 10%|█ | 16/160 [00:30<03:11, 1.33s/it] 191/299 3.97G 0.021
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:02<00:00, 3.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.08it/s]
all 340 813 0.599 0.611 0.581 0.313
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 192/299 3.97G 0.02074 0.009584 5.695e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 192/299 3.97G 0.02074 0.009584 5.695e-05 62 640: 1%| | 1/160 [00:00<00:28, 5.56it/s] 192/299 3.97G 0.02016 0.01002 0.0001216 59 640: 1%| | 1/160 [00:00<00:28, 5.56it/s] 192/299 3.97G 0.02016 0.01002 0.0001216 59 640: 1%|▏ | 2/160 [00:00<00:24, 6.46it/s] 192/299 3.97G 0.01997 0.01047 0.0001015 69 640: 1%|▏ | 2/160 [00:00<00:24, 6.46it/s] 192/299 3.97G 0.01997 0.01047 0.0001015 69 640: 2%|▏ | 3/160 [00:00<00:26, 6.02it/s] 192/299 3.97G 0.02008 0.01067 0.0001108 68 640: 2%|▏ | 3/160 [00:16<00:26, 6.02it/s] 192/299 3.97G 0.02008 0.01067 0.0001108 68 640: 2%|▎ | 4/160 [00:16<16:42, 6.43s/it] 192/299 3.97G 0.01995 0.01055 0.0001026 58 640: 2%|▎ | 4/160 [00:16<16:42, 6.43s/it] 192/299 3.97G 0.01995 0.01055 0.0001026 58 640: 3%|▎ | 5/160 [00:16<10:44, 4.16s/it] 192/299 3.97G 0.01996 0.01017 9.539e-05 42 640: 3%|▎ | 5/160 [00:16<10:44, 4.16s/it] 192/299 3.97G 0.01996 0.01017 9.539e-05 42 640: 4%|▍ | 6/160 [00:16<07:08, 2.78s/it] 192/299 3.97G 0.02002 0.01055 9.476e-05 80 640: 4%|▍ | 6/160 [00:17<07:08, 2.78s/it] 192/299 3.97G 0.02002 0.01055 9.476e-05 80 640: 4%|▍ | 7/160 [00:17<05:34, 2.19s/it] 192/299 3.97G 0.01984 0.01066 9.175e-05 73 640: 4%|▍ | 7/160 [00:17<05:34, 2.19s/it] 192/299 3.97G 0.01984 0.01066 9.175e-05 73 640: 5%|▌ | 8/160 [00:17<03:52, 1.53s/it] 192/299 3.97G 0.02025 0.01093 9.556e-05 88 640: 5%|▌ | 8/160 [00:18<03:52, 1.53s/it] 192/299 3.97G 0.02025 0.01093 9.556e-05 88 640: 6%|▌ | 9/160 [00:18<03:13, 1.28s/it] 192/299 3.97G 0.0203 0.0104 0.0001035 28 640: 6%|▌ | 9/160 [00:18<03:13, 1.28s/it] 192/299 3.97G 0.0203 0.0104 0.0001035 28 640: 6%|▋ | 10/160 [00:18<02:18, 1.08it/s] 192/299 3.97G 0.02047 0.01058 0.0003165 57 640: 6%|▋ | 10/160 [00:19<02:18, 1.08it/s] 192/299 3.97G 0.02047 0.01058 0.0003165 57 640: 7%|▋ | 11/160 [00:19<02:20, 1.06it/s] 192/299 3.97G 0.02035 0.01081 0.0002954 85 640: 7%|▋ | 11/160 [00:30<02:20, 1.06it/s] 192/299 3.97G 0.02035 0.01081 0.0002954 85 640: 8%|▊ | 12/160 [00:30<09:27, 3.83s/it] 192/299 3.97G 0.02063 0.011 0.0002776 54 640: 8%|▊ | 12/160 [00:30<09:27, 3.83s/it] 192/299 3.97G 0.02063 0.011 0.0002776 54 640: 8%|▊ | 13/160 [00:30<06:38, 2.71s/it] 192/299 3.97G 0.02067 0.01103 0.0002632 67 640: 8%|▊ | 13/160 [00:30<06:38, 2.71s/it] 192/299 3.97G 0.02067 0.01103 0.0002632 67 640: 9%|▉ | 14/160 [00:30<04:41, 1.93s/it] 192/299 3.97G 0.02051 0.0109 0.0002503 51 640: 9%|▉ | 14/160 [00:31<04:41, 1.93s/it] 192/299 3.97G 0.02051 0.0109 0.0002503 51 640: 9%|▉ | 15/160 [00:31<03:42, 1.53s/it] 192/299 3.97G 0.02066 0.01094 0.0002452 67 640: 9%|▉ | 15/160 [00:31<03:42, 1.53s/it] 192/299 3.97G 0.02066 0.01094 0.0002452 67 640: 10%|█ | 16/160 [00:31<02:39, 1.11s/it] 192/299 3.97G 0.02071 0.011 0.0002374 76 640: 10%|█ | 16/160 [00:32<02:39, 1.11s/it] 192/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.18it/s]
all 340 812 0.611 0.597 0.575 0.311
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 193/299 3.97G 0.0183 0.01059 7.663e-05 67 640: 0%| | 0/160 [00:00<?, ?it/s] 193/299 3.97G 0.0183 0.01059 7.663e-05 67 640: 1%| | 1/160 [00:00<00:24, 6.39it/s] 193/299 3.97G 0.01915 0.01086 7.656e-05 62 640: 1%| | 1/160 [00:00<00:24, 6.39it/s] 193/299 3.97G 0.01915 0.01086 7.656e-05 62 640: 1%|▏ | 2/160 [00:00<00:25, 6.29it/s] 193/299 3.97G 0.01983 0.01102 7.766e-05 64 640: 1%|▏ | 2/160 [00:00<00:25, 6.29it/s] 193/299 3.97G 0.01983 0.01102 7.766e-05 64 640: 2%|▏ | 3/160 [00:00<00:30, 5.19it/s] 193/299 3.97G 0.01994 0.01138 7.424e-05 79 640: 2%|▏ | 3/160 [00:18<00:30, 5.19it/s] 193/299 3.97G 0.01994 0.01138 7.424e-05 79 640: 2%|▎ | 4/160 [00:18<18:20, 7.05s/it] 193/299 3.97G 0.02004 0.0119 0.0001053 79 640: 2%|▎ | 4/160 [00:18<18:20, 7.05s/it] 193/299 3.97G 0.02004 0.0119 0.0001053 79 640: 3%|▎ | 5/160 [00:18<11:45, 4.55s/it] 193/299 3.97G 0.02016 0.01167 0.0001001 63 640: 3%|▎ | 5/160 [00:18<11:45, 4.55s/it] 193/299 3.97G 0.02016 0.01167 0.0001001 63 640: 4%|▍ | 6/160 [00:18<07:48, 3.04s/it] 193/299 3.97G 0.02013 0.01168 9.938e-05 65 640: 4%|▍ | 6/160 [00:18<07:48, 3.04s/it] 193/299 3.97G 0.02013 0.01168 9.938e-05 65 640: 4%|▍ | 7/160 [00:18<05:20, 2.09s/it] 193/299 3.97G 0.02027 0.01153 9.9e-05 53 640: 4%|▍ | 7/160 [00:18<05:20, 2.09s/it] 193/299 3.97G 0.02027 0.01153 9.9e-05 53 640: 5%|▌ | 8/160 [00:18<03:42, 1.46s/it] 193/299 3.97G 0.02018 0.01145 9.893e-05 72 640: 5%|▌ | 8/160 [00:18<03:42, 1.46s/it] 193/299 3.97G 0.02018 0.01145 9.893e-05 72 640: 6%|▌ | 9/160 [00:18<02:37, 1.04s/it] 193/299 3.97G 0.02037 0.01146 9.579e-05 74 640: 6%|▌ | 9/160 [00:18<02:37, 1.04s/it] 193/299 3.97G 0.02037 0.01146 9.579e-05 74 640: 6%|▋ | 10/160 [00:18<01:53, 1.32it/s] 193/299 3.97G 0.02038 0.01139 9.422e-05 60 640: 6%|▋ | 10/160 [00:19<01:53, 1.32it/s] 193/299 3.97G 0.02038 0.01139 9.422e-05 60 640: 7%|▋ | 11/160 [00:19<01:41, 1.46it/s] 193/299 3.97G 0.02049 0.01165 9.388e-05 94 640: 7%|▋ | 11/160 [00:31<01:41, 1.46it/s] 193/299 3.97G 0.02049 0.01165 9.388e-05 94 640: 8%|▊ | 12/160 [00:31<10:18, 4.18s/it] 193/299 3.97G 0.02048 0.01141 9.364e-05 40 640: 8%|▊ | 12/160 [00:31<10:18, 4.18s/it] 193/299 3.97G 0.02048 0.01141 9.364e-05 40 640: 8%|▊ | 13/160 [00:31<07:13, 2.95s/it] 193/299 3.97G 0.02034 0.01127 9.294e-05 52 640: 8%|▊ | 13/160 [00:31<07:13, 2.95s/it] 193/299 3.97G 0.02034 0.01127 9.294e-05 52 640: 9%|▉ | 14/160 [00:31<05:05, 2.09s/it] 193/299 3.97G 0.02043 0.01117 9.491e-05 66 640: 9%|▉ | 14/160 [00:31<05:05, 2.09s/it] 193/299 3.97G 0.02043 0.01117 9.491e-05 66 640: 9%|▉ | 15/160 [00:31<03:38, 1.51s/it] 193/299 3.97G 0.02051 0.01109 9.28e-05 57 640: 9%|▉ | 15/160 [00:32<03:38, 1.51s/it] 193/299 3.97G 0.02051 0.01109 9.28e-05 57 640: 10%|█ | 16/160 [00:32<02:36, 1.09s/it] 193/299 3.97G 0.02062 0.01104 9.376e-05 57 640: 10%|█ | 16/160 [00:32<02:36, 1.09s/it] 193/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.87it/s]
all 340 812 0.632 0.557 0.56 0.306
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 194/299 3.97G 0.02107 0.01058 6.888e-05 62 640: 0%| | 0/160 [00:00<?, ?it/s] 194/299 3.97G 0.02107 0.01058 6.888e-05 62 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 194/299 3.97G 0.02167 0.01161 0.0001017 75 640: 1%| | 1/160 [00:00<00:24, 6.42it/s] 194/299 3.97G 0.02167 0.01161 0.0001017 75 640: 1%|▏ | 2/160 [00:00<00:25, 6.28it/s] 194/299 3.97G 0.02027 0.01059 9.288e-05 55 640: 1%|▏ | 2/160 [00:00<00:25, 6.28it/s] 194/299 3.97G 0.02027 0.01059 9.288e-05 55 640: 2%|▏ | 3/160 [00:00<00:29, 5.26it/s] 194/299 3.97G 0.0209 0.01095 9.123e-05 72 640: 2%|▏ | 3/160 [00:18<00:29, 5.26it/s] 194/299 3.97G 0.0209 0.01095 9.123e-05 72 640: 2%|▎ | 4/160 [00:18<18:31, 7.13s/it] 194/299 3.97G 0.021 0.01083 9.179e-05 65 640: 2%|▎ | 4/160 [00:18<18:31, 7.13s/it] 194/299 3.97G 0.021 0.01083 9.179e-05 65 640: 3%|▎ | 5/160 [00:18<11:53, 4.60s/it] 194/299 3.97G 0.02106 0.01133 0.0001016 76 640: 3%|▎ | 5/160 [00:18<11:53, 4.60s/it] 194/299 3.97G 0.02106 0.01133 0.0001016 76 640: 4%|▍ | 6/160 [00:18<07:53, 3.08s/it] 194/299 3.97G 0.02028 0.01066 9.723e-05 39 640: 4%|▍ | 6/160 [00:18<07:53, 3.08s/it] 194/299 3.97G 0.02028 0.01066 9.723e-05 39 640: 4%|▍ | 7/160 [00:18<05:23, 2.12s/it] 194/299 3.97G 0.02014 0.01062 9.846e-05 57 640: 4%|▍ | 7/160 [00:18<05:23, 2.12s/it] 194/299 3.97G 0.02014 0.01062 9.846e-05 57 640: 5%|▌ | 8/160 [00:18<03:44, 1.48s/it] 194/299 3.97G 0.02038 0.01046 9.488e-05 57 640: 5%|▌ | 8/160 [00:18<03:44, 1.48s/it] 194/299 3.97G 0.02038 0.01046 9.488e-05 57 640: 6%|▌ | 9/160 [00:18<02:39, 1.05s/it] 194/299 3.97G 0.02051 0.01041 0.0001024 60 640: 6%|▌ | 9/160 [00:19<02:39, 1.05s/it] 194/299 3.97G 0.02051 0.01041 0.0001024 60 640: 6%|▋ | 10/160 [00:19<01:54, 1.31it/s] 194/299 3.97G 0.02073 0.01033 0.0001057 51 640: 6%|▋ | 10/160 [00:19<01:54, 1.31it/s] 194/299 3.97G 0.02073 0.01033 0.0001057 51 640: 7%|▋ | 11/160 [00:19<01:25, 1.74it/s] 194/299 3.97G 0.02063 0.01028 0.0001029 57 640: 7%|▋ | 11/160 [00:31<01:25, 1.74it/s] 194/299 3.97G 0.02063 0.01028 0.0001029 57 640: 8%|▊ | 12/160 [00:31<10:21, 4.20s/it] 194/299 3.97G 0.02082 0.01023 0.0001245 58 640: 8%|▊ | 12/160 [00:31<10:21, 4.20s/it] 194/299 3.97G 0.02082 0.01023 0.0001245 58 640: 8%|▊ | 13/160 [00:31<07:16, 2.97s/it] 194/299 3.97G 0.02067 0.01032 0.0001203 70 640: 8%|▊ | 13/160 [00:31<07:16, 2.97s/it] 194/299 3.97G 0.02067 0.01032 0.0001203 70 640: 9%|▉ | 14/160 [00:31<05:07, 2.11s/it] 194/299 3.97G 0.02062 0.01043 0.0001169 77 640: 9%|▉ | 14/160 [00:32<05:07, 2.11s/it] 194/299 3.97G 0.02062 0.01043 0.0001169 77 640: 9%|▉ | 15/160 [00:32<03:39, 1.52s/it] 194/299 3.97G 0.02053 0.01043 0.0001142 55 640: 9%|▉ | 15/160 [00:32<03:39, 1.52s/it] 194/299 3.97G 0.02053 0.01043 0.0001142 55 640: 10%|█ | 16/160 [00:32<02:37, 1.09s/it] 194/299 3.97G 0.02058 0.01052 0.0001111 60 640: 10%|█ | 16/160 [00:32<02:37, 1.09s/it] 194/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.05it/s]
all 340 812 0.611 0.584 0.567 0.31
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 195/299 3.97G 0.01951 0.01248 8.443e-05 73 640: 0%| | 0/160 [00:00<?, ?it/s] 195/299 3.97G 0.01951 0.01248 8.443e-05 73 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 195/299 3.97G 0.01997 0.01115 7.233e-05 54 640: 1%| | 1/160 [00:00<00:24, 6.49it/s] 195/299 3.97G 0.01997 0.01115 7.233e-05 54 640: 1%|▏ | 2/160 [00:00<00:22, 7.11it/s] 195/299 3.97G 0.01978 0.01072 7.354e-05 61 640: 1%|▏ | 2/160 [00:00<00:22, 7.11it/s] 195/299 3.97G 0.01978 0.01072 7.354e-05 61 640: 2%|▏ | 3/160 [00:00<00:30, 5.18it/s] 195/299 3.97G 0.02008 0.01057 7.532e-05 57 640: 2%|▏ | 3/160 [00:17<00:30, 5.18it/s] 195/299 3.97G 0.02008 0.01057 7.532e-05 57 640: 2%|▎ | 4/160 [00:17<17:53, 6.88s/it] 195/299 3.97G 0.01981 0.01031 7.422e-05 57 640: 2%|▎ | 4/160 [00:17<17:53, 6.88s/it] 195/299 3.97G 0.01981 0.01031 7.422e-05 57 640: 3%|▎ | 5/160 [00:17<11:29, 4.45s/it] 195/299 3.97G 0.01982 0.0104 7.379e-05 58 640: 3%|▎ | 5/160 [00:17<11:29, 4.45s/it] 195/299 3.97G 0.01982 0.0104 7.379e-05 58 640: 4%|▍ | 6/160 [00:17<07:38, 2.98s/it] 195/299 3.97G 0.01999 0.01043 0.0001063 57 640: 4%|▍ | 6/160 [00:18<07:38, 2.98s/it] 195/299 3.97G 0.01999 0.01043 0.0001063 57 640: 4%|▍ | 7/160 [00:18<05:13, 2.05s/it] 195/299 3.97G 0.01992 0.01045 0.0001523 62 640: 4%|▍ | 7/160 [00:18<05:13, 2.05s/it] 195/299 3.97G 0.01992 0.01045 0.0001523 62 640: 5%|▌ | 8/160 [00:18<03:37, 1.43s/it] 195/299 3.97G 0.02021 0.01042 0.0001463 41 640: 5%|▌ | 8/160 [00:18<03:37, 1.43s/it] 195/299 3.97G 0.02021 0.01042 0.0001463 41 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 195/299 3.97G 0.02034 0.0105 0.0001409 78 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 195/299 3.97G 0.02034 0.0105 0.0001409 78 640: 6%|▋ | 10/160 [00:18<01:51, 1.35it/s] 195/299 3.97G 0.02012 0.01029 0.0001349 51 640: 6%|▋ | 10/160 [00:18<01:51, 1.35it/s] 195/299 3.97G 0.02012 0.01029 0.0001349 51 640: 7%|▋ | 11/160 [00:18<01:23, 1.79it/s] 195/299 3.97G 0.02008 0.0103 0.000134 56 640: 7%|▋ | 11/160 [00:30<01:23, 1.79it/s] 195/299 3.97G 0.02008 0.0103 0.000134 56 640: 8%|▊ | 12/160 [00:30<10:12, 4.14s/it] 195/299 3.97G 0.02018 0.01006 0.0001293 44 640: 8%|▊ | 12/160 [00:30<10:12, 4.14s/it] 195/299 3.97G 0.02018 0.01006 0.0001293 44 640: 8%|▊ | 13/160 [00:30<07:09, 2.92s/it] 195/299 3.97G 0.02023 0.01015 0.000125 62 640: 8%|▊ | 13/160 [00:31<07:09, 2.92s/it] 195/299 3.97G 0.02023 0.01015 0.000125 62 640: 9%|▉ | 14/160 [00:31<05:02, 2.07s/it] 195/299 3.97G 0.02038 0.01025 0.0001226 81 640: 9%|▉ | 14/160 [00:31<05:02, 2.07s/it] 195/299 3.97G 0.02038 0.01025 0.0001226 81 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 195/299 3.97G 0.02035 0.01022 0.0001193 73 640: 9%|▉ | 15/160 [00:31<03:36, 1.49s/it] 195/299 3.97G 0.02035 0.01022 0.0001193 73 640: 10%|█ | 16/160 [00:31<02:35, 1.08s/it] 195/299 3.97G 0.02036 0.01036 0.0001171 86 640: 10%|█ | 16/160 [00:31<02:35, 1.08s/it] 195/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s]
all 340 812 0.627 0.565 0.573 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 196/299 3.97G 0.02037 0.01039 5.896e-05 59 640: 0%| | 0/160 [00:00<?, ?it/s] 196/299 3.97G 0.02037 0.01039 5.896e-05 59 640: 1%| | 1/160 [00:00<00:24, 6.37it/s] 196/299 3.97G 0.0208 0.01079 6.651e-05 77 640: 1%| | 1/160 [00:00<00:24, 6.37it/s] 196/299 3.97G 0.0208 0.01079 6.651e-05 77 640: 1%|▏ | 2/160 [00:00<00:25, 6.11it/s] 196/299 3.97G 0.0199 0.0104 6.419e-05 57 640: 1%|▏ | 2/160 [00:00<00:25, 6.11it/s] 196/299 3.97G 0.0199 0.0104 6.419e-05 57 640: 2%|▏ | 3/160 [00:00<00:27, 5.65it/s] 196/299 3.97G 0.01991 0.01033 6.541e-05 78 640: 2%|▏ | 3/160 [00:18<00:27, 5.65it/s] 196/299 3.97G 0.01991 0.01033 6.541e-05 78 640: 2%|▎ | 4/160 [00:18<18:17, 7.04s/it] 196/299 3.97G 0.02012 0.01053 6.579e-05 68 640: 2%|▎ | 4/160 [00:18<18:17, 7.04s/it] 196/299 3.97G 0.02012 0.01053 6.579e-05 68 640: 3%|▎ | 5/160 [00:18<11:44, 4.54s/it] 196/299 3.97G 0.02026 0.01062 6.703e-05 65 640: 3%|▎ | 5/160 [00:18<11:44, 4.54s/it] 196/299 3.97G 0.02026 0.01062 6.703e-05 65 640: 4%|▍ | 6/160 [00:18<07:47, 3.04s/it] 196/299 3.97G 0.02008 0.01067 6.706e-05 72 640: 4%|▍ | 6/160 [00:18<07:47, 3.04s/it] 196/299 3.97G 0.02008 0.01067 6.706e-05 72 640: 4%|▍ | 7/160 [00:18<05:19, 2.09s/it] 196/299 3.97G 0.02007 0.01016 6.629e-05 27 640: 4%|▍ | 7/160 [00:18<05:19, 2.09s/it] 196/299 3.97G 0.02007 0.01016 6.629e-05 27 640: 5%|▌ | 8/160 [00:18<03:42, 1.46s/it] 196/299 3.97G 0.02019 0.01022 7.065e-05 54 640: 5%|▌ | 8/160 [00:18<03:42, 1.46s/it] 196/299 3.97G 0.02019 0.01022 7.065e-05 54 640: 6%|▌ | 9/160 [00:18<02:37, 1.04s/it] 196/299 3.97G 0.0202 0.01027 7.065e-05 52 640: 6%|▌ | 9/160 [00:18<02:37, 1.04s/it] 196/299 3.97G 0.0202 0.01027 7.065e-05 52 640: 6%|▋ | 10/160 [00:18<01:53, 1.32it/s] 196/299 3.97G 0.02032 0.0103 7.104e-05 55 640: 6%|▋ | 10/160 [00:18<01:53, 1.32it/s] 196/299 3.97G 0.02032 0.0103 7.104e-05 55 640: 7%|▋ | 11/160 [00:18<01:24, 1.76it/s] 196/299 3.97G 0.02055 0.01029 7.347e-05 59 640: 7%|▋ | 11/160 [00:31<01:24, 1.76it/s] 196/299 3.97G 0.02055 0.01029 7.347e-05 59 640: 8%|▊ | 12/160 [00:31<10:18, 4.18s/it] 196/299 3.97G 0.02076 0.01048 7.496e-05 68 640: 8%|▊ | 12/160 [00:31<10:18, 4.18s/it] 196/299 3.97G 0.02076 0.01048 7.496e-05 68 640: 8%|▊ | 13/160 [00:31<07:13, 2.95s/it] 196/299 3.97G 0.02062 0.01034 7.368e-05 56 640: 8%|▊ | 13/160 [00:31<07:13, 2.95s/it] 196/299 3.97G 0.02062 0.01034 7.368e-05 56 640: 9%|▉ | 14/160 [00:31<05:05, 2.09s/it] 196/299 3.97G 0.02055 0.01012 9.742e-05 43 640: 9%|▉ | 14/160 [00:31<05:05, 2.09s/it] 196/299 3.97G 0.02055 0.01012 9.742e-05 43 640: 9%|▉ | 15/160 [00:31<03:37, 1.50s/it] 196/299 3.97G 0.02055 0.01008 0.0001137 52 640: 9%|▉ | 15/160 [00:31<03:37, 1.50s/it] 196/299 3.97G 0.02055 0.01008 0.0001137 52 640: 10%|█ | 16/160 [00:31<02:36, 1.09s/it] 196/299 3.97G 0.0206 0.01018 0.0001114 60 640: 10%|█ | 16/160 [00:31<02:36, 1.09s/it] 196/299 3.97G 0.02
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.70it/s]
all 340 812 0.609 0.602 0.572 0.316
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 197/299 3.97G 0.02017 0.00991 7.646e-05 55 640: 0%| | 0/160 [00:00<?, ?it/s] 197/299 3.97G 0.02017 0.00991 7.646e-05 55 640: 1%| | 1/160 [00:00<00:24, 6.38it/s] 197/299 3.97G 0.0202 0.009216 6.969e-05 50 640: 1%| | 1/160 [00:00<00:24, 6.38it/s] 197/299 3.97G 0.0202 0.009216 6.969e-05 50 640: 1%|▏ | 2/160 [00:00<00:24, 6.33it/s] 197/299 3.97G 0.01986 0.00985 7.549e-05 72 640: 1%|▏ | 2/160 [00:00<00:24, 6.33it/s] 197/299 3.97G 0.01986 0.00985 7.549e-05 72 640: 2%|▏ | 3/160 [00:00<00:29, 5.26it/s] 197/299 3.97G 0.01989 0.01112 7.15e-05 92 640: 2%|▏ | 3/160 [00:17<00:29, 5.26it/s] 197/299 3.97G 0.01989 0.01112 7.15e-05 92 640: 2%|▎ | 4/160 [00:17<17:56, 6.90s/it] 197/299 3.97G 0.02007 0.01072 7.146e-05 56 640: 2%|▎ | 4/160 [00:17<17:56, 6.90s/it] 197/299 3.97G 0.02007 0.01072 7.146e-05 56 640: 3%|▎ | 5/160 [00:17<11:31, 4.46s/it] 197/299 3.97G 0.02028 0.01079 7.185e-05 47 640: 3%|▎ | 5/160 [00:17<11:31, 4.46s/it] 197/299 3.97G 0.02028 0.01079 7.185e-05 47 640: 4%|▍ | 6/160 [00:17<07:39, 2.98s/it] 197/299 3.97G 0.0206 0.01052 7.163e-05 52 640: 4%|▍ | 6/160 [00:18<07:39, 2.98s/it] 197/299 3.97G 0.0206 0.01052 7.163e-05 52 640: 4%|▍ | 7/160 [00:18<05:13, 2.05s/it] 197/299 3.97G 0.02067 0.01042 7.043e-05 60 640: 4%|▍ | 7/160 [00:18<05:13, 2.05s/it] 197/299 3.97G 0.02067 0.01042 7.043e-05 60 640: 5%|▌ | 8/160 [00:18<03:38, 1.43s/it] 197/299 3.97G 0.0206 0.01071 7.031e-05 60 640: 5%|▌ | 8/160 [00:18<03:38, 1.43s/it] 197/299 3.97G 0.0206 0.01071 7.031e-05 60 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 197/299 3.97G 0.02083 0.01071 7.041e-05 67 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 197/299 3.97G 0.02083 0.01071 7.041e-05 67 640: 6%|▋ | 10/160 [00:18<01:51, 1.35it/s] 197/299 3.97G 0.0209 0.01093 7.169e-05 86 640: 6%|▋ | 10/160 [00:18<01:51, 1.35it/s] 197/299 3.97G 0.0209 0.01093 7.169e-05 86 640: 7%|▋ | 11/160 [00:18<01:23, 1.79it/s] 197/299 3.97G 0.02059 0.01085 7.105e-05 59 640: 7%|▋ | 11/160 [00:31<01:23, 1.79it/s] 197/299 3.97G 0.02059 0.01085 7.105e-05 59 640: 8%|▊ | 12/160 [00:31<10:19, 4.18s/it] 197/299 3.97G 0.02049 0.01053 7.371e-05 36 640: 8%|▊ | 12/160 [00:31<10:19, 4.18s/it] 197/299 3.97G 0.02049 0.01053 7.371e-05 36 640: 8%|▊ | 13/160 [00:31<07:14, 2.96s/it] 197/299 3.97G 0.02051 0.01057 7.307e-05 64 640: 8%|▊ | 13/160 [00:31<07:14, 2.96s/it] 197/299 3.97G 0.02051 0.01057 7.307e-05 64 640: 9%|▉ | 14/160 [00:31<05:06, 2.10s/it] 197/299 3.97G 0.02061 0.01059 7.298e-05 66 640: 9%|▉ | 14/160 [00:31<05:06, 2.10s/it] 197/299 3.97G 0.02061 0.01059 7.298e-05 66 640: 9%|▉ | 15/160 [00:31<03:39, 1.51s/it] 197/299 3.97G 0.02045 0.01044 7.315e-05 54 640: 9%|▉ | 15/160 [00:31<03:39, 1.51s/it] 197/299 3.97G 0.02045 0.01044 7.315e-05 54 640: 10%|█ | 16/160 [00:31<02:37, 1.09s/it] 197/299 3.97G 0.02044 0.01057 7.404e-05 65 640: 10%|█ | 16/160 [00:31<02:37, 1.09s/it] 197/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:01<00:00, 4.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 5.22it/s]
all 340 812 0.619 0.588 0.571 0.315
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 198/299 3.97G 0.02511 0.01238 0.0002519 52 640: 0%| | 0/160 [00:00<?, ?it/s] 198/299 3.97G 0.02511 0.01238 0.0002519 52 640: 1%| | 1/160 [00:00<00:25, 6.31it/s] 198/299 3.97G 0.02224 0.01153 0.0001595 58 640: 1%| | 1/160 [00:00<00:25, 6.31it/s] 198/299 3.97G 0.02224 0.01153 0.0001595 58 640: 1%|▏ | 2/160 [00:00<00:24, 6.44it/s] 198/299 3.97G 0.02071 0.01072 0.0001341 58 640: 1%|▏ | 2/160 [00:00<00:24, 6.44it/s] 198/299 3.97G 0.02071 0.01072 0.0001341 58 640: 2%|▏ | 3/160 [00:00<00:29, 5.36it/s] 198/299 3.97G 0.0209 0.01026 0.0001186 48 640: 2%|▏ | 3/160 [00:17<00:29, 5.36it/s] 198/299 3.97G 0.0209 0.01026 0.0001186 48 640: 2%|▎ | 4/160 [00:17<17:36, 6.77s/it] 198/299 3.97G 0.02067 0.01008 0.000108 52 640: 2%|▎ | 4/160 [00:17<17:36, 6.77s/it] 198/299 3.97G 0.02067 0.01008 0.000108 52 640: 3%|▎ | 5/160 [00:17<11:19, 4.38s/it] 198/299 3.97G 0.02028 0.01026 0.0001029 60 640: 3%|▎ | 5/160 [00:17<11:19, 4.38s/it] 198/299 3.97G 0.02028 0.01026 0.0001029 60 640: 4%|▍ | 6/160 [00:17<07:31, 2.93s/it] 198/299 3.97G 0.02018 0.01027 0.0001143 60 640: 4%|▍ | 6/160 [00:17<07:31, 2.93s/it] 198/299 3.97G 0.02018 0.01027 0.0001143 60 640: 4%|▍ | 7/160 [00:17<05:14, 2.06s/it] 198/299 3.97G 0.01984 0.01045 0.0001076 83 640: 4%|▍ | 7/160 [00:18<05:14, 2.06s/it] 198/299 3.97G 0.01984 0.01045 0.0001076 83 640: 5%|▌ | 8/160 [00:18<03:38, 1.44s/it] 198/299 3.97G 0.02011 0.01122 0.0001058 75 640: 5%|▌ | 8/160 [00:18<03:38, 1.44s/it] 198/299 3.97G 0.02011 0.01122 0.0001058 75 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 198/299 3.97G 0.02029 0.01119 0.0001649 66 640: 6%|▌ | 9/160 [00:18<02:34, 1.02s/it] 198/299 3.97G 0.02029 0.01119 0.0001649 66 640: 6%|▋ | 10/160 [00:18<01:51, 1.34it/s] 198/299 3.97G 0.0203 0.01105 0.0001559 53 640: 6%|▋ | 10/160 [00:18<01:51, 1.34it/s] 198/299 3.97G 0.0203 0.01105 0.0001559 53 640: 7%|▋ | 11/160 [00:18<01:23, 1.78it/s] 198/299 3.97G 0.02029 0.011 0.000151 68 640: 7%|▋ | 11/160 [00:30<01:23, 1.78it/s] 198/299 3.97G 0.02029 0.011 0.000151 68 640: 8%|▊ | 12/160 [00:30<09:50, 3.99s/it] 198/299 3.97G 0.02034 0.01106 0.0001446 84 640: 8%|▊ | 12/160 [00:30<09:50, 3.99s/it] 198/299 3.97G 0.02034 0.01106 0.0001446 84 640: 8%|▊ | 13/160 [00:30<06:55, 2.82s/it] 198/299 3.97G 0.02039 0.01077 0.0002115 41 640: 8%|▊ | 13/160 [00:30<06:55, 2.82s/it] 198/299 3.97G 0.02039 0.01077 0.0002115 41 640: 9%|▉ | 14/160 [00:30<04:52, 2.01s/it] 198/299 3.97G 0.0203 0.01067 0.0002022 45 640: 9%|▉ | 14/160 [00:31<04:52, 2.01s/it] 198/299 3.97G 0.0203 0.01067 0.0002022 45 640: 9%|▉ | 15/160 [00:31<03:56, 1.63s/it] 198/299 3.97G 0.02013 0.01055 0.0001947 54 640: 9%|▉ | 15/160 [00:31<03:56, 1.63s/it] 198/299 3.97G 0.02013 0.01055 0.0001947 54 640: 10%|█ | 16/160 [00:31<02:49, 1.18s/it] 198/299 3.97G 0.02009 0.0106 0.0001877 65 640: 10%|█ | 16/160 [00:31<02:49, 1.18s/it] 198/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 5.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.77it/s]
all 340 812 0.613 0.564 0.562 0.309
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 199/299 3.97G 0.01997 0.009679 0.0001615 65 640: 0%| | 0/160 [00:00<?, ?it/s] 199/299 3.97G 0.01997 0.009679 0.0001615 65 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 199/299 3.97G 0.01939 0.01006 0.0001209 57 640: 1%| | 1/160 [00:00<00:25, 6.32it/s] 199/299 3.97G 0.01939 0.01006 0.0001209 57 640: 1%|▏ | 2/160 [00:00<00:23, 6.72it/s] 199/299 3.97G 0.01909 0.00928 0.000104 52 640: 1%|▏ | 2/160 [00:00<00:23, 6.72it/s] 199/299 3.97G 0.01909 0.00928 0.000104 52 640: 2%|▏ | 3/160 [00:00<00:24, 6.31it/s] 199/299 3.97G 0.0192 0.009249 9.566e-05 60 640: 2%|▏ | 3/160 [00:17<00:24, 6.31it/s] 199/299 3.97G 0.0192 0.009249 9.566e-05 60 640: 2%|▎ | 4/160 [00:17<17:18, 6.66s/it] 199/299 3.97G 0.01954 0.01018 9.295e-05 89 640: 2%|▎ | 4/160 [00:17<17:18, 6.66s/it] 199/299 3.97G 0.01954 0.01018 9.295e-05 89 640: 3%|▎ | 5/160 [00:17<11:07, 4.30s/it] 199/299 3.97G 0.0193 0.01005 8.838e-05 54 640: 3%|▎ | 5/160 [00:17<11:07, 4.30s/it] 199/299 3.97G 0.0193 0.01005 8.838e-05 54 640: 4%|▍ | 6/160 [00:17<07:23, 2.88s/it] 199/299 3.97G 0.01986 0.01037 0.0001371 91 640: 4%|▍ | 6/160 [00:17<07:23, 2.88s/it] 199/299 3.97G 0.01986 0.01037 0.0001371 91 640: 4%|▍ | 7/160 [00:17<05:03, 1.99s/it] 199/299 3.97G 0.01965 0.01028 0.0001462 51 640: 4%|▍ | 7/160 [00:17<05:03, 1.99s/it] 199/299 3.97G 0.01965 0.01028 0.0001462 51 640: 5%|▌ | 8/160 [00:17<03:31, 1.39s/it] 199/299 3.97G 0.01939 0.009948 0.0001376 39 640: 5%|▌ | 8/160 [00:17<03:31, 1.39s/it] 199/299 3.97G 0.01939 0.009948 0.0001376 39 640: 6%|▌ | 9/160 [00:17<02:29, 1.01it/s] 199/299 3.97G 0.01948 0.009931 0.0001387 57 640: 6%|▌ | 9/160 [00:17<02:29, 1.01it/s] 199/299 3.97G 0.01948 0.009931 0.0001387 57 640: 6%|▋ | 10/160 [00:17<01:48, 1.38it/s] 199/299 3.97G 0.01976 0.009877 0.0001324 66 640: 6%|▋ | 10/160 [00:17<01:48, 1.38it/s] 199/299 3.97G 0.01976 0.009877 0.0001324 66 640: 7%|▋ | 11/160 [00:17<01:21, 1.83it/s] 199/299 3.97G 0.01975 0.009928 0.0001272 70 640: 7%|▋ | 11/160 [00:30<01:21, 1.83it/s] 199/299 3.97G 0.01975 0.009928 0.0001272 70 640: 8%|▊ | 12/160 [00:30<10:35, 4.30s/it] 199/299 3.97G 0.01983 0.009952 0.0001246 66 640: 8%|▊ | 12/160 [00:30<10:35, 4.30s/it] 199/299 3.97G 0.01983 0.009952 0.0001246 66 640: 8%|▊ | 13/160 [00:30<07:25, 3.03s/it] 199/299 3.97G 0.01988 0.01005 0.0001204 57 640: 8%|▊ | 13/160 [00:31<07:25, 3.03s/it] 199/299 3.97G 0.01988 0.01005 0.0001204 57 640: 9%|▉ | 14/160 [00:31<05:14, 2.15s/it] 199/299 3.97G 0.0199 0.01023 0.0001175 73 640: 9%|▉ | 14/160 [00:31<05:14, 2.15s/it] 199/299 3.97G 0.0199 0.01023 0.0001175 73 640: 9%|▉ | 15/160 [00:31<03:44, 1.55s/it] 199/299 3.97G 0.01988 0.01004 0.0001148 43 640: 9%|▉ | 15/160 [00:31<03:44, 1.55s/it] 199/299 3.97G 0.01988 0.01004 0.0001148 43 640: 10%|█ | 16/160 [00:31<02:40, 1.12s/it] 199/299 3.97G 0.01999 0.0103 0.0001134 87 640: 10%|█ | 16/160 [00:31<02:40, 1.12s/it] 199/299 3.97G 0.019
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:01, 4.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.65it/s]
all 340 812 0.6 0.564 0.552 0.303
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 200/299 3.97G 0.02371 0.01023 7.66e-05 41 640: 0%| | 0/160 [00:00<?, ?it/s] 200/299 3.97G 0.02371 0.01023 7.66e-05 41 640: 1%| | 1/160 [00:00<00:26, 6.02it/s] 200/299 3.97G 0.02175 0.009978 8.838e-05 58 640: 1%| | 1/160 [00:00<00:26, 6.02it/s] 200/299 3.97G 0.02175 0.009978 8.838e-05 58 640: 1%|▏ | 2/160 [00:00<00:24, 6.36it/s] 200/299 3.97G 0.02255 0.01139 8.015e-05 88 640: 1%|▏ | 2/160 [00:00<00:24, 6.36it/s] 200/299 3.97G 0.02255 0.01139 8.015e-05 88 640: 2%|▏ | 3/160 [00:00<00:28, 5.53it/s] 200/299 3.97G 0.02146 0.01118 8.481e-05 65 640: 2%|▏ | 3/160 [00:15<00:28, 5.53it/s] 200/299 3.97G 0.02146 0.01118 8.481e-05 65 640: 2%|▎ | 4/160 [00:15<15:43, 6.05s/it] 200/299 3.97G 0.02131 0.01037 0.0001388 44 640: 2%|▎ | 4/160 [00:15<15:43, 6.05s/it] 200/299 3.97G 0.02131 0.01037 0.0001388 44 640: 3%|▎ | 5/160 [00:15<10:05, 3.91s/it] 200/299 3.97G 0.02133 0.01054 0.0001865 69 640: 3%|▎ | 5/160 [00:15<10:05, 3.91s/it] 200/299 3.97G 0.02133 0.01054 0.0001865 69 640: 4%|▍ | 6/160 [00:15<06:43, 2.62s/it] 200/299 3.97G 0.02092 0.01065 0.0001773 71 640: 4%|▍ | 6/160 [00:17<06:43, 2.62s/it] 200/299 3.97G 0.02092 0.01065 0.0001773 71 640: 4%|▍ | 7/160 [00:17<06:02, 2.37s/it] 200/299 3.97G 0.02072 0.01086 0.0001677 74 640: 4%|▍ | 7/160 [00:17<06:02, 2.37s/it] 200/299 3.97G 0.02072 0.01086 0.0001677 74 640: 5%|▌ | 8/160 [00:17<04:11, 1.66s/it] 200/299 3.97G 0.02105 0.01082 0.000159 56 640: 5%|▌ | 8/160 [00:17<04:11, 1.66s/it] 200/299 3.97G 0.02105 0.01082 0.000159 56 640: 6%|▌ | 9/160 [00:17<02:57, 1.18s/it] 200/299 3.97G 0.02101 0.01079 0.0001492 47 640: 6%|▌ | 9/160 [00:18<02:57, 1.18s/it] 200/299 3.97G 0.02101 0.01079 0.0001492 47 640: 6%|▋ | 10/160 [00:18<02:07, 1.18it/s] 200/299 3.97G 0.02081 0.01082 0.0001408 72 640: 6%|▋ | 10/160 [00:18<02:07, 1.18it/s] 200/299 3.97G 0.02081 0.01082 0.0001408 72 640: 7%|▋ | 11/160 [00:18<01:34, 1.58it/s] 200/299 3.97G 0.02101 0.01118 0.0001473 86 640: 7%|▋ | 11/160 [00:28<01:34, 1.58it/s] 200/299 3.97G 0.02101 0.01118 0.0001473 86 640: 8%|▊ | 12/160 [00:28<09:07, 3.70s/it] 200/299 3.97G 0.02105 0.01106 0.0001426 50 640: 8%|▊ | 12/160 [00:29<09:07, 3.70s/it] 200/299 3.97G 0.02105 0.01106 0.0001426 50 640: 8%|▊ | 13/160 [00:29<06:24, 2.62s/it] 200/299 3.97G 0.02085 0.01116 0.0001409 83 640: 8%|▊ | 13/160 [00:29<06:24, 2.62s/it] 200/299 3.97G 0.02085 0.01116 0.0001409 83 640: 9%|▉ | 14/160 [00:29<04:32, 1.86s/it] 200/299 3.97G 0.02082 0.01117 0.0001363 84 640: 9%|▉ | 14/160 [00:31<04:32, 1.86s/it] 200/299 3.97G 0.02082 0.01117 0.0001363 84 640: 9%|▉ | 15/160 [00:31<04:46, 1.98s/it] 200/299 3.97G 0.02085 0.01104 0.0001343 44 640: 9%|▉ | 15/160 [00:31<04:46, 1.98s/it] 200/299 3.97G 0.02085 0.01104 0.0001343 44 640: 10%|█ | 16/160 [00:31<03:24, 1.42s/it] 200/299 3.97G 0.02086 0.01094 0.0001394 47 640: 10%|█ | 16/160 [00:31<03:24, 1.42s/it] 200/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.57it/s]
all 340 812 0.61 0.56 0.556 0.305
Epoch gpu_mem box obj cls labels img_size
0%| | 0/160 [00:00<?, ?it/s] 201/299 3.97G 0.02182 0.01314 7.425e-05 76 640: 0%| | 0/160 [00:00<?, ?it/s] 201/299 3.97G 0.02182 0.01314 7.425e-05 76 640: 1%| | 1/160 [00:00<00:22, 6.98it/s] 201/299 3.97G 0.02113 0.01252 7.533e-05 66 640: 1%| | 1/160 [00:00<00:22, 6.98it/s] 201/299 3.97G 0.02113 0.01252 7.533e-05 66 640: 1%|▏ | 2/160 [00:00<00:20, 7.80it/s] 201/299 3.97G 0.02128 0.01301 0.0001621 81 640: 1%|▏ | 2/160 [00:00<00:20, 7.80it/s] 201/299 3.97G 0.02128 0.01301 0.0001621 81 640: 2%|▏ | 3/160 [00:00<00:21, 7.32it/s] 201/299 3.97G 0.02097 0.01272 0.000147 63 640: 2%|▏ | 3/160 [00:15<00:21, 7.32it/s] 201/299 3.97G 0.02097 0.01272 0.000147 63 640: 2%|▎ | 4/160 [00:15<15:29, 5.96s/it] 201/299 3.97G 0.02056 0.01197 0.0001295 57 640: 2%|▎ | 4/160 [00:15<15:29, 5.96s/it] 201/299 3.97G 0.02056 0.01197 0.0001295 57 640: 3%|▎ | 5/160 [00:15<09:57, 3.86s/it] 201/299 3.97G 0.02053 0.01189 0.0001562 79 640: 3%|▎ | 5/160 [00:15<09:57, 3.86s/it] 201/299 3.97G 0.02053 0.01189 0.0001562 79 640: 4%|▍ | 6/160 [00:15<06:38, 2.59s/it] 201/299 3.97G 0.02026 0.01166 0.0001532 67 640: 4%|▍ | 6/160 [00:18<06:38, 2.59s/it] 201/299 3.97G 0.02026 0.01166 0.0001532 67 640: 4%|▍ | 7/160 [00:18<06:31, 2.56s/it] 201/299 3.97G 0.02038 0.01127 0.0001426 46 640: 4%|▍ | 7/160 [00:18<06:31, 2.56s/it] 201/299 3.97G 0.02038 0.01127 0.0001426 46 640: 5%|▌ | 8/160 [00:18<04:30, 1.78s/it] 201/299 3.97G 0.02054 0.01123 0.0001471 73 640: 5%|▌ | 8/160 [00:18<04:30, 1.78s/it] 201/299 3.97G 0.02054 0.01123 0.0001471 73 640: 6%|▌ | 9/160 [00:18<03:10, 1.26s/it] 201/299 3.97G 0.02074 0.01111 0.0001522 51 640: 6%|▌ | 9/160 [00:18<03:10, 1.26s/it] 201/299 3.97G 0.02074 0.01111 0.0001522 51 640: 6%|▋ | 10/160 [00:18<02:16, 1.10it/s] 201/299 3.97G 0.02038 0.01087 0.0001455 51 640: 6%|▋ | 10/160 [00:18<02:16, 1.10it/s] 201/299 3.97G 0.02038 0.01087 0.0001455 51 640: 7%|▋ | 11/160 [00:18<01:40, 1.48it/s] 201/299 3.97G 0.02041 0.01069 0.0001378 44 640: 7%|▋ | 11/160 [00:28<01:40, 1.48it/s] 201/299 3.97G 0.02041 0.01069 0.0001378 44 640: 8%|▊ | 12/160 [00:28<08:36, 3.49s/it] 201/299 3.97G 0.02029 0.0107 0.0001317 66 640: 8%|▊ | 12/160 [00:28<08:36, 3.49s/it] 201/299 3.97G 0.02029 0.0107 0.0001317 66 640: 8%|▊ | 13/160 [00:28<06:04, 2.48s/it] 201/299 3.97G 0.02037 0.01066 0.0001277 71 640: 8%|▊ | 13/160 [00:28<06:04, 2.48s/it] 201/299 3.97G 0.02037 0.01066 0.0001277 71 640: 9%|▉ | 14/160 [00:28<04:17, 1.76s/it] 201/299 3.97G 0.02052 0.01072 0.0001255 68 640: 9%|▉ | 14/160 [00:31<04:17, 1.76s/it] 201/299 3.97G 0.02052 0.01072 0.0001255 68 640: 9%|▉ | 15/160 [00:31<04:47, 1.98s/it] 201/299 3.97G 0.02053 0.01071 0.0001235 70 640: 9%|▉ | 15/160 [00:31<04:47, 1.98s/it] 201/299 3.97G 0.02053 0.01071 0.0001235 70 640: 10%|█ | 16/160 [00:31<03:24, 1.42s/it] 201/299 3.97G 0.02074 0.01063 0.0001224 51 640: 10%|█ | 16/160 [00:31<03:24, 1.42s/it] 201/299 3.97G 0.020
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:01, 5.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:00<00:01, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:00<00:01, 5.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:00<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:00<00:01, 5.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:01<00:00, 5.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:01<00:00, 4.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:01<00:00, 4.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:01<00:00, 4.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:02<00:00, 4.88it/s]
all 340 812 0.642 0.524 0.555 0.302
Stopping training early as no improvement observed in last 100 epochs. Best results observed at epoch 101, best model saved as best.pt.
To update EarlyStopping(patience=100) pass a new patience value, i.e. `python train.py --patience 300` or use `--patience 0` to disable EarlyStopping.
202 epochs completed in 17.051 hours.
Optimizer stripped from runs/train/exp44/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp44/weights/best.pt, 14.4MB
Validating runs/train/exp44/weights/best.pt...
Fusing layers...
YOLOv5s summary: 213 layers, 7015519 parameters, 0 gradients, 15.8 GFLOPs
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/11 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 9%|▉ | 1/11 [00:00<00:04, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 2/11 [00:01<00:06, 1.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 27%|██▋ | 3/11 [00:02<00:06, 1.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 36%|███▋ | 4/11 [00:02<00:05, 1.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 45%|████▌ | 5/11 [00:03<00:03, 1.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 55%|█████▍ | 6/11 [00:03<00:02, 1.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 64%|██████▎ | 7/11 [00:04<00:02, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 73%|███████▎ | 8/11 [00:04<00:01, 1.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 9/11 [00:05<00:01, 1.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 91%|█████████ | 10/11 [00:05<00:00, 1.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:06<00:00, 2.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 11/11 [00:06<00:00, 1.81it/s]
all 340 813 0.632 0.555 0.61 0.324
ForestSpot 340 247 0.533 0.482 0.495 0.27
PestTree 340 566 0.73 0.629 0.725 0.378
Results saved to runs/train/exp44
usage: train.py [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP]
[--epochs EPOCHS] [--batch-size BATCH_SIZE]
[--img-size IMG_SIZE [IMG_SIZE ...]] [--rect]
[--resume [RESUME]] [--nosave] [--notest] [--noautoanchor]
[--evolve] [--bucket BUCKET] [--cache-images]
[--image-weights] [--device DEVICE] [--multi-scale]
[--single-cls] [--adam] [--sync-bn] [--local_rank LOCAL_RANK]
[--workers WORKERS] [--project PROJECT] [--entity ENTITY]
[--name NAME] [--exist-ok] [--quad] [--linear-lr]
[--label-smoothing LABEL_SMOOTHING] [--upload_dataset]
[--bbox_interval BBOX_INTERVAL] [--save_period SAVE_PERIOD]
[--artifact_alias ARTIFACT_ALIAS]
train.py: error: argument --weights: expected one argument
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.3125MB)
CUDA:1 (GeForce RTX 2080 Ti, 11019.4375MB)
Namespace(weights='weights/yolov5s.pt', cfg='', data='data/road.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp46', total_batch_size=32)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: skipping check (Docker image)
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 543, in <module>
train(hyp, opt, device, tb_writer)
File "/host/zjc/yolov5/train.py", line 64, in train
data_dict = yaml.load(f, Loader=yaml.SafeLoader) # data dict
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/__init__.py", line 79, in load
loader = Loader(stream)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/loader.py", line 34, in __init__
Reader.__init__(self, stream)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 85, in __init__
self.determine_encoding()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 124, in determine_encoding
self.update_raw()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 178, in update_raw
data = self.stream.read(size)
File "/opt/conda/envs/torch1.7/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xc1 in position 4: invalid start byte
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.3125MB)
CUDA:1 (GeForce RTX 2080 Ti, 11019.4375MB)
Namespace(weights='weights/yolov5s.pt', cfg='models/yolov5s.yaml', data='data/road.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp48', total_batch_size=32)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: skipping check (Docker image)
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 543, in <module>
train(hyp, opt, device, tb_writer)
File "/host/zjc/yolov5/train.py", line 71, in train
run_id = torch.load(weights).get('wandb_id') if weights.endswith('.pt') and os.path.isfile(weights) else None
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/serialization.py", line 594, in load
return _load(opened_zipfile, map_location, pickle_module, **pickle_load_args)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/torch/serialization.py", line 853, in _load
result = unpickler.load()
AttributeError: Can't get attribute 'SPPF' on <module 'models.common' from '/host/zjc/yolov5/models/common.py'>
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019.4375MB)
Namespace(weights='yolov5s.pt', cfg='models/yolov5s.yaml', data='data/road.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp52', total_batch_size=32)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
wandb: Currently logged in as: zjc1633. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.13.2
wandb: Run data is saved locally in /host/zjc/yolov5/wandb/run-20220830_095239-3j21ir9l
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run exp52
wandb: ⭐️ View project at https://wandb.ai/zjc1633/YOLOv5
wandb: 🚀 View run at https://wandb.ai/zjc1633/YOLOv5/runs/3j21ir9l
Overriding model.yaml nc=80 with nc=6
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 156928 models.common.C3 [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1182720 models.common.C3 [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 29667 models.yolo.Detect [6, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 283 layers, 7077027 parameters, 7077027 gradients, 16.5 GFLOPS
Transferred 354/362 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 62 .bias, 62 conv.weight, 59 other
github: skipping check (Docker image)
train: Scanning '../China_Drone/labels/train.cache' images and labels... 1867 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 1867/1867 [00:00<?, ?it/s] train: Scanning '../China_Drone/labels/train.cache' images and labels... 1867 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 1867/1867 [00:00<?, ?it/s]
val: Scanning '../China_Drone/labels/val.cache' images and labels... 534 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 534/534 [00:00<?, ?it/s] val: Scanning '../China_Drone/labels/val.cache' images and labels... 534 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 534/534 [00:00<?, ?it/s]
Images sizes do not match. This will causes images to be display incorrectly in the UI.
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp52
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 3.31, Best Possible Recall (BPR) = 0.9886
0%| | 0/59 [00:00<?, ?it/s] 0/299 6.59G 0.1199 0.03286 0.05896 0.2117 89 640: 0%| | 0/59 [00:02<?, ?it/s] 0/299 6.59G 0.1199 0.03286 0.05896 0.2117 89 640: 2%|▏ | 1/59 [00:02<02:42, 2.79s/it] 0/299 6.6G 0.1207 0.03162 0.05782 0.2102 78 640: 2%|▏ | 1/59 [00:03<02:42, 2.79s/it] 0/299 6.6G 0.1207 0.03162 0.05782 0.2102 78 640: 3%|▎ | 2/59 [00:03<01:15, 1.32s/it] 0/299 6.6G 0.1208 0.03132 0.05747 0.2096 79 640: 3%|▎ | 2/59 [00:03<01:15, 1.32s/it] 0/299 6.6G 0.1208 0.03132 0.05747 0.2096 79 640: 5%|▌ | 3/59 [00:03<00:47, 1.18it/s] 0/299 6.6G 0.1199 0.03117 0.05778 0.2089 77 640: 5%|▌ | 3/59 [00:03<00:47, 1.18it/s] 0/299 6.6G 0.1199 0.03117 0.05778 0.2089 77 640: 7%|▋ | 4/59 [00:03<00:34, 1.60it/s] 0/299 6.6G 0.1195 0.03095 0.05814 0.2086 89 640: 7%|▋ | 4/59 [00:03<00:34, 1.60it/s] 0/299 6.6G 0.1195 0.03095 0.05814 0.2086 89 640: 8%|▊ | 5/59 [00:03<00:26, 2.07it/s] 0/299 6.6G 0.1194 0.03077 0.05809 0.2083 89 640: 8%|▊ | 5/59 [00:04<00:26, 2.07it/s] 0/299 6.6G 0.1194 0.03077 0.05809 0.2083 89 640: 10%|█ | 6/59 [00:04<00:21, 2.52it/s] 0/299 6.6G 0.1191 0.03024 0.0581 0.2074 68 640: 10%|█ | 6/59 [00:04<00:21, 2.52it/s] 0/299 6.6G 0.1191 0.03024 0.0581 0.2074 68 640: 12%|█▏ | 7/59 [00:04<00:17, 2.93it/s] 0/299 6.6G 0.1188 0.03026 0.05813 0.2072 90 640: 12%|█▏ | 7/59 [00:04<00:17, 2.93it/s] 0/299 6.6G 0.1188 0.03026 0.05813 0.2072 90 640: 14%|█▎ | 8/59 [00:04<00:15, 3.26it/s] 0/299 6.6G 0.1185 0.03001 0.05802 0.2065 81 640: 14%|█▎ | 8/59 [00:04<00:15, 3.26it/s] 0/299 6.6G 0.1185 0.03001 0.05802 0.2065 81 640: 15%|█▌ | 9/59 [00:04<00:14, 3.53it/s] 0/299 6.6G 0.1184 0.02962 0.05802 0.206 68 640: 15%|█▌ | 9/59 [00:05<00:14, 3.53it/s] 0/299 6.6G 0.1184 0.02962 0.05802 0.206 68 640: 17%|█▋ | 10/59 [00:05<00:13, 3.73it/s] 0/299 6.6G 0.1182 0.02941 0.05804 0.2056 85 640: 17%|█▋ | 10/59 [00:05<00:13, 3.73it/s] 0/299 6.6G 0.1182 0.02941 0.05804 0.2056 85 640: 19%|█▊ | 11/59 [00:05<00:12, 3.81it/s] 0/299 6.6G 0.1179 0.02912 0.05797 0.205 75 640: 19%|█▊ | 11/59 [00:05<00:12, 3.81it/s] 0/299 6.6G 0.1179 0.02912 0.05797 0.205 75 640: 20%|██ | 12/59 [00:05<00:11, 3.96it/s] 0/299 6.6G 0.1177 0.02898 0.05788 0.2046 94 640: 20%|██ | 12/59 [00:05<00:11, 3.96it/s] 0/299 6.6G 0.1177 0.02898 0.05788 0.2046 94 640: 22%|██▏ | 13/59 [00:05<00:11, 4.04it/s] 0/299 6.6G 0.1173 0.02884 0.05785 0.204 90 640: 22%|██▏ | 13/59 [00:05<00:11, 4.04it/s] 0/299 6.6G 0.1173 0.02884 0.05785 0.204 90 640: 24%|██▎ | 14/59 [00:05<00:10, 4.11it/s] 0/299 6.6G 0.117 0.02851 0.05785 0.2033 76 640: 24%|██▎ | 14/59 [00:06<00:10, 4.11it/s] 0/299 6.6G 0.117 0.02851 0.05785 0.2033 76 640: 25%|██▌ | 15/59 [00:06<00:10, 4.18it/s] 0/299 6.6G 0.1168 0.0284 0.05781 0.203 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:01<00:15, 1.93s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:06, 1.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:02<00:02, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:03<00:00, 2.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:05<00:00, 1.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:05<00:00, 1.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.00421 0.00736 0.000656 0.000146
0%| | 0/59 [00:00<?, ?it/s] 1/299 5.66G 0.09631 0.02272 0.04482 0.1638 91 640: 0%| | 0/59 [00:00<?, ?it/s] 1/299 5.66G 0.09631 0.02272 0.04482 0.1638 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 1/299 5.66G 0.09451 0.02115 0.04479 0.1605 67 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 1/299 5.66G 0.09451 0.02115 0.04479 0.1605 67 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 1/299 5.66G 0.09335 0.02118 0.04579 0.1603 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 1/299 5.66G 0.09335 0.02118 0.04579 0.1603 74 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 1/299 5.66G 0.09413 0.02138 0.04623 0.1617 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 1/299 5.66G 0.09413 0.02138 0.04623 0.1617 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.27it/s] 1/299 5.66G 0.09413 0.0213 0.04631 0.1617 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.27it/s] 1/299 5.66G 0.09413 0.0213 0.04631 0.1617 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 1/299 5.66G 0.09339 0.02259 0.04667 0.1627 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 1/299 5.66G 0.09339 0.02259 0.04667 0.1627 101 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 1/299 5.66G 0.0929 0.02255 0.04662 0.1621 72 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 1/299 5.66G 0.0929 0.02255 0.04662 0.1621 72 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 1/299 5.66G 0.09295 0.02256 0.04618 0.1617 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 1/299 5.66G 0.09295 0.02256 0.04618 0.1617 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 1/299 5.66G 0.09325 0.02238 0.04585 0.1615 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 1/299 5.66G 0.09325 0.02238 0.04585 0.1615 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.27it/s] 1/299 5.66G 0.09327 0.02231 0.04591 0.1615 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.27it/s] 1/299 5.66G 0.09327 0.02231 0.04591 0.1615 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 1/299 5.66G 0.09331 0.02242 0.04581 0.1615 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 1/299 5.66G 0.09331 0.02242 0.04581 0.1615 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 1/299 5.66G 0.09324 0.02226 0.04559 0.1611 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 1/299 5.66G 0.09324 0.02226 0.04559 0.1611 74 640: 20%|██ | 12/59 [00:02<00:11, 4.27it/s] 1/299 5.66G 0.0926 0.0222 0.04534 0.1601 72 640: 20%|██ | 12/59 [00:03<00:11, 4.27it/s] 1/299 5.66G 0.0926 0.0222 0.04534 0.1601 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 1/299 5.66G 0.09275 0.02225 0.04516 0.1602 95 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 1/299 5.66G 0.09275 0.02225 0.04516 0.1602 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 1/299 5.66G 0.09272 0.02242 0.04506 0.1602 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 1/299 5.66G 0.09272 0.02242 0.04506 0.1602 95 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 1/299 5.66G 0.09252 0.02276 0.04516 0.1604 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.429 0.0609 0.0159 0.00336
0%| | 0/59 [00:00<?, ?it/s] 2/299 5.66G 0.0774 0.02822 0.03517 0.1408 100 640: 0%| | 0/59 [00:00<?, ?it/s] 2/299 5.66G 0.0774 0.02822 0.03517 0.1408 100 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 2/299 5.66G 0.07599 0.0271 0.03711 0.1402 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 2/299 5.66G 0.07599 0.0271 0.03711 0.1402 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 2/299 5.66G 0.07545 0.02669 0.03666 0.1388 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 2/299 5.66G 0.07545 0.02669 0.03666 0.1388 84 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 2/299 5.66G 0.07414 0.02759 0.03665 0.1384 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 2/299 5.66G 0.07414 0.02759 0.03665 0.1384 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.29it/s] 2/299 5.66G 0.07422 0.02672 0.03631 0.1372 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.29it/s] 2/299 5.66G 0.07422 0.02672 0.03631 0.1372 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 2/299 5.66G 0.07396 0.02685 0.03558 0.1364 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 2/299 5.66G 0.07396 0.02685 0.03558 0.1364 87 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 2/299 5.66G 0.07394 0.02693 0.03551 0.1364 87 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 2/299 5.66G 0.07394 0.02693 0.03551 0.1364 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 2/299 5.66G 0.07367 0.02709 0.03533 0.1361 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 2/299 5.66G 0.07367 0.02709 0.03533 0.1361 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 2/299 5.66G 0.07352 0.02695 0.03536 0.1358 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 2/299 5.66G 0.07352 0.02695 0.03536 0.1358 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.27it/s] 2/299 5.66G 0.07311 0.02705 0.03549 0.1356 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.27it/s] 2/299 5.66G 0.07311 0.02705 0.03549 0.1356 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 2/299 5.66G 0.07322 0.02682 0.03522 0.1353 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 2/299 5.66G 0.07322 0.02682 0.03522 0.1353 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 2/299 5.66G 0.07302 0.02616 0.03532 0.1345 64 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 2/299 5.66G 0.07302 0.02616 0.03532 0.1345 64 640: 20%|██ | 12/59 [00:02<00:11, 4.27it/s] 2/299 5.66G 0.07312 0.02603 0.03543 0.1346 82 640: 20%|██ | 12/59 [00:03<00:11, 4.27it/s] 2/299 5.66G 0.07312 0.02603 0.03543 0.1346 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 2/299 5.66G 0.07296 0.02618 0.03544 0.1346 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 2/299 5.66G 0.07296 0.02618 0.03544 0.1346 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 2/299 5.66G 0.07277 0.02594 0.03566 0.1344 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 2/299 5.66G 0.07277 0.02594 0.03566 0.1344 67 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 2/299 5.66G 0.07269 0.02597 0.03576 0.1344 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:02<00:01, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.04it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.528 0.174 0.105 0.0348
0%| | 0/59 [00:00<?, ?it/s] 3/299 5.66G 0.06653 0.02579 0.02586 0.1182 90 640: 0%| | 0/59 [00:00<?, ?it/s] 3/299 5.66G 0.06653 0.02579 0.02586 0.1182 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 3/299 5.66G 0.06601 0.026 0.02989 0.1219 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 3/299 5.66G 0.06601 0.026 0.02989 0.1219 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.26it/s] 3/299 5.66G 0.06568 0.02619 0.03042 0.1223 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.26it/s] 3/299 5.66G 0.06568 0.02619 0.03042 0.1223 88 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 3/299 5.66G 0.06395 0.02546 0.03195 0.1214 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 3/299 5.66G 0.06395 0.02546 0.03195 0.1214 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.26it/s] 3/299 5.66G 0.06427 0.02526 0.03157 0.1211 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.26it/s] 3/299 5.66G 0.06427 0.02526 0.03157 0.1211 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 3/299 5.66G 0.06428 0.02579 0.03065 0.1207 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 3/299 5.66G 0.06428 0.02579 0.03065 0.1207 102 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 3/299 5.66G 0.06299 0.02604 0.02983 0.1189 88 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 3/299 5.66G 0.06299 0.02604 0.02983 0.1189 88 640: 12%|█▏ | 7/59 [00:01<00:12, 4.25it/s] 3/299 5.66G 0.06319 0.02632 0.02966 0.1192 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.25it/s] 3/299 5.66G 0.06319 0.02632 0.02966 0.1192 92 640: 14%|█▎ | 8/59 [00:01<00:12, 4.23it/s] 3/299 5.66G 0.06255 0.02596 0.02942 0.1179 77 640: 14%|█▎ | 8/59 [00:02<00:12, 4.23it/s] 3/299 5.66G 0.06255 0.02596 0.02942 0.1179 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.23it/s] 3/299 5.66G 0.06285 0.02608 0.02925 0.1182 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.23it/s] 3/299 5.66G 0.06285 0.02608 0.02925 0.1182 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.25it/s] 3/299 5.66G 0.06298 0.02646 0.02943 0.1189 108 640: 17%|█▋ | 10/59 [00:02<00:11, 4.25it/s] 3/299 5.66G 0.06298 0.02646 0.02943 0.1189 108 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 3/299 5.66G 0.06267 0.02606 0.02938 0.1181 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 3/299 5.66G 0.06267 0.02606 0.02938 0.1181 73 640: 20%|██ | 12/59 [00:02<00:11, 4.27it/s] 3/299 5.66G 0.06284 0.02573 0.02951 0.1181 68 640: 20%|██ | 12/59 [00:03<00:11, 4.27it/s] 3/299 5.66G 0.06284 0.02573 0.02951 0.1181 68 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 3/299 5.66G 0.0627 0.02567 0.02905 0.1174 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 3/299 5.66G 0.0627 0.02567 0.02905 0.1174 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 3/299 5.66G 0.063 0.02551 0.0289 0.1174 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 3/299 5.66G 0.063 0.02551 0.0289 0.1174 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.28it/s] 3/299 5.66G 0.0631 0.02542 0.02905 0.1176 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:03, 2.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:02<00:00, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.542 0.154 0.0965 0.0269
0%| | 0/59 [00:00<?, ?it/s] 4/299 5.66G 0.05561 0.02697 0.02208 0.1047 100 640: 0%| | 0/59 [00:00<?, ?it/s] 4/299 5.66G 0.05561 0.02697 0.02208 0.1047 100 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 4/299 5.66G 0.05641 0.02572 0.0231 0.1052 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 4/299 5.66G 0.05641 0.02572 0.0231 0.1052 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 4/299 5.66G 0.05591 0.02481 0.02265 0.1034 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 4/299 5.66G 0.05591 0.02481 0.02265 0.1034 80 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 4/299 5.66G 0.05709 0.02326 0.02221 0.1026 72 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 4/299 5.66G 0.05709 0.02326 0.02221 0.1026 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 4/299 5.66G 0.05793 0.02346 0.02239 0.1038 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 4/299 5.66G 0.05793 0.02346 0.02239 0.1038 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 4/299 5.66G 0.05849 0.02322 0.02305 0.1048 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 4/299 5.66G 0.05849 0.02322 0.02305 0.1048 83 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 4/299 5.66G 0.05904 0.02249 0.02282 0.1043 65 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 4/299 5.66G 0.05904 0.02249 0.02282 0.1043 65 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 4/299 5.66G 0.0589 0.02283 0.02299 0.1047 91 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 4/299 5.66G 0.0589 0.02283 0.02299 0.1047 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 4/299 5.66G 0.05919 0.02289 0.02354 0.1056 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 4/299 5.66G 0.05919 0.02289 0.02354 0.1056 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.25it/s] 4/299 5.66G 0.05924 0.02312 0.02342 0.1058 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.25it/s] 4/299 5.66G 0.05924 0.02312 0.02342 0.1058 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.24it/s] 4/299 5.66G 0.05934 0.02349 0.02374 0.1066 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.24it/s] 4/299 5.66G 0.05934 0.02349 0.02374 0.1066 98 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 4/299 5.66G 0.05918 0.0235 0.02364 0.1063 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 4/299 5.66G 0.05918 0.0235 0.02364 0.1063 91 640: 20%|██ | 12/59 [00:02<00:11, 4.24it/s] 4/299 5.66G 0.05919 0.02334 0.02366 0.1062 84 640: 20%|██ | 12/59 [00:03<00:11, 4.24it/s] 4/299 5.66G 0.05919 0.02334 0.02366 0.1062 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 4/299 5.66G 0.05941 0.02325 0.02356 0.1062 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 4/299 5.66G 0.05941 0.02325 0.02356 0.1062 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.24it/s] 4/299 5.66G 0.05914 0.02343 0.02363 0.1062 103 640: 24%|██▎ | 14/59 [00:03<00:10, 4.24it/s] 4/299 5.66G 0.05914 0.02343 0.02363 0.1062 103 640: 25%|██▌ | 15/59 [00:03<00:10, 4.24it/s] 4/299 5.66G 0.05937 0.02331 0.02369 0.1064 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:02<00:01, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.585 0.176 0.141 0.0482
0%| | 0/59 [00:00<?, ?it/s] 5/299 5.66G 0.05731 0.02183 0.01475 0.09389 87 640: 0%| | 0/59 [00:00<?, ?it/s] 5/299 5.66G 0.05731 0.02183 0.01475 0.09389 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 5/299 5.66G 0.05769 0.02147 0.01938 0.09853 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 5/299 5.66G 0.05769 0.02147 0.01938 0.09853 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 5/299 5.66G 0.05827 0.0212 0.01912 0.09859 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 5/299 5.66G 0.05827 0.0212 0.01912 0.09859 91 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 5/299 5.66G 0.05862 0.02151 0.02118 0.1013 81 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 5/299 5.66G 0.05862 0.02151 0.02118 0.1013 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.23it/s] 5/299 5.66G 0.05876 0.02096 0.02076 0.1005 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.23it/s] 5/299 5.66G 0.05876 0.02096 0.02076 0.1005 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.23it/s] 5/299 5.66G 0.05779 0.02131 0.02108 0.1002 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.23it/s] 5/299 5.66G 0.05779 0.02131 0.02108 0.1002 84 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 5/299 5.66G 0.05691 0.02069 0.0206 0.09819 67 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 5/299 5.66G 0.05691 0.02069 0.0206 0.09819 67 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 5/299 5.66G 0.05696 0.02073 0.02085 0.09855 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 5/299 5.66G 0.05696 0.02073 0.02085 0.09855 82 640: 14%|█▎ | 8/59 [00:01<00:12, 4.24it/s] 5/299 5.66G 0.0564 0.02111 0.02081 0.09832 97 640: 14%|█▎ | 8/59 [00:02<00:12, 4.24it/s] 5/299 5.66G 0.0564 0.02111 0.02081 0.09832 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 5/299 5.66G 0.05628 0.02106 0.02092 0.09826 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 5/299 5.66G 0.05628 0.02106 0.02092 0.09826 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.21it/s] 5/299 5.66G 0.05628 0.02127 0.0208 0.09834 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.21it/s] 5/299 5.66G 0.05628 0.02127 0.0208 0.09834 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.18it/s] 5/299 5.66G 0.0563 0.02098 0.02081 0.09808 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.18it/s] 5/299 5.66G 0.0563 0.02098 0.02081 0.09808 70 640: 20%|██ | 12/59 [00:02<00:11, 4.18it/s] 5/299 5.66G 0.05623 0.0211 0.02107 0.0984 87 640: 20%|██ | 12/59 [00:03<00:11, 4.18it/s] 5/299 5.66G 0.05623 0.0211 0.02107 0.0984 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.18it/s] 5/299 5.66G 0.05639 0.02114 0.02066 0.09818 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.18it/s] 5/299 5.66G 0.05639 0.02114 0.02066 0.09818 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.17it/s] 5/299 5.66G 0.05654 0.02124 0.02042 0.0982 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.17it/s] 5/299 5.66G 0.05654 0.02124 0.02042 0.0982 95 640: 25%|██▌ | 15/59 [00:03<00:10, 4.17it/s] 5/299 5.66G 0.05648 0.02124 0.02084 0.09856 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.593 0.198 0.179 0.0667
0%| | 0/59 [00:00<?, ?it/s] 6/299 5.66G 0.05497 0.0182 0.01187 0.08504 78 640: 0%| | 0/59 [00:00<?, ?it/s] 6/299 5.66G 0.05497 0.0182 0.01187 0.08504 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 6/299 5.66G 0.05598 0.01794 0.0153 0.08921 75 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 6/299 5.66G 0.05598 0.01794 0.0153 0.08921 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 6/299 5.66G 0.0566 0.01796 0.017 0.09156 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 6/299 5.66G 0.0566 0.01796 0.017 0.09156 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 6/299 5.66G 0.05642 0.01763 0.01643 0.09049 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 6/299 5.66G 0.05642 0.01763 0.01643 0.09049 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.24it/s] 6/299 5.66G 0.05678 0.01739 0.01696 0.09113 69 640: 7%|▋ | 4/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05678 0.01739 0.01696 0.09113 69 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 6/299 5.66G 0.05655 0.01771 0.01718 0.09144 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 6/299 5.66G 0.05655 0.01771 0.01718 0.09144 74 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05655 0.01834 0.01801 0.09291 85 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05655 0.01834 0.01801 0.09291 85 640: 12%|█▏ | 7/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05662 0.01929 0.01873 0.09463 104 640: 12%|█▏ | 7/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05662 0.01929 0.01873 0.09463 104 640: 14%|█▎ | 8/59 [00:01<00:12, 4.24it/s] 6/299 5.66G 0.05562 0.01955 0.01836 0.09353 85 640: 14%|█▎ | 8/59 [00:02<00:12, 4.24it/s] 6/299 5.66G 0.05562 0.01955 0.01836 0.09353 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.24it/s] 6/299 5.66G 0.0559 0.01944 0.01836 0.0937 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.24it/s] 6/299 5.66G 0.0559 0.01944 0.01836 0.0937 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.25it/s] 6/299 5.66G 0.05608 0.01953 0.01868 0.0943 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.25it/s] 6/299 5.66G 0.05608 0.01953 0.01868 0.0943 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 6/299 5.66G 0.05602 0.01932 0.01863 0.09397 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 6/299 5.66G 0.05602 0.01932 0.01863 0.09397 69 640: 20%|██ | 12/59 [00:02<00:11, 4.21it/s] 6/299 5.66G 0.05552 0.01936 0.0186 0.09349 75 640: 20%|██ | 12/59 [00:03<00:11, 4.21it/s] 6/299 5.66G 0.05552 0.01936 0.0186 0.09349 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 6/299 5.66G 0.05562 0.01938 0.01857 0.09357 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 6/299 5.66G 0.05562 0.01938 0.01857 0.09357 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.19it/s] 6/299 5.66G 0.05554 0.01935 0.01862 0.09351 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.19it/s] 6/299 5.66G 0.05554 0.01935 0.01862 0.09351 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.21it/s] 6/299 5.66G 0.05525 0.01962 0.01867 0.09354 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.454 0.271 0.231 0.0873
0%| | 0/59 [00:00<?, ?it/s] 7/299 5.66G 0.06315 0.01907 0.01282 0.09504 86 640: 0%| | 0/59 [00:00<?, ?it/s] 7/299 5.66G 0.06315 0.01907 0.01282 0.09504 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 7/299 5.66G 0.05956 0.01956 0.01222 0.09135 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 7/299 5.66G 0.05956 0.01956 0.01222 0.09135 92 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 7/299 5.66G 0.05787 0.01851 0.0122 0.08857 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 7/299 5.66G 0.05787 0.01851 0.0122 0.08857 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 7/299 5.66G 0.05734 0.01887 0.01408 0.09029 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 7/299 5.66G 0.05734 0.01887 0.01408 0.09029 85 640: 7%|▋ | 4/59 [00:00<00:13, 4.21it/s] 7/299 5.66G 0.05683 0.01901 0.01378 0.08961 79 640: 7%|▋ | 4/59 [00:01<00:13, 4.21it/s] 7/299 5.66G 0.05683 0.01901 0.01378 0.08961 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.24it/s] 7/299 5.66G 0.05645 0.01984 0.01467 0.09096 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.24it/s] 7/299 5.66G 0.05645 0.01984 0.01467 0.09096 94 640: 10%|█ | 6/59 [00:01<00:12, 4.23it/s] 7/299 5.66G 0.05591 0.01967 0.01431 0.0899 81 640: 10%|█ | 6/59 [00:01<00:12, 4.23it/s] 7/299 5.66G 0.05591 0.01967 0.01431 0.0899 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.23it/s] 7/299 5.66G 0.05505 0.01964 0.01394 0.08863 75 640: 12%|█▏ | 7/59 [00:01<00:12, 4.23it/s] 7/299 5.66G 0.05505 0.01964 0.01394 0.08863 75 640: 14%|█▎ | 8/59 [00:01<00:12, 4.20it/s] 7/299 5.66G 0.05476 0.01985 0.01454 0.08915 87 640: 14%|█▎ | 8/59 [00:02<00:12, 4.20it/s] 7/299 5.66G 0.05476 0.01985 0.01454 0.08915 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 7/299 5.66G 0.05429 0.02013 0.01489 0.08931 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 7/299 5.66G 0.05429 0.02013 0.01489 0.08931 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.23it/s] 7/299 5.66G 0.05411 0.02025 0.01465 0.08901 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.23it/s] 7/299 5.66G 0.05411 0.02025 0.01465 0.08901 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.24it/s] 7/299 5.66G 0.05376 0.01966 0.01429 0.08771 60 640: 19%|█▊ | 11/59 [00:02<00:11, 4.24it/s] 7/299 5.66G 0.05376 0.01966 0.01429 0.08771 60 640: 20%|██ | 12/59 [00:02<00:11, 4.23it/s] 7/299 5.66G 0.05488 0.01953 0.0145 0.0889 82 640: 20%|██ | 12/59 [00:03<00:11, 4.23it/s] 7/299 5.66G 0.05488 0.01953 0.0145 0.0889 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.23it/s] 7/299 5.66G 0.05496 0.01976 0.0145 0.08922 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.23it/s] 7/299 5.66G 0.05496 0.01976 0.0145 0.08922 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.15it/s] 7/299 5.66G 0.05517 0.01965 0.01483 0.08965 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.15it/s] 7/299 5.66G 0.05517 0.01965 0.01483 0.08965 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.18it/s] 7/299 5.66G 0.05516 0.01953 0.01482 0.08952 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.368 0.324 0.248 0.101
0%| | 0/59 [00:00<?, ?it/s] 8/299 5.66G 0.05945 0.01944 0.01751 0.0964 87 640: 0%| | 0/59 [00:00<?, ?it/s] 8/299 5.66G 0.05945 0.01944 0.01751 0.0964 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 8/299 5.66G 0.05652 0.02007 0.01831 0.09489 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 8/299 5.66G 0.05652 0.02007 0.01831 0.09489 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 8/299 5.66G 0.05678 0.01925 0.01683 0.09286 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 8/299 5.66G 0.05678 0.01925 0.01683 0.09286 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 8/299 5.66G 0.05505 0.0192 0.01799 0.09224 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 8/299 5.66G 0.05505 0.0192 0.01799 0.09224 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.23it/s] 8/299 5.66G 0.05467 0.01963 0.01734 0.09164 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.23it/s] 8/299 5.66G 0.05467 0.01963 0.01734 0.09164 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.21it/s] 8/299 5.66G 0.05458 0.01982 0.01742 0.09182 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.21it/s] 8/299 5.66G 0.05458 0.01982 0.01742 0.09182 88 640: 10%|█ | 6/59 [00:01<00:12, 4.22it/s] 8/299 5.66G 0.05352 0.0192 0.01678 0.08949 62 640: 10%|█ | 6/59 [00:01<00:12, 4.22it/s] 8/299 5.66G 0.05352 0.0192 0.01678 0.08949 62 640: 12%|█▏ | 7/59 [00:01<00:12, 4.22it/s] 8/299 5.66G 0.05316 0.01887 0.01639 0.08842 76 640: 12%|█▏ | 7/59 [00:01<00:12, 4.22it/s] 8/299 5.66G 0.05316 0.01887 0.01639 0.08842 76 640: 14%|█▎ | 8/59 [00:01<00:12, 4.22it/s] 8/299 5.66G 0.05347 0.01912 0.01643 0.08903 90 640: 14%|█▎ | 8/59 [00:02<00:12, 4.22it/s] 8/299 5.66G 0.05347 0.01912 0.01643 0.08903 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.17it/s] 8/299 5.66G 0.05345 0.01946 0.01628 0.08918 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.17it/s] 8/299 5.66G 0.05345 0.01946 0.01628 0.08918 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.20it/s] 8/299 5.66G 0.05285 0.01932 0.01605 0.08822 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.20it/s] 8/299 5.66G 0.05285 0.01932 0.01605 0.08822 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.21it/s] 8/299 5.66G 0.05278 0.01915 0.01578 0.08772 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.21it/s] 8/299 5.66G 0.05278 0.01915 0.01578 0.08772 84 640: 20%|██ | 12/59 [00:02<00:11, 4.18it/s] 8/299 5.66G 0.05291 0.01909 0.01559 0.08759 81 640: 20%|██ | 12/59 [00:03<00:11, 4.18it/s] 8/299 5.66G 0.05291 0.01909 0.01559 0.08759 81 640: 22%|██▏ | 13/59 [00:03<00:11, 4.18it/s] 8/299 5.66G 0.0531 0.01906 0.0155 0.08767 78 640: 22%|██▏ | 13/59 [00:03<00:11, 4.18it/s] 8/299 5.66G 0.0531 0.01906 0.0155 0.08767 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.20it/s] 8/299 5.66G 0.05289 0.01878 0.01513 0.0868 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.20it/s] 8/299 5.66G 0.05289 0.01878 0.01513 0.0868 66 640: 25%|██▌ | 15/59 [00:03<00:10, 4.20it/s] 8/299 5.66G 0.05282 0.01889 0.01484 0.08656 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.319 0.454 0.299 0.111
0%| | 0/59 [00:00<?, ?it/s] 9/299 5.66G 0.04982 0.01935 0.01012 0.07929 89 640: 0%| | 0/59 [00:00<?, ?it/s] 9/299 5.66G 0.04982 0.01935 0.01012 0.07929 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 9/299 5.66G 0.05114 0.01948 0.01454 0.08516 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 9/299 5.66G 0.05114 0.01948 0.01454 0.08516 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 9/299 5.66G 0.05221 0.0195 0.01297 0.08469 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 9/299 5.66G 0.05221 0.0195 0.01297 0.08469 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 9/299 5.66G 0.05252 0.01887 0.0121 0.08349 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 9/299 5.66G 0.05252 0.01887 0.0121 0.08349 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 9/299 5.66G 0.0541 0.01857 0.01308 0.08576 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 9/299 5.66G 0.0541 0.01857 0.01308 0.08576 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 9/299 5.66G 0.05507 0.01913 0.01355 0.08774 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 9/299 5.66G 0.05507 0.01913 0.01355 0.08774 101 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 9/299 5.66G 0.05601 0.01898 0.01333 0.08831 77 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 9/299 5.66G 0.05601 0.01898 0.01333 0.08831 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 9/299 5.66G 0.05612 0.01905 0.01306 0.08824 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 9/299 5.66G 0.05612 0.01905 0.01306 0.08824 87 640: 14%|█▎ | 8/59 [00:01<00:12, 4.05it/s] 9/299 5.66G 0.05585 0.0186 0.01294 0.0874 68 640: 14%|█▎ | 8/59 [00:02<00:12, 4.05it/s] 9/299 5.66G 0.05585 0.0186 0.01294 0.0874 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.20it/s] 9/299 5.66G 0.05561 0.0189 0.01303 0.08754 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.20it/s] 9/299 5.66G 0.05561 0.0189 0.01303 0.08754 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.16it/s] 9/299 5.66G 0.05573 0.01934 0.01309 0.08816 103 640: 17%|█▋ | 10/59 [00:02<00:11, 4.16it/s] 9/299 5.66G 0.05573 0.01934 0.01309 0.08816 103 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 9/299 5.66G 0.05561 0.0192 0.01325 0.08806 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 9/299 5.66G 0.05561 0.0192 0.01325 0.08806 81 640: 20%|██ | 12/59 [00:02<00:11, 4.26it/s] 9/299 5.66G 0.05548 0.01886 0.01344 0.08778 60 640: 20%|██ | 12/59 [00:03<00:11, 4.26it/s] 9/299 5.66G 0.05548 0.01886 0.01344 0.08778 60 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 9/299 5.66G 0.05531 0.01871 0.01329 0.08732 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 9/299 5.66G 0.05531 0.01871 0.01329 0.08732 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 9/299 5.66G 0.05495 0.01872 0.01338 0.08705 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 9/299 5.66G 0.05495 0.01872 0.01338 0.08705 75 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 9/299 5.66G 0.055 0.01874 0.01376 0.08749 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.458 0.367 0.33 0.127
0%| | 0/59 [00:00<?, ?it/s] 10/299 5.66G 0.05914 0.01773 0.01263 0.0895 83 640: 0%| | 0/59 [00:00<?, ?it/s] 10/299 5.66G 0.05914 0.01773 0.01263 0.0895 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 10/299 5.66G 0.05554 0.01869 0.01409 0.08833 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 10/299 5.66G 0.05554 0.01869 0.01409 0.08833 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 10/299 5.66G 0.05566 0.01906 0.01329 0.08801 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 10/299 5.66G 0.05566 0.01906 0.01329 0.08801 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 10/299 5.66G 0.0553 0.01953 0.01351 0.08834 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 10/299 5.66G 0.0553 0.01953 0.01351 0.08834 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 10/299 5.66G 0.05523 0.01938 0.01301 0.08762 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 10/299 5.66G 0.05523 0.01938 0.01301 0.08762 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 10/299 5.66G 0.05519 0.01965 0.01316 0.088 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 10/299 5.66G 0.05519 0.01965 0.01316 0.088 95 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 10/299 5.66G 0.05532 0.0194 0.01313 0.08784 77 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 10/299 5.66G 0.05532 0.0194 0.01313 0.08784 77 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 10/299 5.66G 0.055 0.01962 0.0133 0.08792 96 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 10/299 5.66G 0.055 0.01962 0.0133 0.08792 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 10/299 5.66G 0.05461 0.01953 0.01316 0.0873 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 10/299 5.66G 0.05461 0.01953 0.01316 0.0873 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 10/299 5.66G 0.05413 0.01942 0.01293 0.08649 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 10/299 5.66G 0.05413 0.01942 0.01293 0.08649 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 10/299 5.66G 0.0542 0.01933 0.0132 0.08673 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 10/299 5.66G 0.0542 0.01933 0.0132 0.08673 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 10/299 5.66G 0.0541 0.01906 0.01294 0.0861 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 10/299 5.66G 0.0541 0.01906 0.01294 0.0861 72 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 10/299 5.66G 0.05402 0.01903 0.01298 0.08603 75 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 10/299 5.66G 0.05402 0.01903 0.01298 0.08603 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 10/299 5.66G 0.05436 0.01906 0.01352 0.08694 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 10/299 5.66G 0.05436 0.01906 0.01352 0.08694 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 10/299 5.66G 0.05443 0.01883 0.01319 0.08645 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 10/299 5.66G 0.05443 0.01883 0.01319 0.08645 79 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 10/299 5.66G 0.05407 0.01892 0.01314 0.08613 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.435 0.361 0.315 0.118
0%| | 0/59 [00:00<?, ?it/s] 11/299 5.66G 0.04816 0.01693 0.01378 0.07887 76 640: 0%| | 0/59 [00:00<?, ?it/s] 11/299 5.66G 0.04816 0.01693 0.01378 0.07887 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 11/299 5.66G 0.05025 0.01773 0.01382 0.0818 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 11/299 5.66G 0.05025 0.01773 0.01382 0.0818 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 11/299 5.66G 0.05135 0.01642 0.01273 0.0805 64 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 11/299 5.66G 0.05135 0.01642 0.01273 0.0805 64 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 11/299 5.66G 0.05124 0.01722 0.01265 0.08111 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 11/299 5.66G 0.05124 0.01722 0.01265 0.08111 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 11/299 5.66G 0.05177 0.01734 0.0125 0.08161 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 11/299 5.66G 0.05177 0.01734 0.0125 0.08161 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 11/299 5.66G 0.05205 0.0176 0.01315 0.0828 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 11/299 5.66G 0.05205 0.0176 0.01315 0.0828 92 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 11/299 5.66G 0.05242 0.01802 0.0126 0.08304 98 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 11/299 5.66G 0.05242 0.01802 0.0126 0.08304 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 11/299 5.66G 0.05194 0.01879 0.01281 0.08354 109 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 11/299 5.66G 0.05194 0.01879 0.01281 0.08354 109 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 11/299 5.66G 0.05196 0.01861 0.0127 0.08326 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 11/299 5.66G 0.05196 0.01861 0.0127 0.08326 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 11/299 5.66G 0.05259 0.01882 0.01324 0.08465 102 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 11/299 5.66G 0.05259 0.01882 0.01324 0.08465 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 11/299 5.66G 0.05238 0.01902 0.01338 0.08478 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 11/299 5.66G 0.05238 0.01902 0.01338 0.08478 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 11/299 5.66G 0.05229 0.0189 0.0132 0.08439 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 11/299 5.66G 0.05229 0.0189 0.0132 0.08439 87 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 11/299 5.66G 0.05205 0.01871 0.01306 0.08382 78 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 11/299 5.66G 0.05205 0.01871 0.01306 0.08382 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 11/299 5.66G 0.05201 0.01856 0.01303 0.0836 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 11/299 5.66G 0.05201 0.01856 0.01303 0.0836 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 11/299 5.66G 0.052 0.01822 0.01266 0.08287 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 11/299 5.66G 0.052 0.01822 0.01266 0.08287 63 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 11/299 5.66G 0.05189 0.01814 0.01245 0.08248 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.288 0.369 0.279 0.115
0%| | 0/59 [00:00<?, ?it/s] 12/299 5.66G 0.04987 0.01747 0.02149 0.08883 74 640: 0%| | 0/59 [00:00<?, ?it/s] 12/299 5.66G 0.04987 0.01747 0.02149 0.08883 74 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 12/299 5.66G 0.04796 0.01806 0.01654 0.08256 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 12/299 5.66G 0.04796 0.01806 0.01654 0.08256 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 12/299 5.66G 0.04806 0.01852 0.01551 0.08209 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 12/299 5.66G 0.04806 0.01852 0.01551 0.08209 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 12/299 5.66G 0.04888 0.01911 0.01558 0.08356 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 12/299 5.66G 0.04888 0.01911 0.01558 0.08356 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 12/299 5.66G 0.04868 0.019 0.01507 0.08275 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 12/299 5.66G 0.04868 0.019 0.01507 0.08275 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 12/299 5.66G 0.04894 0.02003 0.01503 0.084 115 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 12/299 5.66G 0.04894 0.02003 0.01503 0.084 115 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 12/299 5.66G 0.04881 0.01949 0.01462 0.08293 69 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 12/299 5.66G 0.04881 0.01949 0.01462 0.08293 69 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 12/299 5.66G 0.04842 0.01937 0.01437 0.08216 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 12/299 5.66G 0.04842 0.01937 0.01437 0.08216 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 12/299 5.66G 0.04836 0.01905 0.01401 0.08142 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 12/299 5.66G 0.04836 0.01905 0.01401 0.08142 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 12/299 5.66G 0.04909 0.01901 0.01416 0.08227 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 12/299 5.66G 0.04909 0.01901 0.01416 0.08227 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 12/299 5.66G 0.04929 0.01874 0.01401 0.08204 63 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 12/299 5.66G 0.04929 0.01874 0.01401 0.08204 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 12/299 5.66G 0.04932 0.01865 0.01369 0.08166 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 12/299 5.66G 0.04932 0.01865 0.01369 0.08166 80 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 12/299 5.66G 0.04954 0.01865 0.01361 0.0818 87 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 12/299 5.66G 0.04954 0.01865 0.01361 0.0818 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 12/299 5.66G 0.04953 0.01874 0.01369 0.08197 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 12/299 5.66G 0.04953 0.01874 0.01369 0.08197 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 12/299 5.66G 0.04953 0.019 0.01356 0.0821 106 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 12/299 5.66G 0.04953 0.019 0.01356 0.0821 106 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 12/299 5.66G 0.04935 0.01899 0.01331 0.08165 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.305 0.315 0.24 0.114
0%| | 0/59 [00:00<?, ?it/s] 13/299 5.66G 0.04847 0.02029 0.01709 0.08586 93 640: 0%| | 0/59 [00:00<?, ?it/s] 13/299 5.66G 0.04847 0.02029 0.01709 0.08586 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 13/299 5.66G 0.04854 0.01943 0.01565 0.08363 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 13/299 5.66G 0.04854 0.01943 0.01565 0.08363 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 13/299 5.66G 0.04929 0.01859 0.0154 0.08328 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 13/299 5.66G 0.04929 0.01859 0.0154 0.08328 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 13/299 5.66G 0.04999 0.01854 0.0162 0.08474 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 13/299 5.66G 0.04999 0.01854 0.0162 0.08474 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 13/299 5.66G 0.05032 0.01929 0.01456 0.08417 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 13/299 5.66G 0.05032 0.01929 0.01456 0.08417 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 13/299 5.66G 0.05038 0.01894 0.01378 0.0831 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 13/299 5.66G 0.05038 0.01894 0.01378 0.0831 76 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 13/299 5.66G 0.05022 0.01895 0.0129 0.08207 88 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 13/299 5.66G 0.05022 0.01895 0.0129 0.08207 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 13/299 5.66G 0.0507 0.01917 0.01208 0.08196 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 13/299 5.66G 0.0507 0.01917 0.01208 0.08196 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 13/299 5.66G 0.0505 0.01928 0.01176 0.08154 94 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 13/299 5.66G 0.0505 0.01928 0.01176 0.08154 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 13/299 5.66G 0.05095 0.01936 0.01218 0.08248 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 13/299 5.66G 0.05095 0.01936 0.01218 0.08248 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 13/299 5.66G 0.05103 0.01933 0.01255 0.08291 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 13/299 5.66G 0.05103 0.01933 0.01255 0.08291 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 13/299 5.66G 0.05104 0.01914 0.01249 0.08267 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 13/299 5.66G 0.05104 0.01914 0.01249 0.08267 81 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 13/299 5.66G 0.0509 0.01921 0.01251 0.08263 86 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 13/299 5.66G 0.0509 0.01921 0.01251 0.08263 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 13/299 5.66G 0.05088 0.01924 0.01269 0.0828 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 13/299 5.66G 0.05088 0.01924 0.01269 0.0828 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 13/299 5.66G 0.05089 0.01918 0.01226 0.08233 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 13/299 5.66G 0.05089 0.01918 0.01226 0.08233 80 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 13/299 5.66G 0.05068 0.01906 0.01228 0.08202 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.309 0.247 0.176 0.0697
0%| | 0/59 [00:00<?, ?it/s] 14/299 5.66G 0.05108 0.01678 0.01147 0.07933 76 640: 0%| | 0/59 [00:00<?, ?it/s] 14/299 5.66G 0.05108 0.01678 0.01147 0.07933 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 14/299 5.66G 0.05049 0.01746 0.01237 0.08032 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 14/299 5.66G 0.05049 0.01746 0.01237 0.08032 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 14/299 5.66G 0.0511 0.01778 0.01263 0.08151 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 14/299 5.66G 0.0511 0.01778 0.01263 0.08151 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 14/299 5.66G 0.05099 0.01832 0.01149 0.0808 94 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 14/299 5.66G 0.05099 0.01832 0.01149 0.0808 94 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 14/299 5.66G 0.05148 0.01912 0.01164 0.08224 101 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 14/299 5.66G 0.05148 0.01912 0.01164 0.08224 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 14/299 5.66G 0.05169 0.01916 0.01178 0.08263 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 14/299 5.66G 0.05169 0.01916 0.01178 0.08263 78 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 14/299 5.66G 0.05104 0.01926 0.01182 0.08212 90 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 14/299 5.66G 0.05104 0.01926 0.01182 0.08212 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 14/299 5.66G 0.05089 0.01948 0.01181 0.08218 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 14/299 5.66G 0.05089 0.01948 0.01181 0.08218 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 14/299 5.66G 0.05043 0.01926 0.01137 0.08106 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 14/299 5.66G 0.05043 0.01926 0.01137 0.08106 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 14/299 5.66G 0.05032 0.01902 0.01156 0.08089 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 14/299 5.66G 0.05032 0.01902 0.01156 0.08089 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 14/299 5.66G 0.05042 0.01907 0.01176 0.08126 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 14/299 5.66G 0.05042 0.01907 0.01176 0.08126 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 14/299 5.66G 0.05042 0.01862 0.01178 0.08082 62 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 14/299 5.66G 0.05042 0.01862 0.01178 0.08082 62 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 14/299 5.66G 0.05023 0.0186 0.01187 0.0807 75 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 14/299 5.66G 0.05023 0.0186 0.01187 0.0807 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 14/299 5.66G 0.05019 0.01841 0.01154 0.08014 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 14/299 5.66G 0.05019 0.01841 0.01154 0.08014 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 14/299 5.66G 0.05043 0.01831 0.01152 0.08026 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 14/299 5.66G 0.05043 0.01831 0.01152 0.08026 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.30it/s] 14/299 5.66G 0.05055 0.01854 0.01184 0.08093 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.318 0.118 0.0725 0.0238
0%| | 0/59 [00:00<?, ?it/s] 15/299 5.66G 0.04854 0.01988 0.009661 0.07808 88 640: 0%| | 0/59 [00:00<?, ?it/s] 15/299 5.66G 0.04854 0.01988 0.009661 0.07808 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 15/299 5.66G 0.04838 0.01912 0.01018 0.07768 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 15/299 5.66G 0.04838 0.01912 0.01018 0.07768 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 15/299 5.66G 0.0484 0.01841 0.01061 0.07742 77 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 15/299 5.66G 0.0484 0.01841 0.01061 0.07742 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 15/299 5.66G 0.04853 0.01787 0.01145 0.07785 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 15/299 5.66G 0.04853 0.01787 0.01145 0.07785 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 15/299 5.66G 0.04878 0.01819 0.01243 0.0794 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 15/299 5.66G 0.04878 0.01819 0.01243 0.0794 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 15/299 5.66G 0.04923 0.01893 0.01299 0.08115 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 15/299 5.66G 0.04923 0.01893 0.01299 0.08115 98 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 15/299 5.66G 0.04896 0.0189 0.0129 0.08076 78 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 15/299 5.66G 0.04896 0.0189 0.0129 0.08076 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 15/299 5.66G 0.04858 0.01899 0.01251 0.08009 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 15/299 5.66G 0.04858 0.01899 0.01251 0.08009 80 640: 14%|█▎ | 8/59 [00:01<00:12, 4.22it/s] 15/299 5.66G 0.04884 0.01904 0.01258 0.08046 82 640: 14%|█▎ | 8/59 [00:02<00:12, 4.22it/s] 15/299 5.66G 0.04884 0.01904 0.01258 0.08046 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 15/299 5.66G 0.04913 0.01907 0.01253 0.08073 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 15/299 5.66G 0.04913 0.01907 0.01253 0.08073 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 15/299 5.66G 0.04883 0.0189 0.01249 0.08022 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 15/299 5.66G 0.04883 0.0189 0.01249 0.08022 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 15/299 5.66G 0.04876 0.01883 0.01226 0.07985 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 15/299 5.66G 0.04876 0.01883 0.01226 0.07985 79 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 15/299 5.66G 0.04901 0.01908 0.01256 0.08064 97 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 15/299 5.66G 0.04901 0.01908 0.01256 0.08064 97 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 15/299 5.66G 0.04917 0.01909 0.01295 0.08121 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 15/299 5.66G 0.04917 0.01909 0.01295 0.08121 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 15/299 5.66G 0.04909 0.0189 0.01297 0.08097 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 15/299 5.66G 0.04909 0.0189 0.01297 0.08097 78 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 15/299 5.66G 0.04894 0.01881 0.01306 0.08081 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.33 0.274 0.237 0.0896
0%| | 0/59 [00:00<?, ?it/s] 16/299 5.66G 0.04959 0.02329 0.01419 0.08708 100 640: 0%| | 0/59 [00:00<?, ?it/s] 16/299 5.66G 0.04959 0.02329 0.01419 0.08708 100 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 16/299 5.66G 0.05033 0.02047 0.01372 0.08452 69 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 16/299 5.66G 0.05033 0.02047 0.01372 0.08452 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 16/299 5.66G 0.0498 0.01943 0.01314 0.08237 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 16/299 5.66G 0.0498 0.01943 0.01314 0.08237 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 16/299 5.66G 0.0504 0.01899 0.01364 0.08303 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 16/299 5.66G 0.0504 0.01899 0.01364 0.08303 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.47it/s] 16/299 5.66G 0.04965 0.01964 0.01388 0.08316 96 640: 7%|▋ | 4/59 [00:01<00:12, 4.47it/s] 16/299 5.66G 0.04965 0.01964 0.01388 0.08316 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 16/299 5.66G 0.05 0.01945 0.0137 0.08314 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 16/299 5.66G 0.05 0.01945 0.0137 0.08314 78 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 16/299 5.66G 0.04985 0.0194 0.0131 0.08235 86 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 16/299 5.66G 0.04985 0.0194 0.0131 0.08235 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 16/299 5.66G 0.04984 0.01917 0.01301 0.08201 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 16/299 5.66G 0.04984 0.01917 0.01301 0.08201 72 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 16/299 5.66G 0.0495 0.01911 0.01276 0.08138 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 16/299 5.66G 0.0495 0.01911 0.01276 0.08138 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 16/299 5.66G 0.04934 0.01942 0.01307 0.08183 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 16/299 5.66G 0.04934 0.01942 0.01307 0.08183 97 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 16/299 5.66G 0.04898 0.0196 0.01286 0.08144 97 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 16/299 5.66G 0.04898 0.0196 0.01286 0.08144 97 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 16/299 5.66G 0.04857 0.01934 0.01295 0.08086 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 16/299 5.66G 0.04857 0.01934 0.01295 0.08086 71 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 16/299 5.66G 0.04848 0.01944 0.01284 0.08076 82 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 16/299 5.66G 0.04848 0.01944 0.01284 0.08076 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 16/299 5.66G 0.04858 0.01938 0.01279 0.08075 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 16/299 5.66G 0.04858 0.01938 0.01279 0.08075 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 16/299 5.66G 0.04854 0.0192 0.01242 0.08016 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 16/299 5.66G 0.04854 0.0192 0.01242 0.08016 68 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 16/299 5.66G 0.0487 0.01938 0.01247 0.08055 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:02<00:01, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.209 0.226 0.121 0.0398
0%| | 0/59 [00:00<?, ?it/s] 17/299 5.66G 0.04876 0.01896 0.0164 0.08413 80 640: 0%| | 0/59 [00:00<?, ?it/s] 17/299 5.66G 0.04876 0.01896 0.0164 0.08413 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 17/299 5.66G 0.04878 0.02126 0.01539 0.08543 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 17/299 5.66G 0.04878 0.02126 0.01539 0.08543 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 17/299 5.66G 0.04922 0.02222 0.0147 0.08614 100 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 17/299 5.66G 0.04922 0.02222 0.0147 0.08614 100 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 17/299 5.66G 0.04911 0.02159 0.01424 0.08494 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 17/299 5.66G 0.04911 0.02159 0.01424 0.08494 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 17/299 5.66G 0.04964 0.02089 0.01403 0.08457 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 17/299 5.66G 0.04964 0.02089 0.01403 0.08457 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 17/299 5.66G 0.0505 0.02075 0.01505 0.0863 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 17/299 5.66G 0.0505 0.02075 0.01505 0.0863 76 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 17/299 5.66G 0.05016 0.02037 0.01439 0.08492 79 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 17/299 5.66G 0.05016 0.02037 0.01439 0.08492 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 17/299 5.66G 0.05044 0.02071 0.01414 0.08529 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 17/299 5.66G 0.05044 0.02071 0.01414 0.08529 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 17/299 5.66G 0.05046 0.02079 0.01411 0.08537 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 17/299 5.66G 0.05046 0.02079 0.01411 0.08537 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 17/299 5.66G 0.05062 0.02064 0.01414 0.0854 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 17/299 5.66G 0.05062 0.02064 0.01414 0.0854 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 17/299 5.66G 0.05039 0.02096 0.01373 0.08508 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 17/299 5.66G 0.05039 0.02096 0.01373 0.08508 99 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 17/299 5.66G 0.04989 0.02085 0.01347 0.08421 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 17/299 5.66G 0.04989 0.02085 0.01347 0.08421 87 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 17/299 5.66G 0.04983 0.0207 0.01368 0.08421 77 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 17/299 5.66G 0.04983 0.0207 0.01368 0.08421 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 17/299 5.66G 0.05008 0.02046 0.01411 0.08465 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 17/299 5.66G 0.05008 0.02046 0.01411 0.08465 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 17/299 5.66G 0.04999 0.0205 0.01419 0.08469 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 17/299 5.66G 0.04999 0.0205 0.01419 0.08469 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 17/299 5.66G 0.05006 0.02035 0.01428 0.08469 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.233 0.24 0.15 0.0599
0%| | 0/59 [00:00<?, ?it/s] 18/299 5.66G 0.0529 0.01932 0.01298 0.08521 83 640: 0%| | 0/59 [00:00<?, ?it/s] 18/299 5.66G 0.0529 0.01932 0.01298 0.08521 83 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 18/299 5.66G 0.05012 0.02014 0.0138 0.08406 91 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 18/299 5.66G 0.05012 0.02014 0.0138 0.08406 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 18/299 5.66G 0.04923 0.01934 0.01289 0.08146 68 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 18/299 5.66G 0.04923 0.01934 0.01289 0.08146 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 18/299 5.66G 0.04981 0.02018 0.01468 0.08468 94 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 18/299 5.66G 0.04981 0.02018 0.01468 0.08468 94 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 18/299 5.66G 0.04953 0.01944 0.01477 0.08375 74 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 18/299 5.66G 0.04953 0.01944 0.01477 0.08375 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 18/299 5.66G 0.05055 0.02022 0.01491 0.08568 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 18/299 5.66G 0.05055 0.02022 0.01491 0.08568 101 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 18/299 5.66G 0.04996 0.02049 0.01418 0.08463 97 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 18/299 5.66G 0.04996 0.02049 0.01418 0.08463 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 18/299 5.66G 0.04973 0.02031 0.01433 0.08437 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 18/299 5.66G 0.04973 0.02031 0.01433 0.08437 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 18/299 5.66G 0.0499 0.02029 0.01433 0.08453 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 18/299 5.66G 0.0499 0.02029 0.01433 0.08453 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 18/299 5.66G 0.05007 0.02033 0.01381 0.08421 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 18/299 5.66G 0.05007 0.02033 0.01381 0.08421 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 18/299 5.66G 0.05 0.02064 0.01333 0.08396 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 18/299 5.66G 0.05 0.02064 0.01333 0.08396 100 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 18/299 5.66G 0.0495 0.02027 0.01331 0.08309 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 18/299 5.66G 0.0495 0.02027 0.01331 0.08309 69 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 18/299 5.66G 0.04964 0.02002 0.01377 0.08342 74 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 18/299 5.66G 0.04964 0.02002 0.01377 0.08342 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 18/299 5.66G 0.04973 0.02005 0.01458 0.08436 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 18/299 5.66G 0.04973 0.02005 0.01458 0.08436 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 18/299 5.66G 0.04975 0.02003 0.01421 0.08399 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 18/299 5.66G 0.04975 0.02003 0.01421 0.08399 88 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 18/299 5.66G 0.04963 0.02033 0.01417 0.08413 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.389 0.312 0.239 0.0955
0%| | 0/59 [00:00<?, ?it/s] 19/299 5.66G 0.04949 0.01941 0.01302 0.08191 78 640: 0%| | 0/59 [00:00<?, ?it/s] 19/299 5.66G 0.04949 0.01941 0.01302 0.08191 78 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 19/299 5.66G 0.04815 0.01967 0.01362 0.08144 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 19/299 5.66G 0.04815 0.01967 0.01362 0.08144 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 19/299 5.66G 0.04696 0.01953 0.0128 0.07929 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 19/299 5.66G 0.04696 0.01953 0.0128 0.07929 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 19/299 5.66G 0.04669 0.01972 0.01226 0.07867 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 19/299 5.66G 0.04669 0.01972 0.01226 0.07867 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 19/299 5.66G 0.04789 0.0191 0.0121 0.0791 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 19/299 5.66G 0.04789 0.0191 0.0121 0.0791 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 19/299 5.66G 0.04912 0.01887 0.01285 0.08084 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 19/299 5.66G 0.04912 0.01887 0.01285 0.08084 75 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 19/299 5.66G 0.04859 0.01893 0.01309 0.08061 88 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 19/299 5.66G 0.04859 0.01893 0.01309 0.08061 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 19/299 5.66G 0.04844 0.01942 0.01301 0.08087 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 19/299 5.66G 0.04844 0.01942 0.01301 0.08087 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 19/299 5.66G 0.04862 0.01921 0.01329 0.08112 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 19/299 5.66G 0.04862 0.01921 0.01329 0.08112 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 19/299 5.66G 0.04861 0.01934 0.01359 0.08154 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 19/299 5.66G 0.04861 0.01934 0.01359 0.08154 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 19/299 5.66G 0.04877 0.01934 0.01298 0.08109 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 19/299 5.66G 0.04877 0.01934 0.01298 0.08109 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 19/299 5.66G 0.04889 0.01958 0.0131 0.08157 88 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 19/299 5.66G 0.04889 0.01958 0.0131 0.08157 88 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 19/299 5.66G 0.04872 0.01962 0.01314 0.08147 88 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 19/299 5.66G 0.04872 0.01962 0.01314 0.08147 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 19/299 5.66G 0.04867 0.01927 0.01358 0.08152 63 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 19/299 5.66G 0.04867 0.01927 0.01358 0.08152 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 19/299 5.66G 0.04834 0.01916 0.01369 0.08118 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 19/299 5.66G 0.04834 0.01916 0.01369 0.08118 76 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 19/299 5.66G 0.04855 0.01954 0.01386 0.08195 105 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.379 0.347 0.306 0.131
0%| | 0/59 [00:00<?, ?it/s] 20/299 5.66G 0.04671 0.01646 0.006262 0.06943 75 640: 0%| | 0/59 [00:00<?, ?it/s] 20/299 5.66G 0.04671 0.01646 0.006262 0.06943 75 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 20/299 5.66G 0.04695 0.01911 0.008822 0.07487 96 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 20/299 5.66G 0.04695 0.01911 0.008822 0.07487 96 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 20/299 5.66G 0.04632 0.01931 0.00872 0.07435 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 20/299 5.66G 0.04632 0.01931 0.00872 0.07435 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 20/299 5.66G 0.04747 0.01892 0.01195 0.07834 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 20/299 5.66G 0.04747 0.01892 0.01195 0.07834 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 20/299 5.66G 0.04713 0.01974 0.01117 0.07805 105 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 20/299 5.66G 0.04713 0.01974 0.01117 0.07805 105 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 20/299 5.66G 0.04744 0.02046 0.01131 0.07921 106 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 20/299 5.66G 0.04744 0.02046 0.01131 0.07921 106 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 20/299 5.66G 0.04827 0.01992 0.01148 0.07967 82 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 20/299 5.66G 0.04827 0.01992 0.01148 0.07967 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 20/299 5.66G 0.04772 0.01956 0.0113 0.07858 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 20/299 5.66G 0.04772 0.01956 0.0113 0.07858 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 20/299 5.66G 0.04786 0.01958 0.01117 0.07862 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 20/299 5.66G 0.04786 0.01958 0.01117 0.07862 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 20/299 5.66G 0.04784 0.01944 0.01085 0.07814 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 20/299 5.66G 0.04784 0.01944 0.01085 0.07814 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 20/299 5.66G 0.0474 0.01942 0.01114 0.07795 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 20/299 5.66G 0.0474 0.01942 0.01114 0.07795 94 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 20/299 5.66G 0.04698 0.01935 0.0109 0.07723 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 20/299 5.66G 0.04698 0.01935 0.0109 0.07723 78 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 20/299 5.66G 0.04679 0.01906 0.0109 0.07675 68 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 20/299 5.66G 0.04679 0.01906 0.0109 0.07675 68 640: 22%|██▏ | 13/59 [00:02<00:10, 4.26it/s] 20/299 5.66G 0.04685 0.01895 0.01074 0.07653 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.26it/s] 20/299 5.66G 0.04685 0.01895 0.01074 0.07653 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 20/299 5.66G 0.0469 0.01875 0.01062 0.07628 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 20/299 5.66G 0.0469 0.01875 0.01062 0.07628 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.23it/s] 20/299 5.66G 0.04687 0.0187 0.01043 0.076 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.356 0.332 0.303 0.128
0%| | 0/59 [00:00<?, ?it/s] 21/299 5.66G 0.04641 0.0231 0.011 0.08051 94 640: 0%| | 0/59 [00:00<?, ?it/s] 21/299 5.66G 0.04641 0.0231 0.011 0.08051 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 21/299 5.66G 0.04566 0.02115 0.01069 0.07749 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 21/299 5.66G 0.04566 0.02115 0.01069 0.07749 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 21/299 5.66G 0.04606 0.02189 0.01001 0.07795 101 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 21/299 5.66G 0.04606 0.02189 0.01001 0.07795 101 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 21/299 5.66G 0.04711 0.02062 0.009068 0.07679 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 21/299 5.66G 0.04711 0.02062 0.009068 0.07679 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 21/299 5.66G 0.04757 0.02051 0.009431 0.07751 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 21/299 5.66G 0.04757 0.02051 0.009431 0.07751 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 21/299 5.66G 0.04758 0.0205 0.01004 0.07812 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 21/299 5.66G 0.04758 0.0205 0.01004 0.07812 80 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 21/299 5.66G 0.04874 0.02077 0.01039 0.0799 100 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 21/299 5.66G 0.04874 0.02077 0.01039 0.0799 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 21/299 5.66G 0.04851 0.02025 0.01131 0.08007 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 21/299 5.66G 0.04851 0.02025 0.01131 0.08007 72 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 21/299 5.66G 0.04852 0.02029 0.01138 0.08019 97 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 21/299 5.66G 0.04852 0.02029 0.01138 0.08019 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 21/299 5.66G 0.04853 0.02004 0.01181 0.08038 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 21/299 5.66G 0.04853 0.02004 0.01181 0.08038 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 21/299 5.66G 0.04848 0.01984 0.01167 0.07998 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 21/299 5.66G 0.04848 0.01984 0.01167 0.07998 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 21/299 5.66G 0.0484 0.01961 0.01162 0.07963 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 21/299 5.66G 0.0484 0.01961 0.01162 0.07963 72 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 21/299 5.66G 0.04833 0.01973 0.01187 0.07993 92 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 21/299 5.66G 0.04833 0.01973 0.01187 0.07993 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 21/299 5.66G 0.04842 0.01945 0.01181 0.07967 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 21/299 5.66G 0.04842 0.01945 0.01181 0.07967 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 21/299 5.66G 0.04809 0.01929 0.01201 0.0794 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 21/299 5.66G 0.04809 0.01929 0.01201 0.0794 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 21/299 5.66G 0.0478 0.0194 0.01187 0.07907 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.371 0.462 0.352 0.149
0%| | 0/59 [00:00<?, ?it/s] 22/299 5.66G 0.04138 0.01439 0.006713 0.06248 65 640: 0%| | 0/59 [00:00<?, ?it/s] 22/299 5.66G 0.04138 0.01439 0.006713 0.06248 65 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 22/299 5.66G 0.04288 0.01651 0.006707 0.0661 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 22/299 5.66G 0.04288 0.01651 0.006707 0.0661 85 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 22/299 5.66G 0.04356 0.01643 0.009151 0.06914 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 22/299 5.66G 0.04356 0.01643 0.009151 0.06914 73 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 22/299 5.66G 0.04518 0.01674 0.008884 0.0708 84 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 22/299 5.66G 0.04518 0.01674 0.008884 0.0708 84 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 22/299 5.66G 0.04562 0.01724 0.009354 0.07221 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 22/299 5.66G 0.04562 0.01724 0.009354 0.07221 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 22/299 5.66G 0.04594 0.01762 0.01073 0.07429 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 22/299 5.66G 0.04594 0.01762 0.01073 0.07429 87 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 22/299 5.66G 0.0461 0.01841 0.01046 0.07498 97 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 22/299 5.66G 0.0461 0.01841 0.01046 0.07498 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 22/299 5.66G 0.04631 0.0194 0.01055 0.07627 115 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 22/299 5.66G 0.04631 0.0194 0.01055 0.07627 115 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 22/299 5.66G 0.04659 0.01942 0.01075 0.07676 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 22/299 5.66G 0.04659 0.01942 0.01075 0.07676 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 22/299 5.66G 0.04643 0.01907 0.0105 0.076 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 22/299 5.66G 0.04643 0.01907 0.0105 0.076 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 22/299 5.66G 0.04654 0.01906 0.01084 0.07644 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 22/299 5.66G 0.04654 0.01906 0.01084 0.07644 86 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 22/299 5.66G 0.0465 0.01913 0.01072 0.07635 89 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 22/299 5.66G 0.0465 0.01913 0.01072 0.07635 89 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 22/299 5.66G 0.04632 0.019 0.01099 0.0763 75 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 22/299 5.66G 0.04632 0.019 0.01099 0.0763 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 22/299 5.66G 0.04652 0.01877 0.01097 0.07626 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 22/299 5.66G 0.04652 0.01877 0.01097 0.07626 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 22/299 5.66G 0.04627 0.01849 0.01091 0.07567 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 22/299 5.66G 0.04627 0.01849 0.01091 0.07567 66 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 22/299 5.66G 0.04613 0.01826 0.01071 0.07511 65 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.658 0.122 0.115 0.0408
0%| | 0/59 [00:00<?, ?it/s] 23/299 5.66G 0.04826 0.02109 0.0105 0.07985 90 640: 0%| | 0/59 [00:00<?, ?it/s] 23/299 5.66G 0.04826 0.02109 0.0105 0.07985 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 23/299 5.66G 0.04754 0.01956 0.01208 0.07918 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 23/299 5.66G 0.04754 0.01956 0.01208 0.07918 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 23/299 5.66G 0.04537 0.01908 0.01078 0.07523 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 23/299 5.66G 0.04537 0.01908 0.01078 0.07523 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 23/299 5.66G 0.04402 0.01804 0.01042 0.07248 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 23/299 5.66G 0.04402 0.01804 0.01042 0.07248 68 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 23/299 5.66G 0.04459 0.01731 0.01009 0.07198 69 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 23/299 5.66G 0.04459 0.01731 0.01009 0.07198 69 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 23/299 5.66G 0.0449 0.01812 0.009972 0.07299 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 23/299 5.66G 0.0449 0.01812 0.009972 0.07299 89 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 23/299 5.66G 0.04428 0.01799 0.01022 0.07249 79 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 23/299 5.66G 0.04428 0.01799 0.01022 0.07249 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 23/299 5.66G 0.04476 0.01814 0.00978 0.07269 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 23/299 5.66G 0.04476 0.01814 0.00978 0.07269 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 23/299 5.66G 0.04489 0.01816 0.009497 0.07255 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 23/299 5.66G 0.04489 0.01816 0.009497 0.07255 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 23/299 5.66G 0.04514 0.01868 0.01036 0.07418 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 23/299 5.66G 0.04514 0.01868 0.01036 0.07418 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 23/299 5.66G 0.04525 0.01897 0.01069 0.07491 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 23/299 5.66G 0.04525 0.01897 0.01069 0.07491 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 23/299 5.66G 0.04515 0.01918 0.01087 0.0752 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 23/299 5.66G 0.04515 0.01918 0.01087 0.0752 90 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 23/299 5.66G 0.04506 0.01907 0.01065 0.07478 77 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 23/299 5.66G 0.04506 0.01907 0.01065 0.07478 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 23/299 5.66G 0.04525 0.01886 0.01084 0.07496 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 23/299 5.66G 0.04525 0.01886 0.01084 0.07496 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 23/299 5.66G 0.04545 0.01868 0.01068 0.07481 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 23/299 5.66G 0.04545 0.01868 0.01068 0.07481 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 23/299 5.66G 0.04537 0.0187 0.01054 0.07462 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.309 0.358 0.232 0.0938
0%| | 0/59 [00:00<?, ?it/s] 24/299 5.66G 0.04238 0.01615 0.007906 0.06644 69 640: 0%| | 0/59 [00:00<?, ?it/s] 24/299 5.66G 0.04238 0.01615 0.007906 0.06644 69 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 24/299 5.66G 0.04503 0.01673 0.0108 0.07256 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 24/299 5.66G 0.04503 0.01673 0.0108 0.07256 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 24/299 5.66G 0.04607 0.01675 0.01164 0.07445 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 24/299 5.66G 0.04607 0.01675 0.01164 0.07445 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 24/299 5.66G 0.04615 0.01755 0.01142 0.07512 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 24/299 5.66G 0.04615 0.01755 0.01142 0.07512 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 24/299 5.66G 0.04673 0.01813 0.01074 0.0756 95 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 24/299 5.66G 0.04673 0.01813 0.01074 0.0756 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 24/299 5.66G 0.04717 0.01842 0.012 0.07759 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 24/299 5.66G 0.04717 0.01842 0.012 0.07759 97 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 24/299 5.66G 0.04717 0.01834 0.01143 0.07694 89 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 24/299 5.66G 0.04717 0.01834 0.01143 0.07694 89 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 24/299 5.66G 0.04658 0.01843 0.01089 0.0759 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 24/299 5.66G 0.04658 0.01843 0.01089 0.0759 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 24/299 5.66G 0.04667 0.01873 0.01162 0.07701 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 24/299 5.66G 0.04667 0.01873 0.01162 0.07701 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 24/299 5.66G 0.04651 0.01894 0.01187 0.07733 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 24/299 5.66G 0.04651 0.01894 0.01187 0.07733 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 24/299 5.66G 0.04599 0.01884 0.01217 0.07699 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 24/299 5.66G 0.04599 0.01884 0.01217 0.07699 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 24/299 5.66G 0.04584 0.01846 0.01205 0.07635 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 24/299 5.66G 0.04584 0.01846 0.01205 0.07635 70 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 24/299 5.66G 0.04571 0.01847 0.0122 0.07638 78 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 24/299 5.66G 0.04571 0.01847 0.0122 0.07638 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.30it/s] 24/299 5.66G 0.04584 0.01846 0.01189 0.07619 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 24/299 5.66G 0.04584 0.01846 0.01189 0.07619 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 24/299 5.66G 0.04593 0.01866 0.01183 0.07642 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 24/299 5.66G 0.04593 0.01866 0.01183 0.07642 91 640: 25%|██▌ | 15/59 [00:03<00:10, 4.21it/s] 24/299 5.66G 0.04598 0.01888 0.0117 0.07656 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.37it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.623 0.381 0.405 0.179
0%| | 0/59 [00:00<?, ?it/s] 25/299 5.66G 0.04383 0.0169 0.007142 0.06788 87 640: 0%| | 0/59 [00:00<?, ?it/s] 25/299 5.66G 0.04383 0.0169 0.007142 0.06788 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 25/299 5.66G 0.04547 0.018 0.009486 0.07296 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 25/299 5.66G 0.04547 0.018 0.009486 0.07296 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 25/299 5.66G 0.04459 0.01742 0.009296 0.07131 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 25/299 5.66G 0.04459 0.01742 0.009296 0.07131 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 25/299 5.66G 0.04425 0.0177 0.009726 0.07167 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 25/299 5.66G 0.04425 0.0177 0.009726 0.07167 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 25/299 5.66G 0.04371 0.0174 0.009513 0.07063 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 25/299 5.66G 0.04371 0.0174 0.009513 0.07063 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 25/299 5.66G 0.0436 0.01763 0.009793 0.07102 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 25/299 5.66G 0.0436 0.01763 0.009793 0.07102 82 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 25/299 5.66G 0.04338 0.01746 0.009823 0.07066 74 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 25/299 5.66G 0.04338 0.01746 0.009823 0.07066 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 25/299 5.66G 0.04346 0.01731 0.01003 0.07081 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 25/299 5.66G 0.04346 0.01731 0.01003 0.07081 79 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 25/299 5.66G 0.04342 0.01788 0.009787 0.07109 109 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 25/299 5.66G 0.04342 0.01788 0.009787 0.07109 109 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 25/299 5.66G 0.04361 0.01824 0.01009 0.07194 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 25/299 5.66G 0.04361 0.01824 0.01009 0.07194 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 25/299 5.66G 0.0437 0.01829 0.01006 0.07205 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 25/299 5.66G 0.0437 0.01829 0.01006 0.07205 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 25/299 5.66G 0.04345 0.01825 0.00967 0.07137 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 25/299 5.66G 0.04345 0.01825 0.00967 0.07137 90 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 25/299 5.66G 0.0434 0.01802 0.009362 0.07078 74 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 25/299 5.66G 0.0434 0.01802 0.009362 0.07078 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 25/299 5.66G 0.04335 0.01823 0.009242 0.07082 98 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 25/299 5.66G 0.04335 0.01823 0.009242 0.07082 98 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 25/299 5.66G 0.04348 0.01817 0.009634 0.07129 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 25/299 5.66G 0.04348 0.01817 0.009634 0.07129 92 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 25/299 5.66G 0.04352 0.01828 0.009557 0.07136 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.341 0.378 0.275 0.125
0%| | 0/59 [00:00<?, ?it/s] 26/299 5.66G 0.0473 0.01803 0.009212 0.07454 81 640: 0%| | 0/59 [00:00<?, ?it/s] 26/299 5.66G 0.0473 0.01803 0.009212 0.07454 81 640: 2%|▏ | 1/59 [00:00<00:14, 4.01it/s] 26/299 5.66G 0.04611 0.019 0.009958 0.07507 95 640: 2%|▏ | 1/59 [00:00<00:14, 4.01it/s] 26/299 5.66G 0.04611 0.019 0.009958 0.07507 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 26/299 5.66G 0.04558 0.01763 0.009694 0.07291 65 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 26/299 5.66G 0.04558 0.01763 0.009694 0.07291 65 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 26/299 5.66G 0.0444 0.01827 0.009023 0.07169 92 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 26/299 5.66G 0.0444 0.01827 0.009023 0.07169 92 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 26/299 5.66G 0.04407 0.01813 0.008828 0.07103 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 26/299 5.66G 0.04407 0.01813 0.008828 0.07103 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 26/299 5.66G 0.04423 0.01799 0.009625 0.07185 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 26/299 5.66G 0.04423 0.01799 0.009625 0.07185 84 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 26/299 5.66G 0.04385 0.01862 0.009396 0.07188 102 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 26/299 5.66G 0.04385 0.01862 0.009396 0.07188 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 26/299 5.66G 0.04389 0.01876 0.009901 0.07255 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 26/299 5.66G 0.04389 0.01876 0.009901 0.07255 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 26/299 5.66G 0.04349 0.01904 0.009494 0.07203 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 26/299 5.66G 0.04349 0.01904 0.009494 0.07203 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 26/299 5.66G 0.04344 0.01879 0.009712 0.07194 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 26/299 5.66G 0.04344 0.01879 0.009712 0.07194 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 26/299 5.66G 0.04338 0.01886 0.009395 0.07163 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 26/299 5.66G 0.04338 0.01886 0.009395 0.07163 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 26/299 5.66G 0.04353 0.0186 0.009398 0.07152 61 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 26/299 5.66G 0.04353 0.0186 0.009398 0.07152 61 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 26/299 5.66G 0.04345 0.01833 0.009801 0.07158 72 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 26/299 5.66G 0.04345 0.01833 0.009801 0.07158 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 26/299 5.66G 0.04345 0.01846 0.009692 0.0716 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 26/299 5.66G 0.04345 0.01846 0.009692 0.0716 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 26/299 5.66G 0.04337 0.01837 0.009596 0.07134 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 26/299 5.66G 0.04337 0.01837 0.009596 0.07134 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 26/299 5.66G 0.04356 0.01816 0.009418 0.07114 67 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.416 0.241 0.207 0.0745
0%| | 0/59 [00:00<?, ?it/s] 27/299 5.66G 0.04168 0.01831 0.007472 0.06747 90 640: 0%| | 0/59 [00:00<?, ?it/s] 27/299 5.66G 0.04168 0.01831 0.007472 0.06747 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 27/299 5.66G 0.04316 0.01867 0.00787 0.0697 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 27/299 5.66G 0.04316 0.01867 0.00787 0.0697 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 27/299 5.66G 0.04385 0.0182 0.006737 0.06879 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 27/299 5.66G 0.04385 0.0182 0.006737 0.06879 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 27/299 5.66G 0.04373 0.01867 0.007276 0.06968 92 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 27/299 5.66G 0.04373 0.01867 0.007276 0.06968 92 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 27/299 5.66G 0.04491 0.01878 0.008475 0.07216 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 27/299 5.66G 0.04491 0.01878 0.008475 0.07216 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 27/299 5.66G 0.04503 0.01846 0.008507 0.072 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 27/299 5.66G 0.04503 0.01846 0.008507 0.072 68 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 27/299 5.66G 0.04549 0.01813 0.008528 0.07215 79 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 27/299 5.66G 0.04549 0.01813 0.008528 0.07215 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 27/299 5.66G 0.04506 0.01827 0.008323 0.07166 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 27/299 5.66G 0.04506 0.01827 0.008323 0.07166 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 27/299 5.66G 0.04527 0.01865 0.00815 0.07207 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 27/299 5.66G 0.04527 0.01865 0.00815 0.07207 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 27/299 5.66G 0.04518 0.01852 0.008092 0.07179 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 27/299 5.66G 0.04518 0.01852 0.008092 0.07179 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 27/299 5.66G 0.04492 0.01872 0.008105 0.07174 104 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 27/299 5.66G 0.04492 0.01872 0.008105 0.07174 104 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 27/299 5.66G 0.04463 0.01859 0.008524 0.07175 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 27/299 5.66G 0.04463 0.01859 0.008524 0.07175 79 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 27/299 5.66G 0.04473 0.01877 0.008462 0.07196 98 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 27/299 5.66G 0.04473 0.01877 0.008462 0.07196 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 27/299 5.66G 0.04522 0.01875 0.008927 0.0729 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 27/299 5.66G 0.04522 0.01875 0.008927 0.0729 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 27/299 5.66G 0.04516 0.01851 0.008957 0.07263 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 27/299 5.66G 0.04516 0.01851 0.008957 0.07263 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 27/299 5.66G 0.04512 0.01842 0.008903 0.07244 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.54 0.368 0.381 0.177
0%| | 0/59 [00:00<?, ?it/s] 28/299 5.66G 0.04674 0.01549 0.01089 0.07312 76 640: 0%| | 0/59 [00:00<?, ?it/s] 28/299 5.66G 0.04674 0.01549 0.01089 0.07312 76 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 28/299 5.66G 0.04453 0.0176 0.01098 0.07311 86 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 28/299 5.66G 0.04453 0.0176 0.01098 0.07311 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 28/299 5.66G 0.04354 0.01765 0.01104 0.07223 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 28/299 5.66G 0.04354 0.01765 0.01104 0.07223 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 28/299 5.66G 0.04294 0.01737 0.0105 0.0708 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 28/299 5.66G 0.04294 0.01737 0.0105 0.0708 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 28/299 5.66G 0.04379 0.01695 0.01055 0.07129 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 28/299 5.66G 0.04379 0.01695 0.01055 0.07129 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 28/299 5.66G 0.04391 0.01639 0.01096 0.07126 63 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 28/299 5.66G 0.04391 0.01639 0.01096 0.07126 63 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 28/299 5.66G 0.04343 0.01642 0.01089 0.07075 70 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 28/299 5.66G 0.04343 0.01642 0.01089 0.07075 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 28/299 5.66G 0.04343 0.01603 0.01035 0.06981 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 28/299 5.66G 0.04343 0.01603 0.01035 0.06981 71 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 28/299 5.66G 0.04359 0.01607 0.01033 0.07 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 28/299 5.66G 0.04359 0.01607 0.01033 0.07 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 28/299 5.66G 0.04398 0.01631 0.01004 0.07034 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 28/299 5.66G 0.04398 0.01631 0.01004 0.07034 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 28/299 5.66G 0.04446 0.01632 0.01029 0.07107 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 28/299 5.66G 0.04446 0.01632 0.01029 0.07107 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 28/299 5.66G 0.04417 0.01654 0.01008 0.0708 89 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 28/299 5.66G 0.04417 0.01654 0.01008 0.0708 89 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 28/299 5.66G 0.04397 0.01684 0.0101 0.07091 96 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 28/299 5.66G 0.04397 0.01684 0.0101 0.07091 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 28/299 5.66G 0.04406 0.01697 0.01009 0.07112 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 28/299 5.66G 0.04406 0.01697 0.01009 0.07112 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 28/299 5.66G 0.04401 0.01675 0.01013 0.0709 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 28/299 5.66G 0.04401 0.01675 0.01013 0.0709 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 28/299 5.66G 0.04383 0.01687 0.009972 0.07067 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.46 0.382 0.347 0.123
0%| | 0/59 [00:00<?, ?it/s] 29/299 5.66G 0.04162 0.01666 0.007121 0.0654 77 640: 0%| | 0/59 [00:00<?, ?it/s] 29/299 5.66G 0.04162 0.01666 0.007121 0.0654 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 29/299 5.66G 0.04493 0.01773 0.008278 0.07095 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 29/299 5.66G 0.04493 0.01773 0.008278 0.07095 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 29/299 5.66G 0.04437 0.01872 0.009194 0.07228 106 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 29/299 5.66G 0.04437 0.01872 0.009194 0.07228 106 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 29/299 5.66G 0.04381 0.0184 0.009036 0.07125 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 29/299 5.66G 0.04381 0.0184 0.009036 0.07125 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 29/299 5.66G 0.04346 0.01896 0.008647 0.07107 96 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 29/299 5.66G 0.04346 0.01896 0.008647 0.07107 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 29/299 5.66G 0.04373 0.01905 0.008352 0.07113 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 29/299 5.66G 0.04373 0.01905 0.008352 0.07113 91 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 29/299 5.66G 0.04348 0.01901 0.008488 0.07097 86 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 29/299 5.66G 0.04348 0.01901 0.008488 0.07097 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 29/299 5.66G 0.04329 0.01908 0.008526 0.07089 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 29/299 5.66G 0.04329 0.01908 0.008526 0.07089 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 29/299 5.66G 0.04312 0.01879 0.008212 0.07012 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 29/299 5.66G 0.04312 0.01879 0.008212 0.07012 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 29/299 5.66G 0.04304 0.01883 0.008348 0.07022 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 29/299 5.66G 0.04304 0.01883 0.008348 0.07022 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 29/299 5.66G 0.04302 0.01908 0.008361 0.07046 106 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 29/299 5.66G 0.04302 0.01908 0.008361 0.07046 106 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 29/299 5.66G 0.04293 0.01883 0.008235 0.06999 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 29/299 5.66G 0.04293 0.01883 0.008235 0.06999 76 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 29/299 5.66G 0.04311 0.0188 0.008288 0.0702 95 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 29/299 5.66G 0.04311 0.0188 0.008288 0.0702 95 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 29/299 5.66G 0.04306 0.01871 0.008486 0.07025 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 29/299 5.66G 0.04306 0.01871 0.008486 0.07025 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 29/299 5.66G 0.04306 0.01871 0.008386 0.07015 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 29/299 5.66G 0.04306 0.01871 0.008386 0.07015 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 29/299 5.66G 0.04319 0.01891 0.008491 0.07059 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:18, 2.27s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.12s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 1.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.482 0.358 0.36 0.153
0%| | 0/59 [00:00<?, ?it/s] 30/299 5.66G 0.03971 0.01732 0.00896 0.06599 86 640: 0%| | 0/59 [00:00<?, ?it/s] 30/299 5.66G 0.03971 0.01732 0.00896 0.06599 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 30/299 5.66G 0.04196 0.01807 0.008001 0.06803 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 30/299 5.66G 0.04196 0.01807 0.008001 0.06803 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 30/299 5.66G 0.04071 0.01704 0.007624 0.06537 75 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 30/299 5.66G 0.04071 0.01704 0.007624 0.06537 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 30/299 5.66G 0.04151 0.01693 0.007461 0.0659 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 30/299 5.66G 0.04151 0.01693 0.007461 0.0659 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 30/299 5.66G 0.04223 0.01756 0.00781 0.0676 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 30/299 5.66G 0.04223 0.01756 0.00781 0.0676 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 30/299 5.66G 0.04208 0.01763 0.007938 0.06765 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 30/299 5.66G 0.04208 0.01763 0.007938 0.06765 91 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 30/299 5.66G 0.04209 0.01744 0.008812 0.06835 79 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 30/299 5.66G 0.04209 0.01744 0.008812 0.06835 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 30/299 5.66G 0.04215 0.01723 0.008386 0.06776 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 30/299 5.66G 0.04215 0.01723 0.008386 0.06776 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 30/299 5.66G 0.042 0.01719 0.008616 0.0678 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 30/299 5.66G 0.042 0.01719 0.008616 0.0678 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 30/299 5.66G 0.04191 0.0174 0.008411 0.06772 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 30/299 5.66G 0.04191 0.0174 0.008411 0.06772 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 30/299 5.66G 0.04212 0.01758 0.00856 0.06826 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 30/299 5.66G 0.04212 0.01758 0.00856 0.06826 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 30/299 5.66G 0.04213 0.01735 0.008992 0.06847 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 30/299 5.66G 0.04213 0.01735 0.008992 0.06847 69 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 30/299 5.66G 0.04234 0.01734 0.008837 0.06852 84 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 30/299 5.66G 0.04234 0.01734 0.008837 0.06852 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 30/299 5.66G 0.0424 0.01732 0.008866 0.06859 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 30/299 5.66G 0.0424 0.01732 0.008866 0.06859 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 30/299 5.66G 0.04247 0.01731 0.009216 0.06899 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 30/299 5.66G 0.04247 0.01731 0.009216 0.06899 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 30/299 5.66G 0.04252 0.01723 0.00898 0.06873 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:03, 2.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.532 0.349 0.382 0.175
0%| | 0/59 [00:00<?, ?it/s] 31/299 5.66G 0.04213 0.01671 0.009706 0.06855 73 640: 0%| | 0/59 [00:00<?, ?it/s] 31/299 5.66G 0.04213 0.01671 0.009706 0.06855 73 640: 2%|▏ | 1/59 [00:00<00:13, 4.42it/s] 31/299 5.66G 0.04204 0.01925 0.00944 0.07073 101 640: 2%|▏ | 1/59 [00:00<00:13, 4.42it/s] 31/299 5.66G 0.04204 0.01925 0.00944 0.07073 101 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 31/299 5.66G 0.04264 0.01921 0.01005 0.0719 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 31/299 5.66G 0.04264 0.01921 0.01005 0.0719 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 31/299 5.66G 0.0418 0.01889 0.009625 0.07031 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 31/299 5.66G 0.0418 0.01889 0.009625 0.07031 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 31/299 5.66G 0.04178 0.01844 0.009001 0.06922 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 31/299 5.66G 0.04178 0.01844 0.009001 0.06922 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 31/299 5.66G 0.04221 0.01918 0.009427 0.07081 103 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 31/299 5.66G 0.04221 0.01918 0.009427 0.07081 103 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 31/299 5.66G 0.0422 0.01881 0.009607 0.07062 78 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 31/299 5.66G 0.0422 0.01881 0.009607 0.07062 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 31/299 5.66G 0.04231 0.01894 0.009723 0.07097 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 31/299 5.66G 0.04231 0.01894 0.009723 0.07097 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 31/299 5.66G 0.04275 0.01912 0.009257 0.07112 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 31/299 5.66G 0.04275 0.01912 0.009257 0.07112 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 31/299 5.66G 0.0432 0.01892 0.00949 0.0716 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 31/299 5.66G 0.0432 0.01892 0.00949 0.0716 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 31/299 5.66G 0.04333 0.01889 0.009446 0.07166 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 31/299 5.66G 0.04333 0.01889 0.009446 0.07166 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 31/299 5.66G 0.04293 0.0185 0.009282 0.07071 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 31/299 5.66G 0.04293 0.0185 0.009282 0.07071 77 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 31/299 5.66G 0.04279 0.01853 0.009273 0.07059 92 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 31/299 5.66G 0.04279 0.01853 0.009273 0.07059 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 31/299 5.66G 0.04283 0.01828 0.009364 0.07048 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 31/299 5.66G 0.04283 0.01828 0.009364 0.07048 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 31/299 5.66G 0.04286 0.01825 0.009155 0.07026 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 31/299 5.66G 0.04286 0.01825 0.009155 0.07026 88 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 31/299 5.66G 0.04287 0.01813 0.009017 0.07002 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.51 0.457 0.432 0.18
0%| | 0/59 [00:00<?, ?it/s] 32/299 5.66G 0.04109 0.01617 0.005652 0.06291 80 640: 0%| | 0/59 [00:00<?, ?it/s] 32/299 5.66G 0.04109 0.01617 0.005652 0.06291 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 32/299 5.66G 0.04062 0.01524 0.005892 0.06176 70 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 32/299 5.66G 0.04062 0.01524 0.005892 0.06176 70 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 32/299 5.66G 0.04071 0.01661 0.006424 0.06374 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 32/299 5.66G 0.04071 0.01661 0.006424 0.06374 91 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 32/299 5.66G 0.0407 0.01654 0.006568 0.06381 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 32/299 5.66G 0.0407 0.01654 0.006568 0.06381 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 32/299 5.66G 0.04075 0.01675 0.006565 0.06406 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 32/299 5.66G 0.04075 0.01675 0.006565 0.06406 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 32/299 5.66G 0.04179 0.01648 0.007384 0.06566 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 32/299 5.66G 0.04179 0.01648 0.007384 0.06566 77 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 32/299 5.66G 0.0419 0.01658 0.007348 0.06582 82 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 32/299 5.66G 0.0419 0.01658 0.007348 0.06582 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 32/299 5.66G 0.04191 0.01704 0.007126 0.06608 104 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 32/299 5.66G 0.04191 0.01704 0.007126 0.06608 104 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 32/299 5.66G 0.04222 0.01717 0.007081 0.06647 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 32/299 5.66G 0.04222 0.01717 0.007081 0.06647 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 32/299 5.66G 0.04259 0.01712 0.007114 0.06683 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 32/299 5.66G 0.04259 0.01712 0.007114 0.06683 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 32/299 5.66G 0.04253 0.01701 0.007011 0.06655 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 32/299 5.66G 0.04253 0.01701 0.007011 0.06655 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 32/299 5.66G 0.04229 0.01674 0.006734 0.06575 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 32/299 5.66G 0.04229 0.01674 0.006734 0.06575 82 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 32/299 5.66G 0.04236 0.01691 0.006981 0.06625 99 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 32/299 5.66G 0.04236 0.01691 0.006981 0.06625 99 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 32/299 5.66G 0.04263 0.01654 0.006981 0.06615 63 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 32/299 5.66G 0.04263 0.01654 0.006981 0.06615 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 32/299 5.66G 0.04274 0.01667 0.007266 0.06667 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 32/299 5.66G 0.04274 0.01667 0.007266 0.06667 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 32/299 5.66G 0.04264 0.01673 0.007327 0.06669 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.363 0.367 0.292 0.15
0%| | 0/59 [00:00<?, ?it/s] 33/299 5.66G 0.04461 0.01513 0.006537 0.06628 68 640: 0%| | 0/59 [00:00<?, ?it/s] 33/299 5.66G 0.04461 0.01513 0.006537 0.06628 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 33/299 5.66G 0.0434 0.01577 0.008593 0.06776 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 33/299 5.66G 0.0434 0.01577 0.008593 0.06776 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 33/299 5.66G 0.04203 0.01616 0.007843 0.06603 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 33/299 5.66G 0.04203 0.01616 0.007843 0.06603 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 33/299 5.66G 0.04185 0.01567 0.008117 0.06564 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 33/299 5.66G 0.04185 0.01567 0.008117 0.06564 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 33/299 5.66G 0.04261 0.01646 0.007433 0.0665 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 33/299 5.66G 0.04261 0.01646 0.007433 0.0665 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 33/299 5.66G 0.04268 0.01724 0.00774 0.06766 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 33/299 5.66G 0.04268 0.01724 0.00774 0.06766 96 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 33/299 5.66G 0.04308 0.01776 0.007698 0.06853 99 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 33/299 5.66G 0.04308 0.01776 0.007698 0.06853 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 33/299 5.66G 0.04287 0.01801 0.007772 0.06865 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 33/299 5.66G 0.04287 0.01801 0.007772 0.06865 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 33/299 5.66G 0.04245 0.01802 0.007811 0.06828 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 33/299 5.66G 0.04245 0.01802 0.007811 0.06828 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 33/299 5.66G 0.04228 0.0183 0.007614 0.06819 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 33/299 5.66G 0.04228 0.0183 0.007614 0.06819 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 33/299 5.66G 0.04175 0.01795 0.007547 0.06725 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 33/299 5.66G 0.04175 0.01795 0.007547 0.06725 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 33/299 5.66G 0.04167 0.01759 0.00775 0.06701 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 33/299 5.66G 0.04167 0.01759 0.00775 0.06701 68 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 33/299 5.66G 0.04163 0.01749 0.007774 0.06689 81 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 33/299 5.66G 0.04163 0.01749 0.007774 0.06689 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 33/299 5.66G 0.04182 0.01739 0.008393 0.0676 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 33/299 5.66G 0.04182 0.01739 0.008393 0.0676 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 33/299 5.66G 0.04167 0.01725 0.008139 0.06706 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 33/299 5.66G 0.04167 0.01725 0.008139 0.06706 85 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 33/299 5.66G 0.04156 0.01708 0.00798 0.06661 68 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.539 0.532 0.505 0.229
0%| | 0/59 [00:00<?, ?it/s] 34/299 5.66G 0.04335 0.0173 0.01104 0.07169 86 640: 0%| | 0/59 [00:00<?, ?it/s] 34/299 5.66G 0.04335 0.0173 0.01104 0.07169 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 34/299 5.66G 0.04271 0.01712 0.00808 0.06791 88 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 34/299 5.66G 0.04271 0.01712 0.00808 0.06791 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 34/299 5.66G 0.04234 0.01644 0.007313 0.06609 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 34/299 5.66G 0.04234 0.01644 0.007313 0.06609 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 34/299 5.66G 0.04186 0.0166 0.008175 0.06663 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 34/299 5.66G 0.04186 0.0166 0.008175 0.06663 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 34/299 5.66G 0.04159 0.01669 0.007235 0.06552 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 34/299 5.66G 0.04159 0.01669 0.007235 0.06552 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 34/299 5.66G 0.04226 0.01707 0.007624 0.06696 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 34/299 5.66G 0.04226 0.01707 0.007624 0.06696 93 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 34/299 5.66G 0.04209 0.01734 0.00774 0.06717 84 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 34/299 5.66G 0.04209 0.01734 0.00774 0.06717 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 34/299 5.66G 0.04194 0.01733 0.007531 0.0668 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 34/299 5.66G 0.04194 0.01733 0.007531 0.0668 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 34/299 5.66G 0.04236 0.01711 0.007233 0.06671 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 34/299 5.66G 0.04236 0.01711 0.007233 0.06671 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 34/299 5.66G 0.04246 0.01703 0.007125 0.06661 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 34/299 5.66G 0.04246 0.01703 0.007125 0.06661 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 34/299 5.66G 0.04247 0.01709 0.007074 0.06663 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 34/299 5.66G 0.04247 0.01709 0.007074 0.06663 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 34/299 5.66G 0.04215 0.01702 0.006937 0.0661 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 34/299 5.66G 0.04215 0.01702 0.006937 0.0661 78 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 34/299 5.66G 0.0421 0.01737 0.006834 0.0663 104 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 34/299 5.66G 0.0421 0.01737 0.006834 0.0663 104 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 34/299 5.66G 0.0419 0.01734 0.006941 0.06618 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 34/299 5.66G 0.0419 0.01734 0.006941 0.06618 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 34/299 5.66G 0.04198 0.0171 0.006994 0.06607 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 34/299 5.66G 0.04198 0.0171 0.006994 0.06607 66 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 34/299 5.66G 0.04188 0.0172 0.007017 0.0661 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.592 0.428 0.45 0.199
0%| | 0/59 [00:00<?, ?it/s] 35/299 5.66G 0.04144 0.02103 0.005402 0.06787 100 640: 0%| | 0/59 [00:00<?, ?it/s] 35/299 5.66G 0.04144 0.02103 0.005402 0.06787 100 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 35/299 5.66G 0.04126 0.01877 0.008516 0.06855 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 35/299 5.66G 0.04126 0.01877 0.008516 0.06855 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 35/299 5.66G 0.04036 0.01784 0.007138 0.06534 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 35/299 5.66G 0.04036 0.01784 0.007138 0.06534 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 35/299 5.66G 0.03945 0.01737 0.007032 0.06385 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 35/299 5.66G 0.03945 0.01737 0.007032 0.06385 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 35/299 5.66G 0.03965 0.01669 0.007213 0.06355 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 35/299 5.66G 0.03965 0.01669 0.007213 0.06355 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 35/299 5.66G 0.04008 0.01726 0.007791 0.06513 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 35/299 5.66G 0.04008 0.01726 0.007791 0.06513 89 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 35/299 5.66G 0.03962 0.01725 0.007245 0.06412 83 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 35/299 5.66G 0.03962 0.01725 0.007245 0.06412 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 35/299 5.66G 0.03998 0.01754 0.007486 0.065 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 35/299 5.66G 0.03998 0.01754 0.007486 0.065 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 35/299 5.66G 0.04025 0.01754 0.007286 0.06508 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 35/299 5.66G 0.04025 0.01754 0.007286 0.06508 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 35/299 5.66G 0.04041 0.01753 0.007349 0.06528 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 35/299 5.66G 0.04041 0.01753 0.007349 0.06528 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 35/299 5.66G 0.04016 0.01753 0.007392 0.06508 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 35/299 5.66G 0.04016 0.01753 0.007392 0.06508 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 35/299 5.66G 0.03996 0.01738 0.007583 0.06492 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 35/299 5.66G 0.03996 0.01738 0.007583 0.06492 86 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 35/299 5.66G 0.03994 0.0173 0.007511 0.06475 83 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 35/299 5.66G 0.03994 0.0173 0.007511 0.06475 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.46it/s] 35/299 5.66G 0.04038 0.01711 0.007669 0.06515 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 35/299 5.66G 0.04038 0.01711 0.007669 0.06515 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 35/299 5.66G 0.04019 0.01713 0.007584 0.0649 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 35/299 5.66G 0.04019 0.01713 0.007584 0.0649 85 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 35/299 5.66G 0.04039 0.01692 0.007343 0.06465 71 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.573 0.566 0.562 0.279
0%| | 0/59 [00:00<?, ?it/s] 36/299 5.66G 0.04049 0.01544 0.01167 0.0676 79 640: 0%| | 0/59 [00:00<?, ?it/s] 36/299 5.66G 0.04049 0.01544 0.01167 0.0676 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 36/299 5.66G 0.04041 0.01602 0.008227 0.06466 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 36/299 5.66G 0.04041 0.01602 0.008227 0.06466 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 36/299 5.66G 0.04012 0.01609 0.009211 0.06542 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 36/299 5.66G 0.04012 0.01609 0.009211 0.06542 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 36/299 5.66G 0.04036 0.0156 0.008365 0.06432 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 36/299 5.66G 0.04036 0.0156 0.008365 0.06432 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 36/299 5.66G 0.0403 0.01555 0.008434 0.06428 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 36/299 5.66G 0.0403 0.01555 0.008434 0.06428 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 36/299 5.66G 0.04125 0.01595 0.008677 0.06587 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 36/299 5.66G 0.04125 0.01595 0.008677 0.06587 93 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 36/299 5.66G 0.04153 0.01539 0.009406 0.06633 55 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 36/299 5.66G 0.04153 0.01539 0.009406 0.06633 55 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 36/299 5.66G 0.04129 0.0157 0.009697 0.06668 77 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 36/299 5.66G 0.04129 0.0157 0.009697 0.06668 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 36/299 5.66G 0.04119 0.01555 0.009345 0.06608 60 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 36/299 5.66G 0.04119 0.01555 0.009345 0.06608 60 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 36/299 5.66G 0.04143 0.01553 0.009585 0.06654 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 36/299 5.66G 0.04143 0.01553 0.009585 0.06654 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 36/299 5.66G 0.04144 0.01584 0.009196 0.06647 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 36/299 5.66G 0.04144 0.01584 0.009196 0.06647 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 36/299 5.66G 0.04128 0.01587 0.00896 0.06611 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 36/299 5.66G 0.04128 0.01587 0.00896 0.06611 84 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 36/299 5.66G 0.04122 0.01565 0.008845 0.06571 73 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 36/299 5.66G 0.04122 0.01565 0.008845 0.06571 73 640: 22%|██▏ | 13/59 [00:02<00:10, 4.30it/s] 36/299 5.66G 0.04132 0.01584 0.008649 0.06581 95 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 36/299 5.66G 0.04132 0.01584 0.008649 0.06581 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 36/299 5.66G 0.04132 0.01587 0.008518 0.06571 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 36/299 5.66G 0.04132 0.01587 0.008518 0.06571 87 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 36/299 5.66G 0.0416 0.01604 0.008534 0.06617 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.497 0.519 0.492 0.234
0%| | 0/59 [00:00<?, ?it/s] 37/299 5.66G 0.04193 0.01683 0.01144 0.0702 72 640: 0%| | 0/59 [00:00<?, ?it/s] 37/299 5.66G 0.04193 0.01683 0.01144 0.0702 72 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 37/299 5.66G 0.04049 0.01643 0.009415 0.06633 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 37/299 5.66G 0.04049 0.01643 0.009415 0.06633 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 37/299 5.66G 0.04155 0.01591 0.007763 0.06523 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 37/299 5.66G 0.04155 0.01591 0.007763 0.06523 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 37/299 5.66G 0.04155 0.01621 0.008637 0.0664 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 37/299 5.66G 0.04155 0.01621 0.008637 0.0664 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 37/299 5.66G 0.04194 0.01652 0.008596 0.06705 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 37/299 5.66G 0.04194 0.01652 0.008596 0.06705 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 37/299 5.66G 0.04252 0.01672 0.008348 0.06759 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 37/299 5.66G 0.04252 0.01672 0.008348 0.06759 93 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 37/299 5.66G 0.04237 0.0169 0.007958 0.06723 93 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 37/299 5.66G 0.04237 0.0169 0.007958 0.06723 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 37/299 5.66G 0.04221 0.01727 0.007906 0.06739 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 37/299 5.66G 0.04221 0.01727 0.007906 0.06739 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 37/299 5.66G 0.04213 0.01698 0.007866 0.06697 70 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 37/299 5.66G 0.04213 0.01698 0.007866 0.06697 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 37/299 5.66G 0.04229 0.01692 0.008056 0.06727 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 37/299 5.66G 0.04229 0.01692 0.008056 0.06727 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 37/299 5.66G 0.04201 0.01706 0.008217 0.06729 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 37/299 5.66G 0.04201 0.01706 0.008217 0.06729 90 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 37/299 5.66G 0.04192 0.01704 0.008358 0.06732 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 37/299 5.66G 0.04192 0.01704 0.008358 0.06732 84 640: 20%|██ | 12/59 [00:02<00:11, 4.25it/s] 37/299 5.66G 0.04185 0.01694 0.008414 0.0672 83 640: 20%|██ | 12/59 [00:02<00:11, 4.25it/s] 37/299 5.66G 0.04185 0.01694 0.008414 0.0672 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 37/299 5.66G 0.04214 0.01676 0.008353 0.06726 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 37/299 5.66G 0.04214 0.01676 0.008353 0.06726 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 37/299 5.66G 0.04208 0.01679 0.008171 0.06703 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 37/299 5.66G 0.04208 0.01679 0.008171 0.06703 87 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 37/299 5.66G 0.04196 0.01699 0.007939 0.06689 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.634 0.208 0.194 0.0822
0%| | 0/59 [00:00<?, ?it/s] 38/299 5.66G 0.04435 0.01744 0.005286 0.06708 86 640: 0%| | 0/59 [00:00<?, ?it/s] 38/299 5.66G 0.04435 0.01744 0.005286 0.06708 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 38/299 5.66G 0.04359 0.01772 0.006208 0.06752 89 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 38/299 5.66G 0.04359 0.01772 0.006208 0.06752 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 38/299 5.66G 0.04273 0.01755 0.007023 0.0673 75 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 38/299 5.66G 0.04273 0.01755 0.007023 0.0673 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 38/299 5.66G 0.04314 0.01762 0.007258 0.06802 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 38/299 5.66G 0.04314 0.01762 0.007258 0.06802 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 38/299 5.66G 0.04299 0.01782 0.006932 0.06775 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 38/299 5.66G 0.04299 0.01782 0.006932 0.06775 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 38/299 5.66G 0.04365 0.0181 0.007447 0.06919 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 38/299 5.66G 0.04365 0.0181 0.007447 0.06919 75 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 38/299 5.66G 0.04277 0.01785 0.007953 0.06857 78 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 38/299 5.66G 0.04277 0.01785 0.007953 0.06857 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 38/299 5.66G 0.04286 0.01811 0.007382 0.06835 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 38/299 5.66G 0.04286 0.01811 0.007382 0.06835 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 38/299 5.66G 0.04293 0.01844 0.007457 0.06883 99 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 38/299 5.66G 0.04293 0.01844 0.007457 0.06883 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 38/299 5.66G 0.0427 0.01824 0.007422 0.06835 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 38/299 5.66G 0.0427 0.01824 0.007422 0.06835 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 38/299 5.66G 0.04249 0.01848 0.007602 0.06857 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 38/299 5.66G 0.04249 0.01848 0.007602 0.06857 95 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 38/299 5.66G 0.04216 0.01834 0.008007 0.0685 85 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 38/299 5.66G 0.04216 0.01834 0.008007 0.0685 85 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 38/299 5.66G 0.04213 0.01859 0.007979 0.06869 96 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 38/299 5.66G 0.04213 0.01859 0.007979 0.06869 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 38/299 5.66G 0.04215 0.01852 0.007998 0.06867 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 38/299 5.66G 0.04215 0.01852 0.007998 0.06867 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 38/299 5.66G 0.04181 0.01861 0.008005 0.06843 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 38/299 5.66G 0.04181 0.01861 0.008005 0.06843 97 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 38/299 5.66G 0.04165 0.01862 0.008281 0.06855 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.44 0.551 0.513 0.257
0%| | 0/59 [00:00<?, ?it/s] 39/299 5.66G 0.04067 0.01784 0.00689 0.06539 82 640: 0%| | 0/59 [00:00<?, ?it/s] 39/299 5.66G 0.04067 0.01784 0.00689 0.06539 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 39/299 5.66G 0.04031 0.0166 0.007999 0.06491 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 39/299 5.66G 0.04031 0.0166 0.007999 0.06491 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 39/299 5.66G 0.03829 0.01536 0.006053 0.05971 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 39/299 5.66G 0.03829 0.01536 0.006053 0.05971 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 39/299 5.66G 0.03918 0.01543 0.006475 0.06108 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 39/299 5.66G 0.03918 0.01543 0.006475 0.06108 66 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 39/299 5.66G 0.04091 0.01562 0.007876 0.0644 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 39/299 5.66G 0.04091 0.01562 0.007876 0.0644 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 39/299 5.66G 0.04048 0.01592 0.007811 0.06421 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 39/299 5.66G 0.04048 0.01592 0.007811 0.06421 85 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 39/299 5.66G 0.04023 0.01634 0.00769 0.06426 94 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 39/299 5.66G 0.04023 0.01634 0.00769 0.06426 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 39/299 5.66G 0.04033 0.01689 0.007779 0.065 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 39/299 5.66G 0.04033 0.01689 0.007779 0.065 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 39/299 5.66G 0.04006 0.01678 0.007805 0.06464 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 39/299 5.66G 0.04006 0.01678 0.007805 0.06464 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 39/299 5.66G 0.03998 0.01676 0.007347 0.06409 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 39/299 5.66G 0.03998 0.01676 0.007347 0.06409 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 39/299 5.66G 0.04007 0.01657 0.007081 0.06372 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 39/299 5.66G 0.04007 0.01657 0.007081 0.06372 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 39/299 5.66G 0.0402 0.01666 0.007028 0.06389 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 39/299 5.66G 0.0402 0.01666 0.007028 0.06389 89 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 39/299 5.66G 0.03987 0.01652 0.006839 0.06323 70 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 39/299 5.66G 0.03987 0.01652 0.006839 0.06323 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 39/299 5.66G 0.04005 0.01646 0.006764 0.06328 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 39/299 5.66G 0.04005 0.01646 0.006764 0.06328 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 39/299 5.66G 0.04011 0.01626 0.006646 0.06302 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 39/299 5.66G 0.04011 0.01626 0.006646 0.06302 69 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 39/299 5.66G 0.04013 0.01653 0.006509 0.06316 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.432 0.547 0.493 0.238
0%| | 0/59 [00:00<?, ?it/s] 40/299 5.66G 0.03563 0.01373 0.003758 0.05311 69 640: 0%| | 0/59 [00:00<?, ?it/s] 40/299 5.66G 0.03563 0.01373 0.003758 0.05311 69 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 40/299 5.66G 0.03824 0.01438 0.0053 0.05791 71 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 40/299 5.66G 0.03824 0.01438 0.0053 0.05791 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 40/299 5.66G 0.03753 0.01324 0.005399 0.05617 61 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 40/299 5.66G 0.03753 0.01324 0.005399 0.05617 61 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 40/299 5.66G 0.03908 0.01372 0.005832 0.05863 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 40/299 5.66G 0.03908 0.01372 0.005832 0.05863 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 40/299 5.66G 0.03985 0.01377 0.007293 0.06091 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 40/299 5.66G 0.03985 0.01377 0.007293 0.06091 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 40/299 5.66G 0.04034 0.01422 0.007915 0.06248 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 40/299 5.66G 0.04034 0.01422 0.007915 0.06248 75 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 40/299 5.66G 0.04032 0.01421 0.007969 0.0625 63 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 40/299 5.66G 0.04032 0.01421 0.007969 0.0625 63 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 40/299 5.66G 0.04072 0.01499 0.007875 0.06358 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 40/299 5.66G 0.04072 0.01499 0.007875 0.06358 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 40/299 5.66G 0.04064 0.01494 0.007541 0.06312 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 40/299 5.66G 0.04064 0.01494 0.007541 0.06312 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 40/299 5.66G 0.04097 0.01502 0.00765 0.06364 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 40/299 5.66G 0.04097 0.01502 0.00765 0.06364 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 40/299 5.66G 0.04123 0.01536 0.007866 0.06445 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 40/299 5.66G 0.04123 0.01536 0.007866 0.06445 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 40/299 5.66G 0.04101 0.01527 0.007655 0.06394 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 40/299 5.66G 0.04101 0.01527 0.007655 0.06394 79 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 40/299 5.66G 0.04122 0.01548 0.007732 0.06443 82 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 40/299 5.66G 0.04122 0.01548 0.007732 0.06443 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 40/299 5.66G 0.04136 0.01551 0.00796 0.06483 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 40/299 5.66G 0.04136 0.01551 0.00796 0.06483 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 40/299 5.66G 0.04133 0.01549 0.007907 0.06473 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 40/299 5.66G 0.04133 0.01549 0.007907 0.06473 75 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 40/299 5.66G 0.04135 0.01556 0.007762 0.06467 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.532 0.479 0.47 0.213
0%| | 0/59 [00:00<?, ?it/s] 41/299 5.66G 0.03725 0.01895 0.005551 0.06175 89 640: 0%| | 0/59 [00:00<?, ?it/s] 41/299 5.66G 0.03725 0.01895 0.005551 0.06175 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 41/299 5.66G 0.03728 0.01767 0.005676 0.06063 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 41/299 5.66G 0.03728 0.01767 0.005676 0.06063 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 41/299 5.66G 0.03772 0.01629 0.006676 0.06068 67 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 41/299 5.66G 0.03772 0.01629 0.006676 0.06068 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 41/299 5.66G 0.0374 0.0162 0.006799 0.06041 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 41/299 5.66G 0.0374 0.0162 0.006799 0.06041 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 41/299 5.66G 0.03792 0.01639 0.006771 0.06108 97 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 41/299 5.66G 0.03792 0.01639 0.006771 0.06108 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 41/299 5.66G 0.03819 0.01612 0.006489 0.0608 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 41/299 5.66G 0.03819 0.01612 0.006489 0.0608 79 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 41/299 5.66G 0.03837 0.01659 0.006876 0.06183 97 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 41/299 5.66G 0.03837 0.01659 0.006876 0.06183 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 41/299 5.66G 0.03851 0.01727 0.007101 0.06288 112 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 41/299 5.66G 0.03851 0.01727 0.007101 0.06288 112 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 41/299 5.66G 0.03899 0.01704 0.007216 0.06324 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 41/299 5.66G 0.03899 0.01704 0.007216 0.06324 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 41/299 5.66G 0.03908 0.01675 0.007574 0.0634 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 41/299 5.66G 0.03908 0.01675 0.007574 0.0634 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 41/299 5.66G 0.03929 0.01698 0.007429 0.0637 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 41/299 5.66G 0.03929 0.01698 0.007429 0.0637 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 41/299 5.66G 0.03943 0.01674 0.007983 0.06416 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 41/299 5.66G 0.03943 0.01674 0.007983 0.06416 63 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 41/299 5.66G 0.03953 0.01659 0.007994 0.06411 78 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 41/299 5.66G 0.03953 0.01659 0.007994 0.06411 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 41/299 5.66G 0.03951 0.01647 0.0077 0.06368 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 41/299 5.66G 0.03951 0.01647 0.0077 0.06368 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 41/299 5.66G 0.0395 0.01661 0.007522 0.06363 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 41/299 5.66G 0.0395 0.01661 0.007522 0.06363 82 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 41/299 5.66G 0.03946 0.01664 0.007563 0.06366 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.554 0.514 0.511 0.243
0%| | 0/59 [00:00<?, ?it/s] 42/299 5.66G 0.04142 0.01909 0.004004 0.06451 99 640: 0%| | 0/59 [00:00<?, ?it/s] 42/299 5.66G 0.04142 0.01909 0.004004 0.06451 99 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 42/299 5.66G 0.04017 0.01829 0.005075 0.06353 82 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 42/299 5.66G 0.04017 0.01829 0.005075 0.06353 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 42/299 5.66G 0.0413 0.01796 0.005818 0.06508 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 42/299 5.66G 0.0413 0.01796 0.005818 0.06508 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 42/299 5.66G 0.04149 0.01761 0.006051 0.06514 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 42/299 5.66G 0.04149 0.01761 0.006051 0.06514 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 42/299 5.66G 0.04075 0.01682 0.005968 0.06354 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 42/299 5.66G 0.04075 0.01682 0.005968 0.06354 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 42/299 5.66G 0.04056 0.01695 0.006181 0.06369 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 42/299 5.66G 0.04056 0.01695 0.006181 0.06369 85 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 42/299 5.66G 0.04058 0.01635 0.005828 0.06276 60 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 42/299 5.66G 0.04058 0.01635 0.005828 0.06276 60 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 42/299 5.66G 0.04065 0.01623 0.005853 0.06273 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 42/299 5.66G 0.04065 0.01623 0.005853 0.06273 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 42/299 5.66G 0.04038 0.01626 0.006111 0.06275 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 42/299 5.66G 0.04038 0.01626 0.006111 0.06275 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 42/299 5.66G 0.04009 0.01629 0.006017 0.0624 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 42/299 5.66G 0.04009 0.01629 0.006017 0.0624 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 42/299 5.66G 0.04006 0.01622 0.00597 0.06226 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 42/299 5.66G 0.04006 0.01622 0.00597 0.06226 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 42/299 5.66G 0.04 0.01614 0.00592 0.06206 72 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 42/299 5.66G 0.04 0.01614 0.00592 0.06206 72 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 42/299 5.66G 0.03992 0.01579 0.006584 0.06229 65 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 42/299 5.66G 0.03992 0.01579 0.006584 0.06229 65 640: 22%|██▏ | 13/59 [00:02<00:10, 4.28it/s] 42/299 5.66G 0.03985 0.01577 0.006608 0.06223 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 42/299 5.66G 0.03985 0.01577 0.006608 0.06223 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 42/299 5.66G 0.04001 0.01612 0.006623 0.06276 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 42/299 5.66G 0.04001 0.01612 0.006623 0.06276 96 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 42/299 5.66G 0.0401 0.01599 0.00645 0.06255 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.539 0.492 0.5 0.244
0%| | 0/59 [00:00<?, ?it/s] 43/299 5.66G 0.04002 0.01986 0.004922 0.0648 94 640: 0%| | 0/59 [00:00<?, ?it/s] 43/299 5.66G 0.04002 0.01986 0.004922 0.0648 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 43/299 5.66G 0.0394 0.01787 0.00565 0.06292 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 43/299 5.66G 0.0394 0.01787 0.00565 0.06292 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 43/299 5.66G 0.03849 0.01736 0.005333 0.06118 77 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 43/299 5.66G 0.03849 0.01736 0.005333 0.06118 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 43/299 5.66G 0.03872 0.0166 0.005859 0.06118 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 43/299 5.66G 0.03872 0.0166 0.005859 0.06118 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 43/299 5.66G 0.03961 0.01574 0.005404 0.06075 62 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 43/299 5.66G 0.03961 0.01574 0.005404 0.06075 62 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 43/299 5.66G 0.04103 0.01577 0.005779 0.06258 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 43/299 5.66G 0.04103 0.01577 0.005779 0.06258 81 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 43/299 5.66G 0.04134 0.01583 0.005746 0.06292 77 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 43/299 5.66G 0.04134 0.01583 0.005746 0.06292 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 43/299 5.66G 0.04127 0.01615 0.005483 0.0629 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 43/299 5.66G 0.04127 0.01615 0.005483 0.0629 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 43/299 5.66G 0.04053 0.01633 0.005384 0.06224 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 43/299 5.66G 0.04053 0.01633 0.005384 0.06224 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 43/299 5.66G 0.04038 0.01631 0.005386 0.06208 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 43/299 5.66G 0.04038 0.01631 0.005386 0.06208 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 43/299 5.66G 0.04049 0.01652 0.005585 0.0626 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 43/299 5.66G 0.04049 0.01652 0.005585 0.0626 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 43/299 5.66G 0.04036 0.01637 0.005572 0.0623 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 43/299 5.66G 0.04036 0.01637 0.005572 0.0623 80 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 43/299 5.66G 0.04009 0.01627 0.005603 0.06196 79 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 43/299 5.66G 0.04009 0.01627 0.005603 0.06196 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 43/299 5.66G 0.04002 0.01625 0.005594 0.06187 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 43/299 5.66G 0.04002 0.01625 0.005594 0.06187 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 43/299 5.66G 0.03988 0.01605 0.005739 0.06167 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 43/299 5.66G 0.03988 0.01605 0.005739 0.06167 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 43/299 5.66G 0.03984 0.01614 0.0057 0.06168 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.316 0.199 0.152 0.0584
0%| | 0/59 [00:00<?, ?it/s] 44/299 5.66G 0.03926 0.01716 0.006586 0.063 91 640: 0%| | 0/59 [00:00<?, ?it/s] 44/299 5.66G 0.03926 0.01716 0.006586 0.063 91 640: 2%|▏ | 1/59 [00:00<00:14, 4.08it/s] 44/299 5.66G 0.04045 0.01705 0.005966 0.06347 83 640: 2%|▏ | 1/59 [00:00<00:14, 4.08it/s] 44/299 5.66G 0.04045 0.01705 0.005966 0.06347 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 44/299 5.66G 0.03945 0.0172 0.006655 0.06331 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 44/299 5.66G 0.03945 0.0172 0.006655 0.06331 92 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 44/299 5.66G 0.03938 0.01746 0.006049 0.06288 94 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 44/299 5.66G 0.03938 0.01746 0.006049 0.06288 94 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 44/299 5.66G 0.03874 0.01774 0.006609 0.06309 102 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 44/299 5.66G 0.03874 0.01774 0.006609 0.06309 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 44/299 5.66G 0.03881 0.01747 0.006411 0.06268 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 44/299 5.66G 0.03881 0.01747 0.006411 0.06268 74 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 44/299 5.66G 0.03873 0.01747 0.006174 0.06237 92 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 44/299 5.66G 0.03873 0.01747 0.006174 0.06237 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 44/299 5.66G 0.03884 0.01757 0.006465 0.06287 77 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 44/299 5.66G 0.03884 0.01757 0.006465 0.06287 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 44/299 5.66G 0.03918 0.01746 0.006436 0.06308 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 44/299 5.66G 0.03918 0.01746 0.006436 0.06308 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 44/299 5.66G 0.0392 0.01766 0.006252 0.06311 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 44/299 5.66G 0.0392 0.01766 0.006252 0.06311 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 44/299 5.66G 0.03921 0.01759 0.006687 0.06349 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 44/299 5.66G 0.03921 0.01759 0.006687 0.06349 93 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 44/299 5.66G 0.0392 0.0174 0.006457 0.06306 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 44/299 5.66G 0.0392 0.0174 0.006457 0.06306 83 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 44/299 5.66G 0.03899 0.01716 0.006282 0.06243 81 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 44/299 5.66G 0.03899 0.01716 0.006282 0.06243 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 44/299 5.66G 0.03878 0.01688 0.006176 0.06183 65 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 44/299 5.66G 0.03878 0.01688 0.006176 0.06183 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 44/299 5.66G 0.03864 0.01711 0.00617 0.06192 99 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 44/299 5.66G 0.03864 0.01711 0.00617 0.06192 99 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 44/299 5.66G 0.03878 0.01678 0.006159 0.06172 59 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.508 0.509 0.5 0.243
0%| | 0/59 [00:00<?, ?it/s] 45/299 5.66G 0.03939 0.01695 0.004044 0.06038 89 640: 0%| | 0/59 [00:00<?, ?it/s] 45/299 5.66G 0.03939 0.01695 0.004044 0.06038 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 45/299 5.66G 0.03852 0.01642 0.004954 0.0599 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 45/299 5.66G 0.03852 0.01642 0.004954 0.0599 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 45/299 5.66G 0.03876 0.01577 0.004597 0.05913 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 45/299 5.66G 0.03876 0.01577 0.004597 0.05913 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 45/299 5.66G 0.03831 0.01567 0.004137 0.05812 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 45/299 5.66G 0.03831 0.01567 0.004137 0.05812 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.28it/s] 45/299 5.66G 0.03919 0.01606 0.005562 0.06082 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.28it/s] 45/299 5.66G 0.03919 0.01606 0.005562 0.06082 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 45/299 5.66G 0.03959 0.01647 0.005771 0.06183 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 45/299 5.66G 0.03959 0.01647 0.005771 0.06183 94 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 45/299 5.66G 0.03977 0.01644 0.005971 0.06218 90 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 45/299 5.66G 0.03977 0.01644 0.005971 0.06218 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 45/299 5.66G 0.0398 0.016 0.006083 0.06188 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 45/299 5.66G 0.0398 0.016 0.006083 0.06188 71 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 45/299 5.66G 0.03998 0.01568 0.005949 0.06161 75 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 45/299 5.66G 0.03998 0.01568 0.005949 0.06161 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 45/299 5.66G 0.0399 0.01581 0.005673 0.06139 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 45/299 5.66G 0.0399 0.01581 0.005673 0.06139 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.24it/s] 45/299 5.66G 0.03974 0.0158 0.005614 0.06116 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.24it/s] 45/299 5.66G 0.03974 0.0158 0.005614 0.06116 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 45/299 5.66G 0.03988 0.01558 0.005343 0.0608 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 45/299 5.66G 0.03988 0.01558 0.005343 0.0608 73 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 45/299 5.66G 0.03996 0.01568 0.005294 0.06093 87 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 45/299 5.66G 0.03996 0.01568 0.005294 0.06093 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 45/299 5.66G 0.03993 0.0157 0.005591 0.06122 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 45/299 5.66G 0.03993 0.0157 0.005591 0.06122 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 45/299 5.66G 0.03986 0.01555 0.005709 0.06112 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 45/299 5.66G 0.03986 0.01555 0.005709 0.06112 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 45/299 5.66G 0.0396 0.01568 0.005781 0.06106 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.558 0.498 0.524 0.27
0%| | 0/59 [00:00<?, ?it/s] 46/299 5.66G 0.03305 0.01663 0.00459 0.05426 87 640: 0%| | 0/59 [00:00<?, ?it/s] 46/299 5.66G 0.03305 0.01663 0.00459 0.05426 87 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 46/299 5.66G 0.03393 0.0158 0.006225 0.05595 74 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 46/299 5.66G 0.03393 0.0158 0.006225 0.05595 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 46/299 5.66G 0.03486 0.01534 0.006091 0.05628 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 46/299 5.66G 0.03486 0.01534 0.006091 0.05628 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 46/299 5.66G 0.03645 0.0155 0.006662 0.05862 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 46/299 5.66G 0.03645 0.0155 0.006662 0.05862 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 46/299 5.66G 0.03725 0.01604 0.006563 0.05985 96 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 46/299 5.66G 0.03725 0.01604 0.006563 0.05985 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 46/299 5.66G 0.03674 0.01619 0.006954 0.05988 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 46/299 5.66G 0.03674 0.01619 0.006954 0.05988 85 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 46/299 5.66G 0.03643 0.01588 0.0076 0.05991 68 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 46/299 5.66G 0.03643 0.01588 0.0076 0.05991 68 640: 12%|█▏ | 7/59 [00:01<00:12, 4.24it/s] 46/299 5.66G 0.0366 0.01616 0.007367 0.06013 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.24it/s] 46/299 5.66G 0.0366 0.01616 0.007367 0.06013 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 46/299 5.66G 0.03673 0.0157 0.007094 0.05953 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 46/299 5.66G 0.03673 0.0157 0.007094 0.05953 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 46/299 5.66G 0.03715 0.01592 0.00707 0.06014 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 46/299 5.66G 0.03715 0.01592 0.00707 0.06014 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 46/299 5.66G 0.0375 0.016 0.006968 0.06047 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 46/299 5.66G 0.0375 0.016 0.006968 0.06047 85 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 46/299 5.66G 0.03746 0.01626 0.006942 0.06066 101 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 46/299 5.66G 0.03746 0.01626 0.006942 0.06066 101 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 46/299 5.66G 0.0378 0.01632 0.006976 0.06109 77 640: 20%|██ | 12/59 [00:03<00:10, 4.36it/s] 46/299 5.66G 0.0378 0.01632 0.006976 0.06109 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 46/299 5.66G 0.03795 0.01629 0.007094 0.06133 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 46/299 5.66G 0.03795 0.01629 0.007094 0.06133 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 46/299 5.66G 0.0382 0.0161 0.007076 0.06137 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 46/299 5.66G 0.0382 0.0161 0.007076 0.06137 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 46/299 5.66G 0.03831 0.01607 0.007194 0.06158 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.62 0.597 0.597 0.294
0%| | 0/59 [00:00<?, ?it/s] 47/299 5.66G 0.03855 0.01897 0.006379 0.06389 98 640: 0%| | 0/59 [00:00<?, ?it/s] 47/299 5.66G 0.03855 0.01897 0.006379 0.06389 98 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 47/299 5.66G 0.03898 0.01778 0.006163 0.06293 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 47/299 5.66G 0.03898 0.01778 0.006163 0.06293 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.26it/s] 47/299 5.66G 0.04122 0.01657 0.006582 0.06437 64 640: 3%|▎ | 2/59 [00:00<00:13, 4.26it/s] 47/299 5.66G 0.04122 0.01657 0.006582 0.06437 64 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 47/299 5.66G 0.04026 0.01661 0.006029 0.06289 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 47/299 5.66G 0.04026 0.01661 0.006029 0.06289 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 47/299 5.66G 0.03965 0.0164 0.006942 0.063 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 47/299 5.66G 0.03965 0.0164 0.006942 0.063 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 47/299 5.66G 0.03996 0.01685 0.006767 0.06357 105 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 47/299 5.66G 0.03996 0.01685 0.006767 0.06357 105 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 47/299 5.66G 0.04009 0.01759 0.006544 0.06422 116 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 47/299 5.66G 0.04009 0.01759 0.006544 0.06422 116 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 47/299 5.66G 0.03969 0.01761 0.006566 0.06387 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 47/299 5.66G 0.03969 0.01761 0.006566 0.06387 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 47/299 5.66G 0.03951 0.01766 0.006273 0.06344 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 47/299 5.66G 0.03951 0.01766 0.006273 0.06344 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 47/299 5.66G 0.03958 0.01726 0.006382 0.06323 64 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 47/299 5.66G 0.03958 0.01726 0.006382 0.06323 64 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 47/299 5.66G 0.03961 0.01713 0.006042 0.06279 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 47/299 5.66G 0.03961 0.01713 0.006042 0.06279 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 47/299 5.66G 0.03936 0.01664 0.006135 0.06214 61 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 47/299 5.66G 0.03936 0.01664 0.006135 0.06214 61 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 47/299 5.66G 0.03933 0.01668 0.006566 0.06257 78 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 47/299 5.66G 0.03933 0.01668 0.006566 0.06257 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 47/299 5.66G 0.03931 0.0164 0.007208 0.06292 63 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 47/299 5.66G 0.03931 0.0164 0.007208 0.06292 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 47/299 5.66G 0.03938 0.01633 0.00702 0.06273 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 47/299 5.66G 0.03938 0.01633 0.00702 0.06273 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 47/299 5.66G 0.03962 0.01641 0.006949 0.06299 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.617 0.493 0.518 0.263
0%| | 0/59 [00:00<?, ?it/s] 48/299 5.66G 0.03532 0.0116 0.007467 0.05438 71 640: 0%| | 0/59 [00:00<?, ?it/s] 48/299 5.66G 0.03532 0.0116 0.007467 0.05438 71 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 48/299 5.66G 0.03893 0.01335 0.01069 0.06298 76 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 48/299 5.66G 0.03893 0.01335 0.01069 0.06298 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 48/299 5.66G 0.03942 0.01348 0.01059 0.06349 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 48/299 5.66G 0.03942 0.01348 0.01059 0.06349 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 48/299 5.66G 0.03876 0.01377 0.008849 0.06138 86 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 48/299 5.66G 0.03876 0.01377 0.008849 0.06138 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 48/299 5.66G 0.03866 0.01425 0.007777 0.06069 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 48/299 5.66G 0.03866 0.01425 0.007777 0.06069 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 48/299 5.66G 0.03888 0.01463 0.008199 0.06171 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 48/299 5.66G 0.03888 0.01463 0.008199 0.06171 78 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 48/299 5.66G 0.03899 0.01522 0.008065 0.06227 96 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 48/299 5.66G 0.03899 0.01522 0.008065 0.06227 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 48/299 5.66G 0.03891 0.0154 0.008069 0.06238 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 48/299 5.66G 0.03891 0.0154 0.008069 0.06238 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 48/299 5.66G 0.03899 0.0156 0.007613 0.0622 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 48/299 5.66G 0.03899 0.0156 0.007613 0.0622 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.25it/s] 48/299 5.66G 0.03916 0.01553 0.007569 0.06226 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.25it/s] 48/299 5.66G 0.03916 0.01553 0.007569 0.06226 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 48/299 5.66G 0.03871 0.01564 0.007515 0.06186 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 48/299 5.66G 0.03871 0.01564 0.007515 0.06186 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 48/299 5.66G 0.03853 0.01535 0.007332 0.06121 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 48/299 5.66G 0.03853 0.01535 0.007332 0.06121 68 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 48/299 5.66G 0.03857 0.01523 0.007236 0.06103 63 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 48/299 5.66G 0.03857 0.01523 0.007236 0.06103 63 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 48/299 5.66G 0.03891 0.01506 0.007528 0.0615 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 48/299 5.66G 0.03891 0.01506 0.007528 0.0615 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 48/299 5.66G 0.03907 0.01502 0.00768 0.06177 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 48/299 5.66G 0.03907 0.01502 0.00768 0.06177 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 48/299 5.66G 0.03912 0.01511 0.007882 0.06212 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.471 0.446 0.402 0.176
0%| | 0/59 [00:00<?, ?it/s] 49/299 5.66G 0.03877 0.01724 0.008163 0.06417 85 640: 0%| | 0/59 [00:00<?, ?it/s] 49/299 5.66G 0.03877 0.01724 0.008163 0.06417 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 49/299 5.66G 0.03871 0.01797 0.006874 0.06356 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 49/299 5.66G 0.03871 0.01797 0.006874 0.06356 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 49/299 5.66G 0.03831 0.01709 0.005539 0.06094 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 49/299 5.66G 0.03831 0.01709 0.005539 0.06094 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 49/299 5.66G 0.03809 0.01643 0.005303 0.05982 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 49/299 5.66G 0.03809 0.01643 0.005303 0.05982 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 49/299 5.66G 0.03826 0.0166 0.005345 0.06021 95 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 49/299 5.66G 0.03826 0.0166 0.005345 0.06021 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 49/299 5.66G 0.03851 0.01648 0.005455 0.06044 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 49/299 5.66G 0.03851 0.01648 0.005455 0.06044 88 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 49/299 5.66G 0.03893 0.01655 0.005394 0.06087 86 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 49/299 5.66G 0.03893 0.01655 0.005394 0.06087 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 49/299 5.66G 0.03881 0.01671 0.00572 0.06124 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 49/299 5.66G 0.03881 0.01671 0.00572 0.06124 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.27it/s] 49/299 5.66G 0.03851 0.01679 0.0054 0.0607 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.27it/s] 49/299 5.66G 0.03851 0.01679 0.0054 0.0607 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 49/299 5.66G 0.03862 0.0167 0.005658 0.06098 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 49/299 5.66G 0.03862 0.0167 0.005658 0.06098 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 49/299 5.66G 0.03852 0.01664 0.005754 0.06091 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 49/299 5.66G 0.03852 0.01664 0.005754 0.06091 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 49/299 5.66G 0.03836 0.01638 0.005662 0.0604 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 49/299 5.66G 0.03836 0.01638 0.005662 0.0604 70 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 49/299 5.66G 0.03838 0.01619 0.005624 0.06019 66 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 49/299 5.66G 0.03838 0.01619 0.005624 0.06019 66 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 49/299 5.66G 0.03872 0.01609 0.005759 0.06057 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 49/299 5.66G 0.03872 0.01609 0.005759 0.06057 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 49/299 5.66G 0.03873 0.01608 0.005934 0.06075 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 49/299 5.66G 0.03873 0.01608 0.005934 0.06075 95 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 49/299 5.66G 0.0388 0.01612 0.005969 0.06089 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.583 0.618 0.618 0.326
0%| | 0/59 [00:00<?, ?it/s] 50/299 5.66G 0.03767 0.01515 0.004505 0.05732 80 640: 0%| | 0/59 [00:00<?, ?it/s] 50/299 5.66G 0.03767 0.01515 0.004505 0.05732 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 50/299 5.66G 0.03668 0.01649 0.006855 0.06003 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 50/299 5.66G 0.03668 0.01649 0.006855 0.06003 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 50/299 5.66G 0.03758 0.01608 0.006204 0.05987 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 50/299 5.66G 0.03758 0.01608 0.006204 0.05987 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 50/299 5.66G 0.03686 0.01658 0.00595 0.05939 101 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 50/299 5.66G 0.03686 0.01658 0.00595 0.05939 101 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 50/299 5.66G 0.03706 0.01559 0.006325 0.05897 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 50/299 5.66G 0.03706 0.01559 0.006325 0.05897 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 50/299 5.66G 0.03715 0.01552 0.006065 0.05874 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 50/299 5.66G 0.03715 0.01552 0.006065 0.05874 82 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 50/299 5.66G 0.03767 0.01595 0.006038 0.05966 96 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 50/299 5.66G 0.03767 0.01595 0.006038 0.05966 96 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 50/299 5.66G 0.03759 0.01611 0.005722 0.05942 91 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 50/299 5.66G 0.03759 0.01611 0.005722 0.05942 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 50/299 5.66G 0.03763 0.01626 0.005511 0.0594 97 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 50/299 5.66G 0.03763 0.01626 0.005511 0.0594 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 50/299 5.66G 0.03754 0.01612 0.005739 0.0594 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 50/299 5.66G 0.03754 0.01612 0.005739 0.0594 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 50/299 5.66G 0.03754 0.01611 0.005675 0.05933 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 50/299 5.66G 0.03754 0.01611 0.005675 0.05933 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 50/299 5.66G 0.03785 0.01617 0.005813 0.05983 85 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 50/299 5.66G 0.03785 0.01617 0.005813 0.05983 85 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 50/299 5.66G 0.03798 0.01612 0.005944 0.06005 79 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 50/299 5.66G 0.03798 0.01612 0.005944 0.06005 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 50/299 5.66G 0.03825 0.01606 0.006469 0.06078 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 50/299 5.66G 0.03825 0.01606 0.006469 0.06078 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 50/299 5.66G 0.03803 0.01626 0.006421 0.06071 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 50/299 5.66G 0.03803 0.01626 0.006421 0.06071 92 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 50/299 5.66G 0.03806 0.01631 0.006368 0.06074 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.611 0.544 0.576 0.295
0%| | 0/59 [00:00<?, ?it/s] 51/299 5.66G 0.03725 0.01297 0.003404 0.05362 68 640: 0%| | 0/59 [00:00<?, ?it/s] 51/299 5.66G 0.03725 0.01297 0.003404 0.05362 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 51/299 5.66G 0.0369 0.01625 0.003793 0.05695 103 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 51/299 5.66G 0.0369 0.01625 0.003793 0.05695 103 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 51/299 5.66G 0.03821 0.01526 0.004071 0.05754 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 51/299 5.66G 0.03821 0.01526 0.004071 0.05754 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 51/299 5.66G 0.03874 0.01585 0.004269 0.05886 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 51/299 5.66G 0.03874 0.01585 0.004269 0.05886 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 51/299 5.66G 0.03849 0.01587 0.004479 0.05884 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 51/299 5.66G 0.03849 0.01587 0.004479 0.05884 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 51/299 5.66G 0.03865 0.01568 0.004999 0.05933 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 51/299 5.66G 0.03865 0.01568 0.004999 0.05933 81 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 51/299 5.66G 0.03827 0.0157 0.004905 0.05887 88 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 51/299 5.66G 0.03827 0.0157 0.004905 0.05887 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 51/299 5.66G 0.03857 0.01619 0.00499 0.05975 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 51/299 5.66G 0.03857 0.01619 0.00499 0.05975 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 51/299 5.66G 0.03825 0.01586 0.0048 0.05891 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 51/299 5.66G 0.03825 0.01586 0.0048 0.05891 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 51/299 5.66G 0.03823 0.01604 0.004763 0.05903 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 51/299 5.66G 0.03823 0.01604 0.004763 0.05903 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 51/299 5.66G 0.03811 0.01579 0.004807 0.05871 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 51/299 5.66G 0.03811 0.01579 0.004807 0.05871 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 51/299 5.66G 0.03797 0.01554 0.004985 0.05849 65 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 51/299 5.66G 0.03797 0.01554 0.004985 0.05849 65 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 51/299 5.66G 0.03798 0.0157 0.005034 0.05872 96 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 51/299 5.66G 0.03798 0.0157 0.005034 0.05872 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 51/299 5.66G 0.03832 0.01586 0.005259 0.05944 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 51/299 5.66G 0.03832 0.01586 0.005259 0.05944 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 51/299 5.66G 0.03859 0.01571 0.00544 0.05974 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 51/299 5.66G 0.03859 0.01571 0.00544 0.05974 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 51/299 5.66G 0.03875 0.0157 0.005648 0.0601 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.525 0.572 0.556 0.277
0%| | 0/59 [00:00<?, ?it/s] 52/299 5.66G 0.03497 0.01315 0.003538 0.05166 77 640: 0%| | 0/59 [00:00<?, ?it/s] 52/299 5.66G 0.03497 0.01315 0.003538 0.05166 77 640: 2%|▏ | 1/59 [00:00<00:14, 3.95it/s] 52/299 5.66G 0.03709 0.0154 0.004938 0.05742 89 640: 2%|▏ | 1/59 [00:00<00:14, 3.95it/s] 52/299 5.66G 0.03709 0.0154 0.004938 0.05742 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 52/299 5.66G 0.03718 0.01486 0.006479 0.05852 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 52/299 5.66G 0.03718 0.01486 0.006479 0.05852 80 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 52/299 5.66G 0.03727 0.0153 0.006343 0.05891 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 52/299 5.66G 0.03727 0.0153 0.006343 0.05891 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 52/299 5.66G 0.03744 0.01555 0.005529 0.05852 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 52/299 5.66G 0.03744 0.01555 0.005529 0.05852 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 52/299 5.66G 0.03773 0.01606 0.005682 0.05947 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 52/299 5.66G 0.03773 0.01606 0.005682 0.05947 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 52/299 5.66G 0.03776 0.01597 0.005569 0.05929 83 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 52/299 5.66G 0.03776 0.01597 0.005569 0.05929 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 52/299 5.66G 0.03735 0.0157 0.006151 0.0592 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 52/299 5.66G 0.03735 0.0157 0.006151 0.0592 75 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 52/299 5.66G 0.03766 0.01571 0.006399 0.05977 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 52/299 5.66G 0.03766 0.01571 0.006399 0.05977 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 52/299 5.66G 0.03783 0.01558 0.006303 0.05972 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 52/299 5.66G 0.03783 0.01558 0.006303 0.05972 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 52/299 5.66G 0.03761 0.01546 0.006126 0.0592 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 52/299 5.66G 0.03761 0.01546 0.006126 0.0592 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 52/299 5.66G 0.03769 0.01539 0.006653 0.05974 75 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 52/299 5.66G 0.03769 0.01539 0.006653 0.05974 75 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 52/299 5.66G 0.03791 0.01554 0.00701 0.06046 85 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 52/299 5.66G 0.03791 0.01554 0.00701 0.06046 85 640: 22%|██▏ | 13/59 [00:02<00:10, 4.32it/s] 52/299 5.66G 0.03796 0.01548 0.006726 0.06017 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 52/299 5.66G 0.03796 0.01548 0.006726 0.06017 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 52/299 5.66G 0.03792 0.01552 0.007006 0.06045 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 52/299 5.66G 0.03792 0.01552 0.007006 0.06045 91 640: 25%|██▌ | 15/59 [00:03<00:10, 4.29it/s] 52/299 5.66G 0.03799 0.01563 0.006868 0.06049 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.526 0.496 0.456 0.233
0%| | 0/59 [00:00<?, ?it/s] 53/299 5.66G 0.04128 0.01374 0.007654 0.06267 66 640: 0%| | 0/59 [00:00<?, ?it/s] 53/299 5.66G 0.04128 0.01374 0.007654 0.06267 66 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 53/299 5.66G 0.03927 0.01575 0.009015 0.06404 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 53/299 5.66G 0.03927 0.01575 0.009015 0.06404 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 53/299 5.66G 0.03904 0.01526 0.007838 0.06214 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 53/299 5.66G 0.03904 0.01526 0.007838 0.06214 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 53/299 5.66G 0.03952 0.01558 0.007714 0.06281 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 53/299 5.66G 0.03952 0.01558 0.007714 0.06281 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 53/299 5.66G 0.03912 0.01579 0.0075 0.06241 94 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 53/299 5.66G 0.03912 0.01579 0.0075 0.06241 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 53/299 5.66G 0.03894 0.01668 0.007187 0.06281 108 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 53/299 5.66G 0.03894 0.01668 0.007187 0.06281 108 640: 10%|█ | 6/59 [00:01<00:12, 4.29it/s] 53/299 5.66G 0.03867 0.0162 0.006726 0.06159 63 640: 10%|█ | 6/59 [00:01<00:12, 4.29it/s] 53/299 5.66G 0.03867 0.0162 0.006726 0.06159 63 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 53/299 5.66G 0.03841 0.01615 0.006244 0.06081 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 53/299 5.66G 0.03841 0.01615 0.006244 0.06081 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 53/299 5.66G 0.03869 0.01594 0.006414 0.06104 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 53/299 5.66G 0.03869 0.01594 0.006414 0.06104 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 53/299 5.66G 0.03862 0.01567 0.00647 0.06076 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 53/299 5.66G 0.03862 0.01567 0.00647 0.06076 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 53/299 5.66G 0.03854 0.01585 0.006343 0.06073 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 53/299 5.66G 0.03854 0.01585 0.006343 0.06073 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 53/299 5.66G 0.0384 0.01577 0.006432 0.06061 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 53/299 5.66G 0.0384 0.01577 0.006432 0.06061 85 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 53/299 5.66G 0.03832 0.01586 0.006384 0.06057 94 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 53/299 5.66G 0.03832 0.01586 0.006384 0.06057 94 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 53/299 5.66G 0.03809 0.01582 0.006282 0.06019 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 53/299 5.66G 0.03809 0.01582 0.006282 0.06019 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 53/299 5.66G 0.03804 0.01568 0.006059 0.05977 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 53/299 5.66G 0.03804 0.01568 0.006059 0.05977 67 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 53/299 5.66G 0.03802 0.01579 0.005906 0.05972 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.528 0.601 0.549 0.278
0%| | 0/59 [00:00<?, ?it/s] 54/299 5.66G 0.04022 0.01669 0.007101 0.064 81 640: 0%| | 0/59 [00:00<?, ?it/s] 54/299 5.66G 0.04022 0.01669 0.007101 0.064 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 54/299 5.66G 0.04133 0.01667 0.01016 0.06816 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 54/299 5.66G 0.04133 0.01667 0.01016 0.06816 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 54/299 5.66G 0.0401 0.01658 0.008349 0.06503 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 54/299 5.66G 0.0401 0.01658 0.008349 0.06503 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 54/299 5.66G 0.04022 0.01679 0.007542 0.06455 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 54/299 5.66G 0.04022 0.01679 0.007542 0.06455 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 54/299 5.66G 0.04048 0.01711 0.007297 0.06488 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 54/299 5.66G 0.04048 0.01711 0.007297 0.06488 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 54/299 5.66G 0.03983 0.01712 0.007204 0.06415 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 54/299 5.66G 0.03983 0.01712 0.007204 0.06415 83 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 54/299 5.66G 0.03972 0.01759 0.007095 0.06441 106 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 54/299 5.66G 0.03972 0.01759 0.007095 0.06441 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 54/299 5.66G 0.03939 0.01761 0.006984 0.06399 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 54/299 5.66G 0.03939 0.01761 0.006984 0.06399 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 54/299 5.66G 0.03917 0.01743 0.006961 0.06356 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 54/299 5.66G 0.03917 0.01743 0.006961 0.06356 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 54/299 5.66G 0.03919 0.01726 0.006821 0.06328 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 54/299 5.66G 0.03919 0.01726 0.006821 0.06328 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 54/299 5.66G 0.03912 0.01702 0.00693 0.06308 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 54/299 5.66G 0.03912 0.01702 0.00693 0.06308 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 54/299 5.66G 0.03882 0.01666 0.006917 0.0624 67 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 54/299 5.66G 0.03882 0.01666 0.006917 0.0624 67 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 54/299 5.66G 0.03895 0.01669 0.006963 0.0626 82 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 54/299 5.66G 0.03895 0.01669 0.006963 0.0626 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 54/299 5.66G 0.03881 0.01676 0.006863 0.06243 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 54/299 5.66G 0.03881 0.01676 0.006863 0.06243 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 54/299 5.66G 0.0387 0.01661 0.006669 0.06197 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 54/299 5.66G 0.0387 0.01661 0.006669 0.06197 70 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 54/299 5.66G 0.03872 0.01645 0.007186 0.06236 64 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.526 0.6 0.577 0.297
0%| | 0/59 [00:00<?, ?it/s] 55/299 5.66G 0.03503 0.01477 0.002805 0.0526 73 640: 0%| | 0/59 [00:00<?, ?it/s] 55/299 5.66G 0.03503 0.01477 0.002805 0.0526 73 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 55/299 5.66G 0.03579 0.01389 0.004935 0.05461 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 55/299 5.66G 0.03579 0.01389 0.004935 0.05461 77 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 55/299 5.66G 0.03728 0.01494 0.006707 0.05893 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 55/299 5.66G 0.03728 0.01494 0.006707 0.05893 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 55/299 5.66G 0.03706 0.01511 0.005887 0.05806 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 55/299 5.66G 0.03706 0.01511 0.005887 0.05806 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 55/299 5.66G 0.0376 0.01533 0.005701 0.05863 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 55/299 5.66G 0.0376 0.01533 0.005701 0.05863 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 55/299 5.66G 0.03842 0.01568 0.006254 0.06035 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 55/299 5.66G 0.03842 0.01568 0.006254 0.06035 87 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 55/299 5.66G 0.03804 0.01507 0.005979 0.05909 65 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 55/299 5.66G 0.03804 0.01507 0.005979 0.05909 65 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 55/299 5.66G 0.0383 0.01527 0.006093 0.05966 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 55/299 5.66G 0.0383 0.01527 0.006093 0.05966 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 55/299 5.66G 0.03817 0.01543 0.005932 0.05953 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 55/299 5.66G 0.03817 0.01543 0.005932 0.05953 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 55/299 5.66G 0.03797 0.01555 0.005667 0.05918 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 55/299 5.66G 0.03797 0.01555 0.005667 0.05918 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 55/299 5.66G 0.03795 0.01577 0.005541 0.05926 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 55/299 5.66G 0.03795 0.01577 0.005541 0.05926 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 55/299 5.66G 0.03787 0.01583 0.005434 0.05913 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 55/299 5.66G 0.03787 0.01583 0.005434 0.05913 87 640: 20%|██ | 12/59 [00:02<00:11, 4.22it/s] 55/299 5.66G 0.03774 0.0159 0.005242 0.05888 95 640: 20%|██ | 12/59 [00:02<00:11, 4.22it/s] 55/299 5.66G 0.03774 0.0159 0.005242 0.05888 95 640: 22%|██▏ | 13/59 [00:02<00:10, 4.32it/s] 55/299 5.66G 0.03775 0.01569 0.00535 0.05879 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 55/299 5.66G 0.03775 0.01569 0.00535 0.05879 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 55/299 5.66G 0.03746 0.01546 0.005469 0.05838 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.28it/s] 55/299 5.66G 0.03746 0.01546 0.005469 0.05838 72 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 55/299 5.66G 0.03763 0.01557 0.005392 0.0586 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.624 0.568 0.575 0.295
0%| | 0/59 [00:00<?, ?it/s] 56/299 5.66G 0.03455 0.01443 0.006043 0.05502 78 640: 0%| | 0/59 [00:00<?, ?it/s] 56/299 5.66G 0.03455 0.01443 0.006043 0.05502 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 56/299 5.66G 0.03493 0.0158 0.005507 0.05623 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 56/299 5.66G 0.03493 0.0158 0.005507 0.05623 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 56/299 5.66G 0.03618 0.01437 0.004549 0.0551 66 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 56/299 5.66G 0.03618 0.01437 0.004549 0.0551 66 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 56/299 5.66G 0.03654 0.01428 0.004335 0.05516 84 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 56/299 5.66G 0.03654 0.01428 0.004335 0.05516 84 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 56/299 5.66G 0.03616 0.01418 0.004522 0.05486 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 56/299 5.66G 0.03616 0.01418 0.004522 0.05486 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 56/299 5.66G 0.03669 0.014 0.004651 0.05534 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 56/299 5.66G 0.03669 0.014 0.004651 0.05534 76 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 56/299 5.66G 0.0366 0.01428 0.004472 0.05535 82 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 56/299 5.66G 0.0366 0.01428 0.004472 0.05535 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 56/299 5.66G 0.03613 0.0144 0.004508 0.05504 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 56/299 5.66G 0.03613 0.0144 0.004508 0.05504 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 56/299 5.66G 0.03643 0.01441 0.004536 0.05537 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 56/299 5.66G 0.03643 0.01441 0.004536 0.05537 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 56/299 5.66G 0.03676 0.01449 0.004648 0.0559 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 56/299 5.66G 0.03676 0.01449 0.004648 0.0559 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 56/299 5.66G 0.03718 0.01469 0.004807 0.05667 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 56/299 5.66G 0.03718 0.01469 0.004807 0.05667 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 56/299 5.66G 0.03717 0.0145 0.005068 0.05674 66 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 56/299 5.66G 0.03717 0.0145 0.005068 0.05674 66 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 56/299 5.66G 0.03719 0.01455 0.005416 0.05716 75 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 56/299 5.66G 0.03719 0.01455 0.005416 0.05716 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.29it/s] 56/299 5.66G 0.03717 0.0149 0.005254 0.05732 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.29it/s] 56/299 5.66G 0.03717 0.0149 0.005254 0.05732 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 56/299 5.66G 0.03757 0.01493 0.005383 0.05788 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 56/299 5.66G 0.03757 0.01493 0.005383 0.05788 78 640: 25%|██▌ | 15/59 [00:03<00:10, 4.30it/s] 56/299 5.66G 0.03757 0.01502 0.005316 0.05791 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.48 0.568 0.513 0.251
0%| | 0/59 [00:00<?, ?it/s] 57/299 5.66G 0.0371 0.01647 0.006324 0.05989 80 640: 0%| | 0/59 [00:00<?, ?it/s] 57/299 5.66G 0.0371 0.01647 0.006324 0.05989 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.31it/s] 57/299 5.66G 0.03614 0.01514 0.005384 0.05666 70 640: 2%|▏ | 1/59 [00:00<00:13, 4.31it/s] 57/299 5.66G 0.03614 0.01514 0.005384 0.05666 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.19it/s] 57/299 5.66G 0.03741 0.01564 0.005534 0.05859 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.19it/s] 57/299 5.66G 0.03741 0.01564 0.005534 0.05859 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 57/299 5.66G 0.03821 0.01588 0.005946 0.06003 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 57/299 5.66G 0.03821 0.01588 0.005946 0.06003 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.29it/s] 57/299 5.66G 0.03868 0.01595 0.005678 0.06031 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.29it/s] 57/299 5.66G 0.03868 0.01595 0.005678 0.06031 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 57/299 5.66G 0.03916 0.01598 0.006909 0.06205 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 57/299 5.66G 0.03916 0.01598 0.006909 0.06205 74 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 57/299 5.66G 0.03892 0.01635 0.006309 0.06157 90 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 57/299 5.66G 0.03892 0.01635 0.006309 0.06157 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 57/299 5.66G 0.0395 0.01741 0.006445 0.06336 122 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 57/299 5.66G 0.0395 0.01741 0.006445 0.06336 122 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 57/299 5.66G 0.03978 0.01765 0.006218 0.06365 101 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 57/299 5.66G 0.03978 0.01765 0.006218 0.06365 101 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 57/299 5.66G 0.03903 0.01725 0.005783 0.06206 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 57/299 5.66G 0.03903 0.01725 0.005783 0.06206 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 57/299 5.66G 0.03854 0.01712 0.005573 0.06123 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 57/299 5.66G 0.03854 0.01712 0.005573 0.06123 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 57/299 5.66G 0.03851 0.01695 0.005636 0.06109 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 57/299 5.66G 0.03851 0.01695 0.005636 0.06109 77 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 57/299 5.66G 0.03837 0.01695 0.005677 0.061 94 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 57/299 5.66G 0.03837 0.01695 0.005677 0.061 94 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 57/299 5.66G 0.03846 0.01686 0.006104 0.06143 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 57/299 5.66G 0.03846 0.01686 0.006104 0.06143 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 57/299 5.66G 0.03862 0.01666 0.006511 0.06179 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 57/299 5.66G 0.03862 0.01666 0.006511 0.06179 69 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 57/299 5.66G 0.03842 0.01658 0.006402 0.0614 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.604 0.599 0.602 0.296
0%| | 0/59 [00:00<?, ?it/s] 58/299 5.66G 0.03573 0.01198 0.006215 0.05393 64 640: 0%| | 0/59 [00:00<?, ?it/s] 58/299 5.66G 0.03573 0.01198 0.006215 0.05393 64 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 58/299 5.66G 0.03731 0.01399 0.00551 0.05681 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 58/299 5.66G 0.03731 0.01399 0.00551 0.05681 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 58/299 5.66G 0.03717 0.01316 0.00489 0.05522 59 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 58/299 5.66G 0.03717 0.01316 0.00489 0.05522 59 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 58/299 5.66G 0.03687 0.01421 0.005071 0.05615 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 58/299 5.66G 0.03687 0.01421 0.005071 0.05615 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 58/299 5.66G 0.03693 0.01503 0.004748 0.0567 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 58/299 5.66G 0.03693 0.01503 0.004748 0.0567 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 58/299 5.66G 0.03757 0.0154 0.005891 0.05886 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 58/299 5.66G 0.03757 0.0154 0.005891 0.05886 84 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 58/299 5.66G 0.03768 0.01543 0.005661 0.05877 77 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 58/299 5.66G 0.03768 0.01543 0.005661 0.05877 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 58/299 5.66G 0.03753 0.01576 0.005461 0.05875 101 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 58/299 5.66G 0.03753 0.01576 0.005461 0.05875 101 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 58/299 5.66G 0.0378 0.01576 0.005241 0.0588 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 58/299 5.66G 0.0378 0.01576 0.005241 0.0588 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 58/299 5.66G 0.03754 0.01568 0.004945 0.05817 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 58/299 5.66G 0.03754 0.01568 0.004945 0.05817 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 58/299 5.66G 0.03753 0.01566 0.004968 0.05816 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 58/299 5.66G 0.03753 0.01566 0.004968 0.05816 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 58/299 5.66G 0.03776 0.01555 0.005131 0.05845 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 58/299 5.66G 0.03776 0.01555 0.005131 0.05845 81 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 58/299 5.66G 0.03806 0.0157 0.00516 0.05893 88 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 58/299 5.66G 0.03806 0.0157 0.00516 0.05893 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 58/299 5.66G 0.03798 0.01579 0.005165 0.05894 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 58/299 5.66G 0.03798 0.01579 0.005165 0.05894 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 58/299 5.66G 0.03781 0.01576 0.005044 0.05861 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 58/299 5.66G 0.03781 0.01576 0.005044 0.05861 84 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 58/299 5.66G 0.03791 0.01559 0.005502 0.059 67 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.659 0.556 0.577 0.297
0%| | 0/59 [00:00<?, ?it/s] 59/299 5.66G 0.03541 0.01563 0.00925 0.06029 85 640: 0%| | 0/59 [00:00<?, ?it/s] 59/299 5.66G 0.03541 0.01563 0.00925 0.06029 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.50it/s] 59/299 5.66G 0.03557 0.01604 0.008161 0.05977 101 640: 2%|▏ | 1/59 [00:00<00:12, 4.50it/s] 59/299 5.66G 0.03557 0.01604 0.008161 0.05977 101 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 59/299 5.66G 0.03498 0.01542 0.00675 0.05715 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 59/299 5.66G 0.03498 0.01542 0.00675 0.05715 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 59/299 5.66G 0.03665 0.01501 0.005898 0.05756 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 59/299 5.66G 0.03665 0.01501 0.005898 0.05756 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 59/299 5.66G 0.03678 0.01454 0.006543 0.05786 69 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 59/299 5.66G 0.03678 0.01454 0.006543 0.05786 69 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 59/299 5.66G 0.03649 0.01502 0.006001 0.05751 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 59/299 5.66G 0.03649 0.01502 0.006001 0.05751 92 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 59/299 5.66G 0.03653 0.01537 0.00556 0.05746 94 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 59/299 5.66G 0.03653 0.01537 0.00556 0.05746 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 59/299 5.66G 0.03636 0.01549 0.005266 0.05712 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 59/299 5.66G 0.03636 0.01549 0.005266 0.05712 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 59/299 5.66G 0.03657 0.01585 0.0054 0.05782 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 59/299 5.66G 0.03657 0.01585 0.0054 0.05782 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 59/299 5.66G 0.03727 0.01602 0.005581 0.05887 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 59/299 5.66G 0.03727 0.01602 0.005581 0.05887 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 59/299 5.66G 0.03708 0.01594 0.006031 0.05905 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 59/299 5.66G 0.03708 0.01594 0.006031 0.05905 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 59/299 5.66G 0.03709 0.01614 0.006145 0.05938 99 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 59/299 5.66G 0.03709 0.01614 0.006145 0.05938 99 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 59/299 5.66G 0.03694 0.016 0.005818 0.05876 80 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 59/299 5.66G 0.03694 0.016 0.005818 0.05876 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 59/299 5.66G 0.03691 0.01591 0.005899 0.05872 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 59/299 5.66G 0.03691 0.01591 0.005899 0.05872 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 59/299 5.66G 0.03703 0.01578 0.005787 0.0586 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 59/299 5.66G 0.03703 0.01578 0.005787 0.0586 67 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 59/299 5.66G 0.03733 0.01572 0.005764 0.05881 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:18, 2.26s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.11s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 1.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.57 0.58 0.57 0.299
0%| | 0/59 [00:00<?, ?it/s] 60/299 5.66G 0.03828 0.01527 0.006427 0.05997 92 640: 0%| | 0/59 [00:00<?, ?it/s] 60/299 5.66G 0.03828 0.01527 0.006427 0.05997 92 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 60/299 5.66G 0.03909 0.01537 0.0063 0.06076 73 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 60/299 5.66G 0.03909 0.01537 0.0063 0.06076 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 60/299 5.66G 0.03835 0.01525 0.00657 0.06017 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 60/299 5.66G 0.03835 0.01525 0.00657 0.06017 87 640: 5%|▌ | 3/59 [00:00<00:13, 4.23it/s] 60/299 5.66G 0.03799 0.01514 0.007414 0.06055 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.23it/s] 60/299 5.66G 0.03799 0.01514 0.007414 0.06055 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 60/299 5.66G 0.03769 0.01446 0.006888 0.05904 68 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 60/299 5.66G 0.03769 0.01446 0.006888 0.05904 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 60/299 5.66G 0.03759 0.0147 0.006659 0.05896 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 60/299 5.66G 0.03759 0.0147 0.006659 0.05896 80 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 60/299 5.66G 0.03733 0.01496 0.006167 0.05845 79 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 60/299 5.66G 0.03733 0.01496 0.006167 0.05845 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 60/299 5.66G 0.03703 0.01472 0.0057 0.05746 78 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 60/299 5.66G 0.03703 0.01472 0.0057 0.05746 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 60/299 5.66G 0.03731 0.01522 0.005771 0.0583 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 60/299 5.66G 0.03731 0.01522 0.005771 0.0583 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 60/299 5.66G 0.03741 0.01534 0.005698 0.05845 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 60/299 5.66G 0.03741 0.01534 0.005698 0.05845 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 60/299 5.66G 0.0374 0.01548 0.005531 0.05841 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 60/299 5.66G 0.0374 0.01548 0.005531 0.05841 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 60/299 5.66G 0.0374 0.01542 0.005358 0.05818 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 60/299 5.66G 0.0374 0.01542 0.005358 0.05818 84 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 60/299 5.66G 0.03724 0.0155 0.005389 0.05813 91 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 60/299 5.66G 0.03724 0.0155 0.005389 0.05813 91 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 60/299 5.66G 0.03739 0.01531 0.005453 0.05815 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 60/299 5.66G 0.03739 0.01531 0.005453 0.05815 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 60/299 5.66G 0.03734 0.0154 0.00534 0.05808 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 60/299 5.66G 0.03734 0.0154 0.00534 0.05808 87 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 60/299 5.66G 0.03738 0.01549 0.005337 0.05821 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.614 0.565 0.574 0.304
0%| | 0/59 [00:00<?, ?it/s] 61/299 5.66G 0.0368 0.01334 0.005971 0.05611 71 640: 0%| | 0/59 [00:00<?, ?it/s] 61/299 5.66G 0.0368 0.01334 0.005971 0.05611 71 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 61/299 5.66G 0.03626 0.01564 0.007491 0.05939 95 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 61/299 5.66G 0.03626 0.01564 0.007491 0.05939 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 61/299 5.66G 0.03669 0.01635 0.007167 0.06021 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 61/299 5.66G 0.03669 0.01635 0.007167 0.06021 94 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 61/299 5.66G 0.03706 0.01593 0.006548 0.05954 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 61/299 5.66G 0.03706 0.01593 0.006548 0.05954 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 61/299 5.66G 0.03746 0.01525 0.006006 0.05872 71 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 61/299 5.66G 0.03746 0.01525 0.006006 0.05872 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 61/299 5.66G 0.03693 0.01519 0.00698 0.0591 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 61/299 5.66G 0.03693 0.01519 0.00698 0.0591 82 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 61/299 5.66G 0.03741 0.0153 0.006872 0.05958 85 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 61/299 5.66G 0.03741 0.0153 0.006872 0.05958 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 61/299 5.66G 0.03733 0.01562 0.006757 0.05971 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 61/299 5.66G 0.03733 0.01562 0.006757 0.05971 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 61/299 5.66G 0.03778 0.01573 0.006538 0.06004 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 61/299 5.66G 0.03778 0.01573 0.006538 0.06004 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 61/299 5.66G 0.03756 0.01565 0.006445 0.05966 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 61/299 5.66G 0.03756 0.01565 0.006445 0.05966 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 61/299 5.66G 0.03762 0.01547 0.006134 0.05923 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 61/299 5.66G 0.03762 0.01547 0.006134 0.05923 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 61/299 5.66G 0.03754 0.01537 0.00594 0.05885 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 61/299 5.66G 0.03754 0.01537 0.00594 0.05885 82 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 61/299 5.66G 0.03721 0.01549 0.005905 0.0586 91 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 61/299 5.66G 0.03721 0.01549 0.005905 0.0586 91 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 61/299 5.66G 0.03718 0.0153 0.006038 0.05852 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 61/299 5.66G 0.03718 0.0153 0.006038 0.05852 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 61/299 5.66G 0.03699 0.01534 0.005819 0.05815 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 61/299 5.66G 0.03699 0.01534 0.005819 0.05815 97 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 61/299 5.66G 0.03681 0.01548 0.005843 0.05814 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.525 0.515 0.474 0.228
0%| | 0/59 [00:00<?, ?it/s] 62/299 5.66G 0.04024 0.014 0.005069 0.05931 72 640: 0%| | 0/59 [00:00<?, ?it/s] 62/299 5.66G 0.04024 0.014 0.005069 0.05931 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 62/299 5.66G 0.03925 0.01534 0.004477 0.05907 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 62/299 5.66G 0.03925 0.01534 0.004477 0.05907 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 62/299 5.66G 0.03866 0.01464 0.004442 0.05774 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 62/299 5.66G 0.03866 0.01464 0.004442 0.05774 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 62/299 5.66G 0.03828 0.01511 0.004114 0.05751 87 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 62/299 5.66G 0.03828 0.01511 0.004114 0.05751 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 62/299 5.66G 0.03832 0.01572 0.004044 0.05809 99 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 62/299 5.66G 0.03832 0.01572 0.004044 0.05809 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 62/299 5.66G 0.03782 0.01542 0.003885 0.05712 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 62/299 5.66G 0.03782 0.01542 0.003885 0.05712 71 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 62/299 5.66G 0.0377 0.01499 0.004209 0.0569 64 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 62/299 5.66G 0.0377 0.01499 0.004209 0.0569 64 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 62/299 5.66G 0.03722 0.01512 0.004064 0.0564 80 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 62/299 5.66G 0.03722 0.01512 0.004064 0.0564 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 62/299 5.66G 0.0371 0.01515 0.004125 0.05637 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 62/299 5.66G 0.0371 0.01515 0.004125 0.05637 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 62/299 5.66G 0.03728 0.01521 0.004276 0.05676 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 62/299 5.66G 0.03728 0.01521 0.004276 0.05676 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 62/299 5.66G 0.03723 0.01515 0.00435 0.05673 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 62/299 5.66G 0.03723 0.01515 0.00435 0.05673 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 62/299 5.66G 0.03717 0.01525 0.004389 0.05681 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 62/299 5.66G 0.03717 0.01525 0.004389 0.05681 86 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 62/299 5.66G 0.03704 0.01498 0.004341 0.05636 61 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 62/299 5.66G 0.03704 0.01498 0.004341 0.05636 61 640: 22%|██▏ | 13/59 [00:02<00:10, 4.29it/s] 62/299 5.66G 0.03688 0.01509 0.004338 0.0563 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.29it/s] 62/299 5.66G 0.03688 0.01509 0.004338 0.0563 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 62/299 5.66G 0.03667 0.0152 0.004449 0.05632 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 62/299 5.66G 0.03667 0.0152 0.004449 0.05632 94 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 62/299 5.66G 0.03655 0.0152 0.004479 0.05622 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.558 0.564 0.562 0.299
0%| | 0/59 [00:00<?, ?it/s] 63/299 5.66G 0.03677 0.01638 0.004155 0.0573 83 640: 0%| | 0/59 [00:00<?, ?it/s] 63/299 5.66G 0.03677 0.01638 0.004155 0.0573 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.48it/s] 63/299 5.66G 0.03877 0.01497 0.00443 0.05817 78 640: 2%|▏ | 1/59 [00:00<00:12, 4.48it/s] 63/299 5.66G 0.03877 0.01497 0.00443 0.05817 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 63/299 5.66G 0.03972 0.01587 0.005671 0.06126 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 63/299 5.66G 0.03972 0.01587 0.005671 0.06126 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 63/299 5.66G 0.03912 0.01576 0.005774 0.06066 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 63/299 5.66G 0.03912 0.01576 0.005774 0.06066 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 63/299 5.66G 0.03951 0.01527 0.006207 0.06098 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 63/299 5.66G 0.03951 0.01527 0.006207 0.06098 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 63/299 5.66G 0.03942 0.01547 0.006373 0.06126 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 63/299 5.66G 0.03942 0.01547 0.006373 0.06126 96 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 63/299 5.66G 0.03895 0.01552 0.005877 0.06034 85 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 63/299 5.66G 0.03895 0.01552 0.005877 0.06034 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 63/299 5.66G 0.03838 0.01581 0.005465 0.05965 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 63/299 5.66G 0.03838 0.01581 0.005465 0.05965 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 63/299 5.66G 0.0386 0.01557 0.005346 0.05951 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 63/299 5.66G 0.0386 0.01557 0.005346 0.05951 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 63/299 5.66G 0.03866 0.01579 0.005224 0.05968 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 63/299 5.66G 0.03866 0.01579 0.005224 0.05968 92 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 63/299 5.66G 0.0387 0.01582 0.005206 0.05972 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 63/299 5.66G 0.0387 0.01582 0.005206 0.05972 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 63/299 5.66G 0.0385 0.01584 0.005193 0.05954 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 63/299 5.66G 0.0385 0.01584 0.005193 0.05954 94 640: 20%|██ | 12/59 [00:02<00:11, 4.27it/s] 63/299 5.66G 0.03792 0.01574 0.004992 0.05865 85 640: 20%|██ | 12/59 [00:02<00:11, 4.27it/s] 63/299 5.66G 0.03792 0.01574 0.004992 0.05865 85 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 63/299 5.66G 0.03783 0.01572 0.004975 0.05852 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 63/299 5.66G 0.03783 0.01572 0.004975 0.05852 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 63/299 5.66G 0.03767 0.01556 0.00542 0.05865 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 63/299 5.66G 0.03767 0.01556 0.00542 0.05865 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 63/299 5.66G 0.03787 0.01556 0.005471 0.0589 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.546 0.495 0.515 0.269
0%| | 0/59 [00:00<?, ?it/s] 64/299 5.66G 0.03625 0.01732 0.00634 0.05991 90 640: 0%| | 0/59 [00:00<?, ?it/s] 64/299 5.66G 0.03625 0.01732 0.00634 0.05991 90 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 64/299 5.66G 0.03748 0.01656 0.006458 0.0605 79 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 64/299 5.66G 0.03748 0.01656 0.006458 0.0605 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 64/299 5.66G 0.03829 0.01613 0.006647 0.06106 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 64/299 5.66G 0.03829 0.01613 0.006647 0.06106 73 640: 5%|▌ | 3/59 [00:00<00:13, 4.18it/s] 64/299 5.66G 0.03772 0.01573 0.00627 0.05973 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.18it/s] 64/299 5.66G 0.03772 0.01573 0.00627 0.05973 69 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 64/299 5.66G 0.03745 0.01563 0.005781 0.05886 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 64/299 5.66G 0.03745 0.01563 0.005781 0.05886 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 64/299 5.66G 0.03731 0.01596 0.00592 0.05919 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 64/299 5.66G 0.03731 0.01596 0.00592 0.05919 88 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 64/299 5.66G 0.03682 0.01636 0.005611 0.05879 95 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 64/299 5.66G 0.03682 0.01636 0.005611 0.05879 95 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 64/299 5.66G 0.03688 0.01626 0.006039 0.05918 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 64/299 5.66G 0.03688 0.01626 0.006039 0.05918 82 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 64/299 5.66G 0.03653 0.01646 0.006017 0.05901 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 64/299 5.66G 0.03653 0.01646 0.006017 0.05901 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 64/299 5.66G 0.03665 0.01656 0.005758 0.05897 101 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 64/299 5.66G 0.03665 0.01656 0.005758 0.05897 101 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 64/299 5.66G 0.03653 0.0164 0.005718 0.05866 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 64/299 5.66G 0.03653 0.0164 0.005718 0.05866 79 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 64/299 5.66G 0.03637 0.01617 0.005798 0.05834 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 64/299 5.66G 0.03637 0.01617 0.005798 0.05834 74 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 64/299 5.66G 0.03618 0.01636 0.005924 0.05846 96 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 64/299 5.66G 0.03618 0.01636 0.005924 0.05846 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 64/299 5.66G 0.03628 0.0162 0.006046 0.05852 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 64/299 5.66G 0.03628 0.0162 0.006046 0.05852 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 64/299 5.66G 0.03634 0.01609 0.005807 0.05823 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 64/299 5.66G 0.03634 0.01609 0.005807 0.05823 91 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 64/299 5.66G 0.03653 0.01594 0.006156 0.05862 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.496 0.466 0.434 0.194
0%| | 0/59 [00:00<?, ?it/s] 65/299 5.66G 0.03913 0.01394 0.004825 0.0579 80 640: 0%| | 0/59 [00:00<?, ?it/s] 65/299 5.66G 0.03913 0.01394 0.004825 0.0579 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 65/299 5.66G 0.0365 0.01562 0.004863 0.05699 96 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 65/299 5.66G 0.0365 0.01562 0.004863 0.05699 96 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 65/299 5.66G 0.03612 0.01475 0.006016 0.05689 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 65/299 5.66G 0.03612 0.01475 0.006016 0.05689 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 65/299 5.66G 0.03691 0.01471 0.006595 0.05821 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 65/299 5.66G 0.03691 0.01471 0.006595 0.05821 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 65/299 5.66G 0.03784 0.01501 0.006634 0.05948 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 65/299 5.66G 0.03784 0.01501 0.006634 0.05948 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 65/299 5.66G 0.03818 0.01514 0.006522 0.05984 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 65/299 5.66G 0.03818 0.01514 0.006522 0.05984 88 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 65/299 5.66G 0.03778 0.01523 0.006237 0.05925 80 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 65/299 5.66G 0.03778 0.01523 0.006237 0.05925 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 65/299 5.66G 0.03755 0.01532 0.006196 0.05907 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 65/299 5.66G 0.03755 0.01532 0.006196 0.05907 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 65/299 5.66G 0.03743 0.01515 0.005846 0.05843 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 65/299 5.66G 0.03743 0.01515 0.005846 0.05843 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 65/299 5.66G 0.03747 0.01498 0.005924 0.05837 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 65/299 5.66G 0.03747 0.01498 0.005924 0.05837 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 65/299 5.66G 0.03745 0.01491 0.005597 0.05796 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 65/299 5.66G 0.03745 0.01491 0.005597 0.05796 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 65/299 5.66G 0.03748 0.01481 0.005587 0.05787 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 65/299 5.66G 0.03748 0.01481 0.005587 0.05787 73 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 65/299 5.66G 0.03731 0.01481 0.005485 0.0576 72 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 65/299 5.66G 0.03731 0.01481 0.005485 0.0576 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 65/299 5.66G 0.03724 0.0149 0.005951 0.05809 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 65/299 5.66G 0.03724 0.0149 0.005951 0.05809 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 65/299 5.66G 0.03723 0.01511 0.005878 0.05823 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 65/299 5.66G 0.03723 0.01511 0.005878 0.05823 96 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 65/299 5.66G 0.03703 0.01514 0.00566 0.05783 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.538 0.645 0.578 0.299
0%| | 0/59 [00:00<?, ?it/s] 66/299 5.66G 0.03442 0.01479 0.004421 0.05363 73 640: 0%| | 0/59 [00:00<?, ?it/s] 66/299 5.66G 0.03442 0.01479 0.004421 0.05363 73 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 66/299 5.66G 0.03575 0.01516 0.01002 0.06093 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 66/299 5.66G 0.03575 0.01516 0.01002 0.06093 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 66/299 5.66G 0.03619 0.01439 0.007736 0.05831 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 66/299 5.66G 0.03619 0.01439 0.007736 0.05831 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 66/299 5.66G 0.03572 0.01408 0.007388 0.05719 73 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 66/299 5.66G 0.03572 0.01408 0.007388 0.05719 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 66/299 5.66G 0.03585 0.01397 0.007281 0.0571 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 66/299 5.66G 0.03585 0.01397 0.007281 0.0571 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 66/299 5.66G 0.0361 0.01401 0.006757 0.05687 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 66/299 5.66G 0.0361 0.01401 0.006757 0.05687 76 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 66/299 5.66G 0.03598 0.01423 0.006091 0.0563 83 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 66/299 5.66G 0.03598 0.01423 0.006091 0.0563 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 66/299 5.66G 0.03624 0.01469 0.006012 0.05694 77 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 66/299 5.66G 0.03624 0.01469 0.006012 0.05694 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 66/299 5.66G 0.03633 0.01452 0.005801 0.05665 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 66/299 5.66G 0.03633 0.01452 0.005801 0.05665 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 66/299 5.66G 0.03645 0.01447 0.005938 0.05686 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 66/299 5.66G 0.03645 0.01447 0.005938 0.05686 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 66/299 5.66G 0.03663 0.01454 0.006146 0.05732 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 66/299 5.66G 0.03663 0.01454 0.006146 0.05732 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 66/299 5.66G 0.03662 0.01469 0.005871 0.05718 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 66/299 5.66G 0.03662 0.01469 0.005871 0.05718 82 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 66/299 5.66G 0.03659 0.01479 0.006104 0.05749 89 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 66/299 5.66G 0.03659 0.01479 0.006104 0.05749 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 66/299 5.66G 0.03644 0.01464 0.005986 0.05707 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 66/299 5.66G 0.03644 0.01464 0.005986 0.05707 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 66/299 5.66G 0.03657 0.01472 0.005925 0.05721 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 66/299 5.66G 0.03657 0.01472 0.005925 0.05721 85 640: 25%|██▌ | 15/59 [00:03<00:10, 4.30it/s] 66/299 5.66G 0.03669 0.01476 0.005924 0.05738 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.638 0.589 0.603 0.306
0%| | 0/59 [00:00<?, ?it/s] 67/299 5.66G 0.03671 0.01418 0.002701 0.05359 69 640: 0%| | 0/59 [00:00<?, ?it/s] 67/299 5.66G 0.03671 0.01418 0.002701 0.05359 69 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 67/299 5.66G 0.0366 0.01567 0.004123 0.05639 95 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 67/299 5.66G 0.0366 0.01567 0.004123 0.05639 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 67/299 5.66G 0.03732 0.0151 0.004183 0.05661 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 67/299 5.66G 0.03732 0.0151 0.004183 0.05661 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 67/299 5.66G 0.03691 0.01458 0.00613 0.05762 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 67/299 5.66G 0.03691 0.01458 0.00613 0.05762 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 67/299 5.66G 0.03648 0.01447 0.005663 0.05661 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 67/299 5.66G 0.03648 0.01447 0.005663 0.05661 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 67/299 5.66G 0.03639 0.01509 0.006169 0.05766 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 67/299 5.66G 0.03639 0.01509 0.006169 0.05766 96 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 67/299 5.66G 0.03667 0.01554 0.00656 0.05877 85 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 67/299 5.66G 0.03667 0.01554 0.00656 0.05877 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 67/299 5.66G 0.03658 0.01574 0.006328 0.05865 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 67/299 5.66G 0.03658 0.01574 0.006328 0.05865 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 67/299 5.66G 0.03632 0.01575 0.006313 0.05838 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 67/299 5.66G 0.03632 0.01575 0.006313 0.05838 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 67/299 5.66G 0.03646 0.01588 0.006395 0.05873 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 67/299 5.66G 0.03646 0.01588 0.006395 0.05873 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 67/299 5.66G 0.0362 0.01574 0.006185 0.05812 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 67/299 5.66G 0.0362 0.01574 0.006185 0.05812 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 67/299 5.66G 0.03614 0.01545 0.005935 0.05753 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 67/299 5.66G 0.03614 0.01545 0.005935 0.05753 72 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 67/299 5.66G 0.03614 0.01543 0.005997 0.05756 75 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 67/299 5.66G 0.03614 0.01543 0.005997 0.05756 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 67/299 5.66G 0.03617 0.0153 0.006127 0.05759 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 67/299 5.66G 0.03617 0.0153 0.006127 0.05759 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 67/299 5.66G 0.03612 0.01526 0.006131 0.05751 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 67/299 5.66G 0.03612 0.01526 0.006131 0.05751 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 67/299 5.66G 0.0363 0.01533 0.006022 0.05765 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.528 0.619 0.577 0.293
0%| | 0/59 [00:00<?, ?it/s] 68/299 5.66G 0.03751 0.01595 0.003409 0.05687 83 640: 0%| | 0/59 [00:00<?, ?it/s] 68/299 5.66G 0.03751 0.01595 0.003409 0.05687 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 68/299 5.66G 0.03603 0.01558 0.00446 0.05607 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 68/299 5.66G 0.03603 0.01558 0.00446 0.05607 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 68/299 5.66G 0.03625 0.01533 0.004585 0.05616 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 68/299 5.66G 0.03625 0.01533 0.004585 0.05616 80 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 68/299 5.66G 0.03614 0.01599 0.004376 0.0565 92 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 68/299 5.66G 0.03614 0.01599 0.004376 0.0565 92 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 68/299 5.66G 0.03589 0.01582 0.004889 0.0566 95 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 68/299 5.66G 0.03589 0.01582 0.004889 0.0566 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 68/299 5.66G 0.03636 0.01619 0.005135 0.05769 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 68/299 5.66G 0.03636 0.01619 0.005135 0.05769 90 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 68/299 5.66G 0.0359 0.01596 0.005786 0.05764 80 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 68/299 5.66G 0.0359 0.01596 0.005786 0.05764 80 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 68/299 5.66G 0.03585 0.01589 0.005537 0.05728 85 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 68/299 5.66G 0.03585 0.01589 0.005537 0.05728 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 68/299 5.66G 0.03593 0.01552 0.005464 0.05691 70 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 68/299 5.66G 0.03593 0.01552 0.005464 0.05691 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 68/299 5.66G 0.03626 0.01556 0.005401 0.05722 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 68/299 5.66G 0.03626 0.01556 0.005401 0.05722 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 68/299 5.66G 0.03659 0.0155 0.005207 0.0573 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 68/299 5.66G 0.03659 0.0155 0.005207 0.0573 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 68/299 5.66G 0.03674 0.01534 0.005339 0.05742 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 68/299 5.66G 0.03674 0.01534 0.005339 0.05742 77 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 68/299 5.66G 0.03689 0.01534 0.005534 0.05776 80 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 68/299 5.66G 0.03689 0.01534 0.005534 0.05776 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 68/299 5.66G 0.03676 0.01526 0.005361 0.05738 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 68/299 5.66G 0.03676 0.01526 0.005361 0.05738 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 68/299 5.66G 0.03665 0.01516 0.005463 0.05728 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 68/299 5.66G 0.03665 0.01516 0.005463 0.05728 72 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 68/299 5.66G 0.03661 0.01536 0.00543 0.0574 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.518 0.537 0.492 0.251
0%| | 0/59 [00:00<?, ?it/s] 69/299 5.66G 0.03154 0.01445 0.00276 0.04875 81 640: 0%| | 0/59 [00:00<?, ?it/s] 69/299 5.66G 0.03154 0.01445 0.00276 0.04875 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 69/299 5.66G 0.03247 0.01519 0.003134 0.0508 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 69/299 5.66G 0.03247 0.01519 0.003134 0.0508 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 69/299 5.66G 0.03285 0.01404 0.003186 0.05008 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 69/299 5.66G 0.03285 0.01404 0.003186 0.05008 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 69/299 5.66G 0.03315 0.01402 0.003846 0.05101 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 69/299 5.66G 0.03315 0.01402 0.003846 0.05101 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 69/299 5.66G 0.03459 0.01474 0.004168 0.0535 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 69/299 5.66G 0.03459 0.01474 0.004168 0.0535 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 69/299 5.66G 0.0351 0.01523 0.004866 0.05519 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 69/299 5.66G 0.0351 0.01523 0.004866 0.05519 89 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 69/299 5.66G 0.03515 0.01511 0.004868 0.05513 78 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 69/299 5.66G 0.03515 0.01511 0.004868 0.05513 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 69/299 5.66G 0.03497 0.01524 0.005101 0.05531 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 69/299 5.66G 0.03497 0.01524 0.005101 0.05531 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 69/299 5.66G 0.03512 0.01536 0.005125 0.0556 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 69/299 5.66G 0.03512 0.01536 0.005125 0.0556 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 69/299 5.66G 0.03514 0.0154 0.005146 0.05569 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 69/299 5.66G 0.03514 0.0154 0.005146 0.05569 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 69/299 5.66G 0.03529 0.01546 0.005337 0.05608 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 69/299 5.66G 0.03529 0.01546 0.005337 0.05608 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 69/299 5.66G 0.0351 0.01542 0.00523 0.05575 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 69/299 5.66G 0.0351 0.01542 0.00523 0.05575 87 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 69/299 5.66G 0.03502 0.0154 0.005562 0.05598 90 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 69/299 5.66G 0.03502 0.0154 0.005562 0.05598 90 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 69/299 5.66G 0.0352 0.01524 0.005532 0.05597 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 69/299 5.66G 0.0352 0.01524 0.005532 0.05597 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 69/299 5.66G 0.03527 0.01506 0.005309 0.05564 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 69/299 5.66G 0.03527 0.01506 0.005309 0.05564 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 69/299 5.66G 0.03525 0.01522 0.005137 0.05561 96 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.602 0.636 0.601 0.311
0%| | 0/59 [00:00<?, ?it/s] 70/299 5.66G 0.03982 0.01339 0.004222 0.05743 78 640: 0%| | 0/59 [00:00<?, ?it/s] 70/299 5.66G 0.03982 0.01339 0.004222 0.05743 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 70/299 5.66G 0.03599 0.01351 0.004344 0.05384 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 70/299 5.66G 0.03599 0.01351 0.004344 0.05384 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 70/299 5.66G 0.03539 0.01409 0.00558 0.05505 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 70/299 5.66G 0.03539 0.01409 0.00558 0.05505 80 640: 5%|▌ | 3/59 [00:00<00:14, 3.95it/s] 70/299 5.66G 0.03564 0.01361 0.004812 0.05406 61 640: 5%|▌ | 3/59 [00:00<00:14, 3.95it/s] 70/299 5.66G 0.03564 0.01361 0.004812 0.05406 61 640: 7%|▋ | 4/59 [00:00<00:13, 4.19it/s] 70/299 5.66G 0.03579 0.01453 0.005116 0.05543 104 640: 7%|▋ | 4/59 [00:01<00:13, 4.19it/s] 70/299 5.66G 0.03579 0.01453 0.005116 0.05543 104 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 70/299 5.66G 0.0362 0.01431 0.00562 0.05613 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 70/299 5.66G 0.0362 0.01431 0.00562 0.05613 81 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 70/299 5.66G 0.03608 0.01437 0.005111 0.05557 95 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 70/299 5.66G 0.03608 0.01437 0.005111 0.05557 95 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 70/299 5.66G 0.03621 0.01478 0.005025 0.05601 102 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 70/299 5.66G 0.03621 0.01478 0.005025 0.05601 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 70/299 5.66G 0.03642 0.01479 0.005055 0.05627 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 70/299 5.66G 0.03642 0.01479 0.005055 0.05627 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 70/299 5.66G 0.03665 0.01478 0.005271 0.0567 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 70/299 5.66G 0.03665 0.01478 0.005271 0.0567 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 70/299 5.66G 0.03652 0.0146 0.00505 0.05616 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 70/299 5.66G 0.03652 0.0146 0.00505 0.05616 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 70/299 5.66G 0.03644 0.01461 0.005598 0.05665 79 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 70/299 5.66G 0.03644 0.01461 0.005598 0.05665 79 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 70/299 5.66G 0.0368 0.01478 0.005791 0.05738 82 640: 20%|██ | 12/59 [00:03<00:10, 4.37it/s] 70/299 5.66G 0.0368 0.01478 0.005791 0.05738 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 70/299 5.66G 0.03678 0.01476 0.005868 0.0574 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 70/299 5.66G 0.03678 0.01476 0.005868 0.0574 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 70/299 5.66G 0.03652 0.0146 0.005825 0.05694 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 70/299 5.66G 0.03652 0.0146 0.005825 0.05694 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 70/299 5.66G 0.03639 0.01474 0.00582 0.05695 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.59 0.515 0.553 0.284
0%| | 0/59 [00:00<?, ?it/s] 71/299 5.66G 0.03542 0.01306 0.00278 0.05126 75 640: 0%| | 0/59 [00:00<?, ?it/s] 71/299 5.66G 0.03542 0.01306 0.00278 0.05126 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 71/299 5.66G 0.03712 0.01439 0.007285 0.0588 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 71/299 5.66G 0.03712 0.01439 0.007285 0.0588 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 71/299 5.66G 0.03611 0.01412 0.006347 0.05658 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 71/299 5.66G 0.03611 0.01412 0.006347 0.05658 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 71/299 5.66G 0.03492 0.01434 0.005491 0.05476 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 71/299 5.66G 0.03492 0.01434 0.005491 0.05476 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 71/299 5.66G 0.03573 0.01494 0.005756 0.05643 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 71/299 5.66G 0.03573 0.01494 0.005756 0.05643 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 71/299 5.66G 0.03555 0.01486 0.006375 0.05678 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 71/299 5.66G 0.03555 0.01486 0.006375 0.05678 82 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 71/299 5.66G 0.03572 0.01522 0.006177 0.05711 109 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 71/299 5.66G 0.03572 0.01522 0.006177 0.05711 109 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 71/299 5.66G 0.03604 0.01544 0.006337 0.05782 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 71/299 5.66G 0.03604 0.01544 0.006337 0.05782 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 71/299 5.66G 0.03652 0.01516 0.006136 0.05781 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 71/299 5.66G 0.03652 0.01516 0.006136 0.05781 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 71/299 5.66G 0.03692 0.01545 0.005919 0.05829 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 71/299 5.66G 0.03692 0.01545 0.005919 0.05829 92 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 71/299 5.66G 0.03684 0.01557 0.005891 0.05831 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 71/299 5.66G 0.03684 0.01557 0.005891 0.05831 96 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 71/299 5.66G 0.03691 0.01555 0.006177 0.05864 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 71/299 5.66G 0.03691 0.01555 0.006177 0.05864 85 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 71/299 5.66G 0.03692 0.01544 0.00635 0.05872 75 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 71/299 5.66G 0.03692 0.01544 0.00635 0.05872 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 71/299 5.66G 0.03703 0.01551 0.006531 0.05907 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 71/299 5.66G 0.03703 0.01551 0.006531 0.05907 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 71/299 5.66G 0.03725 0.01568 0.006757 0.05968 110 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 71/299 5.66G 0.03725 0.01568 0.006757 0.05968 110 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 71/299 5.66G 0.0371 0.01556 0.006594 0.05925 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.628 0.575 0.61 0.321
0%| | 0/59 [00:00<?, ?it/s] 72/299 5.66G 0.03087 0.01334 0.002334 0.04654 72 640: 0%| | 0/59 [00:00<?, ?it/s] 72/299 5.66G 0.03087 0.01334 0.002334 0.04654 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 72/299 5.66G 0.03264 0.01468 0.004414 0.05173 88 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 72/299 5.66G 0.03264 0.01468 0.004414 0.05173 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 72/299 5.66G 0.03533 0.01536 0.003819 0.05451 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 72/299 5.66G 0.03533 0.01536 0.003819 0.05451 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 72/299 5.66G 0.03573 0.01577 0.00375 0.05525 91 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 72/299 5.66G 0.03573 0.01577 0.00375 0.05525 91 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 72/299 5.66G 0.03584 0.01526 0.003923 0.05503 64 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 72/299 5.66G 0.03584 0.01526 0.003923 0.05503 64 640: 8%|▊ | 5/59 [00:01<00:12, 4.20it/s] 72/299 5.66G 0.03593 0.01504 0.004097 0.05507 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.20it/s] 72/299 5.66G 0.03593 0.01504 0.004097 0.05507 76 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 72/299 5.66G 0.03642 0.01512 0.003983 0.05552 93 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 72/299 5.66G 0.03642 0.01512 0.003983 0.05552 93 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 72/299 5.66G 0.03644 0.01533 0.003832 0.0556 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 72/299 5.66G 0.03644 0.01533 0.003832 0.0556 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 72/299 5.66G 0.03631 0.01552 0.004312 0.05614 92 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 72/299 5.66G 0.03631 0.01552 0.004312 0.05614 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 72/299 5.66G 0.03606 0.01523 0.004034 0.05532 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 72/299 5.66G 0.03606 0.01523 0.004034 0.05532 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 72/299 5.66G 0.03613 0.01542 0.004163 0.05572 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 72/299 5.66G 0.03613 0.01542 0.004163 0.05572 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 72/299 5.66G 0.03619 0.01546 0.004451 0.05611 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.23it/s] 72/299 5.66G 0.03619 0.01546 0.004451 0.05611 82 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 72/299 5.66G 0.03597 0.01521 0.004471 0.05565 72 640: 20%|██ | 12/59 [00:03<00:10, 4.33it/s] 72/299 5.66G 0.03597 0.01521 0.004471 0.05565 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 72/299 5.66G 0.03605 0.01519 0.004444 0.05568 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 72/299 5.66G 0.03605 0.01519 0.004444 0.05568 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 72/299 5.66G 0.0359 0.01537 0.004586 0.05586 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 72/299 5.66G 0.0359 0.01537 0.004586 0.05586 89 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 72/299 5.66G 0.03593 0.01552 0.004591 0.05604 99 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.613 0.615 0.624 0.318
0%| | 0/59 [00:00<?, ?it/s] 73/299 5.66G 0.03411 0.01634 0.004322 0.05477 86 640: 0%| | 0/59 [00:00<?, ?it/s] 73/299 5.66G 0.03411 0.01634 0.004322 0.05477 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 73/299 5.66G 0.03345 0.01554 0.004122 0.05311 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 73/299 5.66G 0.03345 0.01554 0.004122 0.05311 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 73/299 5.66G 0.03521 0.01431 0.00402 0.05354 58 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 73/299 5.66G 0.03521 0.01431 0.00402 0.05354 58 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 73/299 5.66G 0.0355 0.01399 0.003769 0.05326 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 73/299 5.66G 0.0355 0.01399 0.003769 0.05326 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 73/299 5.66G 0.03591 0.01422 0.004377 0.0545 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 73/299 5.66G 0.03591 0.01422 0.004377 0.0545 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 73/299 5.66G 0.03527 0.01448 0.004746 0.05449 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 73/299 5.66G 0.03527 0.01448 0.004746 0.05449 82 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 73/299 5.66G 0.03558 0.01454 0.00462 0.05474 84 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 73/299 5.66G 0.03558 0.01454 0.00462 0.05474 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 73/299 5.66G 0.036 0.01454 0.004599 0.05513 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 73/299 5.66G 0.036 0.01454 0.004599 0.05513 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 73/299 5.66G 0.03603 0.01465 0.004817 0.0555 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 73/299 5.66G 0.03603 0.01465 0.004817 0.0555 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 73/299 5.66G 0.03598 0.01476 0.004634 0.05537 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 73/299 5.66G 0.03598 0.01476 0.004634 0.05537 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 73/299 5.66G 0.036 0.01481 0.004622 0.05543 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 73/299 5.66G 0.036 0.01481 0.004622 0.05543 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 73/299 5.66G 0.03572 0.0146 0.004579 0.0549 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 73/299 5.66G 0.03572 0.0146 0.004579 0.0549 69 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 73/299 5.66G 0.03588 0.01472 0.004606 0.05521 87 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 73/299 5.66G 0.03588 0.01472 0.004606 0.05521 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 73/299 5.66G 0.03587 0.01458 0.00469 0.05514 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 73/299 5.66G 0.03587 0.01458 0.00469 0.05514 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 73/299 5.66G 0.03584 0.01466 0.004629 0.05514 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 73/299 5.66G 0.03584 0.01466 0.004629 0.05514 94 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 73/299 5.66G 0.03558 0.01456 0.004462 0.0546 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.56 0.633 0.599 0.305
0%| | 0/59 [00:00<?, ?it/s] 74/299 5.66G 0.03422 0.01408 0.002208 0.05051 76 640: 0%| | 0/59 [00:00<?, ?it/s] 74/299 5.66G 0.03422 0.01408 0.002208 0.05051 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 74/299 5.66G 0.03491 0.0154 0.002385 0.05269 99 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 74/299 5.66G 0.03491 0.0154 0.002385 0.05269 99 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 74/299 5.66G 0.03446 0.01468 0.003465 0.0526 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 74/299 5.66G 0.03446 0.01468 0.003465 0.0526 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 74/299 5.66G 0.03491 0.01372 0.003734 0.05236 64 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 74/299 5.66G 0.03491 0.01372 0.003734 0.05236 64 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 74/299 5.66G 0.03523 0.01395 0.003375 0.05255 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 74/299 5.66G 0.03523 0.01395 0.003375 0.05255 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 74/299 5.66G 0.03537 0.01469 0.004073 0.05413 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 74/299 5.66G 0.03537 0.01469 0.004073 0.05413 92 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 74/299 5.66G 0.03523 0.01463 0.004208 0.05406 69 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 74/299 5.66G 0.03523 0.01463 0.004208 0.05406 69 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 74/299 5.66G 0.03501 0.01505 0.004514 0.05457 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 74/299 5.66G 0.03501 0.01505 0.004514 0.05457 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 74/299 5.66G 0.03503 0.01525 0.004594 0.05486 96 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 74/299 5.66G 0.03503 0.01525 0.004594 0.05486 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 74/299 5.66G 0.03512 0.01529 0.004545 0.05496 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 74/299 5.66G 0.03512 0.01529 0.004545 0.05496 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 74/299 5.66G 0.03508 0.01521 0.004411 0.0547 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 74/299 5.66G 0.03508 0.01521 0.004411 0.0547 79 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 74/299 5.66G 0.03462 0.01483 0.004229 0.05368 62 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 74/299 5.66G 0.03462 0.01483 0.004229 0.05368 62 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 74/299 5.66G 0.03486 0.01485 0.004222 0.05393 81 640: 20%|██ | 12/59 [00:03<00:10, 4.41it/s] 74/299 5.66G 0.03486 0.01485 0.004222 0.05393 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 74/299 5.66G 0.03509 0.01482 0.004199 0.0541 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 74/299 5.66G 0.03509 0.01482 0.004199 0.0541 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 74/299 5.66G 0.03508 0.01465 0.004372 0.0541 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 74/299 5.66G 0.03508 0.01465 0.004372 0.0541 72 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 74/299 5.66G 0.03532 0.01465 0.004417 0.05438 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.582 0.645 0.613 0.325
0%| | 0/59 [00:00<?, ?it/s] 75/299 5.66G 0.03914 0.01437 0.01372 0.06722 79 640: 0%| | 0/59 [00:00<?, ?it/s] 75/299 5.66G 0.03914 0.01437 0.01372 0.06722 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 75/299 5.66G 0.03699 0.01645 0.009522 0.06296 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 75/299 5.66G 0.03699 0.01645 0.009522 0.06296 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 75/299 5.66G 0.03706 0.01484 0.006979 0.05888 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 75/299 5.66G 0.03706 0.01484 0.006979 0.05888 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 75/299 5.66G 0.03717 0.01442 0.006283 0.05787 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 75/299 5.66G 0.03717 0.01442 0.006283 0.05787 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 75/299 5.66G 0.03741 0.01445 0.006022 0.05788 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 75/299 5.66G 0.03741 0.01445 0.006022 0.05788 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 75/299 5.66G 0.0373 0.01376 0.005933 0.05699 58 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 75/299 5.66G 0.0373 0.01376 0.005933 0.05699 58 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 75/299 5.66G 0.03696 0.01396 0.005598 0.05651 91 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 75/299 5.66G 0.03696 0.01396 0.005598 0.05651 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 75/299 5.66G 0.03686 0.01454 0.005109 0.05651 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 75/299 5.66G 0.03686 0.01454 0.005109 0.05651 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 75/299 5.66G 0.03677 0.01419 0.005126 0.05609 66 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 75/299 5.66G 0.03677 0.01419 0.005126 0.05609 66 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 75/299 5.66G 0.03687 0.01449 0.005187 0.05655 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 75/299 5.66G 0.03687 0.01449 0.005187 0.05655 92 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 75/299 5.66G 0.03681 0.01468 0.005396 0.05689 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 75/299 5.66G 0.03681 0.01468 0.005396 0.05689 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 75/299 5.66G 0.03668 0.01497 0.005453 0.0571 93 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 75/299 5.66G 0.03668 0.01497 0.005453 0.0571 93 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 75/299 5.66G 0.03656 0.01532 0.005548 0.05744 117 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 75/299 5.66G 0.03656 0.01532 0.005548 0.05744 117 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 75/299 5.66G 0.03657 0.01537 0.005413 0.05735 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 75/299 5.66G 0.03657 0.01537 0.005413 0.05735 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.26it/s] 75/299 5.66G 0.03678 0.0153 0.005321 0.0574 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.26it/s] 75/299 5.66G 0.03678 0.0153 0.005321 0.0574 84 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 75/299 5.66G 0.03666 0.01522 0.005131 0.05701 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.616 0.616 0.616 0.332
0%| | 0/59 [00:00<?, ?it/s] 76/299 5.66G 0.03188 0.0131 0.006791 0.05178 84 640: 0%| | 0/59 [00:00<?, ?it/s] 76/299 5.66G 0.03188 0.0131 0.006791 0.05178 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 76/299 5.66G 0.03193 0.01447 0.004947 0.05135 86 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 76/299 5.66G 0.03193 0.01447 0.004947 0.05135 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 76/299 5.66G 0.03236 0.01409 0.003798 0.05024 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 76/299 5.66G 0.03236 0.01409 0.003798 0.05024 72 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 76/299 5.66G 0.03329 0.01441 0.004157 0.05185 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 76/299 5.66G 0.03329 0.01441 0.004157 0.05185 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 76/299 5.66G 0.03362 0.01463 0.004416 0.05266 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 76/299 5.66G 0.03362 0.01463 0.004416 0.05266 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 76/299 5.66G 0.03345 0.0145 0.00414 0.05209 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 76/299 5.66G 0.03345 0.0145 0.00414 0.05209 78 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 76/299 5.66G 0.03337 0.01419 0.004021 0.05157 67 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 76/299 5.66G 0.03337 0.01419 0.004021 0.05157 67 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 76/299 5.66G 0.03384 0.015 0.003831 0.05267 113 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 76/299 5.66G 0.03384 0.015 0.003831 0.05267 113 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 76/299 5.66G 0.03389 0.01534 0.003777 0.05301 95 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 76/299 5.66G 0.03389 0.01534 0.003777 0.05301 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 76/299 5.66G 0.03395 0.01514 0.003612 0.0527 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 76/299 5.66G 0.03395 0.01514 0.003612 0.0527 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 76/299 5.66G 0.03372 0.01504 0.003666 0.05242 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 76/299 5.66G 0.03372 0.01504 0.003666 0.05242 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 76/299 5.66G 0.03397 0.01493 0.003609 0.05251 72 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 76/299 5.66G 0.03397 0.01493 0.003609 0.05251 72 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 76/299 5.66G 0.03406 0.01486 0.003591 0.0525 93 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 76/299 5.66G 0.03406 0.01486 0.003591 0.0525 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 76/299 5.66G 0.03432 0.01483 0.003825 0.05297 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 76/299 5.66G 0.03432 0.01483 0.003825 0.05297 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 76/299 5.66G 0.03441 0.01482 0.00375 0.05298 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 76/299 5.66G 0.03441 0.01482 0.00375 0.05298 82 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 76/299 5.66G 0.03448 0.01491 0.0038 0.05319 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.561 0.607 0.551 0.297
0%| | 0/59 [00:00<?, ?it/s] 77/299 5.66G 0.03454 0.01534 0.004099 0.05398 84 640: 0%| | 0/59 [00:00<?, ?it/s] 77/299 5.66G 0.03454 0.01534 0.004099 0.05398 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 77/299 5.66G 0.03301 0.0159 0.0047 0.05361 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 77/299 5.66G 0.03301 0.0159 0.0047 0.05361 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 77/299 5.66G 0.03435 0.0148 0.004566 0.05371 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 77/299 5.66G 0.03435 0.0148 0.004566 0.05371 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 77/299 5.66G 0.03472 0.0153 0.004502 0.05453 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 77/299 5.66G 0.03472 0.0153 0.004502 0.05453 89 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 77/299 5.66G 0.03472 0.0147 0.004519 0.05394 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 77/299 5.66G 0.03472 0.0147 0.004519 0.05394 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 77/299 5.66G 0.03476 0.01512 0.004158 0.05403 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 77/299 5.66G 0.03476 0.01512 0.004158 0.05403 94 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 77/299 5.66G 0.03465 0.01548 0.003885 0.05402 98 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 77/299 5.66G 0.03465 0.01548 0.003885 0.05402 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 77/299 5.66G 0.03464 0.01551 0.003849 0.054 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 77/299 5.66G 0.03464 0.01551 0.003849 0.054 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 77/299 5.66G 0.03481 0.01511 0.003946 0.05387 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 77/299 5.66G 0.03481 0.01511 0.003946 0.05387 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 77/299 5.66G 0.03448 0.01516 0.003842 0.05348 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 77/299 5.66G 0.03448 0.01516 0.003842 0.05348 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 77/299 5.66G 0.0344 0.01513 0.003679 0.0532 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 77/299 5.66G 0.0344 0.01513 0.003679 0.0532 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 77/299 5.66G 0.03419 0.01485 0.003751 0.05279 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 77/299 5.66G 0.03419 0.01485 0.003751 0.05279 71 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 77/299 5.66G 0.03414 0.01499 0.003802 0.05293 98 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 77/299 5.66G 0.03414 0.01499 0.003802 0.05293 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 77/299 5.66G 0.03446 0.01485 0.004172 0.05348 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 77/299 5.66G 0.03446 0.01485 0.004172 0.05348 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 77/299 5.66G 0.03436 0.01467 0.004056 0.05308 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 77/299 5.66G 0.03436 0.01467 0.004056 0.05308 72 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 77/299 5.66G 0.03442 0.01479 0.004173 0.05338 100 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.599 0.578 0.603 0.322
0%| | 0/59 [00:00<?, ?it/s] 78/299 5.66G 0.03423 0.01354 0.001798 0.04957 73 640: 0%| | 0/59 [00:00<?, ?it/s] 78/299 5.66G 0.03423 0.01354 0.001798 0.04957 73 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 78/299 5.66G 0.03439 0.01423 0.005013 0.05364 94 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 78/299 5.66G 0.03439 0.01423 0.005013 0.05364 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 78/299 5.66G 0.0347 0.01361 0.004824 0.05313 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 78/299 5.66G 0.0347 0.01361 0.004824 0.05313 72 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 78/299 5.66G 0.03455 0.01358 0.004496 0.05263 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 78/299 5.66G 0.03455 0.01358 0.004496 0.05263 69 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 78/299 5.66G 0.03503 0.01416 0.004968 0.05415 98 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 78/299 5.66G 0.03503 0.01416 0.004968 0.05415 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 78/299 5.66G 0.03495 0.01433 0.004369 0.05365 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 78/299 5.66G 0.03495 0.01433 0.004369 0.05365 82 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 78/299 5.66G 0.03456 0.01498 0.004079 0.05362 104 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 78/299 5.66G 0.03456 0.01498 0.004079 0.05362 104 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 78/299 5.66G 0.03438 0.01489 0.004171 0.05344 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 78/299 5.66G 0.03438 0.01489 0.004171 0.05344 79 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 78/299 5.66G 0.03468 0.01514 0.004134 0.05396 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 78/299 5.66G 0.03468 0.01514 0.004134 0.05396 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 78/299 5.66G 0.03464 0.01536 0.004231 0.05423 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 78/299 5.66G 0.03464 0.01536 0.004231 0.05423 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 78/299 5.66G 0.03468 0.01529 0.004446 0.05442 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 78/299 5.66G 0.03468 0.01529 0.004446 0.05442 76 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 78/299 5.66G 0.03472 0.01508 0.004585 0.05439 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.29it/s] 78/299 5.66G 0.03472 0.01508 0.004585 0.05439 69 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 78/299 5.66G 0.03484 0.01508 0.004604 0.05452 88 640: 20%|██ | 12/59 [00:03<00:10, 4.35it/s] 78/299 5.66G 0.03484 0.01508 0.004604 0.05452 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 78/299 5.66G 0.03491 0.01512 0.004665 0.05469 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 78/299 5.66G 0.03491 0.01512 0.004665 0.05469 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 78/299 5.66G 0.03504 0.01521 0.00449 0.05474 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 78/299 5.66G 0.03504 0.01521 0.00449 0.05474 92 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 78/299 5.66G 0.03499 0.01524 0.004313 0.05455 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.603 0.638 0.626 0.315
0%| | 0/59 [00:00<?, ?it/s] 79/299 5.66G 0.0363 0.0135 0.002407 0.05221 67 640: 0%| | 0/59 [00:00<?, ?it/s] 79/299 5.66G 0.0363 0.0135 0.002407 0.05221 67 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 79/299 5.66G 0.0342 0.01483 0.003687 0.05271 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 79/299 5.66G 0.0342 0.01483 0.003687 0.05271 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 79/299 5.66G 0.03412 0.01488 0.00361 0.05261 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 79/299 5.66G 0.03412 0.01488 0.00361 0.05261 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 79/299 5.66G 0.03488 0.01517 0.003956 0.054 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 79/299 5.66G 0.03488 0.01517 0.003956 0.054 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 79/299 5.66G 0.03506 0.01523 0.003844 0.05414 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 79/299 5.66G 0.03506 0.01523 0.003844 0.05414 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 79/299 5.66G 0.03529 0.01501 0.00408 0.05438 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 79/299 5.66G 0.03529 0.01501 0.00408 0.05438 78 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 79/299 5.66G 0.03441 0.01515 0.00387 0.05344 90 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 79/299 5.66G 0.03441 0.01515 0.00387 0.05344 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 79/299 5.66G 0.03437 0.01484 0.004311 0.05351 73 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 79/299 5.66G 0.03437 0.01484 0.004311 0.05351 73 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 79/299 5.66G 0.03432 0.01488 0.004236 0.05344 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 79/299 5.66G 0.03432 0.01488 0.004236 0.05344 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 79/299 5.66G 0.03431 0.01478 0.004035 0.05313 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 79/299 5.66G 0.03431 0.01478 0.004035 0.05313 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 79/299 5.66G 0.03452 0.0147 0.003888 0.0531 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 79/299 5.66G 0.03452 0.0147 0.003888 0.0531 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 79/299 5.66G 0.0343 0.0146 0.003773 0.05267 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 79/299 5.66G 0.0343 0.0146 0.003773 0.05267 86 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 79/299 5.66G 0.03443 0.01468 0.003826 0.05294 92 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 79/299 5.66G 0.03443 0.01468 0.003826 0.05294 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 79/299 5.66G 0.03446 0.01476 0.004151 0.05337 98 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 79/299 5.66G 0.03446 0.01476 0.004151 0.05337 98 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 79/299 5.66G 0.03473 0.01477 0.004212 0.05372 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 79/299 5.66G 0.03473 0.01477 0.004212 0.05372 84 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 79/299 5.66G 0.03478 0.01469 0.004345 0.05382 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.573 0.648 0.605 0.311
0%| | 0/59 [00:00<?, ?it/s] 80/299 5.66G 0.03351 0.01372 0.004644 0.05188 89 640: 0%| | 0/59 [00:00<?, ?it/s] 80/299 5.66G 0.03351 0.01372 0.004644 0.05188 89 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 80/299 5.66G 0.03582 0.01452 0.007434 0.05777 73 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 80/299 5.66G 0.03582 0.01452 0.007434 0.05777 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 80/299 5.66G 0.03507 0.01354 0.006344 0.05495 59 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 80/299 5.66G 0.03507 0.01354 0.006344 0.05495 59 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 80/299 5.66G 0.03428 0.01287 0.006798 0.05395 56 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 80/299 5.66G 0.03428 0.01287 0.006798 0.05395 56 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 80/299 5.66G 0.03488 0.0133 0.006931 0.05511 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 80/299 5.66G 0.03488 0.0133 0.006931 0.05511 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 80/299 5.66G 0.03587 0.01362 0.006985 0.05648 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 80/299 5.66G 0.03587 0.01362 0.006985 0.05648 92 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 80/299 5.66G 0.03577 0.01406 0.006568 0.0564 87 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 80/299 5.66G 0.03577 0.01406 0.006568 0.0564 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 80/299 5.66G 0.03599 0.01436 0.0062 0.05655 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 80/299 5.66G 0.03599 0.01436 0.0062 0.05655 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 80/299 5.66G 0.03616 0.01433 0.005699 0.05619 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 80/299 5.66G 0.03616 0.01433 0.005699 0.05619 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 80/299 5.66G 0.03593 0.01414 0.005498 0.05556 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 80/299 5.66G 0.03593 0.01414 0.005498 0.05556 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 80/299 5.66G 0.03613 0.01437 0.00544 0.05594 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 80/299 5.66G 0.03613 0.01437 0.00544 0.05594 98 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 80/299 5.66G 0.03586 0.0142 0.0058 0.05586 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 80/299 5.66G 0.03586 0.0142 0.0058 0.05586 70 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 80/299 5.66G 0.03586 0.01403 0.005556 0.05545 66 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 80/299 5.66G 0.03586 0.01403 0.005556 0.05545 66 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 80/299 5.66G 0.03631 0.01418 0.005609 0.0561 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 80/299 5.66G 0.03631 0.01418 0.005609 0.0561 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 80/299 5.66G 0.03623 0.01408 0.00545 0.05575 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 80/299 5.66G 0.03623 0.01408 0.00545 0.05575 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 80/299 5.66G 0.03611 0.01415 0.005498 0.05576 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.621 0.602 0.623 0.325
0%| | 0/59 [00:00<?, ?it/s] 81/299 5.66G 0.03934 0.01488 0.009072 0.0633 81 640: 0%| | 0/59 [00:00<?, ?it/s] 81/299 5.66G 0.03934 0.01488 0.009072 0.0633 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.50it/s] 81/299 5.66G 0.03639 0.01633 0.005526 0.05824 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.50it/s] 81/299 5.66G 0.03639 0.01633 0.005526 0.05824 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 81/299 5.66G 0.03522 0.01477 0.005189 0.05517 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 81/299 5.66G 0.03522 0.01477 0.005189 0.05517 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 81/299 5.66G 0.03554 0.0146 0.004867 0.05501 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 81/299 5.66G 0.03554 0.0146 0.004867 0.05501 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 81/299 5.66G 0.0355 0.01484 0.004693 0.05503 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 81/299 5.66G 0.0355 0.01484 0.004693 0.05503 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 81/299 5.66G 0.03589 0.01535 0.004604 0.05585 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 81/299 5.66G 0.03589 0.01535 0.004604 0.05585 95 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 81/299 5.66G 0.03563 0.01576 0.004759 0.05615 99 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 81/299 5.66G 0.03563 0.01576 0.004759 0.05615 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 81/299 5.66G 0.03552 0.01605 0.004615 0.05618 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 81/299 5.66G 0.03552 0.01605 0.004615 0.05618 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 81/299 5.66G 0.03554 0.01582 0.004708 0.05607 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 81/299 5.66G 0.03554 0.01582 0.004708 0.05607 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 81/299 5.66G 0.03533 0.01599 0.004501 0.05582 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 81/299 5.66G 0.03533 0.01599 0.004501 0.05582 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 81/299 5.66G 0.03518 0.01575 0.004581 0.0555 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 81/299 5.66G 0.03518 0.01575 0.004581 0.0555 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 81/299 5.66G 0.03521 0.01566 0.004686 0.05556 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 81/299 5.66G 0.03521 0.01566 0.004686 0.05556 80 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 81/299 5.66G 0.03527 0.01572 0.004708 0.05569 85 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 81/299 5.66G 0.03527 0.01572 0.004708 0.05569 85 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 81/299 5.66G 0.03512 0.01584 0.005048 0.05601 99 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 81/299 5.66G 0.03512 0.01584 0.005048 0.05601 99 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 81/299 5.66G 0.03504 0.01583 0.00493 0.0558 98 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 81/299 5.66G 0.03504 0.01583 0.00493 0.0558 98 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 81/299 5.66G 0.03513 0.01581 0.004993 0.05594 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.632 0.649 0.641 0.328
0%| | 0/59 [00:00<?, ?it/s] 82/299 5.66G 0.03505 0.01281 0.004221 0.05209 77 640: 0%| | 0/59 [00:00<?, ?it/s] 82/299 5.66G 0.03505 0.01281 0.004221 0.05209 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 82/299 5.66G 0.03406 0.01299 0.004502 0.05155 74 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 82/299 5.66G 0.03406 0.01299 0.004502 0.05155 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 82/299 5.66G 0.03455 0.0126 0.004618 0.05176 68 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 82/299 5.66G 0.03455 0.0126 0.004618 0.05176 68 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 82/299 5.66G 0.03455 0.01337 0.005637 0.05356 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 82/299 5.66G 0.03455 0.01337 0.005637 0.05356 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 82/299 5.66G 0.03479 0.01398 0.005076 0.05385 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 82/299 5.66G 0.03479 0.01398 0.005076 0.05385 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 82/299 5.66G 0.03497 0.01407 0.005469 0.05451 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 82/299 5.66G 0.03497 0.01407 0.005469 0.05451 80 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 82/299 5.66G 0.03493 0.01441 0.004992 0.05433 89 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 82/299 5.66G 0.03493 0.01441 0.004992 0.05433 89 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 82/299 5.66G 0.03487 0.01438 0.004904 0.05416 74 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 82/299 5.66G 0.03487 0.01438 0.004904 0.05416 74 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 82/299 5.66G 0.0348 0.01433 0.004638 0.05377 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 82/299 5.66G 0.0348 0.01433 0.004638 0.05377 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 82/299 5.66G 0.03495 0.01448 0.004979 0.0544 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 82/299 5.66G 0.03495 0.01448 0.004979 0.0544 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 82/299 5.66G 0.03494 0.01433 0.004862 0.05413 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 82/299 5.66G 0.03494 0.01433 0.004862 0.05413 76 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 82/299 5.66G 0.03465 0.0142 0.004934 0.05379 75 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 82/299 5.66G 0.03465 0.0142 0.004934 0.05379 75 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 82/299 5.66G 0.03463 0.01409 0.004788 0.05351 81 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 82/299 5.66G 0.03463 0.01409 0.004788 0.05351 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 82/299 5.66G 0.03447 0.01408 0.004769 0.05333 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 82/299 5.66G 0.03447 0.01408 0.004769 0.05333 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 82/299 5.66G 0.03446 0.01397 0.00478 0.05321 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 82/299 5.66G 0.03446 0.01397 0.00478 0.05321 71 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 82/299 5.66G 0.03476 0.01408 0.004968 0.05381 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.605 0.612 0.601 0.325
0%| | 0/59 [00:00<?, ?it/s] 83/299 5.66G 0.03561 0.01416 0.004097 0.05386 81 640: 0%| | 0/59 [00:00<?, ?it/s] 83/299 5.66G 0.03561 0.01416 0.004097 0.05386 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.45it/s] 83/299 5.66G 0.03472 0.01388 0.004942 0.05354 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.45it/s] 83/299 5.66G 0.03472 0.01388 0.004942 0.05354 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 83/299 5.66G 0.03493 0.01448 0.004762 0.05418 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 83/299 5.66G 0.03493 0.01448 0.004762 0.05418 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 83/299 5.66G 0.0363 0.01541 0.005179 0.05689 105 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 83/299 5.66G 0.0363 0.01541 0.005179 0.05689 105 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 83/299 5.66G 0.03539 0.01562 0.005701 0.05672 101 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 83/299 5.66G 0.03539 0.01562 0.005701 0.05672 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 83/299 5.66G 0.03539 0.01476 0.00548 0.05563 61 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 83/299 5.66G 0.03539 0.01476 0.00548 0.05563 61 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 83/299 5.66G 0.03528 0.01486 0.005032 0.05517 85 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 83/299 5.66G 0.03528 0.01486 0.005032 0.05517 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 83/299 5.66G 0.03506 0.01508 0.00515 0.05529 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 83/299 5.66G 0.03506 0.01508 0.00515 0.05529 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.28it/s] 83/299 5.66G 0.03503 0.01544 0.005058 0.05553 100 640: 14%|█▎ | 8/59 [00:02<00:11, 4.28it/s] 83/299 5.66G 0.03503 0.01544 0.005058 0.05553 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 83/299 5.66G 0.03524 0.01535 0.004897 0.05549 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 83/299 5.66G 0.03524 0.01535 0.004897 0.05549 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.27it/s] 83/299 5.66G 0.03513 0.01523 0.004766 0.05513 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.27it/s] 83/299 5.66G 0.03513 0.01523 0.004766 0.05513 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 83/299 5.66G 0.03498 0.01496 0.004523 0.05446 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 83/299 5.66G 0.03498 0.01496 0.004523 0.05446 70 640: 20%|██ | 12/59 [00:02<00:10, 4.28it/s] 83/299 5.66G 0.03501 0.015 0.004694 0.0547 79 640: 20%|██ | 12/59 [00:02<00:10, 4.28it/s] 83/299 5.66G 0.03501 0.015 0.004694 0.0547 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 83/299 5.66G 0.03509 0.01483 0.004884 0.0548 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 83/299 5.66G 0.03509 0.01483 0.004884 0.0548 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 83/299 5.66G 0.03521 0.01458 0.005171 0.05497 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 83/299 5.66G 0.03521 0.01458 0.005171 0.05497 68 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 83/299 5.66G 0.03502 0.01451 0.004969 0.05449 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.37it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.564 0.62 0.608 0.317
0%| | 0/59 [00:00<?, ?it/s] 84/299 5.66G 0.03261 0.01682 0.003991 0.05342 96 640: 0%| | 0/59 [00:00<?, ?it/s] 84/299 5.66G 0.03261 0.01682 0.003991 0.05342 96 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 84/299 5.66G 0.03339 0.01578 0.00347 0.05265 83 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 84/299 5.66G 0.03339 0.01578 0.00347 0.05265 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 84/299 5.66G 0.03322 0.01562 0.00349 0.05233 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 84/299 5.66G 0.03322 0.01562 0.00349 0.05233 92 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 84/299 5.66G 0.03374 0.01634 0.003646 0.05373 107 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 84/299 5.66G 0.03374 0.01634 0.003646 0.05373 107 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 84/299 5.66G 0.03396 0.01587 0.00355 0.05339 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 84/299 5.66G 0.03396 0.01587 0.00355 0.05339 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 84/299 5.66G 0.03425 0.01594 0.003578 0.05377 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 84/299 5.66G 0.03425 0.01594 0.003578 0.05377 86 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 84/299 5.66G 0.03399 0.01578 0.003504 0.05327 84 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 84/299 5.66G 0.03399 0.01578 0.003504 0.05327 84 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 84/299 5.66G 0.03447 0.01567 0.003535 0.05367 80 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 84/299 5.66G 0.03447 0.01567 0.003535 0.05367 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 84/299 5.66G 0.03427 0.01553 0.004853 0.05465 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 84/299 5.66G 0.03427 0.01553 0.004853 0.05465 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 84/299 5.66G 0.03463 0.01547 0.004791 0.0549 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 84/299 5.66G 0.03463 0.01547 0.004791 0.0549 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 84/299 5.66G 0.03456 0.01524 0.004578 0.05438 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 84/299 5.66G 0.03456 0.01524 0.004578 0.05438 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 84/299 5.66G 0.03455 0.01512 0.004592 0.05426 75 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 84/299 5.66G 0.03455 0.01512 0.004592 0.05426 75 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 84/299 5.66G 0.03466 0.01529 0.004578 0.05453 104 640: 20%|██ | 12/59 [00:03<00:10, 4.40it/s] 84/299 5.66G 0.03466 0.01529 0.004578 0.05453 104 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 84/299 5.66G 0.03456 0.01527 0.004525 0.05435 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 84/299 5.66G 0.03456 0.01527 0.004525 0.05435 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 84/299 5.66G 0.03431 0.01532 0.00442 0.05404 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 84/299 5.66G 0.03431 0.01532 0.00442 0.05404 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 84/299 5.66G 0.03445 0.01523 0.004442 0.05412 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.691 0.576 0.606 0.324
0%| | 0/59 [00:00<?, ?it/s] 85/299 5.66G 0.03214 0.01432 0.005 0.05147 91 640: 0%| | 0/59 [00:00<?, ?it/s] 85/299 5.66G 0.03214 0.01432 0.005 0.05147 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 85/299 5.66G 0.03257 0.01484 0.004901 0.05231 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 85/299 5.66G 0.03257 0.01484 0.004901 0.05231 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 85/299 5.66G 0.03283 0.01501 0.004182 0.05202 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 85/299 5.66G 0.03283 0.01501 0.004182 0.05202 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 85/299 5.66G 0.03339 0.01448 0.004169 0.05203 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 85/299 5.66G 0.03339 0.01448 0.004169 0.05203 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.29it/s] 85/299 5.66G 0.03436 0.01446 0.003955 0.05278 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.29it/s] 85/299 5.66G 0.03436 0.01446 0.003955 0.05278 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 85/299 5.66G 0.03462 0.01474 0.003923 0.05328 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 85/299 5.66G 0.03462 0.01474 0.003923 0.05328 92 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 85/299 5.66G 0.03435 0.0147 0.003717 0.05277 79 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 85/299 5.66G 0.03435 0.0147 0.003717 0.05277 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 85/299 5.66G 0.03398 0.01444 0.00358 0.052 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 85/299 5.66G 0.03398 0.01444 0.00358 0.052 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.27it/s] 85/299 5.66G 0.03386 0.0144 0.003473 0.05173 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.27it/s] 85/299 5.66G 0.03386 0.0144 0.003473 0.05173 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 85/299 5.66G 0.03379 0.01445 0.003371 0.05161 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 85/299 5.66G 0.03379 0.01445 0.003371 0.05161 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 85/299 5.66G 0.03368 0.01437 0.003469 0.05152 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 85/299 5.66G 0.03368 0.01437 0.003469 0.05152 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 85/299 5.66G 0.03382 0.01433 0.004168 0.05232 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 85/299 5.66G 0.03382 0.01433 0.004168 0.05232 82 640: 20%|██ | 12/59 [00:02<00:11, 4.26it/s] 85/299 5.66G 0.03376 0.01426 0.004093 0.05211 80 640: 20%|██ | 12/59 [00:02<00:11, 4.26it/s] 85/299 5.66G 0.03376 0.01426 0.004093 0.05211 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 85/299 5.66G 0.03384 0.01419 0.004093 0.05213 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 85/299 5.66G 0.03384 0.01419 0.004093 0.05213 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 85/299 5.66G 0.03384 0.01422 0.003983 0.05204 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 85/299 5.66G 0.03384 0.01422 0.003983 0.05204 96 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 85/299 5.66G 0.03397 0.0142 0.003881 0.05205 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.613 0.602 0.601 0.315
0%| | 0/59 [00:00<?, ?it/s] 86/299 5.66G 0.03414 0.01364 0.003774 0.05156 76 640: 0%| | 0/59 [00:00<?, ?it/s] 86/299 5.66G 0.03414 0.01364 0.003774 0.05156 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 86/299 5.66G 0.0342 0.01449 0.003833 0.05253 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 86/299 5.66G 0.0342 0.01449 0.003833 0.05253 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 86/299 5.66G 0.03474 0.01475 0.003504 0.053 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 86/299 5.66G 0.03474 0.01475 0.003504 0.053 89 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 86/299 5.66G 0.03583 0.01494 0.003313 0.05409 86 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 86/299 5.66G 0.03583 0.01494 0.003313 0.05409 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 86/299 5.66G 0.03566 0.01461 0.003676 0.05394 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 86/299 5.66G 0.03566 0.01461 0.003676 0.05394 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 86/299 5.66G 0.03522 0.01489 0.00425 0.05437 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 86/299 5.66G 0.03522 0.01489 0.00425 0.05437 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 86/299 5.66G 0.03502 0.01426 0.004326 0.0536 68 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 86/299 5.66G 0.03502 0.01426 0.004326 0.0536 68 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 86/299 5.66G 0.0347 0.01457 0.00417 0.05343 100 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 86/299 5.66G 0.0347 0.01457 0.00417 0.05343 100 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 86/299 5.66G 0.03471 0.01459 0.003943 0.05325 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 86/299 5.66G 0.03471 0.01459 0.003943 0.05325 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 86/299 5.66G 0.03455 0.01439 0.004065 0.053 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 86/299 5.66G 0.03455 0.01439 0.004065 0.053 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 86/299 5.66G 0.03471 0.01448 0.003937 0.05312 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 86/299 5.66G 0.03471 0.01448 0.003937 0.05312 94 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 86/299 5.66G 0.03467 0.0144 0.004349 0.05342 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 86/299 5.66G 0.03467 0.0144 0.004349 0.05342 77 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 86/299 5.66G 0.03495 0.01436 0.004455 0.05377 71 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 86/299 5.66G 0.03495 0.01436 0.004455 0.05377 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 86/299 5.66G 0.03496 0.01427 0.004463 0.0537 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 86/299 5.66G 0.03496 0.01427 0.004463 0.0537 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 86/299 5.66G 0.03501 0.01433 0.004734 0.05408 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 86/299 5.66G 0.03501 0.01433 0.004734 0.05408 75 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 86/299 5.66G 0.03494 0.01452 0.005066 0.05453 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.665 0.569 0.599 0.327
0%| | 0/59 [00:00<?, ?it/s] 87/299 5.66G 0.03603 0.01492 0.004168 0.05512 84 640: 0%| | 0/59 [00:00<?, ?it/s] 87/299 5.66G 0.03603 0.01492 0.004168 0.05512 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 87/299 5.66G 0.0361 0.01474 0.00796 0.05881 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 87/299 5.66G 0.0361 0.01474 0.00796 0.05881 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 87/299 5.66G 0.0353 0.01341 0.008866 0.05758 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 87/299 5.66G 0.0353 0.01341 0.008866 0.05758 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 87/299 5.66G 0.03562 0.01376 0.007679 0.05706 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 87/299 5.66G 0.03562 0.01376 0.007679 0.05706 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 87/299 5.66G 0.03551 0.01375 0.007856 0.05712 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 87/299 5.66G 0.03551 0.01375 0.007856 0.05712 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 87/299 5.66G 0.03546 0.01403 0.00736 0.05685 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 87/299 5.66G 0.03546 0.01403 0.00736 0.05685 92 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 87/299 5.66G 0.0351 0.01374 0.006934 0.05577 75 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 87/299 5.66G 0.0351 0.01374 0.006934 0.05577 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 87/299 5.66G 0.03511 0.01371 0.006569 0.05538 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 87/299 5.66G 0.03511 0.01371 0.006569 0.05538 71 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 87/299 5.66G 0.03523 0.01379 0.006287 0.0553 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 87/299 5.66G 0.03523 0.01379 0.006287 0.0553 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 87/299 5.66G 0.0349 0.01369 0.006004 0.0546 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 87/299 5.66G 0.0349 0.01369 0.006004 0.0546 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 87/299 5.66G 0.03452 0.01389 0.005722 0.05414 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 87/299 5.66G 0.03452 0.01389 0.005722 0.05414 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 87/299 5.66G 0.03426 0.01387 0.00582 0.05395 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 87/299 5.66G 0.03426 0.01387 0.00582 0.05395 81 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 87/299 5.66G 0.03432 0.01383 0.005638 0.05378 72 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 87/299 5.66G 0.03432 0.01383 0.005638 0.05378 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 87/299 5.66G 0.03441 0.0137 0.005488 0.05361 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 87/299 5.66G 0.03441 0.0137 0.005488 0.05361 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 87/299 5.66G 0.03449 0.01394 0.005296 0.05373 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 87/299 5.66G 0.03449 0.01394 0.005296 0.05373 100 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 87/299 5.66G 0.03449 0.01414 0.005167 0.0538 97 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.628 0.663 0.635 0.342
0%| | 0/59 [00:00<?, ?it/s] 88/299 5.66G 0.03438 0.01778 0.003875 0.05603 103 640: 0%| | 0/59 [00:00<?, ?it/s] 88/299 5.66G 0.03438 0.01778 0.003875 0.05603 103 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 88/299 5.66G 0.033 0.01651 0.004017 0.05352 96 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 88/299 5.66G 0.033 0.01651 0.004017 0.05352 96 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 88/299 5.66G 0.03494 0.01584 0.003998 0.05478 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 88/299 5.66G 0.03494 0.01584 0.003998 0.05478 81 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 88/299 5.66G 0.03476 0.0152 0.004503 0.05447 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 88/299 5.66G 0.03476 0.0152 0.004503 0.05447 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 88/299 5.66G 0.03424 0.01533 0.00535 0.05492 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 88/299 5.66G 0.03424 0.01533 0.00535 0.05492 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 88/299 5.66G 0.03414 0.01533 0.005398 0.05487 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 88/299 5.66G 0.03414 0.01533 0.005398 0.05487 73 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 88/299 5.66G 0.03393 0.01496 0.004863 0.05376 83 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 88/299 5.66G 0.03393 0.01496 0.004863 0.05376 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 88/299 5.66G 0.03373 0.01521 0.004795 0.05373 91 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 88/299 5.66G 0.03373 0.01521 0.004795 0.05373 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 88/299 5.66G 0.03363 0.01519 0.004661 0.05348 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 88/299 5.66G 0.03363 0.01519 0.004661 0.05348 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 88/299 5.66G 0.03399 0.01523 0.004815 0.05404 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 88/299 5.66G 0.03399 0.01523 0.004815 0.05404 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 88/299 5.66G 0.03375 0.0153 0.004663 0.05372 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 88/299 5.66G 0.03375 0.0153 0.004663 0.05372 89 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 88/299 5.66G 0.03379 0.01545 0.004642 0.05388 86 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 88/299 5.66G 0.03379 0.01545 0.004642 0.05388 86 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 88/299 5.66G 0.03384 0.0154 0.004417 0.05366 86 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 88/299 5.66G 0.03384 0.0154 0.004417 0.05366 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 88/299 5.66G 0.03361 0.01506 0.004379 0.05305 64 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 88/299 5.66G 0.03361 0.01506 0.004379 0.05305 64 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 88/299 5.66G 0.03357 0.01496 0.004293 0.05283 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 88/299 5.66G 0.03357 0.01496 0.004293 0.05283 72 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 88/299 5.66G 0.03344 0.01468 0.004187 0.0523 64 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.706 0.588 0.631 0.347
0%| | 0/59 [00:00<?, ?it/s] 89/299 5.66G 0.03169 0.01662 0.003763 0.05207 104 640: 0%| | 0/59 [00:00<?, ?it/s] 89/299 5.66G 0.03169 0.01662 0.003763 0.05207 104 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 89/299 5.66G 0.03197 0.01398 0.003178 0.04913 74 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 89/299 5.66G 0.03197 0.01398 0.003178 0.04913 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 89/299 5.66G 0.03278 0.01467 0.00329 0.05075 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 89/299 5.66G 0.03278 0.01467 0.00329 0.05075 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 89/299 5.66G 0.03294 0.01491 0.003589 0.05143 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 89/299 5.66G 0.03294 0.01491 0.003589 0.05143 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.28it/s] 89/299 5.66G 0.03373 0.0156 0.003413 0.05274 106 640: 7%|▋ | 4/59 [00:01<00:12, 4.28it/s] 89/299 5.66G 0.03373 0.0156 0.003413 0.05274 106 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 89/299 5.66G 0.03399 0.01531 0.003675 0.05298 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 89/299 5.66G 0.03399 0.01531 0.003675 0.05298 80 640: 10%|█ | 6/59 [00:01<00:12, 4.29it/s] 89/299 5.66G 0.03359 0.01481 0.00354 0.05194 78 640: 10%|█ | 6/59 [00:01<00:12, 4.29it/s] 89/299 5.66G 0.03359 0.01481 0.00354 0.05194 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 89/299 5.66G 0.0333 0.01469 0.003257 0.05125 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 89/299 5.66G 0.0333 0.01469 0.003257 0.05125 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 89/299 5.66G 0.03322 0.01457 0.003404 0.05119 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 89/299 5.66G 0.03322 0.01457 0.003404 0.05119 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 89/299 5.66G 0.03313 0.01461 0.003289 0.05103 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 89/299 5.66G 0.03313 0.01461 0.003289 0.05103 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 89/299 5.66G 0.03346 0.01486 0.00335 0.05167 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 89/299 5.66G 0.03346 0.01486 0.00335 0.05167 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 89/299 5.66G 0.03364 0.01457 0.003408 0.05162 64 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 89/299 5.66G 0.03364 0.01457 0.003408 0.05162 64 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 89/299 5.66G 0.03377 0.01453 0.003796 0.0521 70 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 89/299 5.66G 0.03377 0.01453 0.003796 0.0521 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 89/299 5.66G 0.03417 0.01446 0.004162 0.0528 70 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 89/299 5.66G 0.03417 0.01446 0.004162 0.0528 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 89/299 5.66G 0.03413 0.01459 0.004129 0.05285 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 89/299 5.66G 0.03413 0.01459 0.004129 0.05285 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 89/299 5.66G 0.03415 0.01471 0.004187 0.05305 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.24s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.11s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 1.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.708 0.604 0.646 0.35
0%| | 0/59 [00:00<?, ?it/s] 90/299 5.66G 0.03733 0.01112 0.003541 0.05199 67 640: 0%| | 0/59 [00:00<?, ?it/s] 90/299 5.66G 0.03733 0.01112 0.003541 0.05199 67 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 90/299 5.66G 0.036 0.01189 0.002977 0.05087 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 90/299 5.66G 0.036 0.01189 0.002977 0.05087 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 90/299 5.66G 0.03516 0.01235 0.003011 0.05052 68 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 90/299 5.66G 0.03516 0.01235 0.003011 0.05052 68 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 90/299 5.66G 0.0339 0.01218 0.004079 0.05016 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 90/299 5.66G 0.0339 0.01218 0.004079 0.05016 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 90/299 5.66G 0.03395 0.01237 0.00403 0.05034 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 90/299 5.66G 0.03395 0.01237 0.00403 0.05034 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 90/299 5.66G 0.03485 0.01256 0.004757 0.05217 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 90/299 5.66G 0.03485 0.01256 0.004757 0.05217 71 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 90/299 5.66G 0.03452 0.01274 0.004517 0.05178 76 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 90/299 5.66G 0.03452 0.01274 0.004517 0.05178 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 90/299 5.66G 0.03455 0.0133 0.004512 0.05236 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 90/299 5.66G 0.03455 0.0133 0.004512 0.05236 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 90/299 5.66G 0.03473 0.01328 0.005351 0.05336 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 90/299 5.66G 0.03473 0.01328 0.005351 0.05336 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 90/299 5.66G 0.03473 0.01327 0.005459 0.05346 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 90/299 5.66G 0.03473 0.01327 0.005459 0.05346 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 90/299 5.66G 0.03469 0.01334 0.005591 0.05362 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 90/299 5.66G 0.03469 0.01334 0.005591 0.05362 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 90/299 5.66G 0.03462 0.01336 0.005658 0.05365 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 90/299 5.66G 0.03462 0.01336 0.005658 0.05365 84 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 90/299 5.66G 0.03462 0.01349 0.005583 0.05369 81 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 90/299 5.66G 0.03462 0.01349 0.005583 0.05369 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 90/299 5.66G 0.0347 0.01349 0.005395 0.05358 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 90/299 5.66G 0.0347 0.01349 0.005395 0.05358 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 90/299 5.66G 0.03455 0.01372 0.005426 0.0537 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 90/299 5.66G 0.03455 0.01372 0.005426 0.0537 93 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 90/299 5.66G 0.03441 0.01372 0.005226 0.05335 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.628 0.669 0.662 0.357
0%| | 0/59 [00:00<?, ?it/s] 91/299 5.66G 0.03481 0.01657 0.002896 0.05427 93 640: 0%| | 0/59 [00:00<?, ?it/s] 91/299 5.66G 0.03481 0.01657 0.002896 0.05427 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 91/299 5.66G 0.03396 0.01632 0.003884 0.05416 95 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 91/299 5.66G 0.03396 0.01632 0.003884 0.05416 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 91/299 5.66G 0.03455 0.0146 0.003534 0.05268 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 91/299 5.66G 0.03455 0.0146 0.003534 0.05268 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 91/299 5.66G 0.03475 0.01446 0.003875 0.05309 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 91/299 5.66G 0.03475 0.01446 0.003875 0.05309 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 91/299 5.66G 0.03581 0.01406 0.005125 0.05499 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 91/299 5.66G 0.03581 0.01406 0.005125 0.05499 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 91/299 5.66G 0.03523 0.01398 0.00492 0.05413 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 91/299 5.66G 0.03523 0.01398 0.00492 0.05413 87 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 91/299 5.66G 0.03569 0.01421 0.004988 0.05488 86 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 91/299 5.66G 0.03569 0.01421 0.004988 0.05488 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 91/299 5.66G 0.03527 0.01419 0.004695 0.05416 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 91/299 5.66G 0.03527 0.01419 0.004695 0.05416 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 91/299 5.66G 0.03564 0.01427 0.004698 0.05461 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 91/299 5.66G 0.03564 0.01427 0.004698 0.05461 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 91/299 5.66G 0.03593 0.01433 0.005209 0.05547 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 91/299 5.66G 0.03593 0.01433 0.005209 0.05547 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 91/299 5.66G 0.03565 0.0142 0.004987 0.05484 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 91/299 5.66G 0.03565 0.0142 0.004987 0.05484 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 91/299 5.66G 0.0357 0.01401 0.004834 0.05455 65 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 91/299 5.66G 0.0357 0.01401 0.004834 0.05455 65 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 91/299 5.66G 0.03543 0.01409 0.004769 0.05429 84 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 91/299 5.66G 0.03543 0.01409 0.004769 0.05429 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 91/299 5.66G 0.03564 0.0142 0.004757 0.0546 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 91/299 5.66G 0.03564 0.0142 0.004757 0.0546 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 91/299 5.66G 0.03543 0.01409 0.004565 0.05409 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 91/299 5.66G 0.03543 0.01409 0.004565 0.05409 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 91/299 5.66G 0.03575 0.01395 0.004638 0.05434 73 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.678 0.644 0.661 0.373
0%| | 0/59 [00:00<?, ?it/s] 92/299 5.66G 0.03347 0.01682 0.005277 0.05557 101 640: 0%| | 0/59 [00:00<?, ?it/s] 92/299 5.66G 0.03347 0.01682 0.005277 0.05557 101 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 92/299 5.66G 0.03213 0.01488 0.005048 0.05206 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 92/299 5.66G 0.03213 0.01488 0.005048 0.05206 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 92/299 5.66G 0.03153 0.01311 0.004784 0.04943 58 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 92/299 5.66G 0.03153 0.01311 0.004784 0.04943 58 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 92/299 5.66G 0.03195 0.01299 0.00397 0.04891 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 92/299 5.66G 0.03195 0.01299 0.00397 0.04891 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 92/299 5.66G 0.03243 0.01331 0.003635 0.04938 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 92/299 5.66G 0.03243 0.01331 0.003635 0.04938 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 92/299 5.66G 0.03284 0.01392 0.003768 0.05053 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 92/299 5.66G 0.03284 0.01392 0.003768 0.05053 102 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 92/299 5.66G 0.03299 0.01397 0.00408 0.05104 83 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 92/299 5.66G 0.03299 0.01397 0.00408 0.05104 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 92/299 5.66G 0.03287 0.01382 0.003772 0.05047 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 92/299 5.66G 0.03287 0.01382 0.003772 0.05047 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 92/299 5.66G 0.03331 0.01379 0.003687 0.05078 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 92/299 5.66G 0.03331 0.01379 0.003687 0.05078 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 92/299 5.66G 0.0333 0.01409 0.003826 0.05122 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 92/299 5.66G 0.0333 0.01409 0.003826 0.05122 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 92/299 5.66G 0.03321 0.01397 0.003864 0.05104 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 92/299 5.66G 0.03321 0.01397 0.003864 0.05104 79 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 92/299 5.66G 0.03327 0.01406 0.004105 0.05143 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 92/299 5.66G 0.03327 0.01406 0.004105 0.05143 88 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 92/299 5.66G 0.03333 0.0138 0.004268 0.0514 64 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 92/299 5.66G 0.03333 0.0138 0.004268 0.0514 64 640: 22%|██▏ | 13/59 [00:02<00:10, 4.32it/s] 92/299 5.66G 0.03339 0.01378 0.004262 0.05143 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 92/299 5.66G 0.03339 0.01378 0.004262 0.05143 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 92/299 5.66G 0.03341 0.01366 0.00419 0.05125 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 92/299 5.66G 0.03341 0.01366 0.00419 0.05125 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 92/299 5.66G 0.03338 0.01375 0.004093 0.05122 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.694 0.572 0.637 0.336
0%| | 0/59 [00:00<?, ?it/s] 93/299 5.66G 0.03438 0.01405 0.003697 0.05213 78 640: 0%| | 0/59 [00:00<?, ?it/s] 93/299 5.66G 0.03438 0.01405 0.003697 0.05213 78 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 93/299 5.66G 0.03413 0.01413 0.005028 0.05329 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 93/299 5.66G 0.03413 0.01413 0.005028 0.05329 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 93/299 5.66G 0.03341 0.01363 0.004063 0.05111 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 93/299 5.66G 0.03341 0.01363 0.004063 0.05111 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 93/299 5.66G 0.03365 0.0143 0.004319 0.05227 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 93/299 5.66G 0.03365 0.0143 0.004319 0.05227 97 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 93/299 5.66G 0.03358 0.01448 0.004088 0.05215 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 93/299 5.66G 0.03358 0.01448 0.004088 0.05215 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 93/299 5.66G 0.03407 0.01501 0.004048 0.05313 111 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 93/299 5.66G 0.03407 0.01501 0.004048 0.05313 111 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 93/299 5.66G 0.03373 0.01498 0.004343 0.05305 77 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 93/299 5.66G 0.03373 0.01498 0.004343 0.05305 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 93/299 5.66G 0.03394 0.0156 0.004637 0.05418 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 93/299 5.66G 0.03394 0.0156 0.004637 0.05418 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 93/299 5.66G 0.03372 0.01527 0.004611 0.0536 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 93/299 5.66G 0.03372 0.01527 0.004611 0.0536 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 93/299 5.66G 0.03366 0.01514 0.004705 0.0535 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 93/299 5.66G 0.03366 0.01514 0.004705 0.0535 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 93/299 5.66G 0.03365 0.01502 0.004901 0.05357 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 93/299 5.66G 0.03365 0.01502 0.004901 0.05357 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 93/299 5.66G 0.03351 0.0147 0.004658 0.05287 65 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 93/299 5.66G 0.03351 0.0147 0.004658 0.05287 65 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 93/299 5.66G 0.03339 0.01471 0.004521 0.05262 81 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 93/299 5.66G 0.03339 0.01471 0.004521 0.05262 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 93/299 5.66G 0.03378 0.01476 0.004524 0.05307 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 93/299 5.66G 0.03378 0.01476 0.004524 0.05307 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 93/299 5.66G 0.03361 0.01482 0.004393 0.05282 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 93/299 5.66G 0.03361 0.01482 0.004393 0.05282 93 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 93/299 5.66G 0.03346 0.01473 0.004186 0.05238 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.662 0.592 0.6 0.318
0%| | 0/59 [00:00<?, ?it/s] 94/299 5.66G 0.03145 0.01327 0.00582 0.05054 85 640: 0%| | 0/59 [00:00<?, ?it/s] 94/299 5.66G 0.03145 0.01327 0.00582 0.05054 85 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 94/299 5.66G 0.03346 0.0135 0.006273 0.05323 82 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 94/299 5.66G 0.03346 0.0135 0.006273 0.05323 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 94/299 5.66G 0.03332 0.0139 0.005102 0.05232 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 94/299 5.66G 0.03332 0.0139 0.005102 0.05232 97 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 94/299 5.66G 0.03385 0.01344 0.004322 0.0516 68 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 94/299 5.66G 0.03385 0.01344 0.004322 0.0516 68 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 94/299 5.66G 0.03472 0.01349 0.005317 0.05353 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 94/299 5.66G 0.03472 0.01349 0.005317 0.05353 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 94/299 5.66G 0.03465 0.01359 0.004869 0.05311 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.29it/s] 94/299 5.66G 0.03465 0.01359 0.004869 0.05311 88 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 94/299 5.66G 0.03454 0.01384 0.004678 0.05306 81 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 94/299 5.66G 0.03454 0.01384 0.004678 0.05306 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.22it/s] 94/299 5.66G 0.03475 0.01414 0.004623 0.05352 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.22it/s] 94/299 5.66G 0.03475 0.01414 0.004623 0.05352 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 94/299 5.66G 0.03485 0.01401 0.004749 0.05362 70 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 94/299 5.66G 0.03485 0.01401 0.004749 0.05362 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.24it/s] 94/299 5.66G 0.03498 0.01443 0.004746 0.05416 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.24it/s] 94/299 5.66G 0.03498 0.01443 0.004746 0.05416 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 94/299 5.66G 0.03501 0.0145 0.00449 0.054 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 94/299 5.66G 0.03501 0.0145 0.00449 0.054 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 94/299 5.66G 0.03498 0.01426 0.004529 0.05376 67 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 94/299 5.66G 0.03498 0.01426 0.004529 0.05376 67 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 94/299 5.66G 0.03486 0.01447 0.004404 0.05373 98 640: 20%|██ | 12/59 [00:03<00:10, 4.33it/s] 94/299 5.66G 0.03486 0.01447 0.004404 0.05373 98 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 94/299 5.66G 0.03473 0.01445 0.004366 0.05355 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.28it/s] 94/299 5.66G 0.03473 0.01445 0.004366 0.05355 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 94/299 5.66G 0.03457 0.0143 0.004309 0.05317 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 94/299 5.66G 0.03457 0.0143 0.004309 0.05317 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 94/299 5.66G 0.03439 0.01438 0.004316 0.05308 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.649 0.598 0.611 0.338
0%| | 0/59 [00:00<?, ?it/s] 95/299 5.66G 0.03111 0.01754 0.002418 0.05107 105 640: 0%| | 0/59 [00:00<?, ?it/s] 95/299 5.66G 0.03111 0.01754 0.002418 0.05107 105 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 95/299 5.66G 0.03304 0.01555 0.004273 0.05287 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 95/299 5.66G 0.03304 0.01555 0.004273 0.05287 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 95/299 5.66G 0.03306 0.01479 0.004147 0.052 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 95/299 5.66G 0.03306 0.01479 0.004147 0.052 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 95/299 5.66G 0.03348 0.01517 0.004241 0.05289 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 95/299 5.66G 0.03348 0.01517 0.004241 0.05289 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 95/299 5.66G 0.03362 0.01429 0.00387 0.05178 67 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 95/299 5.66G 0.03362 0.01429 0.00387 0.05178 67 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 95/299 5.66G 0.03381 0.01424 0.004159 0.05221 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 95/299 5.66G 0.03381 0.01424 0.004159 0.05221 82 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 95/299 5.66G 0.03356 0.0144 0.004678 0.05263 73 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 95/299 5.66G 0.03356 0.0144 0.004678 0.05263 73 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 95/299 5.66G 0.03333 0.01422 0.004395 0.05195 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 95/299 5.66G 0.03333 0.01422 0.004395 0.05195 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 95/299 5.66G 0.03327 0.01394 0.004241 0.05145 65 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 95/299 5.66G 0.03327 0.01394 0.004241 0.05145 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 95/299 5.66G 0.03328 0.01423 0.004016 0.05152 104 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 95/299 5.66G 0.03328 0.01423 0.004016 0.05152 104 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 95/299 5.66G 0.03317 0.01439 0.004009 0.05157 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 95/299 5.66G 0.03317 0.01439 0.004009 0.05157 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 95/299 5.66G 0.03314 0.01436 0.003892 0.05139 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 95/299 5.66G 0.03314 0.01436 0.003892 0.05139 74 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 95/299 5.66G 0.03319 0.0144 0.003829 0.05142 78 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 95/299 5.66G 0.03319 0.0144 0.003829 0.05142 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 95/299 5.66G 0.0333 0.01427 0.004043 0.05162 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 95/299 5.66G 0.0333 0.01427 0.004043 0.05162 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 95/299 5.66G 0.03336 0.01443 0.004303 0.0521 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 95/299 5.66G 0.03336 0.01443 0.004303 0.0521 96 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 95/299 5.66G 0.0334 0.01443 0.004158 0.05199 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.571 0.668 0.63 0.334
0%| | 0/59 [00:00<?, ?it/s] 96/299 5.66G 0.03516 0.01135 0.004403 0.05091 72 640: 0%| | 0/59 [00:00<?, ?it/s] 96/299 5.66G 0.03516 0.01135 0.004403 0.05091 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 96/299 5.66G 0.03379 0.01395 0.004085 0.05182 86 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 96/299 5.66G 0.03379 0.01395 0.004085 0.05182 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 96/299 5.66G 0.03335 0.01472 0.003638 0.05171 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 96/299 5.66G 0.03335 0.01472 0.003638 0.05171 95 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 96/299 5.66G 0.03384 0.01375 0.003841 0.05143 61 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 96/299 5.66G 0.03384 0.01375 0.003841 0.05143 61 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 96/299 5.66G 0.03412 0.01363 0.004286 0.05203 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 96/299 5.66G 0.03412 0.01363 0.004286 0.05203 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 96/299 5.66G 0.03401 0.01357 0.004029 0.05161 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 96/299 5.66G 0.03401 0.01357 0.004029 0.05161 77 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 96/299 5.66G 0.03416 0.01352 0.00396 0.05163 73 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 96/299 5.66G 0.03416 0.01352 0.00396 0.05163 73 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 96/299 5.66G 0.03389 0.01333 0.003822 0.05104 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 96/299 5.66G 0.03389 0.01333 0.003822 0.05104 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 96/299 5.66G 0.03383 0.01322 0.003633 0.05068 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 96/299 5.66G 0.03383 0.01322 0.003633 0.05068 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 96/299 5.66G 0.03389 0.01333 0.003507 0.05073 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 96/299 5.66G 0.03389 0.01333 0.003507 0.05073 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 96/299 5.66G 0.03409 0.01364 0.0036 0.05133 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 96/299 5.66G 0.03409 0.01364 0.0036 0.05133 96 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 96/299 5.66G 0.03385 0.01362 0.003897 0.05136 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 96/299 5.66G 0.03385 0.01362 0.003897 0.05136 70 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 96/299 5.66G 0.03389 0.01355 0.004246 0.05169 74 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 96/299 5.66G 0.03389 0.01355 0.004246 0.05169 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 96/299 5.66G 0.03383 0.01357 0.004065 0.05146 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 96/299 5.66G 0.03383 0.01357 0.004065 0.05146 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 96/299 5.66G 0.034 0.01381 0.004134 0.05194 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 96/299 5.66G 0.034 0.01381 0.004134 0.05194 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 96/299 5.66G 0.03393 0.01393 0.004081 0.05194 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.652 0.602 0.625 0.334
0%| | 0/59 [00:00<?, ?it/s] 97/299 5.66G 0.03214 0.01358 0.001779 0.0475 86 640: 0%| | 0/59 [00:00<?, ?it/s] 97/299 5.66G 0.03214 0.01358 0.001779 0.0475 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 97/299 5.66G 0.0358 0.01401 0.003363 0.05317 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 97/299 5.66G 0.0358 0.01401 0.003363 0.05317 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 97/299 5.66G 0.03531 0.01381 0.005771 0.0549 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 97/299 5.66G 0.03531 0.01381 0.005771 0.0549 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 97/299 5.66G 0.03479 0.013 0.0048 0.05259 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 97/299 5.66G 0.03479 0.013 0.0048 0.05259 63 640: 7%|▋ | 4/59 [00:00<00:12, 4.29it/s] 97/299 5.66G 0.03486 0.01307 0.005235 0.05316 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.29it/s] 97/299 5.66G 0.03486 0.01307 0.005235 0.05316 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 97/299 5.66G 0.03456 0.013 0.005239 0.05281 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 97/299 5.66G 0.03456 0.013 0.005239 0.05281 72 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 97/299 5.66G 0.03438 0.01372 0.004995 0.05309 100 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 97/299 5.66G 0.03438 0.01372 0.004995 0.05309 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 97/299 5.66G 0.03443 0.01405 0.004618 0.0531 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 97/299 5.66G 0.03443 0.01405 0.004618 0.0531 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 97/299 5.66G 0.03479 0.01414 0.004297 0.05323 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 97/299 5.66G 0.03479 0.01414 0.004297 0.05323 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 97/299 5.66G 0.03448 0.01403 0.00422 0.05273 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 97/299 5.66G 0.03448 0.01403 0.00422 0.05273 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 97/299 5.66G 0.03417 0.01405 0.004146 0.05236 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 97/299 5.66G 0.03417 0.01405 0.004146 0.05236 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 97/299 5.66G 0.03426 0.01414 0.004668 0.05307 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 97/299 5.66G 0.03426 0.01414 0.004668 0.05307 85 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 97/299 5.66G 0.03405 0.01427 0.004623 0.05294 97 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 97/299 5.66G 0.03405 0.01427 0.004623 0.05294 97 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 97/299 5.66G 0.03383 0.01416 0.004564 0.05256 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 97/299 5.66G 0.03383 0.01416 0.004564 0.05256 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 97/299 5.66G 0.03372 0.01395 0.004484 0.05216 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 97/299 5.66G 0.03372 0.01395 0.004484 0.05216 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 97/299 5.66G 0.03368 0.01419 0.004438 0.0523 96 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.637 0.552 0.585 0.307
0%| | 0/59 [00:00<?, ?it/s] 98/299 5.66G 0.03181 0.01225 0.001811 0.04587 73 640: 0%| | 0/59 [00:00<?, ?it/s] 98/299 5.66G 0.03181 0.01225 0.001811 0.04587 73 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 98/299 5.66G 0.03173 0.01116 0.001584 0.04447 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 98/299 5.66G 0.03173 0.01116 0.001584 0.04447 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 98/299 5.66G 0.03145 0.01184 0.001843 0.04513 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 98/299 5.66G 0.03145 0.01184 0.001843 0.04513 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 98/299 5.66G 0.03138 0.01223 0.002093 0.0457 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 98/299 5.66G 0.03138 0.01223 0.002093 0.0457 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 98/299 5.66G 0.03201 0.01278 0.003284 0.04807 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 98/299 5.66G 0.03201 0.01278 0.003284 0.04807 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 98/299 5.66G 0.03202 0.01295 0.003093 0.04807 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 98/299 5.66G 0.03202 0.01295 0.003093 0.04807 87 640: 10%|█ | 6/59 [00:01<00:12, 4.42it/s] 98/299 5.66G 0.03279 0.01337 0.003793 0.04996 76 640: 10%|█ | 6/59 [00:01<00:12, 4.42it/s] 98/299 5.66G 0.03279 0.01337 0.003793 0.04996 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 98/299 5.66G 0.03267 0.01332 0.003762 0.04976 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 98/299 5.66G 0.03267 0.01332 0.003762 0.04976 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 98/299 5.66G 0.03304 0.0135 0.003884 0.05042 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 98/299 5.66G 0.03304 0.0135 0.003884 0.05042 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 98/299 5.66G 0.03282 0.01368 0.003762 0.05026 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 98/299 5.66G 0.03282 0.01368 0.003762 0.05026 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 98/299 5.66G 0.03267 0.01387 0.003676 0.05022 104 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 98/299 5.66G 0.03267 0.01387 0.003676 0.05022 104 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 98/299 5.66G 0.03313 0.01365 0.003686 0.05046 56 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 98/299 5.66G 0.03313 0.01365 0.003686 0.05046 56 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 98/299 5.66G 0.03308 0.0137 0.003509 0.05029 80 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 98/299 5.66G 0.03308 0.0137 0.003509 0.05029 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 98/299 5.66G 0.0329 0.01378 0.003423 0.05011 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 98/299 5.66G 0.0329 0.01378 0.003423 0.05011 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 98/299 5.66G 0.03304 0.01393 0.003565 0.05054 103 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 98/299 5.66G 0.03304 0.01393 0.003565 0.05054 103 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 98/299 5.66G 0.03313 0.01417 0.003647 0.05096 102 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.66 0.627 0.637 0.347
0%| | 0/59 [00:00<?, ?it/s] 99/299 5.66G 0.03185 0.01393 0.002316 0.04809 86 640: 0%| | 0/59 [00:00<?, ?it/s] 99/299 5.66G 0.03185 0.01393 0.002316 0.04809 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 99/299 5.66G 0.03187 0.01489 0.003649 0.0504 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 99/299 5.66G 0.03187 0.01489 0.003649 0.0504 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 99/299 5.66G 0.03296 0.01431 0.003246 0.05052 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 99/299 5.66G 0.03296 0.01431 0.003246 0.05052 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 99/299 5.66G 0.03248 0.0139 0.002884 0.04926 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 99/299 5.66G 0.03248 0.0139 0.002884 0.04926 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 99/299 5.66G 0.03261 0.01415 0.003324 0.05008 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 99/299 5.66G 0.03261 0.01415 0.003324 0.05008 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 99/299 5.66G 0.03333 0.01471 0.003993 0.05203 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 99/299 5.66G 0.03333 0.01471 0.003993 0.05203 94 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 99/299 5.66G 0.03331 0.01487 0.004223 0.0524 87 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 99/299 5.66G 0.03331 0.01487 0.004223 0.0524 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 99/299 5.66G 0.03307 0.01464 0.004278 0.05199 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 99/299 5.66G 0.03307 0.01464 0.004278 0.05199 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 99/299 5.66G 0.03284 0.01499 0.004566 0.05239 103 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 99/299 5.66G 0.03284 0.01499 0.004566 0.05239 103 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 99/299 5.66G 0.03264 0.01504 0.004491 0.05217 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 99/299 5.66G 0.03264 0.01504 0.004491 0.05217 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 99/299 5.66G 0.0329 0.01496 0.004783 0.05265 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 99/299 5.66G 0.0329 0.01496 0.004783 0.05265 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 99/299 5.66G 0.03267 0.01472 0.004723 0.05211 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 99/299 5.66G 0.03267 0.01472 0.004723 0.05211 76 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 99/299 5.66G 0.0325 0.01457 0.004883 0.05196 75 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 99/299 5.66G 0.0325 0.01457 0.004883 0.05196 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 99/299 5.66G 0.03247 0.01442 0.004664 0.05156 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 99/299 5.66G 0.03247 0.01442 0.004664 0.05156 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 99/299 5.66G 0.03222 0.01427 0.004494 0.05099 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 99/299 5.66G 0.03222 0.01427 0.004494 0.05099 79 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 99/299 5.66G 0.0321 0.01421 0.004344 0.05066 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.6 0.601 0.585 0.313
0%| | 0/59 [00:00<?, ?it/s] 100/299 5.66G 0.033 0.01563 0.003861 0.05249 91 640: 0%| | 0/59 [00:00<?, ?it/s] 100/299 5.66G 0.033 0.01563 0.003861 0.05249 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 100/299 5.66G 0.03217 0.01363 0.005149 0.05094 68 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 100/299 5.66G 0.03217 0.01363 0.005149 0.05094 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 100/299 5.66G 0.03334 0.01361 0.004951 0.0519 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 100/299 5.66G 0.03334 0.01361 0.004951 0.0519 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 100/299 5.66G 0.03265 0.01342 0.004484 0.05055 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 100/299 5.66G 0.03265 0.01342 0.004484 0.05055 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 100/299 5.66G 0.03307 0.01355 0.004182 0.05081 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 100/299 5.66G 0.03307 0.01355 0.004182 0.05081 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 100/299 5.66G 0.0331 0.01355 0.003844 0.0505 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 100/299 5.66G 0.0331 0.01355 0.003844 0.0505 80 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 100/299 5.66G 0.03275 0.01335 0.003497 0.04959 72 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 100/299 5.66G 0.03275 0.01335 0.003497 0.04959 72 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 100/299 5.66G 0.03277 0.01349 0.003738 0.05 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 100/299 5.66G 0.03277 0.01349 0.003738 0.05 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 100/299 5.66G 0.0326 0.01365 0.00385 0.05009 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 100/299 5.66G 0.0326 0.01365 0.00385 0.05009 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 100/299 5.66G 0.03274 0.01344 0.004005 0.05019 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 100/299 5.66G 0.03274 0.01344 0.004005 0.05019 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 100/299 5.66G 0.03273 0.01353 0.003924 0.05018 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 100/299 5.66G 0.03273 0.01353 0.003924 0.05018 97 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 100/299 5.66G 0.03251 0.01345 0.003869 0.04983 90 640: 19%|█▊ | 11/59 [00:02<00:11, 4.28it/s] 100/299 5.66G 0.03251 0.01345 0.003869 0.04983 90 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 100/299 5.66G 0.03232 0.01349 0.003865 0.04967 77 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 100/299 5.66G 0.03232 0.01349 0.003865 0.04967 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.30it/s] 100/299 5.66G 0.03215 0.01333 0.004062 0.04955 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 100/299 5.66G 0.03215 0.01333 0.004062 0.04955 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 100/299 5.66G 0.03225 0.01342 0.003959 0.04963 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 100/299 5.66G 0.03225 0.01342 0.003959 0.04963 81 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 100/299 5.66G 0.03204 0.0136 0.003795 0.04944 106 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.674 0.669 0.65 0.36
0%| | 0/59 [00:00<?, ?it/s] 101/299 5.66G 0.03088 0.01407 0.003123 0.04807 85 640: 0%| | 0/59 [00:00<?, ?it/s] 101/299 5.66G 0.03088 0.01407 0.003123 0.04807 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.41it/s] 101/299 5.66G 0.03031 0.01374 0.003734 0.04778 95 640: 2%|▏ | 1/59 [00:00<00:13, 4.41it/s] 101/299 5.66G 0.03031 0.01374 0.003734 0.04778 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 101/299 5.66G 0.03132 0.01342 0.003629 0.04837 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 101/299 5.66G 0.03132 0.01342 0.003629 0.04837 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 101/299 5.66G 0.03207 0.01283 0.00447 0.04937 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 101/299 5.66G 0.03207 0.01283 0.00447 0.04937 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 101/299 5.66G 0.03238 0.01394 0.004572 0.05089 109 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 101/299 5.66G 0.03238 0.01394 0.004572 0.05089 109 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 101/299 5.66G 0.03242 0.01351 0.004193 0.05012 69 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 101/299 5.66G 0.03242 0.01351 0.004193 0.05012 69 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 101/299 5.66G 0.03255 0.01367 0.003976 0.05019 86 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 101/299 5.66G 0.03255 0.01367 0.003976 0.05019 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 101/299 5.66G 0.0326 0.01375 0.003754 0.05011 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 101/299 5.66G 0.0326 0.01375 0.003754 0.05011 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 101/299 5.66G 0.03267 0.01383 0.003815 0.05031 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 101/299 5.66G 0.03267 0.01383 0.003815 0.05031 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 101/299 5.66G 0.03253 0.01368 0.003823 0.05004 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 101/299 5.66G 0.03253 0.01368 0.003823 0.05004 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 101/299 5.66G 0.03255 0.01375 0.003692 0.04999 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 101/299 5.66G 0.03255 0.01375 0.003692 0.04999 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 101/299 5.66G 0.03257 0.0138 0.003711 0.05008 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 101/299 5.66G 0.03257 0.0138 0.003711 0.05008 91 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 101/299 5.66G 0.03268 0.01368 0.003614 0.04997 70 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 101/299 5.66G 0.03268 0.01368 0.003614 0.04997 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 101/299 5.66G 0.03258 0.01367 0.003492 0.04975 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 101/299 5.66G 0.03258 0.01367 0.003492 0.04975 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 101/299 5.66G 0.0325 0.0135 0.003312 0.04931 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 101/299 5.66G 0.0325 0.0135 0.003312 0.04931 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 101/299 5.66G 0.03259 0.0135 0.00332 0.04941 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.605 0.668 0.639 0.352
0%| | 0/59 [00:00<?, ?it/s] 102/299 5.66G 0.03649 0.01439 0.002754 0.05363 77 640: 0%| | 0/59 [00:00<?, ?it/s] 102/299 5.66G 0.03649 0.01439 0.002754 0.05363 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 102/299 5.66G 0.03721 0.01528 0.005762 0.05826 96 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 102/299 5.66G 0.03721 0.01528 0.005762 0.05826 96 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 102/299 5.66G 0.03461 0.01467 0.004352 0.05363 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 102/299 5.66G 0.03461 0.01467 0.004352 0.05363 84 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 102/299 5.66G 0.0346 0.01511 0.004069 0.05378 94 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 102/299 5.66G 0.0346 0.01511 0.004069 0.05378 94 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 102/299 5.66G 0.03424 0.01505 0.003776 0.05307 95 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 102/299 5.66G 0.03424 0.01505 0.003776 0.05307 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 102/299 5.66G 0.03441 0.01482 0.003663 0.0529 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 102/299 5.66G 0.03441 0.01482 0.003663 0.0529 84 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 102/299 5.66G 0.03451 0.01482 0.003557 0.05289 85 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 102/299 5.66G 0.03451 0.01482 0.003557 0.05289 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 102/299 5.66G 0.03473 0.01502 0.003594 0.05335 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 102/299 5.66G 0.03473 0.01502 0.003594 0.05335 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 102/299 5.66G 0.03434 0.01486 0.003451 0.05265 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 102/299 5.66G 0.03434 0.01486 0.003451 0.05265 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 102/299 5.66G 0.03405 0.01469 0.003414 0.05216 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 102/299 5.66G 0.03405 0.01469 0.003414 0.05216 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 102/299 5.66G 0.0341 0.01454 0.003279 0.05193 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 102/299 5.66G 0.0341 0.01454 0.003279 0.05193 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 102/299 5.66G 0.0341 0.01438 0.003231 0.05171 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 102/299 5.66G 0.0341 0.01438 0.003231 0.05171 74 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 102/299 5.66G 0.03444 0.01445 0.00341 0.05231 89 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 102/299 5.66G 0.03444 0.01445 0.00341 0.05231 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 102/299 5.66G 0.03438 0.01426 0.003588 0.05223 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 102/299 5.66G 0.03438 0.01426 0.003588 0.05223 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 102/299 5.66G 0.03419 0.01416 0.003487 0.05183 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 102/299 5.66G 0.03419 0.01416 0.003487 0.05183 71 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 102/299 5.66G 0.03415 0.01404 0.003467 0.05166 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.669 0.596 0.617 0.337
0%| | 0/59 [00:00<?, ?it/s] 103/299 5.66G 0.03622 0.01298 0.003826 0.05302 69 640: 0%| | 0/59 [00:00<?, ?it/s] 103/299 5.66G 0.03622 0.01298 0.003826 0.05302 69 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 103/299 5.66G 0.03507 0.01315 0.004786 0.053 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 103/299 5.66G 0.03507 0.01315 0.004786 0.053 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 103/299 5.66G 0.0346 0.01334 0.004836 0.05278 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 103/299 5.66G 0.0346 0.01334 0.004836 0.05278 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 103/299 5.66G 0.03446 0.0127 0.004531 0.05169 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 103/299 5.66G 0.03446 0.0127 0.004531 0.05169 66 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 103/299 5.66G 0.03526 0.0132 0.004823 0.05328 97 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 103/299 5.66G 0.03526 0.0132 0.004823 0.05328 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 103/299 5.66G 0.03506 0.01362 0.004771 0.05345 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 103/299 5.66G 0.03506 0.01362 0.004771 0.05345 95 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 103/299 5.66G 0.03474 0.01416 0.00469 0.05359 103 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 103/299 5.66G 0.03474 0.01416 0.00469 0.05359 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 103/299 5.66G 0.03467 0.0138 0.004388 0.05285 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 103/299 5.66G 0.03467 0.0138 0.004388 0.05285 76 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 103/299 5.66G 0.03439 0.01375 0.004398 0.05253 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 103/299 5.66G 0.03439 0.01375 0.004398 0.05253 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 103/299 5.66G 0.03415 0.01399 0.004668 0.05281 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 103/299 5.66G 0.03415 0.01399 0.004668 0.05281 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 103/299 5.66G 0.03401 0.01402 0.004445 0.05247 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 103/299 5.66G 0.03401 0.01402 0.004445 0.05247 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 103/299 5.66G 0.0341 0.01414 0.004429 0.05267 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 103/299 5.66G 0.0341 0.01414 0.004429 0.05267 74 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 103/299 5.66G 0.03366 0.01419 0.004207 0.05206 88 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 103/299 5.66G 0.03366 0.01419 0.004207 0.05206 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 103/299 5.66G 0.03392 0.01417 0.004218 0.0523 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 103/299 5.66G 0.03392 0.01417 0.004218 0.0523 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 103/299 5.66G 0.03372 0.01403 0.004444 0.05219 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 103/299 5.66G 0.03372 0.01403 0.004444 0.05219 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 103/299 5.66G 0.0336 0.01398 0.004407 0.05199 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.649 0.63 0.639 0.33
0%| | 0/59 [00:00<?, ?it/s] 104/299 5.66G 0.03125 0.01419 0.005038 0.05048 84 640: 0%| | 0/59 [00:00<?, ?it/s] 104/299 5.66G 0.03125 0.01419 0.005038 0.05048 84 640: 2%|▏ | 1/59 [00:00<00:14, 3.90it/s] 104/299 5.66G 0.03176 0.01387 0.003529 0.04915 86 640: 2%|▏ | 1/59 [00:00<00:14, 3.90it/s] 104/299 5.66G 0.03176 0.01387 0.003529 0.04915 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 104/299 5.66G 0.03214 0.01275 0.003276 0.04817 61 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 104/299 5.66G 0.03214 0.01275 0.003276 0.04817 61 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 104/299 5.66G 0.03199 0.01185 0.003577 0.04742 58 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 104/299 5.66G 0.03199 0.01185 0.003577 0.04742 58 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 104/299 5.66G 0.0326 0.01222 0.003868 0.04869 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 104/299 5.66G 0.0326 0.01222 0.003868 0.04869 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 104/299 5.66G 0.03274 0.01251 0.003492 0.04874 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 104/299 5.66G 0.03274 0.01251 0.003492 0.04874 81 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 104/299 5.66G 0.03222 0.01251 0.003185 0.04792 65 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 104/299 5.66G 0.03222 0.01251 0.003185 0.04792 65 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 104/299 5.66G 0.03196 0.01256 0.003333 0.04786 73 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 104/299 5.66G 0.03196 0.01256 0.003333 0.04786 73 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 104/299 5.66G 0.03208 0.01277 0.003344 0.0482 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 104/299 5.66G 0.03208 0.01277 0.003344 0.0482 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 104/299 5.66G 0.03213 0.01295 0.003243 0.04833 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 104/299 5.66G 0.03213 0.01295 0.003243 0.04833 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 104/299 5.66G 0.03202 0.01329 0.003157 0.04847 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 104/299 5.66G 0.03202 0.01329 0.003157 0.04847 98 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 104/299 5.66G 0.03193 0.01321 0.00311 0.04825 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 104/299 5.66G 0.03193 0.01321 0.00311 0.04825 91 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 104/299 5.66G 0.03203 0.01316 0.003069 0.04826 74 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 104/299 5.66G 0.03203 0.01316 0.003069 0.04826 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 104/299 5.66G 0.03205 0.01316 0.003397 0.0486 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 104/299 5.66G 0.03205 0.01316 0.003397 0.0486 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 104/299 5.66G 0.03211 0.01308 0.003351 0.04853 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 104/299 5.66G 0.03211 0.01308 0.003351 0.04853 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 104/299 5.66G 0.03224 0.01313 0.00327 0.04863 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.583 0.616 0.588 0.305
0%| | 0/59 [00:00<?, ?it/s] 105/299 5.66G 0.0333 0.01743 0.003282 0.05401 98 640: 0%| | 0/59 [00:00<?, ?it/s] 105/299 5.66G 0.0333 0.01743 0.003282 0.05401 98 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 105/299 5.66G 0.03223 0.01578 0.003111 0.05112 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 105/299 5.66G 0.03223 0.01578 0.003111 0.05112 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 105/299 5.66G 0.03374 0.01358 0.002582 0.0499 56 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 105/299 5.66G 0.03374 0.01358 0.002582 0.0499 56 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 105/299 5.66G 0.03351 0.01321 0.002539 0.04926 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 105/299 5.66G 0.03351 0.01321 0.002539 0.04926 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 105/299 5.66G 0.03376 0.01375 0.003091 0.05061 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 105/299 5.66G 0.03376 0.01375 0.003091 0.05061 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 105/299 5.66G 0.03292 0.01338 0.00291 0.04921 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 105/299 5.66G 0.03292 0.01338 0.00291 0.04921 72 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 105/299 5.66G 0.03319 0.01301 0.002768 0.04896 69 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 105/299 5.66G 0.03319 0.01301 0.002768 0.04896 69 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 105/299 5.66G 0.03327 0.01341 0.002777 0.04946 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 105/299 5.66G 0.03327 0.01341 0.002777 0.04946 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 105/299 5.66G 0.0333 0.01307 0.002925 0.0493 60 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 105/299 5.66G 0.0333 0.01307 0.002925 0.0493 60 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 105/299 5.66G 0.03305 0.013 0.002777 0.04883 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 105/299 5.66G 0.03305 0.013 0.002777 0.04883 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 105/299 5.66G 0.03298 0.01321 0.002725 0.04891 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 105/299 5.66G 0.03298 0.01321 0.002725 0.04891 96 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 105/299 5.66G 0.0327 0.01296 0.00292 0.04859 66 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 105/299 5.66G 0.0327 0.01296 0.00292 0.04859 66 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 105/299 5.66G 0.03289 0.01292 0.002991 0.0488 69 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 105/299 5.66G 0.03289 0.01292 0.002991 0.0488 69 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 105/299 5.66G 0.03285 0.01298 0.003542 0.04937 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 105/299 5.66G 0.03285 0.01298 0.003542 0.04937 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 105/299 5.66G 0.03293 0.01307 0.00358 0.04958 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 105/299 5.66G 0.03293 0.01307 0.00358 0.04958 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 105/299 5.66G 0.03298 0.01312 0.003479 0.04957 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.662 0.64 0.65 0.36
0%| | 0/59 [00:00<?, ?it/s] 106/299 5.66G 0.0329 0.01406 0.003137 0.05009 75 640: 0%| | 0/59 [00:00<?, ?it/s] 106/299 5.66G 0.0329 0.01406 0.003137 0.05009 75 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 106/299 5.66G 0.03193 0.01358 0.00347 0.04899 79 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 106/299 5.66G 0.03193 0.01358 0.00347 0.04899 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 106/299 5.66G 0.03206 0.01394 0.004256 0.05025 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 106/299 5.66G 0.03206 0.01394 0.004256 0.05025 90 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 106/299 5.66G 0.03244 0.01394 0.004525 0.0509 75 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 106/299 5.66G 0.03244 0.01394 0.004525 0.0509 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 106/299 5.66G 0.03324 0.01402 0.004465 0.05172 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 106/299 5.66G 0.03324 0.01402 0.004465 0.05172 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 106/299 5.66G 0.03293 0.01403 0.00415 0.05112 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 106/299 5.66G 0.03293 0.01403 0.00415 0.05112 90 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 106/299 5.66G 0.03237 0.01374 0.003989 0.05009 83 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 106/299 5.66G 0.03237 0.01374 0.003989 0.05009 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 106/299 5.66G 0.0325 0.01427 0.004049 0.05082 95 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 106/299 5.66G 0.0325 0.01427 0.004049 0.05082 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 106/299 5.66G 0.03227 0.01424 0.003984 0.05049 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 106/299 5.66G 0.03227 0.01424 0.003984 0.05049 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 106/299 5.66G 0.03221 0.01421 0.003728 0.05014 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 106/299 5.66G 0.03221 0.01421 0.003728 0.05014 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 106/299 5.66G 0.032 0.01422 0.004016 0.05023 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 106/299 5.66G 0.032 0.01422 0.004016 0.05023 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 106/299 5.66G 0.03195 0.01427 0.003936 0.05016 94 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 106/299 5.66G 0.03195 0.01427 0.003936 0.05016 94 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 106/299 5.66G 0.03172 0.01409 0.0037 0.04951 80 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 106/299 5.66G 0.03172 0.01409 0.0037 0.04951 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 106/299 5.66G 0.03164 0.01404 0.003634 0.04932 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 106/299 5.66G 0.03164 0.01404 0.003634 0.04932 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 106/299 5.66G 0.03175 0.01404 0.003491 0.04928 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 106/299 5.66G 0.03175 0.01404 0.003491 0.04928 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 106/299 5.66G 0.03187 0.01391 0.00338 0.04916 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.681 0.593 0.631 0.351
0%| | 0/59 [00:00<?, ?it/s] 107/299 5.66G 0.03146 0.01331 0.002951 0.04772 87 640: 0%| | 0/59 [00:00<?, ?it/s] 107/299 5.66G 0.03146 0.01331 0.002951 0.04772 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 107/299 5.66G 0.0343 0.0133 0.003934 0.05153 74 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 107/299 5.66G 0.0343 0.0133 0.003934 0.05153 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.22it/s] 107/299 5.66G 0.03274 0.01323 0.002895 0.04886 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.22it/s] 107/299 5.66G 0.03274 0.01323 0.002895 0.04886 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 107/299 5.66G 0.03378 0.0137 0.002885 0.05037 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 107/299 5.66G 0.03378 0.0137 0.002885 0.05037 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.27it/s] 107/299 5.66G 0.03313 0.01355 0.003265 0.04994 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.27it/s] 107/299 5.66G 0.03313 0.01355 0.003265 0.04994 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 107/299 5.66G 0.03321 0.01367 0.003074 0.04995 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 107/299 5.66G 0.03321 0.01367 0.003074 0.04995 86 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 107/299 5.66G 0.03279 0.01335 0.002987 0.04913 68 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 107/299 5.66G 0.03279 0.01335 0.002987 0.04913 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 107/299 5.66G 0.0327 0.01323 0.003379 0.04932 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 107/299 5.66G 0.0327 0.01323 0.003379 0.04932 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 107/299 5.66G 0.03281 0.0134 0.00351 0.04972 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 107/299 5.66G 0.03281 0.0134 0.00351 0.04972 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 107/299 5.66G 0.0329 0.0135 0.003564 0.04996 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 107/299 5.66G 0.0329 0.0135 0.003564 0.04996 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.09it/s] 107/299 5.66G 0.03292 0.01384 0.003505 0.05026 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.09it/s] 107/299 5.66G 0.03292 0.01384 0.003505 0.05026 102 640: 19%|█▊ | 11/59 [00:02<00:11, 4.22it/s] 107/299 5.66G 0.033 0.01378 0.003508 0.05029 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.22it/s] 107/299 5.66G 0.033 0.01378 0.003508 0.05029 74 640: 20%|██ | 12/59 [00:02<00:11, 4.22it/s] 107/299 5.66G 0.03288 0.01375 0.003414 0.05004 84 640: 20%|██ | 12/59 [00:03<00:11, 4.22it/s] 107/299 5.66G 0.03288 0.01375 0.003414 0.05004 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 107/299 5.66G 0.03284 0.01373 0.00335 0.04992 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 107/299 5.66G 0.03284 0.01373 0.00335 0.04992 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.23it/s] 107/299 5.66G 0.03278 0.01363 0.003311 0.04972 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.23it/s] 107/299 5.66G 0.03278 0.01363 0.003311 0.04972 68 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 107/299 5.66G 0.03284 0.0137 0.003286 0.04983 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:03, 2.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.635 0.663 0.349
0%| | 0/59 [00:00<?, ?it/s] 108/299 5.66G 0.03046 0.0132 0.003231 0.0469 76 640: 0%| | 0/59 [00:00<?, ?it/s] 108/299 5.66G 0.03046 0.0132 0.003231 0.0469 76 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 108/299 5.66G 0.03021 0.01381 0.003058 0.04708 77 640: 2%|▏ | 1/59 [00:00<00:14, 4.12it/s] 108/299 5.66G 0.03021 0.01381 0.003058 0.04708 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 108/299 5.66G 0.03223 0.01556 0.003541 0.05132 96 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 108/299 5.66G 0.03223 0.01556 0.003541 0.05132 96 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 108/299 5.66G 0.03211 0.01493 0.003508 0.05055 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 108/299 5.66G 0.03211 0.01493 0.003508 0.05055 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 108/299 5.66G 0.03202 0.01498 0.00343 0.05043 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 108/299 5.66G 0.03202 0.01498 0.00343 0.05043 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 108/299 5.66G 0.03168 0.01477 0.003463 0.04991 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 108/299 5.66G 0.03168 0.01477 0.003463 0.04991 88 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 108/299 5.66G 0.03137 0.01431 0.003251 0.04893 81 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 108/299 5.66G 0.03137 0.01431 0.003251 0.04893 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 108/299 5.66G 0.03174 0.01416 0.003098 0.049 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 108/299 5.66G 0.03174 0.01416 0.003098 0.049 75 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 108/299 5.66G 0.03186 0.01417 0.003281 0.04931 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 108/299 5.66G 0.03186 0.01417 0.003281 0.04931 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 108/299 5.66G 0.03199 0.01384 0.003174 0.049 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 108/299 5.66G 0.03199 0.01384 0.003174 0.049 74 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 108/299 5.66G 0.03205 0.01377 0.003317 0.04914 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 108/299 5.66G 0.03205 0.01377 0.003317 0.04914 90 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 108/299 5.66G 0.03256 0.01371 0.003621 0.04989 71 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 108/299 5.66G 0.03256 0.01371 0.003621 0.04989 71 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 108/299 5.66G 0.03259 0.01382 0.003659 0.05007 96 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 108/299 5.66G 0.03259 0.01382 0.003659 0.05007 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 108/299 5.66G 0.03243 0.01363 0.003644 0.04971 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 108/299 5.66G 0.03243 0.01363 0.003644 0.04971 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 108/299 5.66G 0.03224 0.01347 0.00357 0.04927 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 108/299 5.66G 0.03224 0.01347 0.00357 0.04927 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 108/299 5.66G 0.0323 0.01343 0.003667 0.04939 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.632 0.653 0.647 0.347
0%| | 0/59 [00:00<?, ?it/s] 109/299 5.66G 0.03856 0.01249 0.004177 0.05523 75 640: 0%| | 0/59 [00:00<?, ?it/s] 109/299 5.66G 0.03856 0.01249 0.004177 0.05523 75 640: 2%|▏ | 1/59 [00:00<00:13, 4.46it/s] 109/299 5.66G 0.03422 0.01145 0.002936 0.0486 68 640: 2%|▏ | 1/59 [00:00<00:13, 4.46it/s] 109/299 5.66G 0.03422 0.01145 0.002936 0.0486 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 109/299 5.66G 0.03273 0.01074 0.002408 0.04588 60 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 109/299 5.66G 0.03273 0.01074 0.002408 0.04588 60 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 109/299 5.66G 0.03253 0.01142 0.003468 0.04742 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 109/299 5.66G 0.03253 0.01142 0.003468 0.04742 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 109/299 5.66G 0.03221 0.0117 0.00343 0.04734 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 109/299 5.66G 0.03221 0.0117 0.00343 0.04734 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 109/299 5.66G 0.03238 0.01205 0.003215 0.04764 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 109/299 5.66G 0.03238 0.01205 0.003215 0.04764 74 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 109/299 5.66G 0.03238 0.01211 0.003337 0.04782 76 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 109/299 5.66G 0.03238 0.01211 0.003337 0.04782 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 109/299 5.66G 0.03269 0.01248 0.003786 0.04895 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 109/299 5.66G 0.03269 0.01248 0.003786 0.04895 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 109/299 5.66G 0.03237 0.01266 0.003475 0.04851 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 109/299 5.66G 0.03237 0.01266 0.003475 0.04851 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 109/299 5.66G 0.03205 0.01286 0.003295 0.04821 101 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 109/299 5.66G 0.03205 0.01286 0.003295 0.04821 101 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 109/299 5.66G 0.03223 0.01334 0.003163 0.04873 110 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 109/299 5.66G 0.03223 0.01334 0.003163 0.04873 110 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 109/299 5.66G 0.03229 0.01331 0.003114 0.04871 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 109/299 5.66G 0.03229 0.01331 0.003114 0.04871 74 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 109/299 5.66G 0.03234 0.01342 0.00331 0.04907 84 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 109/299 5.66G 0.03234 0.01342 0.00331 0.04907 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 109/299 5.66G 0.03269 0.01351 0.003517 0.04971 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 109/299 5.66G 0.03269 0.01351 0.003517 0.04971 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 109/299 5.66G 0.03267 0.01343 0.003387 0.04949 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 109/299 5.66G 0.03267 0.01343 0.003387 0.04949 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 109/299 5.66G 0.03267 0.01353 0.003317 0.04952 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.554 0.7 0.651 0.365
0%| | 0/59 [00:00<?, ?it/s] 110/299 5.66G 0.03225 0.01459 0.004961 0.0518 81 640: 0%| | 0/59 [00:00<?, ?it/s] 110/299 5.66G 0.03225 0.01459 0.004961 0.0518 81 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 110/299 5.66G 0.02966 0.01495 0.005723 0.05033 101 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 110/299 5.66G 0.02966 0.01495 0.005723 0.05033 101 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 110/299 5.66G 0.03181 0.01396 0.006288 0.05205 70 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 110/299 5.66G 0.03181 0.01396 0.006288 0.05205 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 110/299 5.66G 0.03151 0.01367 0.005603 0.05079 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 110/299 5.66G 0.03151 0.01367 0.005603 0.05079 84 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 110/299 5.66G 0.03134 0.01315 0.004792 0.04928 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 110/299 5.66G 0.03134 0.01315 0.004792 0.04928 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 110/299 5.66G 0.03153 0.01331 0.004869 0.0497 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 110/299 5.66G 0.03153 0.01331 0.004869 0.0497 84 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 110/299 5.66G 0.03117 0.01329 0.004914 0.04937 82 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 110/299 5.66G 0.03117 0.01329 0.004914 0.04937 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 110/299 5.66G 0.03131 0.01331 0.004704 0.04932 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 110/299 5.66G 0.03131 0.01331 0.004704 0.04932 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 110/299 5.66G 0.03133 0.01328 0.004451 0.04906 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 110/299 5.66G 0.03133 0.01328 0.004451 0.04906 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 110/299 5.66G 0.03151 0.01339 0.004246 0.04915 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.21it/s] 110/299 5.66G 0.03151 0.01339 0.004246 0.04915 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 110/299 5.66G 0.03169 0.01331 0.004508 0.0495 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 110/299 5.66G 0.03169 0.01331 0.004508 0.0495 76 640: 19%|█▊ | 11/59 [00:02<00:11, 4.27it/s] 110/299 5.66G 0.03183 0.0131 0.004385 0.04931 64 640: 19%|█▊ | 11/59 [00:02<00:11, 4.27it/s] 110/299 5.66G 0.03183 0.0131 0.004385 0.04931 64 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 110/299 5.66G 0.03157 0.013 0.004598 0.04917 72 640: 20%|██ | 12/59 [00:03<00:10, 4.37it/s] 110/299 5.66G 0.03157 0.013 0.004598 0.04917 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 110/299 5.66G 0.03168 0.0129 0.004657 0.04924 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 110/299 5.66G 0.03168 0.0129 0.004657 0.04924 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 110/299 5.66G 0.03182 0.01285 0.004717 0.04939 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 110/299 5.66G 0.03182 0.01285 0.004717 0.04939 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 110/299 5.66G 0.03173 0.01283 0.004578 0.04914 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.612 0.697 0.659 0.377
0%| | 0/59 [00:00<?, ?it/s] 111/299 5.66G 0.03566 0.01504 0.001662 0.05237 90 640: 0%| | 0/59 [00:00<?, ?it/s] 111/299 5.66G 0.03566 0.01504 0.001662 0.05237 90 640: 2%|▏ | 1/59 [00:00<00:29, 2.00it/s] 111/299 5.66G 0.03475 0.0165 0.005763 0.05701 101 640: 2%|▏ | 1/59 [00:00<00:29, 2.00it/s] 111/299 5.66G 0.03475 0.0165 0.005763 0.05701 101 640: 3%|▎ | 2/59 [00:00<00:19, 2.91it/s] 111/299 5.66G 0.035 0.01566 0.005321 0.05598 82 640: 3%|▎ | 2/59 [00:00<00:19, 2.91it/s] 111/299 5.66G 0.035 0.01566 0.005321 0.05598 82 640: 5%|▌ | 3/59 [00:00<00:15, 3.50it/s] 111/299 5.66G 0.03428 0.01469 0.004334 0.05331 78 640: 5%|▌ | 3/59 [00:01<00:15, 3.50it/s] 111/299 5.66G 0.03428 0.01469 0.004334 0.05331 78 640: 7%|▋ | 4/59 [00:01<00:14, 3.75it/s] 111/299 5.66G 0.03394 0.01446 0.004013 0.05241 95 640: 7%|▋ | 4/59 [00:01<00:14, 3.75it/s] 111/299 5.66G 0.03394 0.01446 0.004013 0.05241 95 640: 8%|▊ | 5/59 [00:01<00:13, 4.03it/s] 111/299 5.66G 0.03391 0.0143 0.005193 0.05341 77 640: 8%|▊ | 5/59 [00:01<00:13, 4.03it/s] 111/299 5.66G 0.03391 0.0143 0.005193 0.05341 77 640: 10%|█ | 6/59 [00:01<00:12, 4.08it/s] 111/299 5.66G 0.03392 0.01377 0.005069 0.05276 59 640: 10%|█ | 6/59 [00:01<00:12, 4.08it/s] 111/299 5.66G 0.03392 0.01377 0.005069 0.05276 59 640: 12%|█▏ | 7/59 [00:01<00:12, 4.25it/s] 111/299 5.66G 0.03395 0.01363 0.004964 0.05255 84 640: 12%|█▏ | 7/59 [00:02<00:12, 4.25it/s] 111/299 5.66G 0.03395 0.01363 0.004964 0.05255 84 640: 14%|█▎ | 8/59 [00:02<00:12, 4.25it/s] 111/299 5.66G 0.03349 0.01386 0.004862 0.05221 100 640: 14%|█▎ | 8/59 [00:02<00:12, 4.25it/s] 111/299 5.66G 0.03349 0.01386 0.004862 0.05221 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 111/299 5.66G 0.03323 0.01367 0.004771 0.05167 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 111/299 5.66G 0.03323 0.01367 0.004771 0.05167 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 111/299 5.66G 0.03327 0.01347 0.004536 0.05127 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.26it/s] 111/299 5.66G 0.03327 0.01347 0.004536 0.05127 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 111/299 5.66G 0.0331 0.01319 0.004382 0.05067 62 640: 19%|█▊ | 11/59 [00:03<00:11, 4.35it/s] 111/299 5.66G 0.0331 0.01319 0.004382 0.05067 62 640: 20%|██ | 12/59 [00:03<00:10, 4.30it/s] 111/299 5.66G 0.03292 0.01312 0.004289 0.05032 83 640: 20%|██ | 12/59 [00:03<00:10, 4.30it/s] 111/299 5.66G 0.03292 0.01312 0.004289 0.05032 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 111/299 5.66G 0.03293 0.01302 0.004217 0.05017 64 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 111/299 5.66G 0.03293 0.01302 0.004217 0.05017 64 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 111/299 5.66G 0.03277 0.01314 0.0043 0.05021 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 111/299 5.66G 0.03277 0.01314 0.0043 0.05021 92 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 111/299 5.66G 0.03261 0.01315 0.004223 0.04999 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.594 0.62 0.619 0.346
0%| | 0/59 [00:00<?, ?it/s] 112/299 5.66G 0.0328 0.01244 0.002705 0.04795 77 640: 0%| | 0/59 [00:00<?, ?it/s] 112/299 5.66G 0.0328 0.01244 0.002705 0.04795 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 112/299 5.66G 0.03206 0.01348 0.004953 0.05049 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 112/299 5.66G 0.03206 0.01348 0.004953 0.05049 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 112/299 5.66G 0.032 0.01318 0.003813 0.04899 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 112/299 5.66G 0.032 0.01318 0.003813 0.04899 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 112/299 5.66G 0.03123 0.01303 0.003174 0.04743 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 112/299 5.66G 0.03123 0.01303 0.003174 0.04743 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 112/299 5.66G 0.03158 0.01323 0.002791 0.0476 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 112/299 5.66G 0.03158 0.01323 0.002791 0.0476 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 112/299 5.66G 0.032 0.01298 0.002745 0.04772 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 112/299 5.66G 0.032 0.01298 0.002745 0.04772 76 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 112/299 5.66G 0.03221 0.01312 0.002924 0.04826 76 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 112/299 5.66G 0.03221 0.01312 0.002924 0.04826 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 112/299 5.66G 0.03214 0.01319 0.00291 0.04824 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 112/299 5.66G 0.03214 0.01319 0.00291 0.04824 76 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 112/299 5.66G 0.03204 0.01295 0.002877 0.04786 65 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 112/299 5.66G 0.03204 0.01295 0.002877 0.04786 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 112/299 5.66G 0.0323 0.01298 0.002978 0.04826 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 112/299 5.66G 0.0323 0.01298 0.002978 0.04826 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 112/299 5.66G 0.03219 0.01328 0.002941 0.04841 92 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 112/299 5.66G 0.03219 0.01328 0.002941 0.04841 92 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 112/299 5.66G 0.03197 0.01322 0.002846 0.04803 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 112/299 5.66G 0.03197 0.01322 0.002846 0.04803 81 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 112/299 5.66G 0.03187 0.01323 0.002781 0.04788 84 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 112/299 5.66G 0.03187 0.01323 0.002781 0.04788 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 112/299 5.66G 0.03191 0.01323 0.002834 0.04798 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 112/299 5.66G 0.03191 0.01323 0.002834 0.04798 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 112/299 5.66G 0.0319 0.01318 0.002898 0.04797 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 112/299 5.66G 0.0319 0.01318 0.002898 0.04797 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 112/299 5.66G 0.03184 0.01308 0.002791 0.04771 74 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.59 0.674 0.636 0.353
0%| | 0/59 [00:00<?, ?it/s] 113/299 5.66G 0.02948 0.01081 0.000733 0.04102 62 640: 0%| | 0/59 [00:00<?, ?it/s] 113/299 5.66G 0.02948 0.01081 0.000733 0.04102 62 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 113/299 5.66G 0.03033 0.01247 0.001244 0.04404 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 113/299 5.66G 0.03033 0.01247 0.001244 0.04404 80 640: 3%|▎ | 2/59 [00:00<00:22, 2.49it/s] 113/299 5.66G 0.03124 0.0128 0.002069 0.04611 81 640: 3%|▎ | 2/59 [00:00<00:22, 2.49it/s] 113/299 5.66G 0.03124 0.0128 0.002069 0.04611 81 640: 5%|▌ | 3/59 [00:00<00:17, 3.17it/s] 113/299 5.66G 0.03209 0.01278 0.003371 0.04824 73 640: 5%|▌ | 3/59 [00:01<00:17, 3.17it/s] 113/299 5.66G 0.03209 0.01278 0.003371 0.04824 73 640: 7%|▋ | 4/59 [00:01<00:15, 3.51it/s] 113/299 5.66G 0.03178 0.01293 0.003179 0.04788 86 640: 7%|▋ | 4/59 [00:01<00:15, 3.51it/s] 113/299 5.66G 0.03178 0.01293 0.003179 0.04788 86 640: 8%|▊ | 5/59 [00:01<00:14, 3.84it/s] 113/299 5.66G 0.03218 0.01322 0.003462 0.04886 84 640: 8%|▊ | 5/59 [00:01<00:14, 3.84it/s] 113/299 5.66G 0.03218 0.01322 0.003462 0.04886 84 640: 10%|█ | 6/59 [00:01<00:13, 3.90it/s] 113/299 5.66G 0.03252 0.01344 0.003187 0.04915 77 640: 10%|█ | 6/59 [00:01<00:13, 3.90it/s] 113/299 5.66G 0.03252 0.01344 0.003187 0.04915 77 640: 12%|█▏ | 7/59 [00:01<00:12, 4.11it/s] 113/299 5.66G 0.03248 0.01342 0.003033 0.04893 79 640: 12%|█▏ | 7/59 [00:02<00:12, 4.11it/s] 113/299 5.66G 0.03248 0.01342 0.003033 0.04893 79 640: 14%|█▎ | 8/59 [00:02<00:12, 4.15it/s] 113/299 5.66G 0.03288 0.01344 0.003185 0.0495 94 640: 14%|█▎ | 8/59 [00:02<00:12, 4.15it/s] 113/299 5.66G 0.03288 0.01344 0.003185 0.0495 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 113/299 5.66G 0.03288 0.01368 0.003368 0.04993 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 113/299 5.66G 0.03288 0.01368 0.003368 0.04993 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 113/299 5.66G 0.03243 0.01365 0.003441 0.04952 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 113/299 5.66G 0.03243 0.01365 0.003441 0.04952 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 113/299 5.66G 0.03235 0.01371 0.003577 0.04963 74 640: 19%|█▊ | 11/59 [00:03<00:10, 4.38it/s] 113/299 5.66G 0.03235 0.01371 0.003577 0.04963 74 640: 20%|██ | 12/59 [00:03<00:10, 4.31it/s] 113/299 5.66G 0.0323 0.01365 0.003746 0.0497 78 640: 20%|██ | 12/59 [00:03<00:10, 4.31it/s] 113/299 5.66G 0.0323 0.01365 0.003746 0.0497 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 113/299 5.66G 0.03227 0.01381 0.003701 0.04978 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 113/299 5.66G 0.03227 0.01381 0.003701 0.04978 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 113/299 5.66G 0.03217 0.01409 0.003673 0.04994 98 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 113/299 5.66G 0.03217 0.01409 0.003673 0.04994 98 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 113/299 5.66G 0.03211 0.01396 0.003689 0.04977 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.606 0.652 0.629 0.344
0%| | 0/59 [00:00<?, ?it/s] 114/299 5.66G 0.03072 0.01318 0.00393 0.04783 90 640: 0%| | 0/59 [00:00<?, ?it/s] 114/299 5.66G 0.03072 0.01318 0.00393 0.04783 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 114/299 5.66G 0.03052 0.0123 0.004314 0.04713 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 114/299 5.66G 0.03052 0.0123 0.004314 0.04713 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 114/299 5.66G 0.03002 0.01203 0.00323 0.04529 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 114/299 5.66G 0.03002 0.01203 0.00323 0.04529 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 114/299 5.66G 0.02973 0.01197 0.003115 0.04482 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 114/299 5.66G 0.02973 0.01197 0.003115 0.04482 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 114/299 5.66G 0.02962 0.01197 0.003128 0.04471 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 114/299 5.66G 0.02962 0.01197 0.003128 0.04471 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 114/299 5.66G 0.03001 0.01241 0.00322 0.04564 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 114/299 5.66G 0.03001 0.01241 0.00322 0.04564 92 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 114/299 5.66G 0.03076 0.01237 0.003639 0.04677 68 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 114/299 5.66G 0.03076 0.01237 0.003639 0.04677 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 114/299 5.66G 0.03109 0.01236 0.00396 0.04741 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 114/299 5.66G 0.03109 0.01236 0.00396 0.04741 68 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 114/299 5.66G 0.03091 0.0124 0.004054 0.04737 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 114/299 5.66G 0.03091 0.0124 0.004054 0.04737 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 114/299 5.66G 0.03114 0.0127 0.004518 0.04836 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 114/299 5.66G 0.03114 0.0127 0.004518 0.04836 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 114/299 5.66G 0.03137 0.01283 0.004417 0.04861 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 114/299 5.66G 0.03137 0.01283 0.004417 0.04861 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.36it/s] 114/299 5.66G 0.03158 0.01276 0.00416 0.0485 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.36it/s] 114/299 5.66G 0.03158 0.01276 0.00416 0.0485 78 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 114/299 5.66G 0.03166 0.0131 0.004069 0.04883 105 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 114/299 5.66G 0.03166 0.0131 0.004069 0.04883 105 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 114/299 5.66G 0.03185 0.01321 0.00403 0.04909 97 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 114/299 5.66G 0.03185 0.01321 0.00403 0.04909 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 114/299 5.66G 0.03158 0.01325 0.004249 0.04908 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 114/299 5.66G 0.03158 0.01325 0.004249 0.04908 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 114/299 5.66G 0.03138 0.01327 0.004127 0.04877 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.686 0.594 0.627 0.348
0%| | 0/59 [00:00<?, ?it/s] 115/299 5.66G 0.0357 0.01365 0.002174 0.05153 82 640: 0%| | 0/59 [00:00<?, ?it/s] 115/299 5.66G 0.0357 0.01365 0.002174 0.05153 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 115/299 5.66G 0.03417 0.01249 0.001943 0.0486 67 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 115/299 5.66G 0.03417 0.01249 0.001943 0.0486 67 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 115/299 5.66G 0.03286 0.013 0.002883 0.04875 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 115/299 5.66G 0.03286 0.013 0.002883 0.04875 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 115/299 5.66G 0.03235 0.01329 0.002942 0.04859 95 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 115/299 5.66G 0.03235 0.01329 0.002942 0.04859 95 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 115/299 5.66G 0.03295 0.01326 0.003636 0.04984 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 115/299 5.66G 0.03295 0.01326 0.003636 0.04984 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 115/299 5.66G 0.03276 0.01321 0.003665 0.04963 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 115/299 5.66G 0.03276 0.01321 0.003665 0.04963 80 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 115/299 5.66G 0.0325 0.01307 0.003784 0.04935 78 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 115/299 5.66G 0.0325 0.01307 0.003784 0.04935 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 115/299 5.66G 0.03246 0.01319 0.003746 0.04939 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 115/299 5.66G 0.03246 0.01319 0.003746 0.04939 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 115/299 5.66G 0.03206 0.01311 0.003462 0.04863 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 115/299 5.66G 0.03206 0.01311 0.003462 0.04863 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 115/299 5.66G 0.03227 0.0132 0.003423 0.04889 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 115/299 5.66G 0.03227 0.0132 0.003423 0.04889 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 115/299 5.66G 0.03231 0.0131 0.003478 0.04889 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 115/299 5.66G 0.03231 0.0131 0.003478 0.04889 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 115/299 5.66G 0.03211 0.01305 0.003561 0.04872 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 115/299 5.66G 0.03211 0.01305 0.003561 0.04872 76 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 115/299 5.66G 0.0321 0.01321 0.003689 0.049 92 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 115/299 5.66G 0.0321 0.01321 0.003689 0.049 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 115/299 5.66G 0.03209 0.01319 0.003728 0.04901 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 115/299 5.66G 0.03209 0.01319 0.003728 0.04901 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 115/299 5.66G 0.03194 0.01332 0.003637 0.0489 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 115/299 5.66G 0.03194 0.01332 0.003637 0.0489 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.46it/s] 115/299 5.66G 0.032 0.01343 0.003521 0.04896 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.37it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.642 0.62 0.629 0.35
0%| | 0/59 [00:00<?, ?it/s] 116/299 5.66G 0.03174 0.01662 0.004647 0.05301 102 640: 0%| | 0/59 [00:00<?, ?it/s] 116/299 5.66G 0.03174 0.01662 0.004647 0.05301 102 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 116/299 5.66G 0.03167 0.015 0.004255 0.05093 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 116/299 5.66G 0.03167 0.015 0.004255 0.05093 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 116/299 5.66G 0.03155 0.01423 0.004081 0.04986 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 116/299 5.66G 0.03155 0.01423 0.004081 0.04986 84 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 116/299 5.66G 0.03207 0.0147 0.003875 0.05064 93 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 116/299 5.66G 0.03207 0.0147 0.003875 0.05064 93 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 116/299 5.66G 0.03186 0.0149 0.003387 0.05014 112 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 116/299 5.66G 0.03186 0.0149 0.003387 0.05014 112 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 116/299 5.66G 0.03173 0.01497 0.00334 0.05004 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 116/299 5.66G 0.03173 0.01497 0.00334 0.05004 99 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 116/299 5.66G 0.03115 0.01449 0.003293 0.04894 71 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 116/299 5.66G 0.03115 0.01449 0.003293 0.04894 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 116/299 5.66G 0.03162 0.01421 0.003009 0.04884 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 116/299 5.66G 0.03162 0.01421 0.003009 0.04884 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 116/299 5.66G 0.03172 0.01401 0.003232 0.04896 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 116/299 5.66G 0.03172 0.01401 0.003232 0.04896 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 116/299 5.66G 0.0317 0.01411 0.003319 0.04913 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 116/299 5.66G 0.0317 0.01411 0.003319 0.04913 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 116/299 5.66G 0.03201 0.01421 0.003173 0.04939 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 116/299 5.66G 0.03201 0.01421 0.003173 0.04939 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 116/299 5.66G 0.03186 0.01389 0.003082 0.04883 60 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 116/299 5.66G 0.03186 0.01389 0.003082 0.04883 60 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 116/299 5.66G 0.03206 0.01405 0.003241 0.04935 90 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 116/299 5.66G 0.03206 0.01405 0.003241 0.04935 90 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 116/299 5.66G 0.032 0.01368 0.003334 0.04901 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 116/299 5.66G 0.032 0.01368 0.003334 0.04901 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 116/299 5.66G 0.03191 0.01388 0.003367 0.04916 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 116/299 5.66G 0.03191 0.01388 0.003367 0.04916 97 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 116/299 5.66G 0.0318 0.01386 0.003291 0.04896 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.639 0.622 0.616 0.338
0%| | 0/59 [00:00<?, ?it/s] 117/299 5.66G 0.03297 0.01543 0.003831 0.05222 92 640: 0%| | 0/59 [00:00<?, ?it/s] 117/299 5.66G 0.03297 0.01543 0.003831 0.05222 92 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 117/299 5.66G 0.03201 0.01555 0.00289 0.05046 101 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 117/299 5.66G 0.03201 0.01555 0.00289 0.05046 101 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 117/299 5.66G 0.03129 0.0155 0.003038 0.04983 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 117/299 5.66G 0.03129 0.0155 0.003038 0.04983 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 117/299 5.66G 0.03175 0.01476 0.002941 0.04946 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 117/299 5.66G 0.03175 0.01476 0.002941 0.04946 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 117/299 5.66G 0.03187 0.01488 0.002921 0.04967 99 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 117/299 5.66G 0.03187 0.01488 0.002921 0.04967 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 117/299 5.66G 0.03175 0.01529 0.002645 0.04969 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 117/299 5.66G 0.03175 0.01529 0.002645 0.04969 90 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 117/299 5.66G 0.03155 0.01496 0.002825 0.04933 79 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 117/299 5.66G 0.03155 0.01496 0.002825 0.04933 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 117/299 5.66G 0.03175 0.01505 0.002999 0.04981 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 117/299 5.66G 0.03175 0.01505 0.002999 0.04981 100 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 117/299 5.66G 0.03169 0.015 0.002814 0.04951 91 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 117/299 5.66G 0.03169 0.015 0.002814 0.04951 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 117/299 5.66G 0.03162 0.0149 0.002751 0.04927 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 117/299 5.66G 0.03162 0.0149 0.002751 0.04927 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 117/299 5.66G 0.03182 0.01469 0.003083 0.0496 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 117/299 5.66G 0.03182 0.01469 0.003083 0.0496 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 117/299 5.66G 0.03178 0.01448 0.003097 0.04935 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 117/299 5.66G 0.03178 0.01448 0.003097 0.04935 72 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 117/299 5.66G 0.03167 0.01449 0.003025 0.04919 101 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 117/299 5.66G 0.03167 0.01449 0.003025 0.04919 101 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 117/299 5.66G 0.03177 0.01452 0.003022 0.04931 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 117/299 5.66G 0.03177 0.01452 0.003022 0.04931 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 117/299 5.66G 0.0317 0.01446 0.002949 0.04911 103 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 117/299 5.66G 0.0317 0.01446 0.002949 0.04911 103 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 117/299 5.66G 0.03173 0.0144 0.002868 0.049 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.61 0.674 0.652 0.357
0%| | 0/59 [00:00<?, ?it/s] 118/299 5.66G 0.02966 0.0119 0.003695 0.04525 72 640: 0%| | 0/59 [00:00<?, ?it/s] 118/299 5.66G 0.02966 0.0119 0.003695 0.04525 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 118/299 5.66G 0.03028 0.0118 0.002856 0.04494 78 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 118/299 5.66G 0.03028 0.0118 0.002856 0.04494 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 118/299 5.66G 0.03054 0.01182 0.002424 0.04479 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 118/299 5.66G 0.03054 0.01182 0.002424 0.04479 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 118/299 5.66G 0.03173 0.01194 0.003111 0.04677 72 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 118/299 5.66G 0.03173 0.01194 0.003111 0.04677 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 118/299 5.66G 0.03261 0.01221 0.003377 0.0482 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 118/299 5.66G 0.03261 0.01221 0.003377 0.0482 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 118/299 5.66G 0.03265 0.01237 0.003227 0.04824 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 118/299 5.66G 0.03265 0.01237 0.003227 0.04824 94 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 118/299 5.66G 0.03268 0.01258 0.003289 0.04855 80 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 118/299 5.66G 0.03268 0.01258 0.003289 0.04855 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 118/299 5.66G 0.03244 0.01292 0.003175 0.04853 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 118/299 5.66G 0.03244 0.01292 0.003175 0.04853 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 118/299 5.66G 0.03274 0.01304 0.003195 0.04898 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 118/299 5.66G 0.03274 0.01304 0.003195 0.04898 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 118/299 5.66G 0.03268 0.01343 0.003026 0.04914 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 118/299 5.66G 0.03268 0.01343 0.003026 0.04914 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 118/299 5.66G 0.03273 0.01351 0.003074 0.04931 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 118/299 5.66G 0.03273 0.01351 0.003074 0.04931 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 118/299 5.66G 0.03259 0.0135 0.003217 0.04931 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 118/299 5.66G 0.03259 0.0135 0.003217 0.04931 85 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 118/299 5.66G 0.03256 0.0136 0.003108 0.04928 80 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 118/299 5.66G 0.03256 0.0136 0.003108 0.04928 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 118/299 5.66G 0.03256 0.01364 0.00307 0.04926 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 118/299 5.66G 0.03256 0.01364 0.00307 0.04926 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 118/299 5.66G 0.03238 0.01352 0.002952 0.04886 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 118/299 5.66G 0.03238 0.01352 0.002952 0.04886 83 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 118/299 5.66G 0.03224 0.01359 0.002954 0.04879 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.626 0.662 0.647 0.368
0%| | 0/59 [00:00<?, ?it/s] 119/299 5.66G 0.02829 0.01135 0.0009781 0.04062 79 640: 0%| | 0/59 [00:00<?, ?it/s] 119/299 5.66G 0.02829 0.01135 0.0009781 0.04062 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.41it/s] 119/299 5.66G 0.02845 0.01194 0.001154 0.04154 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.41it/s] 119/299 5.66G 0.02845 0.01194 0.001154 0.04154 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 119/299 5.66G 0.0301 0.01183 0.001169 0.04309 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 119/299 5.66G 0.0301 0.01183 0.001169 0.04309 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 119/299 5.66G 0.03119 0.01327 0.002054 0.04652 98 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 119/299 5.66G 0.03119 0.01327 0.002054 0.04652 98 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 119/299 5.66G 0.03153 0.01397 0.00206 0.04756 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 119/299 5.66G 0.03153 0.01397 0.00206 0.04756 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 119/299 5.66G 0.03197 0.01399 0.002542 0.0485 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 119/299 5.66G 0.03197 0.01399 0.002542 0.0485 80 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 119/299 5.66G 0.03197 0.01404 0.002463 0.04847 85 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 119/299 5.66G 0.03197 0.01404 0.002463 0.04847 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 119/299 5.66G 0.0317 0.01392 0.002578 0.0482 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 119/299 5.66G 0.0317 0.01392 0.002578 0.0482 77 640: 14%|█▎ | 8/59 [00:01<00:12, 4.24it/s] 119/299 5.66G 0.03164 0.01373 0.00244 0.04781 83 640: 14%|█▎ | 8/59 [00:02<00:12, 4.24it/s] 119/299 5.66G 0.03164 0.01373 0.00244 0.04781 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 119/299 5.66G 0.03158 0.0137 0.00235 0.04763 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 119/299 5.66G 0.03158 0.0137 0.00235 0.04763 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.27it/s] 119/299 5.66G 0.03167 0.01345 0.002305 0.04743 67 640: 17%|█▋ | 10/59 [00:02<00:11, 4.27it/s] 119/299 5.66G 0.03167 0.01345 0.002305 0.04743 67 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 119/299 5.66G 0.03147 0.01343 0.002304 0.04721 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 119/299 5.66G 0.03147 0.01343 0.002304 0.04721 80 640: 20%|██ | 12/59 [00:02<00:11, 4.20it/s] 119/299 5.66G 0.03152 0.0136 0.002459 0.04758 86 640: 20%|██ | 12/59 [00:03<00:11, 4.20it/s] 119/299 5.66G 0.03152 0.0136 0.002459 0.04758 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 119/299 5.66G 0.03152 0.01365 0.002457 0.04762 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 119/299 5.66G 0.03152 0.01365 0.002457 0.04762 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.22it/s] 119/299 5.66G 0.03138 0.01369 0.002489 0.04755 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.22it/s] 119/299 5.66G 0.03138 0.01369 0.002489 0.04755 92 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 119/299 5.66G 0.03118 0.01367 0.002495 0.04734 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.21s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.10s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.617 0.663 0.644 0.373
0%| | 0/59 [00:00<?, ?it/s] 120/299 5.66G 0.02887 0.01182 0.004502 0.04519 86 640: 0%| | 0/59 [00:00<?, ?it/s] 120/299 5.66G 0.02887 0.01182 0.004502 0.04519 86 640: 2%|▏ | 1/59 [00:00<00:14, 3.95it/s] 120/299 5.66G 0.03074 0.01242 0.004402 0.04756 78 640: 2%|▏ | 1/59 [00:00<00:14, 3.95it/s] 120/299 5.66G 0.03074 0.01242 0.004402 0.04756 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 120/299 5.66G 0.03099 0.01216 0.003956 0.0471 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 120/299 5.66G 0.03099 0.01216 0.003956 0.0471 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 120/299 5.66G 0.03088 0.01261 0.003963 0.04745 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 120/299 5.66G 0.03088 0.01261 0.003963 0.04745 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 120/299 5.66G 0.03098 0.01284 0.003605 0.04743 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 120/299 5.66G 0.03098 0.01284 0.003605 0.04743 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 120/299 5.66G 0.03183 0.01271 0.003569 0.0481 65 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 120/299 5.66G 0.03183 0.01271 0.003569 0.0481 65 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 120/299 5.66G 0.03202 0.01288 0.003302 0.0482 86 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 120/299 5.66G 0.03202 0.01288 0.003302 0.0482 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 120/299 5.66G 0.03201 0.01313 0.003038 0.04818 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 120/299 5.66G 0.03201 0.01313 0.003038 0.04818 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 120/299 5.66G 0.03186 0.01313 0.003159 0.04814 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 120/299 5.66G 0.03186 0.01313 0.003159 0.04814 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 120/299 5.66G 0.03161 0.01289 0.003013 0.04751 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 120/299 5.66G 0.03161 0.01289 0.003013 0.04751 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 120/299 5.66G 0.03184 0.01298 0.003164 0.04799 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 120/299 5.66G 0.03184 0.01298 0.003164 0.04799 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 120/299 5.66G 0.03162 0.01278 0.003342 0.04774 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 120/299 5.66G 0.03162 0.01278 0.003342 0.04774 68 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 120/299 5.66G 0.03168 0.01277 0.003284 0.04773 75 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 120/299 5.66G 0.03168 0.01277 0.003284 0.04773 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 120/299 5.66G 0.0318 0.01265 0.003255 0.0477 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 120/299 5.66G 0.0318 0.01265 0.003255 0.0477 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 120/299 5.66G 0.03178 0.01289 0.003402 0.04808 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 120/299 5.66G 0.03178 0.01289 0.003402 0.04808 92 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 120/299 5.66G 0.03178 0.01286 0.003319 0.04796 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.668 0.631 0.638 0.357
0%| | 0/59 [00:00<?, ?it/s] 121/299 5.66G 0.0334 0.01282 0.002312 0.04853 92 640: 0%| | 0/59 [00:00<?, ?it/s] 121/299 5.66G 0.0334 0.01282 0.002312 0.04853 92 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 121/299 5.66G 0.03313 0.01438 0.002296 0.04981 96 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 121/299 5.66G 0.03313 0.01438 0.002296 0.04981 96 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 121/299 5.66G 0.03278 0.01392 0.002185 0.04889 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 121/299 5.66G 0.03278 0.01392 0.002185 0.04889 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 121/299 5.66G 0.03102 0.01357 0.002336 0.04693 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 121/299 5.66G 0.03102 0.01357 0.002336 0.04693 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 121/299 5.66G 0.03158 0.01369 0.002239 0.04751 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 121/299 5.66G 0.03158 0.01369 0.002239 0.04751 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 121/299 5.66G 0.03208 0.01371 0.002711 0.0485 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 121/299 5.66G 0.03208 0.01371 0.002711 0.0485 87 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 121/299 5.66G 0.03209 0.01386 0.002752 0.0487 88 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 121/299 5.66G 0.03209 0.01386 0.002752 0.0487 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 121/299 5.66G 0.03213 0.01358 0.002897 0.0486 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 121/299 5.66G 0.03213 0.01358 0.002897 0.0486 82 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 121/299 5.66G 0.03266 0.0138 0.003188 0.04965 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 121/299 5.66G 0.03266 0.0138 0.003188 0.04965 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 121/299 5.66G 0.03255 0.01377 0.003197 0.04951 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 121/299 5.66G 0.03255 0.01377 0.003197 0.04951 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 121/299 5.66G 0.03244 0.01403 0.003396 0.04987 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 121/299 5.66G 0.03244 0.01403 0.003396 0.04987 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 121/299 5.66G 0.03261 0.0142 0.003461 0.05027 109 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 121/299 5.66G 0.03261 0.0142 0.003461 0.05027 109 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 121/299 5.66G 0.03247 0.01421 0.003361 0.05005 91 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 121/299 5.66G 0.03247 0.01421 0.003361 0.05005 91 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 121/299 5.66G 0.03226 0.01407 0.003218 0.04955 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 121/299 5.66G 0.03226 0.01407 0.003218 0.04955 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 121/299 5.66G 0.03214 0.01389 0.003235 0.04926 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 121/299 5.66G 0.03214 0.01389 0.003235 0.04926 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 121/299 5.66G 0.03217 0.01393 0.00315 0.04924 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.613 0.652 0.631 0.357
0%| | 0/59 [00:00<?, ?it/s] 122/299 5.66G 0.03334 0.014 0.005068 0.05241 84 640: 0%| | 0/59 [00:00<?, ?it/s] 122/299 5.66G 0.03334 0.014 0.005068 0.05241 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 122/299 5.66G 0.03307 0.01406 0.004069 0.0512 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 122/299 5.66G 0.03307 0.01406 0.004069 0.0512 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 122/299 5.66G 0.03376 0.01346 0.003339 0.05056 65 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 122/299 5.66G 0.03376 0.01346 0.003339 0.05056 65 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 122/299 5.66G 0.03277 0.01341 0.002734 0.04891 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 122/299 5.66G 0.03277 0.01341 0.002734 0.04891 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 122/299 5.66G 0.03271 0.01312 0.003887 0.04972 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 122/299 5.66G 0.03271 0.01312 0.003887 0.04972 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 122/299 5.66G 0.0326 0.01289 0.003585 0.04908 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 122/299 5.66G 0.0326 0.01289 0.003585 0.04908 76 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 122/299 5.66G 0.03286 0.01293 0.00349 0.04927 81 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 122/299 5.66G 0.03286 0.01293 0.00349 0.04927 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 122/299 5.66G 0.03252 0.01286 0.003433 0.04881 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 122/299 5.66G 0.03252 0.01286 0.003433 0.04881 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 122/299 5.66G 0.0328 0.0128 0.00324 0.04884 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 122/299 5.66G 0.0328 0.0128 0.00324 0.04884 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 122/299 5.66G 0.03309 0.01285 0.00304 0.04898 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 122/299 5.66G 0.03309 0.01285 0.00304 0.04898 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 122/299 5.66G 0.03333 0.01306 0.003465 0.04986 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 122/299 5.66G 0.03333 0.01306 0.003465 0.04986 91 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 122/299 5.66G 0.03313 0.01285 0.003263 0.04925 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 122/299 5.66G 0.03313 0.01285 0.003263 0.04925 73 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 122/299 5.66G 0.0332 0.01274 0.003459 0.0494 63 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 122/299 5.66G 0.0332 0.01274 0.003459 0.0494 63 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 122/299 5.66G 0.03319 0.01283 0.003851 0.04988 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 122/299 5.66G 0.03319 0.01283 0.003851 0.04988 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 122/299 5.66G 0.03331 0.01309 0.003807 0.05021 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 122/299 5.66G 0.03331 0.01309 0.003807 0.05021 89 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 122/299 5.66G 0.03325 0.01328 0.003673 0.0502 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.611 0.69 0.655 0.367
0%| | 0/59 [00:00<?, ?it/s] 123/299 5.66G 0.03045 0.01316 0.001525 0.04514 94 640: 0%| | 0/59 [00:00<?, ?it/s] 123/299 5.66G 0.03045 0.01316 0.001525 0.04514 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.43it/s] 123/299 5.66G 0.02984 0.01344 0.001864 0.04514 89 640: 2%|▏ | 1/59 [00:00<00:13, 4.43it/s] 123/299 5.66G 0.02984 0.01344 0.001864 0.04514 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.16it/s] 123/299 5.66G 0.02973 0.01258 0.002548 0.04486 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.16it/s] 123/299 5.66G 0.02973 0.01258 0.002548 0.04486 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 123/299 5.66G 0.02986 0.01246 0.00222 0.04454 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 123/299 5.66G 0.02986 0.01246 0.00222 0.04454 69 640: 7%|▋ | 4/59 [00:00<00:12, 4.23it/s] 123/299 5.66G 0.0302 0.01245 0.002101 0.04475 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.23it/s] 123/299 5.66G 0.0302 0.01245 0.002101 0.04475 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 123/299 5.66G 0.03014 0.01199 0.002099 0.04423 67 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 123/299 5.66G 0.03014 0.01199 0.002099 0.04423 67 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 123/299 5.66G 0.03002 0.01204 0.001956 0.04402 82 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 123/299 5.66G 0.03002 0.01204 0.001956 0.04402 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 123/299 5.66G 0.03018 0.01237 0.002382 0.04494 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 123/299 5.66G 0.03018 0.01237 0.002382 0.04494 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 123/299 5.66G 0.03025 0.01267 0.002468 0.04539 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 123/299 5.66G 0.03025 0.01267 0.002468 0.04539 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 123/299 5.66G 0.03027 0.01276 0.002466 0.0455 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 123/299 5.66G 0.03027 0.01276 0.002466 0.0455 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 123/299 5.66G 0.03047 0.01282 0.002705 0.046 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 123/299 5.66G 0.03047 0.01282 0.002705 0.046 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 123/299 5.66G 0.03067 0.01273 0.002615 0.04601 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 123/299 5.66G 0.03067 0.01273 0.002615 0.04601 77 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 123/299 5.66G 0.03091 0.01293 0.002641 0.04648 89 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 123/299 5.66G 0.03091 0.01293 0.002641 0.04648 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 123/299 5.66G 0.03092 0.0131 0.002816 0.04683 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 123/299 5.66G 0.03092 0.0131 0.002816 0.04683 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 123/299 5.66G 0.03088 0.01312 0.002752 0.04675 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 123/299 5.66G 0.03088 0.01312 0.002752 0.04675 83 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 123/299 5.66G 0.03078 0.01315 0.002715 0.04664 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.681 0.593 0.617 0.336
0%| | 0/59 [00:00<?, ?it/s] 124/299 5.66G 0.03157 0.01361 0.0008621 0.04604 85 640: 0%| | 0/59 [00:00<?, ?it/s] 124/299 5.66G 0.03157 0.01361 0.0008621 0.04604 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 124/299 5.66G 0.03171 0.01366 0.003187 0.04856 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 124/299 5.66G 0.03171 0.01366 0.003187 0.04856 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 124/299 5.66G 0.03093 0.01313 0.004097 0.04816 85 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 124/299 5.66G 0.03093 0.01313 0.004097 0.04816 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 124/299 5.66G 0.0298 0.01233 0.003626 0.04576 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 124/299 5.66G 0.0298 0.01233 0.003626 0.04576 63 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 124/299 5.66G 0.03042 0.01289 0.003514 0.04682 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 124/299 5.66G 0.03042 0.01289 0.003514 0.04682 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 124/299 5.66G 0.0308 0.01302 0.003503 0.04733 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 124/299 5.66G 0.0308 0.01302 0.003503 0.04733 83 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 124/299 5.66G 0.03074 0.013 0.00405 0.04779 79 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 124/299 5.66G 0.03074 0.013 0.00405 0.04779 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 124/299 5.66G 0.03084 0.01325 0.003926 0.04802 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 124/299 5.66G 0.03084 0.01325 0.003926 0.04802 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 124/299 5.66G 0.03076 0.01337 0.003665 0.0478 95 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 124/299 5.66G 0.03076 0.01337 0.003665 0.0478 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 124/299 5.66G 0.03097 0.01329 0.003543 0.0478 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 124/299 5.66G 0.03097 0.01329 0.003543 0.0478 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 124/299 5.66G 0.03062 0.01332 0.003489 0.04743 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 124/299 5.66G 0.03062 0.01332 0.003489 0.04743 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 124/299 5.66G 0.03071 0.01328 0.003435 0.04742 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 124/299 5.66G 0.03071 0.01328 0.003435 0.04742 80 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 124/299 5.66G 0.03067 0.01336 0.003519 0.04755 97 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 124/299 5.66G 0.03067 0.01336 0.003519 0.04755 97 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 124/299 5.66G 0.03083 0.01333 0.003467 0.04763 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 124/299 5.66G 0.03083 0.01333 0.003467 0.04763 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 124/299 5.66G 0.03087 0.01345 0.003465 0.04778 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 124/299 5.66G 0.03087 0.01345 0.003465 0.04778 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 124/299 5.66G 0.03102 0.01351 0.003412 0.04794 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.655 0.645 0.624 0.356
0%| | 0/59 [00:00<?, ?it/s] 125/299 5.66G 0.0325 0.01305 0.003334 0.04888 93 640: 0%| | 0/59 [00:00<?, ?it/s] 125/299 5.66G 0.0325 0.01305 0.003334 0.04888 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 125/299 5.66G 0.03184 0.01298 0.004103 0.04892 74 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 125/299 5.66G 0.03184 0.01298 0.004103 0.04892 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 125/299 5.66G 0.03128 0.01281 0.003043 0.04714 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 125/299 5.66G 0.03128 0.01281 0.003043 0.04714 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 125/299 5.66G 0.03093 0.01287 0.003934 0.04773 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 125/299 5.66G 0.03093 0.01287 0.003934 0.04773 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 125/299 5.66G 0.03142 0.01305 0.00361 0.04808 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 125/299 5.66G 0.03142 0.01305 0.00361 0.04808 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 125/299 5.66G 0.03207 0.01313 0.003787 0.04899 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 125/299 5.66G 0.03207 0.01313 0.003787 0.04899 97 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 125/299 5.66G 0.03166 0.01311 0.003696 0.04847 73 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 125/299 5.66G 0.03166 0.01311 0.003696 0.04847 73 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 125/299 5.66G 0.03144 0.01321 0.004067 0.04872 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 125/299 5.66G 0.03144 0.01321 0.004067 0.04872 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 125/299 5.66G 0.03151 0.01318 0.003905 0.0486 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 125/299 5.66G 0.03151 0.01318 0.003905 0.0486 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 125/299 5.66G 0.03185 0.01331 0.004054 0.04921 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 125/299 5.66G 0.03185 0.01331 0.004054 0.04921 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 125/299 5.66G 0.03197 0.01346 0.0041 0.04952 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 125/299 5.66G 0.03197 0.01346 0.0041 0.04952 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 125/299 5.66G 0.03222 0.01329 0.004324 0.04983 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 125/299 5.66G 0.03222 0.01329 0.004324 0.04983 72 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 125/299 5.66G 0.03208 0.01343 0.004252 0.04975 90 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 125/299 5.66G 0.03208 0.01343 0.004252 0.04975 90 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 125/299 5.66G 0.03209 0.01343 0.004282 0.0498 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 125/299 5.66G 0.03209 0.01343 0.004282 0.0498 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 125/299 5.66G 0.0322 0.01336 0.004166 0.04972 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 125/299 5.66G 0.0322 0.01336 0.004166 0.04972 70 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 125/299 5.66G 0.03202 0.01336 0.003993 0.04937 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.67 0.633 0.642 0.373
0%| | 0/59 [00:00<?, ?it/s] 126/299 5.66G 0.03363 0.01543 0.002093 0.05116 90 640: 0%| | 0/59 [00:00<?, ?it/s] 126/299 5.66G 0.03363 0.01543 0.002093 0.05116 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 126/299 5.66G 0.03094 0.01372 0.00291 0.04756 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 126/299 5.66G 0.03094 0.01372 0.00291 0.04756 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 126/299 5.66G 0.03044 0.01308 0.003334 0.04686 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 126/299 5.66G 0.03044 0.01308 0.003334 0.04686 74 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 126/299 5.66G 0.0303 0.01308 0.002917 0.0463 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 126/299 5.66G 0.0303 0.01308 0.002917 0.0463 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 126/299 5.66G 0.03067 0.01338 0.00326 0.04731 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 126/299 5.66G 0.03067 0.01338 0.00326 0.04731 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 126/299 5.66G 0.03066 0.01276 0.002987 0.04641 61 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 126/299 5.66G 0.03066 0.01276 0.002987 0.04641 61 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 126/299 5.66G 0.03078 0.01293 0.002957 0.04667 87 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 126/299 5.66G 0.03078 0.01293 0.002957 0.04667 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 126/299 5.66G 0.03115 0.01308 0.003353 0.04758 90 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 126/299 5.66G 0.03115 0.01308 0.003353 0.04758 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 126/299 5.66G 0.03089 0.01285 0.00311 0.04686 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 126/299 5.66G 0.03089 0.01285 0.00311 0.04686 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 126/299 5.66G 0.03125 0.01266 0.003047 0.04696 61 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 126/299 5.66G 0.03125 0.01266 0.003047 0.04696 61 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 126/299 5.66G 0.03156 0.01285 0.003134 0.04755 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 126/299 5.66G 0.03156 0.01285 0.003134 0.04755 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 126/299 5.66G 0.03151 0.01276 0.003454 0.04773 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 126/299 5.66G 0.03151 0.01276 0.003454 0.04773 74 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 126/299 5.66G 0.03153 0.01309 0.003632 0.04825 95 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 126/299 5.66G 0.03153 0.01309 0.003632 0.04825 95 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 126/299 5.66G 0.03161 0.01329 0.003491 0.04839 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 126/299 5.66G 0.03161 0.01329 0.003491 0.04839 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 126/299 5.66G 0.03162 0.01324 0.003328 0.04818 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 126/299 5.66G 0.03162 0.01324 0.003328 0.04818 83 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 126/299 5.66G 0.03169 0.01324 0.003344 0.04828 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.607 0.675 0.66 0.377
0%| | 0/59 [00:00<?, ?it/s] 127/299 5.66G 0.02866 0.01388 0.001057 0.04359 94 640: 0%| | 0/59 [00:00<?, ?it/s] 127/299 5.66G 0.02866 0.01388 0.001057 0.04359 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 127/299 5.66G 0.02969 0.01411 0.001311 0.04511 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 127/299 5.66G 0.02969 0.01411 0.001311 0.04511 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 127/299 5.66G 0.02893 0.01267 0.001143 0.04274 63 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 127/299 5.66G 0.02893 0.01267 0.001143 0.04274 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 127/299 5.66G 0.02864 0.01223 0.001525 0.0424 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 127/299 5.66G 0.02864 0.01223 0.001525 0.0424 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 127/299 5.66G 0.02965 0.01283 0.002793 0.04527 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 127/299 5.66G 0.02965 0.01283 0.002793 0.04527 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 127/299 5.66G 0.03009 0.01321 0.003387 0.04668 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 127/299 5.66G 0.03009 0.01321 0.003387 0.04668 94 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 127/299 5.66G 0.03007 0.01336 0.00326 0.04669 87 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 127/299 5.66G 0.03007 0.01336 0.00326 0.04669 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 127/299 5.66G 0.03025 0.01357 0.003065 0.04688 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 127/299 5.66G 0.03025 0.01357 0.003065 0.04688 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 127/299 5.66G 0.03014 0.01348 0.002824 0.04644 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 127/299 5.66G 0.03014 0.01348 0.002824 0.04644 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 127/299 5.66G 0.03046 0.01352 0.002776 0.04676 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 127/299 5.66G 0.03046 0.01352 0.002776 0.04676 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 127/299 5.66G 0.03074 0.01336 0.003365 0.04747 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 127/299 5.66G 0.03074 0.01336 0.003365 0.04747 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 127/299 5.66G 0.03057 0.01322 0.003543 0.04733 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 127/299 5.66G 0.03057 0.01322 0.003543 0.04733 81 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 127/299 5.66G 0.0306 0.01316 0.003407 0.04717 81 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 127/299 5.66G 0.0306 0.01316 0.003407 0.04717 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 127/299 5.66G 0.03048 0.01316 0.003282 0.04692 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 127/299 5.66G 0.03048 0.01316 0.003282 0.04692 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 127/299 5.66G 0.03049 0.01306 0.003184 0.04673 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 127/299 5.66G 0.03049 0.01306 0.003184 0.04673 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 127/299 5.66G 0.03072 0.01301 0.00315 0.04687 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.621 0.702 0.667 0.386
0%| | 0/59 [00:00<?, ?it/s] 128/299 5.66G 0.02802 0.01221 0.003039 0.04327 84 640: 0%| | 0/59 [00:00<?, ?it/s] 128/299 5.66G 0.02802 0.01221 0.003039 0.04327 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 128/299 5.66G 0.03015 0.01374 0.003284 0.04717 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 128/299 5.66G 0.03015 0.01374 0.003284 0.04717 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 128/299 5.66G 0.03042 0.01329 0.003033 0.04673 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 128/299 5.66G 0.03042 0.01329 0.003033 0.04673 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 128/299 5.66G 0.03037 0.01281 0.003248 0.04643 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 128/299 5.66G 0.03037 0.01281 0.003248 0.04643 67 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 128/299 5.66G 0.03045 0.01318 0.003097 0.04672 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 128/299 5.66G 0.03045 0.01318 0.003097 0.04672 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 128/299 5.66G 0.03058 0.01374 0.003484 0.04781 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 128/299 5.66G 0.03058 0.01374 0.003484 0.04781 92 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 128/299 5.66G 0.03049 0.0139 0.003414 0.0478 99 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 128/299 5.66G 0.03049 0.0139 0.003414 0.0478 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 128/299 5.66G 0.03045 0.0139 0.003338 0.04769 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 128/299 5.66G 0.03045 0.0139 0.003338 0.04769 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 128/299 5.66G 0.03019 0.01389 0.003155 0.04724 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 128/299 5.66G 0.03019 0.01389 0.003155 0.04724 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 128/299 5.66G 0.0303 0.01387 0.003275 0.04744 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 128/299 5.66G 0.0303 0.01387 0.003275 0.04744 85 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 128/299 5.66G 0.03045 0.01396 0.003412 0.04782 80 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 128/299 5.66G 0.03045 0.01396 0.003412 0.04782 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 128/299 5.66G 0.03037 0.0137 0.003292 0.04736 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 128/299 5.66G 0.03037 0.0137 0.003292 0.04736 75 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 128/299 5.66G 0.03025 0.01363 0.003131 0.04701 75 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 128/299 5.66G 0.03025 0.01363 0.003131 0.04701 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 128/299 5.66G 0.03017 0.01341 0.003174 0.04676 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 128/299 5.66G 0.03017 0.01341 0.003174 0.04676 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 128/299 5.66G 0.02988 0.01327 0.00319 0.04634 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 128/299 5.66G 0.02988 0.01327 0.00319 0.04634 84 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 128/299 5.66G 0.03016 0.01321 0.00334 0.04672 74 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.643 0.655 0.651 0.357
0%| | 0/59 [00:00<?, ?it/s] 129/299 5.66G 0.03288 0.01213 0.00199 0.047 76 640: 0%| | 0/59 [00:00<?, ?it/s] 129/299 5.66G 0.03288 0.01213 0.00199 0.047 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.36it/s] 129/299 5.66G 0.02888 0.01056 0.002457 0.0419 64 640: 2%|▏ | 1/59 [00:00<00:13, 4.36it/s] 129/299 5.66G 0.02888 0.01056 0.002457 0.0419 64 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 129/299 5.66G 0.03059 0.01249 0.002345 0.04542 105 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 129/299 5.66G 0.03059 0.01249 0.002345 0.04542 105 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 129/299 5.66G 0.03115 0.01224 0.002982 0.04637 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.42it/s] 129/299 5.66G 0.03115 0.01224 0.002982 0.04637 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 129/299 5.66G 0.03006 0.01206 0.002948 0.04507 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 129/299 5.66G 0.03006 0.01206 0.002948 0.04507 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 129/299 5.66G 0.03036 0.0124 0.003539 0.0463 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 129/299 5.66G 0.03036 0.0124 0.003539 0.0463 94 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 129/299 5.66G 0.03052 0.01225 0.003813 0.04658 76 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 129/299 5.66G 0.03052 0.01225 0.003813 0.04658 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 129/299 5.66G 0.03064 0.01221 0.003538 0.04639 69 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 129/299 5.66G 0.03064 0.01221 0.003538 0.04639 69 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 129/299 5.66G 0.03029 0.01221 0.003703 0.0462 75 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 129/299 5.66G 0.03029 0.01221 0.003703 0.0462 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 129/299 5.66G 0.03042 0.01269 0.003596 0.04671 103 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 129/299 5.66G 0.03042 0.01269 0.003596 0.04671 103 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 129/299 5.66G 0.03053 0.01299 0.003818 0.04734 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 129/299 5.66G 0.03053 0.01299 0.003818 0.04734 99 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 129/299 5.66G 0.03044 0.01256 0.00402 0.04703 54 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 129/299 5.66G 0.03044 0.01256 0.00402 0.04703 54 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 129/299 5.66G 0.0303 0.01264 0.00399 0.04693 79 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 129/299 5.66G 0.0303 0.01264 0.00399 0.04693 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 129/299 5.66G 0.03073 0.01257 0.004202 0.0475 68 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 129/299 5.66G 0.03073 0.01257 0.004202 0.0475 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 129/299 5.66G 0.03066 0.01263 0.004007 0.04729 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 129/299 5.66G 0.03066 0.01263 0.004007 0.04729 87 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 129/299 5.66G 0.0308 0.01269 0.003851 0.04734 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.722 0.645 0.68 0.36
0%| | 0/59 [00:00<?, ?it/s] 130/299 5.66G 0.02812 0.01362 0.002356 0.0441 85 640: 0%| | 0/59 [00:00<?, ?it/s] 130/299 5.66G 0.02812 0.01362 0.002356 0.0441 85 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 130/299 5.66G 0.0299 0.01358 0.003535 0.04701 92 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 130/299 5.66G 0.0299 0.01358 0.003535 0.04701 92 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 130/299 5.66G 0.02876 0.01348 0.003223 0.04546 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 130/299 5.66G 0.02876 0.01348 0.003223 0.04546 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 130/299 5.66G 0.02955 0.01335 0.002836 0.04573 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 130/299 5.66G 0.02955 0.01335 0.002836 0.04573 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 130/299 5.66G 0.0306 0.01299 0.003685 0.04727 59 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 130/299 5.66G 0.0306 0.01299 0.003685 0.04727 59 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 130/299 5.66G 0.03131 0.01268 0.003848 0.04784 65 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 130/299 5.66G 0.03131 0.01268 0.003848 0.04784 65 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 130/299 5.66G 0.03151 0.01264 0.003581 0.04773 91 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 130/299 5.66G 0.03151 0.01264 0.003581 0.04773 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 130/299 5.66G 0.03168 0.01291 0.003435 0.04803 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 130/299 5.66G 0.03168 0.01291 0.003435 0.04803 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 130/299 5.66G 0.03188 0.01305 0.00351 0.04844 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 130/299 5.66G 0.03188 0.01305 0.00351 0.04844 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 130/299 5.66G 0.03185 0.01351 0.003386 0.04875 106 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 130/299 5.66G 0.03185 0.01351 0.003386 0.04875 106 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 130/299 5.66G 0.03147 0.01351 0.003225 0.04821 91 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 130/299 5.66G 0.03147 0.01351 0.003225 0.04821 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 130/299 5.66G 0.03113 0.01325 0.003167 0.04755 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 130/299 5.66G 0.03113 0.01325 0.003167 0.04755 78 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 130/299 5.66G 0.03096 0.01306 0.003157 0.04718 72 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 130/299 5.66G 0.03096 0.01306 0.003157 0.04718 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 130/299 5.66G 0.03091 0.013 0.003172 0.04708 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 130/299 5.66G 0.03091 0.013 0.003172 0.04708 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 130/299 5.66G 0.03085 0.01289 0.00323 0.04697 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 130/299 5.66G 0.03085 0.01289 0.00323 0.04697 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 130/299 5.66G 0.03076 0.01311 0.00334 0.0472 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.661 0.667 0.36
0%| | 0/59 [00:00<?, ?it/s] 131/299 5.66G 0.02962 0.01207 0.001247 0.04293 82 640: 0%| | 0/59 [00:00<?, ?it/s] 131/299 5.66G 0.02962 0.01207 0.001247 0.04293 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 131/299 5.66G 0.03122 0.01223 0.001847 0.0453 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 131/299 5.66G 0.03122 0.01223 0.001847 0.0453 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 131/299 5.66G 0.03177 0.01308 0.001743 0.0466 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 131/299 5.66G 0.03177 0.01308 0.001743 0.0466 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 131/299 5.66G 0.03266 0.01262 0.00243 0.04771 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 131/299 5.66G 0.03266 0.01262 0.00243 0.04771 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 131/299 5.66G 0.03307 0.01303 0.002501 0.0486 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 131/299 5.66G 0.03307 0.01303 0.002501 0.0486 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 131/299 5.66G 0.03333 0.01308 0.002681 0.04909 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 131/299 5.66G 0.03333 0.01308 0.002681 0.04909 85 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 131/299 5.66G 0.03288 0.01338 0.002653 0.04892 87 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 131/299 5.66G 0.03288 0.01338 0.002653 0.04892 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 131/299 5.66G 0.03249 0.01355 0.002659 0.0487 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 131/299 5.66G 0.03249 0.01355 0.002659 0.0487 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 131/299 5.66G 0.03241 0.01384 0.002564 0.04881 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 131/299 5.66G 0.03241 0.01384 0.002564 0.04881 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 131/299 5.66G 0.0326 0.01422 0.002697 0.04952 102 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 131/299 5.66G 0.0326 0.01422 0.002697 0.04952 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 131/299 5.66G 0.03249 0.01447 0.00313 0.05009 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 131/299 5.66G 0.03249 0.01447 0.00313 0.05009 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 131/299 5.66G 0.03234 0.01437 0.003042 0.04975 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 131/299 5.66G 0.03234 0.01437 0.003042 0.04975 90 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 131/299 5.66G 0.03233 0.01427 0.00326 0.04986 78 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 131/299 5.66G 0.03233 0.01427 0.00326 0.04986 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 131/299 5.66G 0.0321 0.01419 0.003108 0.0494 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 131/299 5.66G 0.0321 0.01419 0.003108 0.0494 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 131/299 5.66G 0.03219 0.01428 0.003197 0.04966 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 131/299 5.66G 0.03219 0.01428 0.003197 0.04966 100 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 131/299 5.66G 0.03211 0.01428 0.003152 0.04955 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.678 0.648 0.653 0.367
0%| | 0/59 [00:00<?, ?it/s] 132/299 5.66G 0.02781 0.01193 0.002001 0.04175 76 640: 0%| | 0/59 [00:00<?, ?it/s] 132/299 5.66G 0.02781 0.01193 0.002001 0.04175 76 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 132/299 5.66G 0.02969 0.01252 0.006273 0.04848 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 132/299 5.66G 0.02969 0.01252 0.006273 0.04848 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 132/299 5.66G 0.03043 0.01283 0.005035 0.04829 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 132/299 5.66G 0.03043 0.01283 0.005035 0.04829 89 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 132/299 5.66G 0.03135 0.01267 0.004098 0.04812 72 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 132/299 5.66G 0.03135 0.01267 0.004098 0.04812 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 132/299 5.66G 0.03156 0.01323 0.003627 0.04842 103 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 132/299 5.66G 0.03156 0.01323 0.003627 0.04842 103 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 132/299 5.66G 0.03104 0.01339 0.003403 0.04783 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 132/299 5.66G 0.03104 0.01339 0.003403 0.04783 85 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 132/299 5.66G 0.03098 0.01315 0.003742 0.04788 75 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 132/299 5.66G 0.03098 0.01315 0.003742 0.04788 75 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 132/299 5.66G 0.03036 0.01331 0.003437 0.04711 89 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 132/299 5.66G 0.03036 0.01331 0.003437 0.04711 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 132/299 5.66G 0.03057 0.01341 0.003383 0.04737 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 132/299 5.66G 0.03057 0.01341 0.003383 0.04737 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 132/299 5.66G 0.0306 0.01321 0.003302 0.04711 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.30it/s] 132/299 5.66G 0.0306 0.01321 0.003302 0.04711 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 132/299 5.66G 0.03048 0.01308 0.003816 0.04737 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 132/299 5.66G 0.03048 0.01308 0.003816 0.04737 86 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 132/299 5.66G 0.03092 0.0132 0.003908 0.04802 89 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 132/299 5.66G 0.03092 0.0132 0.003908 0.04802 89 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 132/299 5.66G 0.03071 0.01321 0.003907 0.04783 86 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 132/299 5.66G 0.03071 0.01321 0.003907 0.04783 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 132/299 5.66G 0.03063 0.01306 0.003926 0.04762 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 132/299 5.66G 0.03063 0.01306 0.003926 0.04762 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 132/299 5.66G 0.03034 0.01284 0.004133 0.04731 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 132/299 5.66G 0.03034 0.01284 0.004133 0.04731 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 132/299 5.66G 0.03058 0.01268 0.004059 0.04732 71 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.701 0.635 0.647 0.359
0%| | 0/59 [00:00<?, ?it/s] 133/299 5.66G 0.03079 0.01561 0.005622 0.05202 97 640: 0%| | 0/59 [00:00<?, ?it/s] 133/299 5.66G 0.03079 0.01561 0.005622 0.05202 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 133/299 5.66G 0.02989 0.01513 0.003986 0.04901 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 133/299 5.66G 0.02989 0.01513 0.003986 0.04901 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 133/299 5.66G 0.03031 0.01427 0.003276 0.04785 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 133/299 5.66G 0.03031 0.01427 0.003276 0.04785 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 133/299 5.66G 0.0308 0.01357 0.004313 0.04869 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 133/299 5.66G 0.0308 0.01357 0.004313 0.04869 69 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 133/299 5.66G 0.03094 0.0136 0.004721 0.04926 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 133/299 5.66G 0.03094 0.0136 0.004721 0.04926 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 133/299 5.66G 0.03059 0.01326 0.004473 0.04833 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 133/299 5.66G 0.03059 0.01326 0.004473 0.04833 78 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 133/299 5.66G 0.03057 0.01286 0.003931 0.04736 70 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 133/299 5.66G 0.03057 0.01286 0.003931 0.04736 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 133/299 5.66G 0.0306 0.01345 0.003983 0.04803 111 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 133/299 5.66G 0.0306 0.01345 0.003983 0.04803 111 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 133/299 5.66G 0.03078 0.01347 0.003735 0.04798 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 133/299 5.66G 0.03078 0.01347 0.003735 0.04798 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 133/299 5.66G 0.031 0.01364 0.003701 0.04834 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 133/299 5.66G 0.031 0.01364 0.003701 0.04834 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 133/299 5.66G 0.03092 0.01364 0.003522 0.04808 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 133/299 5.66G 0.03092 0.01364 0.003522 0.04808 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 133/299 5.66G 0.03083 0.01359 0.003744 0.04817 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 133/299 5.66G 0.03083 0.01359 0.003744 0.04817 77 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 133/299 5.66G 0.03087 0.01337 0.003705 0.04795 75 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 133/299 5.66G 0.03087 0.01337 0.003705 0.04795 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 133/299 5.66G 0.03068 0.01334 0.003642 0.04767 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 133/299 5.66G 0.03068 0.01334 0.003642 0.04767 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 133/299 5.66G 0.03076 0.01327 0.003601 0.04763 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 133/299 5.66G 0.03076 0.01327 0.003601 0.04763 83 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 133/299 5.66G 0.03083 0.01333 0.003449 0.0476 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.715 0.607 0.653 0.35
0%| | 0/59 [00:00<?, ?it/s] 134/299 5.66G 0.03352 0.01652 0.005961 0.056 87 640: 0%| | 0/59 [00:00<?, ?it/s] 134/299 5.66G 0.03352 0.01652 0.005961 0.056 87 640: 2%|▏ | 1/59 [00:00<00:19, 3.01it/s] 134/299 5.66G 0.03132 0.01523 0.003811 0.05036 93 640: 2%|▏ | 1/59 [00:00<00:19, 3.01it/s] 134/299 5.66G 0.03132 0.01523 0.003811 0.05036 93 640: 3%|▎ | 2/59 [00:00<00:14, 3.80it/s] 134/299 5.66G 0.03101 0.01345 0.00284 0.04729 62 640: 3%|▎ | 2/59 [00:00<00:14, 3.80it/s] 134/299 5.66G 0.03101 0.01345 0.00284 0.04729 62 640: 5%|▌ | 3/59 [00:00<00:14, 3.98it/s] 134/299 5.66G 0.03001 0.01302 0.003076 0.04611 78 640: 5%|▌ | 3/59 [00:00<00:14, 3.98it/s] 134/299 5.66G 0.03001 0.01302 0.003076 0.04611 78 640: 7%|▋ | 4/59 [00:00<00:13, 4.21it/s] 134/299 5.66G 0.02973 0.01289 0.002764 0.04539 80 640: 7%|▋ | 4/59 [00:01<00:13, 4.21it/s] 134/299 5.66G 0.02973 0.01289 0.002764 0.04539 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 134/299 5.66G 0.02962 0.01293 0.003339 0.04589 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 134/299 5.66G 0.02962 0.01293 0.003339 0.04589 79 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 134/299 5.66G 0.02987 0.0127 0.00323 0.0458 78 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 134/299 5.66G 0.02987 0.0127 0.00323 0.0458 78 640: 12%|█▏ | 7/59 [00:01<00:12, 4.25it/s] 134/299 5.66G 0.03027 0.0131 0.003203 0.04657 100 640: 12%|█▏ | 7/59 [00:01<00:12, 4.25it/s] 134/299 5.66G 0.03027 0.0131 0.003203 0.04657 100 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 134/299 5.66G 0.02986 0.0133 0.003202 0.04636 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 134/299 5.66G 0.02986 0.0133 0.003202 0.04636 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 134/299 5.66G 0.02983 0.01334 0.003045 0.04622 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 134/299 5.66G 0.02983 0.01334 0.003045 0.04622 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 134/299 5.66G 0.02993 0.01343 0.003076 0.04644 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 134/299 5.66G 0.02993 0.01343 0.003076 0.04644 94 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 134/299 5.66G 0.03007 0.01342 0.002944 0.04644 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 134/299 5.66G 0.03007 0.01342 0.002944 0.04644 87 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 134/299 5.66G 0.03008 0.01349 0.002857 0.04643 84 640: 20%|██ | 12/59 [00:03<00:10, 4.42it/s] 134/299 5.66G 0.03008 0.01349 0.002857 0.04643 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 134/299 5.66G 0.02985 0.01326 0.002787 0.0459 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 134/299 5.66G 0.02985 0.01326 0.002787 0.0459 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 134/299 5.66G 0.02985 0.01334 0.00275 0.04594 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 134/299 5.66G 0.02985 0.01334 0.00275 0.04594 100 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 134/299 5.66G 0.02985 0.01345 0.002782 0.04609 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.38it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.685 0.649 0.649 0.362
0%| | 0/59 [00:00<?, ?it/s] 135/299 5.66G 0.03041 0.01156 0.002083 0.04405 77 640: 0%| | 0/59 [00:00<?, ?it/s] 135/299 5.66G 0.03041 0.01156 0.002083 0.04405 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 135/299 5.66G 0.02986 0.01346 0.001828 0.04515 98 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 135/299 5.66G 0.02986 0.01346 0.001828 0.04515 98 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 135/299 5.66G 0.02953 0.01293 0.001988 0.04445 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 135/299 5.66G 0.02953 0.01293 0.001988 0.04445 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 135/299 5.66G 0.03021 0.01309 0.00185 0.04515 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 135/299 5.66G 0.03021 0.01309 0.00185 0.04515 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 135/299 5.66G 0.03006 0.01278 0.002645 0.04549 70 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 135/299 5.66G 0.03006 0.01278 0.002645 0.04549 70 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 135/299 5.66G 0.02978 0.0126 0.00252 0.0449 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 135/299 5.66G 0.02978 0.0126 0.00252 0.0449 73 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 135/299 5.66G 0.02949 0.01258 0.00233 0.0444 78 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 135/299 5.66G 0.02949 0.01258 0.00233 0.0444 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 135/299 5.66G 0.02994 0.01287 0.002731 0.04554 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 135/299 5.66G 0.02994 0.01287 0.002731 0.04554 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 135/299 5.66G 0.03006 0.01294 0.002589 0.04559 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 135/299 5.66G 0.03006 0.01294 0.002589 0.04559 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 135/299 5.66G 0.02981 0.01298 0.002538 0.04533 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 135/299 5.66G 0.02981 0.01298 0.002538 0.04533 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 135/299 5.66G 0.03012 0.01298 0.002554 0.04566 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 135/299 5.66G 0.03012 0.01298 0.002554 0.04566 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 135/299 5.66G 0.02976 0.01276 0.002449 0.04497 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 135/299 5.66G 0.02976 0.01276 0.002449 0.04497 85 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 135/299 5.66G 0.02952 0.01283 0.002474 0.04482 84 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 135/299 5.66G 0.02952 0.01283 0.002474 0.04482 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 135/299 5.66G 0.02942 0.01286 0.002393 0.04468 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 135/299 5.66G 0.02942 0.01286 0.002393 0.04468 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 135/299 5.66G 0.0295 0.01277 0.002335 0.0446 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 135/299 5.66G 0.0295 0.01277 0.002335 0.0446 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 135/299 5.66G 0.02934 0.01264 0.002292 0.04427 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.684 0.666 0.384
0%| | 0/59 [00:00<?, ?it/s] 136/299 5.66G 0.03041 0.01094 0.002242 0.0436 72 640: 0%| | 0/59 [00:00<?, ?it/s] 136/299 5.66G 0.03041 0.01094 0.002242 0.0436 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 136/299 5.66G 0.03036 0.01256 0.002901 0.04582 91 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 136/299 5.66G 0.03036 0.01256 0.002901 0.04582 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 136/299 5.66G 0.03 0.01239 0.002171 0.04455 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 136/299 5.66G 0.03 0.01239 0.002171 0.04455 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 136/299 5.66G 0.02949 0.01249 0.002103 0.04408 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 136/299 5.66G 0.02949 0.01249 0.002103 0.04408 89 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 136/299 5.66G 0.02968 0.01229 0.00217 0.04413 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 136/299 5.66G 0.02968 0.01229 0.00217 0.04413 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 136/299 5.66G 0.03021 0.0123 0.002754 0.04526 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 136/299 5.66G 0.03021 0.0123 0.002754 0.04526 73 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 136/299 5.66G 0.03007 0.01196 0.002655 0.04468 70 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 136/299 5.66G 0.03007 0.01196 0.002655 0.04468 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 136/299 5.66G 0.03022 0.01222 0.002644 0.04509 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 136/299 5.66G 0.03022 0.01222 0.002644 0.04509 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 136/299 5.66G 0.03005 0.01215 0.002786 0.04499 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 136/299 5.66G 0.03005 0.01215 0.002786 0.04499 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 136/299 5.66G 0.02985 0.01219 0.002829 0.04487 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 136/299 5.66G 0.02985 0.01219 0.002829 0.04487 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 136/299 5.66G 0.02989 0.01254 0.002712 0.04514 109 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 136/299 5.66G 0.02989 0.01254 0.002712 0.04514 109 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 136/299 5.66G 0.02982 0.01254 0.002733 0.04509 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 136/299 5.66G 0.02982 0.01254 0.002733 0.04509 83 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 136/299 5.66G 0.03032 0.01248 0.002982 0.04578 70 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 136/299 5.66G 0.03032 0.01248 0.002982 0.04578 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 136/299 5.66G 0.03039 0.0125 0.002997 0.04589 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 136/299 5.66G 0.03039 0.0125 0.002997 0.04589 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 136/299 5.66G 0.03041 0.0125 0.00308 0.046 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 136/299 5.66G 0.03041 0.0125 0.00308 0.046 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 136/299 5.66G 0.03035 0.01265 0.003141 0.04615 97 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.637 0.712 0.68 0.374
0%| | 0/59 [00:00<?, ?it/s] 137/299 5.66G 0.03351 0.01188 0.002812 0.0482 69 640: 0%| | 0/59 [00:00<?, ?it/s] 137/299 5.66G 0.03351 0.01188 0.002812 0.0482 69 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 137/299 5.66G 0.03294 0.01253 0.00252 0.04799 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 137/299 5.66G 0.03294 0.01253 0.00252 0.04799 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.22it/s] 137/299 5.66G 0.03156 0.01145 0.002107 0.04513 66 640: 3%|▎ | 2/59 [00:00<00:13, 4.22it/s] 137/299 5.66G 0.03156 0.01145 0.002107 0.04513 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 137/299 5.66G 0.03123 0.01214 0.001999 0.04537 95 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 137/299 5.66G 0.03123 0.01214 0.001999 0.04537 95 640: 7%|▋ | 4/59 [00:00<00:12, 4.27it/s] 137/299 5.66G 0.03119 0.0121 0.002582 0.04587 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.27it/s] 137/299 5.66G 0.03119 0.0121 0.002582 0.04587 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 137/299 5.66G 0.03122 0.0126 0.002979 0.04679 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 137/299 5.66G 0.03122 0.0126 0.002979 0.04679 81 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 137/299 5.66G 0.0309 0.01249 0.002652 0.04604 81 640: 10%|█ | 6/59 [00:01<00:12, 4.24it/s] 137/299 5.66G 0.0309 0.01249 0.002652 0.04604 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 137/299 5.66G 0.03106 0.0125 0.002655 0.04622 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 137/299 5.66G 0.03106 0.0125 0.002655 0.04622 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.28it/s] 137/299 5.66G 0.03085 0.01238 0.002469 0.04569 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.28it/s] 137/299 5.66G 0.03085 0.01238 0.002469 0.04569 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 137/299 5.66G 0.03082 0.01247 0.00252 0.04581 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 137/299 5.66G 0.03082 0.01247 0.00252 0.04581 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 137/299 5.66G 0.03071 0.01245 0.002452 0.04561 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 137/299 5.66G 0.03071 0.01245 0.002452 0.04561 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 137/299 5.66G 0.03059 0.01246 0.002517 0.04556 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 137/299 5.66G 0.03059 0.01246 0.002517 0.04556 89 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 137/299 5.66G 0.03095 0.01246 0.002511 0.04592 79 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 137/299 5.66G 0.03095 0.01246 0.002511 0.04592 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 137/299 5.66G 0.03082 0.01253 0.002575 0.04593 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 137/299 5.66G 0.03082 0.01253 0.002575 0.04593 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 137/299 5.66G 0.03081 0.01258 0.002489 0.04588 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 137/299 5.66G 0.03081 0.01258 0.002489 0.04588 91 640: 25%|██▌ | 15/59 [00:03<00:09, 4.46it/s] 137/299 5.66G 0.03089 0.01257 0.002418 0.04587 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.609 0.685 0.639 0.357
0%| | 0/59 [00:00<?, ?it/s] 138/299 5.66G 0.02923 0.01475 0.001631 0.04561 93 640: 0%| | 0/59 [00:00<?, ?it/s] 138/299 5.66G 0.02923 0.01475 0.001631 0.04561 93 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 138/299 5.66G 0.02945 0.01294 0.003188 0.04557 77 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 138/299 5.66G 0.02945 0.01294 0.003188 0.04557 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 138/299 5.66G 0.02993 0.01283 0.003072 0.04583 70 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 138/299 5.66G 0.02993 0.01283 0.003072 0.04583 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 138/299 5.66G 0.03026 0.01287 0.00294 0.04607 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 138/299 5.66G 0.03026 0.01287 0.00294 0.04607 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 138/299 5.66G 0.0306 0.01319 0.003635 0.04743 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 138/299 5.66G 0.0306 0.01319 0.003635 0.04743 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 138/299 5.66G 0.03061 0.013 0.00342 0.04703 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 138/299 5.66G 0.03061 0.013 0.00342 0.04703 90 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 138/299 5.66G 0.0309 0.01334 0.003392 0.04764 99 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 138/299 5.66G 0.0309 0.01334 0.003392 0.04764 99 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 138/299 5.66G 0.03052 0.01321 0.003373 0.0471 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 138/299 5.66G 0.03052 0.01321 0.003373 0.0471 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 138/299 5.66G 0.03053 0.01317 0.003308 0.04701 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 138/299 5.66G 0.03053 0.01317 0.003308 0.04701 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 138/299 5.66G 0.03051 0.01313 0.003407 0.04705 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 138/299 5.66G 0.03051 0.01313 0.003407 0.04705 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 138/299 5.66G 0.03085 0.01294 0.003292 0.04708 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 138/299 5.66G 0.03085 0.01294 0.003292 0.04708 65 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 138/299 5.66G 0.03097 0.0129 0.003438 0.04732 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 138/299 5.66G 0.03097 0.0129 0.003438 0.04732 74 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 138/299 5.66G 0.03081 0.01288 0.003434 0.04711 71 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 138/299 5.66G 0.03081 0.01288 0.003434 0.04711 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 138/299 5.66G 0.03074 0.01316 0.003351 0.04726 113 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 138/299 5.66G 0.03074 0.01316 0.003351 0.04726 113 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 138/299 5.66G 0.03068 0.01291 0.003207 0.0468 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 138/299 5.66G 0.03068 0.01291 0.003207 0.0468 72 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 138/299 5.66G 0.0306 0.01288 0.003242 0.04672 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.639 0.653 0.636 0.363
0%| | 0/59 [00:00<?, ?it/s] 139/299 5.66G 0.03167 0.0133 0.004522 0.04949 80 640: 0%| | 0/59 [00:00<?, ?it/s] 139/299 5.66G 0.03167 0.0133 0.004522 0.04949 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 139/299 5.66G 0.03125 0.01307 0.0031 0.04742 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 139/299 5.66G 0.03125 0.01307 0.0031 0.04742 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 139/299 5.66G 0.02992 0.0121 0.002313 0.04433 67 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 139/299 5.66G 0.02992 0.0121 0.002313 0.04433 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 139/299 5.66G 0.03097 0.01227 0.003008 0.04625 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 139/299 5.66G 0.03097 0.01227 0.003008 0.04625 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 139/299 5.66G 0.03082 0.01244 0.003317 0.04657 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 139/299 5.66G 0.03082 0.01244 0.003317 0.04657 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 139/299 5.66G 0.03033 0.01268 0.003242 0.04625 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 139/299 5.66G 0.03033 0.01268 0.003242 0.04625 91 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 139/299 5.66G 0.03052 0.01266 0.00356 0.04673 83 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 139/299 5.66G 0.03052 0.01266 0.00356 0.04673 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 139/299 5.66G 0.03037 0.01294 0.003591 0.0469 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 139/299 5.66G 0.03037 0.01294 0.003591 0.0469 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 139/299 5.66G 0.03016 0.01286 0.003595 0.04661 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 139/299 5.66G 0.03016 0.01286 0.003595 0.04661 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 139/299 5.66G 0.03069 0.01293 0.003591 0.04721 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 139/299 5.66G 0.03069 0.01293 0.003591 0.04721 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 139/299 5.66G 0.03073 0.01309 0.003466 0.04729 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 139/299 5.66G 0.03073 0.01309 0.003466 0.04729 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 139/299 5.66G 0.0309 0.01312 0.003533 0.04755 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 139/299 5.66G 0.0309 0.01312 0.003533 0.04755 83 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 139/299 5.66G 0.03097 0.01321 0.003428 0.04761 93 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 139/299 5.66G 0.03097 0.01321 0.003428 0.04761 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 139/299 5.66G 0.03071 0.01312 0.003594 0.04743 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 139/299 5.66G 0.03071 0.01312 0.003594 0.04743 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 139/299 5.66G 0.03056 0.01308 0.003441 0.04707 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 139/299 5.66G 0.03056 0.01308 0.003441 0.04707 80 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 139/299 5.66G 0.0304 0.01308 0.003349 0.04683 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.626 0.66 0.373
0%| | 0/59 [00:00<?, ?it/s] 140/299 5.66G 0.03511 0.01389 0.004291 0.05329 79 640: 0%| | 0/59 [00:00<?, ?it/s] 140/299 5.66G 0.03511 0.01389 0.004291 0.05329 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 140/299 5.66G 0.03238 0.01346 0.004558 0.05041 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 140/299 5.66G 0.03238 0.01346 0.004558 0.05041 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 140/299 5.66G 0.0326 0.013 0.003878 0.04948 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 140/299 5.66G 0.0326 0.013 0.003878 0.04948 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 140/299 5.66G 0.03274 0.01304 0.004038 0.04981 73 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 140/299 5.66G 0.03274 0.01304 0.004038 0.04981 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 140/299 5.66G 0.03279 0.01337 0.003669 0.04983 96 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 140/299 5.66G 0.03279 0.01337 0.003669 0.04983 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 140/299 5.66G 0.03243 0.01359 0.003583 0.04961 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 140/299 5.66G 0.03243 0.01359 0.003583 0.04961 101 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 140/299 5.66G 0.03215 0.01334 0.004121 0.04962 82 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 140/299 5.66G 0.03215 0.01334 0.004121 0.04962 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 140/299 5.66G 0.03228 0.01362 0.004786 0.05069 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 140/299 5.66G 0.03228 0.01362 0.004786 0.05069 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 140/299 5.66G 0.03181 0.01335 0.00448 0.04965 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 140/299 5.66G 0.03181 0.01335 0.00448 0.04965 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 140/299 5.66G 0.0316 0.01333 0.004368 0.04929 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 140/299 5.66G 0.0316 0.01333 0.004368 0.04929 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 140/299 5.66G 0.03152 0.01324 0.004188 0.04894 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 140/299 5.66G 0.03152 0.01324 0.004188 0.04894 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 140/299 5.66G 0.0314 0.01303 0.004001 0.04843 63 640: 19%|█▊ | 11/59 [00:02<00:11, 4.26it/s] 140/299 5.66G 0.0314 0.01303 0.004001 0.04843 63 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 140/299 5.66G 0.03122 0.01285 0.003967 0.04804 75 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 140/299 5.66G 0.03122 0.01285 0.003967 0.04804 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.32it/s] 140/299 5.66G 0.0311 0.01289 0.003949 0.04794 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 140/299 5.66G 0.0311 0.01289 0.003949 0.04794 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 140/299 5.66G 0.03109 0.01293 0.00383 0.04785 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 140/299 5.66G 0.03109 0.01293 0.00383 0.04785 83 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 140/299 5.66G 0.03101 0.0131 0.003735 0.04784 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.641 0.663 0.367
0%| | 0/59 [00:00<?, ?it/s] 141/299 5.66G 0.03291 0.0131 0.005272 0.05127 69 640: 0%| | 0/59 [00:00<?, ?it/s] 141/299 5.66G 0.03291 0.0131 0.005272 0.05127 69 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 141/299 5.66G 0.03112 0.01293 0.004606 0.04866 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 141/299 5.66G 0.03112 0.01293 0.004606 0.04866 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 141/299 5.66G 0.03211 0.01282 0.004038 0.04897 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 141/299 5.66G 0.03211 0.01282 0.004038 0.04897 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 141/299 5.66G 0.03097 0.01266 0.004216 0.04785 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 141/299 5.66G 0.03097 0.01266 0.004216 0.04785 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 141/299 5.66G 0.03092 0.01212 0.004126 0.04716 71 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 141/299 5.66G 0.03092 0.01212 0.004126 0.04716 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 141/299 5.66G 0.03045 0.01215 0.003715 0.04632 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 141/299 5.66G 0.03045 0.01215 0.003715 0.04632 81 640: 10%|█ | 6/59 [00:01<00:12, 4.21it/s] 141/299 5.66G 0.03016 0.01227 0.00347 0.0459 86 640: 10%|█ | 6/59 [00:01<00:12, 4.21it/s] 141/299 5.66G 0.03016 0.01227 0.00347 0.0459 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 141/299 5.66G 0.03014 0.01247 0.003279 0.0459 88 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 141/299 5.66G 0.03014 0.01247 0.003279 0.0459 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.26it/s] 141/299 5.66G 0.03018 0.01249 0.00343 0.0461 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.26it/s] 141/299 5.66G 0.03018 0.01249 0.00343 0.0461 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 141/299 5.66G 0.03022 0.01271 0.003212 0.04613 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 141/299 5.66G 0.03022 0.01271 0.003212 0.04613 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 141/299 5.66G 0.03031 0.01318 0.003386 0.04687 108 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 141/299 5.66G 0.03031 0.01318 0.003386 0.04687 108 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 141/299 5.66G 0.03029 0.01288 0.003763 0.04693 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 141/299 5.66G 0.03029 0.01288 0.003763 0.04693 68 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 141/299 5.66G 0.0306 0.01308 0.00374 0.04742 100 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 141/299 5.66G 0.0306 0.01308 0.00374 0.04742 100 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 141/299 5.66G 0.03078 0.01302 0.004205 0.048 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 141/299 5.66G 0.03078 0.01302 0.004205 0.048 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 141/299 5.66G 0.03094 0.01302 0.004033 0.048 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 141/299 5.66G 0.03094 0.01302 0.004033 0.048 80 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 141/299 5.66G 0.03101 0.01303 0.003955 0.048 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:03, 2.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.643 0.674 0.639 0.372
0%| | 0/59 [00:00<?, ?it/s] 142/299 5.66G 0.03136 0.01528 0.003268 0.04991 90 640: 0%| | 0/59 [00:00<?, ?it/s] 142/299 5.66G 0.03136 0.01528 0.003268 0.04991 90 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 142/299 5.66G 0.03184 0.01397 0.002928 0.04873 83 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 142/299 5.66G 0.03184 0.01397 0.002928 0.04873 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 142/299 5.66G 0.03103 0.01431 0.003055 0.0484 103 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 142/299 5.66G 0.03103 0.01431 0.003055 0.0484 103 640: 5%|▌ | 3/59 [00:00<00:14, 3.87it/s] 142/299 5.66G 0.03136 0.01342 0.002747 0.04753 68 640: 5%|▌ | 3/59 [00:00<00:14, 3.87it/s] 142/299 5.66G 0.03136 0.01342 0.002747 0.04753 68 640: 7%|▋ | 4/59 [00:00<00:13, 4.14it/s] 142/299 5.66G 0.03153 0.01319 0.002727 0.04745 82 640: 7%|▋ | 4/59 [00:01<00:13, 4.14it/s] 142/299 5.66G 0.03153 0.01319 0.002727 0.04745 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.16it/s] 142/299 5.66G 0.03141 0.01309 0.003045 0.04754 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.16it/s] 142/299 5.66G 0.03141 0.01309 0.003045 0.04754 74 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 142/299 5.66G 0.03151 0.01313 0.002834 0.04747 80 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 142/299 5.66G 0.03151 0.01313 0.002834 0.04747 80 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 142/299 5.66G 0.03153 0.0132 0.002756 0.04749 89 640: 12%|█▏ | 7/59 [00:01<00:12, 4.26it/s] 142/299 5.66G 0.03153 0.0132 0.002756 0.04749 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 142/299 5.66G 0.03167 0.01351 0.003221 0.0484 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 142/299 5.66G 0.03167 0.01351 0.003221 0.0484 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 142/299 5.66G 0.03148 0.01348 0.003241 0.0482 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.31it/s] 142/299 5.66G 0.03148 0.01348 0.003241 0.0482 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 142/299 5.66G 0.03122 0.01372 0.00325 0.04819 109 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 142/299 5.66G 0.03122 0.01372 0.00325 0.04819 109 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 142/299 5.66G 0.03129 0.01355 0.003379 0.04822 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 142/299 5.66G 0.03129 0.01355 0.003379 0.04822 69 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 142/299 5.66G 0.03109 0.01346 0.003257 0.0478 78 640: 20%|██ | 12/59 [00:03<00:10, 4.45it/s] 142/299 5.66G 0.03109 0.01346 0.003257 0.0478 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 142/299 5.66G 0.03087 0.01331 0.00327 0.04745 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 142/299 5.66G 0.03087 0.01331 0.00327 0.04745 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 142/299 5.66G 0.03079 0.01344 0.003261 0.04749 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 142/299 5.66G 0.03079 0.01344 0.003261 0.04749 93 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 142/299 5.66G 0.03079 0.0134 0.003113 0.0473 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.659 0.664 0.652 0.378
0%| | 0/59 [00:00<?, ?it/s] 143/299 5.66G 0.03012 0.01475 0.001079 0.04595 84 640: 0%| | 0/59 [00:00<?, ?it/s] 143/299 5.66G 0.03012 0.01475 0.001079 0.04595 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 143/299 5.66G 0.02966 0.01376 0.0009695 0.04438 98 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 143/299 5.66G 0.02966 0.01376 0.0009695 0.04438 98 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 143/299 5.66G 0.02902 0.01294 0.0008665 0.04282 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 143/299 5.66G 0.02902 0.01294 0.0008665 0.04282 78 640: 5%|▌ | 3/59 [00:00<00:14, 3.95it/s] 143/299 5.66G 0.02952 0.01335 0.00181 0.04468 88 640: 5%|▌ | 3/59 [00:00<00:14, 3.95it/s] 143/299 5.66G 0.02952 0.01335 0.00181 0.04468 88 640: 7%|▋ | 4/59 [00:00<00:13, 4.03it/s] 143/299 5.66G 0.02935 0.01353 0.002157 0.04504 78 640: 7%|▋ | 4/59 [00:01<00:13, 4.03it/s] 143/299 5.66G 0.02935 0.01353 0.002157 0.04504 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.21it/s] 143/299 5.66G 0.02938 0.01328 0.002107 0.04477 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.21it/s] 143/299 5.66G 0.02938 0.01328 0.002107 0.04477 84 640: 10%|█ | 6/59 [00:01<00:12, 4.22it/s] 143/299 5.66G 0.02954 0.01308 0.00213 0.04475 74 640: 10%|█ | 6/59 [00:01<00:12, 4.22it/s] 143/299 5.66G 0.02954 0.01308 0.00213 0.04475 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 143/299 5.66G 0.02994 0.01321 0.002439 0.04558 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 143/299 5.66G 0.02994 0.01321 0.002439 0.04558 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 143/299 5.66G 0.02965 0.01314 0.002395 0.04519 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 143/299 5.66G 0.02965 0.01314 0.002395 0.04519 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 143/299 5.66G 0.02982 0.01319 0.002495 0.04551 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 143/299 5.66G 0.02982 0.01319 0.002495 0.04551 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 143/299 5.66G 0.02994 0.01298 0.002463 0.04538 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 143/299 5.66G 0.02994 0.01298 0.002463 0.04538 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 143/299 5.66G 0.02967 0.01279 0.002595 0.04505 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 143/299 5.66G 0.02967 0.01279 0.002595 0.04505 84 640: 20%|██ | 12/59 [00:02<00:11, 4.26it/s] 143/299 5.66G 0.02954 0.01287 0.002494 0.0449 92 640: 20%|██ | 12/59 [00:03<00:11, 4.26it/s] 143/299 5.66G 0.02954 0.01287 0.002494 0.0449 92 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 143/299 5.66G 0.02971 0.01279 0.002713 0.04521 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 143/299 5.66G 0.02971 0.01279 0.002713 0.04521 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 143/299 5.66G 0.02998 0.01287 0.002691 0.04554 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 143/299 5.66G 0.02998 0.01287 0.002691 0.04554 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 143/299 5.66G 0.0299 0.01279 0.002636 0.04533 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.659 0.679 0.667 0.382
0%| | 0/59 [00:00<?, ?it/s] 144/299 5.66G 0.0317 0.01321 0.005129 0.05004 86 640: 0%| | 0/59 [00:00<?, ?it/s] 144/299 5.66G 0.0317 0.01321 0.005129 0.05004 86 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 144/299 5.66G 0.03102 0.01245 0.003586 0.04705 87 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 144/299 5.66G 0.03102 0.01245 0.003586 0.04705 87 640: 3%|▎ | 2/59 [00:00<00:19, 2.89it/s] 144/299 5.66G 0.02893 0.01201 0.002934 0.04387 76 640: 3%|▎ | 2/59 [00:00<00:19, 2.89it/s] 144/299 5.66G 0.02893 0.01201 0.002934 0.04387 76 640: 5%|▌ | 3/59 [00:00<00:16, 3.37it/s] 144/299 5.66G 0.02871 0.01233 0.003307 0.04435 86 640: 5%|▌ | 3/59 [00:01<00:16, 3.37it/s] 144/299 5.66G 0.02871 0.01233 0.003307 0.04435 86 640: 7%|▋ | 4/59 [00:01<00:14, 3.76it/s] 144/299 5.66G 0.02889 0.01228 0.003059 0.04423 86 640: 7%|▋ | 4/59 [00:01<00:14, 3.76it/s] 144/299 5.66G 0.02889 0.01228 0.003059 0.04423 86 640: 8%|▊ | 5/59 [00:01<00:14, 3.84it/s] 144/299 5.66G 0.02893 0.01244 0.002845 0.04421 86 640: 8%|▊ | 5/59 [00:01<00:14, 3.84it/s] 144/299 5.66G 0.02893 0.01244 0.002845 0.04421 86 640: 10%|█ | 6/59 [00:01<00:13, 4.04it/s] 144/299 5.66G 0.02938 0.01227 0.00325 0.0449 60 640: 10%|█ | 6/59 [00:01<00:13, 4.04it/s] 144/299 5.66G 0.02938 0.01227 0.00325 0.0449 60 640: 12%|█▏ | 7/59 [00:01<00:12, 4.09it/s] 144/299 5.66G 0.02944 0.01236 0.00337 0.04517 83 640: 12%|█▏ | 7/59 [00:02<00:12, 4.09it/s] 144/299 5.66G 0.02944 0.01236 0.00337 0.04517 83 640: 14%|█▎ | 8/59 [00:02<00:12, 4.23it/s] 144/299 5.66G 0.02972 0.01232 0.003134 0.04518 84 640: 14%|█▎ | 8/59 [00:02<00:12, 4.23it/s] 144/299 5.66G 0.02972 0.01232 0.003134 0.04518 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.23it/s] 144/299 5.66G 0.02958 0.01207 0.002961 0.04461 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.23it/s] 144/299 5.66G 0.02958 0.01207 0.002961 0.04461 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 144/299 5.66G 0.02973 0.01238 0.003085 0.04519 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 144/299 5.66G 0.02973 0.01238 0.003085 0.04519 95 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 144/299 5.66G 0.02965 0.01216 0.003129 0.04494 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 144/299 5.66G 0.02965 0.01216 0.003129 0.04494 68 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 144/299 5.66G 0.02992 0.01232 0.003201 0.04545 81 640: 20%|██ | 12/59 [00:03<00:10, 4.40it/s] 144/299 5.66G 0.02992 0.01232 0.003201 0.04545 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 144/299 5.66G 0.0294 0.01225 0.003343 0.045 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 144/299 5.66G 0.0294 0.01225 0.003343 0.045 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 144/299 5.66G 0.02927 0.01235 0.003432 0.04505 103 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 144/299 5.66G 0.02927 0.01235 0.003432 0.04505 103 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 144/299 5.66G 0.0292 0.01229 0.003338 0.04483 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.659 0.66 0.641 0.367
0%| | 0/59 [00:00<?, ?it/s] 145/299 5.66G 0.03115 0.01266 0.001542 0.04535 88 640: 0%| | 0/59 [00:00<?, ?it/s] 145/299 5.66G 0.03115 0.01266 0.001542 0.04535 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 145/299 5.66G 0.03232 0.0114 0.004273 0.048 64 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 145/299 5.66G 0.03232 0.0114 0.004273 0.048 64 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 145/299 5.66G 0.03103 0.012 0.004274 0.04731 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 145/299 5.66G 0.03103 0.012 0.004274 0.04731 94 640: 5%|▌ | 3/59 [00:00<00:13, 4.19it/s] 145/299 5.66G 0.03023 0.01189 0.003533 0.04566 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.19it/s] 145/299 5.66G 0.03023 0.01189 0.003533 0.04566 83 640: 7%|▋ | 4/59 [00:00<00:13, 4.15it/s] 145/299 5.66G 0.03078 0.01202 0.003424 0.04623 77 640: 7%|▋ | 4/59 [00:01<00:13, 4.15it/s] 145/299 5.66G 0.03078 0.01202 0.003424 0.04623 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 145/299 5.66G 0.03007 0.01203 0.003267 0.04536 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 145/299 5.66G 0.03007 0.01203 0.003267 0.04536 73 640: 10%|█ | 6/59 [00:01<00:12, 4.25it/s] 145/299 5.66G 0.0298 0.01216 0.003121 0.04508 76 640: 10%|█ | 6/59 [00:01<00:12, 4.25it/s] 145/299 5.66G 0.0298 0.01216 0.003121 0.04508 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 145/299 5.66G 0.0295 0.01247 0.003101 0.04507 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 145/299 5.66G 0.0295 0.01247 0.003101 0.04507 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.27it/s] 145/299 5.66G 0.02964 0.01228 0.003328 0.04525 75 640: 14%|█▎ | 8/59 [00:02<00:11, 4.27it/s] 145/299 5.66G 0.02964 0.01228 0.003328 0.04525 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 145/299 5.66G 0.0296 0.01232 0.003173 0.0451 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 145/299 5.66G 0.0296 0.01232 0.003173 0.0451 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 145/299 5.66G 0.02948 0.01217 0.003117 0.04477 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 145/299 5.66G 0.02948 0.01217 0.003117 0.04477 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 145/299 5.66G 0.02964 0.01231 0.003399 0.04535 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 145/299 5.66G 0.02964 0.01231 0.003399 0.04535 78 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 145/299 5.66G 0.02958 0.01228 0.00322 0.04508 86 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 145/299 5.66G 0.02958 0.01228 0.00322 0.04508 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 145/299 5.66G 0.02982 0.01214 0.003223 0.04518 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 145/299 5.66G 0.02982 0.01214 0.003223 0.04518 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 145/299 5.66G 0.02988 0.01212 0.003311 0.04532 64 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 145/299 5.66G 0.02988 0.01212 0.003311 0.04532 64 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 145/299 5.66G 0.02999 0.01219 0.003352 0.04554 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.675 0.718 0.661 0.373
0%| | 0/59 [00:00<?, ?it/s] 146/299 5.66G 0.03019 0.01042 0.0008771 0.04149 73 640: 0%| | 0/59 [00:00<?, ?it/s] 146/299 5.66G 0.03019 0.01042 0.0008771 0.04149 73 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 146/299 5.66G 0.02941 0.01159 0.003595 0.04459 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 146/299 5.66G 0.02941 0.01159 0.003595 0.04459 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 146/299 5.66G 0.0298 0.0113 0.004128 0.04522 77 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 146/299 5.66G 0.0298 0.0113 0.004128 0.04522 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 146/299 5.66G 0.02939 0.01195 0.003436 0.04478 86 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 146/299 5.66G 0.02939 0.01195 0.003436 0.04478 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 146/299 5.66G 0.02945 0.0115 0.002971 0.04393 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 146/299 5.66G 0.02945 0.0115 0.002971 0.04393 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 146/299 5.66G 0.02969 0.01141 0.003546 0.04465 66 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 146/299 5.66G 0.02969 0.01141 0.003546 0.04465 66 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 146/299 5.66G 0.0299 0.01174 0.003482 0.04512 90 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 146/299 5.66G 0.0299 0.01174 0.003482 0.04512 90 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 146/299 5.66G 0.02996 0.01223 0.003237 0.04543 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.28it/s] 146/299 5.66G 0.02996 0.01223 0.003237 0.04543 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 146/299 5.66G 0.02995 0.0119 0.003186 0.04504 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 146/299 5.66G 0.02995 0.0119 0.003186 0.04504 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 146/299 5.66G 0.02977 0.01165 0.003031 0.04445 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 146/299 5.66G 0.02977 0.01165 0.003031 0.04445 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 146/299 5.66G 0.0298 0.01146 0.003287 0.04455 68 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 146/299 5.66G 0.0298 0.01146 0.003287 0.04455 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 146/299 5.66G 0.02995 0.01151 0.003445 0.04491 76 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 146/299 5.66G 0.02995 0.01151 0.003445 0.04491 76 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 146/299 5.66G 0.02994 0.01134 0.003284 0.04456 64 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 146/299 5.66G 0.02994 0.01134 0.003284 0.04456 64 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 146/299 5.66G 0.02985 0.01144 0.003254 0.04455 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 146/299 5.66G 0.02985 0.01144 0.003254 0.04455 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 146/299 5.66G 0.02984 0.01157 0.003271 0.04468 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 146/299 5.66G 0.02984 0.01157 0.003271 0.04468 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 146/299 5.66G 0.02992 0.01153 0.003355 0.0448 62 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.687 0.628 0.643 0.372
0%| | 0/59 [00:00<?, ?it/s] 147/299 5.66G 0.03219 0.0146 0.001985 0.04878 94 640: 0%| | 0/59 [00:00<?, ?it/s] 147/299 5.66G 0.03219 0.0146 0.001985 0.04878 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 147/299 5.66G 0.03051 0.01409 0.002107 0.04671 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 147/299 5.66G 0.03051 0.01409 0.002107 0.04671 93 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 147/299 5.66G 0.03013 0.01337 0.001773 0.04528 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 147/299 5.66G 0.03013 0.01337 0.001773 0.04528 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 147/299 5.66G 0.02979 0.01228 0.001605 0.04367 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 147/299 5.66G 0.02979 0.01228 0.001605 0.04367 67 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 147/299 5.66G 0.02921 0.01204 0.001793 0.04304 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 147/299 5.66G 0.02921 0.01204 0.001793 0.04304 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 147/299 5.66G 0.02975 0.01197 0.002131 0.04385 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 147/299 5.66G 0.02975 0.01197 0.002131 0.04385 68 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 147/299 5.66G 0.02981 0.01215 0.002092 0.04406 76 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 147/299 5.66G 0.02981 0.01215 0.002092 0.04406 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 147/299 5.66G 0.02992 0.01259 0.002226 0.04473 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 147/299 5.66G 0.02992 0.01259 0.002226 0.04473 103 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 147/299 5.66G 0.03008 0.0126 0.002156 0.04484 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 147/299 5.66G 0.03008 0.0126 0.002156 0.04484 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 147/299 5.66G 0.03025 0.01251 0.002052 0.04481 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 147/299 5.66G 0.03025 0.01251 0.002052 0.04481 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 147/299 5.66G 0.03031 0.01258 0.002066 0.04496 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.30it/s] 147/299 5.66G 0.03031 0.01258 0.002066 0.04496 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 147/299 5.66G 0.03037 0.01251 0.002219 0.0451 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 147/299 5.66G 0.03037 0.01251 0.002219 0.0451 85 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 147/299 5.66G 0.03043 0.01261 0.002232 0.04527 94 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 147/299 5.66G 0.03043 0.01261 0.002232 0.04527 94 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 147/299 5.66G 0.03043 0.0127 0.002364 0.0455 97 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 147/299 5.66G 0.03043 0.0127 0.002364 0.0455 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 147/299 5.66G 0.0303 0.01255 0.002405 0.04526 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 147/299 5.66G 0.0303 0.01255 0.002405 0.04526 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 147/299 5.66G 0.03021 0.01255 0.002428 0.04519 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.691 0.659 0.676 0.383
0%| | 0/59 [00:00<?, ?it/s] 148/299 5.66G 0.02989 0.0127 0.001857 0.04445 83 640: 0%| | 0/59 [00:00<?, ?it/s] 148/299 5.66G 0.02989 0.0127 0.001857 0.04445 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 148/299 5.66G 0.02973 0.01289 0.002401 0.04502 102 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 148/299 5.66G 0.02973 0.01289 0.002401 0.04502 102 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 148/299 5.66G 0.03 0.01248 0.00267 0.04515 70 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 148/299 5.66G 0.03 0.01248 0.00267 0.04515 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 148/299 5.66G 0.02927 0.01193 0.00226 0.04346 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 148/299 5.66G 0.02927 0.01193 0.00226 0.04346 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 148/299 5.66G 0.02935 0.01193 0.002416 0.0437 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 148/299 5.66G 0.02935 0.01193 0.002416 0.0437 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 148/299 5.66G 0.02997 0.01211 0.002441 0.04452 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 148/299 5.66G 0.02997 0.01211 0.002441 0.04452 87 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 148/299 5.66G 0.02998 0.01253 0.00233 0.04484 105 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 148/299 5.66G 0.02998 0.01253 0.00233 0.04484 105 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 148/299 5.66G 0.0301 0.01268 0.002555 0.04533 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 148/299 5.66G 0.0301 0.01268 0.002555 0.04533 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 148/299 5.66G 0.03008 0.01268 0.002449 0.0452 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 148/299 5.66G 0.03008 0.01268 0.002449 0.0452 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 148/299 5.66G 0.02996 0.0126 0.002488 0.04505 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 148/299 5.66G 0.02996 0.0126 0.002488 0.04505 77 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 148/299 5.66G 0.02957 0.01286 0.002328 0.04476 108 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 148/299 5.66G 0.02957 0.01286 0.002328 0.04476 108 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 148/299 5.66G 0.02956 0.01266 0.002237 0.04446 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 148/299 5.66G 0.02956 0.01266 0.002237 0.04446 74 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 148/299 5.66G 0.02949 0.01267 0.002181 0.04434 80 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 148/299 5.66G 0.02949 0.01267 0.002181 0.04434 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 148/299 5.66G 0.02967 0.01262 0.002227 0.04452 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 148/299 5.66G 0.02967 0.01262 0.002227 0.04452 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 148/299 5.66G 0.02983 0.01247 0.002174 0.04448 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 148/299 5.66G 0.02983 0.01247 0.002174 0.04448 66 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 148/299 5.66G 0.02989 0.01245 0.002136 0.04447 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.67 0.66 0.373
0%| | 0/59 [00:00<?, ?it/s] 149/299 5.66G 0.02971 0.01315 0.001842 0.0447 75 640: 0%| | 0/59 [00:00<?, ?it/s] 149/299 5.66G 0.02971 0.01315 0.001842 0.0447 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 149/299 5.66G 0.02762 0.01237 0.001493 0.04148 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 149/299 5.66G 0.02762 0.01237 0.001493 0.04148 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 149/299 5.66G 0.02749 0.01193 0.002334 0.04176 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 149/299 5.66G 0.02749 0.01193 0.002334 0.04176 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 149/299 5.66G 0.0285 0.01263 0.002166 0.0433 107 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 149/299 5.66G 0.0285 0.01263 0.002166 0.0433 107 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 149/299 5.66G 0.02892 0.01245 0.001926 0.0433 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 149/299 5.66G 0.02892 0.01245 0.001926 0.0433 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 149/299 5.66G 0.02873 0.01243 0.001753 0.04291 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 149/299 5.66G 0.02873 0.01243 0.001753 0.04291 84 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 149/299 5.66G 0.02898 0.01237 0.001822 0.04317 72 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 149/299 5.66G 0.02898 0.01237 0.001822 0.04317 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 149/299 5.66G 0.02905 0.01222 0.00187 0.04314 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 149/299 5.66G 0.02905 0.01222 0.00187 0.04314 76 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 149/299 5.66G 0.0288 0.01221 0.001794 0.0428 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 149/299 5.66G 0.0288 0.01221 0.001794 0.0428 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 149/299 5.66G 0.02915 0.01235 0.001887 0.04338 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 149/299 5.66G 0.02915 0.01235 0.001887 0.04338 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 149/299 5.66G 0.02945 0.01255 0.002171 0.04417 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 149/299 5.66G 0.02945 0.01255 0.002171 0.04417 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 149/299 5.66G 0.02973 0.01239 0.002336 0.04445 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 149/299 5.66G 0.02973 0.01239 0.002336 0.04445 73 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 149/299 5.66G 0.02957 0.01231 0.002401 0.04428 78 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 149/299 5.66G 0.02957 0.01231 0.002401 0.04428 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 149/299 5.66G 0.02969 0.01223 0.002373 0.0443 65 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 149/299 5.66G 0.02969 0.01223 0.002373 0.0443 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.24it/s] 149/299 5.66G 0.02949 0.01228 0.002273 0.04404 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.24it/s] 149/299 5.66G 0.02949 0.01228 0.002273 0.04404 79 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 149/299 5.66G 0.02949 0.01227 0.00225 0.044 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.21s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.10s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.673 0.695 0.655 0.359
0%| | 0/59 [00:00<?, ?it/s] 150/299 5.66G 0.02923 0.01306 0.001142 0.04343 92 640: 0%| | 0/59 [00:00<?, ?it/s] 150/299 5.66G 0.02923 0.01306 0.001142 0.04343 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 150/299 5.66G 0.03015 0.01225 0.001518 0.04392 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 150/299 5.66G 0.03015 0.01225 0.001518 0.04392 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 150/299 5.66G 0.03083 0.01201 0.001716 0.04456 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 150/299 5.66G 0.03083 0.01201 0.001716 0.04456 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 150/299 5.66G 0.02985 0.01174 0.001669 0.04326 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 150/299 5.66G 0.02985 0.01174 0.001669 0.04326 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 150/299 5.66G 0.03005 0.012 0.002207 0.04425 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 150/299 5.66G 0.03005 0.012 0.002207 0.04425 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 150/299 5.66G 0.03056 0.01203 0.002572 0.04517 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 150/299 5.66G 0.03056 0.01203 0.002572 0.04517 73 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 150/299 5.66G 0.03043 0.0119 0.002809 0.04513 74 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 150/299 5.66G 0.03043 0.0119 0.002809 0.04513 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 150/299 5.66G 0.03049 0.01253 0.003002 0.04602 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 150/299 5.66G 0.03049 0.01253 0.003002 0.04602 103 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 150/299 5.66G 0.03024 0.01254 0.00306 0.04583 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 150/299 5.66G 0.03024 0.01254 0.00306 0.04583 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 150/299 5.66G 0.03046 0.01275 0.002935 0.04614 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 150/299 5.66G 0.03046 0.01275 0.002935 0.04614 92 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 150/299 5.66G 0.03062 0.01292 0.003211 0.04675 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 150/299 5.66G 0.03062 0.01292 0.003211 0.04675 79 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 150/299 5.66G 0.03061 0.01266 0.003122 0.04639 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 150/299 5.66G 0.03061 0.01266 0.003122 0.04639 74 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 150/299 5.66G 0.03044 0.01288 0.00311 0.04643 94 640: 20%|██ | 12/59 [00:03<00:10, 4.42it/s] 150/299 5.66G 0.03044 0.01288 0.00311 0.04643 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 150/299 5.66G 0.03056 0.0128 0.003188 0.04655 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.22it/s] 150/299 5.66G 0.03056 0.0128 0.003188 0.04655 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 150/299 5.66G 0.03052 0.01253 0.0031 0.04615 61 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 150/299 5.66G 0.03052 0.01253 0.0031 0.04615 61 640: 25%|██▌ | 15/59 [00:03<00:10, 4.27it/s] 150/299 5.66G 0.03054 0.01263 0.003089 0.04625 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.38it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.679 0.624 0.66 0.362
0%| | 0/59 [00:00<?, ?it/s] 151/299 5.66G 0.02806 0.01288 0.001107 0.04205 79 640: 0%| | 0/59 [00:00<?, ?it/s] 151/299 5.66G 0.02806 0.01288 0.001107 0.04205 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 151/299 5.66G 0.02771 0.01312 0.001541 0.04237 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 151/299 5.66G 0.02771 0.01312 0.001541 0.04237 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 151/299 5.66G 0.02795 0.01266 0.001424 0.04204 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 151/299 5.66G 0.02795 0.01266 0.001424 0.04204 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 151/299 5.66G 0.02781 0.01253 0.001521 0.04186 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 151/299 5.66G 0.02781 0.01253 0.001521 0.04186 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 151/299 5.66G 0.02766 0.01209 0.001421 0.04118 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 151/299 5.66G 0.02766 0.01209 0.001421 0.04118 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 151/299 5.66G 0.02802 0.01216 0.001786 0.04196 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 151/299 5.66G 0.02802 0.01216 0.001786 0.04196 86 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 151/299 5.66G 0.0278 0.01197 0.001779 0.04155 77 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 151/299 5.66G 0.0278 0.01197 0.001779 0.04155 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 151/299 5.66G 0.02834 0.01223 0.001934 0.0425 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 151/299 5.66G 0.02834 0.01223 0.001934 0.0425 87 640: 14%|█▎ | 8/59 [00:01<00:12, 4.23it/s] 151/299 5.66G 0.0283 0.01222 0.001973 0.04249 77 640: 14%|█▎ | 8/59 [00:02<00:12, 4.23it/s] 151/299 5.66G 0.0283 0.01222 0.001973 0.04249 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 151/299 5.66G 0.02845 0.01241 0.00226 0.04312 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 151/299 5.66G 0.02845 0.01241 0.00226 0.04312 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 151/299 5.66G 0.02872 0.01258 0.002223 0.04352 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 151/299 5.66G 0.02872 0.01258 0.002223 0.04352 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 151/299 5.66G 0.02853 0.01228 0.002148 0.04296 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 151/299 5.66G 0.02853 0.01228 0.002148 0.04296 63 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 151/299 5.66G 0.02897 0.01265 0.002395 0.04401 99 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 151/299 5.66G 0.02897 0.01265 0.002395 0.04401 99 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 151/299 5.66G 0.02899 0.01256 0.002407 0.04395 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 151/299 5.66G 0.02899 0.01256 0.002407 0.04395 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 151/299 5.66G 0.02904 0.01257 0.002482 0.0441 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 151/299 5.66G 0.02904 0.01257 0.002482 0.0441 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 151/299 5.66G 0.02919 0.01236 0.00244 0.044 66 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.681 0.68 0.668 0.372
0%| | 0/59 [00:00<?, ?it/s] 152/299 5.66G 0.02862 0.01335 0.002024 0.044 87 640: 0%| | 0/59 [00:00<?, ?it/s] 152/299 5.66G 0.02862 0.01335 0.002024 0.044 87 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 152/299 5.66G 0.02856 0.01204 0.00148 0.04208 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 152/299 5.66G 0.02856 0.01204 0.00148 0.04208 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 152/299 5.66G 0.02951 0.01194 0.001684 0.04314 68 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 152/299 5.66G 0.02951 0.01194 0.001684 0.04314 68 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 152/299 5.66G 0.02942 0.01123 0.001554 0.04221 64 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 152/299 5.66G 0.02942 0.01123 0.001554 0.04221 64 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 152/299 5.66G 0.02971 0.01121 0.001817 0.04274 63 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 152/299 5.66G 0.02971 0.01121 0.001817 0.04274 63 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 152/299 5.66G 0.02982 0.0116 0.002022 0.04344 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.30it/s] 152/299 5.66G 0.02982 0.0116 0.002022 0.04344 95 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 152/299 5.66G 0.02907 0.01163 0.002035 0.04274 81 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 152/299 5.66G 0.02907 0.01163 0.002035 0.04274 81 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 152/299 5.66G 0.02881 0.01166 0.001935 0.04241 88 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 152/299 5.66G 0.02881 0.01166 0.001935 0.04241 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 152/299 5.66G 0.02882 0.01159 0.001852 0.04226 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 152/299 5.66G 0.02882 0.01159 0.001852 0.04226 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 152/299 5.66G 0.02916 0.01173 0.002208 0.0431 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 152/299 5.66G 0.02916 0.01173 0.002208 0.0431 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 152/299 5.66G 0.02923 0.01173 0.002065 0.04302 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 152/299 5.66G 0.02923 0.01173 0.002065 0.04302 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 152/299 5.66G 0.02921 0.01171 0.002078 0.043 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.25it/s] 152/299 5.66G 0.02921 0.01171 0.002078 0.043 77 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 152/299 5.66G 0.02936 0.01186 0.002106 0.04333 79 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 152/299 5.66G 0.02936 0.01186 0.002106 0.04333 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 152/299 5.66G 0.02961 0.0118 0.002059 0.04346 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 152/299 5.66G 0.02961 0.0118 0.002059 0.04346 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 152/299 5.66G 0.02965 0.01182 0.002112 0.04358 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 152/299 5.66G 0.02965 0.01182 0.002112 0.04358 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 152/299 5.66G 0.02986 0.01184 0.002087 0.04379 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.677 0.666 0.681 0.384
0%| | 0/59 [00:00<?, ?it/s] 153/299 5.66G 0.03001 0.01211 0.004046 0.04617 74 640: 0%| | 0/59 [00:00<?, ?it/s] 153/299 5.66G 0.03001 0.01211 0.004046 0.04617 74 640: 2%|▏ | 1/59 [00:00<00:17, 3.37it/s] 153/299 5.66G 0.02908 0.01239 0.003709 0.04518 82 640: 2%|▏ | 1/59 [00:00<00:17, 3.37it/s] 153/299 5.66G 0.02908 0.01239 0.003709 0.04518 82 640: 3%|▎ | 2/59 [00:00<00:15, 3.80it/s] 153/299 5.66G 0.02957 0.0121 0.003618 0.04529 85 640: 3%|▎ | 2/59 [00:00<00:15, 3.80it/s] 153/299 5.66G 0.02957 0.0121 0.003618 0.04529 85 640: 5%|▌ | 3/59 [00:00<00:13, 4.11it/s] 153/299 5.66G 0.02941 0.01263 0.003257 0.0453 103 640: 5%|▌ | 3/59 [00:00<00:13, 4.11it/s] 153/299 5.66G 0.02941 0.01263 0.003257 0.0453 103 640: 7%|▋ | 4/59 [00:00<00:13, 4.16it/s] 153/299 5.66G 0.02967 0.01257 0.002868 0.0451 71 640: 7%|▋ | 4/59 [00:01<00:13, 4.16it/s] 153/299 5.66G 0.02967 0.01257 0.002868 0.0451 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 153/299 5.66G 0.02976 0.01291 0.002889 0.04556 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 153/299 5.66G 0.02976 0.01291 0.002889 0.04556 96 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 153/299 5.66G 0.02943 0.01262 0.002763 0.04482 83 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 153/299 5.66G 0.02943 0.01262 0.002763 0.04482 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 153/299 5.66G 0.02972 0.0128 0.002574 0.04509 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 153/299 5.66G 0.02972 0.0128 0.002574 0.04509 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 153/299 5.66G 0.02966 0.01272 0.00246 0.04484 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 153/299 5.66G 0.02966 0.01272 0.00246 0.04484 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 153/299 5.66G 0.02927 0.01242 0.002501 0.04418 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 153/299 5.66G 0.02927 0.01242 0.002501 0.04418 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 153/299 5.66G 0.02921 0.01247 0.002613 0.04429 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 153/299 5.66G 0.02921 0.01247 0.002613 0.04429 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 153/299 5.66G 0.02953 0.01249 0.002945 0.04497 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 153/299 5.66G 0.02953 0.01249 0.002945 0.04497 69 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 153/299 5.66G 0.02934 0.01254 0.002834 0.04472 96 640: 20%|██ | 12/59 [00:03<00:10, 4.33it/s] 153/299 5.66G 0.02934 0.01254 0.002834 0.04472 96 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 153/299 5.66G 0.0294 0.01246 0.002828 0.04469 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 153/299 5.66G 0.0294 0.01246 0.002828 0.04469 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 153/299 5.66G 0.02931 0.01241 0.002731 0.04445 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 153/299 5.66G 0.02931 0.01241 0.002731 0.04445 72 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 153/299 5.66G 0.02932 0.01221 0.002686 0.04422 61 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.686 0.672 0.686 0.376
0%| | 0/59 [00:00<?, ?it/s] 154/299 5.66G 0.02814 0.01375 0.002539 0.04442 85 640: 0%| | 0/59 [00:00<?, ?it/s] 154/299 5.66G 0.02814 0.01375 0.002539 0.04442 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 154/299 5.66G 0.03109 0.01509 0.002284 0.04846 99 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 154/299 5.66G 0.03109 0.01509 0.002284 0.04846 99 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 154/299 5.66G 0.02912 0.01402 0.00213 0.04526 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 154/299 5.66G 0.02912 0.01402 0.00213 0.04526 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 154/299 5.66G 0.02907 0.01391 0.002441 0.04542 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 154/299 5.66G 0.02907 0.01391 0.002441 0.04542 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 154/299 5.66G 0.0298 0.01385 0.002377 0.04603 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 154/299 5.66G 0.0298 0.01385 0.002377 0.04603 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 154/299 5.66G 0.02958 0.01352 0.002376 0.04548 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 154/299 5.66G 0.02958 0.01352 0.002376 0.04548 86 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 154/299 5.66G 0.02958 0.01326 0.002281 0.04512 80 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 154/299 5.66G 0.02958 0.01326 0.002281 0.04512 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 154/299 5.66G 0.02965 0.01315 0.002164 0.04497 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 154/299 5.66G 0.02965 0.01315 0.002164 0.04497 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 154/299 5.66G 0.02981 0.01303 0.002192 0.04503 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 154/299 5.66G 0.02981 0.01303 0.002192 0.04503 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 154/299 5.66G 0.02964 0.01287 0.002247 0.04476 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 154/299 5.66G 0.02964 0.01287 0.002247 0.04476 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 154/299 5.66G 0.02975 0.01302 0.002208 0.04498 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 154/299 5.66G 0.02975 0.01302 0.002208 0.04498 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 154/299 5.66G 0.02974 0.01282 0.002247 0.0448 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 154/299 5.66G 0.02974 0.01282 0.002247 0.0448 79 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 154/299 5.66G 0.02972 0.01288 0.002349 0.04496 82 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 154/299 5.66G 0.02972 0.01288 0.002349 0.04496 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 154/299 5.66G 0.02973 0.01273 0.002332 0.04479 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 154/299 5.66G 0.02973 0.01273 0.002332 0.04479 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 154/299 5.66G 0.02989 0.01259 0.00253 0.045 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 154/299 5.66G 0.02989 0.01259 0.00253 0.045 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 154/299 5.66G 0.03 0.01251 0.002661 0.04517 72 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.711 0.65 0.667 0.376
0%| | 0/59 [00:00<?, ?it/s] 155/299 5.66G 0.02739 0.01322 0.001723 0.04233 83 640: 0%| | 0/59 [00:00<?, ?it/s] 155/299 5.66G 0.02739 0.01322 0.001723 0.04233 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 155/299 5.66G 0.02994 0.01442 0.002294 0.04665 102 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 155/299 5.66G 0.02994 0.01442 0.002294 0.04665 102 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 155/299 5.66G 0.02978 0.01298 0.002073 0.04483 67 640: 3%|▎ | 2/59 [00:00<00:13, 4.30it/s] 155/299 5.66G 0.02978 0.01298 0.002073 0.04483 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 155/299 5.66G 0.02935 0.01248 0.002167 0.044 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 155/299 5.66G 0.02935 0.01248 0.002167 0.044 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 155/299 5.66G 0.02957 0.01205 0.002004 0.04363 71 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 155/299 5.66G 0.02957 0.01205 0.002004 0.04363 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 155/299 5.66G 0.0303 0.01251 0.002109 0.04492 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 155/299 5.66G 0.0303 0.01251 0.002109 0.04492 93 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 155/299 5.66G 0.03022 0.01271 0.002126 0.04506 98 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 155/299 5.66G 0.03022 0.01271 0.002126 0.04506 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 155/299 5.66G 0.03032 0.01284 0.001995 0.04515 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 155/299 5.66G 0.03032 0.01284 0.001995 0.04515 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 155/299 5.66G 0.02997 0.01266 0.002176 0.04481 91 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 155/299 5.66G 0.02997 0.01266 0.002176 0.04481 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 155/299 5.66G 0.02986 0.01263 0.002156 0.04464 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 155/299 5.66G 0.02986 0.01263 0.002156 0.04464 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 155/299 5.66G 0.02973 0.01265 0.002151 0.04453 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 155/299 5.66G 0.02973 0.01265 0.002151 0.04453 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 155/299 5.66G 0.03016 0.01251 0.002355 0.04502 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 155/299 5.66G 0.03016 0.01251 0.002355 0.04502 73 640: 20%|██ | 12/59 [00:02<00:10, 4.28it/s] 155/299 5.66G 0.03001 0.01257 0.002227 0.04481 83 640: 20%|██ | 12/59 [00:02<00:10, 4.28it/s] 155/299 5.66G 0.03001 0.01257 0.002227 0.04481 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 155/299 5.66G 0.02988 0.01268 0.002315 0.04487 91 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 155/299 5.66G 0.02988 0.01268 0.002315 0.04487 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 155/299 5.66G 0.02998 0.01274 0.002297 0.04502 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 155/299 5.66G 0.02998 0.01274 0.002297 0.04502 82 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 155/299 5.66G 0.03006 0.01267 0.002204 0.04493 73 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.669 0.688 0.668 0.374
0%| | 0/59 [00:00<?, ?it/s] 156/299 5.66G 0.02863 0.01259 0.005057 0.04628 83 640: 0%| | 0/59 [00:00<?, ?it/s] 156/299 5.66G 0.02863 0.01259 0.005057 0.04628 83 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 156/299 5.66G 0.02896 0.01354 0.004152 0.04664 93 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 156/299 5.66G 0.02896 0.01354 0.004152 0.04664 93 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 156/299 5.66G 0.03007 0.01227 0.004575 0.04692 64 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 156/299 5.66G 0.03007 0.01227 0.004575 0.04692 64 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 156/299 5.66G 0.02982 0.01254 0.004117 0.04648 81 640: 5%|▌ | 3/59 [00:00<00:13, 4.25it/s] 156/299 5.66G 0.02982 0.01254 0.004117 0.04648 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 156/299 5.66G 0.02981 0.01261 0.003943 0.04637 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 156/299 5.66G 0.02981 0.01261 0.003943 0.04637 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 156/299 5.66G 0.02993 0.0127 0.00375 0.04638 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 156/299 5.66G 0.02993 0.0127 0.00375 0.04638 80 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 156/299 5.66G 0.02961 0.01231 0.003837 0.04576 72 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 156/299 5.66G 0.02961 0.01231 0.003837 0.04576 72 640: 12%|█▏ | 7/59 [00:01<00:12, 4.21it/s] 156/299 5.66G 0.03002 0.01228 0.003763 0.04607 78 640: 12%|█▏ | 7/59 [00:01<00:12, 4.21it/s] 156/299 5.66G 0.03002 0.01228 0.003763 0.04607 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.30it/s] 156/299 5.66G 0.02993 0.01243 0.003541 0.04591 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.30it/s] 156/299 5.66G 0.02993 0.01243 0.003541 0.04591 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 156/299 5.66G 0.03052 0.01206 0.003415 0.04599 58 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 156/299 5.66G 0.03052 0.01206 0.003415 0.04599 58 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 156/299 5.66G 0.03027 0.01191 0.003228 0.0454 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 156/299 5.66G 0.03027 0.01191 0.003228 0.0454 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 156/299 5.66G 0.03015 0.01195 0.003002 0.0451 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 156/299 5.66G 0.03015 0.01195 0.003002 0.0451 82 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 156/299 5.66G 0.02998 0.01205 0.003045 0.04508 92 640: 20%|██ | 12/59 [00:03<00:10, 4.39it/s] 156/299 5.66G 0.02998 0.01205 0.003045 0.04508 92 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 156/299 5.66G 0.03018 0.01195 0.002904 0.04504 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 156/299 5.66G 0.03018 0.01195 0.002904 0.04504 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 156/299 5.66G 0.03006 0.01211 0.002828 0.045 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 156/299 5.66G 0.03006 0.01211 0.002828 0.045 95 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 156/299 5.66G 0.03002 0.01214 0.002888 0.04504 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.631 0.725 0.68 0.398
0%| | 0/59 [00:00<?, ?it/s] 157/299 5.66G 0.02764 0.01496 0.001665 0.04426 99 640: 0%| | 0/59 [00:00<?, ?it/s] 157/299 5.66G 0.02764 0.01496 0.001665 0.04426 99 640: 2%|▏ | 1/59 [00:00<00:12, 4.62it/s] 157/299 5.66G 0.02899 0.01406 0.001691 0.04474 98 640: 2%|▏ | 1/59 [00:00<00:12, 4.62it/s] 157/299 5.66G 0.02899 0.01406 0.001691 0.04474 98 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 157/299 5.66G 0.02936 0.01315 0.001311 0.04383 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 157/299 5.66G 0.02936 0.01315 0.001311 0.04383 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 157/299 5.66G 0.02961 0.01296 0.001965 0.04453 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 157/299 5.66G 0.02961 0.01296 0.001965 0.04453 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 157/299 5.66G 0.02923 0.01275 0.002193 0.04417 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 157/299 5.66G 0.02923 0.01275 0.002193 0.04417 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 157/299 5.66G 0.03014 0.01281 0.002395 0.04535 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 157/299 5.66G 0.03014 0.01281 0.002395 0.04535 80 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 157/299 5.66G 0.03009 0.01269 0.002218 0.045 90 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 157/299 5.66G 0.03009 0.01269 0.002218 0.045 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 157/299 5.66G 0.02978 0.01266 0.002089 0.04453 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 157/299 5.66G 0.02978 0.01266 0.002089 0.04453 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 157/299 5.66G 0.02896 0.01258 0.002009 0.04355 95 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 157/299 5.66G 0.02896 0.01258 0.002009 0.04355 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 157/299 5.66G 0.02897 0.01234 0.00206 0.04337 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 157/299 5.66G 0.02897 0.01234 0.00206 0.04337 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 157/299 5.66G 0.02931 0.01238 0.002291 0.04398 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 157/299 5.66G 0.02931 0.01238 0.002291 0.04398 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 157/299 5.66G 0.02936 0.01228 0.002201 0.04384 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 157/299 5.66G 0.02936 0.01228 0.002201 0.04384 68 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 157/299 5.66G 0.02939 0.01232 0.002197 0.04391 86 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 157/299 5.66G 0.02939 0.01232 0.002197 0.04391 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 157/299 5.66G 0.02927 0.01222 0.002151 0.04364 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 157/299 5.66G 0.02927 0.01222 0.002151 0.04364 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 157/299 5.66G 0.02917 0.01201 0.002089 0.04327 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 157/299 5.66G 0.02917 0.01201 0.002089 0.04327 67 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 157/299 5.66G 0.02921 0.01218 0.002153 0.04354 99 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.681 0.622 0.656 0.366
0%| | 0/59 [00:00<?, ?it/s] 158/299 5.66G 0.02898 0.01556 0.005464 0.05 107 640: 0%| | 0/59 [00:00<?, ?it/s] 158/299 5.66G 0.02898 0.01556 0.005464 0.05 107 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 158/299 5.66G 0.02824 0.01374 0.00358 0.04556 85 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 158/299 5.66G 0.02824 0.01374 0.00358 0.04556 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 158/299 5.66G 0.02922 0.01311 0.003079 0.04541 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 158/299 5.66G 0.02922 0.01311 0.003079 0.04541 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 158/299 5.66G 0.03035 0.01218 0.002821 0.04535 57 640: 5%|▌ | 3/59 [00:00<00:13, 4.28it/s] 158/299 5.66G 0.03035 0.01218 0.002821 0.04535 57 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 158/299 5.66G 0.02972 0.01276 0.002621 0.0451 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 158/299 5.66G 0.02972 0.01276 0.002621 0.0451 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 158/299 5.66G 0.03038 0.01258 0.003147 0.0461 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 158/299 5.66G 0.03038 0.01258 0.003147 0.0461 82 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 158/299 5.66G 0.03047 0.01242 0.002871 0.04577 68 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 158/299 5.66G 0.03047 0.01242 0.002871 0.04577 68 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 158/299 5.66G 0.0303 0.01248 0.002702 0.04549 85 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 158/299 5.66G 0.0303 0.01248 0.002702 0.04549 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 158/299 5.66G 0.03002 0.0125 0.002809 0.04533 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 158/299 5.66G 0.03002 0.0125 0.002809 0.04533 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 158/299 5.66G 0.03002 0.01243 0.002903 0.04535 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 158/299 5.66G 0.03002 0.01243 0.002903 0.04535 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 158/299 5.66G 0.02964 0.01248 0.002738 0.04485 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 158/299 5.66G 0.02964 0.01248 0.002738 0.04485 99 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 158/299 5.66G 0.02938 0.01232 0.002658 0.04436 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 158/299 5.66G 0.02938 0.01232 0.002658 0.04436 73 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 158/299 5.66G 0.02951 0.01222 0.002781 0.04451 61 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 158/299 5.66G 0.02951 0.01222 0.002781 0.04451 61 640: 22%|██▏ | 13/59 [00:02<00:10, 4.26it/s] 158/299 5.66G 0.02946 0.01186 0.002704 0.04403 61 640: 22%|██▏ | 13/59 [00:03<00:10, 4.26it/s] 158/299 5.66G 0.02946 0.01186 0.002704 0.04403 61 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 158/299 5.66G 0.02934 0.01198 0.002735 0.04405 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 158/299 5.66G 0.02934 0.01198 0.002735 0.04405 96 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 158/299 5.66G 0.02928 0.01207 0.00269 0.04405 95 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.678 0.664 0.673 0.379
0%| | 0/59 [00:00<?, ?it/s] 159/299 5.66G 0.02893 0.0113 0.002435 0.04267 82 640: 0%| | 0/59 [00:00<?, ?it/s] 159/299 5.66G 0.02893 0.0113 0.002435 0.04267 82 640: 2%|▏ | 1/59 [00:00<00:13, 4.45it/s] 159/299 5.66G 0.02935 0.01165 0.00318 0.04418 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.45it/s] 159/299 5.66G 0.02935 0.01165 0.00318 0.04418 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 159/299 5.66G 0.02815 0.01127 0.002539 0.04196 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.23it/s] 159/299 5.66G 0.02815 0.01127 0.002539 0.04196 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 159/299 5.66G 0.02854 0.01069 0.002465 0.0417 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 159/299 5.66G 0.02854 0.01069 0.002465 0.0417 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 159/299 5.66G 0.02989 0.011 0.002822 0.04372 74 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 159/299 5.66G 0.02989 0.011 0.002822 0.04372 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 159/299 5.66G 0.03013 0.0115 0.003129 0.04475 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 159/299 5.66G 0.03013 0.0115 0.003129 0.04475 102 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 159/299 5.66G 0.03006 0.0117 0.002789 0.04455 98 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 159/299 5.66G 0.03006 0.0117 0.002789 0.04455 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 159/299 5.66G 0.02957 0.01177 0.002658 0.044 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 159/299 5.66G 0.02957 0.01177 0.002658 0.044 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 159/299 5.66G 0.02957 0.01191 0.002527 0.04401 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 159/299 5.66G 0.02957 0.01191 0.002527 0.04401 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 159/299 5.66G 0.02938 0.01175 0.00237 0.0435 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 159/299 5.66G 0.02938 0.01175 0.00237 0.0435 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 159/299 5.66G 0.02915 0.01183 0.002297 0.04328 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 159/299 5.66G 0.02915 0.01183 0.002297 0.04328 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 159/299 5.66G 0.02889 0.0116 0.00216 0.04265 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 159/299 5.66G 0.02889 0.0116 0.00216 0.04265 70 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 159/299 5.66G 0.02876 0.01157 0.002095 0.04243 77 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 159/299 5.66G 0.02876 0.01157 0.002095 0.04243 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 159/299 5.66G 0.02865 0.01149 0.002047 0.04218 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 159/299 5.66G 0.02865 0.01149 0.002047 0.04218 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 159/299 5.66G 0.02871 0.01152 0.001969 0.04219 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 159/299 5.66G 0.02871 0.01152 0.001969 0.04219 85 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 159/299 5.66G 0.02877 0.01181 0.00199 0.04257 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.653 0.69 0.679 0.396
0%| | 0/59 [00:00<?, ?it/s] 160/299 5.66G 0.0278 0.01071 0.003287 0.0418 74 640: 0%| | 0/59 [00:00<?, ?it/s] 160/299 5.66G 0.0278 0.01071 0.003287 0.0418 74 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 160/299 5.66G 0.02899 0.01206 0.002977 0.04402 95 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 160/299 5.66G 0.02899 0.01206 0.002977 0.04402 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 160/299 5.66G 0.03042 0.01215 0.002486 0.04506 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 160/299 5.66G 0.03042 0.01215 0.002486 0.04506 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 160/299 5.66G 0.02986 0.01148 0.002982 0.04432 60 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 160/299 5.66G 0.02986 0.01148 0.002982 0.04432 60 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 160/299 5.66G 0.02978 0.0123 0.003087 0.04517 99 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 160/299 5.66G 0.02978 0.0123 0.003087 0.04517 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 160/299 5.66G 0.03007 0.01217 0.00337 0.04561 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 160/299 5.66G 0.03007 0.01217 0.00337 0.04561 75 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 160/299 5.66G 0.02999 0.01225 0.003303 0.04554 79 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 160/299 5.66G 0.02999 0.01225 0.003303 0.04554 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 160/299 5.66G 0.02951 0.01205 0.002953 0.04451 73 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 160/299 5.66G 0.02951 0.01205 0.002953 0.04451 73 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 160/299 5.66G 0.0294 0.01198 0.002791 0.04417 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 160/299 5.66G 0.0294 0.01198 0.002791 0.04417 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 160/299 5.66G 0.02942 0.01221 0.002694 0.04433 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 160/299 5.66G 0.02942 0.01221 0.002694 0.04433 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 160/299 5.66G 0.02937 0.01226 0.002566 0.0442 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 160/299 5.66G 0.02937 0.01226 0.002566 0.0442 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 160/299 5.66G 0.02938 0.01199 0.002408 0.04378 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 160/299 5.66G 0.02938 0.01199 0.002408 0.04378 69 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 160/299 5.66G 0.0292 0.01187 0.002346 0.04342 78 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 160/299 5.66G 0.0292 0.01187 0.002346 0.04342 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 160/299 5.66G 0.02915 0.01175 0.002423 0.04333 68 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 160/299 5.66G 0.02915 0.01175 0.002423 0.04333 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 160/299 5.66G 0.02916 0.01163 0.002361 0.04316 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 160/299 5.66G 0.02916 0.01163 0.002361 0.04316 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 160/299 5.66G 0.02916 0.01149 0.002316 0.04297 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.66 0.713 0.669 0.383
0%| | 0/59 [00:00<?, ?it/s] 161/299 5.66G 0.02946 0.01334 0.003141 0.04595 92 640: 0%| | 0/59 [00:00<?, ?it/s] 161/299 5.66G 0.02946 0.01334 0.003141 0.04595 92 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 161/299 5.66G 0.0288 0.01391 0.004112 0.04682 105 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 161/299 5.66G 0.0288 0.01391 0.004112 0.04682 105 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 161/299 5.66G 0.02725 0.0128 0.003271 0.04332 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 161/299 5.66G 0.02725 0.0128 0.003271 0.04332 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 161/299 5.66G 0.02744 0.01307 0.003815 0.04433 104 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 161/299 5.66G 0.02744 0.01307 0.003815 0.04433 104 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 161/299 5.66G 0.02757 0.01271 0.003357 0.04363 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 161/299 5.66G 0.02757 0.01271 0.003357 0.04363 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 161/299 5.66G 0.02738 0.01265 0.003356 0.04339 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 161/299 5.66G 0.02738 0.01265 0.003356 0.04339 85 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 161/299 5.66G 0.02738 0.01259 0.003346 0.04332 86 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 161/299 5.66G 0.02738 0.01259 0.003346 0.04332 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 161/299 5.66G 0.02764 0.01246 0.00321 0.04331 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 161/299 5.66G 0.02764 0.01246 0.00321 0.04331 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 161/299 5.66G 0.02748 0.01254 0.003308 0.04333 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 161/299 5.66G 0.02748 0.01254 0.003308 0.04333 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 161/299 5.66G 0.02783 0.01263 0.003175 0.04364 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 161/299 5.66G 0.02783 0.01263 0.003175 0.04364 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 161/299 5.66G 0.02753 0.0126 0.003096 0.04323 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 161/299 5.66G 0.02753 0.0126 0.003096 0.04323 98 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 161/299 5.66G 0.02747 0.01245 0.002907 0.04283 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 161/299 5.66G 0.02747 0.01245 0.002907 0.04283 80 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 161/299 5.66G 0.02738 0.01246 0.002811 0.04266 86 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 161/299 5.66G 0.02738 0.01246 0.002811 0.04266 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 161/299 5.66G 0.02746 0.01244 0.002691 0.04259 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 161/299 5.66G 0.02746 0.01244 0.002691 0.04259 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 161/299 5.66G 0.02747 0.01236 0.003086 0.04291 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 161/299 5.66G 0.02747 0.01236 0.003086 0.04291 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 161/299 5.66G 0.02743 0.0123 0.002977 0.04271 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.675 0.674 0.661 0.376
0%| | 0/59 [00:00<?, ?it/s] 162/299 5.66G 0.02734 0.01485 0.002322 0.04451 93 640: 0%| | 0/59 [00:00<?, ?it/s] 162/299 5.66G 0.02734 0.01485 0.002322 0.04451 93 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 162/299 5.66G 0.02805 0.0144 0.001756 0.04421 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 162/299 5.66G 0.02805 0.0144 0.001756 0.04421 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 162/299 5.66G 0.02757 0.01384 0.001497 0.04291 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 162/299 5.66G 0.02757 0.01384 0.001497 0.04291 91 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 162/299 5.66G 0.02772 0.01347 0.00179 0.04297 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 162/299 5.66G 0.02772 0.01347 0.00179 0.04297 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 162/299 5.66G 0.0278 0.0128 0.002275 0.04287 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 162/299 5.66G 0.0278 0.0128 0.002275 0.04287 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 162/299 5.66G 0.02869 0.01238 0.002299 0.04337 56 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 162/299 5.66G 0.02869 0.01238 0.002299 0.04337 56 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 162/299 5.66G 0.02842 0.01191 0.002587 0.04291 59 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 162/299 5.66G 0.02842 0.01191 0.002587 0.04291 59 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 162/299 5.66G 0.0283 0.01241 0.002392 0.0431 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 162/299 5.66G 0.0283 0.01241 0.002392 0.0431 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 162/299 5.66G 0.02793 0.01223 0.002325 0.04248 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 162/299 5.66G 0.02793 0.01223 0.002325 0.04248 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 162/299 5.66G 0.02809 0.01224 0.002226 0.04255 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 162/299 5.66G 0.02809 0.01224 0.002226 0.04255 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 162/299 5.66G 0.02837 0.01238 0.002385 0.04313 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 162/299 5.66G 0.02837 0.01238 0.002385 0.04313 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 162/299 5.66G 0.02835 0.01238 0.002442 0.04317 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 162/299 5.66G 0.02835 0.01238 0.002442 0.04317 89 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 162/299 5.66G 0.02805 0.01229 0.002382 0.04272 84 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 162/299 5.66G 0.02805 0.01229 0.002382 0.04272 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 162/299 5.66G 0.02804 0.01223 0.00231 0.04258 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 162/299 5.66G 0.02804 0.01223 0.00231 0.04258 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 162/299 5.66G 0.02812 0.01243 0.002352 0.0429 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 162/299 5.66G 0.02812 0.01243 0.002352 0.0429 94 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 162/299 5.66G 0.02825 0.01234 0.002863 0.04346 66 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.685 0.683 0.677 0.39
0%| | 0/59 [00:00<?, ?it/s] 163/299 5.66G 0.02657 0.01022 0.002944 0.03973 75 640: 0%| | 0/59 [00:00<?, ?it/s] 163/299 5.66G 0.02657 0.01022 0.002944 0.03973 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 163/299 5.66G 0.02832 0.01112 0.002149 0.0416 71 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 163/299 5.66G 0.02832 0.01112 0.002149 0.0416 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 163/299 5.66G 0.02932 0.01215 0.00181 0.04328 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 163/299 5.66G 0.02932 0.01215 0.00181 0.04328 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 163/299 5.66G 0.02924 0.01221 0.002074 0.04352 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 163/299 5.66G 0.02924 0.01221 0.002074 0.04352 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 163/299 5.66G 0.02933 0.01203 0.001951 0.04331 65 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 163/299 5.66G 0.02933 0.01203 0.001951 0.04331 65 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 163/299 5.66G 0.02948 0.01211 0.003322 0.04491 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 163/299 5.66G 0.02948 0.01211 0.003322 0.04491 78 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 163/299 5.66G 0.02926 0.01218 0.003152 0.04459 89 640: 10%|█ | 6/59 [00:01<00:12, 4.26it/s] 163/299 5.66G 0.02926 0.01218 0.003152 0.04459 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 163/299 5.66G 0.02948 0.01233 0.003022 0.04483 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 163/299 5.66G 0.02948 0.01233 0.003022 0.04483 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.28it/s] 163/299 5.66G 0.02947 0.01239 0.003026 0.04489 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.28it/s] 163/299 5.66G 0.02947 0.01239 0.003026 0.04489 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 163/299 5.66G 0.02963 0.01228 0.002886 0.0448 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 163/299 5.66G 0.02963 0.01228 0.002886 0.0448 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 163/299 5.66G 0.0295 0.01246 0.002863 0.04483 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 163/299 5.66G 0.0295 0.01246 0.002863 0.04483 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 163/299 5.66G 0.0295 0.01222 0.002712 0.04444 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 163/299 5.66G 0.0295 0.01222 0.002712 0.04444 75 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 163/299 5.66G 0.02967 0.01221 0.002585 0.04447 82 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 163/299 5.66G 0.02967 0.01221 0.002585 0.04447 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 163/299 5.66G 0.02931 0.01226 0.002535 0.04411 96 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 163/299 5.66G 0.02931 0.01226 0.002535 0.04411 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 163/299 5.66G 0.02934 0.01234 0.002961 0.04464 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 163/299 5.66G 0.02934 0.01234 0.002961 0.04464 81 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 163/299 5.66G 0.02915 0.01213 0.002911 0.0442 70 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.707 0.63 0.672 0.386
0%| | 0/59 [00:00<?, ?it/s] 164/299 5.66G 0.03007 0.01225 0.002955 0.04528 77 640: 0%| | 0/59 [00:00<?, ?it/s] 164/299 5.66G 0.03007 0.01225 0.002955 0.04528 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 164/299 5.66G 0.02901 0.01221 0.002597 0.04382 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 164/299 5.66G 0.02901 0.01221 0.002597 0.04382 85 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 164/299 5.66G 0.02864 0.01247 0.002289 0.04341 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 164/299 5.66G 0.02864 0.01247 0.002289 0.04341 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 164/299 5.66G 0.02865 0.01221 0.002773 0.04364 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.24it/s] 164/299 5.66G 0.02865 0.01221 0.002773 0.04364 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 164/299 5.66G 0.02913 0.01256 0.002483 0.04417 94 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 164/299 5.66G 0.02913 0.01256 0.002483 0.04417 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 164/299 5.66G 0.0287 0.01317 0.002271 0.04414 114 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 164/299 5.66G 0.0287 0.01317 0.002271 0.04414 114 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 164/299 5.66G 0.02835 0.01304 0.002012 0.04341 89 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 164/299 5.66G 0.02835 0.01304 0.002012 0.04341 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 164/299 5.66G 0.02827 0.01322 0.001944 0.04344 110 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 164/299 5.66G 0.02827 0.01322 0.001944 0.04344 110 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 164/299 5.66G 0.02849 0.01317 0.001989 0.04365 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 164/299 5.66G 0.02849 0.01317 0.001989 0.04365 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 164/299 5.66G 0.02882 0.01312 0.002262 0.0442 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 164/299 5.66G 0.02882 0.01312 0.002262 0.0442 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 164/299 5.66G 0.02898 0.01288 0.002133 0.04399 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 164/299 5.66G 0.02898 0.01288 0.002133 0.04399 71 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 164/299 5.66G 0.02899 0.01296 0.002329 0.04428 85 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 164/299 5.66G 0.02899 0.01296 0.002329 0.04428 85 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 164/299 5.66G 0.02893 0.01298 0.002327 0.04424 93 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 164/299 5.66G 0.02893 0.01298 0.002327 0.04424 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 164/299 5.66G 0.02897 0.01282 0.002432 0.04422 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 164/299 5.66G 0.02897 0.01282 0.002432 0.04422 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 164/299 5.66G 0.02912 0.01262 0.002319 0.04407 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 164/299 5.66G 0.02912 0.01262 0.002319 0.04407 63 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 164/299 5.66G 0.02908 0.01247 0.002252 0.0438 72 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.631 0.669 0.649 0.372
0%| | 0/59 [00:00<?, ?it/s] 165/299 5.66G 0.02559 0.01427 0.002262 0.04213 97 640: 0%| | 0/59 [00:00<?, ?it/s] 165/299 5.66G 0.02559 0.01427 0.002262 0.04213 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 165/299 5.66G 0.02643 0.01365 0.002455 0.04253 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 165/299 5.66G 0.02643 0.01365 0.002455 0.04253 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 165/299 5.66G 0.02732 0.01274 0.00215 0.0422 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 165/299 5.66G 0.02732 0.01274 0.00215 0.0422 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 165/299 5.66G 0.02866 0.01331 0.002015 0.04399 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 165/299 5.66G 0.02866 0.01331 0.002015 0.04399 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 165/299 5.66G 0.02846 0.01268 0.002203 0.04335 69 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 165/299 5.66G 0.02846 0.01268 0.002203 0.04335 69 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 165/299 5.66G 0.0286 0.01288 0.002196 0.04367 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 165/299 5.66G 0.0286 0.01288 0.002196 0.04367 90 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 165/299 5.66G 0.02872 0.01306 0.001989 0.04377 94 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 165/299 5.66G 0.02872 0.01306 0.001989 0.04377 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 165/299 5.66G 0.02858 0.01276 0.001929 0.04327 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 165/299 5.66G 0.02858 0.01276 0.001929 0.04327 72 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 165/299 5.66G 0.02888 0.01282 0.002179 0.04388 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 165/299 5.66G 0.02888 0.01282 0.002179 0.04388 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 165/299 5.66G 0.0288 0.01273 0.002167 0.0437 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 165/299 5.66G 0.0288 0.01273 0.002167 0.0437 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 165/299 5.66G 0.0285 0.01261 0.002093 0.04321 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 165/299 5.66G 0.0285 0.01261 0.002093 0.04321 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 165/299 5.66G 0.02833 0.01245 0.002122 0.0429 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 165/299 5.66G 0.02833 0.01245 0.002122 0.0429 85 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 165/299 5.66G 0.02835 0.01238 0.002044 0.04278 83 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 165/299 5.66G 0.02835 0.01238 0.002044 0.04278 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 165/299 5.66G 0.02851 0.01219 0.002159 0.04286 62 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 165/299 5.66G 0.02851 0.01219 0.002159 0.04286 62 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 165/299 5.66G 0.02872 0.01228 0.002248 0.04324 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 165/299 5.66G 0.02872 0.01228 0.002248 0.04324 91 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 165/299 5.66G 0.02858 0.0121 0.002267 0.04295 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.724 0.66 0.677 0.391
0%| | 0/59 [00:00<?, ?it/s] 166/299 5.66G 0.02728 0.01124 0.002043 0.04056 84 640: 0%| | 0/59 [00:00<?, ?it/s] 166/299 5.66G 0.02728 0.01124 0.002043 0.04056 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 166/299 5.66G 0.02756 0.01104 0.001516 0.04012 72 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 166/299 5.66G 0.02756 0.01104 0.001516 0.04012 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 166/299 5.66G 0.02842 0.01131 0.00229 0.04202 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 166/299 5.66G 0.02842 0.01131 0.00229 0.04202 87 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 166/299 5.66G 0.02861 0.01162 0.002193 0.04243 88 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 166/299 5.66G 0.02861 0.01162 0.002193 0.04243 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 166/299 5.66G 0.02788 0.01158 0.002161 0.04163 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 166/299 5.66G 0.02788 0.01158 0.002161 0.04163 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 166/299 5.66G 0.02831 0.01151 0.002099 0.04191 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 166/299 5.66G 0.02831 0.01151 0.002099 0.04191 74 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 166/299 5.66G 0.02846 0.01126 0.002157 0.04187 77 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 166/299 5.66G 0.02846 0.01126 0.002157 0.04187 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 166/299 5.66G 0.02857 0.01162 0.002439 0.04263 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 166/299 5.66G 0.02857 0.01162 0.002439 0.04263 100 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 166/299 5.66G 0.02852 0.0119 0.002376 0.0428 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 166/299 5.66G 0.02852 0.0119 0.002376 0.0428 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 166/299 5.66G 0.02825 0.01193 0.002231 0.04241 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 166/299 5.66G 0.02825 0.01193 0.002231 0.04241 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 166/299 5.66G 0.02805 0.01189 0.002089 0.04203 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 166/299 5.66G 0.02805 0.01189 0.002089 0.04203 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 166/299 5.66G 0.02792 0.01177 0.001954 0.04165 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 166/299 5.66G 0.02792 0.01177 0.001954 0.04165 77 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 166/299 5.66G 0.02767 0.01178 0.001929 0.04138 84 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 166/299 5.66G 0.02767 0.01178 0.001929 0.04138 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 166/299 5.66G 0.02779 0.01169 0.001869 0.04134 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 166/299 5.66G 0.02779 0.01169 0.001869 0.04134 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 166/299 5.66G 0.02787 0.01166 0.001932 0.04146 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 166/299 5.66G 0.02787 0.01166 0.001932 0.04146 82 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 166/299 5.66G 0.028 0.0117 0.001998 0.04171 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.725 0.635 0.675 0.384
0%| | 0/59 [00:00<?, ?it/s] 167/299 5.66G 0.02733 0.01055 0.002562 0.04043 79 640: 0%| | 0/59 [00:00<?, ?it/s] 167/299 5.66G 0.02733 0.01055 0.002562 0.04043 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.48it/s] 167/299 5.66G 0.02688 0.01264 0.001907 0.04143 100 640: 2%|▏ | 1/59 [00:00<00:12, 4.48it/s] 167/299 5.66G 0.02688 0.01264 0.001907 0.04143 100 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 167/299 5.66G 0.02764 0.01154 0.002662 0.04185 66 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 167/299 5.66G 0.02764 0.01154 0.002662 0.04185 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 167/299 5.66G 0.02784 0.01207 0.00263 0.04255 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 167/299 5.66G 0.02784 0.01207 0.00263 0.04255 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.27it/s] 167/299 5.66G 0.02768 0.01255 0.00262 0.04285 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.27it/s] 167/299 5.66G 0.02768 0.01255 0.00262 0.04285 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 167/299 5.66G 0.02835 0.01282 0.002517 0.04368 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 167/299 5.66G 0.02835 0.01282 0.002517 0.04368 98 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 167/299 5.66G 0.02834 0.01282 0.002409 0.04357 82 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 167/299 5.66G 0.02834 0.01282 0.002409 0.04357 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 167/299 5.66G 0.02824 0.01275 0.002308 0.0433 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 167/299 5.66G 0.02824 0.01275 0.002308 0.0433 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 167/299 5.66G 0.02777 0.01251 0.002148 0.04243 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 167/299 5.66G 0.02777 0.01251 0.002148 0.04243 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 167/299 5.66G 0.0277 0.01257 0.002169 0.04244 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 167/299 5.66G 0.0277 0.01257 0.002169 0.04244 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 167/299 5.66G 0.0277 0.01266 0.00216 0.04252 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 167/299 5.66G 0.0277 0.01266 0.00216 0.04252 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 167/299 5.66G 0.02754 0.0126 0.002101 0.04224 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 167/299 5.66G 0.02754 0.0126 0.002101 0.04224 82 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 167/299 5.66G 0.02758 0.01257 0.002189 0.04234 75 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 167/299 5.66G 0.02758 0.01257 0.002189 0.04234 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 167/299 5.66G 0.02777 0.01264 0.002403 0.04281 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 167/299 5.66G 0.02777 0.01264 0.002403 0.04281 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 167/299 5.66G 0.02782 0.01267 0.002332 0.04282 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 167/299 5.66G 0.02782 0.01267 0.002332 0.04282 92 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 167/299 5.66G 0.02778 0.01265 0.002316 0.04275 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.677 0.682 0.667 0.381
0%| | 0/59 [00:00<?, ?it/s] 168/299 5.66G 0.0293 0.01048 0.003136 0.04292 63 640: 0%| | 0/59 [00:00<?, ?it/s] 168/299 5.66G 0.0293 0.01048 0.003136 0.04292 63 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 168/299 5.66G 0.0297 0.01149 0.003162 0.04435 65 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 168/299 5.66G 0.0297 0.01149 0.003162 0.04435 65 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 168/299 5.66G 0.03014 0.01199 0.003067 0.0452 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 168/299 5.66G 0.03014 0.01199 0.003067 0.0452 94 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 168/299 5.66G 0.02961 0.01223 0.00294 0.04478 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 168/299 5.66G 0.02961 0.01223 0.00294 0.04478 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 168/299 5.66G 0.0302 0.01183 0.00313 0.04516 67 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 168/299 5.66G 0.0302 0.01183 0.00313 0.04516 67 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 168/299 5.66G 0.03009 0.01226 0.00291 0.04526 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 168/299 5.66G 0.03009 0.01226 0.00291 0.04526 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 168/299 5.66G 0.03018 0.01242 0.002843 0.04544 86 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 168/299 5.66G 0.03018 0.01242 0.002843 0.04544 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 168/299 5.66G 0.03003 0.01256 0.002831 0.04542 97 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 168/299 5.66G 0.03003 0.01256 0.002831 0.04542 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 168/299 5.66G 0.02951 0.0122 0.003047 0.04476 67 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 168/299 5.66G 0.02951 0.0122 0.003047 0.04476 67 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 168/299 5.66G 0.02934 0.01231 0.002903 0.04455 107 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 168/299 5.66G 0.02934 0.01231 0.002903 0.04455 107 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 168/299 5.66G 0.02942 0.01217 0.002736 0.04433 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 168/299 5.66G 0.02942 0.01217 0.002736 0.04433 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 168/299 5.66G 0.02939 0.01227 0.002731 0.04439 93 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 168/299 5.66G 0.02939 0.01227 0.002731 0.04439 93 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 168/299 5.66G 0.02938 0.01228 0.002698 0.04437 79 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 168/299 5.66G 0.02938 0.01228 0.002698 0.04437 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.32it/s] 168/299 5.66G 0.02922 0.01227 0.002625 0.04412 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 168/299 5.66G 0.02922 0.01227 0.002625 0.04412 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 168/299 5.66G 0.02906 0.0121 0.002492 0.04365 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 168/299 5.66G 0.02906 0.0121 0.002492 0.04365 88 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 168/299 5.66G 0.02887 0.01197 0.002559 0.0434 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.664 0.691 0.671 0.375
0%| | 0/59 [00:00<?, ?it/s] 169/299 5.66G 0.02883 0.01214 0.003585 0.04456 77 640: 0%| | 0/59 [00:00<?, ?it/s] 169/299 5.66G 0.02883 0.01214 0.003585 0.04456 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 169/299 5.66G 0.02951 0.01231 0.00425 0.04607 66 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 169/299 5.66G 0.02951 0.01231 0.00425 0.04607 66 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 169/299 5.66G 0.02951 0.01071 0.003215 0.04343 55 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 169/299 5.66G 0.02951 0.01071 0.003215 0.04343 55 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 169/299 5.66G 0.02819 0.01063 0.002992 0.04181 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 169/299 5.66G 0.02819 0.01063 0.002992 0.04181 67 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 169/299 5.66G 0.02801 0.01104 0.002853 0.04191 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 169/299 5.66G 0.02801 0.01104 0.002853 0.04191 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 169/299 5.66G 0.028 0.01147 0.002799 0.04227 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 169/299 5.66G 0.028 0.01147 0.002799 0.04227 94 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 169/299 5.66G 0.02807 0.01166 0.00272 0.04245 84 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 169/299 5.66G 0.02807 0.01166 0.00272 0.04245 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 169/299 5.66G 0.02852 0.01209 0.002608 0.04321 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 169/299 5.66G 0.02852 0.01209 0.002608 0.04321 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 169/299 5.66G 0.02806 0.0119 0.002374 0.04234 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 169/299 5.66G 0.02806 0.0119 0.002374 0.04234 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 169/299 5.66G 0.02815 0.01217 0.002369 0.04269 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 169/299 5.66G 0.02815 0.01217 0.002369 0.04269 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 169/299 5.66G 0.02821 0.01238 0.002427 0.04302 111 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 169/299 5.66G 0.02821 0.01238 0.002427 0.04302 111 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 169/299 5.66G 0.0279 0.0121 0.002305 0.0423 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 169/299 5.66G 0.0279 0.0121 0.002305 0.0423 70 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 169/299 5.66G 0.02803 0.01215 0.002298 0.04248 88 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 169/299 5.66G 0.02803 0.01215 0.002298 0.04248 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 169/299 5.66G 0.02788 0.01213 0.002331 0.04234 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 169/299 5.66G 0.02788 0.01213 0.002331 0.04234 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 169/299 5.66G 0.02801 0.01209 0.002222 0.04232 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 169/299 5.66G 0.02801 0.01209 0.002222 0.04232 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 169/299 5.66G 0.02811 0.01208 0.002197 0.04238 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.748 0.633 0.686 0.38
0%| | 0/59 [00:00<?, ?it/s] 170/299 5.66G 0.02574 0.01214 0.0005675 0.03844 91 640: 0%| | 0/59 [00:00<?, ?it/s] 170/299 5.66G 0.02574 0.01214 0.0005675 0.03844 91 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 170/299 5.66G 0.02678 0.01236 0.001783 0.04092 90 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 170/299 5.66G 0.02678 0.01236 0.001783 0.04092 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 170/299 5.66G 0.02738 0.01188 0.00311 0.04237 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 170/299 5.66G 0.02738 0.01188 0.00311 0.04237 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 170/299 5.66G 0.02755 0.01163 0.002895 0.04207 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 170/299 5.66G 0.02755 0.01163 0.002895 0.04207 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 170/299 5.66G 0.02736 0.01165 0.0027 0.04171 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 170/299 5.66G 0.02736 0.01165 0.0027 0.04171 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 170/299 5.66G 0.02698 0.0116 0.002518 0.04111 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 170/299 5.66G 0.02698 0.0116 0.002518 0.04111 82 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 170/299 5.66G 0.02697 0.01172 0.002301 0.04099 88 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 170/299 5.66G 0.02697 0.01172 0.002301 0.04099 88 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 170/299 5.66G 0.02705 0.01177 0.002185 0.041 91 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 170/299 5.66G 0.02705 0.01177 0.002185 0.041 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 170/299 5.66G 0.02735 0.01198 0.002618 0.04194 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 170/299 5.66G 0.02735 0.01198 0.002618 0.04194 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 170/299 5.66G 0.0277 0.0121 0.002828 0.04263 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 170/299 5.66G 0.0277 0.0121 0.002828 0.04263 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 170/299 5.66G 0.02741 0.01191 0.002963 0.04228 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 170/299 5.66G 0.02741 0.01191 0.002963 0.04228 77 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 170/299 5.66G 0.02739 0.01169 0.002865 0.04194 66 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 170/299 5.66G 0.02739 0.01169 0.002865 0.04194 66 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 170/299 5.66G 0.02745 0.01167 0.002849 0.04197 85 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 170/299 5.66G 0.02745 0.01167 0.002849 0.04197 85 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 170/299 5.66G 0.02763 0.01164 0.002777 0.04205 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 170/299 5.66G 0.02763 0.01164 0.002777 0.04205 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 170/299 5.66G 0.02775 0.01147 0.002781 0.042 64 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 170/299 5.66G 0.02775 0.01147 0.002781 0.042 64 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 170/299 5.66G 0.02761 0.01142 0.002641 0.04166 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.658 0.662 0.377
0%| | 0/59 [00:00<?, ?it/s] 171/299 5.66G 0.02666 0.01392 0.002012 0.04259 94 640: 0%| | 0/59 [00:00<?, ?it/s] 171/299 5.66G 0.02666 0.01392 0.002012 0.04259 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.33it/s] 171/299 5.66G 0.02703 0.01357 0.001688 0.04229 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.33it/s] 171/299 5.66G 0.02703 0.01357 0.001688 0.04229 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 171/299 5.66G 0.02728 0.01322 0.002831 0.04333 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 171/299 5.66G 0.02728 0.01322 0.002831 0.04333 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 171/299 5.66G 0.02729 0.01239 0.002505 0.04219 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 171/299 5.66G 0.02729 0.01239 0.002505 0.04219 63 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 171/299 5.66G 0.02754 0.01201 0.00241 0.04197 68 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 171/299 5.66G 0.02754 0.01201 0.00241 0.04197 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 171/299 5.66G 0.02782 0.01209 0.00219 0.0421 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 171/299 5.66G 0.02782 0.01209 0.00219 0.0421 85 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 171/299 5.66G 0.02759 0.01173 0.002136 0.04146 62 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 171/299 5.66G 0.02759 0.01173 0.002136 0.04146 62 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 171/299 5.66G 0.02756 0.01167 0.002102 0.04133 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 171/299 5.66G 0.02756 0.01167 0.002102 0.04133 82 640: 14%|█▎ | 8/59 [00:01<00:11, 4.28it/s] 171/299 5.66G 0.02761 0.01195 0.002095 0.04165 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.28it/s] 171/299 5.66G 0.02761 0.01195 0.002095 0.04165 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 171/299 5.66G 0.02771 0.01202 0.002077 0.04181 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 171/299 5.66G 0.02771 0.01202 0.002077 0.04181 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 171/299 5.66G 0.02785 0.01193 0.00194 0.04172 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 171/299 5.66G 0.02785 0.01193 0.00194 0.04172 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 171/299 5.66G 0.028 0.01202 0.001937 0.04196 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 171/299 5.66G 0.028 0.01202 0.001937 0.04196 79 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 171/299 5.66G 0.02849 0.01208 0.002064 0.04263 79 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 171/299 5.66G 0.02849 0.01208 0.002064 0.04263 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 171/299 5.66G 0.02845 0.01196 0.002028 0.04244 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 171/299 5.66G 0.02845 0.01196 0.002028 0.04244 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 171/299 5.66G 0.02858 0.01199 0.001945 0.04252 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 171/299 5.66G 0.02858 0.01199 0.001945 0.04252 93 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 171/299 5.66G 0.02864 0.01203 0.002064 0.04274 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.736 0.634 0.677 0.391
0%| | 0/59 [00:00<?, ?it/s] 172/299 5.66G 0.0284 0.01348 0.003427 0.04531 81 640: 0%| | 0/59 [00:00<?, ?it/s] 172/299 5.66G 0.0284 0.01348 0.003427 0.04531 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 172/299 5.66G 0.02878 0.01231 0.002231 0.04332 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 172/299 5.66G 0.02878 0.01231 0.002231 0.04332 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 172/299 5.66G 0.02847 0.01169 0.002486 0.04265 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 172/299 5.66G 0.02847 0.01169 0.002486 0.04265 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 172/299 5.66G 0.02933 0.01155 0.002365 0.04324 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 172/299 5.66G 0.02933 0.01155 0.002365 0.04324 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 172/299 5.66G 0.02917 0.01115 0.002405 0.04273 70 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 172/299 5.66G 0.02917 0.01115 0.002405 0.04273 70 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 172/299 5.66G 0.02913 0.01152 0.002165 0.04281 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 172/299 5.66G 0.02913 0.01152 0.002165 0.04281 102 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 172/299 5.66G 0.02916 0.01148 0.002157 0.04279 71 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 172/299 5.66G 0.02916 0.01148 0.002157 0.04279 71 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 172/299 5.66G 0.02906 0.01178 0.002156 0.043 104 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 172/299 5.66G 0.02906 0.01178 0.002156 0.043 104 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 172/299 5.66G 0.02882 0.01176 0.002442 0.04303 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 172/299 5.66G 0.02882 0.01176 0.002442 0.04303 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 172/299 5.66G 0.0288 0.01172 0.002479 0.043 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 172/299 5.66G 0.0288 0.01172 0.002479 0.043 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 172/299 5.66G 0.0289 0.01193 0.002557 0.04338 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 172/299 5.66G 0.0289 0.01193 0.002557 0.04338 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 172/299 5.66G 0.02869 0.01178 0.002436 0.04291 69 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 172/299 5.66G 0.02869 0.01178 0.002436 0.04291 69 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 172/299 5.66G 0.02852 0.01193 0.002462 0.04292 88 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 172/299 5.66G 0.02852 0.01193 0.002462 0.04292 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 172/299 5.66G 0.02855 0.01224 0.002507 0.0433 109 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 172/299 5.66G 0.02855 0.01224 0.002507 0.0433 109 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 172/299 5.66G 0.02867 0.01213 0.002455 0.04326 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 172/299 5.66G 0.02867 0.01213 0.002455 0.04326 67 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 172/299 5.66G 0.02831 0.01203 0.002394 0.04274 74 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.67 0.682 0.661 0.387
0%| | 0/59 [00:00<?, ?it/s] 173/299 5.66G 0.03071 0.01126 0.002026 0.044 68 640: 0%| | 0/59 [00:00<?, ?it/s] 173/299 5.66G 0.03071 0.01126 0.002026 0.044 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 173/299 5.66G 0.03038 0.01169 0.004697 0.04677 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 173/299 5.66G 0.03038 0.01169 0.004697 0.04677 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 173/299 5.66G 0.02889 0.01166 0.003805 0.04435 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 173/299 5.66G 0.02889 0.01166 0.003805 0.04435 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 173/299 5.66G 0.02973 0.01161 0.004466 0.0458 62 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 173/299 5.66G 0.02973 0.01161 0.004466 0.0458 62 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 173/299 5.66G 0.02905 0.01186 0.003853 0.04477 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 173/299 5.66G 0.02905 0.01186 0.003853 0.04477 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 173/299 5.66G 0.02917 0.01222 0.0035 0.04489 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 173/299 5.66G 0.02917 0.01222 0.0035 0.04489 92 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 173/299 5.66G 0.02917 0.01205 0.003651 0.04486 69 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 173/299 5.66G 0.02917 0.01205 0.003651 0.04486 69 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 173/299 5.66G 0.0292 0.01249 0.003554 0.04524 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 173/299 5.66G 0.0292 0.01249 0.003554 0.04524 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 173/299 5.66G 0.02887 0.01239 0.003423 0.04468 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 173/299 5.66G 0.02887 0.01239 0.003423 0.04468 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 173/299 5.66G 0.02871 0.0121 0.003163 0.04397 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 173/299 5.66G 0.02871 0.0121 0.003163 0.04397 68 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 173/299 5.66G 0.02863 0.01216 0.003197 0.04399 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 173/299 5.66G 0.02863 0.01216 0.003197 0.04399 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 173/299 5.66G 0.02864 0.01203 0.003017 0.04368 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 173/299 5.66G 0.02864 0.01203 0.003017 0.04368 74 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 173/299 5.66G 0.0285 0.01193 0.003131 0.04357 68 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 173/299 5.66G 0.0285 0.01193 0.003131 0.04357 68 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 173/299 5.66G 0.02851 0.01213 0.003192 0.04383 97 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 173/299 5.66G 0.02851 0.01213 0.003192 0.04383 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 173/299 5.66G 0.02825 0.012 0.003027 0.04328 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.32it/s] 173/299 5.66G 0.02825 0.012 0.003027 0.04328 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 173/299 5.66G 0.02827 0.012 0.002925 0.0432 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.679 0.664 0.673 0.383
0%| | 0/59 [00:00<?, ?it/s] 174/299 5.66G 0.02991 0.01147 0.001808 0.04318 77 640: 0%| | 0/59 [00:00<?, ?it/s] 174/299 5.66G 0.02991 0.01147 0.001808 0.04318 77 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 174/299 5.66G 0.02783 0.01153 0.001109 0.04047 88 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 174/299 5.66G 0.02783 0.01153 0.001109 0.04047 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 174/299 5.66G 0.02784 0.0112 0.001087 0.04012 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 174/299 5.66G 0.02784 0.0112 0.001087 0.04012 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 174/299 5.66G 0.02739 0.01181 0.001404 0.0406 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 174/299 5.66G 0.02739 0.01181 0.001404 0.0406 97 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 174/299 5.66G 0.02804 0.01144 0.001342 0.04082 65 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 174/299 5.66G 0.02804 0.01144 0.001342 0.04082 65 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 174/299 5.66G 0.02866 0.01209 0.001442 0.04218 103 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 174/299 5.66G 0.02866 0.01209 0.001442 0.04218 103 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 174/299 5.66G 0.0282 0.01189 0.001324 0.04141 75 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 174/299 5.66G 0.0282 0.01189 0.001324 0.04141 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 174/299 5.66G 0.02807 0.01213 0.001337 0.04154 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 174/299 5.66G 0.02807 0.01213 0.001337 0.04154 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 174/299 5.66G 0.02816 0.01199 0.001305 0.04146 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 174/299 5.66G 0.02816 0.01199 0.001305 0.04146 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 174/299 5.66G 0.02844 0.01197 0.001533 0.04194 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 174/299 5.66G 0.02844 0.01197 0.001533 0.04194 71 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 174/299 5.66G 0.02836 0.01207 0.001521 0.04195 95 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 174/299 5.66G 0.02836 0.01207 0.001521 0.04195 95 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 174/299 5.66G 0.02837 0.01203 0.001513 0.04191 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 174/299 5.66G 0.02837 0.01203 0.001513 0.04191 81 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 174/299 5.66G 0.02819 0.01202 0.001497 0.04171 81 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 174/299 5.66G 0.02819 0.01202 0.001497 0.04171 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 174/299 5.66G 0.02814 0.01207 0.001631 0.04184 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 174/299 5.66G 0.02814 0.01207 0.001631 0.04184 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 174/299 5.66G 0.02803 0.01196 0.001617 0.04161 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 174/299 5.66G 0.02803 0.01196 0.001617 0.04161 75 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 174/299 5.66G 0.02797 0.012 0.001626 0.0416 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.674 0.676 0.674 0.389
0%| | 0/59 [00:00<?, ?it/s] 175/299 5.66G 0.02726 0.01184 0.002126 0.04122 82 640: 0%| | 0/59 [00:00<?, ?it/s] 175/299 5.66G 0.02726 0.01184 0.002126 0.04122 82 640: 2%|▏ | 1/59 [00:00<00:13, 4.38it/s] 175/299 5.66G 0.02739 0.01116 0.001983 0.04053 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.38it/s] 175/299 5.66G 0.02739 0.01116 0.001983 0.04053 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 175/299 5.66G 0.0271 0.01097 0.001553 0.03962 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 175/299 5.66G 0.0271 0.01097 0.001553 0.03962 87 640: 5%|▌ | 3/59 [00:00<00:14, 3.75it/s] 175/299 5.66G 0.02651 0.01096 0.002102 0.03957 85 640: 5%|▌ | 3/59 [00:01<00:14, 3.75it/s] 175/299 5.66G 0.02651 0.01096 0.002102 0.03957 85 640: 7%|▋ | 4/59 [00:01<00:14, 3.92it/s] 175/299 5.66G 0.02672 0.01193 0.00195 0.0406 113 640: 7%|▋ | 4/59 [00:01<00:14, 3.92it/s] 175/299 5.66G 0.02672 0.01193 0.00195 0.0406 113 640: 8%|▊ | 5/59 [00:01<00:13, 4.15it/s] 175/299 5.66G 0.0261 0.01181 0.002127 0.04004 80 640: 8%|▊ | 5/59 [00:01<00:13, 4.15it/s] 175/299 5.66G 0.0261 0.01181 0.002127 0.04004 80 640: 10%|█ | 6/59 [00:01<00:12, 4.17it/s] 175/299 5.66G 0.02619 0.01178 0.002828 0.04079 83 640: 10%|█ | 6/59 [00:01<00:12, 4.17it/s] 175/299 5.66G 0.02619 0.01178 0.002828 0.04079 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 175/299 5.66G 0.02637 0.01204 0.00263 0.04103 94 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 175/299 5.66G 0.02637 0.01204 0.00263 0.04103 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 175/299 5.66G 0.02624 0.01204 0.002396 0.04068 99 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 175/299 5.66G 0.02624 0.01204 0.002396 0.04068 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 175/299 5.66G 0.02618 0.01179 0.002284 0.04026 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 175/299 5.66G 0.02618 0.01179 0.002284 0.04026 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 175/299 5.66G 0.02614 0.01163 0.002156 0.03993 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 175/299 5.66G 0.02614 0.01163 0.002156 0.03993 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 175/299 5.66G 0.02617 0.01149 0.002059 0.03972 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 175/299 5.66G 0.02617 0.01149 0.002059 0.03972 72 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 175/299 5.66G 0.02609 0.01145 0.002018 0.03956 78 640: 20%|██ | 12/59 [00:03<00:10, 4.37it/s] 175/299 5.66G 0.02609 0.01145 0.002018 0.03956 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 175/299 5.66G 0.02597 0.01147 0.001965 0.0394 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 175/299 5.66G 0.02597 0.01147 0.001965 0.0394 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 175/299 5.66G 0.02621 0.01148 0.002125 0.03981 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 175/299 5.66G 0.02621 0.01148 0.002125 0.03981 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 175/299 5.66G 0.02591 0.01156 0.002096 0.03957 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.668 0.687 0.685 0.388
0%| | 0/59 [00:00<?, ?it/s] 176/299 5.66G 0.02776 0.01505 0.004742 0.04754 99 640: 0%| | 0/59 [00:00<?, ?it/s] 176/299 5.66G 0.02776 0.01505 0.004742 0.04754 99 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 176/299 5.66G 0.02819 0.01388 0.002701 0.04477 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 176/299 5.66G 0.02819 0.01388 0.002701 0.04477 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 176/299 5.66G 0.02935 0.01257 0.003682 0.04559 65 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 176/299 5.66G 0.02935 0.01257 0.003682 0.04559 65 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 176/299 5.66G 0.02871 0.01188 0.003307 0.0439 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 176/299 5.66G 0.02871 0.01188 0.003307 0.0439 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 176/299 5.66G 0.02829 0.01186 0.003267 0.04341 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 176/299 5.66G 0.02829 0.01186 0.003267 0.04341 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 176/299 5.66G 0.02814 0.01224 0.002862 0.04324 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 176/299 5.66G 0.02814 0.01224 0.002862 0.04324 102 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 176/299 5.66G 0.02771 0.01177 0.003048 0.04253 78 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 176/299 5.66G 0.02771 0.01177 0.003048 0.04253 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 176/299 5.66G 0.02768 0.01211 0.003038 0.04283 101 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 176/299 5.66G 0.02768 0.01211 0.003038 0.04283 101 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 176/299 5.66G 0.02765 0.01227 0.002769 0.04269 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 176/299 5.66G 0.02765 0.01227 0.002769 0.04269 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 176/299 5.66G 0.02771 0.01248 0.002674 0.04286 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 176/299 5.66G 0.02771 0.01248 0.002674 0.04286 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 176/299 5.66G 0.02775 0.01237 0.002529 0.04265 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 176/299 5.66G 0.02775 0.01237 0.002529 0.04265 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 176/299 5.66G 0.0279 0.01215 0.002501 0.04255 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.30it/s] 176/299 5.66G 0.0279 0.01215 0.002501 0.04255 83 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 176/299 5.66G 0.02787 0.01233 0.002404 0.0426 92 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 176/299 5.66G 0.02787 0.01233 0.002404 0.0426 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 176/299 5.66G 0.02794 0.01234 0.002594 0.04288 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 176/299 5.66G 0.02794 0.01234 0.002594 0.04288 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 176/299 5.66G 0.02816 0.01218 0.002636 0.04297 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 176/299 5.66G 0.02816 0.01218 0.002636 0.04297 70 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 176/299 5.66G 0.02821 0.01221 0.002569 0.04298 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.71 0.695 0.689 0.386
0%| | 0/59 [00:00<?, ?it/s] 177/299 5.66G 0.0272 0.01616 0.001698 0.04506 104 640: 0%| | 0/59 [00:00<?, ?it/s] 177/299 5.66G 0.0272 0.01616 0.001698 0.04506 104 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 177/299 5.66G 0.02661 0.01468 0.001491 0.04278 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.54it/s] 177/299 5.66G 0.02661 0.01468 0.001491 0.04278 97 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 177/299 5.66G 0.02729 0.0142 0.001162 0.04265 106 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 177/299 5.66G 0.02729 0.0142 0.001162 0.04265 106 640: 5%|▌ | 3/59 [00:00<00:14, 3.85it/s] 177/299 5.66G 0.02644 0.01345 0.001012 0.04091 83 640: 5%|▌ | 3/59 [00:00<00:14, 3.85it/s] 177/299 5.66G 0.02644 0.01345 0.001012 0.04091 83 640: 7%|▋ | 4/59 [00:00<00:13, 3.97it/s] 177/299 5.66G 0.02718 0.01334 0.0009353 0.04146 90 640: 7%|▋ | 4/59 [00:01<00:13, 3.97it/s] 177/299 5.66G 0.02718 0.01334 0.0009353 0.04146 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 177/299 5.66G 0.02698 0.01319 0.001398 0.04157 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 177/299 5.66G 0.02698 0.01319 0.001398 0.04157 81 640: 10%|█ | 6/59 [00:01<00:12, 4.20it/s] 177/299 5.66G 0.02721 0.01281 0.00158 0.04161 75 640: 10%|█ | 6/59 [00:01<00:12, 4.20it/s] 177/299 5.66G 0.02721 0.01281 0.00158 0.04161 75 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 177/299 5.66G 0.02714 0.01301 0.001519 0.04167 94 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 177/299 5.66G 0.02714 0.01301 0.001519 0.04167 94 640: 14%|█▎ | 8/59 [00:01<00:12, 4.24it/s] 177/299 5.66G 0.02689 0.01264 0.00153 0.04106 75 640: 14%|█▎ | 8/59 [00:02<00:12, 4.24it/s] 177/299 5.66G 0.02689 0.01264 0.00153 0.04106 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 177/299 5.66G 0.02696 0.01241 0.001559 0.04092 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 177/299 5.66G 0.02696 0.01241 0.001559 0.04092 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 177/299 5.66G 0.0268 0.01223 0.001918 0.04095 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.29it/s] 177/299 5.66G 0.0268 0.01223 0.001918 0.04095 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 177/299 5.66G 0.0268 0.01209 0.001889 0.04078 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 177/299 5.66G 0.0268 0.01209 0.001889 0.04078 75 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 177/299 5.66G 0.02691 0.01194 0.001858 0.04071 75 640: 20%|██ | 12/59 [00:03<00:10, 4.31it/s] 177/299 5.66G 0.02691 0.01194 0.001858 0.04071 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 177/299 5.66G 0.02715 0.01202 0.002108 0.04128 92 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 177/299 5.66G 0.02715 0.01202 0.002108 0.04128 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 177/299 5.66G 0.02719 0.01211 0.002078 0.04137 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 177/299 5.66G 0.02719 0.01211 0.002078 0.04137 97 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 177/299 5.66G 0.02722 0.01223 0.002064 0.04152 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.725 0.636 0.678 0.389
0%| | 0/59 [00:00<?, ?it/s] 178/299 5.66G 0.02324 0.01069 0.001492 0.03542 92 640: 0%| | 0/59 [00:00<?, ?it/s] 178/299 5.66G 0.02324 0.01069 0.001492 0.03542 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 178/299 5.66G 0.02604 0.01169 0.002294 0.04003 93 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 178/299 5.66G 0.02604 0.01169 0.002294 0.04003 93 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 178/299 5.66G 0.02659 0.012 0.002591 0.04118 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 178/299 5.66G 0.02659 0.012 0.002591 0.04118 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 178/299 5.66G 0.02646 0.01203 0.002703 0.04119 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 178/299 5.66G 0.02646 0.01203 0.002703 0.04119 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 178/299 5.66G 0.02631 0.01211 0.002522 0.04094 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 178/299 5.66G 0.02631 0.01211 0.002522 0.04094 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 178/299 5.66G 0.02673 0.01217 0.002462 0.04136 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 178/299 5.66G 0.02673 0.01217 0.002462 0.04136 100 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 178/299 5.66G 0.02688 0.01226 0.002266 0.04141 89 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 178/299 5.66G 0.02688 0.01226 0.002266 0.04141 89 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 178/299 5.66G 0.02697 0.01227 0.00233 0.04157 84 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 178/299 5.66G 0.02697 0.01227 0.00233 0.04157 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 178/299 5.66G 0.02707 0.01224 0.002145 0.04145 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 178/299 5.66G 0.02707 0.01224 0.002145 0.04145 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 178/299 5.66G 0.02723 0.01211 0.00231 0.04166 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 178/299 5.66G 0.02723 0.01211 0.00231 0.04166 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 178/299 5.66G 0.02749 0.01194 0.002165 0.0416 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 178/299 5.66G 0.02749 0.01194 0.002165 0.0416 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 178/299 5.66G 0.02744 0.01193 0.002123 0.04148 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 178/299 5.66G 0.02744 0.01193 0.002123 0.04148 80 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 178/299 5.66G 0.02747 0.01198 0.002102 0.04154 93 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 178/299 5.66G 0.02747 0.01198 0.002102 0.04154 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 178/299 5.66G 0.02766 0.01192 0.00215 0.04173 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 178/299 5.66G 0.02766 0.01192 0.00215 0.04173 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 178/299 5.66G 0.02776 0.01176 0.002147 0.04166 56 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 178/299 5.66G 0.02776 0.01176 0.002147 0.04166 56 640: 25%|██▌ | 15/59 [00:03<00:10, 4.33it/s] 178/299 5.66G 0.02773 0.01174 0.002084 0.04156 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.665 0.738 0.683 0.383
0%| | 0/59 [00:00<?, ?it/s] 179/299 5.66G 0.02783 0.00984 0.001281 0.03895 73 640: 0%| | 0/59 [00:00<?, ?it/s] 179/299 5.66G 0.02783 0.00984 0.001281 0.03895 73 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 179/299 5.66G 0.02841 0.0104 0.0009652 0.03978 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 179/299 5.66G 0.02841 0.0104 0.0009652 0.03978 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 179/299 5.66G 0.02746 0.009853 0.001153 0.03846 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.32it/s] 179/299 5.66G 0.02746 0.009853 0.001153 0.03846 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 179/299 5.66G 0.02739 0.009792 0.0009835 0.03817 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 179/299 5.66G 0.02739 0.009792 0.0009835 0.03817 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 179/299 5.66G 0.02747 0.01029 0.001002 0.03876 99 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 179/299 5.66G 0.02747 0.01029 0.001002 0.03876 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 179/299 5.66G 0.02755 0.01073 0.00112 0.03941 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 179/299 5.66G 0.02755 0.01073 0.00112 0.03941 91 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 179/299 5.66G 0.028 0.01099 0.00202 0.04101 83 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 179/299 5.66G 0.028 0.01099 0.00202 0.04101 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 179/299 5.66G 0.02799 0.01128 0.001875 0.04115 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 179/299 5.66G 0.02799 0.01128 0.001875 0.04115 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 179/299 5.66G 0.02785 0.01161 0.001892 0.04135 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 179/299 5.66G 0.02785 0.01161 0.001892 0.04135 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 179/299 5.66G 0.0279 0.01151 0.001798 0.0412 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 179/299 5.66G 0.0279 0.01151 0.001798 0.0412 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 179/299 5.66G 0.02777 0.01167 0.001831 0.04127 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 179/299 5.66G 0.02777 0.01167 0.001831 0.04127 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 179/299 5.66G 0.02738 0.01141 0.001998 0.04079 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 179/299 5.66G 0.02738 0.01141 0.001998 0.04079 70 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 179/299 5.66G 0.0272 0.0115 0.001994 0.0407 83 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 179/299 5.66G 0.0272 0.0115 0.001994 0.0407 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 179/299 5.66G 0.02736 0.01143 0.001987 0.04077 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 179/299 5.66G 0.02736 0.01143 0.001987 0.04077 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 179/299 5.66G 0.02749 0.01139 0.001947 0.04083 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 179/299 5.66G 0.02749 0.01139 0.001947 0.04083 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 179/299 5.66G 0.02744 0.01146 0.001896 0.0408 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.19s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.09s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.686 0.661 0.658 0.382
0%| | 0/59 [00:00<?, ?it/s] 180/299 5.66G 0.02973 0.01161 0.001225 0.04256 69 640: 0%| | 0/59 [00:00<?, ?it/s] 180/299 5.66G 0.02973 0.01161 0.001225 0.04256 69 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 180/299 5.66G 0.02752 0.01118 0.001248 0.03994 75 640: 2%|▏ | 1/59 [00:00<00:14, 4.05it/s] 180/299 5.66G 0.02752 0.01118 0.001248 0.03994 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 180/299 5.66G 0.02699 0.01133 0.001481 0.0398 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 180/299 5.66G 0.02699 0.01133 0.001481 0.0398 94 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 180/299 5.66G 0.02755 0.0108 0.001218 0.03957 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 180/299 5.66G 0.02755 0.0108 0.001218 0.03957 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 180/299 5.66G 0.02798 0.01088 0.001299 0.04017 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 180/299 5.66G 0.02798 0.01088 0.001299 0.04017 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 180/299 5.66G 0.0281 0.01131 0.001756 0.04117 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 180/299 5.66G 0.0281 0.01131 0.001756 0.04117 92 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 180/299 5.66G 0.02793 0.01161 0.001721 0.04126 95 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 180/299 5.66G 0.02793 0.01161 0.001721 0.04126 95 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 180/299 5.66G 0.02751 0.01174 0.001729 0.04098 90 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 180/299 5.66G 0.02751 0.01174 0.001729 0.04098 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 180/299 5.66G 0.02728 0.01158 0.001845 0.0407 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 180/299 5.66G 0.02728 0.01158 0.001845 0.0407 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 180/299 5.66G 0.02745 0.01154 0.001945 0.04093 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 180/299 5.66G 0.02745 0.01154 0.001945 0.04093 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 180/299 5.66G 0.02762 0.01165 0.002098 0.04137 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 180/299 5.66G 0.02762 0.01165 0.002098 0.04137 73 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 180/299 5.66G 0.02744 0.01171 0.002221 0.04137 88 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 180/299 5.66G 0.02744 0.01171 0.002221 0.04137 88 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 180/299 5.66G 0.02736 0.01166 0.002113 0.04113 81 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 180/299 5.66G 0.02736 0.01166 0.002113 0.04113 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.36it/s] 180/299 5.66G 0.02768 0.01165 0.002122 0.04145 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.36it/s] 180/299 5.66G 0.02768 0.01165 0.002122 0.04145 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 180/299 5.66G 0.02763 0.0117 0.002092 0.04143 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 180/299 5.66G 0.02763 0.0117 0.002092 0.04143 89 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 180/299 5.66G 0.02772 0.01177 0.002109 0.04161 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.706 0.668 0.686 0.388
0%| | 0/59 [00:00<?, ?it/s] 181/299 5.66G 0.02908 0.01 0.0016 0.04068 76 640: 0%| | 0/59 [00:00<?, ?it/s] 181/299 5.66G 0.02908 0.01 0.0016 0.04068 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 181/299 5.66G 0.02608 0.009599 0.001247 0.03693 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 181/299 5.66G 0.02608 0.009599 0.001247 0.03693 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 181/299 5.66G 0.02635 0.01016 0.001224 0.03773 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 181/299 5.66G 0.02635 0.01016 0.001224 0.03773 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 181/299 5.66G 0.02678 0.009992 0.001184 0.03796 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 181/299 5.66G 0.02678 0.009992 0.001184 0.03796 63 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 181/299 5.66G 0.0264 0.009842 0.001521 0.03776 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 181/299 5.66G 0.0264 0.009842 0.001521 0.03776 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 181/299 5.66G 0.02642 0.01044 0.001707 0.03856 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 181/299 5.66G 0.02642 0.01044 0.001707 0.03856 102 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 181/299 5.66G 0.02636 0.01061 0.001777 0.03875 100 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 181/299 5.66G 0.02636 0.01061 0.001777 0.03875 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 181/299 5.66G 0.02658 0.01076 0.001765 0.0391 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 181/299 5.66G 0.02658 0.01076 0.001765 0.0391 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.30it/s] 181/299 5.66G 0.0267 0.01083 0.001635 0.03917 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.30it/s] 181/299 5.66G 0.0267 0.01083 0.001635 0.03917 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 181/299 5.66G 0.02687 0.01087 0.001564 0.03931 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 181/299 5.66G 0.02687 0.01087 0.001564 0.03931 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 181/299 5.66G 0.02722 0.01099 0.001679 0.03989 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 181/299 5.66G 0.02722 0.01099 0.001679 0.03989 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 181/299 5.66G 0.02735 0.01102 0.0017 0.04006 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 181/299 5.66G 0.02735 0.01102 0.0017 0.04006 83 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 181/299 5.66G 0.02754 0.01099 0.001932 0.04046 72 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 181/299 5.66G 0.02754 0.01099 0.001932 0.04046 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 181/299 5.66G 0.02742 0.01093 0.001868 0.04023 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 181/299 5.66G 0.02742 0.01093 0.001868 0.04023 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 181/299 5.66G 0.02765 0.01088 0.00189 0.04042 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 181/299 5.66G 0.02765 0.01088 0.00189 0.04042 78 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 181/299 5.66G 0.02757 0.01094 0.001873 0.04039 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.658 0.735 0.673 0.38
0%| | 0/59 [00:00<?, ?it/s] 182/299 5.66G 0.02807 0.0115 0.001586 0.04115 80 640: 0%| | 0/59 [00:00<?, ?it/s] 182/299 5.66G 0.02807 0.0115 0.001586 0.04115 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 182/299 5.66G 0.02658 0.01223 0.001509 0.04032 103 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 182/299 5.66G 0.02658 0.01223 0.001509 0.04032 103 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 182/299 5.66G 0.02626 0.01115 0.001345 0.03875 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 182/299 5.66G 0.02626 0.01115 0.001345 0.03875 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 182/299 5.66G 0.02701 0.01112 0.001724 0.03985 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 182/299 5.66G 0.02701 0.01112 0.001724 0.03985 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 182/299 5.66G 0.02736 0.01094 0.0018 0.0401 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 182/299 5.66G 0.02736 0.01094 0.0018 0.0401 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 182/299 5.66G 0.02699 0.01118 0.001692 0.03986 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 182/299 5.66G 0.02699 0.01118 0.001692 0.03986 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 182/299 5.66G 0.02679 0.01132 0.001963 0.04007 91 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 182/299 5.66G 0.02679 0.01132 0.001963 0.04007 91 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 182/299 5.66G 0.0269 0.01182 0.002068 0.04079 98 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 182/299 5.66G 0.0269 0.01182 0.002068 0.04079 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 182/299 5.66G 0.02663 0.01178 0.001974 0.04038 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 182/299 5.66G 0.02663 0.01178 0.001974 0.04038 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 182/299 5.66G 0.02659 0.01154 0.001995 0.04013 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 182/299 5.66G 0.02659 0.01154 0.001995 0.04013 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 182/299 5.66G 0.02686 0.01149 0.002056 0.04041 66 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 182/299 5.66G 0.02686 0.01149 0.002056 0.04041 66 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 182/299 5.66G 0.02677 0.01137 0.002061 0.0402 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.36it/s] 182/299 5.66G 0.02677 0.01137 0.002061 0.0402 68 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 182/299 5.66G 0.02686 0.01139 0.002127 0.04037 73 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 182/299 5.66G 0.02686 0.01139 0.002127 0.04037 73 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 182/299 5.66G 0.02715 0.01147 0.002091 0.04071 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 182/299 5.66G 0.02715 0.01147 0.002091 0.04071 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 182/299 5.66G 0.02709 0.01144 0.002017 0.04055 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 182/299 5.66G 0.02709 0.01144 0.002017 0.04055 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 182/299 5.66G 0.02703 0.01141 0.001961 0.0404 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.683 0.704 0.678 0.386
0%| | 0/59 [00:00<?, ?it/s] 183/299 5.66G 0.02587 0.01151 0.0008239 0.0382 86 640: 0%| | 0/59 [00:00<?, ?it/s] 183/299 5.66G 0.02587 0.01151 0.0008239 0.0382 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 183/299 5.66G 0.02787 0.01157 0.001071 0.04051 72 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 183/299 5.66G 0.02787 0.01157 0.001071 0.04051 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 183/299 5.66G 0.02656 0.01124 0.001004 0.03881 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 183/299 5.66G 0.02656 0.01124 0.001004 0.03881 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 183/299 5.66G 0.02688 0.01152 0.0009758 0.03937 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 183/299 5.66G 0.02688 0.01152 0.0009758 0.03937 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 183/299 5.66G 0.02727 0.01099 0.00116 0.03942 62 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 183/299 5.66G 0.02727 0.01099 0.00116 0.03942 62 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 183/299 5.66G 0.02748 0.01113 0.001866 0.04048 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 183/299 5.66G 0.02748 0.01113 0.001866 0.04048 79 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 183/299 5.66G 0.02668 0.0109 0.001746 0.03933 78 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 183/299 5.66G 0.02668 0.0109 0.001746 0.03933 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 183/299 5.66G 0.02675 0.01134 0.001854 0.03994 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 183/299 5.66G 0.02675 0.01134 0.001854 0.03994 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 183/299 5.66G 0.02709 0.01156 0.00179 0.04045 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 183/299 5.66G 0.02709 0.01156 0.00179 0.04045 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 183/299 5.66G 0.02707 0.01183 0.00176 0.04066 102 640: 15%|█▌ | 9/59 [00:02<00:11, 4.45it/s] 183/299 5.66G 0.02707 0.01183 0.00176 0.04066 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 183/299 5.66G 0.0271 0.01179 0.001723 0.04061 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 183/299 5.66G 0.0271 0.01179 0.001723 0.04061 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 183/299 5.66G 0.02687 0.01166 0.001653 0.04018 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.45it/s] 183/299 5.66G 0.02687 0.01166 0.001653 0.04018 82 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 183/299 5.66G 0.02718 0.01155 0.001612 0.04034 77 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 183/299 5.66G 0.02718 0.01155 0.001612 0.04034 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 183/299 5.66G 0.02728 0.01162 0.001763 0.04066 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 183/299 5.66G 0.02728 0.01162 0.001763 0.04066 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 183/299 5.66G 0.02715 0.0117 0.001761 0.04061 92 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 183/299 5.66G 0.02715 0.0117 0.001761 0.04061 92 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 183/299 5.66G 0.02716 0.01171 0.00172 0.04058 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.695 0.706 0.678 0.381
0%| | 0/59 [00:00<?, ?it/s] 184/299 5.66G 0.02681 0.01278 0.002985 0.04257 85 640: 0%| | 0/59 [00:00<?, ?it/s] 184/299 5.66G 0.02681 0.01278 0.002985 0.04257 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 184/299 5.66G 0.0258 0.01197 0.002648 0.04042 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 184/299 5.66G 0.0258 0.01197 0.002648 0.04042 94 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 184/299 5.66G 0.02707 0.01151 0.002207 0.04079 58 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 184/299 5.66G 0.02707 0.01151 0.002207 0.04079 58 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 184/299 5.66G 0.02701 0.01153 0.002143 0.04068 100 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 184/299 5.66G 0.02701 0.01153 0.002143 0.04068 100 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 184/299 5.66G 0.02803 0.01174 0.002427 0.0422 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 184/299 5.66G 0.02803 0.01174 0.002427 0.0422 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 184/299 5.66G 0.02788 0.01155 0.002216 0.04164 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 184/299 5.66G 0.02788 0.01155 0.002216 0.04164 76 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 184/299 5.66G 0.02738 0.01118 0.0021 0.04066 71 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 184/299 5.66G 0.02738 0.01118 0.0021 0.04066 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 184/299 5.66G 0.0269 0.01113 0.001908 0.03994 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.33it/s] 184/299 5.66G 0.0269 0.01113 0.001908 0.03994 82 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 184/299 5.66G 0.02692 0.01104 0.002338 0.0403 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 184/299 5.66G 0.02692 0.01104 0.002338 0.0403 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 184/299 5.66G 0.02728 0.01106 0.002264 0.0406 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 184/299 5.66G 0.02728 0.01106 0.002264 0.0406 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 184/299 5.66G 0.02738 0.01128 0.002498 0.04115 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 184/299 5.66G 0.02738 0.01128 0.002498 0.04115 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 184/299 5.66G 0.02707 0.01116 0.002495 0.04073 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 184/299 5.66G 0.02707 0.01116 0.002495 0.04073 84 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 184/299 5.66G 0.02688 0.01106 0.002364 0.0403 71 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 184/299 5.66G 0.02688 0.01106 0.002364 0.0403 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.33it/s] 184/299 5.66G 0.02684 0.01119 0.002326 0.04036 96 640: 22%|██▏ | 13/59 [00:03<00:10, 4.33it/s] 184/299 5.66G 0.02684 0.01119 0.002326 0.04036 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 184/299 5.66G 0.02695 0.01105 0.002697 0.0407 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 184/299 5.66G 0.02695 0.01105 0.002697 0.0407 68 640: 25%|██▌ | 15/59 [00:03<00:10, 4.24it/s] 184/299 5.66G 0.02696 0.01108 0.002604 0.04064 73 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.734 0.68 0.68 0.386
0%| | 0/59 [00:00<?, ?it/s] 185/299 5.66G 0.02822 0.01175 0.001578 0.04154 83 640: 0%| | 0/59 [00:00<?, ?it/s] 185/299 5.66G 0.02822 0.01175 0.001578 0.04154 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 185/299 5.66G 0.0279 0.0115 0.001918 0.04132 68 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 185/299 5.66G 0.0279 0.0115 0.001918 0.04132 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 185/299 5.66G 0.02841 0.01122 0.00247 0.0421 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 185/299 5.66G 0.02841 0.01122 0.00247 0.0421 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 185/299 5.66G 0.02855 0.01117 0.002984 0.04271 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 185/299 5.66G 0.02855 0.01117 0.002984 0.04271 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 185/299 5.66G 0.02857 0.01129 0.002901 0.04276 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 185/299 5.66G 0.02857 0.01129 0.002901 0.04276 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 185/299 5.66G 0.02863 0.0114 0.002853 0.04288 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 185/299 5.66G 0.02863 0.0114 0.002853 0.04288 88 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 185/299 5.66G 0.02846 0.01149 0.002538 0.04249 86 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 185/299 5.66G 0.02846 0.01149 0.002538 0.04249 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 185/299 5.66G 0.02828 0.01151 0.002724 0.04251 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 185/299 5.66G 0.02828 0.01151 0.002724 0.04251 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 185/299 5.66G 0.02847 0.0114 0.002605 0.04248 66 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 185/299 5.66G 0.02847 0.0114 0.002605 0.04248 66 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 185/299 5.66G 0.02812 0.01101 0.002412 0.04155 57 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 185/299 5.66G 0.02812 0.01101 0.002412 0.04155 57 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 185/299 5.66G 0.02817 0.01105 0.002457 0.04168 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 185/299 5.66G 0.02817 0.01105 0.002457 0.04168 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 185/299 5.66G 0.02787 0.01082 0.002332 0.04102 65 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 185/299 5.66G 0.02787 0.01082 0.002332 0.04102 65 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 185/299 5.66G 0.02773 0.01081 0.0022 0.04074 76 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 185/299 5.66G 0.02773 0.01081 0.0022 0.04074 76 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 185/299 5.66G 0.02767 0.01082 0.002161 0.04066 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 185/299 5.66G 0.02767 0.01082 0.002161 0.04066 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 185/299 5.66G 0.02771 0.01081 0.002072 0.04058 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 185/299 5.66G 0.02771 0.01081 0.002072 0.04058 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 185/299 5.66G 0.02776 0.01102 0.00208 0.04086 102 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.725 0.68 0.387
0%| | 0/59 [00:00<?, ?it/s] 186/299 5.66G 0.02543 0.01142 0.0005109 0.03736 84 640: 0%| | 0/59 [00:00<?, ?it/s] 186/299 5.66G 0.02543 0.01142 0.0005109 0.03736 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 186/299 5.66G 0.02601 0.01055 0.0005369 0.03709 70 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 186/299 5.66G 0.02601 0.01055 0.0005369 0.03709 70 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 186/299 5.66G 0.02618 0.01017 0.001042 0.03739 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 186/299 5.66G 0.02618 0.01017 0.001042 0.03739 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 186/299 5.66G 0.02622 0.009999 0.001279 0.0375 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 186/299 5.66G 0.02622 0.009999 0.001279 0.0375 68 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 186/299 5.66G 0.02693 0.00988 0.001581 0.03839 67 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 186/299 5.66G 0.02693 0.00988 0.001581 0.03839 67 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 186/299 5.66G 0.02715 0.01011 0.001448 0.03871 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 186/299 5.66G 0.02715 0.01011 0.001448 0.03871 73 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 186/299 5.66G 0.02733 0.01034 0.002061 0.03973 81 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 186/299 5.66G 0.02733 0.01034 0.002061 0.03973 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 186/299 5.66G 0.0271 0.01055 0.001943 0.0396 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 186/299 5.66G 0.0271 0.01055 0.001943 0.0396 78 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 186/299 5.66G 0.02739 0.0108 0.001994 0.04018 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 186/299 5.66G 0.02739 0.0108 0.001994 0.04018 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 186/299 5.66G 0.02749 0.01107 0.00205 0.04061 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 186/299 5.66G 0.02749 0.01107 0.00205 0.04061 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 186/299 5.66G 0.02744 0.01114 0.002135 0.04071 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 186/299 5.66G 0.02744 0.01114 0.002135 0.04071 93 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 186/299 5.66G 0.0275 0.01124 0.002121 0.04085 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 186/299 5.66G 0.0275 0.01124 0.002121 0.04085 95 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 186/299 5.66G 0.02751 0.0113 0.002073 0.04089 90 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 186/299 5.66G 0.02751 0.0113 0.002073 0.04089 90 640: 22%|██▏ | 13/59 [00:02<00:10, 4.34it/s] 186/299 5.66G 0.02768 0.01144 0.002007 0.04112 98 640: 22%|██▏ | 13/59 [00:03<00:10, 4.34it/s] 186/299 5.66G 0.02768 0.01144 0.002007 0.04112 98 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 186/299 5.66G 0.02782 0.01138 0.001951 0.04114 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 186/299 5.66G 0.02782 0.01138 0.001951 0.04114 70 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 186/299 5.66G 0.02782 0.0114 0.002004 0.04122 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.699 0.683 0.683 0.383
0%| | 0/59 [00:00<?, ?it/s] 187/299 5.66G 0.02794 0.01105 0.005872 0.04487 81 640: 0%| | 0/59 [00:00<?, ?it/s] 187/299 5.66G 0.02794 0.01105 0.005872 0.04487 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.47it/s] 187/299 5.66G 0.02588 0.01107 0.003263 0.04021 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.47it/s] 187/299 5.66G 0.02588 0.01107 0.003263 0.04021 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 187/299 5.66G 0.0264 0.01083 0.002665 0.0399 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 187/299 5.66G 0.0264 0.01083 0.002665 0.0399 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 187/299 5.66G 0.02658 0.01135 0.00236 0.0403 94 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 187/299 5.66G 0.02658 0.01135 0.00236 0.0403 94 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 187/299 5.66G 0.02665 0.01168 0.002393 0.04072 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 187/299 5.66G 0.02665 0.01168 0.002393 0.04072 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 187/299 5.66G 0.02662 0.01187 0.002388 0.04087 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 187/299 5.66G 0.02662 0.01187 0.002388 0.04087 96 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 187/299 5.66G 0.02654 0.01187 0.002288 0.0407 85 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 187/299 5.66G 0.02654 0.01187 0.002288 0.0407 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 187/299 5.66G 0.02672 0.01193 0.002426 0.04108 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 187/299 5.66G 0.02672 0.01193 0.002426 0.04108 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 187/299 5.66G 0.02654 0.01205 0.002458 0.04105 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 187/299 5.66G 0.02654 0.01205 0.002458 0.04105 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 187/299 5.66G 0.0268 0.01184 0.00231 0.04095 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 187/299 5.66G 0.0268 0.01184 0.00231 0.04095 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 187/299 5.66G 0.02655 0.01183 0.002185 0.04056 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 187/299 5.66G 0.02655 0.01183 0.002185 0.04056 98 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 187/299 5.66G 0.02686 0.01178 0.002118 0.04076 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 187/299 5.66G 0.02686 0.01178 0.002118 0.04076 83 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 187/299 5.66G 0.02679 0.01185 0.00201 0.04065 93 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 187/299 5.66G 0.02679 0.01185 0.00201 0.04065 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 187/299 5.66G 0.02681 0.01174 0.002181 0.04073 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 187/299 5.66G 0.02681 0.01174 0.002181 0.04073 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 187/299 5.66G 0.02688 0.01189 0.002219 0.04099 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 187/299 5.66G 0.02688 0.01189 0.002219 0.04099 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 187/299 5.66G 0.02679 0.01187 0.002122 0.04078 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.706 0.689 0.676 0.383
0%| | 0/59 [00:00<?, ?it/s] 188/299 5.66G 0.02588 0.01302 0.0008466 0.03975 95 640: 0%| | 0/59 [00:00<?, ?it/s] 188/299 5.66G 0.02588 0.01302 0.0008466 0.03975 95 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 188/299 5.66G 0.02596 0.01234 0.001577 0.03987 87 640: 2%|▏ | 1/59 [00:00<00:14, 4.13it/s] 188/299 5.66G 0.02596 0.01234 0.001577 0.03987 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 188/299 5.66G 0.02502 0.01098 0.001331 0.03733 62 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 188/299 5.66G 0.02502 0.01098 0.001331 0.03733 62 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 188/299 5.66G 0.0261 0.01139 0.00173 0.03922 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 188/299 5.66G 0.0261 0.01139 0.00173 0.03922 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 188/299 5.66G 0.0262 0.01132 0.001594 0.03911 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 188/299 5.66G 0.0262 0.01132 0.001594 0.03911 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 188/299 5.66G 0.02636 0.01129 0.001885 0.03953 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 188/299 5.66G 0.02636 0.01129 0.001885 0.03953 79 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 188/299 5.66G 0.02652 0.01103 0.001721 0.03928 71 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 188/299 5.66G 0.02652 0.01103 0.001721 0.03928 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 188/299 5.66G 0.02655 0.01117 0.00165 0.03937 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 188/299 5.66G 0.02655 0.01117 0.00165 0.03937 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 188/299 5.66G 0.02657 0.01128 0.001588 0.03943 97 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 188/299 5.66G 0.02657 0.01128 0.001588 0.03943 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 188/299 5.66G 0.0269 0.0111 0.001528 0.03952 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 188/299 5.66G 0.0269 0.0111 0.001528 0.03952 69 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 188/299 5.66G 0.02703 0.01128 0.001554 0.03986 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 188/299 5.66G 0.02703 0.01128 0.001554 0.03986 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 188/299 5.66G 0.02716 0.01136 0.001599 0.04011 92 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 188/299 5.66G 0.02716 0.01136 0.001599 0.04011 92 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 188/299 5.66G 0.02711 0.01128 0.001536 0.03993 74 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 188/299 5.66G 0.02711 0.01128 0.001536 0.03993 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 188/299 5.66G 0.02691 0.01118 0.001608 0.0397 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 188/299 5.66G 0.02691 0.01118 0.001608 0.0397 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 188/299 5.66G 0.02714 0.01123 0.001852 0.04022 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 188/299 5.66G 0.02714 0.01123 0.001852 0.04022 79 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 188/299 5.66G 0.02722 0.01128 0.001827 0.04032 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.693 0.693 0.674 0.377
0%| | 0/59 [00:00<?, ?it/s] 189/299 5.66G 0.02934 0.01253 0.002033 0.04391 79 640: 0%| | 0/59 [00:00<?, ?it/s] 189/299 5.66G 0.02934 0.01253 0.002033 0.04391 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 189/299 5.66G 0.02698 0.0118 0.002253 0.04104 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.49it/s] 189/299 5.66G 0.02698 0.0118 0.002253 0.04104 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 189/299 5.66G 0.02645 0.01041 0.001996 0.03885 66 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 189/299 5.66G 0.02645 0.01041 0.001996 0.03885 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 189/299 5.66G 0.02705 0.01033 0.001684 0.03906 65 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 189/299 5.66G 0.02705 0.01033 0.001684 0.03906 65 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 189/299 5.66G 0.02693 0.01074 0.002164 0.03983 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 189/299 5.66G 0.02693 0.01074 0.002164 0.03983 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 189/299 5.66G 0.0272 0.01095 0.002212 0.04036 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 189/299 5.66G 0.0272 0.01095 0.002212 0.04036 93 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 189/299 5.66G 0.02766 0.01127 0.002667 0.0416 91 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 189/299 5.66G 0.02766 0.01127 0.002667 0.0416 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 189/299 5.66G 0.02783 0.0111 0.002421 0.04135 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 189/299 5.66G 0.02783 0.0111 0.002421 0.04135 75 640: 14%|█▎ | 8/59 [00:01<00:11, 4.34it/s] 189/299 5.66G 0.0276 0.01096 0.002244 0.0408 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.34it/s] 189/299 5.66G 0.0276 0.01096 0.002244 0.0408 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 189/299 5.66G 0.02763 0.01106 0.00247 0.04116 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 189/299 5.66G 0.02763 0.01106 0.00247 0.04116 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 189/299 5.66G 0.02756 0.01092 0.002379 0.04086 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 189/299 5.66G 0.02756 0.01092 0.002379 0.04086 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 189/299 5.66G 0.0274 0.01083 0.002461 0.04069 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 189/299 5.66G 0.0274 0.01083 0.002461 0.04069 75 640: 20%|██ | 12/59 [00:02<00:10, 4.29it/s] 189/299 5.66G 0.02741 0.0108 0.002329 0.04055 71 640: 20%|██ | 12/59 [00:02<00:10, 4.29it/s] 189/299 5.66G 0.02741 0.0108 0.002329 0.04055 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 189/299 5.66G 0.02733 0.01077 0.002295 0.04039 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 189/299 5.66G 0.02733 0.01077 0.002295 0.04039 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.26it/s] 189/299 5.66G 0.02731 0.01069 0.002198 0.0402 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.26it/s] 189/299 5.66G 0.02731 0.01069 0.002198 0.0402 78 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 189/299 5.66G 0.02738 0.01081 0.002121 0.04031 104 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.683 0.679 0.655 0.383
0%| | 0/59 [00:00<?, ?it/s] 190/299 5.66G 0.02648 0.01209 0.0008206 0.03939 80 640: 0%| | 0/59 [00:00<?, ?it/s] 190/299 5.66G 0.02648 0.01209 0.0008206 0.03939 80 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 190/299 5.66G 0.02842 0.01116 0.001165 0.04075 79 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 190/299 5.66G 0.02842 0.01116 0.001165 0.04075 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 190/299 5.66G 0.02913 0.01103 0.001077 0.04124 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 190/299 5.66G 0.02913 0.01103 0.001077 0.04124 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 190/299 5.66G 0.03005 0.01109 0.001288 0.04243 76 640: 5%|▌ | 3/59 [00:00<00:13, 4.26it/s] 190/299 5.66G 0.03005 0.01109 0.001288 0.04243 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 190/299 5.66G 0.03007 0.01116 0.001371 0.0426 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 190/299 5.66G 0.03007 0.01116 0.001371 0.0426 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 190/299 5.66G 0.02935 0.01114 0.001398 0.04189 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.31it/s] 190/299 5.66G 0.02935 0.01114 0.001398 0.04189 83 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 190/299 5.66G 0.02898 0.01152 0.001367 0.04187 90 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 190/299 5.66G 0.02898 0.01152 0.001367 0.04187 90 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 190/299 5.66G 0.02862 0.01165 0.001715 0.04199 86 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 190/299 5.66G 0.02862 0.01165 0.001715 0.04199 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 190/299 5.66G 0.02812 0.01149 0.001643 0.04125 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 190/299 5.66G 0.02812 0.01149 0.001643 0.04125 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 190/299 5.66G 0.02802 0.01138 0.001743 0.04114 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 190/299 5.66G 0.02802 0.01138 0.001743 0.04114 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 190/299 5.66G 0.02783 0.01151 0.001665 0.04101 101 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 190/299 5.66G 0.02783 0.01151 0.001665 0.04101 101 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 190/299 5.66G 0.02774 0.01137 0.001635 0.04074 65 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 190/299 5.66G 0.02774 0.01137 0.001635 0.04074 65 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 190/299 5.66G 0.0278 0.01143 0.001866 0.0411 82 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 190/299 5.66G 0.0278 0.01143 0.001866 0.0411 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 190/299 5.66G 0.028 0.01138 0.001842 0.04122 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 190/299 5.66G 0.028 0.01138 0.001842 0.04122 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 190/299 5.66G 0.02788 0.01124 0.001865 0.04098 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 190/299 5.66G 0.02788 0.01124 0.001865 0.04098 69 640: 25%|██▌ | 15/59 [00:03<00:10, 4.30it/s] 190/299 5.66G 0.02786 0.01127 0.001791 0.04092 74 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.722 0.631 0.652 0.374
0%| | 0/59 [00:00<?, ?it/s] 191/299 5.66G 0.02362 0.01096 0.005119 0.0397 83 640: 0%| | 0/59 [00:00<?, ?it/s] 191/299 5.66G 0.02362 0.01096 0.005119 0.0397 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.38it/s] 191/299 5.66G 0.02328 0.01052 0.003573 0.03737 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.38it/s] 191/299 5.66G 0.02328 0.01052 0.003573 0.03737 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 191/299 5.66G 0.0241 0.01034 0.002732 0.03718 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 191/299 5.66G 0.0241 0.01034 0.002732 0.03718 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 191/299 5.66G 0.02529 0.01043 0.002514 0.03823 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 191/299 5.66G 0.02529 0.01043 0.002514 0.03823 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 191/299 5.66G 0.026 0.01119 0.002442 0.03963 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 191/299 5.66G 0.026 0.01119 0.002442 0.03963 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 191/299 5.66G 0.02641 0.01106 0.002399 0.03987 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 191/299 5.66G 0.02641 0.01106 0.002399 0.03987 78 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 191/299 5.66G 0.0266 0.01112 0.00228 0.04 77 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 191/299 5.66G 0.0266 0.01112 0.00228 0.04 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 191/299 5.66G 0.0265 0.01129 0.0022 0.03999 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 191/299 5.66G 0.0265 0.01129 0.0022 0.03999 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 191/299 5.66G 0.02634 0.01136 0.00252 0.04022 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 191/299 5.66G 0.02634 0.01136 0.00252 0.04022 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 191/299 5.66G 0.02664 0.01129 0.002495 0.04043 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 191/299 5.66G 0.02664 0.01129 0.002495 0.04043 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 191/299 5.66G 0.02684 0.01125 0.002774 0.04086 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 191/299 5.66G 0.02684 0.01125 0.002774 0.04086 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 191/299 5.66G 0.02696 0.01111 0.003164 0.04124 60 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 191/299 5.66G 0.02696 0.01111 0.003164 0.04124 60 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 191/299 5.66G 0.02715 0.01121 0.003003 0.04136 95 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 191/299 5.66G 0.02715 0.01121 0.003003 0.04136 95 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 191/299 5.66G 0.0271 0.01122 0.002907 0.04123 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 191/299 5.66G 0.0271 0.01122 0.002907 0.04123 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 191/299 5.66G 0.02704 0.01128 0.002765 0.04109 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 191/299 5.66G 0.02704 0.01128 0.002765 0.04109 88 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 191/299 5.66G 0.02709 0.01154 0.002728 0.04136 97 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.731 0.65 0.67 0.384
0%| | 0/59 [00:00<?, ?it/s] 192/299 5.66G 0.02242 0.01015 0.0006929 0.03326 77 640: 0%| | 0/59 [00:00<?, ?it/s] 192/299 5.66G 0.02242 0.01015 0.0006929 0.03326 77 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 192/299 5.66G 0.02351 0.01165 0.0008475 0.03601 96 640: 2%|▏ | 1/59 [00:00<00:14, 4.09it/s] 192/299 5.66G 0.02351 0.01165 0.0008475 0.03601 96 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 192/299 5.66G 0.02407 0.01112 0.0007737 0.03596 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 192/299 5.66G 0.02407 0.01112 0.0007737 0.03596 71 640: 5%|▌ | 3/59 [00:00<00:13, 4.11it/s] 192/299 5.66G 0.02524 0.01138 0.00191 0.03854 81 640: 5%|▌ | 3/59 [00:00<00:13, 4.11it/s] 192/299 5.66G 0.02524 0.01138 0.00191 0.03854 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 192/299 5.66G 0.02609 0.01167 0.00207 0.03983 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 192/299 5.66G 0.02609 0.01167 0.00207 0.03983 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 192/299 5.66G 0.02601 0.01176 0.002026 0.03979 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.26it/s] 192/299 5.66G 0.02601 0.01176 0.002026 0.03979 102 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 192/299 5.66G 0.02604 0.01192 0.001978 0.03994 83 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 192/299 5.66G 0.02604 0.01192 0.001978 0.03994 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 192/299 5.66G 0.02636 0.01175 0.001942 0.04005 63 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 192/299 5.66G 0.02636 0.01175 0.001942 0.04005 63 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 192/299 5.66G 0.02619 0.01167 0.001809 0.03967 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 192/299 5.66G 0.02619 0.01167 0.001809 0.03967 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 192/299 5.66G 0.02642 0.01163 0.001843 0.03989 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 192/299 5.66G 0.02642 0.01163 0.001843 0.03989 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 192/299 5.66G 0.02632 0.0117 0.001789 0.03981 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 192/299 5.66G 0.02632 0.0117 0.001789 0.03981 96 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 192/299 5.66G 0.02612 0.01153 0.001707 0.03935 74 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 192/299 5.66G 0.02612 0.01153 0.001707 0.03935 74 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 192/299 5.66G 0.02627 0.01171 0.001719 0.03971 94 640: 20%|██ | 12/59 [00:03<00:10, 4.38it/s] 192/299 5.66G 0.02627 0.01171 0.001719 0.03971 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 192/299 5.66G 0.02635 0.01171 0.001692 0.03976 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.32it/s] 192/299 5.66G 0.02635 0.01171 0.001692 0.03976 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 192/299 5.66G 0.02642 0.01161 0.002161 0.0402 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 192/299 5.66G 0.02642 0.01161 0.002161 0.0402 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 192/299 5.66G 0.02647 0.01148 0.002069 0.04001 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.739 0.672 0.688 0.385
0%| | 0/59 [00:00<?, ?it/s] 193/299 5.66G 0.02455 0.01199 0.0006481 0.03719 91 640: 0%| | 0/59 [00:00<?, ?it/s] 193/299 5.66G 0.02455 0.01199 0.0006481 0.03719 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 193/299 5.66G 0.02534 0.01153 0.003737 0.04061 71 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 193/299 5.66G 0.02534 0.01153 0.003737 0.04061 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.19it/s] 193/299 5.66G 0.02512 0.01143 0.003 0.03956 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.19it/s] 193/299 5.66G 0.02512 0.01143 0.003 0.03956 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 193/299 5.66G 0.02529 0.0112 0.002676 0.03917 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 193/299 5.66G 0.02529 0.0112 0.002676 0.03917 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 193/299 5.66G 0.02639 0.01134 0.002565 0.0403 98 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 193/299 5.66G 0.02639 0.01134 0.002565 0.0403 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 193/299 5.66G 0.02684 0.01184 0.002444 0.04113 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 193/299 5.66G 0.02684 0.01184 0.002444 0.04113 88 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 193/299 5.66G 0.02697 0.01143 0.00236 0.04076 71 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 193/299 5.66G 0.02697 0.01143 0.00236 0.04076 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 193/299 5.66G 0.02683 0.01173 0.002158 0.04072 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 193/299 5.66G 0.02683 0.01173 0.002158 0.04072 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 193/299 5.66G 0.0265 0.01173 0.002008 0.04024 96 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 193/299 5.66G 0.0265 0.01173 0.002008 0.04024 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 193/299 5.66G 0.02655 0.01147 0.001919 0.03994 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 193/299 5.66G 0.02655 0.01147 0.001919 0.03994 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 193/299 5.66G 0.02638 0.01146 0.001797 0.03964 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 193/299 5.66G 0.02638 0.01146 0.001797 0.03964 97 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 193/299 5.66G 0.02653 0.01132 0.001754 0.0396 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 193/299 5.66G 0.02653 0.01132 0.001754 0.0396 76 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 193/299 5.66G 0.02659 0.01111 0.001814 0.03951 71 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 193/299 5.66G 0.02659 0.01111 0.001814 0.03951 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 193/299 5.66G 0.02663 0.01107 0.001764 0.03946 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 193/299 5.66G 0.02663 0.01107 0.001764 0.03946 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 193/299 5.66G 0.02649 0.01103 0.001704 0.03923 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 193/299 5.66G 0.02649 0.01103 0.001704 0.03923 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 193/299 5.66G 0.02633 0.01098 0.001639 0.03895 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:03, 2.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:01<00:01, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.38it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.701 0.688 0.692 0.386
0%| | 0/59 [00:00<?, ?it/s] 194/299 5.66G 0.02229 0.01229 0.003551 0.03813 94 640: 0%| | 0/59 [00:00<?, ?it/s] 194/299 5.66G 0.02229 0.01229 0.003551 0.03813 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 194/299 5.66G 0.02533 0.0121 0.002751 0.04019 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 194/299 5.66G 0.02533 0.0121 0.002751 0.04019 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 194/299 5.66G 0.0254 0.01338 0.002017 0.04079 123 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 194/299 5.66G 0.0254 0.01338 0.002017 0.04079 123 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 194/299 5.66G 0.02546 0.01285 0.001678 0.03999 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 194/299 5.66G 0.02546 0.01285 0.001678 0.03999 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 194/299 5.66G 0.02579 0.01245 0.001501 0.03974 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 194/299 5.66G 0.02579 0.01245 0.001501 0.03974 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 194/299 5.66G 0.02581 0.01235 0.001525 0.03968 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 194/299 5.66G 0.02581 0.01235 0.001525 0.03968 75 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 194/299 5.66G 0.02584 0.01202 0.001961 0.03982 81 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 194/299 5.66G 0.02584 0.01202 0.001961 0.03982 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 194/299 5.66G 0.02586 0.01207 0.002129 0.04006 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.35it/s] 194/299 5.66G 0.02586 0.01207 0.002129 0.04006 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.43it/s] 194/299 5.66G 0.02599 0.01212 0.002007 0.04011 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.43it/s] 194/299 5.66G 0.02599 0.01212 0.002007 0.04011 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 194/299 5.66G 0.02605 0.01195 0.001906 0.03991 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 194/299 5.66G 0.02605 0.01195 0.001906 0.03991 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 194/299 5.66G 0.02599 0.01194 0.001824 0.03975 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 194/299 5.66G 0.02599 0.01194 0.001824 0.03975 93 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 194/299 5.66G 0.02579 0.01182 0.001705 0.03931 96 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 194/299 5.66G 0.02579 0.01182 0.001705 0.03931 96 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 194/299 5.66G 0.02565 0.01184 0.002049 0.03954 86 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 194/299 5.66G 0.02565 0.01184 0.002049 0.03954 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 194/299 5.66G 0.02561 0.01179 0.001982 0.03938 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 194/299 5.66G 0.02561 0.01179 0.001982 0.03938 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 194/299 5.66G 0.02568 0.01194 0.002086 0.0397 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 194/299 5.66G 0.02568 0.01194 0.002086 0.0397 97 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 194/299 5.66G 0.02564 0.01183 0.002065 0.03954 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.743 0.659 0.682 0.383
0%| | 0/59 [00:00<?, ?it/s] 195/299 5.66G 0.02535 0.01252 0.002128 0.04 94 640: 0%| | 0/59 [00:00<?, ?it/s] 195/299 5.66G 0.02535 0.01252 0.002128 0.04 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.46it/s] 195/299 5.66G 0.02616 0.01217 0.00274 0.04107 89 640: 2%|▏ | 1/59 [00:00<00:13, 4.46it/s] 195/299 5.66G 0.02616 0.01217 0.00274 0.04107 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 195/299 5.66G 0.02656 0.01194 0.002052 0.04056 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.28it/s] 195/299 5.66G 0.02656 0.01194 0.002052 0.04056 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 195/299 5.66G 0.02603 0.01148 0.001682 0.0392 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.38it/s] 195/299 5.66G 0.02603 0.01148 0.001682 0.0392 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.28it/s] 195/299 5.66G 0.02688 0.01125 0.001821 0.03995 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.28it/s] 195/299 5.66G 0.02688 0.01125 0.001821 0.03995 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 195/299 5.66G 0.02671 0.01098 0.001943 0.03963 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 195/299 5.66G 0.02671 0.01098 0.001943 0.03963 76 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 195/299 5.66G 0.02713 0.01098 0.001814 0.03993 64 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 195/299 5.66G 0.02713 0.01098 0.001814 0.03993 64 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 195/299 5.66G 0.02693 0.01134 0.001761 0.04003 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 195/299 5.66G 0.02693 0.01134 0.001761 0.04003 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 195/299 5.66G 0.02712 0.01122 0.001665 0.04 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 195/299 5.66G 0.02712 0.01122 0.001665 0.04 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 195/299 5.66G 0.02725 0.01124 0.001938 0.04042 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 195/299 5.66G 0.02725 0.01124 0.001938 0.04042 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 195/299 5.66G 0.02705 0.01118 0.001834 0.04006 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 195/299 5.66G 0.02705 0.01118 0.001834 0.04006 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 195/299 5.66G 0.02704 0.01119 0.001858 0.04009 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 195/299 5.66G 0.02704 0.01119 0.001858 0.04009 72 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 195/299 5.66G 0.02693 0.01127 0.001789 0.03998 93 640: 20%|██ | 12/59 [00:02<00:10, 4.30it/s] 195/299 5.66G 0.02693 0.01127 0.001789 0.03998 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 195/299 5.66G 0.02704 0.01131 0.001915 0.04027 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 195/299 5.66G 0.02704 0.01131 0.001915 0.04027 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 195/299 5.66G 0.02701 0.01145 0.001936 0.04039 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 195/299 5.66G 0.02701 0.01145 0.001936 0.04039 87 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 195/299 5.66G 0.02699 0.01149 0.001958 0.04043 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.725 0.688 0.686 0.383
0%| | 0/59 [00:00<?, ?it/s] 196/299 5.66G 0.02327 0.01129 0.0005635 0.03513 85 640: 0%| | 0/59 [00:00<?, ?it/s] 196/299 5.66G 0.02327 0.01129 0.0005635 0.03513 85 640: 2%|▏ | 1/59 [00:00<00:14, 4.04it/s] 196/299 5.66G 0.02629 0.01091 0.001883 0.03908 79 640: 2%|▏ | 1/59 [00:00<00:14, 4.04it/s] 196/299 5.66G 0.02629 0.01091 0.001883 0.03908 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 196/299 5.66G 0.02643 0.01056 0.001705 0.0387 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 196/299 5.66G 0.02643 0.01056 0.001705 0.0387 74 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 196/299 5.66G 0.02622 0.01074 0.001469 0.03843 80 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 196/299 5.66G 0.02622 0.01074 0.001469 0.03843 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 196/299 5.66G 0.02652 0.01098 0.001642 0.03913 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 196/299 5.66G 0.02652 0.01098 0.001642 0.03913 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 196/299 5.66G 0.02656 0.01084 0.001693 0.03909 66 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 196/299 5.66G 0.02656 0.01084 0.001693 0.03909 66 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 196/299 5.66G 0.02649 0.01104 0.001738 0.03926 93 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 196/299 5.66G 0.02649 0.01104 0.001738 0.03926 93 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 196/299 5.66G 0.02656 0.01133 0.001693 0.03959 99 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 196/299 5.66G 0.02656 0.01133 0.001693 0.03959 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 196/299 5.66G 0.02663 0.01149 0.001775 0.0399 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 196/299 5.66G 0.02663 0.01149 0.001775 0.0399 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 196/299 5.66G 0.0267 0.01155 0.00178 0.04003 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 196/299 5.66G 0.0267 0.01155 0.00178 0.04003 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 196/299 5.66G 0.02631 0.01144 0.001652 0.03939 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 196/299 5.66G 0.02631 0.01144 0.001652 0.03939 94 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 196/299 5.66G 0.02636 0.01118 0.001585 0.03912 62 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 196/299 5.66G 0.02636 0.01118 0.001585 0.03912 62 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 196/299 5.66G 0.02641 0.01119 0.001612 0.03921 75 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 196/299 5.66G 0.02641 0.01119 0.001612 0.03921 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 196/299 5.66G 0.02637 0.01131 0.001757 0.03944 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 196/299 5.66G 0.02637 0.01131 0.001757 0.03944 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 196/299 5.66G 0.02643 0.01133 0.001737 0.03949 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 196/299 5.66G 0.02643 0.01133 0.001737 0.03949 94 640: 25%|██▌ | 15/59 [00:03<00:10, 4.30it/s] 196/299 5.66G 0.02653 0.01165 0.001807 0.03999 106 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.751 0.649 0.677 0.388
0%| | 0/59 [00:00<?, ?it/s] 197/299 5.66G 0.02921 0.01237 0.002108 0.04369 87 640: 0%| | 0/59 [00:00<?, ?it/s] 197/299 5.66G 0.02921 0.01237 0.002108 0.04369 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 197/299 5.66G 0.02759 0.01142 0.001603 0.04061 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 197/299 5.66G 0.02759 0.01142 0.001603 0.04061 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 197/299 5.66G 0.02732 0.01008 0.001363 0.03875 57 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 197/299 5.66G 0.02732 0.01008 0.001363 0.03875 57 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 197/299 5.66G 0.02744 0.01102 0.001376 0.03983 109 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 197/299 5.66G 0.02744 0.01102 0.001376 0.03983 109 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 197/299 5.66G 0.02741 0.01101 0.001548 0.03996 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 197/299 5.66G 0.02741 0.01101 0.001548 0.03996 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 197/299 5.66G 0.02703 0.01102 0.001806 0.03985 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 197/299 5.66G 0.02703 0.01102 0.001806 0.03985 89 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 197/299 5.66G 0.02753 0.0111 0.00187 0.04049 63 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 197/299 5.66G 0.02753 0.0111 0.00187 0.04049 63 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 197/299 5.66G 0.02734 0.01119 0.002091 0.04062 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 197/299 5.66G 0.02734 0.01119 0.002091 0.04062 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 197/299 5.66G 0.02719 0.01096 0.002126 0.04028 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 197/299 5.66G 0.02719 0.01096 0.002126 0.04028 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 197/299 5.66G 0.02691 0.01077 0.001946 0.03962 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 197/299 5.66G 0.02691 0.01077 0.001946 0.03962 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 197/299 5.66G 0.02672 0.01092 0.00188 0.03951 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 197/299 5.66G 0.02672 0.01092 0.00188 0.03951 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 197/299 5.66G 0.02686 0.011 0.001795 0.03966 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 197/299 5.66G 0.02686 0.011 0.001795 0.03966 73 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 197/299 5.66G 0.02689 0.01118 0.001753 0.03982 89 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 197/299 5.66G 0.02689 0.01118 0.001753 0.03982 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 197/299 5.66G 0.02691 0.01102 0.001861 0.03979 63 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 197/299 5.66G 0.02691 0.01102 0.001861 0.03979 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 197/299 5.66G 0.02685 0.01091 0.001804 0.03957 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.31it/s] 197/299 5.66G 0.02685 0.01091 0.001804 0.03957 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 197/299 5.66G 0.02682 0.01101 0.00179 0.03961 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.688 0.676 0.385
0%| | 0/59 [00:00<?, ?it/s] 198/299 5.66G 0.03073 0.0107 0.002489 0.04392 79 640: 0%| | 0/59 [00:00<?, ?it/s] 198/299 5.66G 0.03073 0.0107 0.002489 0.04392 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 198/299 5.66G 0.02837 0.01143 0.002544 0.04235 94 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 198/299 5.66G 0.02837 0.01143 0.002544 0.04235 94 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 198/299 5.66G 0.02879 0.01134 0.002274 0.0424 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 198/299 5.66G 0.02879 0.01134 0.002274 0.0424 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 198/299 5.66G 0.02732 0.01125 0.002713 0.04129 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 198/299 5.66G 0.02732 0.01125 0.002713 0.04129 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 198/299 5.66G 0.02631 0.01125 0.002258 0.03981 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 198/299 5.66G 0.02631 0.01125 0.002258 0.03981 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 198/299 5.66G 0.02654 0.01128 0.002268 0.04008 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 198/299 5.66G 0.02654 0.01128 0.002268 0.04008 86 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 198/299 5.66G 0.02646 0.01122 0.002406 0.04009 82 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 198/299 5.66G 0.02646 0.01122 0.002406 0.04009 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 198/299 5.66G 0.02681 0.01142 0.002254 0.04048 106 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 198/299 5.66G 0.02681 0.01142 0.002254 0.04048 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 198/299 5.66G 0.02662 0.01157 0.002328 0.04053 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 198/299 5.66G 0.02662 0.01157 0.002328 0.04053 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 198/299 5.66G 0.02663 0.01154 0.00236 0.04053 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 198/299 5.66G 0.02663 0.01154 0.00236 0.04053 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 198/299 5.66G 0.02632 0.01141 0.002251 0.03998 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.44it/s] 198/299 5.66G 0.02632 0.01141 0.002251 0.03998 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 198/299 5.66G 0.0263 0.01141 0.002141 0.03985 88 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 198/299 5.66G 0.0263 0.01141 0.002141 0.03985 88 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 198/299 5.66G 0.0263 0.01135 0.002094 0.03974 71 640: 20%|██ | 12/59 [00:02<00:10, 4.45it/s] 198/299 5.66G 0.0263 0.01135 0.002094 0.03974 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 198/299 5.66G 0.02614 0.01127 0.001995 0.03941 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 198/299 5.66G 0.02614 0.01127 0.001995 0.03941 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 198/299 5.66G 0.02627 0.01128 0.001953 0.03951 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 198/299 5.66G 0.02627 0.01128 0.001953 0.03951 78 640: 25%|██▌ | 15/59 [00:03<00:10, 4.35it/s] 198/299 5.66G 0.02637 0.01131 0.002025 0.0397 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.733 0.649 0.685 0.401
0%| | 0/59 [00:00<?, ?it/s] 199/299 5.66G 0.02552 0.01011 0.0008607 0.03649 75 640: 0%| | 0/59 [00:00<?, ?it/s] 199/299 5.66G 0.02552 0.01011 0.0008607 0.03649 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.51it/s] 199/299 5.66G 0.02702 0.01051 0.002872 0.0404 83 640: 2%|▏ | 1/59 [00:00<00:12, 4.51it/s] 199/299 5.66G 0.02702 0.01051 0.002872 0.0404 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 199/299 5.66G 0.02637 0.01011 0.002247 0.03873 62 640: 3%|▎ | 2/59 [00:00<00:13, 4.31it/s] 199/299 5.66G 0.02637 0.01011 0.002247 0.03873 62 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 199/299 5.66G 0.02634 0.01004 0.001873 0.03826 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.43it/s] 199/299 5.66G 0.02634 0.01004 0.001873 0.03826 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 199/299 5.66G 0.0262 0.01019 0.001784 0.03818 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 199/299 5.66G 0.0262 0.01019 0.001784 0.03818 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 199/299 5.66G 0.02646 0.0109 0.001774 0.03913 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 199/299 5.66G 0.02646 0.0109 0.001774 0.03913 96 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 199/299 5.66G 0.0269 0.011 0.00192 0.03982 74 640: 10%|█ | 6/59 [00:01<00:12, 4.28it/s] 199/299 5.66G 0.0269 0.011 0.00192 0.03982 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 199/299 5.66G 0.02667 0.01106 0.001959 0.03969 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 199/299 5.66G 0.02667 0.01106 0.001959 0.03969 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.29it/s] 199/299 5.66G 0.02676 0.01111 0.002012 0.03988 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 199/299 5.66G 0.02676 0.01111 0.002012 0.03988 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 199/299 5.66G 0.02681 0.01151 0.001912 0.04024 101 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 199/299 5.66G 0.02681 0.01151 0.001912 0.04024 101 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 199/299 5.66G 0.02675 0.01143 0.001921 0.0401 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 199/299 5.66G 0.02675 0.01143 0.001921 0.0401 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 199/299 5.66G 0.02665 0.01126 0.001805 0.03972 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 199/299 5.66G 0.02665 0.01126 0.001805 0.03972 71 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 199/299 5.66G 0.02663 0.01119 0.001838 0.03966 76 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 199/299 5.66G 0.02663 0.01119 0.001838 0.03966 76 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 199/299 5.66G 0.02672 0.01122 0.001898 0.03984 87 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 199/299 5.66G 0.02672 0.01122 0.001898 0.03984 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 199/299 5.66G 0.02661 0.01124 0.001874 0.03973 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 199/299 5.66G 0.02661 0.01124 0.001874 0.03973 100 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 199/299 5.66G 0.02672 0.0114 0.00191 0.04002 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.672 0.702 0.681 0.392
0%| | 0/59 [00:00<?, ?it/s] 200/299 5.66G 0.02471 0.01219 0.002107 0.03901 85 640: 0%| | 0/59 [00:00<?, ?it/s] 200/299 5.66G 0.02471 0.01219 0.002107 0.03901 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 200/299 5.66G 0.02483 0.01298 0.001784 0.0396 103 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 200/299 5.66G 0.02483 0.01298 0.001784 0.0396 103 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 200/299 5.66G 0.02535 0.01235 0.00133 0.03904 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 200/299 5.66G 0.02535 0.01235 0.00133 0.03904 90 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 200/299 5.66G 0.02562 0.0123 0.001612 0.03953 95 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 200/299 5.66G 0.02562 0.0123 0.001612 0.03953 95 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 200/299 5.66G 0.02619 0.01261 0.001692 0.04049 106 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 200/299 5.66G 0.02619 0.01261 0.001692 0.04049 106 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 200/299 5.66G 0.02641 0.01262 0.002427 0.04146 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 200/299 5.66G 0.02641 0.01262 0.002427 0.04146 87 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 200/299 5.66G 0.02674 0.01227 0.002686 0.0417 82 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 200/299 5.66G 0.02674 0.01227 0.002686 0.0417 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 200/299 5.66G 0.02694 0.01213 0.002835 0.0419 75 640: 12%|█▏ | 7/59 [00:01<00:12, 4.33it/s] 200/299 5.66G 0.02694 0.01213 0.002835 0.0419 75 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 200/299 5.66G 0.02683 0.01221 0.002747 0.04179 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 200/299 5.66G 0.02683 0.01221 0.002747 0.04179 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 200/299 5.66G 0.02692 0.01243 0.002619 0.04197 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.34it/s] 200/299 5.66G 0.02692 0.01243 0.002619 0.04197 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 200/299 5.66G 0.02669 0.01215 0.002567 0.0414 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 200/299 5.66G 0.02669 0.01215 0.002567 0.0414 70 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 200/299 5.66G 0.02652 0.0119 0.002424 0.04084 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 200/299 5.66G 0.02652 0.0119 0.002424 0.04084 78 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 200/299 5.66G 0.02663 0.01181 0.002295 0.04073 80 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 200/299 5.66G 0.02663 0.01181 0.002295 0.04073 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.24it/s] 200/299 5.66G 0.02668 0.0117 0.002214 0.04059 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.24it/s] 200/299 5.66G 0.02668 0.0117 0.002214 0.04059 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 200/299 5.66G 0.02682 0.01167 0.002459 0.04095 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 200/299 5.66G 0.02682 0.01167 0.002459 0.04095 84 640: 25%|██▌ | 15/59 [00:03<00:10, 4.28it/s] 200/299 5.66G 0.02686 0.01172 0.002532 0.04111 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.731 0.671 0.682 0.398
0%| | 0/59 [00:00<?, ?it/s] 201/299 5.66G 0.02645 0.009673 0.002902 0.03902 73 640: 0%| | 0/59 [00:00<?, ?it/s] 201/299 5.66G 0.02645 0.009673 0.002902 0.03902 73 640: 2%|▏ | 1/59 [00:00<00:13, 4.35it/s] 201/299 5.66G 0.02502 0.01068 0.00232 0.03802 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.35it/s] 201/299 5.66G 0.02502 0.01068 0.00232 0.03802 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 201/299 5.66G 0.027 0.01112 0.001892 0.04001 72 640: 3%|▎ | 2/59 [00:00<00:13, 4.25it/s] 201/299 5.66G 0.027 0.01112 0.001892 0.04001 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 201/299 5.66G 0.02637 0.01106 0.001588 0.03901 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 201/299 5.66G 0.02637 0.01106 0.001588 0.03901 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.31it/s] 201/299 5.66G 0.0263 0.01108 0.001486 0.03886 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.31it/s] 201/299 5.66G 0.0263 0.01108 0.001486 0.03886 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 201/299 5.66G 0.02628 0.01123 0.001541 0.03905 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 201/299 5.66G 0.02628 0.01123 0.001541 0.03905 91 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 201/299 5.66G 0.02626 0.0113 0.001688 0.03925 89 640: 10%|█ | 6/59 [00:01<00:12, 4.27it/s] 201/299 5.66G 0.02626 0.0113 0.001688 0.03925 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 201/299 5.66G 0.02659 0.01142 0.002125 0.04014 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 201/299 5.66G 0.02659 0.01142 0.002125 0.04014 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 201/299 5.66G 0.02634 0.01131 0.002318 0.03997 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 201/299 5.66G 0.02634 0.01131 0.002318 0.03997 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 201/299 5.66G 0.0267 0.01142 0.002318 0.04044 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 201/299 5.66G 0.0267 0.01142 0.002318 0.04044 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 201/299 5.66G 0.02669 0.01144 0.002165 0.0403 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 201/299 5.66G 0.02669 0.01144 0.002165 0.0403 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 201/299 5.66G 0.02658 0.0116 0.002253 0.04044 98 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 201/299 5.66G 0.02658 0.0116 0.002253 0.04044 98 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 201/299 5.66G 0.02648 0.01146 0.002177 0.04012 78 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 201/299 5.66G 0.02648 0.01146 0.002177 0.04012 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 201/299 5.66G 0.02658 0.01139 0.002287 0.04025 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 201/299 5.66G 0.02658 0.01139 0.002287 0.04025 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 201/299 5.66G 0.02674 0.01132 0.002247 0.04031 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 201/299 5.66G 0.02674 0.01132 0.002247 0.04031 74 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 201/299 5.66G 0.02677 0.01143 0.002154 0.04036 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.685 0.716 0.679 0.394
0%| | 0/59 [00:00<?, ?it/s] 202/299 5.66G 0.02632 0.0117 0.001717 0.03974 78 640: 0%| | 0/59 [00:00<?, ?it/s] 202/299 5.66G 0.02632 0.0117 0.001717 0.03974 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 202/299 5.66G 0.02774 0.01237 0.001411 0.04152 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 202/299 5.66G 0.02774 0.01237 0.001411 0.04152 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 202/299 5.66G 0.02733 0.01126 0.001695 0.04029 73 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 202/299 5.66G 0.02733 0.01126 0.001695 0.04029 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 202/299 5.66G 0.0271 0.01123 0.001487 0.03982 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 202/299 5.66G 0.0271 0.01123 0.001487 0.03982 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 202/299 5.66G 0.02664 0.01131 0.001606 0.03956 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 202/299 5.66G 0.02664 0.01131 0.001606 0.03956 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 202/299 5.66G 0.02623 0.01097 0.002134 0.03933 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.33it/s] 202/299 5.66G 0.02623 0.01097 0.002134 0.03933 75 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 202/299 5.66G 0.02642 0.01139 0.00224 0.04005 92 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 202/299 5.66G 0.02642 0.01139 0.00224 0.04005 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 202/299 5.66G 0.02634 0.01146 0.002046 0.03984 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 202/299 5.66G 0.02634 0.01146 0.002046 0.03984 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 202/299 5.66G 0.02596 0.01131 0.001965 0.03924 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 202/299 5.66G 0.02596 0.01131 0.001965 0.03924 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 202/299 5.66G 0.02575 0.01114 0.002061 0.03896 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 202/299 5.66G 0.02575 0.01114 0.002061 0.03896 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 202/299 5.66G 0.02565 0.01111 0.001986 0.03874 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 202/299 5.66G 0.02565 0.01111 0.001986 0.03874 75 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 202/299 5.66G 0.02559 0.01079 0.002028 0.03841 55 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 202/299 5.66G 0.02559 0.01079 0.002028 0.03841 55 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 202/299 5.66G 0.02551 0.01079 0.001968 0.03827 86 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 202/299 5.66G 0.02551 0.01079 0.001968 0.03827 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 202/299 5.66G 0.02552 0.01078 0.002031 0.03833 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 202/299 5.66G 0.02552 0.01078 0.002031 0.03833 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 202/299 5.66G 0.02553 0.01069 0.001932 0.03816 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 202/299 5.66G 0.02553 0.01069 0.001932 0.03816 67 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 202/299 5.66G 0.0254 0.01077 0.001961 0.03812 100 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.722 0.678 0.677 0.395
0%| | 0/59 [00:00<?, ?it/s] 203/299 5.66G 0.02316 0.00956 0.001731 0.03445 77 640: 0%| | 0/59 [00:00<?, ?it/s] 203/299 5.66G 0.02316 0.00956 0.001731 0.03445 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 203/299 5.66G 0.0231 0.01112 0.001548 0.03578 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 203/299 5.66G 0.0231 0.01112 0.001548 0.03578 93 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 203/299 5.66G 0.02391 0.01095 0.001489 0.03635 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.34it/s] 203/299 5.66G 0.02391 0.01095 0.001489 0.03635 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 203/299 5.66G 0.02442 0.01115 0.001259 0.03683 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 203/299 5.66G 0.02442 0.01115 0.001259 0.03683 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 203/299 5.66G 0.02501 0.01131 0.001199 0.03752 102 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 203/299 5.66G 0.02501 0.01131 0.001199 0.03752 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 203/299 5.66G 0.02499 0.01149 0.001336 0.03782 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 203/299 5.66G 0.02499 0.01149 0.001336 0.03782 88 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 203/299 5.66G 0.02477 0.01107 0.001625 0.03746 61 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 203/299 5.66G 0.02477 0.01107 0.001625 0.03746 61 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 203/299 5.66G 0.02452 0.01083 0.001518 0.03687 66 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 203/299 5.66G 0.02452 0.01083 0.001518 0.03687 66 640: 14%|█▎ | 8/59 [00:01<00:11, 4.32it/s] 203/299 5.66G 0.02515 0.01093 0.001543 0.03762 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.32it/s] 203/299 5.66G 0.02515 0.01093 0.001543 0.03762 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 203/299 5.66G 0.02542 0.011 0.001638 0.03806 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 203/299 5.66G 0.02542 0.011 0.001638 0.03806 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 203/299 5.66G 0.02555 0.01111 0.001665 0.03833 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 203/299 5.66G 0.02555 0.01111 0.001665 0.03833 97 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 203/299 5.66G 0.02551 0.01091 0.001768 0.03819 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 203/299 5.66G 0.02551 0.01091 0.001768 0.03819 70 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 203/299 5.66G 0.0256 0.01085 0.001703 0.03815 79 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 203/299 5.66G 0.0256 0.01085 0.001703 0.03815 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 203/299 5.66G 0.02564 0.01086 0.001642 0.03814 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 203/299 5.66G 0.02564 0.01086 0.001642 0.03814 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 203/299 5.66G 0.02604 0.01085 0.001839 0.03873 61 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 203/299 5.66G 0.02604 0.01085 0.001839 0.03873 61 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 203/299 5.66G 0.02617 0.01099 0.001786 0.03895 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.724 0.646 0.673 0.396
0%| | 0/59 [00:00<?, ?it/s] 204/299 5.66G 0.02089 0.008718 0.006112 0.03572 72 640: 0%| | 0/59 [00:00<?, ?it/s] 204/299 5.66G 0.02089 0.008718 0.006112 0.03572 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 204/299 5.66G 0.02322 0.01154 0.004676 0.03944 93 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 204/299 5.66G 0.02322 0.01154 0.004676 0.03944 93 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 204/299 5.66G 0.02451 0.0115 0.004856 0.04087 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 204/299 5.66G 0.02451 0.0115 0.004856 0.04087 70 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 204/299 5.66G 0.02549 0.01188 0.004074 0.04144 79 640: 5%|▌ | 3/59 [00:00<00:13, 4.22it/s] 204/299 5.66G 0.02549 0.01188 0.004074 0.04144 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 204/299 5.66G 0.0262 0.01157 0.003854 0.04162 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 204/299 5.66G 0.0262 0.01157 0.003854 0.04162 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 204/299 5.66G 0.0259 0.01144 0.003895 0.04124 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.28it/s] 204/299 5.66G 0.0259 0.01144 0.003895 0.04124 78 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 204/299 5.66G 0.02625 0.01146 0.00346 0.04118 75 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 204/299 5.66G 0.02625 0.01146 0.00346 0.04118 75 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 204/299 5.66G 0.02631 0.01162 0.003194 0.04113 95 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 204/299 5.66G 0.02631 0.01162 0.003194 0.04113 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 204/299 5.66G 0.02645 0.01145 0.003676 0.04158 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 204/299 5.66G 0.02645 0.01145 0.003676 0.04158 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 204/299 5.66G 0.02628 0.01138 0.003492 0.04115 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 204/299 5.66G 0.02628 0.01138 0.003492 0.04115 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 204/299 5.66G 0.02617 0.01132 0.00334 0.04083 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 204/299 5.66G 0.02617 0.01132 0.00334 0.04083 95 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 204/299 5.66G 0.02607 0.01113 0.003117 0.04032 64 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 204/299 5.66G 0.02607 0.01113 0.003117 0.04032 64 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 204/299 5.66G 0.026 0.01104 0.002933 0.03998 77 640: 20%|██ | 12/59 [00:03<00:10, 4.40it/s] 204/299 5.66G 0.026 0.01104 0.002933 0.03998 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 204/299 5.66G 0.02604 0.01104 0.002915 0.03999 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.30it/s] 204/299 5.66G 0.02604 0.01104 0.002915 0.03999 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 204/299 5.66G 0.02584 0.01088 0.002763 0.03948 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 204/299 5.66G 0.02584 0.01088 0.002763 0.03948 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 204/299 5.66G 0.02572 0.01095 0.002677 0.03935 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.718 0.66 0.666 0.386
0%| | 0/59 [00:00<?, ?it/s] 205/299 5.66G 0.0254 0.01015 0.0009151 0.03646 90 640: 0%| | 0/59 [00:00<?, ?it/s] 205/299 5.66G 0.0254 0.01015 0.0009151 0.03646 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 205/299 5.66G 0.02671 0.01123 0.0007797 0.03872 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 205/299 5.66G 0.02671 0.01123 0.0007797 0.03872 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 205/299 5.66G 0.0272 0.01145 0.0008884 0.03953 96 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 205/299 5.66G 0.0272 0.01145 0.0008884 0.03953 96 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 205/299 5.66G 0.02648 0.01164 0.001103 0.03922 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 205/299 5.66G 0.02648 0.01164 0.001103 0.03922 97 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 205/299 5.66G 0.02664 0.01134 0.0009911 0.03897 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 205/299 5.66G 0.02664 0.01134 0.0009911 0.03897 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 205/299 5.66G 0.02622 0.01124 0.00115 0.03861 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 205/299 5.66G 0.02622 0.01124 0.00115 0.03861 86 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 205/299 5.66G 0.02591 0.01132 0.001058 0.03829 96 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 205/299 5.66G 0.02591 0.01132 0.001058 0.03829 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 205/299 5.66G 0.02549 0.01169 0.001259 0.03844 114 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 205/299 5.66G 0.02549 0.01169 0.001259 0.03844 114 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 205/299 5.66G 0.02564 0.01138 0.001381 0.0384 63 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 205/299 5.66G 0.02564 0.01138 0.001381 0.0384 63 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 205/299 5.66G 0.02571 0.01125 0.001312 0.03828 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 205/299 5.66G 0.02571 0.01125 0.001312 0.03828 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 205/299 5.66G 0.02558 0.0113 0.001267 0.03815 105 640: 17%|█▋ | 10/59 [00:02<00:11, 4.33it/s] 205/299 5.66G 0.02558 0.0113 0.001267 0.03815 105 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 205/299 5.66G 0.02565 0.01112 0.001192 0.03796 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 205/299 5.66G 0.02565 0.01112 0.001192 0.03796 68 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 205/299 5.66G 0.02589 0.01124 0.001224 0.03836 88 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 205/299 5.66G 0.02589 0.01124 0.001224 0.03836 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.44it/s] 205/299 5.66G 0.0262 0.01118 0.001403 0.03878 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.44it/s] 205/299 5.66G 0.0262 0.01118 0.001403 0.03878 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 205/299 5.66G 0.02606 0.01114 0.001421 0.03862 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 205/299 5.66G 0.02606 0.01114 0.001421 0.03862 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 205/299 5.66G 0.02617 0.01127 0.001564 0.03901 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.723 0.656 0.661 0.388
0%| | 0/59 [00:00<?, ?it/s] 206/299 5.66G 0.02686 0.01152 0.002553 0.04093 68 640: 0%| | 0/59 [00:00<?, ?it/s] 206/299 5.66G 0.02686 0.01152 0.002553 0.04093 68 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 206/299 5.66G 0.02621 0.01122 0.001668 0.03909 89 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 206/299 5.66G 0.02621 0.01122 0.001668 0.03909 89 640: 3%|▎ | 2/59 [00:00<00:19, 2.88it/s] 206/299 5.66G 0.02655 0.01112 0.002012 0.03969 70 640: 3%|▎ | 2/59 [00:00<00:19, 2.88it/s] 206/299 5.66G 0.02655 0.01112 0.002012 0.03969 70 640: 5%|▌ | 3/59 [00:00<00:16, 3.37it/s] 206/299 5.66G 0.02628 0.01105 0.001949 0.03927 74 640: 5%|▌ | 3/59 [00:01<00:16, 3.37it/s] 206/299 5.66G 0.02628 0.01105 0.001949 0.03927 74 640: 7%|▋ | 4/59 [00:01<00:14, 3.78it/s] 206/299 5.66G 0.02594 0.01082 0.00167 0.03843 80 640: 7%|▋ | 4/59 [00:01<00:14, 3.78it/s] 206/299 5.66G 0.02594 0.01082 0.00167 0.03843 80 640: 8%|▊ | 5/59 [00:01<00:13, 3.92it/s] 206/299 5.66G 0.02563 0.0109 0.001583 0.03811 83 640: 8%|▊ | 5/59 [00:01<00:13, 3.92it/s] 206/299 5.66G 0.02563 0.0109 0.001583 0.03811 83 640: 10%|█ | 6/59 [00:01<00:12, 4.11it/s] 206/299 5.66G 0.02538 0.01092 0.001673 0.03797 79 640: 10%|█ | 6/59 [00:01<00:12, 4.11it/s] 206/299 5.66G 0.02538 0.01092 0.001673 0.03797 79 640: 12%|█▏ | 7/59 [00:01<00:12, 4.15it/s] 206/299 5.66G 0.02507 0.01108 0.001549 0.0377 108 640: 12%|█▏ | 7/59 [00:02<00:12, 4.15it/s] 206/299 5.66G 0.02507 0.01108 0.001549 0.0377 108 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 206/299 5.66G 0.02478 0.01093 0.001445 0.03715 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.29it/s] 206/299 5.66G 0.02478 0.01093 0.001445 0.03715 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 206/299 5.66G 0.02479 0.01095 0.001414 0.03716 97 640: 15%|█▌ | 9/59 [00:02<00:11, 4.26it/s] 206/299 5.66G 0.02479 0.01095 0.001414 0.03716 97 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 206/299 5.66G 0.02496 0.01091 0.001634 0.0375 83 640: 17%|█▋ | 10/59 [00:02<00:11, 4.37it/s] 206/299 5.66G 0.02496 0.01091 0.001634 0.0375 83 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 206/299 5.66G 0.02506 0.01091 0.001761 0.03773 87 640: 19%|█▊ | 11/59 [00:02<00:11, 4.32it/s] 206/299 5.66G 0.02506 0.01091 0.001761 0.03773 87 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 206/299 5.66G 0.02493 0.01094 0.001673 0.03754 89 640: 20%|██ | 12/59 [00:03<00:10, 4.39it/s] 206/299 5.66G 0.02493 0.01094 0.001673 0.03754 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 206/299 5.66G 0.02523 0.0109 0.001608 0.03774 65 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 206/299 5.66G 0.02523 0.0109 0.001608 0.03774 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 206/299 5.66G 0.02554 0.01093 0.001615 0.03809 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 206/299 5.66G 0.02554 0.01093 0.001615 0.03809 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 206/299 5.66G 0.02548 0.01101 0.001574 0.03806 98 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.714 0.673 0.666 0.377
0%| | 0/59 [00:00<?, ?it/s] 207/299 5.66G 0.02801 0.01258 0.002491 0.04309 89 640: 0%| | 0/59 [00:00<?, ?it/s] 207/299 5.66G 0.02801 0.01258 0.002491 0.04309 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 207/299 5.66G 0.02711 0.01094 0.001471 0.03952 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 207/299 5.66G 0.02711 0.01094 0.001471 0.03952 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 207/299 5.66G 0.02608 0.01062 0.001405 0.0381 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.29it/s] 207/299 5.66G 0.02608 0.01062 0.001405 0.0381 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 207/299 5.66G 0.02623 0.01092 0.001927 0.03908 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 207/299 5.66G 0.02623 0.01092 0.001927 0.03908 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.30it/s] 207/299 5.66G 0.02633 0.01106 0.001847 0.03923 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.30it/s] 207/299 5.66G 0.02633 0.01106 0.001847 0.03923 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 207/299 5.66G 0.02623 0.01091 0.001661 0.0388 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 207/299 5.66G 0.02623 0.01091 0.001661 0.0388 79 640: 10%|█ | 6/59 [00:01<00:12, 4.25it/s] 207/299 5.66G 0.02642 0.01063 0.002089 0.03914 66 640: 10%|█ | 6/59 [00:01<00:12, 4.25it/s] 207/299 5.66G 0.02642 0.01063 0.002089 0.03914 66 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 207/299 5.66G 0.02654 0.01064 0.001921 0.03911 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 207/299 5.66G 0.02654 0.01064 0.001921 0.03911 80 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 207/299 5.66G 0.0265 0.01088 0.001834 0.03922 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 207/299 5.66G 0.0265 0.01088 0.001834 0.03922 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 207/299 5.66G 0.02635 0.01062 0.001727 0.0387 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 207/299 5.66G 0.02635 0.01062 0.001727 0.0387 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 207/299 5.66G 0.02622 0.01055 0.0017 0.03847 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.32it/s] 207/299 5.66G 0.02622 0.01055 0.0017 0.03847 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 207/299 5.66G 0.026 0.01048 0.001686 0.03817 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 207/299 5.66G 0.026 0.01048 0.001686 0.03817 72 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 207/299 5.66G 0.02593 0.01052 0.00173 0.03818 91 640: 20%|██ | 12/59 [00:02<00:10, 4.34it/s] 207/299 5.66G 0.02593 0.01052 0.00173 0.03818 91 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 207/299 5.66G 0.02615 0.01049 0.001645 0.03828 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 207/299 5.66G 0.02615 0.01049 0.001645 0.03828 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 207/299 5.66G 0.02612 0.01055 0.001729 0.0384 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.27it/s] 207/299 5.66G 0.02612 0.01055 0.001729 0.0384 82 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 207/299 5.66G 0.02613 0.01062 0.00174 0.0385 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.733 0.671 0.677 0.385
0%| | 0/59 [00:00<?, ?it/s] 208/299 5.66G 0.02693 0.009721 0.001749 0.0384 70 640: 0%| | 0/59 [00:00<?, ?it/s] 208/299 5.66G 0.02693 0.009721 0.001749 0.0384 70 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 208/299 5.66G 0.02611 0.01013 0.001259 0.0375 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.18it/s] 208/299 5.66G 0.02611 0.01013 0.001259 0.0375 84 640: 3%|▎ | 2/59 [00:00<00:15, 3.70it/s] 208/299 5.66G 0.02606 0.009572 0.001047 0.03668 70 640: 3%|▎ | 2/59 [00:00<00:15, 3.70it/s] 208/299 5.66G 0.02606 0.009572 0.001047 0.03668 70 640: 5%|▌ | 3/59 [00:00<00:14, 3.93it/s] 208/299 5.66G 0.02646 0.009847 0.001122 0.03743 78 640: 5%|▌ | 3/59 [00:00<00:14, 3.93it/s] 208/299 5.66G 0.02646 0.009847 0.001122 0.03743 78 640: 7%|▋ | 4/59 [00:00<00:13, 4.15it/s] 208/299 5.66G 0.02592 0.009787 0.001112 0.03682 92 640: 7%|▋ | 4/59 [00:01<00:13, 4.15it/s] 208/299 5.66G 0.02592 0.009787 0.001112 0.03682 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.18it/s] 208/299 5.66G 0.02622 0.01013 0.001092 0.03744 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.18it/s] 208/299 5.66G 0.02622 0.01013 0.001092 0.03744 82 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 208/299 5.66G 0.026 0.01032 0.001254 0.03757 82 640: 10%|█ | 6/59 [00:01<00:12, 4.32it/s] 208/299 5.66G 0.026 0.01032 0.001254 0.03757 82 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 208/299 5.66G 0.02605 0.01036 0.00126 0.03767 83 640: 12%|█▏ | 7/59 [00:01<00:12, 4.27it/s] 208/299 5.66G 0.02605 0.01036 0.00126 0.03767 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 208/299 5.66G 0.02589 0.01033 0.001289 0.0375 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 208/299 5.66G 0.02589 0.01033 0.001289 0.0375 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 208/299 5.66G 0.02551 0.01048 0.001233 0.03722 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 208/299 5.66G 0.02551 0.01048 0.001233 0.03722 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 208/299 5.66G 0.02549 0.01051 0.001246 0.03725 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 208/299 5.66G 0.02549 0.01051 0.001246 0.03725 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 208/299 5.66G 0.02553 0.01034 0.001307 0.03717 65 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 208/299 5.66G 0.02553 0.01034 0.001307 0.03717 65 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 208/299 5.66G 0.02551 0.01038 0.001538 0.03743 83 640: 20%|██ | 12/59 [00:03<00:10, 4.42it/s] 208/299 5.66G 0.02551 0.01038 0.001538 0.03743 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 208/299 5.66G 0.02546 0.01037 0.001457 0.03729 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 208/299 5.66G 0.02546 0.01037 0.001457 0.03729 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 208/299 5.66G 0.02561 0.01045 0.001471 0.03753 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 208/299 5.66G 0.02561 0.01045 0.001471 0.03753 83 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 208/299 5.66G 0.02546 0.01055 0.001464 0.03748 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.716 0.687 0.683 0.393
0%| | 0/59 [00:00<?, ?it/s] 209/299 5.66G 0.02473 0.01107 0.0009742 0.03678 94 640: 0%| | 0/59 [00:00<?, ?it/s] 209/299 5.66G 0.02473 0.01107 0.0009742 0.03678 94 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 209/299 5.66G 0.02491 0.01011 0.001328 0.03634 71 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 209/299 5.66G 0.02491 0.01011 0.001328 0.03634 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.10it/s] 209/299 5.66G 0.02379 0.01025 0.00116 0.0352 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.10it/s] 209/299 5.66G 0.02379 0.01025 0.00116 0.0352 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 209/299 5.66G 0.02368 0.01053 0.001209 0.03542 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 209/299 5.66G 0.02368 0.01053 0.001209 0.03542 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.28it/s] 209/299 5.66G 0.02397 0.0101 0.001237 0.0353 71 640: 7%|▋ | 4/59 [00:01<00:12, 4.28it/s] 209/299 5.66G 0.02397 0.0101 0.001237 0.0353 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 209/299 5.66G 0.02397 0.01053 0.001543 0.03604 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 209/299 5.66G 0.02397 0.01053 0.001543 0.03604 91 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 209/299 5.66G 0.02421 0.01046 0.001407 0.03607 69 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 209/299 5.66G 0.02421 0.01046 0.001407 0.03607 69 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 209/299 5.66G 0.0242 0.01093 0.001592 0.03672 115 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 209/299 5.66G 0.0242 0.01093 0.001592 0.03672 115 640: 14%|█▎ | 8/59 [00:01<00:11, 4.36it/s] 209/299 5.66G 0.02381 0.01078 0.001653 0.03624 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.36it/s] 209/299 5.66G 0.02381 0.01078 0.001653 0.03624 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 209/299 5.66G 0.02416 0.01088 0.001586 0.03662 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 209/299 5.66G 0.02416 0.01088 0.001586 0.03662 98 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 209/299 5.66G 0.02427 0.01085 0.001616 0.03674 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 209/299 5.66G 0.02427 0.01085 0.001616 0.03674 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 209/299 5.66G 0.02437 0.01068 0.001709 0.03677 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 209/299 5.66G 0.02437 0.01068 0.001709 0.03677 77 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 209/299 5.66G 0.02443 0.01062 0.001703 0.03675 81 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 209/299 5.66G 0.02443 0.01062 0.001703 0.03675 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 209/299 5.66G 0.02422 0.01059 0.001639 0.03645 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 209/299 5.66G 0.02422 0.01059 0.001639 0.03645 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 209/299 5.66G 0.02418 0.01065 0.001904 0.03674 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.34it/s] 209/299 5.66G 0.02418 0.01065 0.001904 0.03674 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 209/299 5.66G 0.02435 0.01083 0.001916 0.0371 95 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.23s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.10s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:02, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.729 0.696 0.691 0.402
0%| | 0/59 [00:00<?, ?it/s] 210/299 5.66G 0.02378 0.01185 0.001021 0.03665 81 640: 0%| | 0/59 [00:00<?, ?it/s] 210/299 5.66G 0.02378 0.01185 0.001021 0.03665 81 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 210/299 5.66G 0.0246 0.01133 0.0008163 0.03675 84 640: 2%|▏ | 1/59 [00:00<00:14, 4.14it/s] 210/299 5.66G 0.0246 0.01133 0.0008163 0.03675 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 210/299 5.66G 0.02498 0.0108 0.0008708 0.03665 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.41it/s] 210/299 5.66G 0.02498 0.0108 0.0008708 0.03665 78 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 210/299 5.66G 0.02475 0.01116 0.0008042 0.03672 90 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 210/299 5.66G 0.02475 0.01116 0.0008042 0.03672 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 210/299 5.66G 0.02497 0.0112 0.0009322 0.0371 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 210/299 5.66G 0.02497 0.0112 0.0009322 0.0371 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 210/299 5.66G 0.02465 0.01109 0.0008602 0.03661 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 210/299 5.66G 0.02465 0.01109 0.0008602 0.03661 77 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 210/299 5.66G 0.02495 0.01099 0.0009194 0.03686 73 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 210/299 5.66G 0.02495 0.01099 0.0009194 0.03686 73 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 210/299 5.66G 0.02509 0.01098 0.0009389 0.03701 84 640: 12%|█▏ | 7/59 [00:01<00:12, 4.31it/s] 210/299 5.66G 0.02509 0.01098 0.0009389 0.03701 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 210/299 5.66G 0.02553 0.0111 0.000924 0.03756 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 210/299 5.66G 0.02553 0.0111 0.000924 0.03756 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 210/299 5.66G 0.02554 0.01106 0.000922 0.03751 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.32it/s] 210/299 5.66G 0.02554 0.01106 0.000922 0.03751 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 210/299 5.66G 0.0261 0.0112 0.001132 0.03843 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 210/299 5.66G 0.0261 0.0112 0.001132 0.03843 86 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 210/299 5.66G 0.02581 0.0111 0.001176 0.03808 71 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 210/299 5.66G 0.02581 0.0111 0.001176 0.03808 71 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 210/299 5.66G 0.02578 0.01099 0.001152 0.03793 80 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 210/299 5.66G 0.02578 0.01099 0.001152 0.03793 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.37it/s] 210/299 5.66G 0.02593 0.01079 0.001107 0.03783 59 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 210/299 5.66G 0.02593 0.01079 0.001107 0.03783 59 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 210/299 5.66G 0.02607 0.01078 0.001231 0.03808 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.45it/s] 210/299 5.66G 0.02607 0.01078 0.001231 0.03808 79 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 210/299 5.66G 0.02619 0.01081 0.001205 0.03821 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.772 0.644 0.686 0.397
0%| | 0/59 [00:00<?, ?it/s] 211/299 5.66G 0.02556 0.0122 0.002864 0.04063 86 640: 0%| | 0/59 [00:00<?, ?it/s] 211/299 5.66G 0.02556 0.0122 0.002864 0.04063 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 211/299 5.66G 0.02606 0.01164 0.003153 0.04086 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 211/299 5.66G 0.02606 0.01164 0.003153 0.04086 93 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 211/299 5.66G 0.02558 0.01091 0.002966 0.03946 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 211/299 5.66G 0.02558 0.01091 0.002966 0.03946 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 211/299 5.66G 0.02638 0.01079 0.00268 0.03985 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 211/299 5.66G 0.02638 0.01079 0.00268 0.03985 78 640: 7%|▋ | 4/59 [00:00<00:13, 4.23it/s] 211/299 5.66G 0.02641 0.01088 0.002668 0.03997 93 640: 7%|▋ | 4/59 [00:01<00:13, 4.23it/s] 211/299 5.66G 0.02641 0.01088 0.002668 0.03997 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 211/299 5.66G 0.02646 0.01108 0.00247 0.04002 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 211/299 5.66G 0.02646 0.01108 0.00247 0.04002 73 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 211/299 5.66G 0.02627 0.01067 0.002191 0.03913 64 640: 10%|█ | 6/59 [00:01<00:12, 4.30it/s] 211/299 5.66G 0.02627 0.01067 0.002191 0.03913 64 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 211/299 5.66G 0.02617 0.01055 0.002262 0.03898 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 211/299 5.66G 0.02617 0.01055 0.002262 0.03898 75 640: 14%|█▎ | 8/59 [00:01<00:11, 4.27it/s] 211/299 5.66G 0.02596 0.0107 0.002154 0.03881 93 640: 14%|█▎ | 8/59 [00:02<00:11, 4.27it/s] 211/299 5.66G 0.02596 0.0107 0.002154 0.03881 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 211/299 5.66G 0.02614 0.01063 0.001986 0.03876 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 211/299 5.66G 0.02614 0.01063 0.001986 0.03876 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 211/299 5.66G 0.02587 0.01071 0.001846 0.03843 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.31it/s] 211/299 5.66G 0.02587 0.01071 0.001846 0.03843 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 211/299 5.66G 0.0261 0.01066 0.001773 0.03853 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 211/299 5.66G 0.0261 0.01066 0.001773 0.03853 69 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 211/299 5.66G 0.02616 0.01075 0.001894 0.0388 79 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 211/299 5.66G 0.02616 0.01075 0.001894 0.0388 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 211/299 5.66G 0.02625 0.01088 0.001899 0.03903 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 211/299 5.66G 0.02625 0.01088 0.001899 0.03903 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 211/299 5.66G 0.02618 0.01085 0.001877 0.0389 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.30it/s] 211/299 5.66G 0.02618 0.01085 0.001877 0.0389 71 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 211/299 5.66G 0.02629 0.01089 0.001853 0.03904 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.718 0.674 0.668 0.384
0%| | 0/59 [00:00<?, ?it/s] 212/299 5.66G 0.0244 0.0107 0.0008242 0.03592 85 640: 0%| | 0/59 [00:00<?, ?it/s] 212/299 5.66G 0.0244 0.0107 0.0008242 0.03592 85 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 212/299 5.66G 0.02555 0.01024 0.001081 0.03687 71 640: 2%|▏ | 1/59 [00:00<00:14, 4.11it/s] 212/299 5.66G 0.02555 0.01024 0.001081 0.03687 71 640: 3%|▎ | 2/59 [00:00<00:19, 2.97it/s] 212/299 5.66G 0.02586 0.01053 0.0008577 0.03724 83 640: 3%|▎ | 2/59 [00:00<00:19, 2.97it/s] 212/299 5.66G 0.02586 0.01053 0.0008577 0.03724 83 640: 5%|▌ | 3/59 [00:00<00:16, 3.43it/s] 212/299 5.66G 0.02498 0.01047 0.0007356 0.03618 85 640: 5%|▌ | 3/59 [00:01<00:16, 3.43it/s] 212/299 5.66G 0.02498 0.01047 0.0007356 0.03618 85 640: 7%|▋ | 4/59 [00:01<00:14, 3.82it/s] 212/299 5.66G 0.02509 0.01086 0.0007555 0.0367 87 640: 7%|▋ | 4/59 [00:01<00:14, 3.82it/s] 212/299 5.66G 0.02509 0.01086 0.0007555 0.0367 87 640: 8%|▊ | 5/59 [00:01<00:13, 3.95it/s] 212/299 5.66G 0.02563 0.01094 0.001005 0.03757 79 640: 8%|▊ | 5/59 [00:01<00:13, 3.95it/s] 212/299 5.66G 0.02563 0.01094 0.001005 0.03757 79 640: 10%|█ | 6/59 [00:01<00:12, 4.12it/s] 212/299 5.66G 0.02556 0.0112 0.00098 0.03774 98 640: 10%|█ | 6/59 [00:01<00:12, 4.12it/s] 212/299 5.66G 0.02556 0.0112 0.00098 0.03774 98 640: 12%|█▏ | 7/59 [00:01<00:12, 4.16it/s] 212/299 5.66G 0.02546 0.01112 0.00105 0.03763 95 640: 12%|█▏ | 7/59 [00:02<00:12, 4.16it/s] 212/299 5.66G 0.02546 0.01112 0.00105 0.03763 95 640: 14%|█▎ | 8/59 [00:02<00:11, 4.30it/s] 212/299 5.66G 0.02546 0.01117 0.001284 0.03791 92 640: 14%|█▎ | 8/59 [00:02<00:11, 4.30it/s] 212/299 5.66G 0.02546 0.01117 0.001284 0.03791 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 212/299 5.66G 0.02529 0.0113 0.001291 0.03789 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.28it/s] 212/299 5.66G 0.02529 0.0113 0.001291 0.03789 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 212/299 5.66G 0.02555 0.01125 0.001292 0.03809 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 212/299 5.66G 0.02555 0.01125 0.001292 0.03809 81 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 212/299 5.66G 0.02521 0.01106 0.00131 0.03758 76 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 212/299 5.66G 0.02521 0.01106 0.00131 0.03758 76 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 212/299 5.66G 0.02527 0.01073 0.001245 0.03725 52 640: 20%|██ | 12/59 [00:03<00:10, 4.43it/s] 212/299 5.66G 0.02527 0.01073 0.001245 0.03725 52 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 212/299 5.66G 0.02551 0.01063 0.001236 0.03737 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 212/299 5.66G 0.02551 0.01063 0.001236 0.03737 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 212/299 5.66G 0.02549 0.01072 0.001221 0.03743 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 212/299 5.66G 0.02549 0.01072 0.001221 0.03743 90 640: 25%|██▌ | 15/59 [00:03<00:10, 4.36it/s] 212/299 5.66G 0.0255 0.01071 0.001233 0.03744 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.709 0.689 0.683 0.388
0%| | 0/59 [00:00<?, ?it/s] 213/299 5.66G 0.02462 0.009454 0.0009876 0.03506 71 640: 0%| | 0/59 [00:00<?, ?it/s] 213/299 5.66G 0.02462 0.009454 0.0009876 0.03506 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.43it/s] 213/299 5.66G 0.0257 0.01023 0.002155 0.03808 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.43it/s] 213/299 5.66G 0.0257 0.01023 0.002155 0.03808 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 213/299 5.66G 0.02419 0.009308 0.001702 0.03521 59 640: 3%|▎ | 2/59 [00:00<00:13, 4.24it/s] 213/299 5.66G 0.02419 0.009308 0.001702 0.03521 59 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 213/299 5.66G 0.02516 0.009626 0.001949 0.03673 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.40it/s] 213/299 5.66G 0.02516 0.009626 0.001949 0.03673 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.32it/s] 213/299 5.66G 0.02527 0.009951 0.001951 0.03717 88 640: 7%|▋ | 4/59 [00:01<00:12, 4.32it/s] 213/299 5.66G 0.02527 0.009951 0.001951 0.03717 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 213/299 5.66G 0.02517 0.01025 0.001863 0.03729 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 213/299 5.66G 0.02517 0.01025 0.001863 0.03729 101 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 213/299 5.66G 0.02551 0.01015 0.001748 0.03741 68 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 213/299 5.66G 0.02551 0.01015 0.001748 0.03741 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 213/299 5.66G 0.02522 0.01053 0.001566 0.03732 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.44it/s] 213/299 5.66G 0.02522 0.01053 0.001566 0.03732 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 213/299 5.66G 0.02514 0.01062 0.001481 0.03724 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 213/299 5.66G 0.02514 0.01062 0.001481 0.03724 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 213/299 5.66G 0.02524 0.01066 0.001389 0.03729 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 213/299 5.66G 0.02524 0.01066 0.001389 0.03729 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 213/299 5.66G 0.02505 0.01072 0.001307 0.03707 91 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 213/299 5.66G 0.02505 0.01072 0.001307 0.03707 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 213/299 5.66G 0.02518 0.01072 0.001369 0.03726 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 213/299 5.66G 0.02518 0.01072 0.001369 0.03726 82 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 213/299 5.66G 0.02518 0.01065 0.001356 0.03718 71 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 213/299 5.66G 0.02518 0.01065 0.001356 0.03718 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 213/299 5.66G 0.02502 0.01075 0.00143 0.03721 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 213/299 5.66G 0.02502 0.01075 0.00143 0.03721 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 213/299 5.66G 0.02511 0.01083 0.00144 0.03738 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 213/299 5.66G 0.02511 0.01083 0.00144 0.03738 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 213/299 5.66G 0.02498 0.01079 0.001479 0.03725 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.46it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.725 0.672 0.677 0.384
0%| | 0/59 [00:00<?, ?it/s] 214/299 5.66G 0.02583 0.01022 0.000996 0.03705 90 640: 0%| | 0/59 [00:00<?, ?it/s] 214/299 5.66G 0.02583 0.01022 0.000996 0.03705 90 640: 2%|▏ | 1/59 [00:00<00:16, 3.47it/s] 214/299 5.66G 0.02476 0.0103 0.001757 0.03682 85 640: 2%|▏ | 1/59 [00:00<00:16, 3.47it/s] 214/299 5.66G 0.02476 0.0103 0.001757 0.03682 85 640: 3%|▎ | 2/59 [00:00<00:14, 4.06it/s] 214/299 5.66G 0.02454 0.01052 0.001537 0.0366 91 640: 3%|▎ | 2/59 [00:00<00:14, 4.06it/s] 214/299 5.66G 0.02454 0.01052 0.001537 0.0366 91 640: 5%|▌ | 3/59 [00:00<00:13, 4.09it/s] 214/299 5.66G 0.02507 0.01111 0.001488 0.03766 103 640: 5%|▌ | 3/59 [00:00<00:13, 4.09it/s] 214/299 5.66G 0.02507 0.01111 0.001488 0.03766 103 640: 7%|▋ | 4/59 [00:00<00:12, 4.26it/s] 214/299 5.66G 0.02585 0.0113 0.001628 0.03878 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.26it/s] 214/299 5.66G 0.02585 0.0113 0.001628 0.03878 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 214/299 5.66G 0.02596 0.01138 0.00169 0.03903 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.25it/s] 214/299 5.66G 0.02596 0.01138 0.00169 0.03903 88 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 214/299 5.66G 0.02601 0.0112 0.001648 0.03886 72 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 214/299 5.66G 0.02601 0.0112 0.001648 0.03886 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 214/299 5.66G 0.02595 0.01117 0.001483 0.0386 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 214/299 5.66G 0.02595 0.01117 0.001483 0.0386 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 214/299 5.66G 0.02575 0.01103 0.00139 0.03818 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 214/299 5.66G 0.02575 0.01103 0.00139 0.03818 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 214/299 5.66G 0.02569 0.01098 0.001628 0.03829 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 214/299 5.66G 0.02569 0.01098 0.001628 0.03829 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 214/299 5.66G 0.02587 0.01093 0.001564 0.03836 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 214/299 5.66G 0.02587 0.01093 0.001564 0.03836 84 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 214/299 5.66G 0.02612 0.01086 0.001523 0.03851 64 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 214/299 5.66G 0.02612 0.01086 0.001523 0.03851 64 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 214/299 5.66G 0.02594 0.0108 0.001445 0.03819 79 640: 20%|██ | 12/59 [00:03<00:10, 4.43it/s] 214/299 5.66G 0.02594 0.0108 0.001445 0.03819 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 214/299 5.66G 0.02573 0.01074 0.001411 0.03789 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.37it/s] 214/299 5.66G 0.02573 0.01074 0.001411 0.03789 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 214/299 5.66G 0.02576 0.0109 0.001384 0.03804 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.43it/s] 214/299 5.66G 0.02576 0.0109 0.001384 0.03804 97 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 214/299 5.66G 0.02567 0.01091 0.001346 0.03793 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.714 0.686 0.679 0.387
0%| | 0/59 [00:00<?, ?it/s] 215/299 5.66G 0.0246 0.009947 0.0009327 0.03547 82 640: 0%| | 0/59 [00:00<?, ?it/s] 215/299 5.66G 0.0246 0.009947 0.0009327 0.03547 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 215/299 5.66G 0.02554 0.01023 0.0006419 0.03642 100 640: 2%|▏ | 1/59 [00:00<00:12, 4.53it/s] 215/299 5.66G 0.02554 0.01023 0.0006419 0.03642 100 640: 3%|▎ | 2/59 [00:00<00:13, 4.17it/s] 215/299 5.66G 0.02532 0.01008 0.00118 0.03658 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.17it/s] 215/299 5.66G 0.02532 0.01008 0.00118 0.03658 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 215/299 5.66G 0.02472 0.01014 0.001393 0.03625 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 215/299 5.66G 0.02472 0.01014 0.001393 0.03625 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.28it/s] 215/299 5.66G 0.02468 0.01059 0.00127 0.03654 98 640: 7%|▋ | 4/59 [00:01<00:12, 4.28it/s] 215/299 5.66G 0.02468 0.01059 0.00127 0.03654 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 215/299 5.66G 0.02483 0.01075 0.001233 0.03682 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 215/299 5.66G 0.02483 0.01075 0.001233 0.03682 80 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 215/299 5.66G 0.0249 0.01055 0.001159 0.03661 80 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 215/299 5.66G 0.0249 0.01055 0.001159 0.03661 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 215/299 5.66G 0.02471 0.01075 0.001094 0.03655 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 215/299 5.66G 0.02471 0.01075 0.001094 0.03655 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 215/299 5.66G 0.02452 0.01069 0.001226 0.03643 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 215/299 5.66G 0.02452 0.01069 0.001226 0.03643 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 215/299 5.66G 0.02446 0.01065 0.001166 0.03628 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 215/299 5.66G 0.02446 0.01065 0.001166 0.03628 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 215/299 5.66G 0.02452 0.01093 0.0011 0.03654 104 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 215/299 5.66G 0.02452 0.01093 0.0011 0.03654 104 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 215/299 5.66G 0.02449 0.01082 0.00109 0.0364 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 215/299 5.66G 0.02449 0.01082 0.00109 0.0364 77 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 215/299 5.66G 0.0246 0.01075 0.001115 0.03647 67 640: 20%|██ | 12/59 [00:02<00:10, 4.33it/s] 215/299 5.66G 0.0246 0.01075 0.001115 0.03647 67 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 215/299 5.66G 0.02457 0.01082 0.001198 0.03659 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 215/299 5.66G 0.02457 0.01082 0.001198 0.03659 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 215/299 5.66G 0.02453 0.01087 0.001149 0.03654 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.33it/s] 215/299 5.66G 0.02453 0.01087 0.001149 0.03654 95 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 215/299 5.66G 0.02473 0.01086 0.001255 0.03685 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.679 0.699 0.671 0.388
0%| | 0/59 [00:00<?, ?it/s] 216/299 5.66G 0.02624 0.01362 0.0009961 0.04085 105 640: 0%| | 0/59 [00:00<?, ?it/s] 216/299 5.66G 0.02624 0.01362 0.0009961 0.04085 105 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 216/299 5.66G 0.02581 0.01257 0.003211 0.0416 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 216/299 5.66G 0.02581 0.01257 0.003211 0.0416 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 216/299 5.66G 0.02618 0.01215 0.002887 0.04122 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 216/299 5.66G 0.02618 0.01215 0.002887 0.04122 74 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 216/299 5.66G 0.02536 0.01178 0.002506 0.03965 81 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 216/299 5.66G 0.02536 0.01178 0.002506 0.03965 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 216/299 5.66G 0.02526 0.01162 0.0026 0.03949 84 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 216/299 5.66G 0.02526 0.01162 0.0026 0.03949 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 216/299 5.66G 0.02575 0.01165 0.00322 0.04062 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 216/299 5.66G 0.02575 0.01165 0.00322 0.04062 87 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 216/299 5.66G 0.02551 0.01119 0.002821 0.03952 64 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 216/299 5.66G 0.02551 0.01119 0.002821 0.03952 64 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 216/299 5.66G 0.02541 0.01124 0.002799 0.03945 92 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 216/299 5.66G 0.02541 0.01124 0.002799 0.03945 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 216/299 5.66G 0.02561 0.01127 0.002671 0.03955 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 216/299 5.66G 0.02561 0.01127 0.002671 0.03955 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 216/299 5.66G 0.02581 0.01135 0.002574 0.03974 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.36it/s] 216/299 5.66G 0.02581 0.01135 0.002574 0.03974 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 216/299 5.66G 0.02589 0.01129 0.00259 0.03976 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 216/299 5.66G 0.02589 0.01129 0.00259 0.03976 82 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 216/299 5.66G 0.02582 0.01121 0.002503 0.03953 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.34it/s] 216/299 5.66G 0.02582 0.01121 0.002503 0.03953 80 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 216/299 5.66G 0.02572 0.01112 0.002348 0.03919 67 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 216/299 5.66G 0.02572 0.01112 0.002348 0.03919 67 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 216/299 5.66G 0.0257 0.0112 0.002458 0.03936 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 216/299 5.66G 0.0257 0.0112 0.002458 0.03936 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 216/299 5.66G 0.02581 0.01127 0.002448 0.03952 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.44it/s] 216/299 5.66G 0.02581 0.01127 0.002448 0.03952 94 640: 25%|██▌ | 15/59 [00:03<00:10, 4.34it/s] 216/299 5.66G 0.02576 0.01126 0.002369 0.03939 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.684 0.711 0.674 0.386
0%| | 0/59 [00:00<?, ?it/s] 217/299 5.66G 0.02715 0.01333 0.0004305 0.04091 95 640: 0%| | 0/59 [00:00<?, ?it/s] 217/299 5.66G 0.02715 0.01333 0.0004305 0.04091 95 640: 2%|▏ | 1/59 [00:00<00:13, 4.37it/s] 217/299 5.66G 0.02486 0.01061 0.00357 0.03904 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.37it/s] 217/299 5.66G 0.02486 0.01061 0.00357 0.03904 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 217/299 5.66G 0.02545 0.01066 0.002638 0.03874 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.27it/s] 217/299 5.66G 0.02545 0.01066 0.002638 0.03874 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 217/299 5.66G 0.02544 0.01095 0.002136 0.03853 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 217/299 5.66G 0.02544 0.01095 0.002136 0.03853 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.33it/s] 217/299 5.66G 0.02503 0.01098 0.001966 0.03797 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.33it/s] 217/299 5.66G 0.02503 0.01098 0.001966 0.03797 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 217/299 5.66G 0.02479 0.01072 0.002495 0.03801 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 217/299 5.66G 0.02479 0.01072 0.002495 0.03801 76 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 217/299 5.66G 0.02491 0.01098 0.002326 0.03822 93 640: 10%|█ | 6/59 [00:01<00:12, 4.35it/s] 217/299 5.66G 0.02491 0.01098 0.002326 0.03822 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 217/299 5.66G 0.02474 0.01105 0.002116 0.03791 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.43it/s] 217/299 5.66G 0.02474 0.01105 0.002116 0.03791 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.37it/s] 217/299 5.66G 0.02493 0.01109 0.001977 0.038 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.37it/s] 217/299 5.66G 0.02493 0.01109 0.001977 0.038 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 217/299 5.66G 0.02508 0.0111 0.001933 0.03811 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 217/299 5.66G 0.02508 0.0111 0.001933 0.03811 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 217/299 5.66G 0.02477 0.01124 0.001819 0.03783 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 217/299 5.66G 0.02477 0.01124 0.001819 0.03783 102 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 217/299 5.66G 0.0246 0.01098 0.001865 0.03745 66 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 217/299 5.66G 0.0246 0.01098 0.001865 0.03745 66 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 217/299 5.66G 0.02451 0.01092 0.001829 0.03726 86 640: 20%|██ | 12/59 [00:02<00:10, 4.32it/s] 217/299 5.66G 0.02451 0.01092 0.001829 0.03726 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 217/299 5.66G 0.0245 0.01078 0.001791 0.03707 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 217/299 5.66G 0.0245 0.01078 0.001791 0.03707 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 217/299 5.66G 0.02457 0.01093 0.001786 0.03728 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 217/299 5.66G 0.02457 0.01093 0.001786 0.03728 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.44it/s] 217/299 5.66G 0.02449 0.01083 0.001711 0.03703 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 2.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.722 0.682 0.678 0.385
0%| | 0/59 [00:00<?, ?it/s] 218/299 5.66G 0.02728 0.008775 0.009566 0.04562 68 640: 0%| | 0/59 [00:00<?, ?it/s] 218/299 5.66G 0.02728 0.008775 0.009566 0.04562 68 640: 2%|▏ | 1/59 [00:00<00:14, 4.01it/s] 218/299 5.66G 0.02758 0.01094 0.005658 0.04417 94 640: 2%|▏ | 1/59 [00:00<00:14, 4.01it/s] 218/299 5.66G 0.02758 0.01094 0.005658 0.04417 94 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 218/299 5.66G 0.02582 0.01056 0.004046 0.04043 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 218/299 5.66G 0.02582 0.01056 0.004046 0.04043 82 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 218/299 5.66G 0.02526 0.01072 0.003486 0.03946 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.27it/s] 218/299 5.66G 0.02526 0.01072 0.003486 0.03946 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 218/299 5.66G 0.02568 0.01058 0.002891 0.03916 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 218/299 5.66G 0.02568 0.01058 0.002891 0.03916 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 218/299 5.66G 0.02547 0.01084 0.00248 0.03878 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.27it/s] 218/299 5.66G 0.02547 0.01084 0.00248 0.03878 90 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 218/299 5.66G 0.02536 0.01107 0.002316 0.03875 87 640: 10%|█ | 6/59 [00:01<00:12, 4.36it/s] 218/299 5.66G 0.02536 0.01107 0.002316 0.03875 87 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 218/299 5.66G 0.02547 0.01107 0.002184 0.03872 88 640: 12%|█▏ | 7/59 [00:01<00:12, 4.30it/s] 218/299 5.66G 0.02547 0.01107 0.002184 0.03872 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 218/299 5.66G 0.02538 0.0109 0.002058 0.03834 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 218/299 5.66G 0.02538 0.0109 0.002058 0.03834 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 218/299 5.66G 0.02517 0.0108 0.001956 0.03793 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.29it/s] 218/299 5.66G 0.02517 0.0108 0.001956 0.03793 71 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 218/299 5.66G 0.02526 0.01086 0.002117 0.03825 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 218/299 5.66G 0.02526 0.01086 0.002117 0.03825 95 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 218/299 5.66G 0.02511 0.01069 0.001986 0.03779 67 640: 19%|█▊ | 11/59 [00:02<00:11, 4.31it/s] 218/299 5.66G 0.02511 0.01069 0.001986 0.03779 67 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 218/299 5.66G 0.02537 0.01064 0.001886 0.0379 86 640: 20%|██ | 12/59 [00:03<00:10, 4.40it/s] 218/299 5.66G 0.02537 0.01064 0.001886 0.0379 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 218/299 5.66G 0.02543 0.01073 0.001844 0.038 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 218/299 5.66G 0.02543 0.01073 0.001844 0.038 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 218/299 5.66G 0.02534 0.01072 0.001841 0.03789 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 218/299 5.66G 0.02534 0.01072 0.001841 0.03789 85 640: 25%|██▌ | 15/59 [00:03<00:10, 4.26it/s] 218/299 5.66G 0.02532 0.01077 0.001841 0.03793 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.736 0.664 0.679 0.388
0%| | 0/59 [00:00<?, ?it/s] 219/299 5.66G 0.02953 0.01103 0.0009867 0.04154 73 640: 0%| | 0/59 [00:00<?, ?it/s] 219/299 5.66G 0.02953 0.01103 0.0009867 0.04154 73 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 219/299 5.66G 0.02768 0.01161 0.0009194 0.04021 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 219/299 5.66G 0.02768 0.01161 0.0009194 0.04021 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 219/299 5.66G 0.02652 0.01117 0.0009366 0.03862 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.33it/s] 219/299 5.66G 0.02652 0.01117 0.0009366 0.03862 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 219/299 5.66G 0.0258 0.01101 0.0009584 0.03776 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.41it/s] 219/299 5.66G 0.0258 0.01101 0.0009584 0.03776 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.29it/s] 219/299 5.66G 0.02561 0.01102 0.0009021 0.03753 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.29it/s] 219/299 5.66G 0.02561 0.01102 0.0009021 0.03753 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 219/299 5.66G 0.02558 0.0109 0.0009745 0.03745 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.40it/s] 219/299 5.66G 0.02558 0.0109 0.0009745 0.03745 73 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 219/299 5.66G 0.02573 0.01087 0.001 0.0376 83 640: 10%|█ | 6/59 [00:01<00:12, 4.33it/s] 219/299 5.66G 0.02573 0.01087 0.001 0.0376 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 219/299 5.66G 0.02543 0.01109 0.001153 0.03768 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 219/299 5.66G 0.02543 0.01109 0.001153 0.03768 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 219/299 5.66G 0.02525 0.01112 0.001132 0.03749 92 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 219/299 5.66G 0.02525 0.01112 0.001132 0.03749 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 219/299 5.66G 0.02528 0.01094 0.001223 0.03744 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 219/299 5.66G 0.02528 0.01094 0.001223 0.03744 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 219/299 5.66G 0.02512 0.01096 0.001203 0.03728 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 219/299 5.66G 0.02512 0.01096 0.001203 0.03728 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 219/299 5.66G 0.0251 0.01095 0.001251 0.0373 96 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 219/299 5.66G 0.0251 0.01095 0.001251 0.0373 96 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 219/299 5.66G 0.02506 0.01089 0.001224 0.03717 81 640: 20%|██ | 12/59 [00:02<00:10, 4.35it/s] 219/299 5.66G 0.02506 0.01089 0.001224 0.03717 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.35it/s] 219/299 5.66G 0.0251 0.01093 0.001247 0.03728 90 640: 22%|██▏ | 13/59 [00:03<00:10, 4.35it/s] 219/299 5.66G 0.0251 0.01093 0.001247 0.03728 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 219/299 5.66G 0.02525 0.01095 0.001252 0.03745 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.29it/s] 219/299 5.66G 0.02525 0.01095 0.001252 0.03745 77 640: 25%|██▌ | 15/59 [00:03<00:10, 4.37it/s] 219/299 5.66G 0.02529 0.01099 0.001337 0.03761 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.649 0.719 0.671 0.382
0%| | 0/59 [00:00<?, ?it/s] 220/299 5.66G 0.02624 0.0103 0.001132 0.03767 86 640: 0%| | 0/59 [00:00<?, ?it/s] 220/299 5.66G 0.02624 0.0103 0.001132 0.03767 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 220/299 5.66G 0.02582 0.01085 0.001083 0.03775 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 220/299 5.66G 0.02582 0.01085 0.001083 0.03775 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 220/299 5.66G 0.02595 0.01038 0.0009603 0.03729 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 220/299 5.66G 0.02595 0.01038 0.0009603 0.03729 67 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 220/299 5.66G 0.02625 0.01057 0.00149 0.03831 77 640: 5%|▌ | 3/59 [00:00<00:13, 4.29it/s] 220/299 5.66G 0.02625 0.01057 0.00149 0.03831 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 220/299 5.66G 0.02572 0.01058 0.001315 0.03761 74 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 220/299 5.66G 0.02572 0.01058 0.001315 0.03761 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 220/299 5.66G 0.02621 0.011 0.001315 0.03853 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 220/299 5.66G 0.02621 0.011 0.001315 0.03853 99 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 220/299 5.66G 0.02641 0.01121 0.00136 0.03898 102 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 220/299 5.66G 0.02641 0.01121 0.00136 0.03898 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 220/299 5.66G 0.0261 0.01139 0.001516 0.03901 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 220/299 5.66G 0.0261 0.01139 0.001516 0.03901 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 220/299 5.66G 0.02626 0.01145 0.001647 0.03935 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 220/299 5.66G 0.02626 0.01145 0.001647 0.03935 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 220/299 5.66G 0.02588 0.01145 0.001601 0.03893 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.35it/s] 220/299 5.66G 0.02588 0.01145 0.001601 0.03893 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 220/299 5.66G 0.02554 0.01116 0.001537 0.03823 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 220/299 5.66G 0.02554 0.01116 0.001537 0.03823 65 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 220/299 5.66G 0.02563 0.01115 0.00149 0.03826 80 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 220/299 5.66G 0.02563 0.01115 0.00149 0.03826 80 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 220/299 5.66G 0.02594 0.01105 0.001502 0.03849 67 640: 20%|██ | 12/59 [00:02<00:10, 4.44it/s] 220/299 5.66G 0.02594 0.01105 0.001502 0.03849 67 640: 22%|██▏ | 13/59 [00:02<00:10, 4.26it/s] 220/299 5.66G 0.02594 0.01102 0.001467 0.03843 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.26it/s] 220/299 5.66G 0.02594 0.01102 0.001467 0.03843 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 220/299 5.66G 0.02619 0.011 0.001417 0.0386 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 220/299 5.66G 0.02619 0.011 0.001417 0.0386 68 640: 25%|██▌ | 15/59 [00:03<00:10, 4.31it/s] 220/299 5.66G 0.02611 0.01098 0.001489 0.03858 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.719 0.677 0.674 0.381
0%| | 0/59 [00:00<?, ?it/s] 221/299 5.66G 0.02393 0.009027 0.001068 0.03403 66 640: 0%| | 0/59 [00:00<?, ?it/s] 221/299 5.66G 0.02393 0.009027 0.001068 0.03403 66 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 221/299 5.66G 0.02554 0.0095 0.001368 0.0364 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 221/299 5.66G 0.02554 0.0095 0.001368 0.0364 79 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 221/299 5.66G 0.02555 0.009983 0.001277 0.03681 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 221/299 5.66G 0.02555 0.009983 0.001277 0.03681 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 221/299 5.66G 0.02553 0.009944 0.001528 0.037 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 221/299 5.66G 0.02553 0.009944 0.001528 0.037 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 221/299 5.66G 0.02529 0.01027 0.001828 0.03739 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 221/299 5.66G 0.02529 0.01027 0.001828 0.03739 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 221/299 5.66G 0.02517 0.01056 0.001735 0.03747 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 221/299 5.66G 0.02517 0.01056 0.001735 0.03747 89 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 221/299 5.66G 0.02519 0.0107 0.001592 0.03748 103 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 221/299 5.66G 0.02519 0.0107 0.001592 0.03748 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 221/299 5.66G 0.02515 0.01069 0.001514 0.03736 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 221/299 5.66G 0.02515 0.01069 0.001514 0.03736 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 221/299 5.66G 0.02499 0.01047 0.001447 0.03691 67 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 221/299 5.66G 0.02499 0.01047 0.001447 0.03691 67 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 221/299 5.66G 0.02501 0.01073 0.001625 0.03736 93 640: 15%|█▌ | 9/59 [00:02<00:11, 4.44it/s] 221/299 5.66G 0.02501 0.01073 0.001625 0.03736 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 221/299 5.66G 0.0249 0.01076 0.001596 0.03726 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.34it/s] 221/299 5.66G 0.0249 0.01076 0.001596 0.03726 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 221/299 5.66G 0.02472 0.01079 0.001648 0.03716 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 221/299 5.66G 0.02472 0.01079 0.001648 0.03716 91 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 221/299 5.66G 0.02471 0.0108 0.001608 0.03712 85 640: 20%|██ | 12/59 [00:02<00:10, 4.36it/s] 221/299 5.66G 0.02471 0.0108 0.001608 0.03712 85 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 221/299 5.66G 0.02465 0.01087 0.001517 0.03703 102 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 221/299 5.66G 0.02465 0.01087 0.001517 0.03703 102 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 221/299 5.66G 0.02468 0.01085 0.001441 0.03697 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.36it/s] 221/299 5.66G 0.02468 0.01085 0.001441 0.03697 77 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 221/299 5.66G 0.02467 0.0109 0.001564 0.03714 101 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.718 0.681 0.669 0.382
0%| | 0/59 [00:00<?, ?it/s] 222/299 5.66G 0.02478 0.009373 0.001075 0.03523 77 640: 0%| | 0/59 [00:00<?, ?it/s] 222/299 5.66G 0.02478 0.009373 0.001075 0.03523 77 640: 2%|▏ | 1/59 [00:00<00:14, 4.04it/s] 222/299 5.66G 0.02347 0.009583 0.001176 0.03423 91 640: 2%|▏ | 1/59 [00:00<00:14, 4.04it/s] 222/299 5.66G 0.02347 0.009583 0.001176 0.03423 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 222/299 5.66G 0.02446 0.009027 0.000947 0.03443 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 222/299 5.66G 0.02446 0.009027 0.000947 0.03443 74 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 222/299 5.66G 0.02466 0.008658 0.0008851 0.0342 73 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 222/299 5.66G 0.02466 0.008658 0.0008851 0.0342 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 222/299 5.66G 0.02418 0.008421 0.0008131 0.03341 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 222/299 5.66G 0.02418 0.008421 0.0008131 0.03341 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.23it/s] 222/299 5.66G 0.02413 0.00859 0.0009692 0.03368 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.23it/s] 222/299 5.66G 0.02413 0.00859 0.0009692 0.03368 76 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 222/299 5.66G 0.02426 0.008633 0.001117 0.03401 65 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 222/299 5.66G 0.02426 0.008633 0.001117 0.03401 65 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 222/299 5.66G 0.02468 0.009387 0.001117 0.03518 107 640: 12%|█▏ | 7/59 [00:01<00:12, 4.32it/s] 222/299 5.66G 0.02468 0.009387 0.001117 0.03518 107 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 222/299 5.66G 0.0245 0.009489 0.001214 0.0352 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 222/299 5.66G 0.0245 0.009489 0.001214 0.0352 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 222/299 5.66G 0.02472 0.009672 0.001356 0.03575 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.33it/s] 222/299 5.66G 0.02472 0.009672 0.001356 0.03575 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 222/299 5.66G 0.02464 0.009924 0.001325 0.03589 99 640: 17%|█▋ | 10/59 [00:02<00:11, 4.43it/s] 222/299 5.66G 0.02464 0.009924 0.001325 0.03589 99 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 222/299 5.66G 0.02478 0.009859 0.001312 0.03595 68 640: 19%|█▊ | 11/59 [00:02<00:11, 4.33it/s] 222/299 5.66G 0.02478 0.009859 0.001312 0.03595 68 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 222/299 5.66G 0.02453 0.009889 0.001241 0.03566 84 640: 20%|██ | 12/59 [00:02<00:10, 4.43it/s] 222/299 5.66G 0.02453 0.009889 0.001241 0.03566 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.31it/s] 222/299 5.66G 0.02448 0.00985 0.001299 0.03563 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.31it/s] 222/299 5.66G 0.02448 0.00985 0.001299 0.03563 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 222/299 5.66G 0.02479 0.009947 0.001238 0.03598 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 222/299 5.66G 0.02479 0.009947 0.001238 0.03598 76 640: 25%|██▌ | 15/59 [00:03<00:10, 4.32it/s] 222/299 5.66G 0.02481 0.009947 0.001227 0.03598 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.661 0.719 0.672 0.388
0%| | 0/59 [00:00<?, ?it/s] 223/299 5.66G 0.02423 0.009706 0.001042 0.03498 73 640: 0%| | 0/59 [00:00<?, ?it/s] 223/299 5.66G 0.02423 0.009706 0.001042 0.03498 73 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 223/299 5.66G 0.02425 0.01031 0.001552 0.03611 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.52it/s] 223/299 5.66G 0.02425 0.01031 0.001552 0.03611 90 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 223/299 5.66G 0.02368 0.009428 0.001181 0.03428 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.35it/s] 223/299 5.66G 0.02368 0.009428 0.001181 0.03428 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 223/299 5.66G 0.02307 0.009171 0.001074 0.03331 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 223/299 5.66G 0.02307 0.009171 0.001074 0.03331 63 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 223/299 5.66G 0.02273 0.009403 0.001015 0.03315 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 223/299 5.66G 0.02273 0.009403 0.001015 0.03315 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 223/299 5.66G 0.02304 0.009349 0.001627 0.03402 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.42it/s] 223/299 5.66G 0.02304 0.009349 0.001627 0.03402 77 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 223/299 5.66G 0.02309 0.00954 0.001637 0.03427 86 640: 10%|█ | 6/59 [00:01<00:12, 4.34it/s] 223/299 5.66G 0.02309 0.00954 0.001637 0.03427 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 223/299 5.66G 0.02316 0.009417 0.001596 0.03417 73 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 223/299 5.66G 0.02316 0.009417 0.001596 0.03417 73 640: 14%|█▎ | 8/59 [00:01<00:11, 4.33it/s] 223/299 5.66G 0.02309 0.009324 0.001581 0.03399 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.33it/s] 223/299 5.66G 0.02309 0.009324 0.001581 0.03399 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 223/299 5.66G 0.0233 0.009433 0.001629 0.03436 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 223/299 5.66G 0.0233 0.009433 0.001629 0.03436 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 223/299 5.66G 0.02352 0.009619 0.001662 0.0348 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.28it/s] 223/299 5.66G 0.02352 0.009619 0.001662 0.0348 90 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 223/299 5.66G 0.0234 0.009653 0.001673 0.03473 78 640: 19%|█▊ | 11/59 [00:02<00:11, 4.35it/s] 223/299 5.66G 0.0234 0.009653 0.001673 0.03473 78 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 223/299 5.66G 0.02328 0.009727 0.001835 0.03485 78 640: 20%|██ | 12/59 [00:02<00:10, 4.31it/s] 223/299 5.66G 0.02328 0.009727 0.001835 0.03485 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 223/299 5.66G 0.02344 0.009816 0.001867 0.03512 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 223/299 5.66G 0.02344 0.009816 0.001867 0.03512 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 223/299 5.66G 0.02374 0.009751 0.001842 0.03533 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.35it/s] 223/299 5.66G 0.02374 0.009751 0.001842 0.03533 72 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 223/299 5.66G 0.02372 0.009807 0.001749 0.03527 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.711 0.697 0.677 0.386
0%| | 0/59 [00:00<?, ?it/s] 224/299 5.66G 0.02319 0.009307 0.001752 0.03425 82 640: 0%| | 0/59 [00:00<?, ?it/s] 224/299 5.66G 0.02319 0.009307 0.001752 0.03425 82 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 224/299 5.66G 0.0247 0.009832 0.001453 0.03598 69 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 224/299 5.66G 0.0247 0.009832 0.001453 0.03598 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 224/299 5.66G 0.02554 0.009856 0.001169 0.03657 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.43it/s] 224/299 5.66G 0.02554 0.009856 0.001169 0.03657 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 224/299 5.66G 0.02556 0.01012 0.001049 0.03673 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 224/299 5.66G 0.02556 0.01012 0.001049 0.03673 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 224/299 5.66G 0.02485 0.0102 0.001065 0.03611 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 224/299 5.66G 0.02485 0.0102 0.001065 0.03611 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 224/299 5.66G 0.02494 0.01064 0.001431 0.03701 104 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 224/299 5.66G 0.02494 0.01064 0.001431 0.03701 104 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 224/299 5.66G 0.02473 0.01052 0.001278 0.03653 82 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 224/299 5.66G 0.02473 0.01052 0.001278 0.03653 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 224/299 5.66G 0.02469 0.01067 0.001295 0.03665 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 224/299 5.66G 0.02469 0.01067 0.001295 0.03665 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 224/299 5.66G 0.02452 0.01044 0.001328 0.03629 70 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 224/299 5.66G 0.02452 0.01044 0.001328 0.03629 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 224/299 5.66G 0.02456 0.01076 0.001458 0.03678 108 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 224/299 5.66G 0.02456 0.01076 0.001458 0.03678 108 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 224/299 5.66G 0.02463 0.01066 0.001432 0.03673 76 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 224/299 5.66G 0.02463 0.01066 0.001432 0.03673 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 224/299 5.66G 0.02453 0.01059 0.001525 0.03665 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 224/299 5.66G 0.02453 0.01059 0.001525 0.03665 83 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 224/299 5.66G 0.02473 0.01066 0.001461 0.03685 87 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 224/299 5.66G 0.02473 0.01066 0.001461 0.03685 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 224/299 5.66G 0.0245 0.01053 0.001434 0.03647 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 224/299 5.66G 0.0245 0.01053 0.001434 0.03647 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 224/299 5.66G 0.02461 0.01041 0.001357 0.03637 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 224/299 5.66G 0.02461 0.01041 0.001357 0.03637 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 224/299 5.66G 0.02477 0.0105 0.001306 0.03658 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.709 0.667 0.679 0.38
0%| | 0/59 [00:00<?, ?it/s] 225/299 5.66G 0.02769 0.01151 0.002755 0.04196 82 640: 0%| | 0/59 [00:00<?, ?it/s] 225/299 5.66G 0.02769 0.01151 0.002755 0.04196 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 225/299 5.66G 0.0263 0.01122 0.002334 0.03986 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 225/299 5.66G 0.0263 0.01122 0.002334 0.03986 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 225/299 5.66G 0.02649 0.01111 0.002162 0.03976 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 225/299 5.66G 0.02649 0.01111 0.002162 0.03976 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 225/299 5.66G 0.02571 0.01105 0.001935 0.0387 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 225/299 5.66G 0.02571 0.01105 0.001935 0.0387 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 225/299 5.66G 0.02511 0.01084 0.001706 0.03766 93 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 225/299 5.66G 0.02511 0.01084 0.001706 0.03766 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 225/299 5.66G 0.02491 0.01107 0.00149 0.03748 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 225/299 5.66G 0.02491 0.01107 0.00149 0.03748 85 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 225/299 5.66G 0.02487 0.0108 0.00165 0.03732 68 640: 10%|█ | 6/59 [00:01<00:12, 4.31it/s] 225/299 5.66G 0.02487 0.0108 0.00165 0.03732 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 225/299 5.66G 0.02502 0.01108 0.001518 0.03762 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 225/299 5.66G 0.02502 0.01108 0.001518 0.03762 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.35it/s] 225/299 5.66G 0.02501 0.01091 0.00176 0.03769 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.35it/s] 225/299 5.66G 0.02501 0.01091 0.00176 0.03769 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 225/299 5.66G 0.02507 0.01078 0.001697 0.03755 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 225/299 5.66G 0.02507 0.01078 0.001697 0.03755 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 225/299 5.66G 0.02523 0.01067 0.001621 0.03752 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.38it/s] 225/299 5.66G 0.02523 0.01067 0.001621 0.03752 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 225/299 5.66G 0.0252 0.01063 0.001687 0.03752 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 225/299 5.66G 0.0252 0.01063 0.001687 0.03752 86 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 225/299 5.66G 0.02513 0.01061 0.001747 0.03749 82 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 225/299 5.66G 0.02513 0.01061 0.001747 0.03749 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 225/299 5.66G 0.02497 0.01066 0.001666 0.03729 100 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 225/299 5.66G 0.02497 0.01066 0.001666 0.03729 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 225/299 5.66G 0.0249 0.01079 0.001667 0.03736 102 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 225/299 5.66G 0.0249 0.01079 0.001667 0.03736 102 640: 25%|██▌ | 15/59 [00:03<00:09, 4.46it/s] 225/299 5.66G 0.02464 0.01072 0.001605 0.03696 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.713 0.659 0.674 0.383
0%| | 0/59 [00:00<?, ?it/s] 226/299 5.66G 0.0256 0.0124 0.001312 0.03932 91 640: 0%| | 0/59 [00:00<?, ?it/s] 226/299 5.66G 0.0256 0.0124 0.001312 0.03932 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 226/299 5.66G 0.025 0.01134 0.0009648 0.03731 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 226/299 5.66G 0.025 0.01134 0.0009648 0.03731 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 226/299 5.66G 0.02516 0.01142 0.001352 0.03793 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 226/299 5.66G 0.02516 0.01142 0.001352 0.03793 91 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 226/299 5.66G 0.02549 0.01144 0.001175 0.03811 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 226/299 5.66G 0.02549 0.01144 0.001175 0.03811 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.49it/s] 226/299 5.66G 0.0251 0.01121 0.001176 0.03749 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.49it/s] 226/299 5.66G 0.0251 0.01121 0.001176 0.03749 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 226/299 5.66G 0.02497 0.01132 0.001139 0.03743 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.41it/s] 226/299 5.66G 0.02497 0.01132 0.001139 0.03743 87 640: 10%|█ | 6/59 [00:01<00:11, 4.49it/s] 226/299 5.66G 0.02479 0.01118 0.001054 0.03702 87 640: 10%|█ | 6/59 [00:01<00:11, 4.49it/s] 226/299 5.66G 0.02479 0.01118 0.001054 0.03702 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 226/299 5.66G 0.02455 0.01114 0.001135 0.03683 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 226/299 5.66G 0.02455 0.01114 0.001135 0.03683 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.50it/s] 226/299 5.66G 0.02466 0.01102 0.001345 0.03702 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.50it/s] 226/299 5.66G 0.02466 0.01102 0.001345 0.03702 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 226/299 5.66G 0.02503 0.01077 0.001328 0.03713 58 640: 15%|█▌ | 9/59 [00:02<00:11, 4.43it/s] 226/299 5.66G 0.02503 0.01077 0.001328 0.03713 58 640: 17%|█▋ | 10/59 [00:02<00:10, 4.50it/s] 226/299 5.66G 0.02493 0.01066 0.001331 0.03693 92 640: 17%|█▋ | 10/59 [00:02<00:10, 4.50it/s] 226/299 5.66G 0.02493 0.01066 0.001331 0.03693 92 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 226/299 5.66G 0.02514 0.01065 0.001706 0.0375 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 226/299 5.66G 0.02514 0.01065 0.001706 0.0375 70 640: 20%|██ | 12/59 [00:02<00:10, 4.50it/s] 226/299 5.66G 0.02507 0.01049 0.001933 0.03749 64 640: 20%|██ | 12/59 [00:02<00:10, 4.50it/s] 226/299 5.66G 0.02507 0.01049 0.001933 0.03749 64 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 226/299 5.66G 0.02537 0.01052 0.002178 0.03806 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 226/299 5.66G 0.02537 0.01052 0.002178 0.03806 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 226/299 5.66G 0.02543 0.0104 0.002129 0.03796 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 226/299 5.66G 0.02543 0.0104 0.002129 0.03796 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 226/299 5.66G 0.02537 0.01047 0.002098 0.03794 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.684 0.693 0.666 0.382
0%| | 0/59 [00:00<?, ?it/s] 227/299 5.66G 0.02191 0.01235 0.0006209 0.03489 93 640: 0%| | 0/59 [00:00<?, ?it/s] 227/299 5.66G 0.02191 0.01235 0.0006209 0.03489 93 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 227/299 5.66G 0.02455 0.01227 0.001073 0.03789 100 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 227/299 5.66G 0.02455 0.01227 0.001073 0.03789 100 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 227/299 5.66G 0.02496 0.01232 0.001611 0.03889 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 227/299 5.66G 0.02496 0.01232 0.001611 0.03889 91 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 227/299 5.66G 0.02547 0.01181 0.00154 0.03882 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 227/299 5.66G 0.02547 0.01181 0.00154 0.03882 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 227/299 5.66G 0.02592 0.01183 0.00143 0.03918 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 227/299 5.66G 0.02592 0.01183 0.00143 0.03918 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 227/299 5.66G 0.02599 0.01151 0.001415 0.03892 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 227/299 5.66G 0.02599 0.01151 0.001415 0.03892 80 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 227/299 5.66G 0.0257 0.01124 0.001837 0.03878 70 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 227/299 5.66G 0.0257 0.01124 0.001837 0.03878 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 227/299 5.66G 0.02541 0.01125 0.001655 0.03832 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 227/299 5.66G 0.02541 0.01125 0.001655 0.03832 95 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 227/299 5.66G 0.02537 0.01154 0.001744 0.03866 106 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 227/299 5.66G 0.02537 0.01154 0.001744 0.03866 106 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 227/299 5.66G 0.02529 0.01157 0.001737 0.0386 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 227/299 5.66G 0.02529 0.01157 0.001737 0.0386 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 227/299 5.66G 0.02518 0.01127 0.001968 0.03842 64 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 227/299 5.66G 0.02518 0.01127 0.001968 0.03842 64 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 227/299 5.66G 0.02513 0.01113 0.001838 0.03811 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 227/299 5.66G 0.02513 0.01113 0.001838 0.03811 79 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 227/299 5.66G 0.02505 0.01105 0.00174 0.03784 76 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 227/299 5.66G 0.02505 0.01105 0.00174 0.03784 76 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 227/299 5.66G 0.02555 0.01097 0.0017 0.03822 63 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 227/299 5.66G 0.02555 0.01097 0.0017 0.03822 63 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 227/299 5.66G 0.02544 0.01092 0.001817 0.03818 87 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 227/299 5.66G 0.02544 0.01092 0.001817 0.03818 87 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 227/299 5.66G 0.02532 0.01094 0.001781 0.03804 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.672 0.691 0.662 0.384
0%| | 0/59 [00:00<?, ?it/s] 228/299 5.66G 0.02362 0.01045 0.002194 0.03626 96 640: 0%| | 0/59 [00:00<?, ?it/s] 228/299 5.66G 0.02362 0.01045 0.002194 0.03626 96 640: 2%|▏ | 1/59 [00:00<00:16, 3.52it/s] 228/299 5.66G 0.02444 0.01113 0.002738 0.0383 84 640: 2%|▏ | 1/59 [00:00<00:16, 3.52it/s] 228/299 5.66G 0.02444 0.01113 0.002738 0.0383 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.11it/s] 228/299 5.66G 0.02466 0.00996 0.002467 0.03708 53 640: 3%|▎ | 2/59 [00:00<00:13, 4.11it/s] 228/299 5.66G 0.02466 0.00996 0.002467 0.03708 53 640: 5%|▌ | 3/59 [00:00<00:13, 4.19it/s] 228/299 5.66G 0.02466 0.01045 0.002267 0.03738 87 640: 5%|▌ | 3/59 [00:00<00:13, 4.19it/s] 228/299 5.66G 0.02466 0.01045 0.002267 0.03738 87 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 228/299 5.66G 0.02477 0.01025 0.002668 0.03769 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 228/299 5.66G 0.02477 0.01025 0.002668 0.03769 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 228/299 5.66G 0.02425 0.01033 0.002452 0.03704 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.32it/s] 228/299 5.66G 0.02425 0.01033 0.002452 0.03704 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 228/299 5.66G 0.02433 0.01031 0.002571 0.03721 82 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 228/299 5.66G 0.02433 0.01031 0.002571 0.03721 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 228/299 5.66G 0.02417 0.01057 0.00261 0.03735 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 228/299 5.66G 0.02417 0.01057 0.00261 0.03735 103 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 228/299 5.66G 0.02408 0.01052 0.00237 0.03697 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 228/299 5.66G 0.02408 0.01052 0.00237 0.03697 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 228/299 5.66G 0.02398 0.01058 0.00223 0.03678 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 228/299 5.66G 0.02398 0.01058 0.00223 0.03678 89 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 228/299 5.66G 0.02412 0.01085 0.00244 0.03742 95 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 228/299 5.66G 0.02412 0.01085 0.00244 0.03742 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 228/299 5.66G 0.02438 0.01097 0.002413 0.03777 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 228/299 5.66G 0.02438 0.01097 0.002413 0.03777 84 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 228/299 5.66G 0.02427 0.01115 0.002323 0.03774 98 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 228/299 5.66G 0.02427 0.01115 0.002323 0.03774 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 228/299 5.66G 0.02426 0.01099 0.00223 0.03748 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 228/299 5.66G 0.02426 0.01099 0.00223 0.03748 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 228/299 5.66G 0.02412 0.01084 0.002255 0.03722 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 228/299 5.66G 0.02412 0.01084 0.002255 0.03722 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 228/299 5.66G 0.02403 0.01073 0.002212 0.03697 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.724 0.634 0.666 0.386
0%| | 0/59 [00:00<?, ?it/s] 229/299 5.66G 0.02459 0.0108 0.001448 0.03684 84 640: 0%| | 0/59 [00:00<?, ?it/s] 229/299 5.66G 0.02459 0.0108 0.001448 0.03684 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 229/299 5.66G 0.02396 0.0109 0.001325 0.03619 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 229/299 5.66G 0.02396 0.0109 0.001325 0.03619 85 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 229/299 5.66G 0.02378 0.01028 0.001377 0.03544 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 229/299 5.66G 0.02378 0.01028 0.001377 0.03544 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 229/299 5.66G 0.02467 0.009949 0.001236 0.03586 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 229/299 5.66G 0.02467 0.009949 0.001236 0.03586 68 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 229/299 5.66G 0.02486 0.01009 0.001827 0.03677 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 229/299 5.66G 0.02486 0.01009 0.001827 0.03677 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 229/299 5.66G 0.02473 0.01011 0.001649 0.03649 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 229/299 5.66G 0.02473 0.01011 0.001649 0.03649 75 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 229/299 5.66G 0.02464 0.01028 0.001612 0.03653 86 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 229/299 5.66G 0.02464 0.01028 0.001612 0.03653 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 229/299 5.66G 0.02446 0.01058 0.001528 0.03657 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 229/299 5.66G 0.02446 0.01058 0.001528 0.03657 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.38it/s] 229/299 5.66G 0.02474 0.01079 0.001592 0.03713 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.38it/s] 229/299 5.66G 0.02474 0.01079 0.001592 0.03713 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 229/299 5.66G 0.02459 0.01094 0.001631 0.03716 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 229/299 5.66G 0.02459 0.01094 0.001631 0.03716 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 229/299 5.66G 0.02491 0.01112 0.001592 0.03762 95 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 229/299 5.66G 0.02491 0.01112 0.001592 0.03762 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 229/299 5.66G 0.02502 0.011 0.001646 0.03766 67 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 229/299 5.66G 0.02502 0.011 0.001646 0.03766 67 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 229/299 5.66G 0.02524 0.01118 0.001915 0.03834 94 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 229/299 5.66G 0.02524 0.01118 0.001915 0.03834 94 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 229/299 5.66G 0.0251 0.01108 0.001841 0.03803 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 229/299 5.66G 0.0251 0.01108 0.001841 0.03803 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 229/299 5.66G 0.02496 0.01103 0.00216 0.03816 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 229/299 5.66G 0.02496 0.01103 0.00216 0.03816 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 229/299 5.66G 0.02497 0.01102 0.002051 0.03804 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.684 0.682 0.666 0.391
0%| | 0/59 [00:00<?, ?it/s] 230/299 5.66G 0.02546 0.01184 0.001747 0.03904 88 640: 0%| | 0/59 [00:00<?, ?it/s] 230/299 5.66G 0.02546 0.01184 0.001747 0.03904 88 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 230/299 5.66G 0.02445 0.01188 0.003149 0.03947 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 230/299 5.66G 0.02445 0.01188 0.003149 0.03947 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 230/299 5.66G 0.0247 0.01159 0.002297 0.03858 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 230/299 5.66G 0.0247 0.01159 0.002297 0.03858 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 230/299 5.66G 0.02452 0.01122 0.002273 0.03801 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 230/299 5.66G 0.02452 0.01122 0.002273 0.03801 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 230/299 5.66G 0.02498 0.01131 0.002056 0.03834 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 230/299 5.66G 0.02498 0.01131 0.002056 0.03834 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 230/299 5.66G 0.02468 0.01139 0.001861 0.03793 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 230/299 5.66G 0.02468 0.01139 0.001861 0.03793 97 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 230/299 5.66G 0.02488 0.01155 0.001656 0.03809 93 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 230/299 5.66G 0.02488 0.01155 0.001656 0.03809 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 230/299 5.66G 0.02494 0.01143 0.001558 0.03793 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.42it/s] 230/299 5.66G 0.02494 0.01143 0.001558 0.03793 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.49it/s] 230/299 5.66G 0.02443 0.01096 0.001414 0.03681 59 640: 14%|█▎ | 8/59 [00:02<00:11, 4.49it/s] 230/299 5.66G 0.02443 0.01096 0.001414 0.03681 59 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 230/299 5.66G 0.0246 0.01086 0.001533 0.037 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 230/299 5.66G 0.0246 0.01086 0.001533 0.037 73 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 230/299 5.66G 0.02486 0.01099 0.001537 0.03739 97 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 230/299 5.66G 0.02486 0.01099 0.001537 0.03739 97 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 230/299 5.66G 0.02493 0.01085 0.001459 0.03725 64 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 230/299 5.66G 0.02493 0.01085 0.001459 0.03725 64 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 230/299 5.66G 0.02502 0.01087 0.001389 0.03729 86 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 230/299 5.66G 0.02502 0.01087 0.001389 0.03729 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 230/299 5.66G 0.02505 0.01078 0.001333 0.03716 70 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 230/299 5.66G 0.02505 0.01078 0.001333 0.03716 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 230/299 5.66G 0.02517 0.01068 0.001363 0.03721 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 230/299 5.66G 0.02517 0.01068 0.001363 0.03721 67 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 230/299 5.66G 0.0253 0.01079 0.001348 0.03744 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.717 0.65 0.664 0.384
0%| | 0/59 [00:00<?, ?it/s] 231/299 5.66G 0.02805 0.01157 0.000893 0.04051 80 640: 0%| | 0/59 [00:00<?, ?it/s] 231/299 5.66G 0.02805 0.01157 0.000893 0.04051 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 231/299 5.66G 0.02573 0.01058 0.002194 0.0385 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.61it/s] 231/299 5.66G 0.02573 0.01058 0.002194 0.0385 75 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 231/299 5.66G 0.02562 0.0109 0.001882 0.03841 97 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 231/299 5.66G 0.02562 0.0109 0.001882 0.03841 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 231/299 5.66G 0.02639 0.01027 0.002037 0.03869 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 231/299 5.66G 0.02639 0.01027 0.002037 0.03869 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 231/299 5.66G 0.02601 0.01014 0.001728 0.03788 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 231/299 5.66G 0.02601 0.01014 0.001728 0.03788 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 231/299 5.66G 0.02586 0.01037 0.001815 0.03804 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 231/299 5.66G 0.02586 0.01037 0.001815 0.03804 93 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 231/299 5.66G 0.02628 0.01045 0.001923 0.03865 77 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 231/299 5.66G 0.02628 0.01045 0.001923 0.03865 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 231/299 5.66G 0.02629 0.01041 0.00202 0.03872 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 231/299 5.66G 0.02629 0.01041 0.00202 0.03872 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 231/299 5.66G 0.02566 0.01023 0.001852 0.03774 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 231/299 5.66G 0.02566 0.01023 0.001852 0.03774 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 231/299 5.66G 0.02597 0.01021 0.001726 0.03791 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 231/299 5.66G 0.02597 0.01021 0.001726 0.03791 69 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 231/299 5.66G 0.02576 0.01014 0.001698 0.03761 75 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 231/299 5.66G 0.02576 0.01014 0.001698 0.03761 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 231/299 5.66G 0.02565 0.01017 0.001619 0.03744 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 231/299 5.66G 0.02565 0.01017 0.001619 0.03744 81 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 231/299 5.66G 0.02528 0.01013 0.001534 0.03695 78 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 231/299 5.66G 0.02528 0.01013 0.001534 0.03695 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 231/299 5.66G 0.02529 0.01025 0.001478 0.03702 97 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 231/299 5.66G 0.02529 0.01025 0.001478 0.03702 97 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 231/299 5.66G 0.02518 0.01029 0.00142 0.03689 91 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 231/299 5.66G 0.02518 0.01029 0.00142 0.03689 91 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 231/299 5.66G 0.02503 0.01028 0.001385 0.0367 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.688 0.672 0.385
0%| | 0/59 [00:00<?, ?it/s] 232/299 5.66G 0.02407 0.01102 0.003897 0.03898 85 640: 0%| | 0/59 [00:00<?, ?it/s] 232/299 5.66G 0.02407 0.01102 0.003897 0.03898 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 232/299 5.66G 0.02368 0.01142 0.002727 0.03782 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 232/299 5.66G 0.02368 0.01142 0.002727 0.03782 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 232/299 5.66G 0.0241 0.01114 0.002726 0.03797 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 232/299 5.66G 0.0241 0.01114 0.002726 0.03797 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 232/299 5.66G 0.02368 0.01096 0.002234 0.03688 92 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 232/299 5.66G 0.02368 0.01096 0.002234 0.03688 92 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 232/299 5.66G 0.02401 0.01095 0.00192 0.03688 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 232/299 5.66G 0.02401 0.01095 0.00192 0.03688 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 232/299 5.66G 0.02378 0.01109 0.001694 0.03657 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 232/299 5.66G 0.02378 0.01109 0.001694 0.03657 97 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 232/299 5.66G 0.02401 0.01104 0.00154 0.03659 91 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 232/299 5.66G 0.02401 0.01104 0.00154 0.03659 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 232/299 5.66G 0.02365 0.01105 0.001759 0.03645 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 232/299 5.66G 0.02365 0.01105 0.001759 0.03645 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.49it/s] 232/299 5.66G 0.02373 0.01115 0.001712 0.03659 104 640: 14%|█▎ | 8/59 [00:02<00:11, 4.49it/s] 232/299 5.66G 0.02373 0.01115 0.001712 0.03659 104 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 232/299 5.66G 0.02381 0.01113 0.001618 0.03655 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 232/299 5.66G 0.02381 0.01113 0.001618 0.03655 94 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 232/299 5.66G 0.02354 0.01088 0.001572 0.036 77 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 232/299 5.66G 0.02354 0.01088 0.001572 0.036 77 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 232/299 5.66G 0.0234 0.0106 0.001613 0.03561 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 232/299 5.66G 0.0234 0.0106 0.001613 0.03561 70 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 232/299 5.66G 0.02302 0.01043 0.001576 0.03502 87 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 232/299 5.66G 0.02302 0.01043 0.001576 0.03502 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 232/299 5.66G 0.02307 0.01044 0.001529 0.03504 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 232/299 5.66G 0.02307 0.01044 0.001529 0.03504 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 232/299 5.66G 0.02319 0.01045 0.001613 0.03525 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 232/299 5.66G 0.02319 0.01045 0.001613 0.03525 83 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 232/299 5.66G 0.02317 0.01043 0.001533 0.03514 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.653 0.721 0.664 0.385
0%| | 0/59 [00:00<?, ?it/s] 233/299 5.66G 0.02466 0.009107 0.002488 0.03626 79 640: 0%| | 0/59 [00:00<?, ?it/s] 233/299 5.66G 0.02466 0.009107 0.002488 0.03626 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 233/299 5.66G 0.02438 0.01072 0.002362 0.03747 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 233/299 5.66G 0.02438 0.01072 0.002362 0.03747 88 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 233/299 5.66G 0.02408 0.01012 0.001791 0.03599 66 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 233/299 5.66G 0.02408 0.01012 0.001791 0.03599 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 233/299 5.66G 0.02449 0.009917 0.00153 0.03594 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 233/299 5.66G 0.02449 0.009917 0.00153 0.03594 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 233/299 5.66G 0.0243 0.009987 0.001627 0.03592 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 233/299 5.66G 0.0243 0.009987 0.001627 0.03592 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 233/299 5.66G 0.02426 0.009954 0.001595 0.03581 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 233/299 5.66G 0.02426 0.009954 0.001595 0.03581 75 640: 10%|█ | 6/59 [00:01<00:12, 4.42it/s] 233/299 5.66G 0.02433 0.01001 0.001572 0.03591 80 640: 10%|█ | 6/59 [00:01<00:12, 4.42it/s] 233/299 5.66G 0.02433 0.01001 0.001572 0.03591 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 233/299 5.66G 0.02417 0.01005 0.001568 0.03578 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 233/299 5.66G 0.02417 0.01005 0.001568 0.03578 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 233/299 5.66G 0.02427 0.009966 0.001445 0.03568 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 233/299 5.66G 0.02427 0.009966 0.001445 0.03568 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 233/299 5.66G 0.02436 0.009957 0.001335 0.03565 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 233/299 5.66G 0.02436 0.009957 0.001335 0.03565 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 233/299 5.66G 0.02451 0.01022 0.001361 0.0361 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 233/299 5.66G 0.02451 0.01022 0.001361 0.0361 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 233/299 5.66G 0.02418 0.01006 0.001354 0.0356 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 233/299 5.66G 0.02418 0.01006 0.001354 0.0356 72 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 233/299 5.66G 0.02409 0.01003 0.001283 0.0354 73 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 233/299 5.66G 0.02409 0.01003 0.001283 0.0354 73 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 233/299 5.66G 0.02399 0.01002 0.00145 0.03547 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 233/299 5.66G 0.02399 0.01002 0.00145 0.03547 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 233/299 5.66G 0.02394 0.01003 0.001674 0.03565 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 233/299 5.66G 0.02394 0.01003 0.001674 0.03565 82 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 233/299 5.66G 0.02386 0.009987 0.001646 0.03549 69 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.693 0.704 0.659 0.378
0%| | 0/59 [00:00<?, ?it/s] 234/299 5.66G 0.02491 0.01261 0.0003563 0.03788 84 640: 0%| | 0/59 [00:00<?, ?it/s] 234/299 5.66G 0.02491 0.01261 0.0003563 0.03788 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 234/299 5.66G 0.02391 0.01115 0.0007553 0.03582 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 234/299 5.66G 0.02391 0.01115 0.0007553 0.03582 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 234/299 5.66G 0.024 0.01014 0.0005958 0.03473 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 234/299 5.66G 0.024 0.01014 0.0005958 0.03473 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 234/299 5.66G 0.02369 0.009784 0.000523 0.03399 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 234/299 5.66G 0.02369 0.009784 0.000523 0.03399 75 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 234/299 5.66G 0.02369 0.00988 0.0007847 0.03436 98 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 234/299 5.66G 0.02369 0.00988 0.0007847 0.03436 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 234/299 5.66G 0.02389 0.009983 0.0007418 0.03461 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 234/299 5.66G 0.02389 0.009983 0.0007418 0.03461 84 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 234/299 5.66G 0.02371 0.01003 0.0007851 0.03453 87 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 234/299 5.66G 0.02371 0.01003 0.0007851 0.03453 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 234/299 5.66G 0.02382 0.01036 0.0007575 0.03493 101 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 234/299 5.66G 0.02382 0.01036 0.0007575 0.03493 101 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 234/299 5.66G 0.02411 0.01022 0.0009905 0.03532 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 234/299 5.66G 0.02411 0.01022 0.0009905 0.03532 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 234/299 5.66G 0.02449 0.01054 0.001302 0.03634 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 234/299 5.66G 0.02449 0.01054 0.001302 0.03634 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 234/299 5.66G 0.0246 0.01059 0.001262 0.03645 76 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 234/299 5.66G 0.0246 0.01059 0.001262 0.03645 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 234/299 5.66G 0.02417 0.01034 0.001189 0.03569 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 234/299 5.66G 0.02417 0.01034 0.001189 0.03569 75 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 234/299 5.66G 0.02417 0.01024 0.001254 0.03566 70 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 234/299 5.66G 0.02417 0.01024 0.001254 0.03566 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 234/299 5.66G 0.02459 0.01029 0.001231 0.0361 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 234/299 5.66G 0.02459 0.01029 0.001231 0.0361 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 234/299 5.66G 0.02466 0.01036 0.001381 0.0364 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 234/299 5.66G 0.02466 0.01036 0.001381 0.0364 82 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 234/299 5.66G 0.02453 0.01048 0.001362 0.03637 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.733 0.669 0.669 0.381
0%| | 0/59 [00:00<?, ?it/s] 235/299 5.66G 0.02242 0.01077 0.0009926 0.03419 76 640: 0%| | 0/59 [00:00<?, ?it/s] 235/299 5.66G 0.02242 0.01077 0.0009926 0.03419 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 235/299 5.66G 0.0225 0.01084 0.0009773 0.03431 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 235/299 5.66G 0.0225 0.01084 0.0009773 0.03431 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 235/299 5.66G 0.0227 0.01057 0.001125 0.0344 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 235/299 5.66G 0.0227 0.01057 0.001125 0.0344 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 235/299 5.66G 0.02329 0.009947 0.00151 0.03475 54 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 235/299 5.66G 0.02329 0.009947 0.00151 0.03475 54 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 235/299 5.66G 0.02383 0.009599 0.001646 0.03508 61 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 235/299 5.66G 0.02383 0.009599 0.001646 0.03508 61 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 235/299 5.66G 0.02367 0.009863 0.001457 0.03499 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.45it/s] 235/299 5.66G 0.02367 0.009863 0.001457 0.03499 95 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 235/299 5.66G 0.02351 0.009926 0.001293 0.03473 91 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 235/299 5.66G 0.02351 0.009926 0.001293 0.03473 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 235/299 5.66G 0.02326 0.01033 0.00143 0.03502 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 235/299 5.66G 0.02326 0.01033 0.00143 0.03502 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 235/299 5.66G 0.02278 0.01032 0.001625 0.03473 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 235/299 5.66G 0.02278 0.01032 0.001625 0.03473 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 235/299 5.66G 0.02309 0.01051 0.001873 0.03548 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 235/299 5.66G 0.02309 0.01051 0.001873 0.03548 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 235/299 5.66G 0.02315 0.01062 0.001805 0.03557 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 235/299 5.66G 0.02315 0.01062 0.001805 0.03557 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 235/299 5.66G 0.0232 0.01062 0.001687 0.0355 96 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 235/299 5.66G 0.0232 0.01062 0.001687 0.0355 96 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 235/299 5.66G 0.02315 0.01059 0.00177 0.03551 80 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 235/299 5.66G 0.02315 0.01059 0.00177 0.03551 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 235/299 5.66G 0.02353 0.01056 0.001793 0.03588 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 235/299 5.66G 0.02353 0.01056 0.001793 0.03588 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 235/299 5.66G 0.02376 0.01053 0.00178 0.03607 58 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 235/299 5.66G 0.02376 0.01053 0.00178 0.03607 58 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 235/299 5.66G 0.02379 0.01056 0.001918 0.03627 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.73 0.672 0.664 0.385
0%| | 0/59 [00:00<?, ?it/s] 236/299 5.66G 0.02548 0.01041 0.001815 0.03771 74 640: 0%| | 0/59 [00:00<?, ?it/s] 236/299 5.66G 0.02548 0.01041 0.001815 0.03771 74 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 236/299 5.66G 0.02564 0.01063 0.001962 0.03823 82 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 236/299 5.66G 0.02564 0.01063 0.001962 0.03823 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 236/299 5.66G 0.0241 0.01096 0.001512 0.03658 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 236/299 5.66G 0.0241 0.01096 0.001512 0.03658 89 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 236/299 5.66G 0.02399 0.01086 0.001393 0.03624 83 640: 5%|▌ | 3/59 [00:00<00:13, 4.30it/s] 236/299 5.66G 0.02399 0.01086 0.001393 0.03624 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 236/299 5.66G 0.02406 0.01108 0.001436 0.03657 97 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 236/299 5.66G 0.02406 0.01108 0.001436 0.03657 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 236/299 5.66G 0.02491 0.0106 0.001945 0.03745 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 236/299 5.66G 0.02491 0.0106 0.001945 0.03745 71 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 236/299 5.66G 0.02489 0.01076 0.001793 0.03744 84 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 236/299 5.66G 0.02489 0.01076 0.001793 0.03744 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 236/299 5.66G 0.0255 0.01053 0.001845 0.03787 64 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 236/299 5.66G 0.0255 0.01053 0.001845 0.03787 64 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 236/299 5.66G 0.02523 0.01029 0.001888 0.03741 62 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 236/299 5.66G 0.02523 0.01029 0.001888 0.03741 62 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 236/299 5.66G 0.02536 0.01027 0.001999 0.03762 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 236/299 5.66G 0.02536 0.01027 0.001999 0.03762 79 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 236/299 5.66G 0.02542 0.01016 0.001911 0.0375 81 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 236/299 5.66G 0.02542 0.01016 0.001911 0.0375 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 236/299 5.66G 0.02519 0.01004 0.001806 0.03704 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 236/299 5.66G 0.02519 0.01004 0.001806 0.03704 75 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 236/299 5.66G 0.02514 0.01004 0.001731 0.03691 74 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 236/299 5.66G 0.02514 0.01004 0.001731 0.03691 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 236/299 5.66G 0.02491 0.01019 0.001768 0.03686 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 236/299 5.66G 0.02491 0.01019 0.001768 0.03686 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 236/299 5.66G 0.02475 0.0102 0.001887 0.03684 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 236/299 5.66G 0.02475 0.0102 0.001887 0.03684 77 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 236/299 5.66G 0.02468 0.01017 0.001902 0.03675 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.715 0.669 0.659 0.381
0%| | 0/59 [00:00<?, ?it/s] 237/299 5.66G 0.02431 0.01161 0.001568 0.03749 82 640: 0%| | 0/59 [00:00<?, ?it/s] 237/299 5.66G 0.02431 0.01161 0.001568 0.03749 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 237/299 5.66G 0.02511 0.01224 0.002206 0.03956 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 237/299 5.66G 0.02511 0.01224 0.002206 0.03956 97 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 237/299 5.66G 0.02493 0.01051 0.001732 0.03717 61 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 237/299 5.66G 0.02493 0.01051 0.001732 0.03717 61 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 237/299 5.66G 0.02495 0.01013 0.001957 0.03704 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 237/299 5.66G 0.02495 0.01013 0.001957 0.03704 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 237/299 5.66G 0.02519 0.01032 0.001905 0.03741 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 237/299 5.66G 0.02519 0.01032 0.001905 0.03741 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 237/299 5.66G 0.02495 0.01053 0.001658 0.03714 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 237/299 5.66G 0.02495 0.01053 0.001658 0.03714 96 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 237/299 5.66G 0.02472 0.01061 0.001516 0.03684 76 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 237/299 5.66G 0.02472 0.01061 0.001516 0.03684 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 237/299 5.66G 0.02441 0.01082 0.001461 0.03669 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 237/299 5.66G 0.02441 0.01082 0.001461 0.03669 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 237/299 5.66G 0.02435 0.01071 0.001379 0.03644 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 237/299 5.66G 0.02435 0.01071 0.001379 0.03644 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 237/299 5.66G 0.02413 0.01058 0.001398 0.03611 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 237/299 5.66G 0.02413 0.01058 0.001398 0.03611 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 237/299 5.66G 0.02405 0.01058 0.001314 0.03594 103 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 237/299 5.66G 0.02405 0.01058 0.001314 0.03594 103 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 237/299 5.66G 0.02404 0.01048 0.001409 0.03593 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 237/299 5.66G 0.02404 0.01048 0.001409 0.03593 82 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 237/299 5.66G 0.02385 0.01036 0.001389 0.0356 86 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 237/299 5.66G 0.02385 0.01036 0.001389 0.0356 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 237/299 5.66G 0.02425 0.01054 0.001532 0.03632 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 237/299 5.66G 0.02425 0.01054 0.001532 0.03632 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 237/299 5.66G 0.02411 0.01052 0.001489 0.03612 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 237/299 5.66G 0.02411 0.01052 0.001489 0.03612 84 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 237/299 5.66G 0.02394 0.01045 0.001539 0.03594 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.693 0.706 0.67 0.382
0%| | 0/59 [00:00<?, ?it/s] 238/299 5.66G 0.02832 0.00968 0.0007336 0.03873 72 640: 0%| | 0/59 [00:00<?, ?it/s] 238/299 5.66G 0.02832 0.00968 0.0007336 0.03873 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 238/299 5.66G 0.0255 0.01057 0.0005252 0.03659 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.17it/s] 238/299 5.66G 0.0255 0.01057 0.0005252 0.03659 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 238/299 5.66G 0.02506 0.01011 0.001402 0.03657 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 238/299 5.66G 0.02506 0.01011 0.001402 0.03657 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 238/299 5.66G 0.02542 0.01042 0.001169 0.03701 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 238/299 5.66G 0.02542 0.01042 0.001169 0.03701 69 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 238/299 5.66G 0.02601 0.0107 0.001543 0.03826 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 238/299 5.66G 0.02601 0.0107 0.001543 0.03826 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 238/299 5.66G 0.02597 0.01107 0.002183 0.03922 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 238/299 5.66G 0.02597 0.01107 0.002183 0.03922 91 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 238/299 5.66G 0.02504 0.011 0.001935 0.03797 97 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 238/299 5.66G 0.02504 0.011 0.001935 0.03797 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 238/299 5.66G 0.0248 0.01106 0.001735 0.03759 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 238/299 5.66G 0.0248 0.01106 0.001735 0.03759 72 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 238/299 5.66G 0.02484 0.01096 0.00166 0.03746 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 238/299 5.66G 0.02484 0.01096 0.00166 0.03746 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 238/299 5.66G 0.02453 0.01076 0.001622 0.03691 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 238/299 5.66G 0.02453 0.01076 0.001622 0.03691 84 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 238/299 5.66G 0.02453 0.01087 0.001533 0.03693 91 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 238/299 5.66G 0.02453 0.01087 0.001533 0.03693 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 238/299 5.66G 0.02453 0.01083 0.001534 0.03689 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 238/299 5.66G 0.02453 0.01083 0.001534 0.03689 80 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 238/299 5.66G 0.02459 0.01078 0.001966 0.03733 76 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 238/299 5.66G 0.02459 0.01078 0.001966 0.03733 76 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 238/299 5.66G 0.02469 0.01074 0.001883 0.03732 81 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 238/299 5.66G 0.02469 0.01074 0.001883 0.03732 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 238/299 5.66G 0.02483 0.01118 0.002054 0.03806 116 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 238/299 5.66G 0.02483 0.01118 0.002054 0.03806 116 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 238/299 5.66G 0.025 0.01125 0.002059 0.03831 95 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.673 0.708 0.668 0.381
0%| | 0/59 [00:00<?, ?it/s] 239/299 5.66G 0.02358 0.01085 0.002304 0.03673 79 640: 0%| | 0/59 [00:00<?, ?it/s] 239/299 5.66G 0.02358 0.01085 0.002304 0.03673 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 239/299 5.66G 0.02411 0.01077 0.001694 0.03657 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 239/299 5.66G 0.02411 0.01077 0.001694 0.03657 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 239/299 5.66G 0.0238 0.01037 0.00172 0.03589 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 239/299 5.66G 0.0238 0.01037 0.00172 0.03589 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 239/299 5.66G 0.02409 0.0107 0.001389 0.03619 90 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 239/299 5.66G 0.02409 0.0107 0.001389 0.03619 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 239/299 5.66G 0.02392 0.01114 0.001445 0.03651 95 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 239/299 5.66G 0.02392 0.01114 0.001445 0.03651 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 239/299 5.66G 0.02362 0.01057 0.001284 0.03547 64 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 239/299 5.66G 0.02362 0.01057 0.001284 0.03547 64 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 239/299 5.66G 0.02336 0.01045 0.001247 0.03506 81 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 239/299 5.66G 0.02336 0.01045 0.001247 0.03506 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 239/299 5.66G 0.02358 0.01048 0.001155 0.03521 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 239/299 5.66G 0.02358 0.01048 0.001155 0.03521 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 239/299 5.66G 0.02352 0.01027 0.00109 0.03488 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 239/299 5.66G 0.02352 0.01027 0.00109 0.03488 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 239/299 5.66G 0.02351 0.01028 0.001576 0.03536 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 239/299 5.66G 0.02351 0.01028 0.001576 0.03536 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 239/299 5.66G 0.02347 0.0103 0.001485 0.03525 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 239/299 5.66G 0.02347 0.0103 0.001485 0.03525 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 239/299 5.66G 0.02346 0.01028 0.0015 0.03524 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 239/299 5.66G 0.02346 0.01028 0.0015 0.03524 74 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 239/299 5.66G 0.02355 0.01035 0.00154 0.03544 87 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 239/299 5.66G 0.02355 0.01035 0.00154 0.03544 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 239/299 5.66G 0.0238 0.01032 0.001548 0.03567 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 239/299 5.66G 0.0238 0.01032 0.001548 0.03567 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 239/299 5.66G 0.02378 0.01028 0.001517 0.03558 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 239/299 5.66G 0.02378 0.01028 0.001517 0.03558 83 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 239/299 5.66G 0.02374 0.01025 0.001617 0.0356 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:16, 2.05s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.03s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:02<00:02, 1.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:03<00:00, 2.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.675 0.707 0.668 0.382
0%| | 0/59 [00:00<?, ?it/s] 240/299 5.66G 0.02268 0.009594 0.001369 0.03364 88 640: 0%| | 0/59 [00:00<?, ?it/s] 240/299 5.66G 0.02268 0.009594 0.001369 0.03364 88 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 240/299 5.66G 0.0237 0.01005 0.002236 0.03599 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.15it/s] 240/299 5.66G 0.0237 0.01005 0.002236 0.03599 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 240/299 5.66G 0.02382 0.01011 0.001584 0.03551 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.42it/s] 240/299 5.66G 0.02382 0.01011 0.001584 0.03551 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 240/299 5.66G 0.0246 0.01008 0.001526 0.03621 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 240/299 5.66G 0.0246 0.01008 0.001526 0.03621 74 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 240/299 5.66G 0.02431 0.009991 0.001335 0.03564 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 240/299 5.66G 0.02431 0.009991 0.001335 0.03564 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 240/299 5.66G 0.0241 0.01012 0.001486 0.03571 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 240/299 5.66G 0.0241 0.01012 0.001486 0.03571 83 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 240/299 5.66G 0.02413 0.009885 0.001479 0.03549 74 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 240/299 5.66G 0.02413 0.009885 0.001479 0.03549 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 240/299 5.66G 0.02483 0.01003 0.001387 0.03625 68 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 240/299 5.66G 0.02483 0.01003 0.001387 0.03625 68 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 240/299 5.66G 0.02462 0.009815 0.001267 0.0357 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 240/299 5.66G 0.02462 0.009815 0.001267 0.0357 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 240/299 5.66G 0.02466 0.009987 0.001362 0.03601 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 240/299 5.66G 0.02466 0.009987 0.001362 0.03601 96 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 240/299 5.66G 0.02471 0.01031 0.001281 0.0363 104 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 240/299 5.66G 0.02471 0.01031 0.001281 0.0363 104 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 240/299 5.66G 0.02449 0.01026 0.001195 0.03594 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 240/299 5.66G 0.02449 0.01026 0.001195 0.03594 87 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 240/299 5.66G 0.0243 0.01007 0.001142 0.03551 60 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 240/299 5.66G 0.0243 0.01007 0.001142 0.03551 60 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 240/299 5.66G 0.02437 0.01009 0.001111 0.03557 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 240/299 5.66G 0.02437 0.01009 0.001111 0.03557 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 240/299 5.66G 0.0243 0.01016 0.001147 0.0356 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 240/299 5.66G 0.0243 0.01016 0.001147 0.0356 90 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 240/299 5.66G 0.02429 0.0102 0.001136 0.03562 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.669 0.687 0.65 0.383
0%| | 0/59 [00:00<?, ?it/s] 241/299 5.66G 0.02168 0.011 0.0004203 0.03309 91 640: 0%| | 0/59 [00:00<?, ?it/s] 241/299 5.66G 0.02168 0.011 0.0004203 0.03309 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 241/299 5.66G 0.02142 0.01028 0.0006774 0.03237 71 640: 2%|▏ | 1/59 [00:00<00:12, 4.55it/s] 241/299 5.66G 0.02142 0.01028 0.0006774 0.03237 71 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 241/299 5.66G 0.02269 0.01048 0.0009792 0.03414 75 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 241/299 5.66G 0.02269 0.01048 0.0009792 0.03414 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 241/299 5.66G 0.0231 0.01043 0.0009249 0.03446 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 241/299 5.66G 0.0231 0.01043 0.0009249 0.03446 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 241/299 5.66G 0.02379 0.01067 0.0008247 0.03529 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 241/299 5.66G 0.02379 0.01067 0.0008247 0.03529 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 241/299 5.66G 0.02366 0.01039 0.0009269 0.03498 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 241/299 5.66G 0.02366 0.01039 0.0009269 0.03498 80 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 241/299 5.66G 0.02434 0.01047 0.0009583 0.03577 84 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 241/299 5.66G 0.02434 0.01047 0.0009583 0.03577 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 241/299 5.66G 0.02419 0.01065 0.001002 0.03585 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 241/299 5.66G 0.02419 0.01065 0.001002 0.03585 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 241/299 5.66G 0.02436 0.01079 0.0009558 0.03611 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 241/299 5.66G 0.02436 0.01079 0.0009558 0.03611 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 241/299 5.66G 0.02404 0.01056 0.000893 0.0355 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 241/299 5.66G 0.02404 0.01056 0.000893 0.0355 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 241/299 5.66G 0.02383 0.0106 0.001068 0.0355 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 241/299 5.66G 0.02383 0.0106 0.001068 0.0355 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 241/299 5.66G 0.02395 0.01051 0.001044 0.0355 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 241/299 5.66G 0.02395 0.01051 0.001044 0.0355 84 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 241/299 5.66G 0.02399 0.01044 0.00104 0.03547 67 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 241/299 5.66G 0.02399 0.01044 0.00104 0.03547 67 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 241/299 5.66G 0.02365 0.01035 0.0009798 0.03497 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 241/299 5.66G 0.02365 0.01035 0.0009798 0.03497 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 241/299 5.66G 0.0235 0.01031 0.0009916 0.03481 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 241/299 5.66G 0.0235 0.01031 0.0009916 0.03481 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 241/299 5.66G 0.02361 0.01025 0.001143 0.03501 71 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.684 0.675 0.648 0.385
0%| | 0/59 [00:00<?, ?it/s] 242/299 5.66G 0.02318 0.009473 0.001487 0.03414 74 640: 0%| | 0/59 [00:00<?, ?it/s] 242/299 5.66G 0.02318 0.009473 0.001487 0.03414 74 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 242/299 5.66G 0.02363 0.01007 0.0008714 0.03457 82 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 242/299 5.66G 0.02363 0.01007 0.0008714 0.03457 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 242/299 5.66G 0.02458 0.01101 0.001615 0.03721 93 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 242/299 5.66G 0.02458 0.01101 0.001615 0.03721 93 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 242/299 5.66G 0.02495 0.01115 0.001365 0.03747 92 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 242/299 5.66G 0.02495 0.01115 0.001365 0.03747 92 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 242/299 5.66G 0.02484 0.011 0.001397 0.03724 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 242/299 5.66G 0.02484 0.011 0.001397 0.03724 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 242/299 5.66G 0.02473 0.01103 0.001242 0.037 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 242/299 5.66G 0.02473 0.01103 0.001242 0.037 78 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 242/299 5.66G 0.02462 0.01097 0.001253 0.03685 88 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 242/299 5.66G 0.02462 0.01097 0.001253 0.03685 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 242/299 5.66G 0.02431 0.01121 0.001463 0.03699 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 242/299 5.66G 0.02431 0.01121 0.001463 0.03699 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 242/299 5.66G 0.02443 0.01087 0.001493 0.03679 65 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 242/299 5.66G 0.02443 0.01087 0.001493 0.03679 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 242/299 5.66G 0.02487 0.01065 0.00176 0.03728 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 242/299 5.66G 0.02487 0.01065 0.00176 0.03728 71 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 242/299 5.66G 0.02481 0.01081 0.001727 0.03734 95 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 242/299 5.66G 0.02481 0.01081 0.001727 0.03734 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 242/299 5.66G 0.02513 0.01086 0.00177 0.03776 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 242/299 5.66G 0.02513 0.01086 0.00177 0.03776 91 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 242/299 5.66G 0.02473 0.0108 0.001799 0.03733 83 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 242/299 5.66G 0.02473 0.0108 0.001799 0.03733 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 242/299 5.66G 0.02448 0.01077 0.001765 0.03702 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 242/299 5.66G 0.02448 0.01077 0.001765 0.03702 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 242/299 5.66G 0.0247 0.01082 0.001691 0.03722 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 242/299 5.66G 0.0247 0.01082 0.001691 0.03722 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 242/299 5.66G 0.02449 0.01081 0.001602 0.03691 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.719 0.648 0.649 0.385
0%| | 0/59 [00:00<?, ?it/s] 243/299 5.66G 0.02304 0.01101 0.0009696 0.03503 90 640: 0%| | 0/59 [00:00<?, ?it/s] 243/299 5.66G 0.02304 0.01101 0.0009696 0.03503 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 243/299 5.66G 0.02324 0.011 0.001412 0.03565 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 243/299 5.66G 0.02324 0.011 0.001412 0.03565 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 243/299 5.66G 0.02266 0.0111 0.001057 0.03482 102 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 243/299 5.66G 0.02266 0.0111 0.001057 0.03482 102 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 243/299 5.66G 0.02329 0.01043 0.000879 0.0346 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 243/299 5.66G 0.02329 0.01043 0.000879 0.0346 67 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 243/299 5.66G 0.02333 0.0103 0.0009737 0.0346 97 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 243/299 5.66G 0.02333 0.0103 0.0009737 0.0346 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 243/299 5.66G 0.02319 0.01059 0.001233 0.03502 88 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 243/299 5.66G 0.02319 0.01059 0.001233 0.03502 88 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 243/299 5.66G 0.02311 0.01053 0.001181 0.03483 89 640: 10%|█ | 6/59 [00:01<00:12, 4.38it/s] 243/299 5.66G 0.02311 0.01053 0.001181 0.03483 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 243/299 5.66G 0.0233 0.01082 0.001186 0.0353 101 640: 12%|█▏ | 7/59 [00:01<00:11, 4.45it/s] 243/299 5.66G 0.0233 0.01082 0.001186 0.0353 101 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 243/299 5.66G 0.02352 0.01076 0.001222 0.0355 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 243/299 5.66G 0.02352 0.01076 0.001222 0.0355 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 243/299 5.66G 0.02349 0.01073 0.001151 0.03537 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 243/299 5.66G 0.02349 0.01073 0.001151 0.03537 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 243/299 5.66G 0.02378 0.01062 0.001138 0.03554 62 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 243/299 5.66G 0.02378 0.01062 0.001138 0.03554 62 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 243/299 5.66G 0.02387 0.01035 0.001108 0.03533 69 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 243/299 5.66G 0.02387 0.01035 0.001108 0.03533 69 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 243/299 5.66G 0.0237 0.01037 0.001144 0.03521 100 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 243/299 5.66G 0.0237 0.01037 0.001144 0.03521 100 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 243/299 5.66G 0.02364 0.01032 0.001221 0.03518 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 243/299 5.66G 0.02364 0.01032 0.001221 0.03518 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 243/299 5.66G 0.0236 0.01017 0.001254 0.03503 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 243/299 5.66G 0.0236 0.01017 0.001254 0.03503 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 243/299 5.66G 0.02362 0.01019 0.001254 0.03506 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.7 0.682 0.659 0.389
0%| | 0/59 [00:00<?, ?it/s] 244/299 5.66G 0.02258 0.009298 0.0004224 0.0323 72 640: 0%| | 0/59 [00:00<?, ?it/s] 244/299 5.66G 0.02258 0.009298 0.0004224 0.0323 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 244/299 5.66G 0.02378 0.01049 0.0006406 0.03491 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 244/299 5.66G 0.02378 0.01049 0.0006406 0.03491 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 244/299 5.66G 0.0232 0.009889 0.0008192 0.03391 75 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 244/299 5.66G 0.0232 0.009889 0.0008192 0.03391 75 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 244/299 5.66G 0.0235 0.01005 0.00092 0.03447 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 244/299 5.66G 0.0235 0.01005 0.00092 0.03447 83 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 244/299 5.66G 0.02358 0.009964 0.000901 0.03445 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 244/299 5.66G 0.02358 0.009964 0.000901 0.03445 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 244/299 5.66G 0.02346 0.009943 0.000844 0.03424 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 244/299 5.66G 0.02346 0.009943 0.000844 0.03424 82 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 244/299 5.66G 0.02424 0.01004 0.001038 0.03532 65 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 244/299 5.66G 0.02424 0.01004 0.001038 0.03532 65 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 244/299 5.66G 0.024 0.0105 0.001004 0.0355 117 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 244/299 5.66G 0.024 0.0105 0.001004 0.0355 117 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 244/299 5.66G 0.0239 0.0105 0.001055 0.03546 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 244/299 5.66G 0.0239 0.0105 0.001055 0.03546 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 244/299 5.66G 0.0241 0.01046 0.0009963 0.03555 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 244/299 5.66G 0.0241 0.01046 0.0009963 0.03555 74 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 244/299 5.66G 0.02421 0.01039 0.0009351 0.03553 80 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 244/299 5.66G 0.02421 0.01039 0.0009351 0.03553 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 244/299 5.66G 0.0242 0.01027 0.0008882 0.03536 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 244/299 5.66G 0.0242 0.01027 0.0008882 0.03536 72 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 244/299 5.66G 0.0241 0.01022 0.0008696 0.03519 77 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 244/299 5.66G 0.0241 0.01022 0.0008696 0.03519 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 244/299 5.66G 0.02427 0.0103 0.0009003 0.03547 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 244/299 5.66G 0.02427 0.0103 0.0009003 0.03547 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 244/299 5.66G 0.02413 0.01043 0.0009465 0.0355 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 244/299 5.66G 0.02413 0.01043 0.0009465 0.0355 95 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 244/299 5.66G 0.02411 0.01038 0.0009162 0.03541 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.699 0.693 0.674 0.389
0%| | 0/59 [00:00<?, ?it/s] 245/299 5.66G 0.02806 0.009232 0.000883 0.03817 56 640: 0%| | 0/59 [00:00<?, ?it/s] 245/299 5.66G 0.02806 0.009232 0.000883 0.03817 56 640: 2%|▏ | 1/59 [00:00<00:22, 2.55it/s] 245/299 5.66G 0.02534 0.009726 0.002093 0.03716 87 640: 2%|▏ | 1/59 [00:00<00:22, 2.55it/s] 245/299 5.66G 0.02534 0.009726 0.002093 0.03716 87 640: 3%|▎ | 2/59 [00:00<00:17, 3.35it/s] 245/299 5.66G 0.02368 0.009674 0.001586 0.03494 61 640: 3%|▎ | 2/59 [00:00<00:17, 3.35it/s] 245/299 5.66G 0.02368 0.009674 0.001586 0.03494 61 640: 5%|▌ | 3/59 [00:00<00:14, 3.84it/s] 245/299 5.66G 0.02346 0.009974 0.001415 0.03485 93 640: 5%|▌ | 3/59 [00:01<00:14, 3.84it/s] 245/299 5.66G 0.02346 0.009974 0.001415 0.03485 93 640: 7%|▋ | 4/59 [00:01<00:13, 3.97it/s] 245/299 5.66G 0.02334 0.01012 0.001356 0.03481 78 640: 7%|▋ | 4/59 [00:01<00:13, 3.97it/s] 245/299 5.66G 0.02334 0.01012 0.001356 0.03481 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 245/299 5.66G 0.02371 0.01036 0.001947 0.03602 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.19it/s] 245/299 5.66G 0.02371 0.01036 0.001947 0.03602 95 640: 10%|█ | 6/59 [00:01<00:12, 4.20it/s] 245/299 5.66G 0.02364 0.01004 0.001743 0.03542 62 640: 10%|█ | 6/59 [00:01<00:12, 4.20it/s] 245/299 5.66G 0.02364 0.01004 0.001743 0.03542 62 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 245/299 5.66G 0.02391 0.01024 0.001861 0.03601 93 640: 12%|█▏ | 7/59 [00:01<00:11, 4.34it/s] 245/299 5.66G 0.02391 0.01024 0.001861 0.03601 93 640: 14%|█▎ | 8/59 [00:01<00:11, 4.31it/s] 245/299 5.66G 0.02384 0.01042 0.001852 0.03612 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.31it/s] 245/299 5.66G 0.02384 0.01042 0.001852 0.03612 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 245/299 5.66G 0.02394 0.01037 0.001774 0.03608 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 245/299 5.66G 0.02394 0.01037 0.001774 0.03608 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 245/299 5.66G 0.02354 0.01034 0.001793 0.03568 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 245/299 5.66G 0.02354 0.01034 0.001793 0.03568 93 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 245/299 5.66G 0.0237 0.01036 0.001752 0.03581 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 245/299 5.66G 0.0237 0.01036 0.001752 0.03581 76 640: 20%|██ | 12/59 [00:02<00:10, 4.37it/s] 245/299 5.66G 0.02373 0.01049 0.001856 0.03608 93 640: 20%|██ | 12/59 [00:03<00:10, 4.37it/s] 245/299 5.66G 0.02373 0.01049 0.001856 0.03608 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 245/299 5.66G 0.02355 0.0104 0.001758 0.0357 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 245/299 5.66G 0.02355 0.0104 0.001758 0.0357 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 245/299 5.66G 0.02367 0.01039 0.001762 0.03582 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 245/299 5.66G 0.02367 0.01039 0.001762 0.03582 72 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 245/299 5.66G 0.02372 0.01031 0.001725 0.03576 73 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.695 0.681 0.395
0%| | 0/59 [00:00<?, ?it/s] 246/299 5.66G 0.02523 0.01243 0.001766 0.03943 75 640: 0%| | 0/59 [00:00<?, ?it/s] 246/299 5.66G 0.02523 0.01243 0.001766 0.03943 75 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 246/299 5.66G 0.02471 0.01133 0.001398 0.03743 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 246/299 5.66G 0.02471 0.01133 0.001398 0.03743 92 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 246/299 5.66G 0.02417 0.01105 0.001303 0.03653 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 246/299 5.66G 0.02417 0.01105 0.001303 0.03653 84 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 246/299 5.66G 0.02515 0.01082 0.001392 0.03737 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 246/299 5.66G 0.02515 0.01082 0.001392 0.03737 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 246/299 5.66G 0.02476 0.0105 0.00123 0.03649 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 246/299 5.66G 0.02476 0.0105 0.00123 0.03649 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 246/299 5.66G 0.02453 0.01025 0.001164 0.03595 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 246/299 5.66G 0.02453 0.01025 0.001164 0.03595 75 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 246/299 5.66G 0.02447 0.01049 0.001066 0.03603 107 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 246/299 5.66G 0.02447 0.01049 0.001066 0.03603 107 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 246/299 5.66G 0.02446 0.01072 0.001202 0.03638 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 246/299 5.66G 0.02446 0.01072 0.001202 0.03638 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 246/299 5.66G 0.02443 0.01085 0.001185 0.03647 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 246/299 5.66G 0.02443 0.01085 0.001185 0.03647 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 246/299 5.66G 0.02472 0.01092 0.001121 0.03676 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 246/299 5.66G 0.02472 0.01092 0.001121 0.03676 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 246/299 5.66G 0.02492 0.01085 0.001051 0.03683 75 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 246/299 5.66G 0.02492 0.01085 0.001051 0.03683 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 246/299 5.66G 0.02488 0.0109 0.0009958 0.03678 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 246/299 5.66G 0.02488 0.0109 0.0009958 0.03678 75 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 246/299 5.66G 0.0248 0.01096 0.0009917 0.03675 92 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 246/299 5.66G 0.0248 0.01096 0.0009917 0.03675 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 246/299 5.66G 0.02492 0.0109 0.0009885 0.03681 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 246/299 5.66G 0.02492 0.0109 0.0009885 0.03681 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 246/299 5.66G 0.02493 0.01084 0.001046 0.03681 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 246/299 5.66G 0.02493 0.01084 0.001046 0.03681 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 246/299 5.66G 0.02477 0.01083 0.001029 0.03664 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.713 0.672 0.677 0.391
0%| | 0/59 [00:00<?, ?it/s] 247/299 5.66G 0.02056 0.01075 0.0003775 0.03169 86 640: 0%| | 0/59 [00:00<?, ?it/s] 247/299 5.66G 0.02056 0.01075 0.0003775 0.03169 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 247/299 5.66G 0.02045 0.009838 0.0005606 0.03085 74 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 247/299 5.66G 0.02045 0.009838 0.0005606 0.03085 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 247/299 5.66G 0.02142 0.009147 0.0009253 0.03149 65 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 247/299 5.66G 0.02142 0.009147 0.0009253 0.03149 65 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 247/299 5.66G 0.02172 0.009049 0.0007777 0.03155 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 247/299 5.66G 0.02172 0.009049 0.0007777 0.03155 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 247/299 5.66G 0.02165 0.009552 0.001529 0.03273 94 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 247/299 5.66G 0.02165 0.009552 0.001529 0.03273 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 247/299 5.66G 0.02176 0.009803 0.001323 0.03289 96 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 247/299 5.66G 0.02176 0.009803 0.001323 0.03289 96 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 247/299 5.66G 0.02183 0.009655 0.001279 0.03276 75 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 247/299 5.66G 0.02183 0.009655 0.001279 0.03276 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 247/299 5.66G 0.02195 0.009783 0.001231 0.03296 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 247/299 5.66G 0.02195 0.009783 0.001231 0.03296 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 247/299 5.66G 0.0223 0.009604 0.001132 0.03303 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 247/299 5.66G 0.0223 0.009604 0.001132 0.03303 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 247/299 5.66G 0.02236 0.01007 0.001118 0.03355 103 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 247/299 5.66G 0.02236 0.01007 0.001118 0.03355 103 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 247/299 5.66G 0.02245 0.009953 0.001064 0.03346 65 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 247/299 5.66G 0.02245 0.009953 0.001064 0.03346 65 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 247/299 5.66G 0.0225 0.009978 0.001154 0.03363 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 247/299 5.66G 0.0225 0.009978 0.001154 0.03363 94 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 247/299 5.66G 0.02258 0.009978 0.001245 0.03381 98 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 247/299 5.66G 0.02258 0.009978 0.001245 0.03381 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 247/299 5.66G 0.02289 0.009999 0.001387 0.03427 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 247/299 5.66G 0.02289 0.009999 0.001387 0.03427 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 247/299 5.66G 0.02305 0.009829 0.001335 0.03421 59 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 247/299 5.66G 0.02305 0.009829 0.001335 0.03421 59 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 247/299 5.66G 0.02307 0.009923 0.001284 0.03428 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.7 0.707 0.685 0.392
0%| | 0/59 [00:00<?, ?it/s] 248/299 5.66G 0.02624 0.0108 0.004092 0.04112 81 640: 0%| | 0/59 [00:00<?, ?it/s] 248/299 5.66G 0.02624 0.0108 0.004092 0.04112 81 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 248/299 5.66G 0.02543 0.01064 0.002569 0.03864 89 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 248/299 5.66G 0.02543 0.01064 0.002569 0.03864 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 248/299 5.66G 0.02461 0.009822 0.001803 0.03624 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 248/299 5.66G 0.02461 0.009822 0.001803 0.03624 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 248/299 5.66G 0.02499 0.01034 0.001499 0.03682 95 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 248/299 5.66G 0.02499 0.01034 0.001499 0.03682 95 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 248/299 5.66G 0.02503 0.01043 0.001395 0.03686 94 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 248/299 5.66G 0.02503 0.01043 0.001395 0.03686 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 248/299 5.66G 0.02515 0.0104 0.001372 0.03692 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 248/299 5.66G 0.02515 0.0104 0.001372 0.03692 77 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 248/299 5.66G 0.02453 0.01019 0.001319 0.03604 80 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 248/299 5.66G 0.02453 0.01019 0.001319 0.03604 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 248/299 5.66G 0.02409 0.01037 0.001243 0.03571 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 248/299 5.66G 0.02409 0.01037 0.001243 0.03571 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 248/299 5.66G 0.0241 0.01072 0.001217 0.03604 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 248/299 5.66G 0.0241 0.01072 0.001217 0.03604 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 248/299 5.66G 0.02426 0.01062 0.001227 0.0361 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 248/299 5.66G 0.02426 0.01062 0.001227 0.0361 77 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 248/299 5.66G 0.02433 0.01079 0.001197 0.03631 99 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 248/299 5.66G 0.02433 0.01079 0.001197 0.03631 99 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 248/299 5.66G 0.02424 0.01065 0.001171 0.03606 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 248/299 5.66G 0.02424 0.01065 0.001171 0.03606 71 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 248/299 5.66G 0.02405 0.01056 0.00118 0.03579 82 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 248/299 5.66G 0.02405 0.01056 0.00118 0.03579 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 248/299 5.66G 0.02412 0.01043 0.001171 0.03572 72 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 248/299 5.66G 0.02412 0.01043 0.001171 0.03572 72 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 248/299 5.66G 0.02426 0.01059 0.00124 0.03609 96 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 248/299 5.66G 0.02426 0.01059 0.00124 0.03609 96 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 248/299 5.66G 0.02424 0.01067 0.001311 0.03622 95 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.707 0.676 0.663 0.393
0%| | 0/59 [00:00<?, ?it/s] 249/299 5.66G 0.02113 0.009951 0.002209 0.03329 82 640: 0%| | 0/59 [00:00<?, ?it/s] 249/299 5.66G 0.02113 0.009951 0.002209 0.03329 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 249/299 5.66G 0.02266 0.01035 0.002387 0.0354 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 249/299 5.66G 0.02266 0.01035 0.002387 0.0354 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 249/299 5.66G 0.02251 0.009553 0.001897 0.03396 76 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 249/299 5.66G 0.02251 0.009553 0.001897 0.03396 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 249/299 5.66G 0.02277 0.00958 0.001502 0.03385 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 249/299 5.66G 0.02277 0.00958 0.001502 0.03385 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 249/299 5.66G 0.02312 0.009725 0.001441 0.03428 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 249/299 5.66G 0.02312 0.009725 0.001441 0.03428 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 249/299 5.66G 0.02303 0.009691 0.001301 0.03403 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 249/299 5.66G 0.02303 0.009691 0.001301 0.03403 77 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 249/299 5.66G 0.02337 0.009777 0.001501 0.03465 77 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 249/299 5.66G 0.02337 0.009777 0.001501 0.03465 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 249/299 5.66G 0.02371 0.009816 0.001486 0.03501 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 249/299 5.66G 0.02371 0.009816 0.001486 0.03501 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 249/299 5.66G 0.02357 0.0099 0.001391 0.03486 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 249/299 5.66G 0.02357 0.0099 0.001391 0.03486 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 249/299 5.66G 0.0236 0.01023 0.00136 0.03519 105 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 249/299 5.66G 0.0236 0.01023 0.00136 0.03519 105 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 249/299 5.66G 0.02378 0.01015 0.001315 0.03524 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 249/299 5.66G 0.02378 0.01015 0.001315 0.03524 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 249/299 5.66G 0.02361 0.009961 0.001301 0.03488 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 249/299 5.66G 0.02361 0.009961 0.001301 0.03488 75 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 249/299 5.66G 0.02355 0.009996 0.00126 0.0348 89 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 249/299 5.66G 0.02355 0.009996 0.00126 0.0348 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 249/299 5.66G 0.02377 0.009824 0.001249 0.03485 66 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 249/299 5.66G 0.02377 0.009824 0.001249 0.03485 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 249/299 5.66G 0.02365 0.009841 0.001253 0.03474 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 249/299 5.66G 0.02365 0.009841 0.001253 0.03474 89 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 249/299 5.66G 0.02359 0.009861 0.001267 0.03472 92 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.696 0.681 0.663 0.393
0%| | 0/59 [00:00<?, ?it/s] 250/299 5.66G 0.02222 0.009749 0.0005117 0.03248 72 640: 0%| | 0/59 [00:00<?, ?it/s] 250/299 5.66G 0.02222 0.009749 0.0005117 0.03248 72 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 250/299 5.66G 0.02217 0.009673 0.0005935 0.03243 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 250/299 5.66G 0.02217 0.009673 0.0005935 0.03243 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 250/299 5.66G 0.02367 0.01048 0.0007753 0.03493 96 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 250/299 5.66G 0.02367 0.01048 0.0007753 0.03493 96 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 250/299 5.66G 0.02355 0.00982 0.0008294 0.0342 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 250/299 5.66G 0.02355 0.00982 0.0008294 0.0342 66 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 250/299 5.66G 0.02319 0.01022 0.001245 0.03466 101 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 250/299 5.66G 0.02319 0.01022 0.001245 0.03466 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 250/299 5.66G 0.02319 0.01035 0.001116 0.03466 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 250/299 5.66G 0.02319 0.01035 0.001116 0.03466 90 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 250/299 5.66G 0.02333 0.01037 0.001181 0.03488 64 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 250/299 5.66G 0.02333 0.01037 0.001181 0.03488 64 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 250/299 5.66G 0.02371 0.01002 0.001283 0.03501 67 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 250/299 5.66G 0.02371 0.01002 0.001283 0.03501 67 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 250/299 5.66G 0.02354 0.01008 0.001429 0.03506 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 250/299 5.66G 0.02354 0.01008 0.001429 0.03506 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 250/299 5.66G 0.0238 0.0101 0.001343 0.03524 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 250/299 5.66G 0.0238 0.0101 0.001343 0.03524 72 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 250/299 5.66G 0.02366 0.01008 0.001322 0.03507 82 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 250/299 5.66G 0.02366 0.01008 0.001322 0.03507 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 250/299 5.66G 0.02333 0.009916 0.001266 0.03451 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 250/299 5.66G 0.02333 0.009916 0.001266 0.03451 73 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 250/299 5.66G 0.02348 0.00994 0.001443 0.03487 83 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 250/299 5.66G 0.02348 0.00994 0.001443 0.03487 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 250/299 5.66G 0.02355 0.009901 0.001372 0.03482 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 250/299 5.66G 0.02355 0.009901 0.001372 0.03482 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 250/299 5.66G 0.02362 0.01002 0.001332 0.03496 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 250/299 5.66G 0.02362 0.01002 0.001332 0.03496 80 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 250/299 5.66G 0.02389 0.01007 0.001277 0.03524 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.707 0.695 0.668 0.394
0%| | 0/59 [00:00<?, ?it/s] 251/299 5.66G 0.02293 0.01084 0.0005966 0.03437 91 640: 0%| | 0/59 [00:00<?, ?it/s] 251/299 5.66G 0.02293 0.01084 0.0005966 0.03437 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 251/299 5.66G 0.02331 0.01066 0.000458 0.03443 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 251/299 5.66G 0.02331 0.01066 0.000458 0.03443 84 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 251/299 5.66G 0.02262 0.01046 0.0004768 0.03355 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 251/299 5.66G 0.02262 0.01046 0.0004768 0.03355 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 251/299 5.66G 0.02393 0.01103 0.001686 0.03665 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 251/299 5.66G 0.02393 0.01103 0.001686 0.03665 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 251/299 5.66G 0.02451 0.01104 0.001796 0.03735 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 251/299 5.66G 0.02451 0.01104 0.001796 0.03735 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 251/299 5.66G 0.02457 0.01105 0.001671 0.03728 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 251/299 5.66G 0.02457 0.01105 0.001671 0.03728 76 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 251/299 5.66G 0.02447 0.01092 0.002054 0.03744 75 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 251/299 5.66G 0.02447 0.01092 0.002054 0.03744 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 251/299 5.66G 0.02438 0.011 0.001946 0.03733 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 251/299 5.66G 0.02438 0.011 0.001946 0.03733 91 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 251/299 5.66G 0.02401 0.01102 0.001774 0.0368 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 251/299 5.66G 0.02401 0.01102 0.001774 0.0368 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 251/299 5.66G 0.02388 0.01073 0.001739 0.03634 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 251/299 5.66G 0.02388 0.01073 0.001739 0.03634 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 251/299 5.66G 0.02374 0.01057 0.001627 0.03593 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 251/299 5.66G 0.02374 0.01057 0.001627 0.03593 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 251/299 5.66G 0.02383 0.01059 0.00157 0.03599 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 251/299 5.66G 0.02383 0.01059 0.00157 0.03599 81 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 251/299 5.66G 0.02389 0.01057 0.001523 0.03598 84 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 251/299 5.66G 0.02389 0.01057 0.001523 0.03598 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 251/299 5.66G 0.02386 0.01046 0.001537 0.03585 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 251/299 5.66G 0.02386 0.01046 0.001537 0.03585 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 251/299 5.66G 0.02385 0.01026 0.001979 0.03609 59 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 251/299 5.66G 0.02385 0.01026 0.001979 0.03609 59 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 251/299 5.66G 0.02378 0.01017 0.001911 0.03586 65 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.702 0.688 0.664 0.395
0%| | 0/59 [00:00<?, ?it/s] 252/299 5.66G 0.01928 0.01059 0.001184 0.03105 90 640: 0%| | 0/59 [00:00<?, ?it/s] 252/299 5.66G 0.01928 0.01059 0.001184 0.03105 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 252/299 5.66G 0.02041 0.01134 0.0008914 0.03265 96 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 252/299 5.66G 0.02041 0.01134 0.0008914 0.03265 96 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 252/299 5.66G 0.02213 0.01107 0.0007909 0.03399 88 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 252/299 5.66G 0.02213 0.01107 0.0007909 0.03399 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 252/299 5.66G 0.02323 0.01124 0.0007302 0.03519 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 252/299 5.66G 0.02323 0.01124 0.0007302 0.03519 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 252/299 5.66G 0.02335 0.01145 0.0008508 0.03565 103 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 252/299 5.66G 0.02335 0.01145 0.0008508 0.03565 103 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 252/299 5.66G 0.02356 0.01142 0.0009035 0.03588 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 252/299 5.66G 0.02356 0.01142 0.0009035 0.03588 84 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 252/299 5.66G 0.0234 0.01132 0.0009662 0.03569 92 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 252/299 5.66G 0.0234 0.01132 0.0009662 0.03569 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 252/299 5.66G 0.02349 0.01144 0.001112 0.03604 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 252/299 5.66G 0.02349 0.01144 0.001112 0.03604 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.49it/s] 252/299 5.66G 0.02377 0.01132 0.001426 0.03652 83 640: 14%|█▎ | 8/59 [00:02<00:11, 4.49it/s] 252/299 5.66G 0.02377 0.01132 0.001426 0.03652 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 252/299 5.66G 0.02396 0.0112 0.001403 0.03656 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 252/299 5.66G 0.02396 0.0112 0.001403 0.03656 72 640: 17%|█▋ | 10/59 [00:02<00:10, 4.50it/s] 252/299 5.66G 0.02398 0.01097 0.001391 0.03634 72 640: 17%|█▋ | 10/59 [00:02<00:10, 4.50it/s] 252/299 5.66G 0.02398 0.01097 0.001391 0.03634 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 252/299 5.66G 0.02417 0.01088 0.001625 0.03667 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 252/299 5.66G 0.02417 0.01088 0.001625 0.03667 81 640: 20%|██ | 12/59 [00:02<00:10, 4.50it/s] 252/299 5.66G 0.02404 0.01084 0.001607 0.03648 88 640: 20%|██ | 12/59 [00:02<00:10, 4.50it/s] 252/299 5.66G 0.02404 0.01084 0.001607 0.03648 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.43it/s] 252/299 5.66G 0.02402 0.01064 0.001517 0.03618 67 640: 22%|██▏ | 13/59 [00:03<00:10, 4.43it/s] 252/299 5.66G 0.02402 0.01064 0.001517 0.03618 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.50it/s] 252/299 5.66G 0.02406 0.01058 0.001446 0.03608 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.50it/s] 252/299 5.66G 0.02406 0.01058 0.001446 0.03608 76 640: 25%|██▌ | 15/59 [00:03<00:09, 4.43it/s] 252/299 5.66G 0.02425 0.01051 0.001461 0.03623 81 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.711 0.707 0.673 0.395
0%| | 0/59 [00:00<?, ?it/s] 253/299 5.66G 0.02398 0.01142 0.0005346 0.03593 87 640: 0%| | 0/59 [00:00<?, ?it/s] 253/299 5.66G 0.02398 0.01142 0.0005346 0.03593 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 253/299 5.66G 0.02254 0.01076 0.000455 0.03375 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 253/299 5.66G 0.02254 0.01076 0.000455 0.03375 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 253/299 5.66G 0.02346 0.01017 0.0008178 0.03445 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 253/299 5.66G 0.02346 0.01017 0.0008178 0.03445 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 253/299 5.66G 0.02314 0.009918 0.000668 0.03373 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 253/299 5.66G 0.02314 0.009918 0.000668 0.03373 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 253/299 5.66G 0.02321 0.00994 0.0007827 0.03394 78 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 253/299 5.66G 0.02321 0.00994 0.0007827 0.03394 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 253/299 5.66G 0.02332 0.01005 0.001498 0.03487 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 253/299 5.66G 0.02332 0.01005 0.001498 0.03487 80 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 253/299 5.66G 0.02331 0.01006 0.001408 0.03479 84 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 253/299 5.66G 0.02331 0.01006 0.001408 0.03479 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 253/299 5.66G 0.0233 0.01017 0.001497 0.03497 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 253/299 5.66G 0.0233 0.01017 0.001497 0.03497 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 253/299 5.66G 0.02315 0.01023 0.001384 0.03476 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 253/299 5.66G 0.02315 0.01023 0.001384 0.03476 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 253/299 5.66G 0.02306 0.01027 0.001298 0.03463 101 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 253/299 5.66G 0.02306 0.01027 0.001298 0.03463 101 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 253/299 5.66G 0.02321 0.01014 0.001226 0.03458 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 253/299 5.66G 0.02321 0.01014 0.001226 0.03458 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 253/299 5.66G 0.02313 0.009996 0.00115 0.03427 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 253/299 5.66G 0.02313 0.009996 0.00115 0.03427 68 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 253/299 5.66G 0.02333 0.01003 0.001339 0.0347 78 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 253/299 5.66G 0.02333 0.01003 0.001339 0.0347 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 253/299 5.66G 0.02312 0.01012 0.001283 0.03452 100 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 253/299 5.66G 0.02312 0.01012 0.001283 0.03452 100 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 253/299 5.66G 0.02337 0.0101 0.001295 0.03477 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 253/299 5.66G 0.02337 0.0101 0.001295 0.03477 73 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 253/299 5.66G 0.02352 0.01013 0.001231 0.03488 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.724 0.702 0.674 0.396
0%| | 0/59 [00:00<?, ?it/s] 254/299 5.66G 0.02276 0.01126 0.001071 0.03509 92 640: 0%| | 0/59 [00:00<?, ?it/s] 254/299 5.66G 0.02276 0.01126 0.001071 0.03509 92 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 254/299 5.66G 0.0234 0.01021 0.0009615 0.03457 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 254/299 5.66G 0.0234 0.01021 0.0009615 0.03457 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 254/299 5.66G 0.02384 0.009553 0.001189 0.03459 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 254/299 5.66G 0.02384 0.009553 0.001189 0.03459 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 254/299 5.66G 0.02474 0.009539 0.0009857 0.03527 70 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 254/299 5.66G 0.02474 0.009539 0.0009857 0.03527 70 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 254/299 5.66G 0.02458 0.009619 0.0009812 0.03518 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 254/299 5.66G 0.02458 0.009619 0.0009812 0.03518 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 254/299 5.66G 0.02448 0.009784 0.0008778 0.03514 102 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 254/299 5.66G 0.02448 0.009784 0.0008778 0.03514 102 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 254/299 5.66G 0.02395 0.009748 0.0009206 0.03462 84 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 254/299 5.66G 0.02395 0.009748 0.0009206 0.03462 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 254/299 5.66G 0.02397 0.01004 0.0008708 0.03488 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 254/299 5.66G 0.02397 0.01004 0.0008708 0.03488 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 254/299 5.66G 0.02434 0.01004 0.0008057 0.03519 79 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 254/299 5.66G 0.02434 0.01004 0.0008057 0.03519 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 254/299 5.66G 0.02394 0.009938 0.000769 0.03464 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 254/299 5.66G 0.02394 0.009938 0.000769 0.03464 83 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 254/299 5.66G 0.02422 0.01 0.0009585 0.03518 82 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 254/299 5.66G 0.02422 0.01 0.0009585 0.03518 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 254/299 5.66G 0.02398 0.009943 0.0009266 0.03485 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 254/299 5.66G 0.02398 0.009943 0.0009266 0.03485 83 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 254/299 5.66G 0.02385 0.009976 0.0009819 0.03481 92 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 254/299 5.66G 0.02385 0.009976 0.0009819 0.03481 92 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 254/299 5.66G 0.02383 0.01004 0.001102 0.03497 94 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 254/299 5.66G 0.02383 0.01004 0.001102 0.03497 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 254/299 5.66G 0.02394 0.01002 0.001075 0.03504 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 254/299 5.66G 0.02394 0.01002 0.001075 0.03504 76 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 254/299 5.66G 0.02385 0.009878 0.001214 0.03494 74 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.729 0.692 0.671 0.393
0%| | 0/59 [00:00<?, ?it/s] 255/299 5.66G 0.02407 0.01199 0.0006143 0.03667 88 640: 0%| | 0/59 [00:00<?, ?it/s] 255/299 5.66G 0.02407 0.01199 0.0006143 0.03667 88 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 255/299 5.66G 0.02498 0.01173 0.0005073 0.03722 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 255/299 5.66G 0.02498 0.01173 0.0005073 0.03722 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 255/299 5.66G 0.02447 0.01167 0.0004455 0.03659 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 255/299 5.66G 0.02447 0.01167 0.0004455 0.03659 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 255/299 5.66G 0.02364 0.01068 0.0005437 0.03487 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 255/299 5.66G 0.02364 0.01068 0.0005437 0.03487 73 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 255/299 5.66G 0.02319 0.0104 0.0005487 0.03413 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 255/299 5.66G 0.02319 0.0104 0.0005487 0.03413 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 255/299 5.66G 0.02287 0.01048 0.000506 0.03385 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 255/299 5.66G 0.02287 0.01048 0.000506 0.03385 91 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 255/299 5.66G 0.02281 0.01023 0.0007175 0.03376 79 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 255/299 5.66G 0.02281 0.01023 0.0007175 0.03376 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 255/299 5.66G 0.02273 0.01049 0.0006697 0.03389 102 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 255/299 5.66G 0.02273 0.01049 0.0006697 0.03389 102 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 255/299 5.66G 0.02275 0.01033 0.000708 0.03378 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 255/299 5.66G 0.02275 0.01033 0.000708 0.03378 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 255/299 5.66G 0.02262 0.01025 0.0007888 0.03366 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 255/299 5.66G 0.02262 0.01025 0.0007888 0.03366 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 255/299 5.66G 0.02279 0.01017 0.0008118 0.03377 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 255/299 5.66G 0.02279 0.01017 0.0008118 0.03377 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 255/299 5.66G 0.02263 0.01012 0.0008022 0.03356 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 255/299 5.66G 0.02263 0.01012 0.0008022 0.03356 79 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 255/299 5.66G 0.02255 0.01005 0.0007888 0.0334 80 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 255/299 5.66G 0.02255 0.01005 0.0007888 0.0334 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 255/299 5.66G 0.02261 0.009993 0.0008657 0.03347 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 255/299 5.66G 0.02261 0.009993 0.0008657 0.03347 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 255/299 5.66G 0.02271 0.009919 0.0008477 0.03348 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 255/299 5.66G 0.02271 0.009919 0.0008477 0.03348 82 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 255/299 5.66G 0.02287 0.01002 0.0009521 0.03385 95 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.708 0.704 0.671 0.39
0%| | 0/59 [00:00<?, ?it/s] 256/299 5.66G 0.02548 0.009923 0.001468 0.03687 75 640: 0%| | 0/59 [00:00<?, ?it/s] 256/299 5.66G 0.02548 0.009923 0.001468 0.03687 75 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 256/299 5.66G 0.02422 0.01083 0.00213 0.03719 103 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 256/299 5.66G 0.02422 0.01083 0.00213 0.03719 103 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 256/299 5.66G 0.02433 0.01072 0.001816 0.03686 93 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 256/299 5.66G 0.02433 0.01072 0.001816 0.03686 93 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 256/299 5.66G 0.0244 0.01081 0.001615 0.03683 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 256/299 5.66G 0.0244 0.01081 0.001615 0.03683 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 256/299 5.66G 0.02446 0.01116 0.002103 0.03773 99 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 256/299 5.66G 0.02446 0.01116 0.002103 0.03773 99 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 256/299 5.66G 0.02399 0.01144 0.002592 0.03802 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 256/299 5.66G 0.02399 0.01144 0.002592 0.03802 101 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 256/299 5.66G 0.0241 0.01139 0.002844 0.03834 85 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 256/299 5.66G 0.0241 0.01139 0.002844 0.03834 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 256/299 5.66G 0.02359 0.01124 0.002716 0.03755 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 256/299 5.66G 0.02359 0.01124 0.002716 0.03755 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 256/299 5.66G 0.02355 0.01113 0.002481 0.03716 89 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 256/299 5.66G 0.02355 0.01113 0.002481 0.03716 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 256/299 5.66G 0.02351 0.01095 0.002399 0.03686 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 256/299 5.66G 0.02351 0.01095 0.002399 0.03686 84 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 256/299 5.66G 0.02306 0.01067 0.002232 0.03596 82 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 256/299 5.66G 0.02306 0.01067 0.002232 0.03596 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 256/299 5.66G 0.02308 0.01053 0.002112 0.03572 64 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 256/299 5.66G 0.02308 0.01053 0.002112 0.03572 64 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 256/299 5.66G 0.02301 0.01039 0.001985 0.03539 73 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 256/299 5.66G 0.02301 0.01039 0.001985 0.03539 73 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 256/299 5.66G 0.02305 0.01033 0.002223 0.03561 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 256/299 5.66G 0.02305 0.01033 0.002223 0.03561 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 256/299 5.66G 0.02313 0.01038 0.002204 0.03572 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 256/299 5.66G 0.02313 0.01038 0.002204 0.03572 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 256/299 5.66G 0.02317 0.01038 0.00217 0.03572 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.725 0.687 0.667 0.387
0%| | 0/59 [00:00<?, ?it/s] 257/299 5.66G 0.02581 0.01171 0.003019 0.04055 85 640: 0%| | 0/59 [00:00<?, ?it/s] 257/299 5.66G 0.02581 0.01171 0.003019 0.04055 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 257/299 5.66G 0.02383 0.01054 0.001736 0.03611 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 257/299 5.66G 0.02383 0.01054 0.001736 0.03611 91 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 257/299 5.66G 0.02467 0.01007 0.001829 0.03657 74 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 257/299 5.66G 0.02467 0.01007 0.001829 0.03657 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 257/299 5.66G 0.02444 0.01003 0.001645 0.03612 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 257/299 5.66G 0.02444 0.01003 0.001645 0.03612 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 257/299 5.66G 0.02417 0.01007 0.001413 0.03565 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 257/299 5.66G 0.02417 0.01007 0.001413 0.03565 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 257/299 5.66G 0.02422 0.01007 0.001283 0.03558 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 257/299 5.66G 0.02422 0.01007 0.001283 0.03558 90 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 257/299 5.66G 0.02429 0.009951 0.001436 0.03567 71 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 257/299 5.66G 0.02429 0.009951 0.001436 0.03567 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 257/299 5.66G 0.02413 0.009734 0.001558 0.03543 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 257/299 5.66G 0.02413 0.009734 0.001558 0.03543 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 257/299 5.66G 0.02397 0.009794 0.001583 0.03535 94 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 257/299 5.66G 0.02397 0.009794 0.001583 0.03535 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 257/299 5.66G 0.024 0.01012 0.001592 0.03572 110 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 257/299 5.66G 0.024 0.01012 0.001592 0.03572 110 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 257/299 5.66G 0.02374 0.01012 0.001517 0.03538 76 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 257/299 5.66G 0.02374 0.01012 0.001517 0.03538 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 257/299 5.66G 0.02347 0.01008 0.00145 0.035 91 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 257/299 5.66G 0.02347 0.01008 0.00145 0.035 91 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 257/299 5.66G 0.02341 0.01001 0.001505 0.03492 72 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 257/299 5.66G 0.02341 0.01001 0.001505 0.03492 72 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 257/299 5.66G 0.0233 0.01003 0.001554 0.03489 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 257/299 5.66G 0.0233 0.01003 0.001554 0.03489 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 257/299 5.66G 0.02327 0.009883 0.001631 0.03478 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 257/299 5.66G 0.02327 0.009883 0.001631 0.03478 68 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 257/299 5.66G 0.02317 0.009938 0.001584 0.0347 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.673 0.723 0.666 0.383
0%| | 0/59 [00:00<?, ?it/s] 258/299 5.66G 0.02531 0.01143 0.0006852 0.03742 96 640: 0%| | 0/59 [00:00<?, ?it/s] 258/299 5.66G 0.02531 0.01143 0.0006852 0.03742 96 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 258/299 5.66G 0.02406 0.0109 0.0006873 0.03565 100 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 258/299 5.66G 0.02406 0.0109 0.0006873 0.03565 100 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 258/299 5.66G 0.02302 0.01052 0.0007968 0.03433 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 258/299 5.66G 0.02302 0.01052 0.0007968 0.03433 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 258/299 5.66G 0.02313 0.01024 0.0006888 0.03405 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.31it/s] 258/299 5.66G 0.02313 0.01024 0.0006888 0.03405 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 258/299 5.66G 0.02313 0.009933 0.0006433 0.03371 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 258/299 5.66G 0.02313 0.009933 0.0006433 0.03371 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 258/299 5.66G 0.02313 0.01025 0.0006663 0.03405 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 258/299 5.66G 0.02313 0.01025 0.0006663 0.03405 95 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 258/299 5.66G 0.02325 0.0103 0.0006694 0.03422 89 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 258/299 5.66G 0.02325 0.0103 0.0006694 0.03422 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 258/299 5.66G 0.02317 0.01006 0.0006786 0.0339 67 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 258/299 5.66G 0.02317 0.01006 0.0006786 0.0339 67 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 258/299 5.66G 0.02339 0.01004 0.0006575 0.03409 72 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 258/299 5.66G 0.02339 0.01004 0.0006575 0.03409 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 258/299 5.66G 0.02331 0.00996 0.0008339 0.0341 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 258/299 5.66G 0.02331 0.00996 0.0008339 0.0341 81 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 258/299 5.66G 0.02317 0.009752 0.0008941 0.03382 66 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 258/299 5.66G 0.02317 0.009752 0.0008941 0.03382 66 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 258/299 5.66G 0.02297 0.009684 0.0008501 0.03351 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 258/299 5.66G 0.02297 0.009684 0.0008501 0.03351 74 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 258/299 5.66G 0.02288 0.009701 0.0008354 0.03342 86 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 258/299 5.66G 0.02288 0.009701 0.0008354 0.03342 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 258/299 5.66G 0.02302 0.009651 0.0008217 0.03349 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 258/299 5.66G 0.02302 0.009651 0.0008217 0.03349 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 258/299 5.66G 0.02309 0.009659 0.0008084 0.03356 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 258/299 5.66G 0.02309 0.009659 0.0008084 0.03356 69 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 258/299 5.66G 0.02295 0.009699 0.0008188 0.03346 87 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.693 0.725 0.673 0.388
0%| | 0/59 [00:00<?, ?it/s] 259/299 5.66G 0.02444 0.01076 0.002998 0.03821 84 640: 0%| | 0/59 [00:00<?, ?it/s] 259/299 5.66G 0.02444 0.01076 0.002998 0.03821 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 259/299 5.66G 0.02443 0.01144 0.003312 0.03918 89 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 259/299 5.66G 0.02443 0.01144 0.003312 0.03918 89 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 259/299 5.66G 0.02467 0.01046 0.00443 0.03956 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 259/299 5.66G 0.02467 0.01046 0.00443 0.03956 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.51it/s] 259/299 5.66G 0.02527 0.01011 0.003661 0.03904 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.51it/s] 259/299 5.66G 0.02527 0.01011 0.003661 0.03904 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.41it/s] 259/299 5.66G 0.02461 0.01017 0.003005 0.03778 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.41it/s] 259/299 5.66G 0.02461 0.01017 0.003005 0.03778 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.50it/s] 259/299 5.66G 0.02385 0.0101 0.002652 0.03661 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.50it/s] 259/299 5.66G 0.02385 0.0101 0.002652 0.03661 89 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 259/299 5.66G 0.02362 0.01006 0.002493 0.03617 84 640: 10%|█ | 6/59 [00:01<00:11, 4.42it/s] 259/299 5.66G 0.02362 0.01006 0.002493 0.03617 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.50it/s] 259/299 5.66G 0.0236 0.01032 0.002384 0.0363 106 640: 12%|█▏ | 7/59 [00:01<00:11, 4.50it/s] 259/299 5.66G 0.0236 0.01032 0.002384 0.0363 106 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 259/299 5.66G 0.02325 0.01018 0.002269 0.0357 67 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 259/299 5.66G 0.02325 0.01018 0.002269 0.0357 67 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 259/299 5.66G 0.02338 0.01046 0.002287 0.03613 102 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 259/299 5.66G 0.02338 0.01046 0.002287 0.03613 102 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 259/299 5.66G 0.02326 0.01033 0.00225 0.03584 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 259/299 5.66G 0.02326 0.01033 0.00225 0.03584 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 259/299 5.66G 0.02312 0.01027 0.002082 0.03547 76 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 259/299 5.66G 0.02312 0.01027 0.002082 0.03547 76 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 259/299 5.66G 0.02303 0.01039 0.002043 0.03547 98 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 259/299 5.66G 0.02303 0.01039 0.002043 0.03547 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 259/299 5.66G 0.02327 0.0105 0.002446 0.03622 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 259/299 5.66G 0.02327 0.0105 0.002446 0.03622 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 259/299 5.66G 0.02314 0.01043 0.002432 0.036 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 259/299 5.66G 0.02314 0.01043 0.002432 0.036 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 259/299 5.66G 0.02303 0.01026 0.002309 0.0356 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.722 0.699 0.676 0.388
0%| | 0/59 [00:00<?, ?it/s] 260/299 5.66G 0.02288 0.008392 0.001102 0.03237 62 640: 0%| | 0/59 [00:00<?, ?it/s] 260/299 5.66G 0.02288 0.008392 0.001102 0.03237 62 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 260/299 5.66G 0.02319 0.01066 0.0008131 0.03467 111 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 260/299 5.66G 0.02319 0.01066 0.0008131 0.03467 111 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 260/299 5.66G 0.02398 0.01028 0.001161 0.03542 61 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 260/299 5.66G 0.02398 0.01028 0.001161 0.03542 61 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 260/299 5.66G 0.0236 0.009968 0.001269 0.03484 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 260/299 5.66G 0.0236 0.009968 0.001269 0.03484 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 260/299 5.66G 0.02351 0.0099 0.0011 0.03451 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 260/299 5.66G 0.02351 0.0099 0.0011 0.03451 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 260/299 5.66G 0.02385 0.009828 0.001056 0.03474 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.34it/s] 260/299 5.66G 0.02385 0.009828 0.001056 0.03474 78 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 260/299 5.66G 0.02348 0.009599 0.001108 0.03419 70 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 260/299 5.66G 0.02348 0.009599 0.001108 0.03419 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 260/299 5.66G 0.02305 0.009678 0.001028 0.03376 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 260/299 5.66G 0.02305 0.009678 0.001028 0.03376 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 260/299 5.66G 0.023 0.009704 0.0009423 0.03365 85 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 260/299 5.66G 0.023 0.009704 0.0009423 0.03365 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 260/299 5.66G 0.02352 0.00971 0.0009681 0.0342 75 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 260/299 5.66G 0.02352 0.00971 0.0009681 0.0342 75 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 260/299 5.66G 0.02329 0.009682 0.0009042 0.03388 79 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 260/299 5.66G 0.02329 0.009682 0.0009042 0.03388 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 260/299 5.66G 0.02354 0.009699 0.001185 0.03443 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 260/299 5.66G 0.02354 0.009699 0.001185 0.03443 71 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 260/299 5.66G 0.02356 0.00983 0.00114 0.03453 95 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 260/299 5.66G 0.02356 0.00983 0.00114 0.03453 95 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 260/299 5.66G 0.02358 0.009776 0.001112 0.03447 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 260/299 5.66G 0.02358 0.009776 0.001112 0.03447 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 260/299 5.66G 0.02353 0.009765 0.001363 0.03466 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 260/299 5.66G 0.02353 0.009765 0.001363 0.03466 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 260/299 5.66G 0.0233 0.009703 0.001318 0.03432 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.694 0.709 0.674 0.389
0%| | 0/59 [00:00<?, ?it/s] 261/299 5.66G 0.02184 0.009939 0.0005984 0.03238 79 640: 0%| | 0/59 [00:00<?, ?it/s] 261/299 5.66G 0.02184 0.009939 0.0005984 0.03238 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 261/299 5.66G 0.0227 0.01067 0.001361 0.03473 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 261/299 5.66G 0.0227 0.01067 0.001361 0.03473 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 261/299 5.66G 0.02214 0.009976 0.001021 0.03313 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 261/299 5.66G 0.02214 0.009976 0.001021 0.03313 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 261/299 5.66G 0.02165 0.009701 0.001509 0.03286 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 261/299 5.66G 0.02165 0.009701 0.001509 0.03286 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 261/299 5.66G 0.0218 0.009849 0.001525 0.03317 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 261/299 5.66G 0.0218 0.009849 0.001525 0.03317 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 261/299 5.66G 0.02208 0.009841 0.001569 0.03349 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 261/299 5.66G 0.02208 0.009841 0.001569 0.03349 93 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 261/299 5.66G 0.02221 0.009816 0.001396 0.03342 79 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 261/299 5.66G 0.02221 0.009816 0.001396 0.03342 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 261/299 5.66G 0.0225 0.01 0.001602 0.0341 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 261/299 5.66G 0.0225 0.01 0.001602 0.0341 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 261/299 5.66G 0.02256 0.01012 0.001597 0.03428 91 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 261/299 5.66G 0.02256 0.01012 0.001597 0.03428 91 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 261/299 5.66G 0.0226 0.01011 0.001577 0.0343 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 261/299 5.66G 0.0226 0.01011 0.001577 0.0343 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 261/299 5.66G 0.02255 0.01002 0.001544 0.03411 81 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 261/299 5.66G 0.02255 0.01002 0.001544 0.03411 81 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 261/299 5.66G 0.0227 0.009955 0.001449 0.03411 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 261/299 5.66G 0.0227 0.009955 0.001449 0.03411 71 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 261/299 5.66G 0.02272 0.009967 0.001383 0.03407 78 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 261/299 5.66G 0.02272 0.009967 0.001383 0.03407 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 261/299 5.66G 0.02276 0.00993 0.001318 0.03401 86 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 261/299 5.66G 0.02276 0.00993 0.001318 0.03401 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 261/299 5.66G 0.0227 0.009963 0.001273 0.03393 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 261/299 5.66G 0.0227 0.009963 0.001273 0.03393 95 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 261/299 5.66G 0.02274 0.009954 0.001368 0.03406 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.679 0.687 0.653 0.386
0%| | 0/59 [00:00<?, ?it/s] 262/299 5.66G 0.02144 0.01113 0.002484 0.03506 101 640: 0%| | 0/59 [00:00<?, ?it/s] 262/299 5.66G 0.02144 0.01113 0.002484 0.03506 101 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 262/299 5.66G 0.02094 0.01084 0.001406 0.03319 95 640: 2%|▏ | 1/59 [00:00<00:13, 4.16it/s] 262/299 5.66G 0.02094 0.01084 0.001406 0.03319 95 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 262/299 5.66G 0.02248 0.01157 0.001092 0.03515 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.44it/s] 262/299 5.66G 0.02248 0.01157 0.001092 0.03515 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 262/299 5.66G 0.02294 0.01137 0.001391 0.0357 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 262/299 5.66G 0.02294 0.01137 0.001391 0.0357 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 262/299 5.66G 0.02378 0.01137 0.002368 0.03752 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 262/299 5.66G 0.02378 0.01137 0.002368 0.03752 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 262/299 5.66G 0.02401 0.01161 0.002235 0.03785 109 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 262/299 5.66G 0.02401 0.01161 0.002235 0.03785 109 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 262/299 5.66G 0.02422 0.01159 0.001999 0.03781 95 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 262/299 5.66G 0.02422 0.01159 0.001999 0.03781 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 262/299 5.66G 0.02384 0.01121 0.002064 0.03711 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.36it/s] 262/299 5.66G 0.02384 0.01121 0.002064 0.03711 71 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 262/299 5.66G 0.024 0.01109 0.00207 0.03715 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 262/299 5.66G 0.024 0.01109 0.00207 0.03715 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 262/299 5.66G 0.02395 0.01118 0.002 0.03713 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 262/299 5.66G 0.02395 0.01118 0.002 0.03713 95 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 262/299 5.66G 0.02406 0.01113 0.001955 0.03714 90 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 262/299 5.66G 0.02406 0.01113 0.001955 0.03714 90 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 262/299 5.66G 0.02406 0.01087 0.001824 0.03675 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 262/299 5.66G 0.02406 0.01087 0.001824 0.03675 63 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 262/299 5.66G 0.02417 0.01084 0.001777 0.03678 74 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 262/299 5.66G 0.02417 0.01084 0.001777 0.03678 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 262/299 5.66G 0.02412 0.01069 0.001789 0.0366 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 262/299 5.66G 0.02412 0.01069 0.001789 0.0366 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 262/299 5.66G 0.02377 0.01059 0.001713 0.03607 94 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 262/299 5.66G 0.02377 0.01059 0.001713 0.03607 94 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 262/299 5.66G 0.02391 0.01072 0.001718 0.03635 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.705 0.655 0.648 0.379
0%| | 0/59 [00:00<?, ?it/s] 263/299 5.66G 0.02324 0.01074 0.0002379 0.03422 91 640: 0%| | 0/59 [00:00<?, ?it/s] 263/299 5.66G 0.02324 0.01074 0.0002379 0.03422 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 263/299 5.66G 0.02392 0.01002 0.0004057 0.03435 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 263/299 5.66G 0.02392 0.01002 0.0004057 0.03435 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 263/299 5.66G 0.02467 0.01034 0.0008026 0.03581 86 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 263/299 5.66G 0.02467 0.01034 0.0008026 0.03581 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 263/299 5.66G 0.02415 0.009754 0.000759 0.03466 62 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 263/299 5.66G 0.02415 0.009754 0.000759 0.03466 62 640: 7%|▋ | 4/59 [00:00<00:12, 4.34it/s] 263/299 5.66G 0.02412 0.009855 0.0008832 0.03486 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.34it/s] 263/299 5.66G 0.02412 0.009855 0.0008832 0.03486 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 263/299 5.66G 0.02386 0.009938 0.0009476 0.03475 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.43it/s] 263/299 5.66G 0.02386 0.009938 0.0009476 0.03475 87 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 263/299 5.66G 0.0238 0.01005 0.0009458 0.0348 79 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 263/299 5.66G 0.0238 0.01005 0.0009458 0.0348 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 263/299 5.66G 0.02359 0.01018 0.001143 0.03491 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 263/299 5.66G 0.02359 0.01018 0.001143 0.03491 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 263/299 5.66G 0.02361 0.01014 0.001305 0.03505 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 263/299 5.66G 0.02361 0.01014 0.001305 0.03505 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 263/299 5.66G 0.0236 0.01026 0.001388 0.03525 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 263/299 5.66G 0.0236 0.01026 0.001388 0.03525 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 263/299 5.66G 0.02337 0.01022 0.00134 0.03493 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 263/299 5.66G 0.02337 0.01022 0.00134 0.03493 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 263/299 5.66G 0.02348 0.01005 0.001249 0.03478 67 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 263/299 5.66G 0.02348 0.01005 0.001249 0.03478 67 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 263/299 5.66G 0.02339 0.0101 0.001176 0.03467 81 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 263/299 5.66G 0.02339 0.0101 0.001176 0.03467 81 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 263/299 5.66G 0.0234 0.01008 0.001195 0.03468 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 263/299 5.66G 0.0234 0.01008 0.001195 0.03468 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 263/299 5.66G 0.02354 0.0101 0.001162 0.0348 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 263/299 5.66G 0.02354 0.0101 0.001162 0.0348 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 263/299 5.66G 0.02343 0.01018 0.001141 0.03475 100 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.701 0.677 0.657 0.379
0%| | 0/59 [00:00<?, ?it/s] 264/299 5.66G 0.02253 0.009104 0.003424 0.03505 74 640: 0%| | 0/59 [00:00<?, ?it/s] 264/299 5.66G 0.02253 0.009104 0.003424 0.03505 74 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 264/299 5.66G 0.02387 0.01074 0.002467 0.03708 105 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 264/299 5.66G 0.02387 0.01074 0.002467 0.03708 105 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 264/299 5.66G 0.02276 0.01013 0.001914 0.0348 77 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 264/299 5.66G 0.02276 0.01013 0.001914 0.0348 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 264/299 5.66G 0.02248 0.01017 0.001617 0.03427 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 264/299 5.66G 0.02248 0.01017 0.001617 0.03427 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.43it/s] 264/299 5.66G 0.02313 0.0103 0.001512 0.03495 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.43it/s] 264/299 5.66G 0.02313 0.0103 0.001512 0.03495 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 264/299 5.66G 0.02269 0.01037 0.00135 0.0344 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 264/299 5.66G 0.02269 0.01037 0.00135 0.0344 90 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 264/299 5.66G 0.02229 0.01042 0.001333 0.03404 97 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 264/299 5.66G 0.02229 0.01042 0.001333 0.03404 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 264/299 5.66G 0.02247 0.01061 0.001254 0.03433 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 264/299 5.66G 0.02247 0.01061 0.001254 0.03433 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 264/299 5.66G 0.0225 0.01084 0.001196 0.03454 90 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 264/299 5.66G 0.0225 0.01084 0.001196 0.03454 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 264/299 5.66G 0.02237 0.01073 0.001118 0.03422 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 264/299 5.66G 0.02237 0.01073 0.001118 0.03422 83 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 264/299 5.66G 0.02242 0.01067 0.001231 0.03432 86 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 264/299 5.66G 0.02242 0.01067 0.001231 0.03432 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 264/299 5.66G 0.02238 0.01055 0.001184 0.03411 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 264/299 5.66G 0.02238 0.01055 0.001184 0.03411 78 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 264/299 5.66G 0.02268 0.01069 0.001458 0.03484 87 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 264/299 5.66G 0.02268 0.01069 0.001458 0.03484 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 264/299 5.66G 0.02258 0.01054 0.001375 0.0345 67 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 264/299 5.66G 0.02258 0.01054 0.001375 0.0345 67 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 264/299 5.66G 0.02244 0.01039 0.001457 0.03429 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 264/299 5.66G 0.02244 0.01039 0.001457 0.03429 73 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 264/299 5.66G 0.02251 0.0105 0.001418 0.03443 109 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.705 0.66 0.649 0.377
0%| | 0/59 [00:00<?, ?it/s] 265/299 5.66G 0.0232 0.01089 0.0004289 0.03452 84 640: 0%| | 0/59 [00:00<?, ?it/s] 265/299 5.66G 0.0232 0.01089 0.0004289 0.03452 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 265/299 5.66G 0.02318 0.01127 0.0004863 0.03493 99 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 265/299 5.66G 0.02318 0.01127 0.0004863 0.03493 99 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 265/299 5.66G 0.02356 0.01078 0.0005577 0.0349 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 265/299 5.66G 0.02356 0.01078 0.0005577 0.0349 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 265/299 5.66G 0.02317 0.01043 0.0006082 0.03421 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 265/299 5.66G 0.02317 0.01043 0.0006082 0.03421 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 265/299 5.66G 0.02265 0.01009 0.0005672 0.03331 75 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 265/299 5.66G 0.02265 0.01009 0.0005672 0.03331 75 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 265/299 5.66G 0.02244 0.0101 0.0005993 0.03313 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 265/299 5.66G 0.02244 0.0101 0.0005993 0.03313 81 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 265/299 5.66G 0.0228 0.01041 0.000856 0.03406 94 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 265/299 5.66G 0.0228 0.01041 0.000856 0.03406 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 265/299 5.66G 0.0226 0.01006 0.0007988 0.03346 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 265/299 5.66G 0.0226 0.01006 0.0007988 0.03346 71 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 265/299 5.66G 0.02239 0.01017 0.0007476 0.0333 92 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 265/299 5.66G 0.02239 0.01017 0.0007476 0.0333 92 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 265/299 5.66G 0.02262 0.01028 0.001043 0.03394 79 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 265/299 5.66G 0.02262 0.01028 0.001043 0.03394 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 265/299 5.66G 0.02275 0.01029 0.001109 0.03415 86 640: 17%|█▋ | 10/59 [00:02<00:11, 4.39it/s] 265/299 5.66G 0.02275 0.01029 0.001109 0.03415 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 265/299 5.66G 0.02251 0.01028 0.001325 0.03412 88 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 265/299 5.66G 0.02251 0.01028 0.001325 0.03412 88 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 265/299 5.66G 0.02258 0.01019 0.001285 0.03405 75 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 265/299 5.66G 0.02258 0.01019 0.001285 0.03405 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 265/299 5.66G 0.02277 0.01026 0.001447 0.03448 80 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 265/299 5.66G 0.02277 0.01026 0.001447 0.03448 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 265/299 5.66G 0.02292 0.01011 0.001402 0.03443 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 265/299 5.66G 0.02292 0.01011 0.001402 0.03443 66 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 265/299 5.66G 0.02301 0.01022 0.001379 0.03461 91 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.683 0.683 0.662 0.385
0%| | 0/59 [00:00<?, ?it/s] 266/299 5.66G 0.0225 0.01122 0.0008573 0.03457 98 640: 0%| | 0/59 [00:00<?, ?it/s] 266/299 5.66G 0.0225 0.01122 0.0008573 0.03457 98 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 266/299 5.66G 0.02481 0.01097 0.002955 0.03873 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 266/299 5.66G 0.02481 0.01097 0.002955 0.03873 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 266/299 5.66G 0.02475 0.01058 0.002937 0.03827 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 266/299 5.66G 0.02475 0.01058 0.002937 0.03827 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 266/299 5.66G 0.02404 0.0101 0.002373 0.03652 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 266/299 5.66G 0.02404 0.0101 0.002373 0.03652 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 266/299 5.66G 0.02415 0.009775 0.00227 0.03619 71 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 266/299 5.66G 0.02415 0.009775 0.00227 0.03619 71 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 266/299 5.66G 0.02379 0.009847 0.002035 0.03567 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 266/299 5.66G 0.02379 0.009847 0.002035 0.03567 86 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 266/299 5.66G 0.02386 0.01012 0.001816 0.03579 94 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 266/299 5.66G 0.02386 0.01012 0.001816 0.03579 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 266/299 5.66G 0.0234 0.01016 0.001652 0.03522 96 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 266/299 5.66G 0.0234 0.01016 0.001652 0.03522 96 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 266/299 5.66G 0.02305 0.01002 0.001623 0.0347 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 266/299 5.66G 0.02305 0.01002 0.001623 0.0347 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 266/299 5.66G 0.02308 0.01007 0.001514 0.03466 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 266/299 5.66G 0.02308 0.01007 0.001514 0.03466 86 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 266/299 5.66G 0.02325 0.009862 0.001545 0.03466 71 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 266/299 5.66G 0.02325 0.009862 0.001545 0.03466 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 266/299 5.66G 0.02322 0.009747 0.001514 0.03448 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 266/299 5.66G 0.02322 0.009747 0.001514 0.03448 74 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 266/299 5.66G 0.023 0.009622 0.001475 0.03409 83 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 266/299 5.66G 0.023 0.009622 0.001475 0.03409 83 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 266/299 5.66G 0.02292 0.009694 0.001408 0.03403 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 266/299 5.66G 0.02292 0.009694 0.001408 0.03403 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 266/299 5.66G 0.02289 0.009657 0.001337 0.03389 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 266/299 5.66G 0.02289 0.009657 0.001337 0.03389 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 266/299 5.66G 0.02284 0.009789 0.00134 0.03397 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.679 0.673 0.651 0.38
0%| | 0/59 [00:00<?, ?it/s] 267/299 5.66G 0.01984 0.00799 0.000326 0.02816 81 640: 0%| | 0/59 [00:00<?, ?it/s] 267/299 5.66G 0.01984 0.00799 0.000326 0.02816 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 267/299 5.66G 0.01983 0.007899 0.00262 0.03035 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 267/299 5.66G 0.01983 0.007899 0.00262 0.03035 80 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 267/299 5.66G 0.02182 0.008299 0.001997 0.03211 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 267/299 5.66G 0.02182 0.008299 0.001997 0.03211 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 267/299 5.66G 0.02125 0.008401 0.00185 0.0315 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 267/299 5.66G 0.02125 0.008401 0.00185 0.0315 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 267/299 5.66G 0.02153 0.008861 0.002089 0.03247 98 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 267/299 5.66G 0.02153 0.008861 0.002089 0.03247 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 267/299 5.66G 0.02175 0.008976 0.001953 0.03268 78 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 267/299 5.66G 0.02175 0.008976 0.001953 0.03268 78 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 267/299 5.66G 0.02181 0.009265 0.001961 0.03303 95 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 267/299 5.66G 0.02181 0.009265 0.001961 0.03303 95 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 267/299 5.66G 0.02181 0.009459 0.001933 0.03321 103 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 267/299 5.66G 0.02181 0.009459 0.001933 0.03321 103 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 267/299 5.66G 0.02179 0.009581 0.002108 0.03348 95 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 267/299 5.66G 0.02179 0.009581 0.002108 0.03348 95 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 267/299 5.66G 0.02206 0.009438 0.001935 0.03343 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 267/299 5.66G 0.02206 0.009438 0.001935 0.03343 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 267/299 5.66G 0.02204 0.009199 0.002099 0.03334 60 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 267/299 5.66G 0.02204 0.009199 0.002099 0.03334 60 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 267/299 5.66G 0.02233 0.009179 0.002372 0.03388 64 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 267/299 5.66G 0.02233 0.009179 0.002372 0.03388 64 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 267/299 5.66G 0.02216 0.009151 0.002277 0.03359 86 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 267/299 5.66G 0.02216 0.009151 0.002277 0.03359 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 267/299 5.66G 0.02225 0.009106 0.002162 0.03352 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 267/299 5.66G 0.02225 0.009106 0.002162 0.03352 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 267/299 5.66G 0.02248 0.009244 0.002137 0.03386 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 267/299 5.66G 0.02248 0.009244 0.002137 0.03386 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 267/299 5.66G 0.02239 0.009356 0.002049 0.03379 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.69 0.695 0.663 0.384
0%| | 0/59 [00:00<?, ?it/s] 268/299 5.66G 0.02266 0.01058 0.000753 0.03399 78 640: 0%| | 0/59 [00:00<?, ?it/s] 268/299 5.66G 0.02266 0.01058 0.000753 0.03399 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 268/299 5.66G 0.0244 0.01075 0.0007006 0.03586 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 268/299 5.66G 0.0244 0.01075 0.0007006 0.03586 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 268/299 5.66G 0.02409 0.0108 0.0005973 0.03549 95 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 268/299 5.66G 0.02409 0.0108 0.0005973 0.03549 95 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 268/299 5.66G 0.02455 0.01132 0.0006027 0.03647 99 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 268/299 5.66G 0.02455 0.01132 0.0006027 0.03647 99 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 268/299 5.66G 0.02446 0.0114 0.0007646 0.03662 97 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 268/299 5.66G 0.02446 0.0114 0.0007646 0.03662 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 268/299 5.66G 0.02382 0.01086 0.0008471 0.03552 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 268/299 5.66G 0.02382 0.01086 0.0008471 0.03552 76 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 268/299 5.66G 0.02388 0.01069 0.0009494 0.03552 76 640: 10%|█ | 6/59 [00:01<00:11, 4.43it/s] 268/299 5.66G 0.02388 0.01069 0.0009494 0.03552 76 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 268/299 5.66G 0.02392 0.01055 0.001568 0.03604 84 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 268/299 5.66G 0.02392 0.01055 0.001568 0.03604 84 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 268/299 5.66G 0.02401 0.01049 0.001551 0.03604 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 268/299 5.66G 0.02401 0.01049 0.001551 0.03604 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 268/299 5.66G 0.02424 0.01033 0.001432 0.036 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 268/299 5.66G 0.02424 0.01033 0.001432 0.036 72 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 268/299 5.66G 0.024 0.01013 0.001325 0.03546 87 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 268/299 5.66G 0.024 0.01013 0.001325 0.03546 87 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 268/299 5.66G 0.02391 0.01005 0.001251 0.03521 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 268/299 5.66G 0.02391 0.01005 0.001251 0.03521 86 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 268/299 5.66G 0.02374 0.009962 0.001231 0.03493 79 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 268/299 5.66G 0.02374 0.009962 0.001231 0.03493 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 268/299 5.66G 0.02369 0.01002 0.001181 0.03488 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 268/299 5.66G 0.02369 0.01002 0.001181 0.03488 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 268/299 5.66G 0.02369 0.00997 0.001147 0.03481 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 268/299 5.66G 0.02369 0.00997 0.001147 0.03481 77 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 268/299 5.66G 0.02375 0.009915 0.001149 0.03481 78 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.699 0.66 0.387
0%| | 0/59 [00:00<?, ?it/s] 269/299 5.66G 0.02372 0.01057 0.00143 0.03571 90 640: 0%| | 0/59 [00:00<?, ?it/s] 269/299 5.66G 0.02372 0.01057 0.00143 0.03571 90 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 269/299 5.66G 0.02474 0.009352 0.002651 0.03674 78 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 269/299 5.66G 0.02474 0.009352 0.002651 0.03674 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 269/299 5.66G 0.02348 0.009227 0.001863 0.03457 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 269/299 5.66G 0.02348 0.009227 0.001863 0.03457 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 269/299 5.66G 0.02352 0.009483 0.001517 0.03452 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 269/299 5.66G 0.02352 0.009483 0.001517 0.03452 82 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 269/299 5.66G 0.02388 0.009426 0.0017 0.035 90 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 269/299 5.66G 0.02388 0.009426 0.0017 0.035 90 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 269/299 5.66G 0.0235 0.009338 0.001478 0.03431 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 269/299 5.66G 0.0235 0.009338 0.001478 0.03431 87 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 269/299 5.66G 0.02355 0.0092 0.001428 0.03418 66 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 269/299 5.66G 0.02355 0.0092 0.001428 0.03418 66 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 269/299 5.66G 0.02413 0.009283 0.001424 0.03484 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 269/299 5.66G 0.02413 0.009283 0.001424 0.03484 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 269/299 5.66G 0.02422 0.009378 0.001484 0.03509 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 269/299 5.66G 0.02422 0.009378 0.001484 0.03509 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 269/299 5.66G 0.02392 0.009416 0.001492 0.03483 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 269/299 5.66G 0.02392 0.009416 0.001492 0.03483 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 269/299 5.66G 0.02418 0.009569 0.001576 0.03533 70 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 269/299 5.66G 0.02418 0.009569 0.001576 0.03533 70 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 269/299 5.66G 0.02391 0.009416 0.001479 0.0348 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 269/299 5.66G 0.02391 0.009416 0.001479 0.0348 73 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 269/299 5.66G 0.02377 0.009497 0.001497 0.03477 102 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 269/299 5.66G 0.02377 0.009497 0.001497 0.03477 102 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 269/299 5.66G 0.0238 0.009467 0.001439 0.03471 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 269/299 5.66G 0.0238 0.009467 0.001439 0.03471 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 269/299 5.66G 0.02411 0.009495 0.001582 0.03519 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 269/299 5.66G 0.02411 0.009495 0.001582 0.03519 81 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 269/299 5.66G 0.02398 0.009434 0.001555 0.03497 80 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:16, 2.05s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:07, 1.02s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:02<00:04, 1.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:02<00:02, 1.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:01, 2.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:03<00:01, 2.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:03<00:00, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:04<00:00, 2.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 3.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:04<00:00, 2.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.694 0.697 0.665 0.384
0%| | 0/59 [00:00<?, ?it/s] 270/299 5.66G 0.02481 0.01163 0.004179 0.04061 87 640: 0%| | 0/59 [00:00<?, ?it/s] 270/299 5.66G 0.02481 0.01163 0.004179 0.04061 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 270/299 5.66G 0.02361 0.01011 0.002512 0.03623 71 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 270/299 5.66G 0.02361 0.01011 0.002512 0.03623 71 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 270/299 5.66G 0.02428 0.009711 0.001781 0.03577 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 270/299 5.66G 0.02428 0.009711 0.001781 0.03577 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 270/299 5.66G 0.02361 0.009993 0.001717 0.03532 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 270/299 5.66G 0.02361 0.009993 0.001717 0.03532 85 640: 7%|▋ | 4/59 [00:00<00:12, 4.47it/s] 270/299 5.66G 0.02371 0.01012 0.002036 0.03587 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.47it/s] 270/299 5.66G 0.02371 0.01012 0.002036 0.03587 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 270/299 5.66G 0.02362 0.01001 0.001828 0.03545 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 270/299 5.66G 0.02362 0.01001 0.001828 0.03545 87 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 270/299 5.66G 0.02291 0.00984 0.001916 0.03467 77 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 270/299 5.66G 0.02291 0.00984 0.001916 0.03467 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 270/299 5.66G 0.0229 0.009972 0.0018 0.03467 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 270/299 5.66G 0.0229 0.009972 0.0018 0.03467 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 270/299 5.66G 0.02277 0.009777 0.001665 0.03422 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 270/299 5.66G 0.02277 0.009777 0.001665 0.03422 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 270/299 5.66G 0.02276 0.009753 0.001658 0.03418 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 270/299 5.66G 0.02276 0.009753 0.001658 0.03418 85 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 270/299 5.66G 0.02284 0.009824 0.001565 0.03423 89 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 270/299 5.66G 0.02284 0.009824 0.001565 0.03423 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 270/299 5.66G 0.02272 0.009877 0.001587 0.03419 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 270/299 5.66G 0.02272 0.009877 0.001587 0.03419 80 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 270/299 5.66G 0.02249 0.009802 0.001497 0.03378 80 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 270/299 5.66G 0.02249 0.009802 0.001497 0.03378 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 270/299 5.66G 0.02259 0.00982 0.00146 0.03387 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 270/299 5.66G 0.02259 0.00982 0.00146 0.03387 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 270/299 5.66G 0.02264 0.009637 0.001431 0.03371 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 270/299 5.66G 0.02264 0.009637 0.001431 0.03371 65 640: 25%|██▌ | 15/59 [00:03<00:10, 4.38it/s] 270/299 5.66G 0.02248 0.009606 0.001362 0.03345 82 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.696 0.665 0.384
0%| | 0/59 [00:00<?, ?it/s] 271/299 5.66G 0.02397 0.009419 0.0009699 0.03436 78 640: 0%| | 0/59 [00:00<?, ?it/s] 271/299 5.66G 0.02397 0.009419 0.0009699 0.03436 78 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 271/299 5.66G 0.02347 0.009629 0.0006491 0.03375 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 271/299 5.66G 0.02347 0.009629 0.0006491 0.03375 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 271/299 5.66G 0.02312 0.009152 0.002242 0.03451 68 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 271/299 5.66G 0.02312 0.009152 0.002242 0.03451 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 271/299 5.66G 0.02323 0.009451 0.002231 0.03491 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 271/299 5.66G 0.02323 0.009451 0.002231 0.03491 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.40it/s] 271/299 5.66G 0.0231 0.009415 0.002068 0.03459 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.40it/s] 271/299 5.66G 0.0231 0.009415 0.002068 0.03459 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.50it/s] 271/299 5.66G 0.02357 0.009634 0.001785 0.03499 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.50it/s] 271/299 5.66G 0.02357 0.009634 0.001785 0.03499 91 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 271/299 5.66G 0.02327 0.009575 0.001621 0.03447 77 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 271/299 5.66G 0.02327 0.009575 0.001621 0.03447 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 271/299 5.66G 0.02324 0.009447 0.001485 0.03417 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 271/299 5.66G 0.02324 0.009447 0.001485 0.03417 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 271/299 5.66G 0.02317 0.009497 0.001365 0.03403 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 271/299 5.66G 0.02317 0.009497 0.001365 0.03403 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 271/299 5.66G 0.02327 0.00965 0.001327 0.03425 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 271/299 5.66G 0.02327 0.00965 0.001327 0.03425 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 271/299 5.66G 0.02329 0.00971 0.001534 0.03453 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 271/299 5.66G 0.02329 0.00971 0.001534 0.03453 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 271/299 5.66G 0.02332 0.009726 0.001498 0.03454 88 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 271/299 5.66G 0.02332 0.009726 0.001498 0.03454 88 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 271/299 5.66G 0.02342 0.009725 0.00143 0.03458 87 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 271/299 5.66G 0.02342 0.009725 0.00143 0.03458 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 271/299 5.66G 0.02339 0.009671 0.001351 0.03442 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 271/299 5.66G 0.02339 0.009671 0.001351 0.03442 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 271/299 5.66G 0.02361 0.009683 0.001305 0.03459 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 271/299 5.66G 0.02361 0.009683 0.001305 0.03459 69 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 271/299 5.66G 0.0234 0.009561 0.001265 0.03423 70 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.661 0.713 0.662 0.388
0%| | 0/59 [00:00<?, ?it/s] 272/299 5.66G 0.02363 0.01116 0.001011 0.0358 103 640: 0%| | 0/59 [00:00<?, ?it/s] 272/299 5.66G 0.02363 0.01116 0.001011 0.0358 103 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 272/299 5.66G 0.02304 0.01148 0.001545 0.03607 98 640: 2%|▏ | 1/59 [00:00<00:13, 4.19it/s] 272/299 5.66G 0.02304 0.01148 0.001545 0.03607 98 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 272/299 5.66G 0.02323 0.01048 0.001317 0.03503 72 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 272/299 5.66G 0.02323 0.01048 0.001317 0.03503 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 272/299 5.66G 0.024 0.01031 0.001377 0.03568 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 272/299 5.66G 0.024 0.01031 0.001377 0.03568 89 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 272/299 5.66G 0.02298 0.009798 0.001745 0.03452 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 272/299 5.66G 0.02298 0.009798 0.001745 0.03452 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 272/299 5.66G 0.02234 0.009508 0.001792 0.03364 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 272/299 5.66G 0.02234 0.009508 0.001792 0.03364 85 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 272/299 5.66G 0.0221 0.009501 0.001646 0.03325 86 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 272/299 5.66G 0.0221 0.009501 0.001646 0.03325 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 272/299 5.66G 0.02229 0.009737 0.001524 0.03355 83 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 272/299 5.66G 0.02229 0.009737 0.001524 0.03355 83 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 272/299 5.66G 0.02209 0.009557 0.001443 0.03309 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 272/299 5.66G 0.02209 0.009557 0.001443 0.03309 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 272/299 5.66G 0.02249 0.009476 0.001529 0.03349 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 272/299 5.66G 0.02249 0.009476 0.001529 0.03349 72 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 272/299 5.66G 0.02234 0.009323 0.001576 0.03324 68 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 272/299 5.66G 0.02234 0.009323 0.001576 0.03324 68 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 272/299 5.66G 0.02243 0.009285 0.001498 0.03321 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 272/299 5.66G 0.02243 0.009285 0.001498 0.03321 80 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 272/299 5.66G 0.02236 0.009531 0.001517 0.03341 93 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 272/299 5.66G 0.02236 0.009531 0.001517 0.03341 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 272/299 5.66G 0.02252 0.009741 0.001485 0.03374 84 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 272/299 5.66G 0.02252 0.009741 0.001485 0.03374 84 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 272/299 5.66G 0.02253 0.00977 0.001422 0.03373 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 272/299 5.66G 0.02253 0.00977 0.001422 0.03373 82 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 272/299 5.66G 0.02272 0.009772 0.001441 0.03394 97 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.688 0.687 0.659 0.388
0%| | 0/59 [00:00<?, ?it/s] 273/299 5.66G 0.02449 0.01218 0.001221 0.03789 100 640: 0%| | 0/59 [00:00<?, ?it/s] 273/299 5.66G 0.02449 0.01218 0.001221 0.03789 100 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 273/299 5.66G 0.02378 0.01175 0.0008466 0.03637 84 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 273/299 5.66G 0.02378 0.01175 0.0008466 0.03637 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 273/299 5.66G 0.02431 0.0117 0.001682 0.03769 85 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 273/299 5.66G 0.02431 0.0117 0.001682 0.03769 85 640: 5%|▌ | 3/59 [00:00<00:12, 4.52it/s] 273/299 5.66G 0.02496 0.01173 0.001395 0.03808 91 640: 5%|▌ | 3/59 [00:00<00:12, 4.52it/s] 273/299 5.66G 0.02496 0.01173 0.001395 0.03808 91 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 273/299 5.66G 0.02507 0.01089 0.001211 0.03717 66 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 273/299 5.66G 0.02507 0.01089 0.001211 0.03717 66 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 273/299 5.66G 0.02486 0.01043 0.00108 0.03637 66 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 273/299 5.66G 0.02486 0.01043 0.00108 0.03637 66 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 273/299 5.66G 0.02499 0.01026 0.001182 0.03643 62 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 273/299 5.66G 0.02499 0.01026 0.001182 0.03643 62 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 273/299 5.66G 0.02462 0.01022 0.00133 0.03617 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 273/299 5.66G 0.02462 0.01022 0.00133 0.03617 86 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 273/299 5.66G 0.02445 0.0103 0.001345 0.03609 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 273/299 5.66G 0.02445 0.0103 0.001345 0.03609 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 273/299 5.66G 0.02419 0.01034 0.001368 0.0359 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 273/299 5.66G 0.02419 0.01034 0.001368 0.0359 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 273/299 5.66G 0.02414 0.01055 0.001322 0.03601 107 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 273/299 5.66G 0.02414 0.01055 0.001322 0.03601 107 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 273/299 5.66G 0.02406 0.01055 0.001263 0.03588 97 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 273/299 5.66G 0.02406 0.01055 0.001263 0.03588 97 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 273/299 5.66G 0.02383 0.01047 0.001306 0.03561 77 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 273/299 5.66G 0.02383 0.01047 0.001306 0.03561 77 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 273/299 5.66G 0.02387 0.01048 0.001285 0.03564 89 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 273/299 5.66G 0.02387 0.01048 0.001285 0.03564 89 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 273/299 5.66G 0.02379 0.01032 0.001367 0.03547 65 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 273/299 5.66G 0.02379 0.01032 0.001367 0.03547 65 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 273/299 5.66G 0.02384 0.01055 0.001486 0.03588 119 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.69 0.685 0.659 0.385
0%| | 0/59 [00:00<?, ?it/s] 274/299 5.66G 0.02163 0.009998 0.0004587 0.03209 80 640: 0%| | 0/59 [00:00<?, ?it/s] 274/299 5.66G 0.02163 0.009998 0.0004587 0.03209 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 274/299 5.66G 0.0234 0.01073 0.000536 0.03467 90 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 274/299 5.66G 0.0234 0.01073 0.000536 0.03467 90 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 274/299 5.66G 0.02337 0.01082 0.0007393 0.03492 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 274/299 5.66G 0.02337 0.01082 0.0007393 0.03492 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 274/299 5.66G 0.0236 0.01062 0.001358 0.03557 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 274/299 5.66G 0.0236 0.01062 0.001358 0.03557 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.48it/s] 274/299 5.66G 0.02312 0.0103 0.001183 0.03461 79 640: 7%|▋ | 4/59 [00:01<00:12, 4.48it/s] 274/299 5.66G 0.02312 0.0103 0.001183 0.03461 79 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 274/299 5.66G 0.02338 0.01052 0.001278 0.03518 98 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 274/299 5.66G 0.02338 0.01052 0.001278 0.03518 98 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 274/299 5.66G 0.02401 0.01048 0.001214 0.0357 79 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 274/299 5.66G 0.02401 0.01048 0.001214 0.0357 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 274/299 5.66G 0.02365 0.01036 0.001303 0.03531 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 274/299 5.66G 0.02365 0.01036 0.001303 0.03531 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 274/299 5.66G 0.02366 0.01038 0.00141 0.03544 81 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 274/299 5.66G 0.02366 0.01038 0.00141 0.03544 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 274/299 5.66G 0.02379 0.01036 0.001819 0.03597 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 274/299 5.66G 0.02379 0.01036 0.001819 0.03597 74 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 274/299 5.66G 0.02358 0.01017 0.001761 0.03551 75 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 274/299 5.66G 0.02358 0.01017 0.001761 0.03551 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 274/299 5.66G 0.02319 0.009849 0.001628 0.03467 57 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 274/299 5.66G 0.02319 0.009849 0.001628 0.03467 57 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 274/299 5.66G 0.02352 0.009836 0.001588 0.03494 70 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 274/299 5.66G 0.02352 0.009836 0.001588 0.03494 70 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 274/299 5.66G 0.02349 0.009792 0.001694 0.03498 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 274/299 5.66G 0.02349 0.009792 0.001694 0.03498 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 274/299 5.66G 0.02332 0.009754 0.001657 0.03473 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 274/299 5.66G 0.02332 0.009754 0.001657 0.03473 82 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 274/299 5.66G 0.02329 0.009805 0.001602 0.03469 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.688 0.684 0.663 0.388
0%| | 0/59 [00:00<?, ?it/s] 275/299 5.66G 0.02208 0.009287 0.001427 0.03279 75 640: 0%| | 0/59 [00:00<?, ?it/s] 275/299 5.66G 0.02208 0.009287 0.001427 0.03279 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 275/299 5.66G 0.02309 0.009105 0.001284 0.03348 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 275/299 5.66G 0.02309 0.009105 0.001284 0.03348 81 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 275/299 5.66G 0.02271 0.009438 0.001211 0.03336 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 275/299 5.66G 0.02271 0.009438 0.001211 0.03336 87 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 275/299 5.66G 0.02252 0.008894 0.0009725 0.03239 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.44it/s] 275/299 5.66G 0.02252 0.008894 0.0009725 0.03239 67 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 275/299 5.66G 0.02247 0.009326 0.00156 0.03335 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 275/299 5.66G 0.02247 0.009326 0.00156 0.03335 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 275/299 5.66G 0.02262 0.009578 0.001712 0.03391 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 275/299 5.66G 0.02262 0.009578 0.001712 0.03391 82 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 275/299 5.66G 0.02301 0.009476 0.001522 0.03401 79 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 275/299 5.66G 0.02301 0.009476 0.001522 0.03401 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 275/299 5.66G 0.02318 0.009613 0.001904 0.0347 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 275/299 5.66G 0.02318 0.009613 0.001904 0.0347 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 275/299 5.66G 0.02313 0.00986 0.001901 0.0349 98 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 275/299 5.66G 0.02313 0.00986 0.001901 0.0349 98 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 275/299 5.66G 0.02295 0.01009 0.001784 0.03483 111 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 275/299 5.66G 0.02295 0.01009 0.001784 0.03483 111 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 275/299 5.66G 0.02283 0.0101 0.001724 0.03466 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 275/299 5.66G 0.02283 0.0101 0.001724 0.03466 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 275/299 5.66G 0.0228 0.009929 0.00187 0.0346 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 275/299 5.66G 0.0228 0.009929 0.00187 0.0346 71 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 275/299 5.66G 0.02265 0.009974 0.001801 0.03442 87 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 275/299 5.66G 0.02265 0.009974 0.001801 0.03442 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 275/299 5.66G 0.02251 0.009908 0.001709 0.03413 78 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 275/299 5.66G 0.02251 0.009908 0.001709 0.03413 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 275/299 5.66G 0.02263 0.01011 0.001667 0.03441 101 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 275/299 5.66G 0.02263 0.01011 0.001667 0.03441 101 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 275/299 5.66G 0.0226 0.00989 0.001581 0.03407 62 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.686 0.681 0.664 0.385
0%| | 0/59 [00:00<?, ?it/s] 276/299 5.66G 0.02254 0.0102 0.0009836 0.03373 88 640: 0%| | 0/59 [00:00<?, ?it/s] 276/299 5.66G 0.02254 0.0102 0.0009836 0.03373 88 640: 2%|▏ | 1/59 [00:00<00:13, 4.24it/s] 276/299 5.66G 0.02247 0.0108 0.001498 0.03476 102 640: 2%|▏ | 1/59 [00:00<00:13, 4.24it/s] 276/299 5.66G 0.02247 0.0108 0.001498 0.03476 102 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 276/299 5.66G 0.02364 0.0112 0.001109 0.03595 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 276/299 5.66G 0.02364 0.0112 0.001109 0.03595 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 276/299 5.66G 0.02356 0.01094 0.00143 0.03594 86 640: 5%|▌ | 3/59 [00:00<00:12, 4.35it/s] 276/299 5.66G 0.02356 0.01094 0.00143 0.03594 86 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 276/299 5.66G 0.02317 0.01091 0.001504 0.03559 87 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 276/299 5.66G 0.02317 0.01091 0.001504 0.03559 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 276/299 5.66G 0.02339 0.01081 0.001339 0.03554 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 276/299 5.66G 0.02339 0.01081 0.001339 0.03554 80 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 276/299 5.66G 0.0236 0.01046 0.002026 0.03608 67 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 276/299 5.66G 0.0236 0.01046 0.002026 0.03608 67 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 276/299 5.66G 0.02331 0.01031 0.001814 0.03543 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.40it/s] 276/299 5.66G 0.02331 0.01031 0.001814 0.03543 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 276/299 5.66G 0.02304 0.00998 0.001738 0.03476 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 276/299 5.66G 0.02304 0.00998 0.001738 0.03476 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 276/299 5.66G 0.02294 0.01018 0.001705 0.03482 99 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 276/299 5.66G 0.02294 0.01018 0.001705 0.03482 99 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 276/299 5.66G 0.02298 0.01028 0.001681 0.03494 95 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 276/299 5.66G 0.02298 0.01028 0.001681 0.03494 95 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 276/299 5.66G 0.02266 0.0101 0.001627 0.03439 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 276/299 5.66G 0.02266 0.0101 0.001627 0.03439 84 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 276/299 5.66G 0.02247 0.0101 0.001538 0.03412 87 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 276/299 5.66G 0.02247 0.0101 0.001538 0.03412 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 276/299 5.66G 0.0226 0.01005 0.001455 0.0341 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 276/299 5.66G 0.0226 0.01005 0.001455 0.0341 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 276/299 5.66G 0.02265 0.009955 0.001521 0.03412 81 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 276/299 5.66G 0.02265 0.009955 0.001521 0.03412 81 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 276/299 5.66G 0.02265 0.01017 0.001578 0.0344 100 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.673 0.702 0.666 0.386
0%| | 0/59 [00:00<?, ?it/s] 277/299 5.66G 0.02115 0.009653 0.0004102 0.03121 86 640: 0%| | 0/59 [00:00<?, ?it/s] 277/299 5.66G 0.02115 0.009653 0.0004102 0.03121 86 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 277/299 5.66G 0.02215 0.009741 0.000675 0.03256 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 277/299 5.66G 0.02215 0.009741 0.000675 0.03256 80 640: 3%|▎ | 2/59 [00:00<00:19, 2.95it/s] 277/299 5.66G 0.02353 0.01004 0.0008479 0.03443 79 640: 3%|▎ | 2/59 [00:00<00:19, 2.95it/s] 277/299 5.66G 0.02353 0.01004 0.0008479 0.03443 79 640: 5%|▌ | 3/59 [00:00<00:15, 3.55it/s] 277/299 5.66G 0.02321 0.01041 0.0007605 0.03439 101 640: 5%|▌ | 3/59 [00:01<00:15, 3.55it/s] 277/299 5.66G 0.02321 0.01041 0.0007605 0.03439 101 640: 7%|▋ | 4/59 [00:01<00:14, 3.79it/s] 277/299 5.66G 0.02335 0.01002 0.0008977 0.03426 69 640: 7%|▋ | 4/59 [00:01<00:14, 3.79it/s] 277/299 5.66G 0.02335 0.01002 0.0008977 0.03426 69 640: 8%|▊ | 5/59 [00:01<00:13, 4.07it/s] 277/299 5.66G 0.0232 0.01001 0.0009123 0.03412 92 640: 8%|▊ | 5/59 [00:01<00:13, 4.07it/s] 277/299 5.66G 0.0232 0.01001 0.0009123 0.03412 92 640: 10%|█ | 6/59 [00:01<00:12, 4.12it/s] 277/299 5.66G 0.0237 0.01007 0.0008648 0.03463 76 640: 10%|█ | 6/59 [00:01<00:12, 4.12it/s] 277/299 5.66G 0.0237 0.01007 0.0008648 0.03463 76 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 277/299 5.66G 0.02359 0.01052 0.0008245 0.03493 111 640: 12%|█▏ | 7/59 [00:01<00:12, 4.29it/s] 277/299 5.66G 0.02359 0.01052 0.0008245 0.03493 111 640: 14%|█▎ | 8/59 [00:01<00:11, 4.28it/s] 277/299 5.66G 0.0236 0.01046 0.0009321 0.03499 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.28it/s] 277/299 5.66G 0.0236 0.01046 0.0009321 0.03499 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 277/299 5.66G 0.0234 0.01036 0.0009244 0.03468 89 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 277/299 5.66G 0.0234 0.01036 0.0009244 0.03468 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 277/299 5.66G 0.02344 0.01009 0.0008983 0.03443 66 640: 17%|█▋ | 10/59 [00:02<00:11, 4.35it/s] 277/299 5.66G 0.02344 0.01009 0.0008983 0.03443 66 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 277/299 5.66G 0.02316 0.009964 0.0008445 0.03397 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.44it/s] 277/299 5.66G 0.02316 0.009964 0.0008445 0.03397 84 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 277/299 5.66G 0.02306 0.009795 0.0008803 0.03373 69 640: 20%|██ | 12/59 [00:03<00:10, 4.38it/s] 277/299 5.66G 0.02306 0.009795 0.0008803 0.03373 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 277/299 5.66G 0.0229 0.009644 0.001273 0.03382 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 277/299 5.66G 0.0229 0.009644 0.001273 0.03382 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 277/299 5.66G 0.02314 0.009694 0.001288 0.03413 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 277/299 5.66G 0.02314 0.009694 0.001288 0.03413 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 277/299 5.66G 0.02321 0.01002 0.001353 0.03458 105 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.676 0.706 0.663 0.386
0%| | 0/59 [00:00<?, ?it/s] 278/299 5.66G 0.02284 0.01005 0.001485 0.03438 85 640: 0%| | 0/59 [00:00<?, ?it/s] 278/299 5.66G 0.02284 0.01005 0.001485 0.03438 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 278/299 5.66G 0.02242 0.009557 0.00108 0.03306 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 278/299 5.66G 0.02242 0.009557 0.00108 0.03306 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 278/299 5.66G 0.02231 0.00959 0.0008828 0.03278 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 278/299 5.66G 0.02231 0.00959 0.0008828 0.03278 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 278/299 5.66G 0.02242 0.009723 0.0007623 0.0329 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.37it/s] 278/299 5.66G 0.02242 0.009723 0.0007623 0.0329 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.48it/s] 278/299 5.66G 0.02252 0.009748 0.001165 0.03343 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.48it/s] 278/299 5.66G 0.02252 0.009748 0.001165 0.03343 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 278/299 5.66G 0.02234 0.009472 0.001041 0.03285 67 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 278/299 5.66G 0.02234 0.009472 0.001041 0.03285 67 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 278/299 5.66G 0.02232 0.009364 0.001484 0.03317 75 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 278/299 5.66G 0.02232 0.009364 0.001484 0.03317 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 278/299 5.66G 0.0223 0.00957 0.001613 0.03349 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 278/299 5.66G 0.0223 0.00957 0.001613 0.03349 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.49it/s] 278/299 5.66G 0.02194 0.009371 0.001467 0.03278 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.49it/s] 278/299 5.66G 0.02194 0.009371 0.001467 0.03278 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 278/299 5.66G 0.02217 0.009462 0.001446 0.03307 81 640: 15%|█▌ | 9/59 [00:02<00:11, 4.42it/s] 278/299 5.66G 0.02217 0.009462 0.001446 0.03307 81 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 278/299 5.66G 0.02213 0.00958 0.001559 0.03327 82 640: 17%|█▋ | 10/59 [00:02<00:10, 4.49it/s] 278/299 5.66G 0.02213 0.00958 0.001559 0.03327 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 278/299 5.66G 0.02209 0.009436 0.001456 0.03299 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.42it/s] 278/299 5.66G 0.02209 0.009436 0.001456 0.03299 72 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 278/299 5.66G 0.02228 0.009535 0.001414 0.03323 82 640: 20%|██ | 12/59 [00:02<00:10, 4.49it/s] 278/299 5.66G 0.02228 0.009535 0.001414 0.03323 82 640: 22%|██▏ | 13/59 [00:02<00:10, 4.42it/s] 278/299 5.66G 0.0223 0.009582 0.001334 0.03322 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.42it/s] 278/299 5.66G 0.0223 0.009582 0.001334 0.03322 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 278/299 5.66G 0.02232 0.009478 0.001335 0.03314 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 278/299 5.66G 0.02232 0.009478 0.001335 0.03314 71 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 278/299 5.66G 0.02238 0.009511 0.001285 0.03318 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.682 0.661 0.382
0%| | 0/59 [00:00<?, ?it/s] 279/299 5.66G 0.02378 0.01074 0.001353 0.03588 75 640: 0%| | 0/59 [00:00<?, ?it/s] 279/299 5.66G 0.02378 0.01074 0.001353 0.03588 75 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 279/299 5.66G 0.02326 0.01078 0.0008538 0.03489 85 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 279/299 5.66G 0.02326 0.01078 0.0008538 0.03489 85 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 279/299 5.66G 0.02304 0.01055 0.0007203 0.03431 89 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 279/299 5.66G 0.02304 0.01055 0.0007203 0.03431 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 279/299 5.66G 0.02251 0.009983 0.0006115 0.0331 76 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 279/299 5.66G 0.02251 0.009983 0.0006115 0.0331 76 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 279/299 5.66G 0.02274 0.009995 0.0005334 0.03326 86 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 279/299 5.66G 0.02274 0.009995 0.0005334 0.03326 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 279/299 5.66G 0.02326 0.01011 0.0005262 0.0339 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 279/299 5.66G 0.02326 0.01011 0.0005262 0.0339 97 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 279/299 5.66G 0.02334 0.01032 0.0007996 0.03446 90 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 279/299 5.66G 0.02334 0.01032 0.0007996 0.03446 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 279/299 5.66G 0.02363 0.01037 0.0008509 0.03486 87 640: 12%|█▏ | 7/59 [00:01<00:11, 4.47it/s] 279/299 5.66G 0.02363 0.01037 0.0008509 0.03486 87 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 279/299 5.66G 0.02329 0.01025 0.0008284 0.03437 88 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 279/299 5.66G 0.02329 0.01025 0.0008284 0.03437 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 279/299 5.66G 0.02338 0.01018 0.0009116 0.03448 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 279/299 5.66G 0.02338 0.01018 0.0009116 0.03448 82 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 279/299 5.66G 0.02383 0.0102 0.0008814 0.03491 74 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 279/299 5.66G 0.02383 0.0102 0.0008814 0.03491 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 279/299 5.66G 0.02395 0.01003 0.001299 0.03528 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 279/299 5.66G 0.02395 0.01003 0.001299 0.03528 74 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 279/299 5.66G 0.024 0.009949 0.001287 0.03523 74 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 279/299 5.66G 0.024 0.009949 0.001287 0.03523 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.47it/s] 279/299 5.66G 0.02395 0.009908 0.00124 0.0351 83 640: 22%|██▏ | 13/59 [00:03<00:10, 4.47it/s] 279/299 5.66G 0.02395 0.009908 0.00124 0.0351 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 279/299 5.66G 0.02384 0.009828 0.001198 0.03487 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 279/299 5.66G 0.02384 0.009828 0.001198 0.03487 74 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 279/299 5.66G 0.0236 0.009857 0.001137 0.03459 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.689 0.666 0.384
0%| | 0/59 [00:00<?, ?it/s] 280/299 5.66G 0.01978 0.009767 0.0007243 0.03027 85 640: 0%| | 0/59 [00:00<?, ?it/s] 280/299 5.66G 0.01978 0.009767 0.0007243 0.03027 85 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 280/299 5.66G 0.02046 0.009927 0.0008767 0.03127 86 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 280/299 5.66G 0.02046 0.009927 0.0008767 0.03127 86 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 280/299 5.66G 0.02109 0.008887 0.0006653 0.03064 57 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 280/299 5.66G 0.02109 0.008887 0.0006653 0.03064 57 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 280/299 5.66G 0.02105 0.008973 0.000545 0.03057 97 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 280/299 5.66G 0.02105 0.008973 0.000545 0.03057 97 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 280/299 5.66G 0.02104 0.008754 0.0005687 0.03037 73 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 280/299 5.66G 0.02104 0.008754 0.0005687 0.03037 73 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 280/299 5.66G 0.02202 0.008897 0.0007441 0.03166 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 280/299 5.66G 0.02202 0.008897 0.0007441 0.03166 77 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 280/299 5.66G 0.02254 0.008888 0.0008984 0.03233 74 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 280/299 5.66G 0.02254 0.008888 0.0008984 0.03233 74 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 280/299 5.66G 0.02221 0.008728 0.0008282 0.03177 70 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 280/299 5.66G 0.02221 0.008728 0.0008282 0.03177 70 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 280/299 5.66G 0.02224 0.008846 0.0008045 0.03189 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 280/299 5.66G 0.02224 0.008846 0.0008045 0.03189 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 280/299 5.66G 0.02219 0.009064 0.0007751 0.03203 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 280/299 5.66G 0.02219 0.009064 0.0007751 0.03203 85 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 280/299 5.66G 0.02226 0.009298 0.0008461 0.0324 89 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 280/299 5.66G 0.02226 0.009298 0.0008461 0.0324 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 280/299 5.66G 0.02245 0.009368 0.0008432 0.03266 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 280/299 5.66G 0.02245 0.009368 0.0008432 0.03266 79 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 280/299 5.66G 0.02252 0.009475 0.0008122 0.03281 90 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 280/299 5.66G 0.02252 0.009475 0.0008122 0.03281 90 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 280/299 5.66G 0.02237 0.00937 0.001011 0.03276 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 280/299 5.66G 0.02237 0.00937 0.001011 0.03276 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 280/299 5.66G 0.0224 0.009447 0.001008 0.03285 83 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 280/299 5.66G 0.0224 0.009447 0.001008 0.03285 83 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 280/299 5.66G 0.02248 0.009485 0.000994 0.03296 88 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.695 0.669 0.386
0%| | 0/59 [00:00<?, ?it/s] 281/299 5.66G 0.02313 0.009563 0.0002691 0.03296 72 640: 0%| | 0/59 [00:00<?, ?it/s] 281/299 5.66G 0.02313 0.009563 0.0002691 0.03296 72 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 281/299 5.66G 0.02179 0.008297 0.0003443 0.03044 70 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 281/299 5.66G 0.02179 0.008297 0.0003443 0.03044 70 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 281/299 5.66G 0.02181 0.008675 0.0007285 0.03121 83 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 281/299 5.66G 0.02181 0.008675 0.0007285 0.03121 83 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 281/299 5.66G 0.02313 0.009333 0.0006858 0.03315 80 640: 5%|▌ | 3/59 [00:00<00:12, 4.45it/s] 281/299 5.66G 0.02313 0.009333 0.0006858 0.03315 80 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 281/299 5.66G 0.02297 0.00891 0.0006918 0.03257 70 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 281/299 5.66G 0.02297 0.00891 0.0006918 0.03257 70 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 281/299 5.66G 0.02335 0.009256 0.000864 0.03347 87 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 281/299 5.66G 0.02335 0.009256 0.000864 0.03347 87 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 281/299 5.66G 0.02315 0.00926 0.0007986 0.03321 82 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 281/299 5.66G 0.02315 0.00926 0.0007986 0.03321 82 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 281/299 5.66G 0.0229 0.009391 0.0008605 0.03316 100 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 281/299 5.66G 0.0229 0.009391 0.0008605 0.03316 100 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 281/299 5.66G 0.02261 0.009163 0.0008407 0.03261 65 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 281/299 5.66G 0.02261 0.009163 0.0008407 0.03261 65 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 281/299 5.66G 0.02268 0.009081 0.00091 0.03267 72 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 281/299 5.66G 0.02268 0.009081 0.00091 0.03267 72 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 281/299 5.66G 0.02281 0.009113 0.0009518 0.03288 79 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 281/299 5.66G 0.02281 0.009113 0.0009518 0.03288 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 281/299 5.66G 0.02245 0.009266 0.001251 0.03296 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 281/299 5.66G 0.02245 0.009266 0.001251 0.03296 89 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 281/299 5.66G 0.02286 0.009282 0.001213 0.03336 60 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 281/299 5.66G 0.02286 0.009282 0.001213 0.03336 60 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 281/299 5.66G 0.02296 0.009147 0.001337 0.03344 69 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 281/299 5.66G 0.02296 0.009147 0.001337 0.03344 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 281/299 5.66G 0.02313 0.009225 0.001346 0.0337 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 281/299 5.66G 0.02313 0.009225 0.001346 0.0337 79 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 281/299 5.66G 0.02303 0.009148 0.001275 0.03345 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.7 0.691 0.668 0.387
0%| | 0/59 [00:00<?, ?it/s] 282/299 5.66G 0.02328 0.01138 0.002367 0.03702 87 640: 0%| | 0/59 [00:00<?, ?it/s] 282/299 5.66G 0.02328 0.01138 0.002367 0.03702 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 282/299 5.66G 0.02142 0.01059 0.001543 0.03356 83 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 282/299 5.66G 0.02142 0.01059 0.001543 0.03356 83 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 282/299 5.66G 0.02228 0.01016 0.001192 0.03364 81 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 282/299 5.66G 0.02228 0.01016 0.001192 0.03364 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 282/299 5.66G 0.02221 0.009738 0.0009817 0.03293 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 282/299 5.66G 0.02221 0.009738 0.0009817 0.03293 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 282/299 5.66G 0.02212 0.009704 0.001233 0.03306 80 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 282/299 5.66G 0.02212 0.009704 0.001233 0.03306 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 282/299 5.66G 0.02201 0.009569 0.001062 0.03264 84 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 282/299 5.66G 0.02201 0.009569 0.001062 0.03264 84 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 282/299 5.66G 0.02193 0.009678 0.0009603 0.03257 80 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 282/299 5.66G 0.02193 0.009678 0.0009603 0.03257 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 282/299 5.66G 0.02204 0.009663 0.0008948 0.03259 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 282/299 5.66G 0.02204 0.009663 0.0008948 0.03259 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 282/299 5.66G 0.0222 0.009644 0.001421 0.03326 86 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 282/299 5.66G 0.0222 0.009644 0.001421 0.03326 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 282/299 5.66G 0.02212 0.009681 0.001371 0.03317 88 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 282/299 5.66G 0.02212 0.009681 0.001371 0.03317 88 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 282/299 5.66G 0.02213 0.009716 0.001266 0.03311 89 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 282/299 5.66G 0.02213 0.009716 0.001266 0.03311 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 282/299 5.66G 0.02205 0.009721 0.001255 0.03303 84 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 282/299 5.66G 0.02205 0.009721 0.001255 0.03303 84 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 282/299 5.66G 0.02211 0.009964 0.001292 0.03336 98 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 282/299 5.66G 0.02211 0.009964 0.001292 0.03336 98 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 282/299 5.66G 0.02221 0.009952 0.001328 0.03349 73 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 282/299 5.66G 0.02221 0.009952 0.001328 0.03349 73 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 282/299 5.66G 0.02224 0.009916 0.001262 0.03342 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 282/299 5.66G 0.02224 0.009916 0.001262 0.03342 80 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 282/299 5.66G 0.02239 0.009942 0.001249 0.03358 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.713 0.675 0.386
0%| | 0/59 [00:00<?, ?it/s] 283/299 5.66G 0.02225 0.008628 0.0005225 0.0314 81 640: 0%| | 0/59 [00:00<?, ?it/s] 283/299 5.66G 0.02225 0.008628 0.0005225 0.0314 81 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 283/299 5.66G 0.02294 0.01036 0.0006296 0.03393 95 640: 2%|▏ | 1/59 [00:00<00:12, 4.60it/s] 283/299 5.66G 0.02294 0.01036 0.0006296 0.03393 95 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 283/299 5.66G 0.02363 0.0102 0.0008781 0.03471 73 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 283/299 5.66G 0.02363 0.0102 0.0008781 0.03471 73 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 283/299 5.66G 0.02313 0.0104 0.000845 0.03438 96 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 283/299 5.66G 0.02313 0.0104 0.000845 0.03438 96 640: 7%|▋ | 4/59 [00:00<00:12, 4.37it/s] 283/299 5.66G 0.02388 0.01029 0.000906 0.03508 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.37it/s] 283/299 5.66G 0.02388 0.01029 0.000906 0.03508 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 283/299 5.66G 0.02362 0.01035 0.0008881 0.03485 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 283/299 5.66G 0.02362 0.01035 0.0008881 0.03485 86 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 283/299 5.66G 0.0231 0.01034 0.0008878 0.03433 91 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 283/299 5.66G 0.0231 0.01034 0.0008878 0.03433 91 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 283/299 5.66G 0.02293 0.01056 0.001075 0.03457 99 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 283/299 5.66G 0.02293 0.01056 0.001075 0.03457 99 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 283/299 5.66G 0.02263 0.01037 0.001061 0.03407 77 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 283/299 5.66G 0.02263 0.01037 0.001061 0.03407 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 283/299 5.66G 0.02254 0.01043 0.001103 0.03407 100 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 283/299 5.66G 0.02254 0.01043 0.001103 0.03407 100 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 283/299 5.66G 0.02273 0.01034 0.001153 0.03423 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.36it/s] 283/299 5.66G 0.02273 0.01034 0.001153 0.03423 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 283/299 5.66G 0.02256 0.01025 0.001087 0.0339 92 640: 19%|█▊ | 11/59 [00:02<00:10, 4.43it/s] 283/299 5.66G 0.02256 0.01025 0.001087 0.0339 92 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 283/299 5.66G 0.02279 0.01018 0.001109 0.03408 71 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 283/299 5.66G 0.02279 0.01018 0.001109 0.03408 71 640: 22%|██▏ | 13/59 [00:02<00:10, 4.46it/s] 283/299 5.66G 0.02294 0.01009 0.001137 0.03417 71 640: 22%|██▏ | 13/59 [00:03<00:10, 4.46it/s] 283/299 5.66G 0.02294 0.01009 0.001137 0.03417 71 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 283/299 5.66G 0.02323 0.009889 0.001744 0.03486 60 640: 24%|██▎ | 14/59 [00:03<00:10, 4.39it/s] 283/299 5.66G 0.02323 0.009889 0.001744 0.03486 60 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 283/299 5.66G 0.02321 0.009889 0.001804 0.0349 94 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.704 0.677 0.387
0%| | 0/59 [00:00<?, ?it/s] 284/299 5.66G 0.02211 0.007843 0.0002774 0.03023 67 640: 0%| | 0/59 [00:00<?, ?it/s] 284/299 5.66G 0.02211 0.007843 0.0002774 0.03023 67 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 284/299 5.66G 0.02433 0.008342 0.003721 0.0364 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.23it/s] 284/299 5.66G 0.02433 0.008342 0.003721 0.0364 78 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 284/299 5.66G 0.02413 0.008251 0.003538 0.03591 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.48it/s] 284/299 5.66G 0.02413 0.008251 0.003538 0.03591 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 284/299 5.66G 0.02414 0.008786 0.002803 0.03573 79 640: 5%|▌ | 3/59 [00:00<00:12, 4.34it/s] 284/299 5.66G 0.02414 0.008786 0.002803 0.03573 79 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 284/299 5.66G 0.02387 0.008967 0.002372 0.03521 85 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 284/299 5.66G 0.02387 0.008967 0.002372 0.03521 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 284/299 5.66G 0.02346 0.009406 0.002178 0.03504 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 284/299 5.66G 0.02346 0.009406 0.002178 0.03504 89 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 284/299 5.66G 0.02277 0.009189 0.002004 0.03397 75 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 284/299 5.66G 0.02277 0.009189 0.002004 0.03397 75 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 284/299 5.66G 0.02273 0.009191 0.001949 0.03387 81 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 284/299 5.66G 0.02273 0.009191 0.001949 0.03387 81 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 284/299 5.66G 0.02249 0.009219 0.001913 0.03363 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 284/299 5.66G 0.02249 0.009219 0.001913 0.03363 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 284/299 5.66G 0.0225 0.009111 0.002042 0.03365 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 284/299 5.66G 0.0225 0.009111 0.002042 0.03365 73 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 284/299 5.66G 0.02247 0.00934 0.002243 0.03405 105 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 284/299 5.66G 0.02247 0.00934 0.002243 0.03405 105 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 284/299 5.66G 0.02265 0.009315 0.002103 0.03407 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 284/299 5.66G 0.02265 0.009315 0.002103 0.03407 71 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 284/299 5.66G 0.02266 0.009705 0.002094 0.03446 109 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 284/299 5.66G 0.02266 0.009705 0.002094 0.03446 109 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 284/299 5.66G 0.02255 0.009597 0.002047 0.03419 75 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 284/299 5.66G 0.02255 0.009597 0.002047 0.03419 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 284/299 5.66G 0.02245 0.009758 0.001946 0.03415 108 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 284/299 5.66G 0.02245 0.009758 0.001946 0.03415 108 640: 25%|██▌ | 15/59 [00:03<00:10, 4.39it/s] 284/299 5.66G 0.0223 0.00984 0.001866 0.03401 103 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.682 0.717 0.677 0.389
0%| | 0/59 [00:00<?, ?it/s] 285/299 5.66G 0.02122 0.009586 0.0004121 0.03122 96 640: 0%| | 0/59 [00:00<?, ?it/s] 285/299 5.66G 0.02122 0.009586 0.0004121 0.03122 96 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 285/299 5.66G 0.0223 0.009503 0.0008934 0.03269 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 285/299 5.66G 0.0223 0.009503 0.0008934 0.03269 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 285/299 5.66G 0.02254 0.009707 0.00103 0.03328 93 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 285/299 5.66G 0.02254 0.009707 0.00103 0.03328 93 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 285/299 5.66G 0.02205 0.009443 0.001324 0.03282 77 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 285/299 5.66G 0.02205 0.009443 0.001324 0.03282 77 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 285/299 5.66G 0.02237 0.009698 0.001444 0.03351 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 285/299 5.66G 0.02237 0.009698 0.001444 0.03351 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 285/299 5.66G 0.02221 0.009593 0.001366 0.03317 80 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 285/299 5.66G 0.02221 0.009593 0.001366 0.03317 80 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 285/299 5.66G 0.02238 0.009754 0.001444 0.03358 78 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 285/299 5.66G 0.02238 0.009754 0.001444 0.03358 78 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 285/299 5.66G 0.02231 0.009799 0.001294 0.0334 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 285/299 5.66G 0.02231 0.009799 0.001294 0.0334 97 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 285/299 5.66G 0.02231 0.01001 0.001324 0.03364 82 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 285/299 5.66G 0.02231 0.01001 0.001324 0.03364 82 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 285/299 5.66G 0.02221 0.009704 0.001277 0.03319 62 640: 15%|█▌ | 9/59 [00:02<00:11, 4.46it/s] 285/299 5.66G 0.02221 0.009704 0.001277 0.03319 62 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 285/299 5.66G 0.02239 0.009721 0.001246 0.03335 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 285/299 5.66G 0.02239 0.009721 0.001246 0.03335 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 285/299 5.66G 0.02213 0.00959 0.001372 0.03309 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 285/299 5.66G 0.02213 0.00959 0.001372 0.03309 73 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 285/299 5.66G 0.02205 0.009658 0.001304 0.03301 103 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 285/299 5.66G 0.02205 0.009658 0.001304 0.03301 103 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 285/299 5.66G 0.02258 0.009625 0.00132 0.03353 57 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 285/299 5.66G 0.02258 0.009625 0.00132 0.03353 57 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 285/299 5.66G 0.02224 0.009503 0.001247 0.03299 69 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 285/299 5.66G 0.02224 0.009503 0.001247 0.03299 69 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 285/299 5.66G 0.02202 0.009347 0.001191 0.03256 75 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.703 0.7 0.672 0.381
0%| | 0/59 [00:00<?, ?it/s] 286/299 5.66G 0.01984 0.009078 0.002102 0.03102 99 640: 0%| | 0/59 [00:00<?, ?it/s] 286/299 5.66G 0.01984 0.009078 0.002102 0.03102 99 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 286/299 5.66G 0.02093 0.01038 0.001665 0.03298 95 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 286/299 5.66G 0.02093 0.01038 0.001665 0.03298 95 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 286/299 5.66G 0.02078 0.009253 0.001271 0.0313 67 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 286/299 5.66G 0.02078 0.009253 0.001271 0.0313 67 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 286/299 5.66G 0.02116 0.009563 0.00154 0.03226 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 286/299 5.66G 0.02116 0.009563 0.00154 0.03226 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 286/299 5.66G 0.02156 0.009349 0.001427 0.03234 72 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 286/299 5.66G 0.02156 0.009349 0.001427 0.03234 72 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 286/299 5.66G 0.02209 0.009544 0.001395 0.03303 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.35it/s] 286/299 5.66G 0.02209 0.009544 0.001395 0.03303 81 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 286/299 5.66G 0.02247 0.009647 0.001446 0.03356 79 640: 10%|█ | 6/59 [00:01<00:11, 4.45it/s] 286/299 5.66G 0.02247 0.009647 0.001446 0.03356 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 286/299 5.66G 0.02231 0.009626 0.001323 0.03326 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.37it/s] 286/299 5.66G 0.02231 0.009626 0.001323 0.03326 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.44it/s] 286/299 5.66G 0.02253 0.009661 0.001212 0.0334 68 640: 14%|█▎ | 8/59 [00:02<00:11, 4.44it/s] 286/299 5.66G 0.02253 0.009661 0.001212 0.0334 68 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 286/299 5.66G 0.02224 0.009556 0.001143 0.03294 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.37it/s] 286/299 5.66G 0.02224 0.009556 0.001143 0.03294 78 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 286/299 5.66G 0.02227 0.009426 0.00147 0.03316 79 640: 17%|█▋ | 10/59 [00:02<00:10, 4.46it/s] 286/299 5.66G 0.02227 0.009426 0.00147 0.03316 79 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 286/299 5.66G 0.02222 0.009414 0.00154 0.03317 85 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 286/299 5.66G 0.02222 0.009414 0.00154 0.03317 85 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 286/299 5.66G 0.02214 0.009377 0.001444 0.03296 75 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 286/299 5.66G 0.02214 0.009377 0.001444 0.03296 75 640: 22%|██▏ | 13/59 [00:02<00:10, 4.38it/s] 286/299 5.66G 0.02206 0.009389 0.001373 0.03282 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.38it/s] 286/299 5.66G 0.02206 0.009389 0.001373 0.03282 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 286/299 5.66G 0.02207 0.009371 0.001418 0.03286 78 640: 24%|██▎ | 14/59 [00:03<00:10, 4.46it/s] 286/299 5.66G 0.02207 0.009371 0.001418 0.03286 78 640: 25%|██▌ | 15/59 [00:03<00:10, 4.40it/s] 286/299 5.66G 0.02209 0.009454 0.001506 0.03305 90 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.7 0.674 0.664 0.383
0%| | 0/59 [00:00<?, ?it/s] 287/299 5.66G 0.0214 0.007974 0.0002758 0.02965 77 640: 0%| | 0/59 [00:00<?, ?it/s] 287/299 5.66G 0.0214 0.007974 0.0002758 0.02965 77 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 287/299 5.66G 0.02208 0.009224 0.0005379 0.03185 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 287/299 5.66G 0.02208 0.009224 0.0005379 0.03185 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 287/299 5.66G 0.02259 0.008791 0.0006135 0.03199 63 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 287/299 5.66G 0.02259 0.008791 0.0006135 0.03199 63 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 287/299 5.66G 0.02365 0.009205 0.000567 0.03342 88 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 287/299 5.66G 0.02365 0.009205 0.000567 0.03342 88 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 287/299 5.66G 0.02371 0.009745 0.001092 0.03455 100 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 287/299 5.66G 0.02371 0.009745 0.001092 0.03455 100 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 287/299 5.66G 0.02336 0.009822 0.001135 0.03431 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 287/299 5.66G 0.02336 0.009822 0.001135 0.03431 86 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 287/299 5.66G 0.02329 0.01005 0.001468 0.03481 80 640: 10%|█ | 6/59 [00:01<00:12, 4.40it/s] 287/299 5.66G 0.02329 0.01005 0.001468 0.03481 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 287/299 5.66G 0.02301 0.009929 0.00132 0.03426 85 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 287/299 5.66G 0.02301 0.009929 0.00132 0.03426 85 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 287/299 5.66G 0.02288 0.00978 0.001309 0.03397 69 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 287/299 5.66G 0.02288 0.00978 0.001309 0.03397 69 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 287/299 5.66G 0.0231 0.009776 0.00129 0.03416 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 287/299 5.66G 0.0231 0.009776 0.00129 0.03416 87 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 287/299 5.66G 0.02309 0.00996 0.001315 0.03436 88 640: 17%|█▋ | 10/59 [00:02<00:11, 4.42it/s] 287/299 5.66G 0.02309 0.00996 0.001315 0.03436 88 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 287/299 5.66G 0.02296 0.009731 0.001297 0.03399 62 640: 19%|█▊ | 11/59 [00:02<00:10, 4.47it/s] 287/299 5.66G 0.02296 0.009731 0.001297 0.03399 62 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 287/299 5.66G 0.0228 0.009807 0.001226 0.03383 89 640: 20%|██ | 12/59 [00:02<00:10, 4.39it/s] 287/299 5.66G 0.0228 0.009807 0.001226 0.03383 89 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 287/299 5.66G 0.02265 0.009743 0.001158 0.03355 79 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 287/299 5.66G 0.02265 0.009743 0.001158 0.03355 79 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 287/299 5.66G 0.02261 0.009724 0.001111 0.03345 80 640: 24%|██▎ | 14/59 [00:03<00:10, 4.38it/s] 287/299 5.66G 0.02261 0.009724 0.001111 0.03345 80 640: 25%|██▌ | 15/59 [00:03<00:09, 4.46it/s] 287/299 5.66G 0.02245 0.009636 0.001057 0.03315 77 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.677 0.664 0.387
0%| | 0/59 [00:00<?, ?it/s] 288/299 5.66G 0.02098 0.009176 0.001239 0.03139 79 640: 0%| | 0/59 [00:00<?, ?it/s] 288/299 5.66G 0.02098 0.009176 0.001239 0.03139 79 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 288/299 5.66G 0.02137 0.009845 0.001096 0.03231 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 288/299 5.66G 0.02137 0.009845 0.001096 0.03231 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 288/299 5.66G 0.0221 0.009483 0.001899 0.03348 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.45it/s] 288/299 5.66G 0.0221 0.009483 0.001899 0.03348 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 288/299 5.66G 0.02241 0.009764 0.001786 0.03396 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.33it/s] 288/299 5.66G 0.02241 0.009764 0.001786 0.03396 78 640: 7%|▋ | 4/59 [00:00<00:12, 4.46it/s] 288/299 5.66G 0.02336 0.009916 0.001691 0.03497 81 640: 7%|▋ | 4/59 [00:01<00:12, 4.46it/s] 288/299 5.66G 0.02336 0.009916 0.001691 0.03497 81 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 288/299 5.66G 0.02305 0.01016 0.0015 0.03471 85 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 288/299 5.66G 0.02305 0.01016 0.0015 0.03471 85 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 288/299 5.66G 0.02279 0.00999 0.001334 0.03411 80 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 288/299 5.66G 0.02279 0.00999 0.001334 0.03411 80 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 288/299 5.66G 0.02252 0.009858 0.001453 0.03383 90 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 288/299 5.66G 0.02252 0.009858 0.001453 0.03383 90 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 288/299 5.66G 0.02224 0.009755 0.001337 0.03333 80 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 288/299 5.66G 0.02224 0.009755 0.001337 0.03333 80 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 288/299 5.66G 0.02229 0.009876 0.001289 0.03345 102 640: 15%|█▌ | 9/59 [00:02<00:11, 4.41it/s] 288/299 5.66G 0.02229 0.009876 0.001289 0.03345 102 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 288/299 5.66G 0.02215 0.009608 0.001195 0.03295 74 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 288/299 5.66G 0.02215 0.009608 0.001195 0.03295 74 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 288/299 5.66G 0.02228 0.009769 0.001142 0.03319 100 640: 19%|█▊ | 11/59 [00:02<00:10, 4.39it/s] 288/299 5.66G 0.02228 0.009769 0.001142 0.03319 100 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 288/299 5.66G 0.02232 0.009683 0.001258 0.03326 74 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 288/299 5.66G 0.02232 0.009683 0.001258 0.03326 74 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 288/299 5.66G 0.02248 0.009579 0.001199 0.03326 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 288/299 5.66G 0.02248 0.009579 0.001199 0.03326 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 288/299 5.66G 0.02264 0.009374 0.001155 0.03317 58 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 288/299 5.66G 0.02264 0.009374 0.001155 0.03317 58 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 288/299 5.66G 0.02257 0.009361 0.001168 0.0331 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.699 0.678 0.664 0.381
0%| | 0/59 [00:00<?, ?it/s] 289/299 5.66G 0.02062 0.009869 0.0004852 0.03098 97 640: 0%| | 0/59 [00:00<?, ?it/s] 289/299 5.66G 0.02062 0.009869 0.0004852 0.03098 97 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 289/299 5.66G 0.02134 0.01059 0.001326 0.03325 95 640: 2%|▏ | 1/59 [00:00<00:12, 4.56it/s] 289/299 5.66G 0.02134 0.01059 0.001326 0.03325 95 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 289/299 5.66G 0.02112 0.01023 0.001011 0.03237 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 289/299 5.66G 0.02112 0.01023 0.001011 0.03237 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 289/299 5.66G 0.02159 0.009978 0.000856 0.03242 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.50it/s] 289/299 5.66G 0.02159 0.009978 0.000856 0.03242 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 289/299 5.66G 0.02137 0.00988 0.0007868 0.03203 91 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 289/299 5.66G 0.02137 0.00988 0.0007868 0.03203 91 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 289/299 5.66G 0.02149 0.009878 0.0008533 0.03222 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 289/299 5.66G 0.02149 0.009878 0.0008533 0.03222 82 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 289/299 5.66G 0.0217 0.01006 0.0009856 0.03274 89 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 289/299 5.66G 0.0217 0.01006 0.0009856 0.03274 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 289/299 5.66G 0.02156 0.009879 0.0009855 0.03243 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.48it/s] 289/299 5.66G 0.02156 0.009879 0.0009855 0.03243 79 640: 14%|█▎ | 8/59 [00:01<00:11, 4.41it/s] 289/299 5.66G 0.02151 0.009781 0.0009611 0.03225 78 640: 14%|█▎ | 8/59 [00:02<00:11, 4.41it/s] 289/299 5.66G 0.02151 0.009781 0.0009611 0.03225 78 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 289/299 5.66G 0.02148 0.009682 0.0009071 0.03207 77 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 289/299 5.66G 0.02148 0.009682 0.0009071 0.03207 77 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 289/299 5.66G 0.02147 0.009727 0.0008527 0.03205 89 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 289/299 5.66G 0.02147 0.009727 0.0008527 0.03205 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 289/299 5.66G 0.02165 0.009686 0.000819 0.03216 82 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 289/299 5.66G 0.02165 0.009686 0.000819 0.03216 82 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 289/299 5.66G 0.0217 0.009666 0.0008577 0.03222 86 640: 20%|██ | 12/59 [00:02<00:10, 4.41it/s] 289/299 5.66G 0.0217 0.009666 0.0008577 0.03222 86 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 289/299 5.66G 0.0218 0.009736 0.0008837 0.03242 93 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 289/299 5.66G 0.0218 0.009736 0.0008837 0.03242 93 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 289/299 5.66G 0.02219 0.009715 0.0009877 0.03289 60 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 289/299 5.66G 0.02219 0.009715 0.0009877 0.03289 60 640: 25%|██▌ | 15/59 [00:03<00:09, 4.48it/s] 289/299 5.66G 0.02209 0.009854 0.0009538 0.0329 96 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.7 0.681 0.655 0.38
0%| | 0/59 [00:00<?, ?it/s] 290/299 5.66G 0.02181 0.009209 0.0008624 0.03188 80 640: 0%| | 0/59 [00:00<?, ?it/s] 290/299 5.66G 0.02181 0.009209 0.0008624 0.03188 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 290/299 5.66G 0.02266 0.01068 0.0008903 0.03423 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.22it/s] 290/299 5.66G 0.02266 0.01068 0.0008903 0.03423 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 290/299 5.66G 0.0211 0.009472 0.0006798 0.03125 68 640: 3%|▎ | 2/59 [00:00<00:12, 4.47it/s] 290/299 5.66G 0.0211 0.009472 0.0006798 0.03125 68 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 290/299 5.66G 0.02092 0.00935 0.0005812 0.03085 89 640: 5%|▌ | 3/59 [00:00<00:12, 4.36it/s] 290/299 5.66G 0.02092 0.00935 0.0005812 0.03085 89 640: 7%|▋ | 4/59 [00:00<00:12, 4.48it/s] 290/299 5.66G 0.02111 0.009328 0.0005724 0.03101 76 640: 7%|▋ | 4/59 [00:01<00:12, 4.48it/s] 290/299 5.66G 0.02111 0.009328 0.0005724 0.03101 76 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 290/299 5.66G 0.02122 0.009447 0.0005666 0.03124 93 640: 8%|▊ | 5/59 [00:01<00:12, 4.39it/s] 290/299 5.66G 0.02122 0.009447 0.0005666 0.03124 93 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 290/299 5.66G 0.0214 0.009391 0.0005673 0.03136 88 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 290/299 5.66G 0.0214 0.009391 0.0005673 0.03136 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 290/299 5.66G 0.02135 0.009437 0.0006027 0.03139 79 640: 12%|█▏ | 7/59 [00:01<00:11, 4.41it/s] 290/299 5.66G 0.02135 0.009437 0.0006027 0.03139 79 640: 14%|█▎ | 8/59 [00:01<00:11, 4.48it/s] 290/299 5.66G 0.02121 0.00918 0.0005555 0.03095 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.48it/s] 290/299 5.66G 0.02121 0.00918 0.0005555 0.03095 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 290/299 5.66G 0.02157 0.00914 0.0005332 0.03124 83 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 290/299 5.66G 0.02157 0.00914 0.0005332 0.03124 83 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 290/299 5.66G 0.02188 0.00943 0.0007042 0.03201 100 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 290/299 5.66G 0.02188 0.00943 0.0007042 0.03201 100 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 290/299 5.66G 0.0219 0.009341 0.0007976 0.03204 71 640: 19%|█▊ | 11/59 [00:02<00:10, 4.40it/s] 290/299 5.66G 0.0219 0.009341 0.0007976 0.03204 71 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 290/299 5.66G 0.02193 0.00938 0.0009775 0.03229 87 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 290/299 5.66G 0.02193 0.00938 0.0009775 0.03229 87 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 290/299 5.66G 0.02196 0.009374 0.0009966 0.03233 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 290/299 5.66G 0.02196 0.009374 0.0009966 0.03233 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 290/299 5.66G 0.02213 0.00946 0.0009572 0.03254 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 290/299 5.66G 0.02213 0.00946 0.0009572 0.03254 76 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 290/299 5.66G 0.02203 0.00938 0.0009187 0.03233 83 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.707 0.658 0.655 0.38
0%| | 0/59 [00:00<?, ?it/s] 291/299 5.66G 0.02531 0.009897 0.001309 0.03652 91 640: 0%| | 0/59 [00:00<?, ?it/s] 291/299 5.66G 0.02531 0.009897 0.001309 0.03652 91 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 291/299 5.66G 0.02355 0.008522 0.001817 0.03388 69 640: 2%|▏ | 1/59 [00:00<00:12, 4.57it/s] 291/299 5.66G 0.02355 0.008522 0.001817 0.03388 69 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 291/299 5.66G 0.02215 0.007677 0.001693 0.03152 52 640: 3%|▎ | 2/59 [00:00<00:13, 4.36it/s] 291/299 5.66G 0.02215 0.007677 0.001693 0.03152 52 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 291/299 5.66G 0.02245 0.007516 0.002402 0.03237 65 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 291/299 5.66G 0.02245 0.007516 0.002402 0.03237 65 640: 7%|▋ | 4/59 [00:00<00:12, 4.36it/s] 291/299 5.66G 0.02284 0.008043 0.002127 0.03301 68 640: 7%|▋ | 4/59 [00:01<00:12, 4.36it/s] 291/299 5.66G 0.02284 0.008043 0.002127 0.03301 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 291/299 5.66G 0.02235 0.008235 0.001984 0.03257 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.46it/s] 291/299 5.66G 0.02235 0.008235 0.001984 0.03257 86 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 291/299 5.66G 0.02268 0.00816 0.001829 0.03266 64 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 291/299 5.66G 0.02268 0.00816 0.001829 0.03266 64 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 291/299 5.66G 0.02275 0.008438 0.001636 0.03282 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 291/299 5.66G 0.02275 0.008438 0.001636 0.03282 88 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 291/299 5.66G 0.02245 0.008405 0.001484 0.03234 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 291/299 5.66G 0.02245 0.008405 0.001484 0.03234 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 291/299 5.66G 0.02226 0.008522 0.001392 0.03218 85 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 291/299 5.66G 0.02226 0.008522 0.001392 0.03218 85 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 291/299 5.66G 0.02203 0.00842 0.001295 0.03175 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 291/299 5.66G 0.02203 0.00842 0.001295 0.03175 73 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 291/299 5.66G 0.02202 0.008291 0.001227 0.03154 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.46it/s] 291/299 5.66G 0.02202 0.008291 0.001227 0.03154 63 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 291/299 5.66G 0.02195 0.008427 0.001378 0.03176 88 640: 20%|██ | 12/59 [00:02<00:10, 4.38it/s] 291/299 5.66G 0.02195 0.008427 0.001378 0.03176 88 640: 22%|██▏ | 13/59 [00:02<00:10, 4.45it/s] 291/299 5.66G 0.02205 0.008523 0.001324 0.03189 82 640: 22%|██▏ | 13/59 [00:03<00:10, 4.45it/s] 291/299 5.66G 0.02205 0.008523 0.001324 0.03189 82 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 291/299 5.66G 0.02216 0.008498 0.001286 0.03194 66 640: 24%|██▎ | 14/59 [00:03<00:10, 4.37it/s] 291/299 5.66G 0.02216 0.008498 0.001286 0.03194 66 640: 25%|██▌ | 15/59 [00:03<00:09, 4.45it/s] 291/299 5.66G 0.02222 0.008611 0.001278 0.03211 89 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.697 0.691 0.656 0.38
0%| | 0/59 [00:00<?, ?it/s] 292/299 5.66G 0.02243 0.008835 0.00215 0.03342 78 640: 0%| | 0/59 [00:00<?, ?it/s] 292/299 5.66G 0.02243 0.008835 0.00215 0.03342 78 640: 2%|▏ | 1/59 [00:00<00:13, 4.24it/s] 292/299 5.66G 0.02265 0.009219 0.002696 0.03456 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.24it/s] 292/299 5.66G 0.02265 0.009219 0.002696 0.03456 87 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 292/299 5.66G 0.02305 0.008585 0.001873 0.03351 58 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 292/299 5.66G 0.02305 0.008585 0.001873 0.03351 58 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 292/299 5.66G 0.02291 0.008452 0.001508 0.03287 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 292/299 5.66G 0.02291 0.008452 0.001508 0.03287 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 292/299 5.66G 0.02282 0.009216 0.001689 0.03372 106 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 292/299 5.66G 0.02282 0.009216 0.001689 0.03372 106 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 292/299 5.66G 0.02334 0.009583 0.001635 0.03456 86 640: 8%|▊ | 5/59 [00:01<00:12, 4.37it/s] 292/299 5.66G 0.02334 0.009583 0.001635 0.03456 86 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 292/299 5.66G 0.02337 0.009299 0.00144 0.03411 66 640: 10%|█ | 6/59 [00:01<00:11, 4.47it/s] 292/299 5.66G 0.02337 0.009299 0.00144 0.03411 66 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 292/299 5.66G 0.02306 0.009267 0.001539 0.03386 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 292/299 5.66G 0.02306 0.009267 0.001539 0.03386 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.47it/s] 292/299 5.66G 0.02291 0.00953 0.00141 0.03385 96 640: 14%|█▎ | 8/59 [00:02<00:11, 4.47it/s] 292/299 5.66G 0.02291 0.00953 0.00141 0.03385 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 292/299 5.66G 0.02271 0.009702 0.001318 0.03373 96 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 292/299 5.66G 0.02271 0.009702 0.001318 0.03373 96 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 292/299 5.66G 0.02288 0.009773 0.001261 0.03391 89 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 292/299 5.66G 0.02288 0.009773 0.001261 0.03391 89 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 292/299 5.66G 0.02288 0.0096 0.001181 0.03366 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.38it/s] 292/299 5.66G 0.02288 0.0096 0.001181 0.03366 72 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 292/299 5.66G 0.02321 0.009609 0.0014 0.03422 62 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 292/299 5.66G 0.02321 0.009609 0.0014 0.03422 62 640: 22%|██▏ | 13/59 [00:02<00:10, 4.40it/s] 292/299 5.66G 0.02309 0.009696 0.001541 0.03433 88 640: 22%|██▏ | 13/59 [00:03<00:10, 4.40it/s] 292/299 5.66G 0.02309 0.009696 0.001541 0.03433 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 292/299 5.66G 0.023 0.009628 0.00147 0.0341 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 292/299 5.66G 0.023 0.009628 0.00147 0.0341 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 292/299 5.66G 0.02291 0.009596 0.001391 0.0339 85 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.686 0.697 0.653 0.38
0%| | 0/59 [00:00<?, ?it/s] 293/299 5.66G 0.02567 0.009706 0.001029 0.0364 76 640: 0%| | 0/59 [00:00<?, ?it/s] 293/299 5.66G 0.02567 0.009706 0.001029 0.0364 76 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 293/299 5.66G 0.02401 0.00931 0.00136 0.03467 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 293/299 5.66G 0.02401 0.00931 0.00136 0.03467 79 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 293/299 5.66G 0.02311 0.009026 0.001464 0.0336 66 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 293/299 5.66G 0.02311 0.009026 0.001464 0.0336 66 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 293/299 5.66G 0.02298 0.009008 0.001504 0.03349 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.48it/s] 293/299 5.66G 0.02298 0.009008 0.001504 0.03349 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 293/299 5.66G 0.0229 0.009341 0.001639 0.03388 82 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 293/299 5.66G 0.0229 0.009341 0.001639 0.03388 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 293/299 5.66G 0.02266 0.009351 0.001405 0.03342 97 640: 8%|▊ | 5/59 [00:01<00:12, 4.47it/s] 293/299 5.66G 0.02266 0.009351 0.001405 0.03342 97 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 293/299 5.66G 0.02287 0.009365 0.001469 0.0337 86 640: 10%|█ | 6/59 [00:01<00:12, 4.39it/s] 293/299 5.66G 0.02287 0.009365 0.001469 0.0337 86 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 293/299 5.66G 0.02272 0.009469 0.001449 0.03364 94 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 293/299 5.66G 0.02272 0.009469 0.001449 0.03364 94 640: 14%|█▎ | 8/59 [00:01<00:11, 4.39it/s] 293/299 5.66G 0.023 0.009599 0.001489 0.03408 87 640: 14%|█▎ | 8/59 [00:02<00:11, 4.39it/s] 293/299 5.66G 0.023 0.009599 0.001489 0.03408 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 293/299 5.66G 0.02293 0.009915 0.001397 0.03424 115 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 293/299 5.66G 0.02293 0.009915 0.001397 0.03424 115 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 293/299 5.66G 0.0233 0.009968 0.001521 0.03479 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 293/299 5.66G 0.0233 0.009968 0.001521 0.03479 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 293/299 5.66G 0.02334 0.009967 0.001436 0.03474 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 293/299 5.66G 0.02334 0.009967 0.001436 0.03474 83 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 293/299 5.66G 0.02326 0.01002 0.00142 0.0347 80 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 293/299 5.66G 0.02326 0.01002 0.00142 0.0347 80 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 293/299 5.66G 0.02315 0.009906 0.001339 0.03439 77 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 293/299 5.66G 0.02315 0.009906 0.001339 0.03439 77 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 293/299 5.66G 0.02315 0.009966 0.001396 0.03451 86 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 293/299 5.66G 0.02315 0.009966 0.001396 0.03451 86 640: 25%|██▌ | 15/59 [00:03<00:09, 4.46it/s] 293/299 5.66G 0.02311 0.009812 0.001323 0.03424 71 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.689 0.645 0.378
0%| | 0/59 [00:00<?, ?it/s] 294/299 5.66G 0.02205 0.009923 0.000683 0.03266 80 640: 0%| | 0/59 [00:00<?, ?it/s] 294/299 5.66G 0.02205 0.009923 0.000683 0.03266 80 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 294/299 5.66G 0.02065 0.00989 0.0008746 0.03142 91 640: 2%|▏ | 1/59 [00:00<00:13, 4.20it/s] 294/299 5.66G 0.02065 0.00989 0.0008746 0.03142 91 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 294/299 5.66G 0.02118 0.009487 0.0008565 0.03152 82 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 294/299 5.66G 0.02118 0.009487 0.0008565 0.03152 82 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 294/299 5.66G 0.02146 0.009497 0.0008759 0.03183 81 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 294/299 5.66G 0.02146 0.009497 0.0008759 0.03183 81 640: 7%|▋ | 4/59 [00:00<00:12, 4.42it/s] 294/299 5.66G 0.02134 0.009499 0.0009168 0.03175 77 640: 7%|▋ | 4/59 [00:01<00:12, 4.42it/s] 294/299 5.66G 0.02134 0.009499 0.0009168 0.03175 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 294/299 5.66G 0.02187 0.009707 0.0009115 0.03248 70 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 294/299 5.66G 0.02187 0.009707 0.0009115 0.03248 70 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 294/299 5.66G 0.02197 0.009649 0.0008332 0.03245 72 640: 10%|█ | 6/59 [00:01<00:11, 4.46it/s] 294/299 5.66G 0.02197 0.009649 0.0008332 0.03245 72 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 294/299 5.66G 0.02164 0.009979 0.0008518 0.03247 113 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 294/299 5.66G 0.02164 0.009979 0.0008518 0.03247 113 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 294/299 5.66G 0.02158 0.009947 0.001184 0.03271 73 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 294/299 5.66G 0.02158 0.009947 0.001184 0.03271 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 294/299 5.66G 0.0217 0.01003 0.001134 0.03286 90 640: 15%|█▌ | 9/59 [00:02<00:11, 4.38it/s] 294/299 5.66G 0.0217 0.01003 0.001134 0.03286 90 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 294/299 5.66G 0.02171 0.01022 0.001055 0.03298 109 640: 17%|█▋ | 10/59 [00:02<00:11, 4.45it/s] 294/299 5.66G 0.02171 0.01022 0.001055 0.03298 109 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 294/299 5.66G 0.02174 0.0104 0.001053 0.03319 111 640: 19%|█▊ | 11/59 [00:02<00:10, 4.37it/s] 294/299 5.66G 0.02174 0.0104 0.001053 0.03319 111 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 294/299 5.66G 0.02167 0.01011 0.001137 0.03292 68 640: 20%|██ | 12/59 [00:02<00:10, 4.46it/s] 294/299 5.66G 0.02167 0.01011 0.001137 0.03292 68 640: 22%|██▏ | 13/59 [00:02<00:10, 4.39it/s] 294/299 5.66G 0.02183 0.01011 0.001115 0.03305 85 640: 22%|██▏ | 13/59 [00:03<00:10, 4.39it/s] 294/299 5.66G 0.02183 0.01011 0.001115 0.03305 85 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 294/299 5.66G 0.02175 0.009981 0.00106 0.03279 75 640: 24%|██▎ | 14/59 [00:03<00:10, 4.47it/s] 294/299 5.66G 0.02175 0.009981 0.00106 0.03279 75 640: 25%|██▌ | 15/59 [00:03<00:09, 4.41it/s] 294/299 5.66G 0.02162 0.01002 0.00104 0.03268 93 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.683 0.693 0.646 0.378
0%| | 0/59 [00:00<?, ?it/s] 295/299 5.66G 0.02256 0.00989 0.002047 0.03449 82 640: 0%| | 0/59 [00:00<?, ?it/s] 295/299 5.66G 0.02256 0.00989 0.002047 0.03449 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.62it/s] 295/299 5.66G 0.02347 0.01069 0.001202 0.03536 82 640: 2%|▏ | 1/59 [00:00<00:12, 4.62it/s] 295/299 5.66G 0.02347 0.01069 0.001202 0.03536 82 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 295/299 5.66G 0.02352 0.009571 0.0009818 0.03408 60 640: 3%|▎ | 2/59 [00:00<00:13, 4.38it/s] 295/299 5.66G 0.02352 0.009571 0.0009818 0.03408 60 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 295/299 5.66G 0.02325 0.009455 0.000883 0.03359 72 640: 5%|▌ | 3/59 [00:00<00:12, 4.49it/s] 295/299 5.66G 0.02325 0.009455 0.000883 0.03359 72 640: 7%|▋ | 4/59 [00:00<00:12, 4.38it/s] 295/299 5.66G 0.02302 0.008992 0.001059 0.03307 68 640: 7%|▋ | 4/59 [00:01<00:12, 4.38it/s] 295/299 5.66G 0.02302 0.008992 0.001059 0.03307 68 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 295/299 5.66G 0.02246 0.00923 0.001027 0.03272 95 640: 8%|▊ | 5/59 [00:01<00:12, 4.48it/s] 295/299 5.66G 0.02246 0.00923 0.001027 0.03272 95 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 295/299 5.66G 0.02233 0.009183 0.001028 0.03254 71 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 295/299 5.66G 0.02233 0.009183 0.001028 0.03254 71 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 295/299 5.66G 0.02223 0.009487 0.0009644 0.03268 89 640: 12%|█▏ | 7/59 [00:01<00:11, 4.49it/s] 295/299 5.66G 0.02223 0.009487 0.0009644 0.03268 89 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 295/299 5.66G 0.02201 0.00935 0.001028 0.03239 76 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 295/299 5.66G 0.02201 0.00935 0.001028 0.03239 76 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 295/299 5.66G 0.02194 0.009198 0.0009497 0.03209 73 640: 15%|█▌ | 9/59 [00:02<00:11, 4.48it/s] 295/299 5.66G 0.02194 0.009198 0.0009497 0.03209 73 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 295/299 5.66G 0.02201 0.009235 0.0009552 0.0322 78 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 295/299 5.66G 0.02201 0.009235 0.0009552 0.0322 78 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 295/299 5.66G 0.02204 0.009254 0.0009056 0.0322 72 640: 19%|█▊ | 11/59 [00:02<00:10, 4.49it/s] 295/299 5.66G 0.02204 0.009254 0.0009056 0.0322 72 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 295/299 5.66G 0.02194 0.009225 0.000871 0.03203 84 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 295/299 5.66G 0.02194 0.009225 0.000871 0.03203 84 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 295/299 5.66G 0.02209 0.00914 0.000848 0.03208 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 295/299 5.66G 0.02209 0.00914 0.000848 0.03208 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 295/299 5.66G 0.02192 0.00916 0.0008144 0.03189 90 640: 24%|██▎ | 14/59 [00:03<00:10, 4.40it/s] 295/299 5.66G 0.02192 0.00916 0.0008144 0.03189 90 640: 25%|██▌ | 15/59 [00:03<00:09, 4.47it/s] 295/299 5.66G 0.02175 0.009117 0.0007916 0.03166 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.687 0.682 0.647 0.378
0%| | 0/59 [00:00<?, ?it/s] 296/299 5.66G 0.02259 0.007744 0.0003853 0.03072 69 640: 0%| | 0/59 [00:00<?, ?it/s] 296/299 5.66G 0.02259 0.007744 0.0003853 0.03072 69 640: 2%|▏ | 1/59 [00:00<00:14, 4.07it/s] 296/299 5.66G 0.02272 0.0086 0.00126 0.03258 76 640: 2%|▏ | 1/59 [00:00<00:14, 4.07it/s] 296/299 5.66G 0.02272 0.0086 0.00126 0.03258 76 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 296/299 5.66G 0.02225 0.008442 0.00144 0.03213 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.40it/s] 296/299 5.66G 0.02225 0.008442 0.00144 0.03213 69 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 296/299 5.66G 0.02216 0.008423 0.001204 0.03179 90 640: 5%|▌ | 3/59 [00:00<00:13, 4.31it/s] 296/299 5.66G 0.02216 0.008423 0.001204 0.03179 90 640: 7%|▋ | 4/59 [00:00<00:12, 4.44it/s] 296/299 5.66G 0.02223 0.008832 0.001061 0.03213 89 640: 7%|▋ | 4/59 [00:01<00:12, 4.44it/s] 296/299 5.66G 0.02223 0.008832 0.001061 0.03213 89 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 296/299 5.66G 0.02211 0.009223 0.001159 0.03249 94 640: 8%|▊ | 5/59 [00:01<00:12, 4.36it/s] 296/299 5.66G 0.02211 0.009223 0.001159 0.03249 94 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 296/299 5.66G 0.02257 0.009267 0.001348 0.03318 77 640: 10%|█ | 6/59 [00:01<00:11, 4.44it/s] 296/299 5.66G 0.02257 0.009267 0.001348 0.03318 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 296/299 5.66G 0.02254 0.009732 0.001319 0.03359 107 640: 12%|█▏ | 7/59 [00:01<00:11, 4.38it/s] 296/299 5.66G 0.02254 0.009732 0.001319 0.03359 107 640: 14%|█▎ | 8/59 [00:01<00:11, 4.46it/s] 296/299 5.66G 0.0227 0.009755 0.001215 0.03367 84 640: 14%|█▎ | 8/59 [00:02<00:11, 4.46it/s] 296/299 5.66G 0.0227 0.009755 0.001215 0.03367 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 296/299 5.66G 0.02288 0.009865 0.001225 0.03397 86 640: 15%|█▌ | 9/59 [00:02<00:11, 4.40it/s] 296/299 5.66G 0.02288 0.009865 0.001225 0.03397 86 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 296/299 5.66G 0.02311 0.009962 0.001269 0.03434 94 640: 17%|█▋ | 10/59 [00:02<00:10, 4.48it/s] 296/299 5.66G 0.02311 0.009962 0.001269 0.03434 94 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 296/299 5.66G 0.02323 0.009815 0.001205 0.03425 63 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 296/299 5.66G 0.02323 0.009815 0.001205 0.03425 63 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 296/299 5.66G 0.02297 0.009729 0.001174 0.03387 79 640: 20%|██ | 12/59 [00:02<00:10, 4.47it/s] 296/299 5.66G 0.02297 0.009729 0.001174 0.03387 79 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 296/299 5.66G 0.02289 0.009787 0.001135 0.03381 95 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 296/299 5.66G 0.02289 0.009787 0.001135 0.03381 95 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 296/299 5.66G 0.02287 0.009911 0.001085 0.03387 104 640: 24%|██▎ | 14/59 [00:03<00:10, 4.48it/s] 296/299 5.66G 0.02287 0.009911 0.001085 0.03387 104 640: 25%|██▌ | 15/59 [00:03<00:09, 4.42it/s] 296/299 5.66G 0.02285 0.009857 0.001045 0.03376 79 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.679 0.645 0.378
0%| | 0/59 [00:00<?, ?it/s] 297/299 5.66G 0.02389 0.009287 0.000584 0.03376 79 640: 0%| | 0/59 [00:00<?, ?it/s] 297/299 5.66G 0.02389 0.009287 0.000584 0.03376 79 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 297/299 5.66G 0.02311 0.009658 0.0007678 0.03353 80 640: 2%|▏ | 1/59 [00:00<00:12, 4.58it/s] 297/299 5.66G 0.02311 0.009658 0.0007678 0.03353 80 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 297/299 5.66G 0.02299 0.009802 0.0008496 0.03364 74 640: 3%|▎ | 2/59 [00:00<00:12, 4.39it/s] 297/299 5.66G 0.02299 0.009802 0.0008496 0.03364 74 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 297/299 5.66G 0.02326 0.00991 0.001431 0.0346 93 640: 5%|▌ | 3/59 [00:00<00:12, 4.47it/s] 297/299 5.66G 0.02326 0.00991 0.001431 0.0346 93 640: 7%|▋ | 4/59 [00:00<00:12, 4.39it/s] 297/299 5.66G 0.02294 0.00978 0.001338 0.03406 83 640: 7%|▋ | 4/59 [00:01<00:12, 4.39it/s] 297/299 5.66G 0.02294 0.00978 0.001338 0.03406 83 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 297/299 5.66G 0.02325 0.009871 0.001339 0.03446 82 640: 8%|▊ | 5/59 [00:01<00:12, 4.49it/s] 297/299 5.66G 0.02325 0.009871 0.001339 0.03446 82 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 297/299 5.66G 0.02294 0.009684 0.001331 0.03395 65 640: 10%|█ | 6/59 [00:01<00:12, 4.41it/s] 297/299 5.66G 0.02294 0.009684 0.001331 0.03395 65 640: 12%|█▏ | 7/59 [00:01<00:11, 4.50it/s] 297/299 5.66G 0.02314 0.00985 0.001293 0.03428 98 640: 12%|█▏ | 7/59 [00:01<00:11, 4.50it/s] 297/299 5.66G 0.02314 0.00985 0.001293 0.03428 98 640: 14%|█▎ | 8/59 [00:01<00:11, 4.42it/s] 297/299 5.66G 0.02288 0.009646 0.001699 0.03423 71 640: 14%|█▎ | 8/59 [00:02<00:11, 4.42it/s] 297/299 5.66G 0.02288 0.009646 0.001699 0.03423 71 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 297/299 5.66G 0.02271 0.009739 0.001648 0.0341 94 640: 15%|█▌ | 9/59 [00:02<00:11, 4.49it/s] 297/299 5.66G 0.02271 0.009739 0.001648 0.0341 94 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 297/299 5.66G 0.02292 0.009889 0.001594 0.0344 93 640: 17%|█▋ | 10/59 [00:02<00:11, 4.41it/s] 297/299 5.66G 0.02292 0.009889 0.001594 0.0344 93 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 297/299 5.66G 0.02268 0.009819 0.001482 0.03398 86 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 297/299 5.66G 0.02268 0.009819 0.001482 0.03398 86 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 297/299 5.66G 0.02271 0.009826 0.001468 0.034 96 640: 20%|██ | 12/59 [00:02<00:10, 4.42it/s] 297/299 5.66G 0.02271 0.009826 0.001468 0.034 96 640: 22%|██▏ | 13/59 [00:02<00:10, 4.49it/s] 297/299 5.66G 0.02271 0.009776 0.001399 0.03388 76 640: 22%|██▏ | 13/59 [00:03<00:10, 4.49it/s] 297/299 5.66G 0.02271 0.009776 0.001399 0.03388 76 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 297/299 5.66G 0.02278 0.009709 0.001424 0.03392 70 640: 24%|██▎ | 14/59 [00:03<00:10, 4.42it/s] 297/299 5.66G 0.02278 0.009709 0.001424 0.03392 70 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 297/299 5.66G 0.0226 0.009621 0.001394 0.03362 86 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.698 0.669 0.644 0.38
0%| | 0/59 [00:00<?, ?it/s] 298/299 5.66G 0.02077 0.01032 0.0003377 0.03143 87 640: 0%| | 0/59 [00:00<?, ?it/s] 298/299 5.66G 0.02077 0.01032 0.0003377 0.03143 87 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 298/299 5.66G 0.02129 0.01094 0.0005514 0.03278 84 640: 2%|▏ | 1/59 [00:00<00:13, 4.21it/s] 298/299 5.66G 0.02129 0.01094 0.0005514 0.03278 84 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 298/299 5.66G 0.02206 0.009946 0.0004882 0.03249 69 640: 3%|▎ | 2/59 [00:00<00:12, 4.46it/s] 298/299 5.66G 0.02206 0.009946 0.0004882 0.03249 69 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 298/299 5.66G 0.02232 0.01072 0.0007326 0.03377 112 640: 5%|▌ | 3/59 [00:00<00:12, 4.32it/s] 298/299 5.66G 0.02232 0.01072 0.0007326 0.03377 112 640: 7%|▋ | 4/59 [00:00<00:12, 4.45it/s] 298/299 5.66G 0.02195 0.01049 0.0006561 0.0331 101 640: 7%|▋ | 4/59 [00:01<00:12, 4.45it/s] 298/299 5.66G 0.02195 0.01049 0.0006561 0.0331 101 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 298/299 5.66G 0.02269 0.0102 0.0005967 0.03349 74 640: 8%|▊ | 5/59 [00:01<00:12, 4.38it/s] 298/299 5.66G 0.02269 0.0102 0.0005967 0.03349 74 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 298/299 5.66G 0.02235 0.01015 0.0006834 0.03318 97 640: 10%|█ | 6/59 [00:01<00:11, 4.48it/s] 298/299 5.66G 0.02235 0.01015 0.0006834 0.03318 97 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 298/299 5.66G 0.02239 0.01042 0.001039 0.03385 92 640: 12%|█▏ | 7/59 [00:01<00:11, 4.39it/s] 298/299 5.66G 0.02239 0.01042 0.001039 0.03385 92 640: 14%|█▎ | 8/59 [00:01<00:11, 4.45it/s] 298/299 5.66G 0.02211 0.01023 0.0009613 0.03331 74 640: 14%|█▎ | 8/59 [00:02<00:11, 4.45it/s] 298/299 5.66G 0.02211 0.01023 0.0009613 0.03331 74 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 298/299 5.66G 0.02202 0.0101 0.0009408 0.03306 87 640: 15%|█▌ | 9/59 [00:02<00:11, 4.39it/s] 298/299 5.66G 0.02202 0.0101 0.0009408 0.03306 87 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 298/299 5.66G 0.02196 0.009957 0.001114 0.03303 75 640: 17%|█▋ | 10/59 [00:02<00:10, 4.47it/s] 298/299 5.66G 0.02196 0.009957 0.001114 0.03303 75 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 298/299 5.66G 0.02188 0.00995 0.0011 0.03293 83 640: 19%|█▊ | 11/59 [00:02<00:10, 4.41it/s] 298/299 5.66G 0.02188 0.00995 0.0011 0.03293 83 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 298/299 5.66G 0.02164 0.009853 0.001035 0.03253 78 640: 20%|██ | 12/59 [00:02<00:10, 4.48it/s] 298/299 5.66G 0.02164 0.009853 0.001035 0.03253 78 640: 22%|██▏ | 13/59 [00:02<00:10, 4.41it/s] 298/299 5.66G 0.02189 0.009764 0.001067 0.03272 74 640: 22%|██▏ | 13/59 [00:03<00:10, 4.41it/s] 298/299 5.66G 0.02189 0.009764 0.001067 0.03272 74 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 298/299 5.66G 0.02186 0.009834 0.001014 0.03271 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.49it/s] 298/299 5.66G 0.02186 0.009834 0.001014 0.03271 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.40it/s] 298/299 5.66G 0.02178 0.009733 0.0009603 0.03248 76 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:00<00:02, 3.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:00<00:02, 3.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:00<00:01, 3.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:01<00:01, 3.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:01<00:01, 3.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:01<00:00, 3.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:02<00:00, 3.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 4.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:02<00:00, 3.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.689 0.678 0.64 0.374
0%| | 0/59 [00:00<?, ?it/s] 299/299 5.66G 0.02041 0.01008 0.0007189 0.03121 99 640: 0%| | 0/59 [00:00<?, ?it/s] 299/299 5.66G 0.02041 0.01008 0.0007189 0.03121 99 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 299/299 5.66G 0.02055 0.009859 0.0009231 0.03133 87 640: 2%|▏ | 1/59 [00:00<00:12, 4.59it/s] 299/299 5.66G 0.02055 0.009859 0.0009231 0.03133 87 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 299/299 5.66G 0.02164 0.009139 0.0007944 0.03157 78 640: 3%|▎ | 2/59 [00:00<00:13, 4.37it/s] 299/299 5.66G 0.02164 0.009139 0.0007944 0.03157 78 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 299/299 5.66G 0.02207 0.00884 0.0006604 0.03157 71 640: 5%|▌ | 3/59 [00:00<00:12, 4.46it/s] 299/299 5.66G 0.02207 0.00884 0.0006604 0.03157 71 640: 7%|▋ | 4/59 [00:00<00:12, 4.35it/s] 299/299 5.66G 0.02187 0.008876 0.0006151 0.03136 92 640: 7%|▋ | 4/59 [00:01<00:12, 4.35it/s] 299/299 5.66G 0.02187 0.008876 0.0006151 0.03136 92 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 299/299 5.66G 0.02204 0.009036 0.0005943 0.03167 77 640: 8%|▊ | 5/59 [00:01<00:12, 4.44it/s] 299/299 5.66G 0.02204 0.009036 0.0005943 0.03167 77 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 299/299 5.66G 0.02224 0.009078 0.0007314 0.03205 88 640: 10%|█ | 6/59 [00:01<00:12, 4.37it/s] 299/299 5.66G 0.02224 0.009078 0.0007314 0.03205 88 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 299/299 5.66G 0.02212 0.009041 0.0007354 0.03189 77 640: 12%|█▏ | 7/59 [00:01<00:11, 4.46it/s] 299/299 5.66G 0.02212 0.009041 0.0007354 0.03189 77 640: 14%|█▎ | 8/59 [00:01<00:11, 4.40it/s] 299/299 5.66G 0.02219 0.009023 0.0007212 0.03193 70 640: 14%|█▎ | 8/59 [00:02<00:11, 4.40it/s] 299/299 5.66G 0.02219 0.009023 0.0007212 0.03193 70 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 299/299 5.66G 0.02205 0.009078 0.0006947 0.03182 84 640: 15%|█▌ | 9/59 [00:02<00:11, 4.47it/s] 299/299 5.66G 0.02205 0.009078 0.0006947 0.03182 84 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 299/299 5.66G 0.02225 0.009098 0.0007473 0.03209 80 640: 17%|█▋ | 10/59 [00:02<00:11, 4.40it/s] 299/299 5.66G 0.02225 0.009098 0.0007473 0.03209 80 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 299/299 5.66G 0.02239 0.009019 0.0007074 0.03211 66 640: 19%|█▊ | 11/59 [00:02<00:10, 4.48it/s] 299/299 5.66G 0.02239 0.009019 0.0007074 0.03211 66 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 299/299 5.66G 0.02225 0.009174 0.0007042 0.03213 93 640: 20%|██ | 12/59 [00:02<00:10, 4.40it/s] 299/299 5.66G 0.02225 0.009174 0.0007042 0.03213 93 640: 22%|██▏ | 13/59 [00:02<00:10, 4.48it/s] 299/299 5.66G 0.02203 0.009014 0.0006733 0.03172 68 640: 22%|██▏ | 13/59 [00:03<00:10, 4.48it/s] 299/299 5.66G 0.02203 0.009014 0.0006733 0.03172 68 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 299/299 5.66G 0.02229 0.009152 0.0006793 0.03212 88 640: 24%|██▎ | 14/59 [00:03<00:10, 4.41it/s] 299/299 5.66G 0.02229 0.009152 0.0006793 0.03212 88 640: 25%|██▌ | 15/59 [00:03<00:09, 4.49it/s] 299/299 5.66G 0.02226 0.009232 0.0006731 0.03217 84 640
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/9 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 11%|█ | 1/9 [00:02<00:17, 2.16s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 22%|██▏ | 2/9 [00:02<00:08, 1.18s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 3/9 [00:03<00:05, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 44%|████▍ | 4/9 [00:03<00:03, 1.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 56%|█████▌ | 5/9 [00:03<00:02, 1.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 6/9 [00:04<00:01, 1.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 78%|███████▊ | 7/9 [00:04<00:00, 2.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 89%|████████▉ | 8/9 [00:05<00:00, 2.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:05<00:00, 3.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 9/9 [00:05<00:00, 1.74it/s]
300 epochs completed in 1.355 hours.
Images sizes do not match. This will causes images to be display incorrectly in the UI.
wandb: Waiting for W&B process to finish... (success).
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wandb:
wandb: Run history:
wandb: metrics/mAP_0.5 ▁▃▃▃▅▆▆▇▆▇▇▇█▇█▇▇██████████████████████▇
wandb: metrics/mAP_0.5:0.95 ▁▂▂▂▄▅▅▆▆▇▇▇█▆▇▇▇▇██████████████████████
wandb: metrics/precision ▅▂▁▁▄▃▆▆▅▆▆▅▇▆▇▆▇▇▇▇▇▇▇▇▇█▇█▇█▇█▇▇█▇▇▇▇▇
wandb: metrics/recall ▁▃▃▄▅▆▅▆▅▆▇▇▇▇▇▇▇▇▇▇█████▇█████████████▇
wandb: train/box_loss █▇▆▅▅▄▄▄▄▄▃▃▃▃▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁
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wandb: val/obj_loss ▇▅██▅▃▃▂▃▁▁▂▁▃▁▂▂▂▂▂▂▂▂▂▂▂▂▃▃▃▃▃▃▃▃▃▄▄▄▄
wandb: x/lr0 ▁▃██████▇▇▇▇▇▆▆▆▆▅▅▅▅▄▄▄▃▃▃▃▂▂▂▂▂▁▁▁▁▁▁▁
wandb: x/lr1 ▁▃██████▇▇▇▇▇▆▆▆▆▅▅▅▅▄▄▄▃▃▃▃▂▂▂▂▂▁▁▁▁▁▁▁
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wandb:
wandb: Run summary:
wandb: metrics/mAP_0.5 0.6311
wandb: metrics/mAP_0.5:0.95 0.3722
wandb: metrics/precision 0.6897
wandb: metrics/recall 0.66231
wandb: train/box_loss 0.02206
wandb: train/cls_loss 0.00102
wandb: train/obj_loss 0.00965
wandb: val/box_loss 0.03538
wandb: val/cls_loss 0.01018
wandb: val/obj_loss 0.01096
wandb: x/lr0 0.002
wandb: x/lr1 0.002
wandb: x/lr2 0.002
wandb:
wandb: Synced exp52: https://wandb.ai/zjc1633/YOLOv5/runs/3j21ir9l
wandb: Synced 6 W&B file(s), 337 media file(s), 1 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20220830_095239-3j21ir9l/logs
all 534 864 0.69 0.662 0.631 0.372
D00 534 317 0.665 0.738 0.681 0.349
D10 534 284 0.71 0.76 0.711 0.374
Repair 534 176 0.708 0.716 0.746 0.531
D20 534 65 0.599 0.415 0.393 0.187
D40 534 22 0.766 0.682 0.624 0.42
Optimizer stripped from runs/train/exp52/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp52/weights/best.pt, 14.4MB
usage: train.py [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP]
[--epochs EPOCHS] [--batch-size BATCH_SIZE]
[--img-size IMG_SIZE [IMG_SIZE ...]] [--rect]
[--resume [RESUME]] [--nosave] [--notest] [--noautoanchor]
[--evolve] [--bucket BUCKET] [--cache-images]
[--image-weights] [--device DEVICE] [--multi-scale]
[--single-cls] [--adam] [--sync-bn] [--local_rank LOCAL_RANK]
[--workers WORKERS] [--project PROJECT] [--entity ENTITY]
[--name NAME] [--exist-ok] [--quad] [--linear-lr]
[--label-smoothing LABEL_SMOOTHING] [--upload_dataset]
[--bbox_interval BBOX_INTERVAL] [--save_period SAVE_PERIOD]
[--artifact_alias ARTIFACT_ALIAS]
train.py: error: unrecognized arguments: --imgsz 640
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11019.4375MB)
Namespace(weights='yolov5s.pt', cfg='./models/yolov5s.yaml', data='data/road.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp53', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
wandb: Currently logged in as: zjc1633. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.13.2
wandb: Run data is saved locally in /host/zjc/yolov5/wandb/run-20220907_072445-3dr34zoy
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run exp53
wandb: ⭐️ View project at https://wandb.ai/zjc1633/YOLOv5
wandb: 🚀 View run at https://wandb.ai/zjc1633/YOLOv5/runs/3dr34zoy
Overriding model.yaml nc=80 with nc=6
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 156928 models.common.C3 [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1182720 models.common.C3 [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 29667 models.yolo.Detect [6, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 283 layers, 7077027 parameters, 7077027 gradients, 16.5 GFLOPS
Transferred 354/362 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 62 .bias, 62 conv.weight, 59 other
github: skipping check (Docker image)
train: Scanning '../China_Drone/labels/train.cache' images and labels... 1867 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 1867/1867 [00:00<?, ?it/s] train: Scanning '../China_Drone/labels/train.cache' images and labels... 1867 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 1867/1867 [00:00<?, ?it/s]
val: Scanning '../China_Drone/labels/val.cache' images and labels... 534 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 534/534 [00:00<?, ?it/s] val: Scanning '../China_Drone/labels/val.cache' images and labels... 534 found, 0 missing, 1 empty, 0 corrupted: 100%|██████████| 534/534 [00:00<?, ?it/s]
Images sizes do not match. This will causes images to be display incorrectly in the UI.
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp53
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 3.31, Best Possible Recall (BPR) = 0.9886
0%| | 0/117 [00:00<?, ?it/s] 0/299 2.87G 0.1181 0.03464 0.05936 0.2121 53 640: 0%| | 0/117 [00:02<?, ?it/s] 0/299 2.87G 0.1181 0.03464 0.05936 0.2121 53 640: 1%| | 1/117 [00:02<04:32, 2.35s/it] 0/299 2.97G 0.1211 0.0321 0.05878 0.212 37 640: 1%| | 1/117 [00:02<04:32, 2.35s/it] 0/299 2.97G 0.1211 0.0321 0.05878 0.212 37 640: 2%|▏ | 2/117 [00:02<02:02, 1.06s/it] 0/299 2.97G 0.1209 0.03186 0.05856 0.2113 40 640: 2%|▏ | 2/117 [00:02<02:02, 1.06s/it] 0/299 2.97G 0.1209 0.03186 0.05856 0.2113 40 640: 3%|▎ | 3/117 [00:02<01:14, 1.54it/s] 0/299 2.97G 0.1205 0.03159 0.05863 0.2108 39 640: 3%|▎ | 3/117 [00:02<01:14, 1.54it/s] 0/299 2.97G 0.1205 0.03159 0.05863 0.2108 39 640: 3%|▎ | 4/117 [00:02<00:51, 2.18it/s] 0/299 2.97G 0.1203 0.03098 0.05873 0.21 31 640: 3%|▎ | 4/117 [00:02<00:51, 2.18it/s] 0/299 2.97G 0.1203 0.03098 0.05873 0.21 31 640: 4%|▍ | 5/117 [00:02<00:38, 2.92it/s] 0/299 2.97G 0.1199 0.03096 0.05877 0.2096 43 640: 4%|▍ | 5/117 [00:03<00:38, 2.92it/s] 0/299 2.97G 0.1199 0.03096 0.05877 0.2096 43 640: 5%|▌ | 6/117 [00:03<00:30, 3.67it/s] 0/299 2.97G 0.1201 0.03057 0.0589 0.2095 33 640: 5%|▌ | 6/117 [00:03<00:30, 3.67it/s] 0/299 2.97G 0.1201 0.03057 0.0589 0.2095 33 640: 6%|▌ | 7/117 [00:03<00:25, 4.38it/s] 0/299 2.97G 0.1194 0.03058 0.05899 0.209 36 640: 6%|▌ | 7/117 [00:03<00:25, 4.38it/s] 0/299 2.97G 0.1194 0.03058 0.05899 0.209 36 640: 7%|▋ | 8/117 [00:03<00:21, 4.95it/s] 0/299 2.97G 0.1195 0.03028 0.0586 0.2084 33 640: 7%|▋ | 8/117 [00:03<00:21, 4.95it/s] 0/299 2.97G 0.1195 0.03028 0.0586 0.2084 33 640: 8%|▊ | 9/117 [00:03<00:19, 5.50it/s] 0/299 2.97G 0.1192 0.03028 0.05834 0.2078 43 640: 8%|▊ | 9/117 [00:03<00:19, 5.50it/s] 0/299 2.97G 0.1192 0.03028 0.05834 0.2078 43 640: 9%|▊ | 10/117 [00:03<00:18, 5.89it/s] 0/299 2.97G 0.1193 0.03037 0.05824 0.2079 54 640: 9%|▊ | 10/117 [00:03<00:18, 5.89it/s] 0/299 2.97G 0.1193 0.03037 0.05824 0.2079 54 640: 9%|▉ | 11/117 [00:03<00:17, 6.06it/s] 0/299 2.97G 0.119 0.03024 0.05828 0.2075 42 640: 9%|▉ | 11/117 [00:03<00:17, 6.06it/s] 0/299 2.97G 0.119 0.03024 0.05828 0.2075 42 640: 10%|█ | 12/117 [00:03<00:16, 6.38it/s] 0/299 2.97G 0.1187 0.03021 0.0582 0.2071 47 640: 10%|█ | 12/117 [00:04<00:16, 6.38it/s] 0/299 2.97G 0.1187 0.03021 0.0582 0.2071 47 640: 11%|█ | 13/117 [00:04<00:15, 6.63it/s] 0/299 2.97G 0.1185 0.03006 0.05804 0.2066 39 640: 11%|█ | 13/117 [00:04<00:15, 6.63it/s] 0/299 2.97G 0.1185 0.03006 0.05804 0.2066 39 640: 12%|█▏ | 14/117 [00:04<00:15, 6.80it/s] 0/299 2.97G 0.1185 0.02986 0.05786 0.2062 42 640: 12%|█▏ | 14/117 [00:04<00:15, 6.80it/s] 0/299 2.97G 0.1185 0.02986 0.05786 0.2062 42 640: 13%|█▎ | 15/117 [00:04<00:14, 6.93it/s] 0/299 2.97G 0.1184 0.02989 0.05777 0.206 52 640: 13%|█<>
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/17 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 6%|▌ | 1/17 [00:01<00:16, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 12%|█▏ | 2/17 [00:01<00:07, 1.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 3/17 [00:01<00:05, 2.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 24%|██▎ | 4/17 [00:01<00:03, 3.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 29%|██▉ | 5/17 [00:01<00:02, 4.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 35%|███▌ | 6/17 [00:01<00:02, 4.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 41%|████ | 7/17 [00:02<00:02, 4.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 47%|████▋ | 8/17 [00:02<00:01, 5.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 53%|█████▎ | 9/17 [00:02<00:01, 5.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 59%|█████▉ | 10/17 [00:02<00:01, 5.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 65%|██████▍ | 11/17 [00:02<00:01, 5.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 71%|███████ | 12/17 [00:02<00:00, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 76%|███████▋ | 13/17 [00:03<00:00, 5.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 14/17 [00:03<00:00, 5.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 88%|████████▊ | 15/17 [00:03<00:00, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 94%|█████████▍| 16/17 [00:03<00:00, 5.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:04<00:00, 2.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:04<00:00, 3.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.0128 0.021 0.00238 0.000545
0%| | 0/117 [00:00<?, ?it/s] 1/299 6.43G 0.08622 0.02289 0.04126 0.1504 39 640: 0%| | 0/117 [00:00<?, ?it/s] 1/299 6.43G 0.08622 0.02289 0.04126 0.1504 39 640: 1%| | 1/117 [00:00<00:16, 7.19it/s] 1/299 6.43G 0.08689 0.02493 0.0443 0.1561 46 640: 1%| | 1/117 [00:00<00:16, 7.19it/s] 1/299 6.43G 0.08689 0.02493 0.0443 0.1561 46 640: 2%|▏ | 2/117 [00:00<00:16, 7.18it/s] 1/299 6.43G 0.08353 0.02453 0.04475 0.1528 37 640: 2%|▏ | 2/117 [00:00<00:16, 7.18it/s] 1/299 6.43G 0.08353 0.02453 0.04475 0.1528 37 640: 3%|▎ | 3/117 [00:00<00:15, 7.22it/s] 1/299 6.43G 0.08533 0.02515 0.0444 0.1549 53 640: 3%|▎ | 3/117 [00:00<00:15, 7.22it/s] 1/299 6.43G 0.08533 0.02515 0.0444 0.1549 53 640: 3%|▎ | 4/117 [00:00<00:15, 7.22it/s] 1/299 6.43G 0.08475 0.0234 0.04543 0.1536 22 640: 3%|▎ | 4/117 [00:00<00:15, 7.22it/s] 1/299 6.43G 0.08475 0.0234 0.04543 0.1536 22 640: 4%|▍ | 5/117 [00:00<00:15, 7.23it/s] 1/299 6.43G 0.0865 0.02272 0.04458 0.1538 40 640: 4%|▍ | 5/117 [00:00<00:15, 7.23it/s] 1/299 6.43G 0.0865 0.02272 0.04458 0.1538 40 640: 5%|▌ | 6/117 [00:00<00:15, 7.23it/s] 1/299 6.43G 0.08684 0.02258 0.04388 0.1533 42 640: 5%|▌ | 6/117 [00:00<00:15, 7.23it/s] 1/299 6.43G 0.08684 0.02258 0.04388 0.1533 42 640: 6%|▌ | 7/117 [00:00<00:15, 7.17it/s] 1/299 6.43G 0.08696 0.0224 0.04379 0.1532 33 640: 6%|▌ | 7/117 [00:01<00:15, 7.17it/s] 1/299 6.43G 0.08696 0.0224 0.04379 0.1532 33 640: 7%|▋ | 8/117 [00:01<00:15, 7.19it/s] 1/299 6.43G 0.08691 0.02226 0.04394 0.1531 39 640: 7%|▋ | 8/117 [00:01<00:15, 7.19it/s] 1/299 6.43G 0.08691 0.02226 0.04394 0.1531 39 640: 8%|▊ | 9/117 [00:01<00:14, 7.20it/s] 1/299 6.43G 0.08699 0.02229 0.04372 0.153 38 640: 8%|▊ | 9/117 [00:01<00:14, 7.20it/s] 1/299 6.43G 0.08699 0.02229 0.04372 0.153 38 640: 9%|▊ | 10/117 [00:01<00:14, 7.22it/s] 1/299 6.43G 0.08753 0.02239 0.04369 0.1536 46 640: 9%|▊ | 10/117 [00:01<00:14, 7.22it/s] 1/299 6.43G 0.08753 0.02239 0.04369 0.1536 46 640: 9%|▉ | 11/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.08727 0.02295 0.04361 0.1538 50 640: 9%|▉ | 11/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.08727 0.02295 0.04361 0.1538 50 640: 10%|█ | 12/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.0868 0.02287 0.04339 0.1531 32 640: 10%|█ | 12/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.0868 0.02287 0.04339 0.1531 32 640: 11%|█ | 13/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.08704 0.02254 0.04364 0.1532 32 640: 11%|█ | 13/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.08704 0.02254 0.04364 0.1532 32 640: 12%|█▏ | 14/117 [00:01<00:14, 7.24it/s] 1/299 6.43G 0.08741 0.02274 0.04341 0.1536 49 640: 12%|█▏ | 14/117 [00:02<00:14, 7.24it/s] 1/299 6.43G 0.08741 0.02274 0.04341 0.1536 49 640: 13%|█▎ | 15/117 [00:02<00:14, 7.21it/s] 1/299 6.43G 0.08729 0.02319 0.04334 0.1538 50 640: 13%|█<>
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/17 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 6%|▌ | 1/17 [00:00<00:03, 5.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 12%|█▏ | 2/17 [00:00<00:02, 5.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 3/17 [00:00<00:02, 5.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 24%|██▎ | 4/17 [00:00<00:02, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 29%|██▉ | 5/17 [00:00<00:02, 5.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 35%|███▌ | 6/17 [00:01<00:02, 5.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 41%|████ | 7/17 [00:01<00:01, 5.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 47%|████▋ | 8/17 [00:01<00:01, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 53%|█████▎ | 9/17 [00:01<00:01, 5.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 59%|█████▉ | 10/17 [00:01<00:01, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 65%|██████▍ | 11/17 [00:02<00:01, 5.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 71%|███████ | 12/17 [00:02<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 76%|███████▋ | 13/17 [00:02<00:00, 5.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 14/17 [00:02<00:00, 5.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 88%|████████▊ | 15/17 [00:02<00:00, 5.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 94%|█████████▍| 16/17 [00:03<00:00, 5.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:03<00:00, 5.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:03<00:00, 5.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.267 0.149 0.0217 0.00588
0%| | 0/117 [00:00<?, ?it/s] 2/299 6.43G 0.07385 0.02506 0.02572 0.1246 46 640: 0%| | 0/117 [00:00<?, ?it/s] 2/299 6.43G 0.07385 0.02506 0.02572 0.1246 46 640: 1%| | 1/117 [00:00<00:16, 7.13it/s] 2/299 6.43G 0.06989 0.02501 0.03127 0.1262 34 640: 1%| | 1/117 [00:00<00:16, 7.13it/s] 2/299 6.43G 0.06989 0.02501 0.03127 0.1262 34 640: 2%|▏ | 2/117 [00:00<00:14, 7.86it/s] 2/299 6.43G 0.06933 0.02448 0.03286 0.1267 39 640: 2%|▏ | 2/117 [00:00<00:14, 7.86it/s] 2/299 6.43G 0.06933 0.02448 0.03286 0.1267 39 640: 3%|▎ | 3/117 [00:00<00:15, 7.60it/s] 2/299 6.43G 0.06942 0.02477 0.03084 0.125 45 640: 3%|▎ | 3/117 [00:00<00:15, 7.60it/s] 2/299 6.43G 0.06942 0.02477 0.03084 0.125 45 640: 3%|▎ | 4/117 [00:00<00:14, 7.92it/s] 2/299 6.43G 0.07004 0.02478 0.03057 0.1254 45 640: 3%|▎ | 4/117 [00:00<00:14, 7.92it/s] 2/299 6.43G 0.07004 0.02478 0.03057 0.1254 45 640: 4%|▍ | 5/117 [00:00<00:14, 7.69it/s] 2/299 6.43G 0.0699 0.02398 0.03082 0.1247 29 640: 4%|▍ | 5/117 [00:00<00:14, 7.69it/s] 2/299 6.43G 0.0699 0.02398 0.03082 0.1247 29 640: 5%|▌ | 6/117 [00:00<00:13, 7.95it/s] 2/299 6.43G 0.06977 0.02461 0.0304 0.1248 47 640: 5%|▌ | 6/117 [00:00<00:13, 7.95it/s] 2/299 6.43G 0.06977 0.02461 0.0304 0.1248 47 640: 6%|▌ | 7/117 [00:00<00:14, 7.70it/s] 2/299 6.43G 0.06922 0.02544 0.03066 0.1253 42 640: 6%|▌ | 7/117 [00:01<00:14, 7.70it/s] 2/299 6.43G 0.06922 0.02544 0.03066 0.1253 42 640: 7%|▋ | 8/117 [00:01<00:13, 7.92it/s] 2/299 6.43G 0.06888 0.02527 0.03095 0.1251 39 640: 7%|▋ | 8/117 [00:01<00:13, 7.92it/s] 2/299 6.43G 0.06888 0.02527 0.03095 0.1251 39 640: 8%|▊ | 9/117 [00:01<00:13, 7.73it/s] 2/299 6.43G 0.06821 0.02555 0.03072 0.1245 46 640: 8%|▊ | 9/117 [00:01<00:13, 7.73it/s] 2/299 6.43G 0.06821 0.02555 0.03072 0.1245 46 640: 9%|▊ | 10/117 [00:01<00:13, 7.95it/s] 2/299 6.43G 0.0685 0.0265 0.03155 0.1265 59 640: 9%|▊ | 10/117 [00:01<00:13, 7.95it/s] 2/299 6.43G 0.0685 0.0265 0.03155 0.1265 59 640: 9%|▉ | 11/117 [00:01<00:13, 7.73it/s] 2/299 6.43G 0.06815 0.02633 0.03117 0.1256 37 640: 9%|▉ | 11/117 [00:01<00:13, 7.73it/s] 2/299 6.43G 0.06815 0.02633 0.03117 0.1256 37 640: 10%|█ | 12/117 [00:01<00:13, 7.96it/s] 2/299 6.43G 0.06756 0.02612 0.03072 0.1244 36 640: 10%|█ | 12/117 [00:01<00:13, 7.96it/s] 2/299 6.43G 0.06756 0.02612 0.03072 0.1244 36 640: 11%|█ | 13/117 [00:01<00:13, 7.75it/s] 2/299 6.43G 0.06702 0.02618 0.0308 0.124 40 640: 11%|█ | 13/117 [00:01<00:13, 7.75it/s] 2/299 6.43G 0.06702 0.02618 0.0308 0.124 40 640: 12%|█▏ | 14/117 [00:01<00:12, 7.97it/s] 2/299 6.43G 0.06695 0.02609 0.03074 0.1238 42 640: 12%|█▏ | 14/117 [00:01<00:12, 7.97it/s] 2/299 6.43G 0.06695 0.02609 0.03074 0.1238 42 640: 13%|█▎ | 15/117 [00:01<00:13, 7.76it/s] 2/299 6.43G 0.0669 0.02657 0.03073 0.1242 55 640: 13%|█<>
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/17 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 6%|▌ | 1/17 [00:00<00:02, 5.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 12%|█▏ | 2/17 [00:00<00:02, 5.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 3/17 [00:00<00:02, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 24%|██▎ | 4/17 [00:00<00:02, 5.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 29%|██▉ | 5/17 [00:00<00:02, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 35%|███▌ | 6/17 [00:01<00:01, 5.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 41%|████ | 7/17 [00:01<00:01, 5.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 47%|████▋ | 8/17 [00:01<00:01, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 53%|█████▎ | 9/17 [00:01<00:01, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 59%|█████▉ | 10/17 [00:01<00:01, 5.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 65%|██████▍ | 11/17 [00:01<00:01, 5.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 71%|███████ | 12/17 [00:02<00:00, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 76%|███████▋ | 13/17 [00:02<00:00, 5.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 14/17 [00:02<00:00, 5.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 88%|████████▊ | 15/17 [00:02<00:00, 5.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 94%|█████████▍| 16/17 [00:02<00:00, 5.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 5.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.565 0.207 0.144 0.0437
0%| | 0/117 [00:00<?, ?it/s] 3/299 6.43G 0.05924 0.02387 0.02107 0.1042 46 640: 0%| | 0/117 [00:00<?, ?it/s] 3/299 6.43G 0.05924 0.02387 0.02107 0.1042 46 640: 1%| | 1/117 [00:00<00:14, 8.16it/s] 3/299 6.43G 0.0592 0.02179 0.02142 0.1024 36 640: 1%| | 1/117 [00:00<00:14, 8.16it/s] 3/299 6.43G 0.0592 0.02179 0.02142 0.1024 36 640: 2%|▏ | 2/117 [00:00<00:15, 7.63it/s] 3/299 6.43G 0.05913 0.02397 0.02139 0.1045 52 640: 2%|▏ | 2/117 [00:00<00:15, 7.63it/s] 3/299 6.43G 0.05913 0.02397 0.02139 0.1045 52 640: 3%|▎ | 3/117 [00:00<00:14, 7.93it/s] 3/299 6.43G 0.05855 0.02449 0.02113 0.1042 51 640: 3%|▎ | 3/117 [00:00<00:14, 7.93it/s] 3/299 6.43G 0.05855 0.02449 0.02113 0.1042 51 640: 3%|▎ | 4/117 [00:00<00:14, 7.66it/s] 3/299 6.43G 0.05927 0.02482 0.02227 0.1064 48 640: 3%|▎ | 4/117 [00:00<00:14, 7.66it/s] 3/299 6.43G 0.05927 0.02482 0.02227 0.1064 48 640: 4%|▍ | 5/117 [00:00<00:14, 7.88it/s] 3/299 6.43G 0.05901 0.02432 0.02362 0.1069 38 640: 4%|▍ | 5/117 [00:00<00:14, 7.88it/s] 3/299 6.43G 0.05901 0.02432 0.02362 0.1069 38 640: 5%|▌ | 6/117 [00:00<00:14, 7.66it/s] 3/299 6.43G 0.05891 0.02461 0.02366 0.1072 47 640: 5%|▌ | 6/117 [00:00<00:14, 7.66it/s] 3/299 6.43G 0.05891 0.02461 0.02366 0.1072 47 640: 6%|▌ | 7/117 [00:00<00:13, 7.90it/s] 3/299 6.43G 0.05924 0.02482 0.02377 0.1078 48 640: 6%|▌ | 7/117 [00:01<00:13, 7.90it/s] 3/299 6.43G 0.05924 0.02482 0.02377 0.1078 48 640: 7%|▋ | 8/117 [00:01<00:14, 7.68it/s] 3/299 6.43G 0.05886 0.02467 0.02319 0.1067 43 640: 7%|▋ | 8/117 [00:01<00:14, 7.68it/s] 3/299 6.43G 0.05886 0.02467 0.02319 0.1067 43 640: 8%|▊ | 9/117 [00:01<00:13, 7.87it/s] 3/299 6.43G 0.05894 0.02472 0.02345 0.1071 47 640: 8%|▊ | 9/117 [00:01<00:13, 7.87it/s] 3/299 6.43G 0.05894 0.02472 0.02345 0.1071 47 640: 9%|▊ | 10/117 [00:01<00:14, 7.64it/s] 3/299 6.43G 0.0596 0.02461 0.02404 0.1082 46 640: 9%|▊ | 10/117 [00:01<00:14, 7.64it/s] 3/299 6.43G 0.0596 0.02461 0.02404 0.1082 46 640: 9%|▉ | 11/117 [00:01<00:13, 7.88it/s] 3/299 6.43G 0.05946 0.02448 0.02409 0.108 41 640: 9%|▉ | 11/117 [00:01<00:13, 7.88it/s] 3/299 6.43G 0.05946 0.02448 0.02409 0.108 41 640: 10%|█ | 12/117 [00:01<00:13, 7.69it/s] 3/299 6.43G 0.05987 0.02436 0.02421 0.1084 42 640: 10%|█ | 12/117 [00:01<00:13, 7.69it/s] 3/299 6.43G 0.05987 0.02436 0.02421 0.1084 42 640: 11%|█ | 13/117 [00:01<00:13, 7.92it/s] 3/299 6.43G 0.05989 0.02453 0.02462 0.109 43 640: 11%|█ | 13/117 [00:01<00:13, 7.92it/s] 3/299 6.43G 0.05989 0.02453 0.02462 0.109 43 640: 12%|█▏ | 14/117 [00:01<00:13, 7.60it/s] 3/299 6.43G 0.05978 0.02426 0.02442 0.1085 32 640: 12%|█▏ | 14/117 [00:01<00:13, 7.60it/s] 3/299 6.43G 0.05978 0.02426 0.02442 0.1085 32 640: 13%|█▎ | 15/117 [00:01<00:13, 7.81it/s] 3/299 6.43G 0.05997 0.02456 0.02452 0.1091 51 640: 13%|█<>
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/17 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 6%|▌ | 1/17 [00:00<00:02, 5.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 12%|█▏ | 2/17 [00:00<00:02, 5.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 3/17 [00:00<00:02, 5.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 24%|██▎ | 4/17 [00:00<00:02, 5.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 29%|██▉ | 5/17 [00:00<00:02, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 35%|███▌ | 6/17 [00:01<00:01, 5.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 41%|████ | 7/17 [00:01<00:01, 5.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 47%|████▋ | 8/17 [00:01<00:01, 5.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 53%|█████▎ | 9/17 [00:01<00:01, 5.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 59%|█████▉ | 10/17 [00:01<00:01, 5.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 65%|██████▍ | 11/17 [00:01<00:01, 5.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 71%|███████ | 12/17 [00:02<00:00, 5.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 76%|███████▋ | 13/17 [00:02<00:00, 5.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 14/17 [00:02<00:00, 5.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 88%|████████▊ | 15/17 [00:02<00:00, 5.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 94%|█████████▍| 16/17 [00:02<00:00, 5.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 6.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.535 0.139 0.0835 0.024
0%| | 0/117 [00:00<?, ?it/s] 4/299 6.43G 0.05871 0.02732 0.01541 0.1014 55 640: 0%| | 0/117 [00:00<?, ?it/s] 4/299 6.43G 0.05871 0.02732 0.01541 0.1014 55 640: 1%| | 1/117 [00:00<00:16, 6.99it/s] 4/299 6.43G 0.05931 0.02691 0.01793 0.1041 49 640: 1%| | 1/117 [00:00<00:16, 6.99it/s] 4/299 6.43G 0.05931 0.02691 0.01793 0.1041 49 640: 2%|▏ | 2/117 [00:00<00:14, 7.79it/s] 4/299 6.43G 0.05659 0.02552 0.01826 0.1004 43 640: 2%|▏ | 2/117 [00:00<00:14, 7.79it/s] 4/299 6.43G 0.05659 0.02552 0.01826 0.1004 43 640: 3%|▎ | 3/117 [00:00<00:15, 7.53it/s] 4/299 6.43G 0.05629 0.0242 0.01796 0.09845 44 640: 3%|▎ | 3/117 [00:00<00:15, 7.53it/s] 4/299 6.43G 0.05629 0.0242 0.01796 0.09845 44 640: 3%|▎ | 4/117 [00:00<00:14, 7.86it/s] 4/299 6.43G 0.05602 0.02377 0.01851 0.0983 44 640: 3%|▎ | 4/117 [00:00<00:14, 7.86it/s] 4/299 6.43G 0.05602 0.02377 0.01851 0.0983 44 640: 4%|▍ | 5/117 [00:00<00:14, 7.63it/s] 4/299 6.43G 0.05585 0.02292 0.01853 0.0973 32 640: 4%|▍ | 5/117 [00:00<00:14, 7.63it/s] 4/299 6.43G 0.05585 0.02292 0.01853 0.0973 32 640: 5%|▌ | 6/117 [00:00<00:14, 7.89it/s] 4/299 6.43G 0.05566 0.02175 0.01921 0.09662 25 640: 5%|▌ | 6/117 [00:00<00:14, 7.89it/s] 4/299 6.43G 0.05566 0.02175 0.01921 0.09662 25 640: 6%|▌ | 7/117 [00:00<00:14, 7.65it/s] 4/299 6.43G 0.0551 0.02185 0.01905 0.09601 42 640: 6%|▌ | 7/117 [00:01<00:14, 7.65it/s] 4/299 6.43G 0.0551 0.02185 0.01905 0.09601 42 640: 7%|▋ | 8/117 [00:01<00:13, 7.90it/s] 4/299 6.43G 0.05503 0.02176 0.01912 0.09591 41 640: 7%|▋ | 8/117 [00:01<00:13, 7.90it/s] 4/299 6.43G 0.05503 0.02176 0.01912 0.09591 41 640: 8%|▊ | 9/117 [00:01<00:14, 7.68it/s] 4/299 6.43G 0.05519 0.02198 0.0188 0.09597 47 640: 8%|▊ | 9/117 [00:01<00:14, 7.68it/s] 4/299 6.43G 0.05519 0.02198 0.0188 0.09597 47 640: 9%|▊ | 10/117 [00:01<00:13, 7.90it/s] 4/299 6.43G 0.05598 0.0223 0.01905 0.09733 50 640: 9%|▊ | 10/117 [00:01<00:13, 7.90it/s] 4/299 6.43G 0.05598 0.0223 0.01905 0.09733 50 640: 9%|▉ | 11/117 [00:01<00:13, 7.68it/s] 4/299 6.43G 0.05598 0.02188 0.01864 0.0965 36 640: 9%|▉ | 11/117 [00:01<00:13, 7.68it/s] 4/299 6.43G 0.05598 0.02188 0.01864 0.0965 36 640: 10%|█ | 12/117 [00:01<00:13, 7.91it/s] 4/299 6.43G 0.05618 0.02185 0.01838 0.09641 42 640: 10%|█ | 12/117 [00:01<00:13, 7.91it/s] 4/299 6.43G 0.05618 0.02185 0.01838 0.09641 42 640: 11%|█ | 13/117 [00:01<00:13, 7.70it/s] 4/299 6.43G 0.05627 0.02192 0.01853 0.09672 48 640: 11%|█ | 13/117 [00:01<00:13, 7.70it/s] 4/299 6.43G 0.05627 0.02192 0.01853 0.09672 48 640: 12%|█▏ | 14/117 [00:01<00:12, 7.93it/s] 4/299 6.43G 0.05658 0.02216 0.01843 0.09716 53 640: 12%|█▏ | 14/117 [00:01<00:12, 7.93it/s] 4/299 6.43G 0.05658 0.02216 0.01843 0.09716 53 640: 13%|█▎ | 15/117 [00:01<00:13, 7.66it/s] 4/299 6.43G 0.05668 0.02227 0.01864 0.09759 46 640: 13%|█<>
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/17 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 6%|▌ | 1/17 [00:00<00:02, 5.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 12%|█▏ | 2/17 [00:00<00:02, 6.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 18%|█▊ | 3/17 [00:00<00:02, 6.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 24%|██▎ | 4/17 [00:00<00:02, 6.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 29%|██▉ | 5/17 [00:00<00:01, 6.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 35%|███▌ | 6/17 [00:00<00:01, 6.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 41%|████ | 7/17 [00:01<00:01, 6.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 47%|████▋ | 8/17 [00:01<00:01, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 53%|█████▎ | 9/17 [00:01<00:01, 6.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 59%|█████▉ | 10/17 [00:01<00:01, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 65%|██████▍ | 11/17 [00:01<00:00, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 71%|███████ | 12/17 [00:01<00:00, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 76%|███████▋ | 13/17 [00:02<00:00, 6.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 82%|████████▏ | 14/17 [00:02<00:00, 6.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 88%|████████▊ | 15/17 [00:02<00:00, 6.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 94%|█████████▍| 16/17 [00:02<00:00, 6.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 17/17 [00:02<00:00, 6.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 534 864 0.65 0.238 0.207 0.0792
0%| | 0/117 [00:00<?, ?it/s] 5/299 6.43G 0.0631 0.02458 0.01263 0.1003 56 640: 0%| | 0/117 [00:00<?, ?it/s] 5/299 6.43G 0.0631 0.02458 0.01263 0.1003 56 640: 1%| | 1/117 [00:00<00:16, 7.17it/s] 5/299 6.43G 0.06427 0.02374 0.01833 0.1063 42 640: 1%| | 1/117 [00:00<00:16, 7.17it/s] 5/299 6.43G 0.06427 0.02374 0.01833 0.1063 42 640: 2%|▏ | 2/117 [00:00<00:14, 7.86it/s] 5/299 6.43G 0.06466 0.02122 0.02015 0.106 34 640: 2%|▏ | 2/117 [00:00<00:14, 7.86it/s] 5/299 6.43G 0.06466 0.02122 0.02015 0.106 34 640: 3%|▎ | 3/117 [00:00<00:14, 8.14it/s] 5/299 6.43G 0.06382 0.02108 0.01953 0.1044 39 640: 3%|▎ | 3/117 [00:00<00:14, 8.14it/s] 5/299 6.43G 0.06382 0.02108 0.01953 0.1044 39 640: 3%|▎ | 4/117 [00:00<00:14, 7.79it/s] 5/299 6.43G 0.06333 0.02016 0.01837 0.1019 37 640: 3%|▎ | 4/117 [00:00<00:14, 7.79it/s] 5/299 6.43G 0.06333 0.02016 0.01837 0.1019 37 640: 4%|▍ | 5/117 [00:00<00:13, 8.04it/s] 5/299 6.43G 0.06291 0.01933 0.01836 0.1006 29 640: 4%|▍ | 5/117 [00:00<00:13, 8.04it/s] 5/299 6.43G 0.06291 0.01933 0.01836 0.1006 29 640: 5%|▌ | 6/117 [00:00<00:13, 8.19it/s] 5/299 6.43G 0.06282 0.01901 0.01776 0.09959 41 640: 5%|▌ | 6/117 [00:00<00:13, 8.19it/s] 5/299 6.43G 0.06282 0.01901 0.01776 0.09959 41 640: 6%|▌ | 7/117 [00:00<00:13, 7.86it/s] 5/299 6.43G 0.06228 0.0192 0.01829 0.09977 40 640: 6%|▌ | 7/117 [00:01<00:13, 7.86it/s] 5/299 6.43G 0.06228 0.0192 0.01829 0.09977 40 640: 7%|▋ | 8/117 [00:01<00:13, 8.05it/s] 5/299 6.43G 0.06228 0.01862 0.01745 0.09835 33 640: 7%|▋ | 8/117 [00:01<00:13, 8.05it/s] 5/299 6.43G 0.06228 0.01862 0.01745 0.09835 33 640: 8%|▊ | 9/117 [00:01<00:13, 8.18it/s] 5/299 6.43G 0.06133 0.0188 0.0178 0.09793 42 640: 8%|▊ | 9/117 [00:01<00:13, 8.18it/s] 5/299 6.43G 0.06133 0.0188 0.0178 0.09793 42 640: 9%|▊ | 10/117 [00:01<00:13, 7.88it/s] 5/299 6.43G 0.06116 0.019 0.01794 0.0981 39 640: 9%|▊ | 10/117 [00:01<00:13, 7.88it/s] 5/299 6.43G 0.06116 0.019 0.01794 0.0981 39 640: 9%|▉ | 11/117 [00:01<00:13, 8.08it/s] 5/299 6.43G 0.06036 0.01921 0.01845 0.09803 39 640: 9%|▉ | 11/117 [00:01<00:13, 8.08it/s] 5/299 6.43G 0.06036 0.01921 0.01845 0.09803 39 640: 10%|█ | 12/117 [00:01<00:12, 8.20it/s] 5/299 6.43G 0.06032 0.01887 0.01822 0.09741 29 640: 10%|█ | 12/117 [00:01<00:12, 8.20it/s] 5/299 6.43G 0.06032 0.01887 0.01822 0.09741 29 640: 11%|█ | 13/117 [00:01<00:13, 7.88it/s] 5/299 6.43G 0.06074 0.01882 0.01856 0.09812 41 640: 11%|█ | 13/117 [00:01<00:13, 7.88it/s] 5/299 6.43G 0.06074 0.01882 0.01856 0.09812 41 640: 12%|█▏ | 14/117 [00:01<00:12, 8.06it/s] 5/299 6.43G 0.06076 0.01867 0.01859 0.09801 35 640: 12%|█▏ | 14/117 [00:01<00:12, 8.06it/s] 5/299 6.43G 0.06076 0.01867 0.01859 0.09801 35 640: 13%|█▎ | 15/117 [00:01<00:12, 8.19it/s] 5/299 6.43G 0.06026 0.0187 0.01861 0.09757 38 640: 13%|█<>
Namespace(weights='yolov5s.pt', cfg='./models/yolov5s.yaml', data='data/expressWay.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp54', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: skipping check (Docker image)
Traceback (most recent call last):
File "/host/zjc/yolov5/train.py", line 544, in <module>
train(hyp, opt, device, tb_writer)
File "/host/zjc/yolov5/train.py", line 65, in train
data_dict = yaml.load(f, Loader=yaml.SafeLoader) # data dict
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/__init__.py", line 79, in load
loader = Loader(stream)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/loader.py", line 34, in __init__
Reader.__init__(self, stream)
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 85, in __init__
self.determine_encoding()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 124, in determine_encoding
self.update_raw()
File "/opt/conda/envs/torch1.7/lib/python3.9/site-packages/yaml/reader.py", line 178, in update_raw
data = self.stream.read(size)
File "/opt/conda/envs/torch1.7/lib/python3.9/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xc1 in position 4: invalid start byte
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.3125MB)
Namespace(weights='yolov5s.pt', cfg='./models/yolov5s.yaml', data='data/expressWay.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp57', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
wandb: Currently logged in as: zjc1633. Use `wandb login --relogin` to force relogin
wandb: Tracking run with wandb version 0.13.2
wandb: Run data is saved locally in /host/zjc/yolov5/wandb/run-20220907_073435-2j2vvlja
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run exp57
wandb: ⭐️ View project at https://wandb.ai/zjc1633/YOLOv5
wandb: 🚀 View run at https://wandb.ai/zjc1633/YOLOv5/runs/2j2vvlja
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 156928 models.common.C3 [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1182720 models.common.C3 [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 16182 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 283 layers, 7063542 parameters, 7063542 gradients, 16.5 GFLOPS
Transferred 354/362 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 62 .bias, 62 conv.weight, 59 other
github: skipping check (Docker image)
train: Scanning '../expressWay/labels/train.cache' images and labels... 206 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 206/206 [00:00<?, ?it/s] train: Scanning '../expressWay/labels/train.cache' images and labels... 206 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 206/206 [00:00<?, ?it/s]
val: Scanning '../expressWay/labels/val.cache' images and labels... 21 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 21/21 [00:00<?, ?it/s] val: Scanning '../expressWay/labels/val.cache' images and labels... 21 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 21/21 [00:00<?, ?it/s]
Images sizes do not match. This will causes images to be display incorrectly in the UI.
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 0.84, Best Possible Recall (BPR) = 0.6061. Attempting to improve anchors, please wait...
autoanchor: WARNING: Extremely small objects found. 244 of 1122 labels are < 3 pixels in size.
autoanchor: Running kmeans for 9 anchors on 1122 points...
autoanchor: thr=0.25: 0.9982 best possible recall, 6.37 anchors past thr
autoanchor: n=9, img_size=640, metric_all=0.417/0.805-mean/best, past_thr=0.534-mean: 11,3, 16,4, 22,4, 30,5, 18,11, 40,7, 13,24, 62,7, 13,60
autoanchor: Evolving anchors with Genetic Algorithm:: 0%| | 0/1000 [00:00<?, ?it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8131: 16%|█▌ | 160/1000 [00:00<00:00, 1596.50it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8142: 32%|███▏ | 320/1000 [00:00<00:00, 1595.01it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8152: 48%|████▊ | 481/1000 [00:00<00:00, 1598.01it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8160: 64%|██████▍ | 641/1000 [00:00<00:00, 1594.66it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8161: 80%|████████ | 803/1000 [00:00<00:00, 1600.52it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8163: 96%|█████████▋| 964/1000 [00:00<00:00, 1599.57it/s] autoanchor: Evolving anchors with Genetic Algorithm: fitness = 0.8163: 100%|██████████| 1000/1000 [00:00<00:00, 1594.95it/s]
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp57
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
autoanchor: thr=0.25: 1.0000 best possible recall, 6.55 anchors past thr
autoanchor: n=9, img_size=640, metric_all=0.438/0.816-mean/best, past_thr=0.554-mean: 11,2, 14,3, 18,4, 26,4, 30,5, 19,9, 10,22, 55,6, 12,61
autoanchor: New anchors saved to model. Update model *.yaml to use these anchors in the future.
0%| | 0/13 [00:00<?, ?it/s] 0/299 2.87G 0.1647 0.02788 0 0.1926 101 640: 0%| | 0/13 [00:01<?, ?it/s] 0/299 2.87G 0.1647 0.02788 0 0.1926 101 640: 8%|▊ | 1/13 [00:01<00:20, 1.71s/it] 0/299 2.94G 0.165 0.02809 0 0.1931 104 640: 8%|▊ | 1/13 [00:01<00:20, 1.71s/it] 0/299 2.94G 0.165 0.02809 0 0.1931 104 640: 15%|█▌ | 2/13 [00:01<00:08, 1.26it/s] 0/299 2.94G 0.1649 0.02814 0 0.1931 109 640: 15%|█▌ | 2/13 [00:02<00:08, 1.26it/s] 0/299 2.94G 0.1649 0.02814 0 0.1931 109 640: 23%|██▎ | 3/13 [00:02<00:04, 2.01it/s] 0/299 2.94G 0.1643 0.02846 0 0.1927 125 640: 23%|██▎ | 3/13 [00:02<00:04, 2.01it/s] 0/299 2.94G 0.1643 0.02846 0 0.1927 125 640: 31%|███ | 4/13 [00:02<00:03, 2.77it/s] 0/299 2.94G 0.1641 0.02847 0 0.1925 135 640: 31%|███ | 4/13 [00:02<00:03, 2.77it/s] 0/299 2.94G 0.1641 0.02847 0 0.1925 135 640: 38%|███▊ | 5/13 [00:02<00:02, 3.62it/s] 0/299 2.94G 0.1637 0.02803 0 0.1917 97 640: 38%|███▊ | 5/13 [00:02<00:02, 3.62it/s] 0/299 2.94G 0.1637 0.02803 0 0.1917 97 640: 46%|████▌ | 6/13 [00:02<00:01, 4.45it/s] 0/299 2.94G 0.1635 0.02829 0 0.1918 140 640: 46%|████▌ | 6/13 [00:02<00:01, 4.45it/s] 0/299 2.94G 0.1635 0.02829 0 0.1918 140 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.17it/s] 0/299 2.94G 0.1632 0.02835 0 0.1916 129 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.17it/s] 0/299 2.94G 0.1632 0.02835 0 0.1916 129 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.79it/s] 0/299 2.94G 0.1635 0.02794 0 0.1914 113 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.79it/s] 0/299 2.94G 0.1635 0.02794 0 0.1914 113 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.26it/s] 0/299 2.94G 0.1634 0.02793 0 0.1913 143 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.26it/s] 0/299 2.94G 0.1634 0.02793 0 0.1913 143 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.63it/s] 0/299 2.94G 0.163 0.02804 0 0.191 126 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.63it/s] 0/299 2.94G 0.163 0.02804 0 0.191 126 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.61it/s] 0/299 2.94G 0.1627 0.0281 0 0.1908 136 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.61it/s] 0/299 2.94G 0.1627 0.0281 0 0.1908 136 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.75it/s] 0/299 6.49G 0.1624 0.02824 0 0.1906 129 640: 92%|█████████▏| 12/13 [00:04<00:00, 6.75it/s] 0/299 6.49G 0.1624 0.02824 0 0.1906 129 640: 100%|██████████| 13/13 [00:04<00:00, 1.87it/s] 0/299 6.49G 0.1624 0.02824 0 0.1906 129 640: 100%|██████████| 13/13 [00:04<00:00, 2.80it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 1.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 1.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.000243 0.0115 4.16e-06 2.08e-06
0%| | 0/13 [00:00<?, ?it/s] 1/299 6.46G 0.1589 0.0247 0 0.1836 97 640: 0%| | 0/13 [00:00<?, ?it/s] 1/299 6.46G 0.1589 0.0247 0 0.1836 97 640: 8%|▊ | 1/13 [00:00<00:01, 7.59it/s] 1/299 6.46G 0.1591 0.02448 0 0.1836 104 640: 8%|▊ | 1/13 [00:00<00:01, 7.59it/s] 1/299 6.46G 0.1591 0.02448 0 0.1836 104 640: 15%|█▌ | 2/13 [00:00<00:01, 7.76it/s] 1/299 6.46G 0.1587 0.02408 0 0.1827 92 640: 15%|█▌ | 2/13 [00:00<00:01, 7.76it/s] 1/299 6.46G 0.1587 0.02408 0 0.1827 92 640: 23%|██▎ | 3/13 [00:00<00:01, 7.68it/s] 1/299 6.46G 0.158 0.02464 0 0.1826 114 640: 23%|██▎ | 3/13 [00:00<00:01, 7.68it/s] 1/299 6.46G 0.158 0.02464 0 0.1826 114 640: 31%|███ | 4/13 [00:00<00:01, 7.69it/s] 1/299 6.46G 0.1576 0.02502 0 0.1827 121 640: 31%|███ | 4/13 [00:00<00:01, 7.69it/s] 1/299 6.46G 0.1576 0.02502 0 0.1827 121 640: 38%|███▊ | 5/13 [00:00<00:01, 7.49it/s] 1/299 6.46G 0.1569 0.02493 0 0.1819 87 640: 38%|███▊ | 5/13 [00:00<00:01, 7.49it/s] 1/299 6.46G 0.1569 0.02493 0 0.1819 87 640: 46%|████▌ | 6/13 [00:00<00:00, 7.30it/s] 1/299 6.46G 0.1564 0.02532 0 0.1817 129 640: 46%|████▌ | 6/13 [00:00<00:00, 7.30it/s] 1/299 6.46G 0.1564 0.02532 0 0.1817 129 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.24it/s] 1/299 6.46G 0.1562 0.02527 0 0.1815 121 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.24it/s] 1/299 6.46G 0.1562 0.02527 0 0.1815 121 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.21it/s] 1/299 6.46G 0.1563 0.02528 0 0.1816 153 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.21it/s] 1/299 6.46G 0.1563 0.02528 0 0.1816 153 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.18it/s] 1/299 6.46G 0.1563 0.0251 0 0.1814 108 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.18it/s] 1/299 6.46G 0.1563 0.0251 0 0.1814 108 640: 77%|███████▋ | 10/13 [00:01<00:00, 7.16it/s] 1/299 6.46G 0.1562 0.02512 0 0.1813 131 640: 77%|███████▋ | 10/13 [00:01<00:00, 7.16it/s] 1/299 6.46G 0.1562 0.02512 0 0.1813 131 640: 85%|████████▍ | 11/13 [00:01<00:00, 7.14it/s] 1/299 6.46G 0.1561 0.02508 0 0.1812 127 640: 85%|████████▍ | 11/13 [00:01<00:00, 7.14it/s] 1/299 6.46G 0.1561 0.02508 0 0.1812 127 640: 92%|█████████▏| 12/13 [00:01<00:00, 7.13it/s] 1/299 6.46G 0.1558 0.02546 0 0.1813 139 640: 92%|█████████▏| 12/13 [00:01<00:00, 7.13it/s] 1/299 6.46G 0.1558 0.02546 0 0.1813 139 640: 100%|██████████| 13/13 [00:01<00:00, 7.30it/s] 1/299 6.46G 0.1558 0.02546 0 0.1813 139 640: 100%|██████████| 13/13 [00:01<00:00, 7.32it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 5.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 2/299 6.46G 0.1548 0.0233 0 0.1781 113 640: 0%| | 0/13 [00:00<?, ?it/s] 2/299 6.46G 0.1548 0.0233 0 0.1781 113 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 2/299 6.46G 0.155 0.02362 0 0.1786 140 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 2/299 6.46G 0.155 0.02362 0 0.1786 140 640: 15%|█▌ | 2/13 [00:00<00:01, 6.91it/s] 2/299 6.46G 0.1547 0.02388 0 0.1786 125 640: 15%|█▌ | 2/13 [00:00<00:01, 6.91it/s] 2/299 6.46G 0.1547 0.02388 0 0.1786 125 640: 23%|██▎ | 3/13 [00:00<00:01, 6.98it/s] 2/299 6.46G 0.1539 0.02434 0 0.1782 126 640: 23%|██▎ | 3/13 [00:00<00:01, 6.98it/s] 2/299 6.46G 0.1539 0.02434 0 0.1782 126 640: 31%|███ | 4/13 [00:00<00:01, 7.09it/s] 2/299 6.46G 0.1535 0.02486 0 0.1783 133 640: 31%|███ | 4/13 [00:00<00:01, 7.09it/s] 2/299 6.46G 0.1535 0.02486 0 0.1783 133 640: 38%|███▊ | 5/13 [00:00<00:01, 7.08it/s] 2/299 6.46G 0.1533 0.02457 0 0.1779 121 640: 38%|███▊ | 5/13 [00:00<00:01, 7.08it/s] 2/299 6.46G 0.1533 0.02457 0 0.1779 121 640: 46%|████▌ | 6/13 [00:00<00:00, 7.05it/s] 2/299 6.46G 0.1532 0.02531 0 0.1785 172 640: 46%|████▌ | 6/13 [00:00<00:00, 7.05it/s] 2/299 6.46G 0.1532 0.02531 0 0.1785 172 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.10it/s] 2/299 6.46G 0.1529 0.02542 0 0.1783 130 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.10it/s] 2/299 6.46G 0.1529 0.02542 0 0.1783 130 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.12it/s] 2/299 6.46G 0.1527 0.02524 0 0.1779 113 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.12it/s] 2/299 6.46G 0.1527 0.02524 0 0.1779 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.13it/s] 2/299 6.46G 0.1524 0.02479 0 0.1772 81 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.13it/s] 2/299 6.46G 0.1524 0.02479 0 0.1772 81 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.18it/s] 2/299 6.46G 0.1522 0.02479 0 0.177 110 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.18it/s] 2/299 6.46G 0.1522 0.02479 0 0.177 110 640: 85%|████████▍ | 11/13 [00:01<00:00, 4.79it/s] 2/299 6.46G 0.152 0.02471 0 0.1767 105 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.79it/s] 2/299 6.46G 0.152 0.02471 0 0.1767 105 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.15it/s] 2/299 6.46G 0.1518 0.02465 0 0.1765 105 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.15it/s] 2/299 6.46G 0.1518 0.02465 0 0.1765 105 640: 100%|██████████| 13/13 [00:02<00:00, 4.20it/s] 2/299 6.46G 0.1518 0.02465 0 0.1765 105 640: 100%|██████████| 13/13 [00:02<00:00, 5.48it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 3/299 6.46G 0.1523 0.02179 0 0.174 110 640: 0%| | 0/13 [00:00<?, ?it/s] 3/299 6.46G 0.1523 0.02179 0 0.174 110 640: 8%|▊ | 1/13 [00:00<00:02, 4.88it/s] 3/299 6.46G 0.1517 0.02178 0 0.1735 113 640: 8%|▊ | 1/13 [00:00<00:02, 4.88it/s] 3/299 6.46G 0.1517 0.02178 0 0.1735 113 640: 15%|█▌ | 2/13 [00:00<00:04, 2.25it/s] 3/299 6.46G 0.1512 0.02318 0 0.1744 134 640: 15%|█▌ | 2/13 [00:00<00:04, 2.25it/s] 3/299 6.46G 0.1512 0.02318 0 0.1744 134 640: 23%|██▎ | 3/13 [00:00<00:03, 3.29it/s] 3/299 6.46G 0.1514 0.02257 0 0.1739 119 640: 23%|██▎ | 3/13 [00:01<00:03, 3.29it/s] 3/299 6.46G 0.1514 0.02257 0 0.1739 119 640: 31%|███ | 4/13 [00:01<00:02, 4.16it/s] 3/299 6.46G 0.1511 0.02244 0 0.1735 103 640: 31%|███ | 4/13 [00:01<00:02, 4.16it/s] 3/299 6.46G 0.1511 0.02244 0 0.1735 103 640: 38%|███▊ | 5/13 [00:01<00:01, 4.89it/s] 3/299 6.46G 0.1508 0.02194 0 0.1728 88 640: 38%|███▊ | 5/13 [00:01<00:01, 4.89it/s] 3/299 6.46G 0.1508 0.02194 0 0.1728 88 640: 46%|████▌ | 6/13 [00:01<00:01, 5.48it/s] 3/299 6.46G 0.1502 0.02315 0 0.1734 144 640: 46%|████▌ | 6/13 [00:01<00:01, 5.48it/s] 3/299 6.46G 0.1502 0.02315 0 0.1734 144 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 3/299 6.46G 0.1497 0.02306 0 0.1728 88 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 3/299 6.46G 0.1497 0.02306 0 0.1728 88 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.54it/s] 3/299 6.46G 0.1497 0.02315 0 0.1729 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.54it/s] 3/299 6.46G 0.1497 0.02315 0 0.1729 127 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.82it/s] 3/299 6.46G 0.1496 0.02295 0 0.1725 95 640: 69%|██████▉ | 9/13 [00:04<00:01, 2.82it/s] 3/299 6.46G 0.1496 0.02295 0 0.1725 95 640: 77%|███████▋ | 10/13 [00:04<00:02, 1.40it/s] 3/299 6.46G 0.1497 0.02302 0 0.1727 135 640: 77%|███████▋ | 10/13 [00:04<00:02, 1.40it/s] 3/299 6.46G 0.1497 0.02302 0 0.1727 135 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.85it/s] 3/299 6.46G 0.1496 0.02329 0 0.1729 155 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.85it/s] 3/299 6.46G 0.1496 0.02329 0 0.1729 155 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.39it/s] 3/299 6.46G 0.1494 0.02393 0 0.1733 149 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.39it/s] 3/299 6.46G 0.1494 0.02393 0 0.1733 149 640: 100%|██████████| 13/13 [00:04<00:00, 3.02it/s] 3/299 6.46G 0.1494 0.02393 0 0.1733 149 640: 100%|██████████| 13/13 [00:04<00:00, 2.93it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 4/299 6.46G 0.1485 0.02275 0 0.1713 128 640: 0%| | 0/13 [00:00<?, ?it/s] 4/299 6.46G 0.1485 0.02275 0 0.1713 128 640: 8%|▊ | 1/13 [00:00<00:01, 6.86it/s] 4/299 6.46G 0.1485 0.02283 0 0.1713 127 640: 8%|▊ | 1/13 [00:00<00:01, 6.86it/s] 4/299 6.46G 0.1485 0.02283 0 0.1713 127 640: 15%|█▌ | 2/13 [00:00<00:01, 6.95it/s] 4/299 6.46G 0.1481 0.02316 0 0.1712 113 640: 15%|█▌ | 2/13 [00:00<00:01, 6.95it/s] 4/299 6.46G 0.1481 0.02316 0 0.1712 113 640: 23%|██▎ | 3/13 [00:00<00:01, 6.99it/s] 4/299 6.46G 0.1478 0.0235 0 0.1714 130 640: 23%|██▎ | 3/13 [00:00<00:01, 6.99it/s] 4/299 6.46G 0.1478 0.0235 0 0.1714 130 640: 31%|███ | 4/13 [00:00<00:01, 7.00it/s] 4/299 6.46G 0.148 0.02255 0 0.1706 95 640: 31%|███ | 4/13 [00:02<00:01, 7.00it/s] 4/299 6.46G 0.148 0.02255 0 0.1706 95 640: 38%|███▊ | 5/13 [00:02<00:05, 1.48it/s] 4/299 6.46G 0.1474 0.02316 0 0.1705 104 640: 38%|███▊ | 5/13 [00:02<00:05, 1.48it/s] 4/299 6.46G 0.1474 0.02316 0 0.1705 104 640: 46%|████▌ | 6/13 [00:02<00:03, 2.04it/s] 4/299 6.46G 0.1474 0.02375 0 0.1712 157 640: 46%|████▌ | 6/13 [00:02<00:03, 2.04it/s] 4/299 6.46G 0.1474 0.02375 0 0.1712 157 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.66it/s] 4/299 6.46G 0.1473 0.02343 0 0.1707 98 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.66it/s] 4/299 6.46G 0.1473 0.02343 0 0.1707 98 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.30it/s] 4/299 6.46G 0.1476 0.02307 0 0.1707 120 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.30it/s] 4/299 6.46G 0.1476 0.02307 0 0.1707 120 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.96it/s] 4/299 6.46G 0.1476 0.02303 0 0.1707 118 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.96it/s] 4/299 6.46G 0.1476 0.02303 0 0.1707 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.57it/s] 4/299 6.46G 0.1479 0.0226 0 0.1705 119 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.57it/s] 4/299 6.46G 0.1479 0.0226 0 0.1705 119 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.11it/s] 4/299 6.46G 0.1478 0.02287 0 0.1707 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.11it/s] 4/299 6.46G 0.1478 0.02287 0 0.1707 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.57it/s] 4/299 6.46G 0.1477 0.02333 0 0.171 139 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.57it/s] 4/299 6.46G 0.1477 0.02333 0 0.171 139 640: 100%|██████████| 13/13 [00:03<00:00, 2.73it/s] 4/299 6.46G 0.1477 0.02333 0 0.171 139 640: 100%|██████████| 13/13 [00:03<00:00, 3.27it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 5/299 6.46G 0.1478 0.02087 0 0.1687 118 640: 0%| | 0/13 [00:00<?, ?it/s] 5/299 6.46G 0.1478 0.02087 0 0.1687 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.90it/s] 5/299 6.46G 0.1471 0.02214 0 0.1693 135 640: 8%|▊ | 1/13 [00:00<00:01, 6.90it/s] 5/299 6.46G 0.1471 0.02214 0 0.1693 135 640: 15%|█▌ | 2/13 [00:00<00:01, 6.97it/s] 5/299 6.46G 0.1466 0.02278 0 0.1694 108 640: 15%|█▌ | 2/13 [00:00<00:01, 6.97it/s] 5/299 6.46G 0.1466 0.02278 0 0.1694 108 640: 23%|██▎ | 3/13 [00:00<00:01, 7.08it/s] 5/299 6.46G 0.1464 0.02307 0 0.1694 122 640: 23%|██▎ | 3/13 [00:00<00:01, 7.08it/s] 5/299 6.46G 0.1464 0.02307 0 0.1694 122 640: 31%|███ | 4/13 [00:00<00:01, 7.11it/s] 5/299 6.46G 0.1466 0.02314 0 0.1697 133 640: 31%|███ | 4/13 [00:00<00:01, 7.11it/s] 5/299 6.46G 0.1466 0.02314 0 0.1697 133 640: 38%|███▊ | 5/13 [00:00<00:01, 7.12it/s] 5/299 6.46G 0.1465 0.02374 0 0.1702 150 640: 38%|███▊ | 5/13 [00:00<00:01, 7.12it/s] 5/299 6.46G 0.1465 0.02374 0 0.1702 150 640: 46%|████▌ | 6/13 [00:00<00:00, 7.27it/s] 5/299 6.46G 0.1461 0.02497 0 0.1711 156 640: 46%|████▌ | 6/13 [00:00<00:00, 7.27it/s] 5/299 6.46G 0.1461 0.02497 0 0.1711 156 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.36it/s] 5/299 6.46G 0.1462 0.02449 0 0.1707 118 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.36it/s] 5/299 6.46G 0.1462 0.02449 0 0.1707 118 640: 62%|██████▏ | 8/13 [00:01<00:02, 2.49it/s] 5/299 6.46G 0.1462 0.02448 0 0.1707 133 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.49it/s] 5/299 6.46G 0.1462 0.02448 0 0.1707 133 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.12it/s] 5/299 6.46G 0.1458 0.02456 0 0.1704 98 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.12it/s] 5/299 6.46G 0.1458 0.02456 0 0.1704 98 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.77it/s] 5/299 6.46G 0.1459 0.02461 0 0.1705 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.77it/s] 5/299 6.46G 0.1459 0.02461 0 0.1705 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.40it/s] 5/299 6.46G 0.1459 0.02424 0 0.1702 103 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.40it/s] 5/299 6.46G 0.1459 0.02424 0 0.1702 103 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.96it/s] 5/299 6.46G 0.146 0.02455 0 0.1705 152 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.96it/s] 5/299 6.46G 0.146 0.02455 0 0.1705 152 640: 100%|██████████| 13/13 [00:02<00:00, 5.53it/s] 5/299 6.46G 0.146 0.02455 0 0.1705 152 640: 100%|██████████| 13/13 [00:02<00:00, 4.92it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 6/299 6.46G 0.1455 0.0183 0 0.1638 85 640: 0%| | 0/13 [00:00<?, ?it/s] 6/299 6.46G 0.1455 0.0183 0 0.1638 85 640: 8%|▊ | 1/13 [00:00<00:01, 6.78it/s] 6/299 6.46G 0.1446 0.02248 0 0.1671 135 640: 8%|▊ | 1/13 [00:00<00:01, 6.78it/s] 6/299 6.46G 0.1446 0.02248 0 0.1671 135 640: 15%|█▌ | 2/13 [00:00<00:01, 6.85it/s] 6/299 6.46G 0.1446 0.02464 0 0.1693 151 640: 15%|█▌ | 2/13 [00:01<00:01, 6.85it/s] 6/299 6.46G 0.1446 0.02464 0 0.1693 151 640: 23%|██▎ | 3/13 [00:01<00:06, 1.55it/s] 6/299 6.46G 0.1443 0.02379 0 0.1681 95 640: 23%|██▎ | 3/13 [00:01<00:06, 1.55it/s] 6/299 6.46G 0.1443 0.02379 0 0.1681 95 640: 31%|███ | 4/13 [00:01<00:04, 2.24it/s] 6/299 6.46G 0.1449 0.02372 0 0.1686 161 640: 31%|███ | 4/13 [00:01<00:04, 2.24it/s] 6/299 6.46G 0.1449 0.02372 0 0.1686 161 640: 38%|███▊ | 5/13 [00:01<00:02, 2.97it/s] 6/299 6.46G 0.1453 0.02324 0 0.1686 146 640: 38%|███▊ | 5/13 [00:01<00:02, 2.97it/s] 6/299 6.46G 0.1453 0.02324 0 0.1686 146 640: 46%|████▌ | 6/13 [00:01<00:01, 3.69it/s] 6/299 6.46G 0.1452 0.0237 0 0.1689 138 640: 46%|████▌ | 6/13 [00:02<00:01, 3.69it/s] 6/299 6.46G 0.1452 0.0237 0 0.1689 138 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.37it/s] 6/299 6.46G 0.1451 0.0234 0 0.1685 105 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.37it/s] 6/299 6.46G 0.1451 0.0234 0 0.1685 105 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.97it/s] 6/299 6.46G 0.145 0.02367 0 0.1686 132 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.97it/s] 6/299 6.46G 0.145 0.02367 0 0.1686 132 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.47it/s] 6/299 6.46G 0.1449 0.02345 0 0.1684 114 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.47it/s] 6/299 6.46G 0.1449 0.02345 0 0.1684 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.84it/s] 6/299 6.46G 0.1452 0.02293 0 0.1682 123 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.84it/s] 6/299 6.46G 0.1452 0.02293 0 0.1682 123 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.24it/s] 6/299 6.46G 0.1453 0.02298 0 0.1683 157 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.24it/s] 6/299 6.46G 0.1453 0.02298 0 0.1683 157 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.83it/s] 6/299 6.46G 0.1454 0.02353 0 0.1689 165 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.83it/s] 6/299 6.46G 0.1454 0.02353 0 0.1689 165 640: 100%|██████████| 13/13 [00:03<00:00, 3.50it/s] 6/299 6.46G 0.1454 0.02353 0 0.1689 165 640: 100%|██████████| 13/13 [00:03<00:00, 3.36it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 7/299 6.46G 0.1455 0.01975 0 0.1653 106 640: 0%| | 0/13 [00:00<?, ?it/s] 7/299 6.46G 0.1455 0.01975 0 0.1653 106 640: 8%|▊ | 1/13 [00:00<00:01, 6.96it/s] 7/299 6.46G 0.1457 0.02056 0 0.1663 123 640: 8%|▊ | 1/13 [00:00<00:01, 6.96it/s] 7/299 6.46G 0.1457 0.02056 0 0.1663 123 640: 15%|█▌ | 2/13 [00:00<00:01, 7.02it/s] 7/299 6.46G 0.1451 0.02161 0 0.1667 118 640: 15%|█▌ | 2/13 [00:00<00:01, 7.02it/s] 7/299 6.46G 0.1451 0.02161 0 0.1667 118 640: 23%|██▎ | 3/13 [00:00<00:01, 7.07it/s] 7/299 6.46G 0.1444 0.0232 0 0.1675 128 640: 23%|██▎ | 3/13 [00:00<00:01, 7.07it/s] 7/299 6.46G 0.1444 0.0232 0 0.1675 128 640: 31%|███ | 4/13 [00:00<00:01, 7.08it/s] 7/299 6.46G 0.1449 0.02293 0 0.1678 153 640: 31%|███ | 4/13 [00:00<00:01, 7.08it/s] 7/299 6.46G 0.1449 0.02293 0 0.1678 153 640: 38%|███▊ | 5/13 [00:00<00:01, 7.02it/s] 7/299 6.46G 0.1447 0.02292 0 0.1676 119 640: 38%|███▊ | 5/13 [00:01<00:01, 7.02it/s] 7/299 6.46G 0.1447 0.02292 0 0.1676 119 640: 46%|████▌ | 6/13 [00:01<00:02, 2.73it/s] 7/299 6.46G 0.1444 0.02359 0 0.168 138 640: 46%|████▌ | 6/13 [00:01<00:02, 2.73it/s] 7/299 6.46G 0.1444 0.02359 0 0.168 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.42it/s] 7/299 6.46G 0.1441 0.0239 0 0.168 117 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.42it/s] 7/299 6.46G 0.1441 0.0239 0 0.168 117 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 7/299 6.46G 0.1442 0.02364 0 0.1678 123 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 7/299 6.46G 0.1442 0.02364 0 0.1678 123 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.69it/s] 7/299 6.46G 0.1442 0.02356 0 0.1678 129 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.69it/s] 7/299 6.46G 0.1442 0.02356 0 0.1678 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.22it/s] 7/299 6.46G 0.1443 0.02355 0 0.1678 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.22it/s] 7/299 6.46G 0.1443 0.02355 0 0.1678 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.67it/s] 7/299 6.46G 0.1443 0.02366 0 0.168 146 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.67it/s] 7/299 6.46G 0.1443 0.02366 0 0.168 146 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.03it/s] 7/299 6.46G 0.1443 0.02385 0 0.1682 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.03it/s] 7/299 6.46G 0.1443 0.02385 0 0.1682 131 640: 100%|██████████| 13/13 [00:02<00:00, 6.33it/s] 7/299 6.46G 0.1443 0.02385 0 0.1682 131 640: 100%|██████████| 13/13 [00:02<00:00, 5.19it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 8/299 6.46G 0.1427 0.02271 0 0.1654 106 640: 0%| | 0/13 [00:00<?, ?it/s] 8/299 6.46G 0.1427 0.02271 0 0.1654 106 640: 8%|▊ | 1/13 [00:00<00:08, 1.48it/s] 8/299 6.46G 0.144 0.02242 0 0.1664 138 640: 8%|▊ | 1/13 [00:01<00:08, 1.48it/s] 8/299 6.46G 0.144 0.02242 0 0.1664 138 640: 15%|█▌ | 2/13 [00:01<00:07, 1.46it/s] 8/299 6.46G 0.1437 0.02252 0 0.1662 115 640: 15%|█▌ | 2/13 [00:01<00:07, 1.46it/s] 8/299 6.46G 0.1437 0.02252 0 0.1662 115 640: 23%|██▎ | 3/13 [00:01<00:04, 2.29it/s] 8/299 6.46G 0.1439 0.02216 0 0.1661 118 640: 23%|██▎ | 3/13 [00:01<00:04, 2.29it/s] 8/299 6.46G 0.1439 0.02216 0 0.1661 118 640: 31%|███ | 4/13 [00:01<00:02, 3.12it/s] 8/299 6.46G 0.1437 0.02265 0 0.1664 123 640: 31%|███ | 4/13 [00:01<00:02, 3.12it/s] 8/299 6.46G 0.1437 0.02265 0 0.1664 123 640: 38%|███▊ | 5/13 [00:01<00:02, 3.90it/s] 8/299 6.46G 0.1437 0.02296 0 0.1667 137 640: 38%|███▊ | 5/13 [00:01<00:02, 3.90it/s] 8/299 6.46G 0.1437 0.02296 0 0.1667 137 640: 46%|████▌ | 6/13 [00:01<00:01, 4.57it/s] 8/299 6.46G 0.1434 0.02428 0 0.1677 168 640: 46%|████▌ | 6/13 [00:02<00:01, 4.57it/s] 8/299 6.46G 0.1434 0.02428 0 0.1677 168 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.16it/s] 8/299 6.46G 0.1434 0.02434 0 0.1677 131 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.16it/s] 8/299 6.46G 0.1434 0.02434 0 0.1677 131 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.64it/s] 8/299 6.46G 0.1436 0.0237 0 0.1673 105 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.64it/s] 8/299 6.46G 0.1436 0.0237 0 0.1673 105 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.48it/s] 8/299 6.46G 0.1434 0.02358 0 0.167 102 640: 69%|██████▉ | 9/13 [00:04<00:01, 3.48it/s] 8/299 6.46G 0.1434 0.02358 0 0.167 102 640: 77%|███████▋ | 10/13 [00:04<00:02, 1.39it/s] 8/299 6.46G 0.1435 0.02306 0 0.1665 89 640: 77%|███████▋ | 10/13 [00:04<00:02, 1.39it/s] 8/299 6.46G 0.1435 0.02306 0 0.1665 89 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.85it/s] 8/299 6.46G 0.1435 0.02308 0 0.1666 127 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.85it/s] 8/299 6.46G 0.1435 0.02308 0 0.1666 127 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.41it/s] 8/299 6.46G 0.1433 0.02335 0 0.1667 119 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.41it/s] 8/299 6.46G 0.1433 0.02335 0 0.1667 119 640: 100%|██████████| 13/13 [00:04<00:00, 3.06it/s] 8/299 6.46G 0.1433 0.02335 0 0.1667 119 640: 100%|██████████| 13/13 [00:04<00:00, 2.69it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.000159 0.0115 3.38e-06 3.38e-07
0%| | 0/13 [00:00<?, ?it/s] 9/299 6.46G 0.1433 0.01751 0 0.1608 85 640: 0%| | 0/13 [00:00<?, ?it/s] 9/299 6.46G 0.1433 0.01751 0 0.1608 85 640: 8%|▊ | 1/13 [00:00<00:01, 7.46it/s] 9/299 6.46G 0.1444 0.01631 0 0.1607 90 640: 8%|▊ | 1/13 [00:00<00:01, 7.46it/s] 9/299 6.46G 0.1444 0.01631 0 0.1607 90 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 9/299 6.46G 0.1441 0.01774 0 0.1618 100 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 9/299 6.46G 0.1441 0.01774 0 0.1618 100 640: 23%|██▎ | 3/13 [00:00<00:01, 7.58it/s] 9/299 6.46G 0.1438 0.02015 0 0.164 149 640: 23%|██▎ | 3/13 [00:00<00:01, 7.58it/s] 9/299 6.46G 0.1438 0.02015 0 0.164 149 640: 31%|███ | 4/13 [00:00<00:01, 7.59it/s] 9/299 6.46G 0.1438 0.02106 0 0.1649 143 640: 31%|███ | 4/13 [00:01<00:01, 7.59it/s] 9/299 6.46G 0.1438 0.02106 0 0.1649 143 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 9/299 6.46G 0.1439 0.02047 0 0.1644 107 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 9/299 6.46G 0.1439 0.02047 0 0.1644 107 640: 46%|████▌ | 6/13 [00:01<00:02, 3.16it/s] 9/299 6.46G 0.1436 0.02119 0 0.1648 129 640: 46%|████▌ | 6/13 [00:01<00:02, 3.16it/s] 9/299 6.46G 0.1436 0.02119 0 0.1648 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.86it/s] 9/299 6.46G 0.1434 0.02136 0 0.1648 119 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.86it/s] 9/299 6.46G 0.1434 0.02136 0 0.1648 119 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.53it/s] 9/299 6.46G 0.1437 0.02128 0 0.165 148 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.53it/s] 9/299 6.46G 0.1437 0.02128 0 0.165 148 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.10it/s] 9/299 6.46G 0.1436 0.02169 0 0.1653 144 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.10it/s] 9/299 6.46G 0.1436 0.02169 0 0.1653 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.59it/s] 9/299 6.46G 0.1437 0.02187 0 0.1656 151 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.59it/s] 9/299 6.46G 0.1437 0.02187 0 0.1656 151 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.98it/s] 9/299 6.46G 0.1438 0.02163 0 0.1654 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.98it/s] 9/299 6.46G 0.1438 0.02163 0 0.1654 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.28it/s] 9/299 6.46G 0.1436 0.02234 0 0.166 152 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.28it/s] 9/299 6.46G 0.1436 0.02234 0 0.166 152 640: 100%|██████████| 13/13 [00:03<00:00, 1.96it/s] 9/299 6.46G 0.1436 0.02234 0 0.166 152 640: 100%|██████████| 13/13 [00:03<00:00, 3.49it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 0 0 0 0 0
0%| | 0/13 [00:00<?, ?it/s] 10/299 6.46G 0.1422 0.02026 0 0.1624 96 640: 0%| | 0/13 [00:00<?, ?it/s] 10/299 6.46G 0.1422 0.02026 0 0.1624 96 640: 8%|▊ | 1/13 [00:00<00:01, 6.94it/s] 10/299 6.46G 0.144 0.01875 0 0.1628 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.94it/s] 10/299 6.46G 0.144 0.01875 0 0.1628 118 640: 15%|█▌ | 2/13 [00:00<00:01, 6.96it/s] 10/299 6.46G 0.1436 0.0187 0 0.1623 98 640: 15%|█▌ | 2/13 [00:00<00:01, 6.96it/s] 10/299 6.46G 0.1436 0.0187 0 0.1623 98 640: 23%|██▎ | 3/13 [00:00<00:01, 6.99it/s] 10/299 6.46G 0.1428 0.01949 0 0.1623 104 640: 23%|██▎ | 3/13 [00:00<00:01, 6.99it/s] 10/299 6.46G 0.1428 0.01949 0 0.1623 104 640: 31%|███ | 4/13 [00:00<00:01, 6.97it/s] 10/299 6.46G 0.1429 0.01946 0 0.1624 113 640: 31%|███ | 4/13 [00:00<00:01, 6.97it/s] 10/299 6.46G 0.1429 0.01946 0 0.1624 113 640: 38%|███▊ | 5/13 [00:00<00:01, 6.96it/s] 10/299 6.46G 0.1428 0.01943 0 0.1623 101 640: 38%|███▊ | 5/13 [00:00<00:01, 6.96it/s] 10/299 6.46G 0.1428 0.01943 0 0.1623 101 640: 46%|████▌ | 6/13 [00:00<00:01, 6.81it/s] 10/299 6.46G 0.1424 0.0205 0 0.1629 130 640: 46%|████▌ | 6/13 [00:01<00:01, 6.81it/s] 10/299 6.46G 0.1424 0.0205 0 0.1629 130 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.74it/s] 10/299 6.46G 0.1426 0.02063 0 0.1632 133 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.74it/s] 10/299 6.46G 0.1426 0.02063 0 0.1632 133 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.42it/s] 10/299 6.46G 0.1425 0.02049 0 0.163 92 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.42it/s] 10/299 6.46G 0.1425 0.02049 0 0.163 92 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.04it/s] 10/299 6.46G 0.1426 0.02071 0 0.1634 144 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.04it/s] 10/299 6.46G 0.1426 0.02071 0 0.1634 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.66it/s] 10/299 6.46G 0.1427 0.02125 0 0.1639 162 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.66it/s] 10/299 6.46G 0.1427 0.02125 0 0.1639 162 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.28it/s] 10/299 6.46G 0.1429 0.02077 0 0.1637 98 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.28it/s] 10/299 6.46G 0.1429 0.02077 0 0.1637 98 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.84it/s] 10/299 6.46G 0.1427 0.02165 0 0.1643 147 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.84it/s] 10/299 6.46G 0.1427 0.02165 0 0.1643 147 640: 100%|██████████| 13/13 [00:02<00:00, 5.40it/s] 10/299 6.46G 0.1427 0.02165 0 0.1643 147 640: 100%|██████████| 13/13 [00:02<00:00, 4.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.000389 0.023 1.49e-05 1.96e-06
0%| | 0/13 [00:00<?, ?it/s] 11/299 6.46G 0.1425 0.0222 0 0.1647 119 640: 0%| | 0/13 [00:00<?, ?it/s] 11/299 6.46G 0.1425 0.0222 0 0.1647 119 640: 8%|▊ | 1/13 [00:00<00:01, 7.35it/s] 11/299 6.46G 0.1432 0.02057 0 0.1638 115 640: 8%|▊ | 1/13 [00:00<00:01, 7.35it/s] 11/299 6.46G 0.1432 0.02057 0 0.1638 115 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 11/299 6.46G 0.143 0.02067 0 0.1636 112 640: 15%|█▌ | 2/13 [00:01<00:01, 7.46it/s] 11/299 6.46G 0.143 0.02067 0 0.1636 112 640: 23%|██▎ | 3/13 [00:01<00:05, 1.71it/s] 11/299 6.46G 0.1426 0.02275 0 0.1654 157 640: 23%|██▎ | 3/13 [00:01<00:05, 1.71it/s] 11/299 6.46G 0.1426 0.02275 0 0.1654 157 640: 31%|███ | 4/13 [00:01<00:03, 2.46it/s] 11/299 6.46G 0.1423 0.02221 0 0.1645 101 640: 31%|███ | 4/13 [00:01<00:03, 2.46it/s] 11/299 6.46G 0.1423 0.02221 0 0.1645 101 640: 38%|███▊ | 5/13 [00:01<00:02, 3.24it/s] 11/299 6.46G 0.1422 0.02145 0 0.1637 98 640: 38%|███▊ | 5/13 [00:01<00:02, 3.24it/s] 11/299 6.46G 0.1422 0.02145 0 0.1637 98 640: 46%|████▌ | 6/13 [00:01<00:01, 4.02it/s] 11/299 6.46G 0.142 0.02242 0 0.1644 145 640: 46%|████▌ | 6/13 [00:01<00:01, 4.02it/s] 11/299 6.46G 0.142 0.02242 0 0.1644 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.66it/s] 11/299 6.46G 0.1418 0.02225 0 0.164 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.66it/s] 11/299 6.46G 0.1418 0.02225 0 0.164 107 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.30it/s] 11/299 6.46G 0.1416 0.02212 0 0.1637 103 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.30it/s] 11/299 6.46G 0.1416 0.02212 0 0.1637 103 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.85it/s] 11/299 6.46G 0.1418 0.02185 0 0.1636 114 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.85it/s] 11/299 6.46G 0.1418 0.02185 0 0.1636 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.29it/s] 11/299 6.46G 0.1418 0.02201 0 0.1638 138 640: 77%|███████▋ | 10/13 [00:04<00:00, 6.29it/s] 11/299 6.46G 0.1418 0.02201 0 0.1638 138 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.48it/s] 11/299 6.46G 0.1419 0.02144 0 0.1634 86 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.48it/s] 11/299 6.46G 0.1419 0.02144 0 0.1634 86 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.94it/s] 11/299 6.46G 0.1416 0.0218 0 0.1634 106 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.94it/s] 11/299 6.46G 0.1416 0.0218 0 0.1634 106 640: 100%|██████████| 13/13 [00:04<00:00, 2.53it/s] 11/299 6.46G 0.1416 0.0218 0 0.1634 106 640: 100%|██████████| 13/13 [00:04<00:00, 2.92it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0044 0.0115 7.34e-05 7.34e-06
0%| | 0/13 [00:00<?, ?it/s] 12/299 6.46G 0.145 0.01458 0 0.1595 97 640: 0%| | 0/13 [00:00<?, ?it/s] 12/299 6.46G 0.145 0.01458 0 0.1595 97 640: 8%|▊ | 1/13 [00:00<00:01, 7.38it/s] 12/299 6.46G 0.1434 0.01754 0 0.1609 112 640: 8%|▊ | 1/13 [00:00<00:01, 7.38it/s] 12/299 6.46G 0.1434 0.01754 0 0.1609 112 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 12/299 6.46G 0.1431 0.01851 0 0.1616 120 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 12/299 6.46G 0.1431 0.01851 0 0.1616 120 640: 23%|██▎ | 3/13 [00:00<00:01, 7.30it/s] 12/299 6.46G 0.1416 0.01985 0 0.1615 103 640: 23%|██▎ | 3/13 [00:00<00:01, 7.30it/s] 12/299 6.46G 0.1416 0.01985 0 0.1615 103 640: 31%|███ | 4/13 [00:00<00:01, 7.19it/s] 12/299 6.46G 0.1419 0.02049 0 0.1624 147 640: 31%|███ | 4/13 [00:00<00:01, 7.19it/s] 12/299 6.46G 0.1419 0.02049 0 0.1624 147 640: 38%|███▊ | 5/13 [00:00<00:01, 7.09it/s] 12/299 6.46G 0.1421 0.02206 0 0.1642 197 640: 38%|███▊ | 5/13 [00:01<00:01, 7.09it/s] 12/299 6.46G 0.1421 0.02206 0 0.1642 197 640: 46%|████▌ | 6/13 [00:01<00:02, 3.09it/s] 12/299 6.46G 0.1418 0.0228 0 0.1646 143 640: 46%|████▌ | 6/13 [00:01<00:02, 3.09it/s] 12/299 6.46G 0.1418 0.0228 0 0.1646 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.79it/s] 12/299 6.46G 0.1417 0.02288 0 0.1645 130 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.79it/s] 12/299 6.46G 0.1417 0.02288 0 0.1645 130 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.44it/s] 12/299 6.46G 0.1417 0.02265 0 0.1643 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.44it/s] 12/299 6.46G 0.1417 0.02265 0 0.1643 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.02it/s] 12/299 6.46G 0.1418 0.02285 0 0.1646 160 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.02it/s] 12/299 6.46G 0.1418 0.02285 0 0.1646 160 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.51it/s] 12/299 6.46G 0.1417 0.02306 0 0.1648 138 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.51it/s] 12/299 6.46G 0.1417 0.02306 0 0.1648 138 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.91it/s] 12/299 6.46G 0.1418 0.02277 0 0.1646 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.91it/s] 12/299 6.46G 0.1418 0.02277 0 0.1646 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.58it/s] 12/299 6.46G 0.1415 0.02308 0 0.1646 107 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.58it/s] 12/299 6.46G 0.1415 0.02308 0 0.1646 107 640: 100%|██████████| 13/13 [00:02<00:00, 6.86it/s] 12/299 6.46G 0.1415 0.02308 0 0.1646 107 640: 100%|██████████| 13/13 [00:02<00:00, 5.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.25it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0851 0.0115 0.00164 0.000776
0%| | 0/13 [00:00<?, ?it/s] 13/299 6.46G 0.1425 0.02224 0 0.1647 133 640: 0%| | 0/13 [00:00<?, ?it/s] 13/299 6.46G 0.1425 0.02224 0 0.1647 133 640: 8%|▊ | 1/13 [00:00<00:06, 1.90it/s] 13/299 6.46G 0.1421 0.02194 0 0.164 131 640: 8%|▊ | 1/13 [00:00<00:06, 1.90it/s] 13/299 6.46G 0.1421 0.02194 0 0.164 131 640: 15%|█▌ | 2/13 [00:00<00:03, 3.34it/s] 13/299 6.46G 0.1417 0.02287 0 0.1645 140 640: 15%|█▌ | 2/13 [00:00<00:03, 3.34it/s] 13/299 6.46G 0.1417 0.02287 0 0.1645 140 640: 23%|██▎ | 3/13 [00:00<00:02, 4.64it/s] 13/299 6.46G 0.1398 0.02245 0 0.1623 76 640: 23%|██▎ | 3/13 [00:00<00:02, 4.64it/s] 13/299 6.46G 0.1398 0.02245 0 0.1623 76 640: 31%|███ | 4/13 [00:00<00:01, 5.36it/s] 13/299 6.46G 0.1406 0.02173 0 0.1623 118 640: 31%|███ | 4/13 [00:01<00:01, 5.36it/s] 13/299 6.46G 0.1406 0.02173 0 0.1623 118 640: 38%|███▊ | 5/13 [00:01<00:01, 6.24it/s] 13/299 6.46G 0.1407 0.02121 0 0.1619 113 640: 38%|███▊ | 5/13 [00:01<00:01, 6.24it/s] 13/299 6.46G 0.1407 0.02121 0 0.1619 113 640: 46%|████▌ | 6/13 [00:01<00:01, 6.48it/s] 13/299 6.46G 0.1399 0.02117 0 0.1611 83 640: 46%|████▌ | 6/13 [00:01<00:01, 6.48it/s] 13/299 6.46G 0.1399 0.02117 0 0.1611 83 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.08it/s] 13/299 6.46G 0.1396 0.02142 0 0.161 112 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.08it/s] 13/299 6.46G 0.1396 0.02142 0 0.161 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.04it/s] 13/299 6.46G 0.1396 0.02172 0 0.1613 131 640: 62%|██████▏ | 8/13 [00:02<00:00, 7.04it/s] 13/299 6.46G 0.1396 0.02172 0 0.1613 131 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.09it/s] 13/299 6.46G 0.1399 0.0218 0 0.1617 137 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.09it/s] 13/299 6.46G 0.1399 0.0218 0 0.1617 137 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.67it/s] 13/299 6.46G 0.14 0.02202 0 0.162 131 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.67it/s] 13/299 6.46G 0.14 0.02202 0 0.162 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.38it/s] 13/299 6.46G 0.1401 0.02202 0 0.1621 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.38it/s] 13/299 6.46G 0.1401 0.02202 0 0.1621 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.30it/s] 13/299 6.46G 0.1397 0.02284 0 0.1626 130 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.30it/s] 13/299 6.46G 0.1397 0.02284 0 0.1626 130 640: 100%|██████████| 13/13 [00:03<00:00, 2.98it/s] 13/299 6.46G 0.1397 0.02284 0 0.1626 130 640: 100%|██████████| 13/13 [00:03<00:00, 3.44it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0232 0.046 0.00596 0.00216
0%| | 0/13 [00:00<?, ?it/s] 14/299 6.46G 0.1404 0.0173 0 0.1577 95 640: 0%| | 0/13 [00:00<?, ?it/s] 14/299 6.46G 0.1404 0.0173 0 0.1577 95 640: 8%|▊ | 1/13 [00:00<00:01, 6.89it/s] 14/299 6.46G 0.1392 0.01983 0 0.1591 105 640: 8%|▊ | 1/13 [00:00<00:01, 6.89it/s] 14/299 6.46G 0.1392 0.01983 0 0.1591 105 640: 15%|█▌ | 2/13 [00:00<00:01, 7.97it/s] 14/299 6.46G 0.14 0.01872 0 0.1588 98 640: 15%|█▌ | 2/13 [00:00<00:01, 7.97it/s] 14/299 6.46G 0.14 0.01872 0 0.1588 98 640: 23%|██▎ | 3/13 [00:00<00:01, 7.54it/s] 14/299 6.46G 0.1401 0.01969 0 0.1598 129 640: 23%|██▎ | 3/13 [00:00<00:01, 7.54it/s] 14/299 6.46G 0.1401 0.01969 0 0.1598 129 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 14/299 6.46G 0.1394 0.02026 0 0.1596 106 640: 31%|███ | 4/13 [00:01<00:01, 8.01it/s] 14/299 6.46G 0.1394 0.02026 0 0.1596 106 640: 38%|███▊ | 5/13 [00:01<00:02, 3.35it/s] 14/299 6.46G 0.1396 0.02048 0 0.1601 126 640: 38%|███▊ | 5/13 [00:01<00:02, 3.35it/s] 14/299 6.46G 0.1396 0.02048 0 0.1601 126 640: 46%|████▌ | 6/13 [00:01<00:01, 4.23it/s] 14/299 6.46G 0.1395 0.02141 0 0.1609 142 640: 46%|████▌ | 6/13 [00:02<00:01, 4.23it/s] 14/299 6.46G 0.1395 0.02141 0 0.1609 142 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.27it/s] 14/299 6.46G 0.1398 0.02154 0 0.1614 148 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.27it/s] 14/299 6.46G 0.1398 0.02154 0 0.1614 148 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.97it/s] 14/299 6.46G 0.1404 0.02084 0 0.1612 113 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.97it/s] 14/299 6.46G 0.1404 0.02084 0 0.1612 113 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.63it/s] 14/299 6.46G 0.1405 0.02097 0 0.1614 140 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.63it/s] 14/299 6.46G 0.1405 0.02097 0 0.1614 140 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.44it/s] 14/299 6.46G 0.1405 0.02105 0 0.1616 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.44it/s] 14/299 6.46G 0.1405 0.02105 0 0.1616 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.03it/s] 14/299 6.46G 0.1404 0.02106 0 0.1615 113 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.03it/s] 14/299 6.46G 0.1404 0.02106 0 0.1615 113 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.83it/s] 14/299 6.46G 0.1402 0.0214 0 0.1616 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.83it/s] 14/299 6.46G 0.1402 0.0214 0 0.1616 118 640: 100%|██████████| 13/13 [00:03<00:00, 4.43it/s] 14/299 6.46G 0.1402 0.0214 0 0.1616 118 640: 100%|██████████| 13/13 [00:03<00:00, 4.25it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0383 0.046 0.0113 0.00128
0%| | 0/13 [00:00<?, ?it/s] 15/299 6.46G 0.1398 0.01802 0 0.1579 103 640: 0%| | 0/13 [00:00<?, ?it/s] 15/299 6.46G 0.1398 0.01802 0 0.1579 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 15/299 6.46G 0.1395 0.02119 0 0.1607 135 640: 8%|▊ | 1/13 [00:01<00:01, 8.61it/s] 15/299 6.46G 0.1395 0.02119 0 0.1607 135 640: 15%|█▌ | 2/13 [00:01<00:10, 1.04it/s] 15/299 6.46G 0.139 0.02068 0 0.1596 94 640: 15%|█▌ | 2/13 [00:01<00:10, 1.04it/s] 15/299 6.46G 0.139 0.02068 0 0.1596 94 640: 23%|██▎ | 3/13 [00:01<00:05, 1.75it/s] 15/299 6.46G 0.1384 0.02129 0 0.1597 109 640: 23%|██▎ | 3/13 [00:01<00:05, 1.75it/s] 15/299 6.46G 0.1384 0.02129 0 0.1597 109 640: 31%|███ | 4/13 [00:01<00:03, 2.51it/s] 15/299 6.46G 0.1384 0.02229 0 0.1607 148 640: 31%|███ | 4/13 [00:02<00:03, 2.51it/s] 15/299 6.46G 0.1384 0.02229 0 0.1607 148 640: 38%|███▊ | 5/13 [00:02<00:02, 3.39it/s] 15/299 6.46G 0.1388 0.02174 0 0.1605 111 640: 38%|███▊ | 5/13 [00:02<00:02, 3.39it/s] 15/299 6.46G 0.1388 0.02174 0 0.1605 111 640: 46%|████▌ | 6/13 [00:02<00:01, 4.16it/s] 15/299 6.46G 0.1382 0.0222 0 0.1603 107 640: 46%|████▌ | 6/13 [00:02<00:01, 4.16it/s] 15/299 6.46G 0.1382 0.0222 0 0.1603 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.05it/s] 15/299 6.46G 0.1383 0.02178 0 0.1601 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.05it/s] 15/299 6.46G 0.1383 0.02178 0 0.1601 107 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.57it/s] 15/299 6.46G 0.1383 0.02205 0 0.1604 130 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.57it/s] 15/299 6.46G 0.1383 0.02205 0 0.1604 130 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.31it/s] 15/299 6.46G 0.138 0.02237 0 0.1604 118 640: 69%|██████▉ | 9/13 [00:04<00:00, 6.31it/s] 15/299 6.46G 0.138 0.02237 0 0.1604 118 640: 77%|███████▋ | 10/13 [00:04<00:01, 1.53it/s] 15/299 6.46G 0.1381 0.02245 0 0.1606 129 640: 77%|███████▋ | 10/13 [00:04<00:01, 1.53it/s] 15/299 6.46G 0.1381 0.02245 0 0.1606 129 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.06it/s] 15/299 6.46G 0.1382 0.02255 0 0.1608 133 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.06it/s] 15/299 6.46G 0.1382 0.02255 0 0.1608 133 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.64it/s] 15/299 6.46G 0.1382 0.02299 0 0.1612 135 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.64it/s] 15/299 6.46G 0.1382 0.02299 0 0.1612 135 640: 100%|██████████| 13/13 [00:04<00:00, 3.40it/s] 15/299 6.46G 0.1382 0.02299 0 0.1612 135 640: 100%|██████████| 13/13 [00:04<00:00, 2.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0555 0.126 0.0154 0.00234
0%| | 0/13 [00:00<?, ?it/s] 16/299 6.46G 0.1368 0.0219 0 0.1587 110 640: 0%| | 0/13 [00:00<?, ?it/s] 16/299 6.46G 0.1368 0.0219 0 0.1587 110 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 16/299 6.46G 0.1367 0.02323 0 0.16 128 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 16/299 6.46G 0.1367 0.02323 0 0.16 128 640: 15%|█▌ | 2/13 [00:00<00:01, 8.00it/s] 16/299 6.46G 0.1359 0.02358 0 0.1595 105 640: 15%|█▌ | 2/13 [00:00<00:01, 8.00it/s] 16/299 6.46G 0.1359 0.02358 0 0.1595 105 640: 23%|██▎ | 3/13 [00:00<00:01, 7.51it/s] 16/299 6.46G 0.1356 0.02575 0 0.1614 155 640: 23%|██▎ | 3/13 [00:00<00:01, 7.51it/s] 16/299 6.46G 0.1356 0.02575 0 0.1614 155 640: 31%|███ | 4/13 [00:00<00:01, 8.00it/s] 16/299 6.46G 0.1358 0.02599 0 0.1618 139 640: 31%|███ | 4/13 [00:01<00:01, 8.00it/s] 16/299 6.46G 0.1358 0.02599 0 0.1618 139 640: 38%|███▊ | 5/13 [00:01<00:02, 3.15it/s] 16/299 6.46G 0.1356 0.02596 0 0.1615 117 640: 38%|███▊ | 5/13 [00:01<00:02, 3.15it/s] 16/299 6.46G 0.1356 0.02596 0 0.1615 117 640: 46%|████▌ | 6/13 [00:01<00:01, 4.04it/s] 16/299 6.46G 0.1353 0.02685 0 0.1622 153 640: 46%|████▌ | 6/13 [00:01<00:01, 4.04it/s] 16/299 6.46G 0.1353 0.02685 0 0.1622 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.70it/s] 16/299 6.46G 0.135 0.02614 0 0.1612 86 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.70it/s] 16/299 6.46G 0.135 0.02614 0 0.1612 86 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.56it/s] 16/299 6.46G 0.1349 0.02555 0 0.1605 91 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.56it/s] 16/299 6.46G 0.1349 0.02555 0 0.1605 91 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.00it/s] 16/299 6.46G 0.1347 0.02584 0 0.1605 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.00it/s] 16/299 6.46G 0.1347 0.02584 0 0.1605 125 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.67it/s] 16/299 6.46G 0.1345 0.02562 0 0.1601 101 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.67it/s] 16/299 6.46G 0.1345 0.02562 0 0.1601 101 640: 85%|████████▍ | 11/13 [00:01<00:00, 6.77it/s] 16/299 6.46G 0.1347 0.02555 0 0.1602 130 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.77it/s] 16/299 6.46G 0.1347 0.02555 0 0.1602 130 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.31it/s] 16/299 6.46G 0.1349 0.02612 0 0.161 163 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.31it/s] 16/299 6.46G 0.1349 0.02612 0 0.161 163 640: 100%|██████████| 13/13 [00:03<00:00, 2.56it/s] 16/299 6.46G 0.1349 0.02612 0 0.161 163 640: 100%|██████████| 13/13 [00:03<00:00, 4.31it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0861 0.195 0.0428 0.00826
0%| | 0/13 [00:00<?, ?it/s] 17/299 6.46G 0.1341 0.02159 0 0.1557 106 640: 0%| | 0/13 [00:00<?, ?it/s] 17/299 6.46G 0.1341 0.02159 0 0.1557 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.91it/s] 17/299 6.46G 0.1355 0.02392 0 0.1594 144 640: 8%|▊ | 1/13 [00:00<00:01, 8.91it/s] 17/299 6.46G 0.1355 0.02392 0 0.1594 144 640: 15%|█▌ | 2/13 [00:00<00:01, 8.06it/s] 17/299 6.46G 0.1353 0.02518 0 0.1605 141 640: 15%|█▌ | 2/13 [00:00<00:01, 8.06it/s] 17/299 6.46G 0.1353 0.02518 0 0.1605 141 640: 23%|██▎ | 3/13 [00:00<00:01, 8.49it/s] 17/299 6.46G 0.135 0.02612 0 0.1611 148 640: 23%|██▎ | 3/13 [00:00<00:01, 8.49it/s] 17/299 6.46G 0.135 0.02612 0 0.1611 148 640: 31%|███ | 4/13 [00:00<00:01, 8.11it/s] 17/299 6.46G 0.135 0.0259 0 0.1609 128 640: 31%|███ | 4/13 [00:00<00:01, 8.11it/s] 17/299 6.46G 0.135 0.0259 0 0.1609 128 640: 38%|███▊ | 5/13 [00:00<00:00, 8.44it/s] 17/299 6.46G 0.135 0.02523 0 0.1602 109 640: 38%|███▊ | 5/13 [00:00<00:00, 8.44it/s] 17/299 6.46G 0.135 0.02523 0 0.1602 109 640: 46%|████▌ | 6/13 [00:00<00:00, 8.13it/s] 17/299 6.46G 0.1343 0.02592 0 0.1602 128 640: 46%|████▌ | 6/13 [00:00<00:00, 8.13it/s] 17/299 6.46G 0.1343 0.02592 0 0.1602 128 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.38it/s] 17/299 6.46G 0.1343 0.0256 0 0.1599 118 640: 54%|█████▍ | 7/13 [00:01<00:00, 8.38it/s] 17/299 6.46G 0.1343 0.0256 0 0.1599 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.44it/s] 17/299 6.46G 0.1344 0.02564 0 0.16 127 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.44it/s] 17/299 6.46G 0.1344 0.02564 0 0.16 127 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.26it/s] 17/299 6.46G 0.1344 0.02535 0 0.1598 110 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.26it/s] 17/299 6.46G 0.1344 0.02535 0 0.1598 110 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.85it/s] 17/299 6.46G 0.1348 0.02519 0 0.16 145 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.85it/s] 17/299 6.46G 0.1348 0.02519 0 0.16 145 640: 85%|████████▍ | 11/13 [00:01<00:00, 5.64it/s] 17/299 6.46G 0.1349 0.02524 0 0.1601 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.64it/s] 17/299 6.46G 0.1349 0.02524 0 0.1601 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.01it/s] 17/299 6.46G 0.1347 0.02585 0 0.1605 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.01it/s] 17/299 6.46G 0.1347 0.02585 0 0.1605 139 640: 100%|██████████| 13/13 [00:02<00:00, 6.80it/s] 17/299 6.46G 0.1347 0.02585 0 0.1605 139 640: 100%|██████████| 13/13 [00:02<00:00, 6.17it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.122 0.287 0.0642 0.0125
0%| | 0/13 [00:00<?, ?it/s] 18/299 6.46G 0.1349 0.01656 0 0.1515 76 640: 0%| | 0/13 [00:00<?, ?it/s] 18/299 6.46G 0.1349 0.01656 0 0.1515 76 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 18/299 6.46G 0.1351 0.02175 0 0.1568 144 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 18/299 6.46G 0.1351 0.02175 0 0.1568 144 640: 15%|█▌ | 2/13 [00:00<00:01, 7.96it/s] 18/299 6.46G 0.1353 0.02213 0 0.1574 110 640: 15%|█▌ | 2/13 [00:01<00:01, 7.96it/s] 18/299 6.46G 0.1353 0.02213 0 0.1574 110 640: 23%|██▎ | 3/13 [00:01<00:05, 1.81it/s] 18/299 6.46G 0.1345 0.02182 0 0.1563 97 640: 23%|██▎ | 3/13 [00:01<00:05, 1.81it/s] 18/299 6.46G 0.1345 0.02182 0 0.1563 97 640: 31%|███ | 4/13 [00:01<00:03, 2.64it/s] 18/299 6.46G 0.1339 0.02218 0 0.1561 108 640: 31%|███ | 4/13 [00:01<00:03, 2.64it/s] 18/299 6.46G 0.1339 0.02218 0 0.1561 108 640: 38%|███▊ | 5/13 [00:01<00:02, 3.41it/s] 18/299 6.46G 0.1341 0.02256 0 0.1566 126 640: 38%|███▊ | 5/13 [00:01<00:02, 3.41it/s] 18/299 6.46G 0.1341 0.02256 0 0.1566 126 640: 46%|████▌ | 6/13 [00:01<00:01, 4.29it/s] 18/299 6.46G 0.1337 0.02306 0 0.1568 120 640: 46%|████▌ | 6/13 [00:01<00:01, 4.29it/s] 18/299 6.46G 0.1337 0.02306 0 0.1568 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.93it/s] 18/299 6.46G 0.1342 0.02249 0 0.1567 100 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.93it/s] 18/299 6.46G 0.1342 0.02249 0 0.1567 100 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.74it/s] 18/299 6.46G 0.1349 0.02186 0 0.1568 102 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.74it/s] 18/299 6.46G 0.1349 0.02186 0 0.1568 102 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.10it/s] 18/299 6.46G 0.1347 0.0214 0 0.1561 80 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.10it/s] 18/299 6.46G 0.1347 0.0214 0 0.1561 80 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.76it/s] 18/299 6.46G 0.1347 0.02176 0 0.1564 134 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.76it/s] 18/299 6.46G 0.1347 0.02176 0 0.1564 134 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.20it/s] 18/299 6.46G 0.1346 0.02238 0 0.157 159 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.20it/s] 18/299 6.46G 0.1346 0.02238 0 0.157 159 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.86it/s] 18/299 6.46G 0.1342 0.02325 0 0.1574 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.86it/s] 18/299 6.46G 0.1342 0.02325 0 0.1574 133 640: 100%|██████████| 13/13 [00:03<00:00, 3.52it/s] 18/299 6.46G 0.1342 0.02325 0 0.1574 133 640: 100%|██████████| 13/13 [00:03<00:00, 3.62it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.149 0.276 0.0713 0.0134
0%| | 0/13 [00:00<?, ?it/s] 19/299 6.46G 0.1259 0.02357 0 0.1495 92 640: 0%| | 0/13 [00:00<?, ?it/s] 19/299 6.46G 0.1259 0.02357 0 0.1495 92 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 19/299 6.46G 0.1295 0.02425 0 0.1538 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 19/299 6.46G 0.1295 0.02425 0 0.1538 128 640: 15%|█▌ | 2/13 [00:00<00:01, 7.65it/s] 19/299 6.46G 0.1289 0.02538 0 0.1543 112 640: 15%|█▌ | 2/13 [00:00<00:01, 7.65it/s] 19/299 6.46G 0.1289 0.02538 0 0.1543 112 640: 23%|██▎ | 3/13 [00:00<00:01, 8.17it/s] 19/299 6.46G 0.1293 0.02742 0 0.1567 170 640: 23%|██▎ | 3/13 [00:00<00:01, 8.17it/s] 19/299 6.46G 0.1293 0.02742 0 0.1567 170 640: 31%|███ | 4/13 [00:00<00:01, 7.70it/s] 19/299 6.46G 0.1306 0.02619 0 0.1568 115 640: 31%|███ | 4/13 [00:00<00:01, 7.70it/s] 19/299 6.46G 0.1306 0.02619 0 0.1568 115 640: 38%|███▊ | 5/13 [00:00<00:00, 8.03it/s] 19/299 6.46G 0.1314 0.02474 0 0.1562 87 640: 38%|███▊ | 5/13 [00:01<00:00, 8.03it/s] 19/299 6.46G 0.1314 0.02474 0 0.1562 87 640: 46%|████▌ | 6/13 [00:01<00:01, 3.52it/s] 19/299 6.46G 0.1311 0.02552 0 0.1566 143 640: 46%|████▌ | 6/13 [00:01<00:01, 3.52it/s] 19/299 6.46G 0.1311 0.02552 0 0.1566 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 19/299 6.46G 0.1311 0.02542 0 0.1566 127 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 19/299 6.46G 0.1311 0.02542 0 0.1566 127 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.99it/s] 19/299 6.46G 0.1312 0.02531 0 0.1565 117 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.99it/s] 19/299 6.46G 0.1312 0.02531 0 0.1565 117 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.80it/s] 19/299 6.46G 0.1314 0.02489 0 0.1563 108 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.80it/s] 19/299 6.46G 0.1314 0.02489 0 0.1563 108 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.13it/s] 19/299 6.46G 0.1315 0.02509 0 0.1566 133 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.13it/s] 19/299 6.46G 0.1315 0.02509 0 0.1566 133 640: 85%|████████▍ | 11/13 [00:01<00:00, 6.78it/s] 19/299 6.46G 0.1315 0.02506 0 0.1566 128 640: 85%|████████▍ | 11/13 [00:01<00:00, 6.78it/s] 19/299 6.46G 0.1315 0.02506 0 0.1566 128 640: 92%|█████████▏| 12/13 [00:01<00:00, 6.88it/s] 19/299 6.46G 0.1312 0.02571 0 0.1569 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.88it/s] 19/299 6.46G 0.1312 0.02571 0 0.1569 134 640: 100%|██████████| 13/13 [00:02<00:00, 7.56it/s] 19/299 6.46G 0.1312 0.02571 0 0.1569 134 640: 100%|██████████| 13/13 [00:02<00:00, 6.24it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.236 0.241 0.112 0.0201
0%| | 0/13 [00:00<?, ?it/s] 20/299 6.46G 0.13 0.0227 0 0.1527 107 640: 0%| | 0/13 [00:01<?, ?it/s] 20/299 6.46G 0.13 0.0227 0 0.1527 107 640: 8%|▊ | 1/13 [00:01<00:13, 1.16s/it] 20/299 6.46G 0.1306 0.0243 0 0.1549 128 640: 8%|▊ | 1/13 [00:01<00:13, 1.16s/it] 20/299 6.46G 0.1306 0.0243 0 0.1549 128 640: 15%|█▌ | 2/13 [00:01<00:05, 1.84it/s] 20/299 6.46G 0.1309 0.02508 0 0.1559 137 640: 15%|█▌ | 2/13 [00:01<00:05, 1.84it/s] 20/299 6.46G 0.1309 0.02508 0 0.1559 137 640: 23%|██▎ | 3/13 [00:01<00:03, 2.79it/s] 20/299 6.46G 0.1292 0.0263 0 0.1555 124 640: 23%|██▎ | 3/13 [00:01<00:03, 2.79it/s] 20/299 6.46G 0.1292 0.0263 0 0.1555 124 640: 31%|███ | 4/13 [00:01<00:02, 3.82it/s] 20/299 6.46G 0.1295 0.02688 0 0.1563 150 640: 31%|███ | 4/13 [00:01<00:02, 3.82it/s] 20/299 6.46G 0.1295 0.02688 0 0.1563 150 640: 38%|███▊ | 5/13 [00:01<00:01, 4.58it/s] 20/299 6.46G 0.1297 0.02625 0 0.156 105 640: 38%|███▊ | 5/13 [00:01<00:01, 4.58it/s] 20/299 6.46G 0.1297 0.02625 0 0.156 105 640: 46%|████▌ | 6/13 [00:01<00:01, 5.49it/s] 20/299 6.46G 0.1298 0.02652 0 0.1563 135 640: 46%|████▌ | 6/13 [00:01<00:01, 5.49it/s] 20/299 6.46G 0.1298 0.02652 0 0.1563 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 20/299 6.46G 0.1299 0.0264 0 0.1563 131 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.92it/s] 20/299 6.46G 0.1299 0.0264 0 0.1563 131 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.62it/s] 20/299 6.46G 0.1301 0.02615 0 0.1563 116 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.62it/s] 20/299 6.46G 0.1301 0.02615 0 0.1563 116 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.17it/s] 20/299 6.46G 0.1302 0.02549 0 0.1557 97 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.17it/s] 20/299 6.46G 0.1302 0.02549 0 0.1557 97 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.82it/s] 20/299 6.46G 0.1307 0.02554 0 0.1562 156 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.82it/s] 20/299 6.46G 0.1307 0.02554 0 0.1562 156 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.46it/s] 20/299 6.46G 0.1307 0.02551 0 0.1562 122 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.46it/s] 20/299 6.46G 0.1307 0.02551 0 0.1562 122 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.25it/s] 20/299 6.46G 0.1306 0.02654 0 0.1571 169 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.25it/s] 20/299 6.46G 0.1306 0.02654 0 0.1571 169 640: 100%|██████████| 13/13 [00:03<00:00, 4.91it/s] 20/299 6.46G 0.1306 0.02654 0 0.1571 169 640: 100%|██████████| 13/13 [00:03<00:00, 3.54it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.164 0.218 0.0951 0.0191
0%| | 0/13 [00:00<?, ?it/s] 21/299 6.46G 0.1317 0.02425 0 0.156 129 640: 0%| | 0/13 [00:00<?, ?it/s] 21/299 6.46G 0.1317 0.02425 0 0.156 129 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 21/299 6.46G 0.1283 0.02647 0 0.1547 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 21/299 6.46G 0.1283 0.02647 0 0.1547 128 640: 15%|█▌ | 2/13 [00:00<00:01, 7.73it/s] 21/299 6.46G 0.1259 0.0256 0 0.1515 93 640: 15%|█▌ | 2/13 [00:00<00:01, 7.73it/s] 21/299 6.46G 0.1259 0.0256 0 0.1515 93 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 21/299 6.46G 0.1262 0.02532 0 0.1516 117 640: 23%|██▎ | 3/13 [00:01<00:01, 8.23it/s] 21/299 6.46G 0.1262 0.02532 0 0.1516 117 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 21/299 6.46G 0.1275 0.02445 0 0.152 105 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 21/299 6.46G 0.1275 0.02445 0 0.152 105 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 21/299 6.46G 0.1276 0.02459 0 0.1522 115 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 21/299 6.46G 0.1276 0.02459 0 0.1522 115 640: 46%|████▌ | 6/13 [00:01<00:01, 4.19it/s] 21/299 6.46G 0.1274 0.02673 0 0.1541 182 640: 46%|████▌ | 6/13 [00:01<00:01, 4.19it/s] 21/299 6.46G 0.1274 0.02673 0 0.1541 182 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.06it/s] 21/299 6.46G 0.1282 0.02648 0 0.1547 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.06it/s] 21/299 6.46G 0.1282 0.02648 0 0.1547 142 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.55it/s] 21/299 6.46G 0.1285 0.02661 0 0.1551 154 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.55it/s] 21/299 6.46G 0.1285 0.02661 0 0.1551 154 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.30it/s] 21/299 6.46G 0.1277 0.02651 0 0.1542 100 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.30it/s] 21/299 6.46G 0.1277 0.02651 0 0.1542 100 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.53it/s] 21/299 6.46G 0.1279 0.02604 0 0.154 96 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.53it/s] 21/299 6.46G 0.1279 0.02604 0 0.154 96 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.12it/s] 21/299 6.46G 0.1285 0.02627 0 0.1548 160 640: 85%|████████▍ | 11/13 [00:03<00:00, 7.12it/s] 21/299 6.46G 0.1285 0.02627 0 0.1548 160 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.13it/s] 21/299 6.46G 0.128 0.0264 0 0.1544 96 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.13it/s] 21/299 6.46G 0.128 0.0264 0 0.1544 96 640: 100%|██████████| 13/13 [00:03<00:00, 2.79it/s] 21/299 6.46G 0.128 0.0264 0 0.1544 96 640: 100%|██████████| 13/13 [00:03<00:00, 3.86it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.1 0.207 0.0303 0.00456
0%| | 0/13 [00:00<?, ?it/s] 22/299 6.46G 0.1363 0.01934 0 0.1556 110 640: 0%| | 0/13 [00:00<?, ?it/s] 22/299 6.46G 0.1363 0.01934 0 0.1556 110 640: 8%|▊ | 1/13 [00:00<00:01, 6.94it/s] 22/299 6.46G 0.1322 0.02098 0 0.1532 111 640: 8%|▊ | 1/13 [00:00<00:01, 6.94it/s] 22/299 6.46G 0.1322 0.02098 0 0.1532 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.95it/s] 22/299 6.46G 0.1305 0.02307 0 0.1536 131 640: 15%|█▌ | 2/13 [00:00<00:01, 7.95it/s] 22/299 6.46G 0.1305 0.02307 0 0.1536 131 640: 23%|██▎ | 3/13 [00:00<00:01, 7.51it/s] 22/299 6.46G 0.1292 0.02381 0 0.153 116 640: 23%|██▎ | 3/13 [00:00<00:01, 7.51it/s] 22/299 6.46G 0.1292 0.02381 0 0.153 116 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 22/299 6.46G 0.13 0.02446 0 0.1545 155 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 22/299 6.46G 0.13 0.02446 0 0.1545 155 640: 38%|███▊ | 5/13 [00:00<00:01, 7.63it/s] 22/299 6.46G 0.1305 0.02417 0 0.1547 119 640: 38%|███▊ | 5/13 [00:00<00:01, 7.63it/s] 22/299 6.46G 0.1305 0.02417 0 0.1547 119 640: 46%|████▌ | 6/13 [00:00<00:00, 8.03it/s] 22/299 6.46G 0.1309 0.02389 0 0.1548 126 640: 46%|████▌ | 6/13 [00:01<00:00, 8.03it/s] 22/299 6.46G 0.1309 0.02389 0 0.1548 126 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.45it/s] 22/299 6.46G 0.1307 0.02364 0 0.1543 107 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.45it/s] 22/299 6.46G 0.1307 0.02364 0 0.1543 107 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.18it/s] 22/299 6.46G 0.1305 0.02299 0 0.1535 80 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.18it/s] 22/299 6.46G 0.1305 0.02299 0 0.1535 80 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.84it/s] 22/299 6.46G 0.1304 0.02346 0 0.1539 138 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.84it/s] 22/299 6.46G 0.1304 0.02346 0 0.1539 138 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.66it/s] 22/299 6.46G 0.1298 0.02376 0 0.1535 112 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.66it/s] 22/299 6.46G 0.1298 0.02376 0 0.1535 112 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.20it/s] 22/299 6.46G 0.1295 0.02405 0 0.1535 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.20it/s] 22/299 6.46G 0.1295 0.02405 0 0.1535 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.96it/s] 22/299 6.46G 0.1295 0.02428 0 0.1538 120 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.96it/s] 22/299 6.46G 0.1295 0.02428 0 0.1538 120 640: 100%|██████████| 13/13 [00:02<00:00, 6.39it/s] 22/299 6.46G 0.1295 0.02428 0 0.1538 120 640: 100%|██████████| 13/13 [00:02<00:00, 5.18it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.13 0.276 0.0759 0.0142
0%| | 0/13 [00:00<?, ?it/s] 23/299 6.46G 0.1315 0.01671 0 0.1482 78 640: 0%| | 0/13 [00:00<?, ?it/s] 23/299 6.46G 0.1315 0.01671 0 0.1482 78 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 23/299 6.46G 0.1282 0.02265 0 0.1509 127 640: 8%|▊ | 1/13 [00:01<00:01, 8.66it/s] 23/299 6.46G 0.1282 0.02265 0 0.1509 127 640: 15%|█▌ | 2/13 [00:01<00:07, 1.51it/s] 23/299 6.46G 0.1272 0.02297 0 0.1502 104 640: 15%|█▌ | 2/13 [00:01<00:07, 1.51it/s] 23/299 6.46G 0.1272 0.02297 0 0.1502 104 640: 23%|██▎ | 3/13 [00:01<00:04, 2.43it/s] 23/299 6.46G 0.1254 0.02509 0 0.1505 131 640: 23%|██▎ | 3/13 [00:01<00:04, 2.43it/s] 23/299 6.46G 0.1254 0.02509 0 0.1505 131 640: 31%|███ | 4/13 [00:01<00:02, 3.28it/s] 23/299 6.46G 0.1271 0.02409 0 0.1512 114 640: 31%|███ | 4/13 [00:01<00:02, 3.28it/s] 23/299 6.46G 0.1271 0.02409 0 0.1512 114 640: 38%|███▊ | 5/13 [00:01<00:01, 4.25it/s] 23/299 6.46G 0.1279 0.02417 0 0.1521 132 640: 38%|███▊ | 5/13 [00:01<00:01, 4.25it/s] 23/299 6.46G 0.1279 0.02417 0 0.1521 132 640: 46%|████▌ | 6/13 [00:01<00:01, 4.92it/s] 23/299 6.46G 0.1272 0.02595 0 0.1531 163 640: 46%|████▌ | 6/13 [00:01<00:01, 4.92it/s] 23/299 6.46G 0.1272 0.02595 0 0.1531 163 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.76it/s] 23/299 6.46G 0.1275 0.02507 0 0.1526 92 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.76it/s] 23/299 6.46G 0.1275 0.02507 0 0.1526 92 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.12it/s] 23/299 6.46G 0.1279 0.02433 0 0.1523 90 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.12it/s] 23/299 6.46G 0.1279 0.02433 0 0.1523 90 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.78it/s] 23/299 6.46G 0.1283 0.02486 0 0.1532 166 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.78it/s] 23/299 6.46G 0.1283 0.02486 0 0.1532 166 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 23/299 6.46G 0.1281 0.02491 0 0.153 117 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 23/299 6.46G 0.1281 0.02491 0 0.153 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 23/299 6.46G 0.1281 0.02497 0 0.1531 131 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 23/299 6.46G 0.1281 0.02497 0 0.1531 131 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.47it/s] 23/299 6.46G 0.1274 0.02538 0 0.1528 111 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.47it/s] 23/299 6.46G 0.1274 0.02538 0 0.1528 111 640: 100%|██████████| 13/13 [00:03<00:00, 4.32it/s] 23/299 6.46G 0.1274 0.02538 0 0.1528 111 640: 100%|██████████| 13/13 [00:03<00:00, 3.67it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.233 0.287 0.129 0.0229
0%| | 0/13 [00:00<?, ?it/s] 24/299 6.46G 0.1238 0.02183 0 0.1457 96 640: 0%| | 0/13 [00:00<?, ?it/s] 24/299 6.46G 0.1238 0.02183 0 0.1457 96 640: 8%|▊ | 1/13 [00:00<00:01, 7.47it/s] 24/299 6.46G 0.1261 0.02201 0 0.1481 114 640: 8%|▊ | 1/13 [00:00<00:01, 7.47it/s] 24/299 6.46G 0.1261 0.02201 0 0.1481 114 640: 15%|█▌ | 2/13 [00:00<00:01, 8.35it/s] 24/299 6.46G 0.1247 0.02364 0 0.1484 124 640: 15%|█▌ | 2/13 [00:00<00:01, 8.35it/s] 24/299 6.46G 0.1247 0.02364 0 0.1484 124 640: 23%|██▎ | 3/13 [00:00<00:01, 7.92it/s] 24/299 6.46G 0.1253 0.02353 0 0.1488 115 640: 23%|██▎ | 3/13 [00:00<00:01, 7.92it/s] 24/299 6.46G 0.1253 0.02353 0 0.1488 115 640: 31%|███ | 4/13 [00:00<00:01, 8.27it/s] 24/299 6.46G 0.1265 0.02478 0 0.1513 160 640: 31%|███ | 4/13 [00:01<00:01, 8.27it/s] 24/299 6.46G 0.1265 0.02478 0 0.1513 160 640: 38%|███▊ | 5/13 [00:01<00:03, 2.46it/s] 24/299 6.46G 0.1263 0.02452 0 0.1508 97 640: 38%|███▊ | 5/13 [00:01<00:03, 2.46it/s] 24/299 6.46G 0.1263 0.02452 0 0.1508 97 640: 46%|████▌ | 6/13 [00:01<00:02, 3.26it/s] 24/299 6.46G 0.1257 0.02497 0 0.1507 124 640: 46%|████▌ | 6/13 [00:01<00:02, 3.26it/s] 24/299 6.46G 0.1257 0.02497 0 0.1507 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 24/299 6.46G 0.1268 0.02462 0 0.1514 126 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 24/299 6.46G 0.1268 0.02462 0 0.1514 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.80it/s] 24/299 6.46G 0.1278 0.02358 0 0.1514 77 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.80it/s] 24/299 6.46G 0.1278 0.02358 0 0.1514 77 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.34it/s] 24/299 6.46G 0.1275 0.0235 0 0.151 97 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.34it/s] 24/299 6.46G 0.1275 0.0235 0 0.151 97 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.10it/s] 24/299 6.46G 0.1278 0.02345 0 0.1512 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.10it/s] 24/299 6.46G 0.1278 0.02345 0 0.1512 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.37it/s] 24/299 6.46G 0.1281 0.02335 0 0.1514 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.37it/s] 24/299 6.46G 0.1281 0.02335 0 0.1514 121 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.97it/s] 24/299 6.46G 0.1279 0.02357 0 0.1515 107 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.97it/s] 24/299 6.46G 0.1279 0.02357 0 0.1515 107 640: 100%|██████████| 13/13 [00:03<00:00, 2.45it/s] 24/299 6.46G 0.1279 0.02357 0 0.1515 107 640: 100%|██████████| 13/13 [00:03<00:00, 3.95it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.187 0.356 0.144 0.0261
0%| | 0/13 [00:00<?, ?it/s] 25/299 6.46G 0.1304 0.02253 0 0.153 121 640: 0%| | 0/13 [00:00<?, ?it/s] 25/299 6.46G 0.1304 0.02253 0 0.153 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 25/299 6.46G 0.1278 0.02204 0 0.1499 95 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 25/299 6.46G 0.1278 0.02204 0 0.1499 95 640: 15%|█▌ | 2/13 [00:00<00:01, 8.06it/s] 25/299 6.46G 0.1288 0.02177 0 0.1505 108 640: 15%|█▌ | 2/13 [00:00<00:01, 8.06it/s] 25/299 6.46G 0.1288 0.02177 0 0.1505 108 640: 23%|██▎ | 3/13 [00:00<00:01, 8.52it/s] 25/299 6.46G 0.1285 0.0233 0 0.1518 145 640: 23%|██▎ | 3/13 [00:00<00:01, 8.52it/s] 25/299 6.46G 0.1285 0.0233 0 0.1518 145 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 25/299 6.46G 0.1287 0.02189 0 0.1506 81 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 25/299 6.46G 0.1287 0.02189 0 0.1506 81 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 25/299 6.46G 0.1277 0.02225 0 0.15 98 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 25/299 6.46G 0.1277 0.02225 0 0.15 98 640: 46%|████▌ | 6/13 [00:00<00:00, 8.17it/s] 25/299 6.46G 0.126 0.02375 0 0.1497 123 640: 46%|████▌ | 6/13 [00:00<00:00, 8.17it/s] 25/299 6.46G 0.126 0.02375 0 0.1497 123 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.47it/s] 25/299 6.46G 0.1254 0.02472 0 0.1502 129 640: 54%|█████▍ | 7/13 [00:02<00:00, 8.47it/s] 25/299 6.46G 0.1254 0.02472 0 0.1502 129 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.01it/s] 25/299 6.46G 0.1259 0.02458 0 0.1504 122 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.01it/s] 25/299 6.46G 0.1259 0.02458 0 0.1504 122 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.65it/s] 25/299 6.46G 0.1254 0.02461 0 0.15 105 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.65it/s] 25/299 6.46G 0.1254 0.02461 0 0.15 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.32it/s] 25/299 6.46G 0.1263 0.02454 0 0.1508 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.32it/s] 25/299 6.46G 0.1263 0.02454 0 0.1508 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.12it/s] 25/299 6.46G 0.127 0.02467 0 0.1517 167 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.12it/s] 25/299 6.46G 0.127 0.02467 0 0.1517 167 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.74it/s] 25/299 6.46G 0.1266 0.02466 0 0.1512 88 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.74it/s] 25/299 6.46G 0.1266 0.02466 0 0.1512 88 640: 100%|██████████| 13/13 [00:02<00:00, 5.62it/s] 25/299 6.46G 0.1266 0.02466 0 0.1512 88 640: 100%|██████████| 13/13 [00:02<00:00, 4.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.179 0.287 0.101 0.0185
0%| | 0/13 [00:00<?, ?it/s] 26/299 6.46G 0.123 0.02207 0 0.1451 93 640: 0%| | 0/13 [00:00<?, ?it/s] 26/299 6.46G 0.123 0.02207 0 0.1451 93 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 26/299 6.46G 0.1234 0.0281 0 0.1515 160 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 26/299 6.46G 0.1234 0.0281 0 0.1515 160 640: 15%|█▌ | 2/13 [00:00<00:01, 7.92it/s] 26/299 6.46G 0.1221 0.02866 0 0.1507 121 640: 15%|█▌ | 2/13 [00:01<00:01, 7.92it/s] 26/299 6.46G 0.1221 0.02866 0 0.1507 121 640: 23%|██▎ | 3/13 [00:01<00:04, 2.27it/s] 26/299 6.46G 0.1217 0.02812 0 0.1499 117 640: 23%|██▎ | 3/13 [00:01<00:04, 2.27it/s] 26/299 6.46G 0.1217 0.02812 0 0.1499 117 640: 31%|███ | 4/13 [00:01<00:02, 3.22it/s] 26/299 6.46G 0.1215 0.02838 0 0.1499 124 640: 31%|███ | 4/13 [00:01<00:02, 3.22it/s] 26/299 6.46G 0.1215 0.02838 0 0.1499 124 640: 38%|███▊ | 5/13 [00:01<00:02, 4.00it/s] 26/299 6.46G 0.1227 0.02793 0 0.1506 129 640: 38%|███▊ | 5/13 [00:01<00:02, 4.00it/s] 26/299 6.46G 0.1227 0.02793 0 0.1506 129 640: 46%|████▌ | 6/13 [00:01<00:01, 4.91it/s] 26/299 6.46G 0.1227 0.02878 0 0.1515 157 640: 46%|████▌ | 6/13 [00:01<00:01, 4.91it/s] 26/299 6.46G 0.1227 0.02878 0 0.1515 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.46it/s] 26/299 6.46G 0.123 0.02831 0 0.1513 117 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.46it/s] 26/299 6.46G 0.123 0.02831 0 0.1513 117 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.22it/s] 26/299 6.46G 0.1234 0.02715 0 0.1505 87 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.22it/s] 26/299 6.46G 0.1234 0.02715 0 0.1505 87 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.43it/s] 26/299 6.46G 0.1235 0.02705 0 0.1506 123 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.43it/s] 26/299 6.46G 0.1235 0.02705 0 0.1506 123 640: 77%|███████▋ | 10/13 [00:01<00:00, 7.04it/s] 26/299 6.46G 0.1234 0.02685 0 0.1502 110 640: 77%|███████▋ | 10/13 [00:03<00:00, 7.04it/s] 26/299 6.46G 0.1234 0.02685 0 0.1502 110 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.16it/s] 26/299 6.46G 0.1236 0.02698 0 0.1506 140 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.16it/s] 26/299 6.46G 0.1236 0.02698 0 0.1506 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.80it/s] 26/299 6.46G 0.1231 0.02743 0 0.1506 122 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.80it/s] 26/299 6.46G 0.1231 0.02743 0 0.1506 122 640: 100%|██████████| 13/13 [00:03<00:00, 3.46it/s] 26/299 6.46G 0.1231 0.02743 0 0.1506 122 640: 100%|██████████| 13/13 [00:03<00:00, 3.84it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.189 0.322 0.158 0.0334
0%| | 0/13 [00:00<?, ?it/s] 27/299 6.46G 0.128 0.02359 0 0.1515 109 640: 0%| | 0/13 [00:00<?, ?it/s] 27/299 6.46G 0.128 0.02359 0 0.1515 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 27/299 6.46G 0.1295 0.02224 0 0.1517 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 27/299 6.46G 0.1295 0.02224 0 0.1517 110 640: 15%|█▌ | 2/13 [00:00<00:01, 7.47it/s] 27/299 6.46G 0.1235 0.02413 0 0.1476 100 640: 15%|█▌ | 2/13 [00:00<00:01, 7.47it/s] 27/299 6.46G 0.1235 0.02413 0 0.1476 100 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 27/299 6.46G 0.1208 0.02635 0 0.1471 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 27/299 6.46G 0.1208 0.02635 0 0.1471 127 640: 31%|███ | 4/13 [00:00<00:01, 7.55it/s] 27/299 6.46G 0.1207 0.02675 0 0.1474 123 640: 31%|███ | 4/13 [00:00<00:01, 7.55it/s] 27/299 6.46G 0.1207 0.02675 0 0.1474 123 640: 38%|███▊ | 5/13 [00:00<00:01, 7.96it/s] 27/299 6.46G 0.1222 0.02575 0 0.148 106 640: 38%|███▊ | 5/13 [00:01<00:01, 7.96it/s] 27/299 6.46G 0.1222 0.02575 0 0.148 106 640: 46%|████▌ | 6/13 [00:01<00:02, 2.42it/s] 27/299 6.46G 0.1216 0.02721 0 0.1489 155 640: 46%|████▌ | 6/13 [00:01<00:02, 2.42it/s] 27/299 6.46G 0.1216 0.02721 0 0.1489 155 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.19it/s] 27/299 6.46G 0.1203 0.02714 0 0.1475 93 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.19it/s] 27/299 6.46G 0.1203 0.02714 0 0.1475 93 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.91it/s] 27/299 6.46G 0.1213 0.0263 0 0.1476 107 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.91it/s] 27/299 6.46G 0.1213 0.0263 0 0.1476 107 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.76it/s] 27/299 6.46G 0.1216 0.02654 0 0.1481 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.76it/s] 27/299 6.46G 0.1216 0.02654 0 0.1481 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.39it/s] 27/299 6.46G 0.1216 0.0267 0 0.1483 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.39it/s] 27/299 6.46G 0.1216 0.0267 0 0.1483 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.12it/s] 27/299 6.46G 0.1218 0.02649 0 0.1483 113 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.12it/s] 27/299 6.46G 0.1218 0.02649 0 0.1483 113 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.45it/s] 27/299 6.46G 0.1213 0.0272 0 0.1485 120 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.45it/s] 27/299 6.46G 0.1213 0.0272 0 0.1485 120 640: 100%|██████████| 13/13 [00:02<00:00, 7.20it/s] 27/299 6.46G 0.1213 0.0272 0 0.1485 120 640: 100%|██████████| 13/13 [00:02<00:00, 5.34it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.249 0.31 0.135 0.0275
0%| | 0/13 [00:00<?, ?it/s] 28/299 6.46G 0.118 0.02896 0 0.1469 124 640: 0%| | 0/13 [00:01<?, ?it/s] 28/299 6.46G 0.118 0.02896 0 0.1469 124 640: 8%|▊ | 1/13 [00:01<00:15, 1.28s/it] 28/299 6.46G 0.116 0.02991 0 0.146 129 640: 8%|▊ | 1/13 [00:01<00:15, 1.28s/it] 28/299 6.46G 0.116 0.02991 0 0.146 129 640: 15%|█▌ | 2/13 [00:01<00:06, 1.69it/s] 28/299 6.46G 0.1147 0.03001 0 0.1447 117 640: 15%|█▌ | 2/13 [00:01<00:06, 1.69it/s] 28/299 6.46G 0.1147 0.03001 0 0.1447 117 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 28/299 6.46G 0.1136 0.03128 0 0.1449 141 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 28/299 6.46G 0.1136 0.03128 0 0.1449 141 640: 31%|███ | 4/13 [00:01<00:02, 3.55it/s] 28/299 6.46G 0.1142 0.03065 0 0.1448 115 640: 31%|███ | 4/13 [00:01<00:02, 3.55it/s] 28/299 6.46G 0.1142 0.03065 0 0.1448 115 640: 38%|███▊ | 5/13 [00:01<00:01, 4.30it/s] 28/299 6.46G 0.1146 0.03078 0 0.1453 132 640: 38%|███▊ | 5/13 [00:01<00:01, 4.30it/s] 28/299 6.46G 0.1146 0.03078 0 0.1453 132 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 28/299 6.46G 0.1152 0.0312 0 0.1464 154 640: 46%|████▌ | 6/13 [00:02<00:01, 5.20it/s] 28/299 6.46G 0.1152 0.0312 0 0.1464 154 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.66it/s] 28/299 6.46G 0.1157 0.0307 0 0.1464 125 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.66it/s] 28/299 6.46G 0.1157 0.0307 0 0.1464 125 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.40it/s] 28/299 6.46G 0.1158 0.03065 0 0.1465 121 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.40it/s] 28/299 6.46G 0.1158 0.03065 0 0.1465 121 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.96it/s] 28/299 6.46G 0.1167 0.0302 0 0.1469 118 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.96it/s] 28/299 6.46G 0.1167 0.0302 0 0.1469 118 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.57it/s] 28/299 6.46G 0.1174 0.02998 0 0.1474 125 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.57it/s] 28/299 6.46G 0.1174 0.02998 0 0.1474 125 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.19it/s] 28/299 6.46G 0.1182 0.02999 0 0.1482 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.19it/s] 28/299 6.46G 0.1182 0.02999 0 0.1482 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.97it/s] 28/299 6.46G 0.1187 0.02963 0 0.1483 100 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.97it/s] 28/299 6.46G 0.1187 0.02963 0 0.1483 100 640: 100%|██████████| 13/13 [00:03<00:00, 4.65it/s] 28/299 6.46G 0.1187 0.02963 0 0.1483 100 640: 100%|██████████| 13/13 [00:03<00:00, 3.28it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.185 0.414 0.119 0.0264
0%| | 0/13 [00:00<?, ?it/s] 29/299 6.46G 0.1243 0.01729 0 0.1416 68 640: 0%| | 0/13 [00:00<?, ?it/s] 29/299 6.46G 0.1243 0.01729 0 0.1416 68 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 29/299 6.46G 0.1221 0.02225 0 0.1443 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 29/299 6.46G 0.1221 0.02225 0 0.1443 117 640: 15%|█▌ | 2/13 [00:00<00:01, 7.50it/s] 29/299 6.46G 0.1197 0.02502 0 0.1448 126 640: 15%|█▌ | 2/13 [00:00<00:01, 7.50it/s] 29/299 6.46G 0.1197 0.02502 0 0.1448 126 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 29/299 6.46G 0.1185 0.02579 0 0.1443 113 640: 23%|██▎ | 3/13 [00:01<00:01, 8.05it/s] 29/299 6.46G 0.1185 0.02579 0 0.1443 113 640: 31%|███ | 4/13 [00:01<00:04, 2.09it/s] 29/299 6.46G 0.1176 0.02604 0 0.1437 107 640: 31%|███ | 4/13 [00:01<00:04, 2.09it/s] 29/299 6.46G 0.1176 0.02604 0 0.1437 107 640: 38%|███▊ | 5/13 [00:01<00:03, 2.62it/s] 29/299 6.46G 0.1172 0.0267 0 0.1439 123 640: 38%|███▊ | 5/13 [00:01<00:03, 2.62it/s] 29/299 6.46G 0.1172 0.0267 0 0.1439 123 640: 46%|████▌ | 6/13 [00:01<00:02, 3.33it/s] 29/299 6.46G 0.1185 0.02667 0 0.1452 128 640: 46%|████▌ | 6/13 [00:01<00:02, 3.33it/s] 29/299 6.46G 0.1185 0.02667 0 0.1452 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.20it/s] 29/299 6.46G 0.1201 0.02704 0 0.1471 168 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.20it/s] 29/299 6.46G 0.1201 0.02704 0 0.1471 168 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.81it/s] 29/299 6.46G 0.1217 0.02638 0 0.1481 134 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.81it/s] 29/299 6.46G 0.1217 0.02638 0 0.1481 134 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.92it/s] 29/299 6.46G 0.1228 0.02613 0 0.149 141 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.92it/s] 29/299 6.46G 0.1228 0.02613 0 0.149 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.59it/s] 29/299 6.46G 0.1231 0.02642 0 0.1495 151 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.59it/s] 29/299 6.46G 0.1231 0.02642 0 0.1495 151 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.41it/s] 29/299 6.46G 0.1229 0.026 0 0.1489 92 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.41it/s] 29/299 6.46G 0.1229 0.026 0 0.1489 92 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.57it/s] 29/299 6.46G 0.1223 0.02621 0 0.1485 105 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.57it/s] 29/299 6.46G 0.1223 0.02621 0 0.1485 105 640: 100%|██████████| 13/13 [00:03<00:00, 3.31it/s] 29/299 6.46G 0.1223 0.02621 0 0.1485 105 640: 100%|██████████| 13/13 [00:03<00:00, 3.47it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.50s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.50s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.207 0.354 0.116 0.0213
0%| | 0/13 [00:00<?, ?it/s] 30/299 6.46G 0.123 0.01923 0 0.1422 89 640: 0%| | 0/13 [00:00<?, ?it/s] 30/299 6.46G 0.123 0.01923 0 0.1422 89 640: 8%|▊ | 1/13 [00:00<00:01, 6.47it/s] 30/299 6.46G 0.1223 0.02386 0 0.1462 131 640: 8%|▊ | 1/13 [00:00<00:01, 6.47it/s] 30/299 6.46G 0.1223 0.02386 0 0.1462 131 640: 15%|█▌ | 2/13 [00:00<00:01, 7.66it/s] 30/299 6.46G 0.1213 0.02422 0 0.1455 104 640: 15%|█▌ | 2/13 [00:00<00:01, 7.66it/s] 30/299 6.46G 0.1213 0.02422 0 0.1455 104 640: 23%|██▎ | 3/13 [00:00<00:01, 7.53it/s] 30/299 6.46G 0.119 0.0281 0 0.1471 151 640: 23%|██▎ | 3/13 [00:00<00:01, 7.53it/s] 30/299 6.46G 0.119 0.0281 0 0.1471 151 640: 31%|███ | 4/13 [00:00<00:01, 8.09it/s] 30/299 6.46G 0.1203 0.02733 0 0.1476 113 640: 31%|███ | 4/13 [00:00<00:01, 8.09it/s] 30/299 6.46G 0.1203 0.02733 0 0.1476 113 640: 38%|███▊ | 5/13 [00:00<00:01, 7.97it/s] 30/299 6.46G 0.12 0.02861 0 0.1486 139 640: 38%|███▊ | 5/13 [00:00<00:01, 7.97it/s] 30/299 6.46G 0.12 0.02861 0 0.1486 139 640: 46%|████▌ | 6/13 [00:00<00:00, 8.37it/s] 30/299 6.46G 0.119 0.03136 0 0.1504 179 640: 46%|████▌ | 6/13 [00:00<00:00, 8.37it/s] 30/299 6.46G 0.119 0.03136 0 0.1504 179 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.09it/s] 30/299 6.46G 0.1194 0.03081 0 0.1502 118 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.09it/s] 30/299 6.46G 0.1194 0.03081 0 0.1502 118 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.41it/s] 30/299 6.46G 0.12 0.03066 0 0.1507 144 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.41it/s] 30/299 6.46G 0.12 0.03066 0 0.1507 144 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.08it/s] 30/299 6.46G 0.1207 0.03016 0 0.1509 137 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.08it/s] 30/299 6.46G 0.1207 0.03016 0 0.1509 137 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.33it/s] 30/299 6.46G 0.1211 0.03023 0 0.1514 156 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.33it/s] 30/299 6.46G 0.1211 0.03023 0 0.1514 156 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.02it/s] 30/299 6.46G 0.1215 0.02999 0 0.1514 132 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.02it/s] 30/299 6.46G 0.1215 0.02999 0 0.1514 132 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.30it/s] 30/299 6.46G 0.1207 0.0305 0 0.1512 132 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.30it/s] 30/299 6.46G 0.1207 0.0305 0 0.1512 132 640: 100%|██████████| 13/13 [00:01<00:00, 8.02it/s] 30/299 6.46G 0.1207 0.0305 0 0.1512 132 640: 100%|██████████| 13/13 [00:01<00:00, 8.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.15it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.167 0.402 0.145 0.035
0%| | 0/13 [00:00<?, ?it/s] 31/299 6.46G 0.1169 0.02351 0 0.1405 101 640: 0%| | 0/13 [00:00<?, ?it/s] 31/299 6.46G 0.1169 0.02351 0 0.1405 101 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 31/299 6.46G 0.1159 0.02455 0 0.1405 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 31/299 6.46G 0.1159 0.02455 0 0.1405 107 640: 15%|█▌ | 2/13 [00:00<00:06, 1.76it/s] 31/299 6.46G 0.1154 0.0258 0 0.1412 118 640: 15%|█▌ | 2/13 [00:01<00:06, 1.76it/s] 31/299 6.46G 0.1154 0.0258 0 0.1412 118 640: 23%|██▎ | 3/13 [00:01<00:03, 2.79it/s] 31/299 6.46G 0.1166 0.02533 0 0.1419 118 640: 23%|██▎ | 3/13 [00:01<00:03, 2.79it/s] 31/299 6.46G 0.1166 0.02533 0 0.1419 118 640: 31%|███ | 4/13 [00:01<00:02, 3.71it/s] 31/299 6.46G 0.1191 0.02508 0 0.1442 126 640: 31%|███ | 4/13 [00:01<00:02, 3.71it/s] 31/299 6.46G 0.1191 0.02508 0 0.1442 126 640: 38%|███▊ | 5/13 [00:01<00:01, 4.72it/s] 31/299 6.46G 0.1191 0.02507 0 0.1441 102 640: 38%|███▊ | 5/13 [00:01<00:01, 4.72it/s] 31/299 6.46G 0.1191 0.02507 0 0.1441 102 640: 46%|████▌ | 6/13 [00:01<00:01, 5.32it/s] 31/299 6.46G 0.1184 0.02821 0 0.1466 191 640: 46%|████▌ | 6/13 [00:01<00:01, 5.32it/s] 31/299 6.46G 0.1184 0.02821 0 0.1466 191 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.78it/s] 31/299 6.46G 0.1186 0.02798 0 0.1466 115 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.78it/s] 31/299 6.46G 0.1186 0.02798 0 0.1466 115 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.43it/s] 31/299 6.46G 0.1183 0.02787 0 0.1461 110 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.43it/s] 31/299 6.46G 0.1183 0.02787 0 0.1461 110 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.23it/s] 31/299 6.46G 0.1178 0.02817 0 0.1459 127 640: 69%|██████▉ | 9/13 [00:03<00:00, 5.23it/s] 31/299 6.46G 0.1178 0.02817 0 0.1459 127 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.62it/s] 31/299 6.46G 0.117 0.02919 0 0.1462 148 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.62it/s] 31/299 6.46G 0.117 0.02919 0 0.1462 148 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.15it/s] 31/299 6.46G 0.1168 0.02899 0 0.1458 112 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.15it/s] 31/299 6.46G 0.1168 0.02899 0 0.1458 112 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.72it/s] 31/299 6.46G 0.1164 0.02964 0 0.1461 123 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.72it/s] 31/299 6.46G 0.1164 0.02964 0 0.1461 123 640: 100%|██████████| 13/13 [00:04<00:00, 3.47it/s] 31/299 6.46G 0.1164 0.02964 0 0.1461 123 640: 100%|██████████| 13/13 [00:04<00:00, 3.16it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.222 0.333 0.165 0.0417
0%| | 0/13 [00:00<?, ?it/s] 32/299 6.46G 0.1189 0.03086 0 0.1498 127 640: 0%| | 0/13 [00:00<?, ?it/s] 32/299 6.46G 0.1189 0.03086 0 0.1498 127 640: 8%|▊ | 1/13 [00:00<00:01, 6.70it/s] 32/299 6.46G 0.1185 0.03179 0 0.1503 144 640: 8%|▊ | 1/13 [00:00<00:01, 6.70it/s] 32/299 6.46G 0.1185 0.03179 0 0.1503 144 640: 15%|█▌ | 2/13 [00:00<00:01, 7.67it/s] 32/299 6.46G 0.1141 0.03277 0 0.1469 132 640: 15%|█▌ | 2/13 [00:00<00:01, 7.67it/s] 32/299 6.46G 0.1141 0.03277 0 0.1469 132 640: 23%|██▎ | 3/13 [00:00<00:01, 7.27it/s] 32/299 6.46G 0.1131 0.03039 0 0.1435 84 640: 23%|██▎ | 3/13 [00:00<00:01, 7.27it/s] 32/299 6.46G 0.1131 0.03039 0 0.1435 84 640: 31%|███ | 4/13 [00:00<00:01, 7.76it/s] 32/299 6.46G 0.1153 0.02974 0 0.145 129 640: 31%|███ | 4/13 [00:02<00:01, 7.76it/s] 32/299 6.46G 0.1153 0.02974 0 0.145 129 640: 38%|███▊ | 5/13 [00:02<00:06, 1.33it/s] 32/299 6.46G 0.1148 0.03013 0 0.1449 126 640: 38%|███▊ | 5/13 [00:02<00:06, 1.33it/s] 32/299 6.46G 0.1148 0.03013 0 0.1449 126 640: 46%|████▌ | 6/13 [00:02<00:03, 1.87it/s] 32/299 6.46G 0.1134 0.03105 0 0.1445 130 640: 46%|████▌ | 6/13 [00:02<00:03, 1.87it/s] 32/299 6.46G 0.1134 0.03105 0 0.1445 130 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.46it/s] 32/299 6.46G 0.1127 0.0313 0 0.144 127 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.46it/s] 32/299 6.46G 0.1127 0.0313 0 0.144 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.19it/s] 32/299 6.46G 0.1128 0.03074 0 0.1435 105 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.19it/s] 32/299 6.46G 0.1128 0.03074 0 0.1435 105 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.83it/s] 32/299 6.46G 0.113 0.0302 0 0.1432 101 640: 69%|██████▉ | 9/13 [00:03<00:01, 3.83it/s] 32/299 6.46G 0.113 0.0302 0 0.1432 101 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.64it/s] 32/299 6.46G 0.1137 0.02977 0 0.1435 106 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.64it/s] 32/299 6.46G 0.1137 0.02977 0 0.1435 106 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.10it/s] 32/299 6.46G 0.1151 0.02947 0 0.1446 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.10it/s] 32/299 6.46G 0.1151 0.02947 0 0.1446 142 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.81it/s] 32/299 6.46G 0.1159 0.02948 0 0.1454 133 640: 92%|█████████▏| 12/13 [00:04<00:00, 5.81it/s] 32/299 6.46G 0.1159 0.02948 0 0.1454 133 640: 100%|██████████| 13/13 [00:04<00:00, 2.35it/s] 32/299 6.46G 0.1159 0.02948 0 0.1454 133 640: 100%|██████████| 13/13 [00:04<00:00, 3.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.227 0.207 0.0958 0.0172
0%| | 0/13 [00:00<?, ?it/s] 33/299 6.46G 0.1151 0.02127 0 0.1364 81 640: 0%| | 0/13 [00:00<?, ?it/s] 33/299 6.46G 0.1151 0.02127 0 0.1364 81 640: 8%|▊ | 1/13 [00:00<00:01, 8.42it/s] 33/299 6.46G 0.1169 0.02715 0 0.1441 153 640: 8%|▊ | 1/13 [00:00<00:01, 8.42it/s] 33/299 6.46G 0.1169 0.02715 0 0.1441 153 640: 15%|█▌ | 2/13 [00:00<00:01, 7.47it/s] 33/299 6.46G 0.1144 0.02588 0 0.1403 90 640: 15%|█▌ | 2/13 [00:00<00:01, 7.47it/s] 33/299 6.46G 0.1144 0.02588 0 0.1403 90 640: 23%|██▎ | 3/13 [00:00<00:01, 7.99it/s] 33/299 6.46G 0.1122 0.02647 0 0.1387 102 640: 23%|██▎ | 3/13 [00:00<00:01, 7.99it/s] 33/299 6.46G 0.1122 0.02647 0 0.1387 102 640: 31%|███ | 4/13 [00:00<00:01, 7.51it/s] 33/299 6.46G 0.1137 0.02828 0 0.142 156 640: 31%|███ | 4/13 [00:00<00:01, 7.51it/s] 33/299 6.46G 0.1137 0.02828 0 0.142 156 640: 38%|███▊ | 5/13 [00:00<00:01, 7.85it/s] 33/299 6.46G 0.1141 0.02749 0 0.1416 94 640: 38%|███▊ | 5/13 [00:00<00:01, 7.85it/s] 33/299 6.46G 0.1141 0.02749 0 0.1416 94 640: 46%|████▌ | 6/13 [00:00<00:00, 7.24it/s] 33/299 6.46G 0.1135 0.02882 0 0.1423 146 640: 46%|████▌ | 6/13 [00:00<00:00, 7.24it/s] 33/299 6.46G 0.1135 0.02882 0 0.1423 146 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.65it/s] 33/299 6.46G 0.1138 0.0283 0 0.1422 101 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.65it/s] 33/299 6.46G 0.1138 0.0283 0 0.1422 101 640: 62%|██████▏ | 8/13 [00:01<00:02, 2.48it/s] 33/299 6.46G 0.1154 0.02781 0 0.1432 128 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.48it/s] 33/299 6.46G 0.1154 0.02781 0 0.1432 128 640: 69%|██████▉ | 9/13 [00:02<00:02, 1.96it/s] 33/299 6.46G 0.116 0.02779 0 0.1438 120 640: 69%|██████▉ | 9/13 [00:02<00:02, 1.96it/s] 33/299 6.46G 0.116 0.02779 0 0.1438 120 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.50it/s] 33/299 6.46G 0.116 0.02945 0 0.1455 193 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.50it/s] 33/299 6.46G 0.116 0.02945 0 0.1455 193 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.20it/s] 33/299 6.46G 0.1154 0.02939 0 0.1448 110 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.20it/s] 33/299 6.46G 0.1154 0.02939 0 0.1448 110 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.85it/s] 33/299 6.46G 0.1152 0.03007 0 0.1452 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.85it/s] 33/299 6.46G 0.1152 0.03007 0 0.1452 128 640: 100%|██████████| 13/13 [00:03<00:00, 4.72it/s] 33/299 6.46G 0.1152 0.03007 0 0.1452 128 640: 100%|██████████| 13/13 [00:03<00:00, 4.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.243 0.31 0.128 0.027
0%| | 0/13 [00:00<?, ?it/s] 34/299 6.46G 0.1099 0.0287 0 0.1386 104 640: 0%| | 0/13 [00:00<?, ?it/s] 34/299 6.46G 0.1099 0.0287 0 0.1386 104 640: 8%|▊ | 1/13 [00:00<00:01, 6.81it/s] 34/299 6.46G 0.1119 0.02867 0 0.1406 125 640: 8%|▊ | 1/13 [00:00<00:01, 6.81it/s] 34/299 6.46G 0.1119 0.02867 0 0.1406 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 34/299 6.46G 0.1111 0.02802 0 0.1391 105 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 34/299 6.46G 0.1111 0.02802 0 0.1391 105 640: 23%|██▎ | 3/13 [00:00<00:02, 4.20it/s] 34/299 6.46G 0.1124 0.02695 0 0.1393 91 640: 23%|██▎ | 3/13 [00:01<00:02, 4.20it/s] 34/299 6.46G 0.1124 0.02695 0 0.1393 91 640: 31%|███ | 4/13 [00:01<00:03, 2.43it/s] 34/299 6.46G 0.1154 0.02644 0 0.1419 118 640: 31%|███ | 4/13 [00:01<00:03, 2.43it/s] 34/299 6.46G 0.1154 0.02644 0 0.1419 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.18it/s] 34/299 6.46G 0.1162 0.02704 0 0.1432 127 640: 38%|███▊ | 5/13 [00:01<00:02, 3.18it/s] 34/299 6.46G 0.1162 0.02704 0 0.1432 127 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 34/299 6.46G 0.1153 0.02805 0 0.1434 128 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 34/299 6.46G 0.1153 0.02805 0 0.1434 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.68it/s] 34/299 6.46G 0.1149 0.02812 0 0.143 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.68it/s] 34/299 6.46G 0.1149 0.02812 0 0.143 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.49it/s] 34/299 6.46G 0.1156 0.02752 0 0.1431 101 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.49it/s] 34/299 6.46G 0.1156 0.02752 0 0.1431 101 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.84it/s] 34/299 6.46G 0.1165 0.02748 0 0.144 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.84it/s] 34/299 6.46G 0.1165 0.02748 0 0.144 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.52it/s] 34/299 6.46G 0.1167 0.02791 0 0.1446 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.52it/s] 34/299 6.46G 0.1167 0.02791 0 0.1446 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.01it/s] 34/299 6.46G 0.1168 0.02778 0 0.1446 112 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.01it/s] 34/299 6.46G 0.1168 0.02778 0 0.1446 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.19it/s] 34/299 6.46G 0.1172 0.02828 0 0.1455 151 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.19it/s] 34/299 6.46G 0.1172 0.02828 0 0.1455 151 640: 100%|██████████| 13/13 [00:03<00:00, 2.79it/s] 34/299 6.46G 0.1172 0.02828 0 0.1455 151 640: 100%|██████████| 13/13 [00:03<00:00, 3.52it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.266 0.529 0.24 0.0466
0%| | 0/13 [00:00<?, ?it/s] 35/299 6.46G 0.1142 0.03191 0 0.1462 133 640: 0%| | 0/13 [00:00<?, ?it/s] 35/299 6.46G 0.1142 0.03191 0 0.1462 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.98it/s] 35/299 6.46G 0.1121 0.03008 0 0.1421 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.98it/s] 35/299 6.46G 0.1121 0.03008 0 0.1421 111 640: 15%|█▌ | 2/13 [00:00<00:01, 8.00it/s] 35/299 6.46G 0.1119 0.02817 0 0.1401 93 640: 15%|█▌ | 2/13 [00:00<00:01, 8.00it/s] 35/299 6.46G 0.1119 0.02817 0 0.1401 93 640: 23%|██▎ | 3/13 [00:00<00:01, 8.42it/s] 35/299 6.46G 0.1108 0.0287 0 0.1395 115 640: 23%|██▎ | 3/13 [00:00<00:01, 8.42it/s] 35/299 6.46G 0.1108 0.0287 0 0.1395 115 640: 31%|███ | 4/13 [00:00<00:01, 8.03it/s] 35/299 6.46G 0.1123 0.02867 0 0.141 136 640: 31%|███ | 4/13 [00:00<00:01, 8.03it/s] 35/299 6.46G 0.1123 0.02867 0 0.141 136 640: 38%|███▊ | 5/13 [00:00<00:00, 8.35it/s] 35/299 6.46G 0.1131 0.02799 0 0.1411 105 640: 38%|███▊ | 5/13 [00:00<00:00, 8.35it/s] 35/299 6.46G 0.1131 0.02799 0 0.1411 105 640: 46%|████▌ | 6/13 [00:00<00:01, 5.62it/s] 35/299 6.46G 0.112 0.02976 0 0.1418 147 640: 46%|████▌ | 6/13 [00:01<00:01, 5.62it/s] 35/299 6.46G 0.112 0.02976 0 0.1418 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.02it/s] 35/299 6.46G 0.1118 0.02972 0 0.1415 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.02it/s] 35/299 6.46G 0.1118 0.02972 0 0.1415 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.72it/s] 35/299 6.46G 0.112 0.0297 0 0.1417 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.72it/s] 35/299 6.46G 0.112 0.0297 0 0.1417 118 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.52it/s] 35/299 6.46G 0.1115 0.02954 0 0.141 108 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.52it/s] 35/299 6.46G 0.1115 0.02954 0 0.141 108 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.05it/s] 35/299 6.46G 0.1129 0.02954 0 0.1424 140 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.05it/s] 35/299 6.46G 0.1129 0.02954 0 0.1424 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.79it/s] 35/299 6.46G 0.1143 0.02908 0 0.1434 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.79it/s] 35/299 6.46G 0.1143 0.02908 0 0.1434 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.04it/s] 35/299 6.46G 0.1151 0.02901 0 0.1441 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.04it/s] 35/299 6.46G 0.1151 0.02901 0 0.1441 125 640: 100%|██████████| 13/13 [00:02<00:00, 5.87it/s] 35/299 6.46G 0.1151 0.02901 0 0.1441 125 640: 100%|██████████| 13/13 [00:02<00:00, 5.38it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.249 0.276 0.163 0.0331
0%| | 0/13 [00:00<?, ?it/s] 36/299 6.46G 0.1253 0.02447 0 0.1497 114 640: 0%| | 0/13 [00:00<?, ?it/s] 36/299 6.46G 0.1253 0.02447 0 0.1497 114 640: 8%|▊ | 1/13 [00:00<00:04, 2.92it/s] 36/299 6.46G 0.1199 0.0272 0 0.1471 127 640: 8%|▊ | 1/13 [00:01<00:04, 2.92it/s] 36/299 6.46G 0.1199 0.0272 0 0.1471 127 640: 15%|█▌ | 2/13 [00:01<00:06, 1.74it/s] 36/299 6.46G 0.1176 0.02905 0 0.1466 134 640: 15%|█▌ | 2/13 [00:01<00:06, 1.74it/s] 36/299 6.46G 0.1176 0.02905 0 0.1466 134 640: 23%|██▎ | 3/13 [00:01<00:03, 2.62it/s] 36/299 6.46G 0.1147 0.02875 0 0.1435 105 640: 23%|██▎ | 3/13 [00:01<00:03, 2.62it/s] 36/299 6.46G 0.1147 0.02875 0 0.1435 105 640: 31%|███ | 4/13 [00:01<00:02, 3.64it/s] 36/299 6.46G 0.1154 0.02818 0 0.1436 119 640: 31%|███ | 4/13 [00:01<00:02, 3.64it/s] 36/299 6.46G 0.1154 0.02818 0 0.1436 119 640: 38%|███▊ | 5/13 [00:01<00:01, 4.37it/s] 36/299 6.46G 0.1142 0.0286 0 0.1428 116 640: 38%|███▊ | 5/13 [00:01<00:01, 4.37it/s] 36/299 6.46G 0.1142 0.0286 0 0.1428 116 640: 46%|████▌ | 6/13 [00:01<00:01, 5.27it/s] 36/299 6.46G 0.1126 0.03276 0 0.1454 204 640: 46%|████▌ | 6/13 [00:02<00:01, 5.27it/s] 36/299 6.46G 0.1126 0.03276 0 0.1454 204 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.97it/s] 36/299 6.46G 0.1115 0.0334 0 0.1449 140 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.97it/s] 36/299 6.46G 0.1115 0.0334 0 0.1449 140 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.62it/s] 36/299 6.46G 0.1107 0.03327 0 0.144 126 640: 62%|██████▏ | 8/13 [00:03<00:01, 2.62it/s] 36/299 6.46G 0.1107 0.03327 0 0.144 126 640: 69%|██████▉ | 9/13 [00:03<00:01, 3.25it/s] 36/299 6.46G 0.1114 0.03254 0 0.144 113 640: 69%|██████▉ | 9/13 [00:03<00:01, 3.25it/s] 36/299 6.46G 0.1114 0.03254 0 0.144 113 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.48it/s] 36/299 6.46G 0.1118 0.03256 0 0.1444 142 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.48it/s] 36/299 6.46G 0.1118 0.03256 0 0.1444 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.05it/s] 36/299 6.46G 0.113 0.03193 0 0.1449 115 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.05it/s] 36/299 6.46G 0.113 0.03193 0 0.1449 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.10it/s] 36/299 6.46G 0.1135 0.03233 0 0.1458 147 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.10it/s] 36/299 6.46G 0.1135 0.03233 0 0.1458 147 640: 100%|██████████| 13/13 [00:03<00:00, 4.80it/s] 36/299 6.46G 0.1135 0.03233 0 0.1458 147 640: 100%|██████████| 13/13 [00:03<00:00, 3.44it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 11.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.34 0.379 0.236 0.0442
0%| | 0/13 [00:00<?, ?it/s] 37/299 6.46G 0.1074 0.03148 0 0.1388 128 640: 0%| | 0/13 [00:00<?, ?it/s] 37/299 6.46G 0.1074 0.03148 0 0.1388 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.93it/s] 37/299 6.46G 0.1052 0.02874 0 0.1339 93 640: 8%|▊ | 1/13 [00:01<00:01, 8.93it/s] 37/299 6.46G 0.1052 0.02874 0 0.1339 93 640: 15%|█▌ | 2/13 [00:01<00:09, 1.19it/s] 37/299 6.46G 0.103 0.03116 0 0.1342 124 640: 15%|█▌ | 2/13 [00:01<00:09, 1.19it/s] 37/299 6.46G 0.103 0.03116 0 0.1342 124 640: 23%|██▎ | 3/13 [00:01<00:05, 1.96it/s] 37/299 6.46G 0.1037 0.03133 0 0.135 124 640: 23%|██▎ | 3/13 [00:01<00:05, 1.96it/s] 37/299 6.46G 0.1037 0.03133 0 0.135 124 640: 31%|███ | 4/13 [00:01<00:03, 2.75it/s] 37/299 6.46G 0.1056 0.0326 0 0.1382 163 640: 31%|███ | 4/13 [00:01<00:03, 2.75it/s] 37/299 6.46G 0.1056 0.0326 0 0.1382 163 640: 38%|███▊ | 5/13 [00:01<00:02, 3.67it/s] 37/299 6.46G 0.1063 0.03231 0 0.1386 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.67it/s] 37/299 6.46G 0.1063 0.03231 0 0.1386 118 640: 46%|████▌ | 6/13 [00:01<00:01, 4.39it/s] 37/299 6.46G 0.1076 0.03267 0 0.1403 150 640: 46%|████▌ | 6/13 [00:02<00:01, 4.39it/s] 37/299 6.46G 0.1076 0.03267 0 0.1403 150 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.27it/s] 37/299 6.46G 0.1084 0.03139 0 0.1398 92 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.27it/s] 37/299 6.46G 0.1084 0.03139 0 0.1398 92 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.72it/s] 37/299 6.46G 0.1113 0.03051 0 0.1418 138 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.72it/s] 37/299 6.46G 0.1113 0.03051 0 0.1418 138 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.43it/s] 37/299 6.46G 0.112 0.03028 0 0.1423 117 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.43it/s] 37/299 6.46G 0.112 0.03028 0 0.1423 117 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.68it/s] 37/299 6.46G 0.1116 0.03123 0 0.1429 159 640: 77%|███████▋ | 10/13 [00:04<00:01, 1.68it/s] 37/299 6.46G 0.1116 0.03123 0 0.1429 159 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.22it/s] 37/299 6.46G 0.1112 0.03111 0 0.1423 108 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.22it/s] 37/299 6.46G 0.1112 0.03111 0 0.1423 108 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.80it/s] 37/299 6.46G 0.1102 0.03144 0 0.1416 109 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.80it/s] 37/299 6.46G 0.1102 0.03144 0 0.1416 109 640: 100%|██████████| 13/13 [00:04<00:00, 3.57it/s] 37/299 6.46G 0.1102 0.03144 0 0.1416 109 640: 100%|██████████| 13/13 [00:04<00:00, 3.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.256 0.529 0.262 0.0633
0%| | 0/13 [00:00<?, ?it/s] 38/299 6.46G 0.1101 0.02109 0 0.1312 84 640: 0%| | 0/13 [00:00<?, ?it/s] 38/299 6.46G 0.1101 0.02109 0 0.1312 84 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 38/299 6.46G 0.1025 0.02754 0 0.13 114 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 38/299 6.46G 0.1025 0.02754 0 0.13 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.86it/s] 38/299 6.46G 0.1038 0.0296 0 0.1334 134 640: 15%|█▌ | 2/13 [00:00<00:01, 7.86it/s] 38/299 6.46G 0.1038 0.0296 0 0.1334 134 640: 23%|██▎ | 3/13 [00:00<00:01, 7.37it/s] 38/299 6.46G 0.1017 0.03006 0 0.1317 117 640: 23%|██▎ | 3/13 [00:00<00:01, 7.37it/s] 38/299 6.46G 0.1017 0.03006 0 0.1317 117 640: 31%|███ | 4/13 [00:00<00:01, 7.82it/s] 38/299 6.46G 0.102 0.02935 0 0.1313 99 640: 31%|███ | 4/13 [00:02<00:01, 7.82it/s] 38/299 6.46G 0.102 0.02935 0 0.1313 99 640: 38%|███▊ | 5/13 [00:02<00:05, 1.52it/s] 38/299 6.46G 0.1044 0.02975 0 0.1342 148 640: 38%|███▊ | 5/13 [00:02<00:05, 1.52it/s] 38/299 6.46G 0.1044 0.02975 0 0.1342 148 640: 46%|████▌ | 6/13 [00:02<00:03, 2.12it/s] 38/299 6.46G 0.1046 0.0299 0 0.1345 126 640: 46%|████▌ | 6/13 [00:02<00:03, 2.12it/s] 38/299 6.46G 0.1046 0.0299 0 0.1345 126 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.74it/s] 38/299 6.46G 0.1063 0.03009 0 0.1364 146 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.74it/s] 38/299 6.46G 0.1063 0.03009 0 0.1364 146 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.39it/s] 38/299 6.46G 0.106 0.03114 0 0.1371 147 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.39it/s] 38/299 6.46G 0.106 0.03114 0 0.1371 147 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.20it/s] 38/299 6.46G 0.1053 0.03111 0 0.1364 105 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.20it/s] 38/299 6.46G 0.1053 0.03111 0 0.1364 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.01it/s] 38/299 6.46G 0.1054 0.03128 0 0.1367 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.01it/s] 38/299 6.46G 0.1054 0.03128 0 0.1367 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.51it/s] 38/299 6.46G 0.1076 0.03129 0 0.1389 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.51it/s] 38/299 6.46G 0.1076 0.03129 0 0.1389 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.21it/s] 38/299 6.46G 0.1096 0.0313 0 0.1409 134 640: 92%|█████████▏| 12/13 [00:04<00:00, 6.21it/s] 38/299 6.46G 0.1096 0.0313 0 0.1409 134 640: 100%|██████████| 13/13 [00:04<00:00, 2.21it/s] 38/299 6.46G 0.1096 0.0313 0 0.1409 134 640: 100%|██████████| 13/13 [00:04<00:00, 3.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.37it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.155 0.23 0.104 0.0189
0%| | 0/13 [00:00<?, ?it/s] 39/299 6.46G 0.1328 0.02441 0 0.1572 101 640: 0%| | 0/13 [00:00<?, ?it/s] 39/299 6.46G 0.1328 0.02441 0 0.1572 101 640: 8%|▊ | 1/13 [00:00<00:01, 6.72it/s] 39/299 6.46G 0.1316 0.02559 0 0.1572 135 640: 8%|▊ | 1/13 [00:00<00:01, 6.72it/s] 39/299 6.46G 0.1316 0.02559 0 0.1572 135 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 39/299 6.46G 0.1314 0.02427 0 0.1557 104 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 39/299 6.46G 0.1314 0.02427 0 0.1557 104 640: 23%|██▎ | 3/13 [00:00<00:01, 8.16it/s] 39/299 6.46G 0.1306 0.02415 0 0.1547 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.16it/s] 39/299 6.46G 0.1306 0.02415 0 0.1547 113 640: 31%|███ | 4/13 [00:00<00:01, 7.52it/s] 39/299 6.46G 0.1304 0.02486 0 0.1552 145 640: 31%|███ | 4/13 [00:00<00:01, 7.52it/s] 39/299 6.46G 0.1304 0.02486 0 0.1552 145 640: 38%|███▊ | 5/13 [00:00<00:01, 7.95it/s] 39/299 6.46G 0.1298 0.0239 0 0.1537 94 640: 38%|███▊ | 5/13 [00:00<00:01, 7.95it/s] 39/299 6.46G 0.1298 0.0239 0 0.1537 94 640: 46%|████▌ | 6/13 [00:00<00:00, 8.24it/s] 39/299 6.46G 0.1285 0.02412 0 0.1526 115 640: 46%|████▌ | 6/13 [00:00<00:00, 8.24it/s] 39/299 6.46G 0.1285 0.02412 0 0.1526 115 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.75it/s] 39/299 6.46G 0.1268 0.02593 0 0.1527 134 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.75it/s] 39/299 6.46G 0.1268 0.02593 0 0.1527 134 640: 62%|██████▏ | 8/13 [00:01<00:02, 2.32it/s] 39/299 6.46G 0.1251 0.02579 0 0.1509 83 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.32it/s] 39/299 6.46G 0.1251 0.02579 0 0.1509 83 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 39/299 6.46G 0.1243 0.02665 0 0.151 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 39/299 6.46G 0.1243 0.02665 0 0.151 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.05it/s] 39/299 6.46G 0.1238 0.02764 0 0.1514 151 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.05it/s] 39/299 6.46G 0.1238 0.02764 0 0.1514 151 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.81it/s] 39/299 6.46G 0.1227 0.02794 0 0.1506 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.81it/s] 39/299 6.46G 0.1227 0.02794 0 0.1506 123 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.59it/s] 39/299 6.46G 0.1222 0.02885 0 0.151 145 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.59it/s] 39/299 6.46G 0.1222 0.02885 0 0.151 145 640: 100%|██████████| 13/13 [00:02<00:00, 5.17it/s] 39/299 6.46G 0.1222 0.02885 0 0.151 145 640: 100%|██████████| 13/13 [00:02<00:00, 4.68it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.26 0.344 0.191 0.0334
0%| | 0/13 [00:00<?, ?it/s] 40/299 6.46G 0.1202 0.02224 0 0.1424 94 640: 0%| | 0/13 [00:00<?, ?it/s] 40/299 6.46G 0.1202 0.02224 0 0.1424 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 40/299 6.46G 0.118 0.02558 0 0.1436 123 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 40/299 6.46G 0.118 0.02558 0 0.1436 123 640: 15%|█▌ | 2/13 [00:00<00:01, 8.58it/s] 40/299 6.46G 0.1178 0.02498 0 0.1428 101 640: 15%|█▌ | 2/13 [00:00<00:01, 8.58it/s] 40/299 6.46G 0.1178 0.02498 0 0.1428 101 640: 23%|██▎ | 3/13 [00:00<00:04, 2.48it/s] 40/299 6.46G 0.119 0.0251 0 0.1441 126 640: 23%|██▎ | 3/13 [00:01<00:04, 2.48it/s] 40/299 6.46G 0.119 0.0251 0 0.1441 126 640: 31%|███ | 4/13 [00:01<00:02, 3.47it/s] 40/299 6.46G 0.121 0.02511 0 0.1461 130 640: 31%|███ | 4/13 [00:01<00:02, 3.47it/s] 40/299 6.46G 0.121 0.02511 0 0.1461 130 640: 38%|███▊ | 5/13 [00:01<00:03, 2.51it/s] 40/299 6.46G 0.1218 0.02524 0 0.147 130 640: 38%|███▊ | 5/13 [00:01<00:03, 2.51it/s] 40/299 6.46G 0.1218 0.02524 0 0.147 130 640: 46%|████▌ | 6/13 [00:01<00:02, 3.20it/s] 40/299 6.46G 0.1216 0.02653 0 0.1481 157 640: 46%|████▌ | 6/13 [00:01<00:02, 3.20it/s] 40/299 6.46G 0.1216 0.02653 0 0.1481 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.04it/s] 40/299 6.46G 0.1212 0.02634 0 0.1476 103 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.04it/s] 40/299 6.46G 0.1212 0.02634 0 0.1476 103 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.04it/s] 40/299 6.46G 0.1216 0.02636 0 0.1479 125 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.04it/s] 40/299 6.46G 0.1216 0.02636 0 0.1479 125 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.68it/s] 40/299 6.46G 0.1209 0.0271 0 0.148 155 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.68it/s] 40/299 6.46G 0.1209 0.0271 0 0.148 155 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.49it/s] 40/299 6.46G 0.12 0.02708 0 0.147 106 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.49it/s] 40/299 6.46G 0.12 0.02708 0 0.147 106 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.77it/s] 40/299 6.46G 0.1193 0.02679 0 0.1461 98 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.77it/s] 40/299 6.46G 0.1193 0.02679 0 0.1461 98 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.38it/s] 40/299 6.46G 0.1188 0.02714 0 0.1459 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.38it/s] 40/299 6.46G 0.1188 0.02714 0 0.1459 116 640: 100%|██████████| 13/13 [00:03<00:00, 4.22it/s] 40/299 6.46G 0.1188 0.02714 0 0.1459 116 640: 100%|██████████| 13/13 [00:03<00:00, 3.58it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.0819 0.264 0.054 0.00779
0%| | 0/13 [00:00<?, ?it/s] 41/299 6.46G 0.116 0.02317 0 0.1392 95 640: 0%| | 0/13 [00:00<?, ?it/s] 41/299 6.46G 0.116 0.02317 0 0.1392 95 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 41/299 6.46G 0.1151 0.02708 0 0.1422 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 41/299 6.46G 0.1151 0.02708 0 0.1422 127 640: 15%|█▌ | 2/13 [00:00<00:01, 7.42it/s] 41/299 6.46G 0.1105 0.02644 0 0.1369 91 640: 15%|█▌ | 2/13 [00:01<00:01, 7.42it/s] 41/299 6.46G 0.1105 0.02644 0 0.1369 91 640: 23%|██▎ | 3/13 [00:01<00:05, 1.74it/s] 41/299 6.46G 0.107 0.02754 0 0.1346 111 640: 23%|██▎ | 3/13 [00:01<00:05, 1.74it/s] 41/299 6.46G 0.107 0.02754 0 0.1346 111 640: 31%|███ | 4/13 [00:01<00:03, 2.54it/s] 41/299 6.46G 0.1092 0.02618 0 0.1354 96 640: 31%|███ | 4/13 [00:01<00:03, 2.54it/s] 41/299 6.46G 0.1092 0.02618 0 0.1354 96 640: 38%|███▊ | 5/13 [00:01<00:02, 3.29it/s] 41/299 6.46G 0.1092 0.02687 0 0.1361 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.29it/s] 41/299 6.46G 0.1092 0.02687 0 0.1361 118 640: 46%|████▌ | 6/13 [00:01<00:01, 3.62it/s] 41/299 6.46G 0.1095 0.02824 0 0.1377 161 640: 46%|████▌ | 6/13 [00:01<00:01, 3.62it/s] 41/299 6.46G 0.1095 0.02824 0 0.1377 161 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.51it/s] 41/299 6.46G 0.1097 0.02802 0 0.1377 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.51it/s] 41/299 6.46G 0.1097 0.02802 0 0.1377 107 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.08it/s] 41/299 6.46G 0.1114 0.02795 0 0.1393 131 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.08it/s] 41/299 6.46G 0.1114 0.02795 0 0.1393 131 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.89it/s] 41/299 6.46G 0.1123 0.02746 0 0.1397 90 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.89it/s] 41/299 6.46G 0.1123 0.02746 0 0.1397 90 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.57it/s] 41/299 6.46G 0.1132 0.02769 0 0.1409 148 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.57it/s] 41/299 6.46G 0.1132 0.02769 0 0.1409 148 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.73it/s] 41/299 6.46G 0.1137 0.02764 0 0.1413 108 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.73it/s] 41/299 6.46G 0.1137 0.02764 0 0.1413 108 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.29it/s] 41/299 6.46G 0.1139 0.02893 0 0.1428 153 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.29it/s] 41/299 6.46G 0.1139 0.02893 0 0.1428 153 640: 100%|██████████| 13/13 [00:04<00:00, 2.97it/s] 41/299 6.46G 0.1139 0.02893 0 0.1428 153 640: 100%|██████████| 13/13 [00:04<00:00, 3.18it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.194 0.379 0.131 0.0306
0%| | 0/13 [00:00<?, ?it/s] 42/299 6.46G 0.1199 0.02099 0 0.1409 91 640: 0%| | 0/13 [00:00<?, ?it/s] 42/299 6.46G 0.1199 0.02099 0 0.1409 91 640: 8%|▊ | 1/13 [00:00<00:07, 1.69it/s] 42/299 6.46G 0.1173 0.02734 0 0.1446 116 640: 8%|▊ | 1/13 [00:00<00:07, 1.69it/s] 42/299 6.46G 0.1173 0.02734 0 0.1446 116 640: 15%|█▌ | 2/13 [00:00<00:03, 3.20it/s] 42/299 6.46G 0.1142 0.02792 0 0.1421 95 640: 15%|█▌ | 2/13 [00:00<00:03, 3.20it/s] 42/299 6.46G 0.1142 0.02792 0 0.1421 95 640: 23%|██▎ | 3/13 [00:00<00:02, 4.52it/s] 42/299 6.46G 0.1134 0.03 0 0.1434 125 640: 23%|██▎ | 3/13 [00:00<00:02, 4.52it/s] 42/299 6.46G 0.1134 0.03 0 0.1434 125 640: 31%|███ | 4/13 [00:00<00:01, 5.24it/s] 42/299 6.46G 0.1168 0.02956 0 0.1464 165 640: 31%|███ | 4/13 [00:01<00:01, 5.24it/s] 42/299 6.46G 0.1168 0.02956 0 0.1464 165 640: 38%|███▊ | 5/13 [00:01<00:01, 6.11it/s] 42/299 6.46G 0.1171 0.02911 0 0.1463 113 640: 38%|███▊ | 5/13 [00:01<00:01, 6.11it/s] 42/299 6.46G 0.1171 0.02911 0 0.1463 113 640: 46%|████▌ | 6/13 [00:01<00:02, 2.85it/s] 42/299 6.46G 0.1161 0.02986 0 0.146 137 640: 46%|████▌ | 6/13 [00:01<00:02, 2.85it/s] 42/299 6.46G 0.1161 0.02986 0 0.146 137 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 42/299 6.46G 0.1168 0.02898 0 0.1458 91 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.53it/s] 42/299 6.46G 0.1168 0.02898 0 0.1458 91 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.36it/s] 42/299 6.46G 0.1181 0.02879 0 0.1469 131 640: 62%|██████▏ | 8/13 [00:03<00:01, 4.36it/s] 42/299 6.46G 0.1181 0.02879 0 0.1469 131 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.16it/s] 42/299 6.46G 0.1191 0.02853 0 0.1476 133 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.16it/s] 42/299 6.46G 0.1191 0.02853 0 0.1476 133 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.74it/s] 42/299 6.46G 0.1184 0.02859 0 0.147 101 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.74it/s] 42/299 6.46G 0.1184 0.02859 0 0.147 101 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.48it/s] 42/299 6.46G 0.1179 0.0293 0 0.1472 137 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.48it/s] 42/299 6.46G 0.1179 0.0293 0 0.1472 137 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.25it/s] 42/299 6.46G 0.1174 0.03046 0 0.1478 142 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.25it/s] 42/299 6.46G 0.1174 0.03046 0 0.1478 142 640: 100%|██████████| 13/13 [00:03<00:00, 4.95it/s] 42/299 6.46G 0.1174 0.03046 0 0.1478 142 640: 100%|██████████| 13/13 [00:03<00:00, 3.68it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 11.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.26 0.368 0.173 0.034
0%| | 0/13 [00:00<?, ?it/s] 43/299 6.46G 0.1089 0.02802 0 0.1369 102 640: 0%| | 0/13 [00:00<?, ?it/s] 43/299 6.46G 0.1089 0.02802 0 0.1369 102 640: 8%|▊ | 1/13 [00:00<00:01, 7.47it/s] 43/299 6.46G 0.1128 0.03101 0 0.1439 145 640: 8%|▊ | 1/13 [00:00<00:01, 7.47it/s] 43/299 6.46G 0.1128 0.03101 0 0.1439 145 640: 15%|█▌ | 2/13 [00:00<00:01, 8.32it/s] 43/299 6.46G 0.1122 0.03276 0 0.145 141 640: 15%|█▌ | 2/13 [00:00<00:01, 8.32it/s] 43/299 6.46G 0.1122 0.03276 0 0.145 141 640: 23%|██▎ | 3/13 [00:00<00:01, 7.90it/s] 43/299 6.46G 0.1109 0.0347 0 0.1456 162 640: 23%|██▎ | 3/13 [00:01<00:01, 7.90it/s] 43/299 6.46G 0.1109 0.0347 0 0.1456 162 640: 31%|███ | 4/13 [00:01<00:05, 1.65it/s] 43/299 6.46G 0.111 0.03402 0 0.145 124 640: 31%|███ | 4/13 [00:01<00:05, 1.65it/s] 43/299 6.46G 0.111 0.03402 0 0.145 124 640: 38%|███▊ | 5/13 [00:01<00:03, 2.33it/s] 43/299 6.46G 0.1109 0.03316 0 0.144 109 640: 38%|███▊ | 5/13 [00:02<00:03, 2.33it/s] 43/299 6.46G 0.1109 0.03316 0 0.144 109 640: 46%|████▌ | 6/13 [00:02<00:03, 2.32it/s] 43/299 6.46G 0.1092 0.03361 0 0.1428 129 640: 46%|████▌ | 6/13 [00:02<00:03, 2.32it/s] 43/299 6.46G 0.1092 0.03361 0 0.1428 129 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.05it/s] 43/299 6.46G 0.1095 0.03264 0 0.1421 99 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.05it/s] 43/299 6.46G 0.1095 0.03264 0 0.1421 99 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.86it/s] 43/299 6.46G 0.1097 0.03254 0 0.1422 138 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.86it/s] 43/299 6.46G 0.1097 0.03254 0 0.1422 138 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.48it/s] 43/299 6.46G 0.1107 0.03168 0 0.1424 110 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.48it/s] 43/299 6.46G 0.1107 0.03168 0 0.1424 110 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.27it/s] 43/299 6.46G 0.1112 0.03126 0 0.1425 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.27it/s] 43/299 6.46G 0.1112 0.03126 0 0.1425 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.01it/s] 43/299 6.46G 0.1121 0.03101 0 0.1431 135 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.01it/s] 43/299 6.46G 0.1121 0.03101 0 0.1431 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.30it/s] 43/299 6.46G 0.1126 0.03151 0 0.1441 143 640: 92%|█████████▏| 12/13 [00:04<00:00, 2.30it/s] 43/299 6.46G 0.1126 0.03151 0 0.1441 143 640: 100%|██████████| 13/13 [00:04<00:00, 2.99it/s] 43/299 6.46G 0.1126 0.03151 0 0.1441 143 640: 100%|██████████| 13/13 [00:04<00:00, 3.23it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.187 0.241 0.0893 0.0159
0%| | 0/13 [00:00<?, ?it/s] 44/299 6.46G 0.129 0.01838 0 0.1474 95 640: 0%| | 0/13 [00:00<?, ?it/s] 44/299 6.46G 0.129 0.01838 0 0.1474 95 640: 8%|▊ | 1/13 [00:00<00:06, 1.79it/s] 44/299 6.46G 0.1293 0.01894 0 0.1482 107 640: 8%|▊ | 1/13 [00:00<00:06, 1.79it/s] 44/299 6.46G 0.1293 0.01894 0 0.1482 107 640: 15%|█▌ | 2/13 [00:00<00:03, 3.16it/s] 44/299 6.46G 0.122 0.02394 0 0.1459 123 640: 15%|█▌ | 2/13 [00:00<00:03, 3.16it/s] 44/299 6.46G 0.122 0.02394 0 0.1459 123 640: 23%|██▎ | 3/13 [00:00<00:02, 4.44it/s] 44/299 6.46G 0.1184 0.02779 0 0.1462 147 640: 23%|██▎ | 3/13 [00:00<00:02, 4.44it/s] 44/299 6.46G 0.1184 0.02779 0 0.1462 147 640: 31%|███ | 4/13 [00:00<00:01, 5.51it/s] 44/299 6.46G 0.1179 0.02866 0 0.1465 127 640: 31%|███ | 4/13 [00:01<00:01, 5.51it/s] 44/299 6.46G 0.1179 0.02866 0 0.1465 127 640: 38%|███▊ | 5/13 [00:01<00:01, 5.94it/s] 44/299 6.46G 0.1158 0.02932 0 0.1451 121 640: 38%|███▊ | 5/13 [00:01<00:01, 5.94it/s] 44/299 6.46G 0.1158 0.02932 0 0.1451 121 640: 46%|████▌ | 6/13 [00:01<00:01, 6.67it/s] 44/299 6.46G 0.1144 0.03219 0 0.1466 187 640: 46%|████▌ | 6/13 [00:01<00:01, 6.67it/s] 44/299 6.46G 0.1144 0.03219 0 0.1466 187 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.84it/s] 44/299 6.46G 0.1131 0.03256 0 0.1456 125 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.84it/s] 44/299 6.46G 0.1131 0.03256 0 0.1456 125 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.49it/s] 44/299 6.46G 0.1127 0.03253 0 0.1452 136 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.49it/s] 44/299 6.46G 0.1127 0.03253 0 0.1452 136 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.64it/s] 44/299 6.46G 0.1125 0.03214 0 0.1447 116 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.64it/s] 44/299 6.46G 0.1125 0.03214 0 0.1447 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.35it/s] 44/299 6.46G 0.1124 0.03262 0 0.145 155 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.35it/s] 44/299 6.46G 0.1124 0.03262 0 0.145 155 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.97it/s] 44/299 6.46G 0.113 0.03187 0 0.1449 100 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.97it/s] 44/299 6.46G 0.113 0.03187 0 0.1449 100 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.76it/s] 44/299 6.46G 0.1134 0.03217 0 0.1456 139 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.76it/s] 44/299 6.46G 0.1134 0.03217 0 0.1456 139 640: 100%|██████████| 13/13 [00:03<00:00, 5.62it/s] 44/299 6.46G 0.1134 0.03217 0 0.1456 139 640: 100%|██████████| 13/13 [00:03<00:00, 4.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.261 0.333 0.165 0.034
0%| | 0/13 [00:00<?, ?it/s] 45/299 6.46G 0.122 0.02851 0 0.1505 127 640: 0%| | 0/13 [00:00<?, ?it/s] 45/299 6.46G 0.122 0.02851 0 0.1505 127 640: 8%|▊ | 1/13 [00:00<00:01, 6.72it/s] 45/299 6.46G 0.1184 0.02763 0 0.146 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.72it/s] 45/299 6.46G 0.1184 0.02763 0 0.146 118 640: 15%|█▌ | 2/13 [00:00<00:04, 2.72it/s] 45/299 6.46G 0.1164 0.02732 0 0.1437 107 640: 15%|█▌ | 2/13 [00:00<00:04, 2.72it/s] 45/299 6.46G 0.1164 0.02732 0 0.1437 107 640: 23%|██▎ | 3/13 [00:00<00:02, 3.98it/s] 45/299 6.46G 0.114 0.02828 0 0.1422 118 640: 23%|██▎ | 3/13 [00:01<00:02, 3.98it/s] 45/299 6.46G 0.114 0.02828 0 0.1422 118 640: 31%|███ | 4/13 [00:01<00:03, 2.29it/s] 45/299 6.46G 0.1161 0.02905 0 0.1451 180 640: 31%|███ | 4/13 [00:01<00:03, 2.29it/s] 45/299 6.46G 0.1161 0.02905 0 0.1451 180 640: 38%|███▊ | 5/13 [00:01<00:02, 3.13it/s] 45/299 6.46G 0.1172 0.02818 0 0.1454 123 640: 38%|███▊ | 5/13 [00:01<00:02, 3.13it/s] 45/299 6.46G 0.1172 0.02818 0 0.1454 123 640: 46%|████▌ | 6/13 [00:01<00:01, 4.02it/s] 45/299 6.46G 0.1163 0.02918 0 0.1455 147 640: 46%|████▌ | 6/13 [00:01<00:01, 4.02it/s] 45/299 6.46G 0.1163 0.02918 0 0.1455 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.70it/s] 45/299 6.46G 0.1151 0.02947 0 0.1446 122 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.70it/s] 45/299 6.46G 0.1151 0.02947 0 0.1446 122 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.51it/s] 45/299 6.46G 0.1148 0.02879 0 0.1436 98 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.51it/s] 45/299 6.46G 0.1148 0.02879 0 0.1436 98 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.25it/s] 45/299 6.46G 0.1145 0.02868 0 0.1432 113 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.25it/s] 45/299 6.46G 0.1145 0.02868 0 0.1432 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 45/299 6.46G 0.1144 0.02867 0 0.143 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 45/299 6.46G 0.1144 0.02867 0 0.143 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.99it/s] 45/299 6.46G 0.1144 0.02916 0 0.1435 143 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.99it/s] 45/299 6.46G 0.1144 0.02916 0 0.1435 143 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 45/299 6.46G 0.1139 0.02989 0 0.1438 136 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 45/299 6.46G 0.1139 0.02989 0 0.1438 136 640: 100%|██████████| 13/13 [00:03<00:00, 3.16it/s] 45/299 6.46G 0.1139 0.02989 0 0.1438 136 640: 100%|██████████| 13/13 [00:03<00:00, 3.50it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.268 0.299 0.191 0.0405
0%| | 0/13 [00:00<?, ?it/s] 46/299 6.46G 0.1218 0.02338 0 0.1452 111 640: 0%| | 0/13 [00:00<?, ?it/s] 46/299 6.46G 0.1218 0.02338 0 0.1452 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.89it/s] 46/299 6.46G 0.1185 0.02463 0 0.1431 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.89it/s] 46/299 6.46G 0.1185 0.02463 0 0.1431 107 640: 15%|█▌ | 2/13 [00:00<00:03, 3.07it/s] 46/299 6.46G 0.1176 0.02496 0 0.1425 102 640: 15%|█▌ | 2/13 [00:00<00:03, 3.07it/s] 46/299 6.46G 0.1176 0.02496 0 0.1425 102 640: 23%|██▎ | 3/13 [00:00<00:02, 4.16it/s] 46/299 6.46G 0.1164 0.02555 0 0.142 118 640: 23%|██▎ | 3/13 [00:00<00:02, 4.16it/s] 46/299 6.46G 0.1164 0.02555 0 0.142 118 640: 31%|███ | 4/13 [00:00<00:01, 5.26it/s] 46/299 6.46G 0.1175 0.02553 0 0.1431 118 640: 31%|███ | 4/13 [00:00<00:01, 5.26it/s] 46/299 6.46G 0.1175 0.02553 0 0.1431 118 640: 38%|███▊ | 5/13 [00:00<00:01, 6.16it/s] 46/299 6.46G 0.1177 0.02604 0 0.1438 129 640: 38%|███▊ | 5/13 [00:01<00:01, 6.16it/s] 46/299 6.46G 0.1177 0.02604 0 0.1438 129 640: 46%|████▌ | 6/13 [00:01<00:01, 6.44it/s] 46/299 6.46G 0.1164 0.02787 0 0.1442 148 640: 46%|████▌ | 6/13 [00:01<00:01, 6.44it/s] 46/299 6.46G 0.1164 0.02787 0 0.1442 148 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.91it/s] 46/299 6.46G 0.1159 0.02724 0 0.1432 95 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.91it/s] 46/299 6.46G 0.1159 0.02724 0 0.1432 95 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.71it/s] 46/299 6.46G 0.1144 0.02802 0 0.1424 122 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.71it/s] 46/299 6.46G 0.1144 0.02802 0 0.1424 122 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.36it/s] 46/299 6.46G 0.1134 0.02846 0 0.1419 119 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.36it/s] 46/299 6.46G 0.1134 0.02846 0 0.1419 119 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.18it/s] 46/299 6.46G 0.1131 0.02897 0 0.142 137 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.18it/s] 46/299 6.46G 0.1131 0.02897 0 0.142 137 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.93it/s] 46/299 6.46G 0.1126 0.02952 0 0.1421 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.93it/s] 46/299 6.46G 0.1126 0.02952 0 0.1421 144 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.24it/s] 46/299 6.46G 0.1119 0.02961 0 0.1415 102 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.24it/s] 46/299 6.46G 0.1119 0.02961 0 0.1415 102 640: 100%|██████████| 13/13 [00:02<00:00, 6.47it/s] 46/299 6.46G 0.1119 0.02961 0 0.1415 102 640: 100%|██████████| 13/13 [00:02<00:00, 5.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.324 0.402 0.222 0.054
0%| | 0/13 [00:00<?, ?it/s] 47/299 6.46G 0.0998 0.02914 0 0.1289 99 640: 0%| | 0/13 [00:00<?, ?it/s] 47/299 6.46G 0.0998 0.02914 0 0.1289 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 47/299 6.46G 0.1033 0.03084 0 0.1341 128 640: 8%|▊ | 1/13 [00:01<00:01, 8.54it/s] 47/299 6.46G 0.1033 0.03084 0 0.1341 128 640: 15%|█▌ | 2/13 [00:01<00:06, 1.60it/s] 47/299 6.46G 0.1021 0.03198 0 0.134 125 640: 15%|█▌ | 2/13 [00:01<00:06, 1.60it/s] 47/299 6.46G 0.1021 0.03198 0 0.134 125 640: 23%|██▎ | 3/13 [00:01<00:03, 2.57it/s] 47/299 6.46G 0.1015 0.03346 0 0.1349 135 640: 23%|██▎ | 3/13 [00:01<00:03, 2.57it/s] 47/299 6.46G 0.1015 0.03346 0 0.1349 135 640: 31%|███ | 4/13 [00:01<00:02, 3.58it/s] 47/299 6.46G 0.1014 0.03099 0 0.1324 72 640: 31%|███ | 4/13 [00:01<00:02, 3.58it/s] 47/299 6.46G 0.1014 0.03099 0 0.1324 72 640: 38%|███▊ | 5/13 [00:01<00:01, 4.35it/s] 47/299 6.46G 0.1034 0.03046 0 0.1338 118 640: 38%|███▊ | 5/13 [00:01<00:01, 4.35it/s] 47/299 6.46G 0.1034 0.03046 0 0.1338 118 640: 46%|████▌ | 6/13 [00:01<00:01, 5.26it/s] 47/299 6.46G 0.1042 0.02966 0 0.1339 100 640: 46%|████▌ | 6/13 [00:01<00:01, 5.26it/s] 47/299 6.46G 0.1042 0.02966 0 0.1339 100 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.06it/s] 47/299 6.46G 0.1056 0.02905 0 0.1346 116 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.06it/s] 47/299 6.46G 0.1056 0.02905 0 0.1346 116 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 47/299 6.46G 0.1067 0.02846 0 0.1351 100 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 47/299 6.46G 0.1067 0.02846 0 0.1351 100 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.95it/s] 47/299 6.46G 0.1076 0.02805 0 0.1356 103 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.95it/s] 47/299 6.46G 0.1076 0.02805 0 0.1356 103 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.11it/s] 47/299 6.46G 0.1087 0.02817 0 0.1368 134 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.11it/s] 47/299 6.46G 0.1087 0.02817 0 0.1368 134 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.68it/s] 47/299 6.46G 0.1094 0.02857 0 0.138 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.68it/s] 47/299 6.46G 0.1094 0.02857 0 0.138 142 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.41it/s] 47/299 6.46G 0.1098 0.02834 0 0.1381 91 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.41it/s] 47/299 6.46G 0.1098 0.02834 0 0.1381 91 640: 100%|██████████| 13/13 [00:03<00:00, 4.25it/s] 47/299 6.46G 0.1098 0.02834 0 0.1381 91 640: 100%|██████████| 13/13 [00:03<00:00, 3.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.191 0.379 0.167 0.0461
0%| | 0/13 [00:00<?, ?it/s] 48/299 6.46G 0.1208 0.02504 0 0.1458 108 640: 0%| | 0/13 [00:00<?, ?it/s] 48/299 6.46G 0.1208 0.02504 0 0.1458 108 640: 8%|▊ | 1/13 [00:00<00:01, 6.80it/s] 48/299 6.46G 0.1184 0.02658 0 0.145 116 640: 8%|▊ | 1/13 [00:00<00:01, 6.80it/s] 48/299 6.46G 0.1184 0.02658 0 0.145 116 640: 15%|█▌ | 2/13 [00:00<00:01, 7.87it/s] 48/299 6.46G 0.1176 0.02636 0 0.144 106 640: 15%|█▌ | 2/13 [00:00<00:01, 7.87it/s] 48/299 6.46G 0.1176 0.02636 0 0.144 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.29it/s] 48/299 6.46G 0.1162 0.02653 0 0.1427 111 640: 23%|██▎ | 3/13 [00:00<00:01, 8.29it/s] 48/299 6.46G 0.1162 0.02653 0 0.1427 111 640: 31%|███ | 4/13 [00:00<00:01, 7.72it/s] 48/299 6.46G 0.1139 0.02758 0 0.1415 114 640: 31%|███ | 4/13 [00:01<00:01, 7.72it/s] 48/299 6.46G 0.1139 0.02758 0 0.1415 114 640: 38%|███▊ | 5/13 [00:01<00:03, 2.61it/s] 48/299 6.46G 0.1133 0.02866 0 0.142 136 640: 38%|███▊ | 5/13 [00:01<00:03, 2.61it/s] 48/299 6.46G 0.1133 0.02866 0 0.142 136 640: 46%|████▌ | 6/13 [00:01<00:02, 3.43it/s] 48/299 6.46G 0.1121 0.03092 0 0.143 171 640: 46%|████▌ | 6/13 [00:01<00:02, 3.43it/s] 48/299 6.46G 0.1121 0.03092 0 0.143 171 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.10it/s] 48/299 6.46G 0.112 0.0308 0 0.1428 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.10it/s] 48/299 6.46G 0.112 0.0308 0 0.1428 123 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.95it/s] 48/299 6.46G 0.1121 0.03027 0 0.1424 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.95it/s] 48/299 6.46G 0.1121 0.03027 0 0.1424 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.75it/s] 48/299 6.46G 0.1121 0.03007 0 0.1422 120 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.75it/s] 48/299 6.46G 0.1121 0.03007 0 0.1422 120 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.10it/s] 48/299 6.46G 0.112 0.0304 0 0.1424 146 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.10it/s] 48/299 6.46G 0.112 0.0304 0 0.1424 146 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.74it/s] 48/299 6.46G 0.1117 0.0311 0 0.1428 154 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.74it/s] 48/299 6.46G 0.1117 0.0311 0 0.1428 154 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.28it/s] 48/299 6.46G 0.1116 0.0318 0 0.1434 146 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.28it/s] 48/299 6.46G 0.1116 0.0318 0 0.1434 146 640: 100%|██████████| 13/13 [00:03<00:00, 2.58it/s] 48/299 6.46G 0.1116 0.0318 0 0.1434 146 640: 100%|██████████| 13/13 [00:03<00:00, 4.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.244 0.471 0.181 0.0348
0%| | 0/13 [00:00<?, ?it/s] 49/299 6.46G 0.1165 0.0284 0 0.1449 126 640: 0%| | 0/13 [00:00<?, ?it/s] 49/299 6.46G 0.1165 0.0284 0 0.1449 126 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 49/299 6.46G 0.116 0.0244 0 0.1404 85 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 49/299 6.46G 0.116 0.0244 0 0.1404 85 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 49/299 6.46G 0.1163 0.02265 0 0.1389 91 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 49/299 6.46G 0.1163 0.02265 0 0.1389 91 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 49/299 6.46G 0.1125 0.02609 0 0.1386 136 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 49/299 6.46G 0.1125 0.02609 0 0.1386 136 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 49/299 6.46G 0.1113 0.02914 0 0.1404 162 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 49/299 6.46G 0.1113 0.02914 0 0.1404 162 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 49/299 6.46G 0.1104 0.03022 0 0.1407 143 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 49/299 6.46G 0.1104 0.03022 0 0.1407 143 640: 46%|████▌ | 6/13 [00:00<00:00, 7.82it/s] 49/299 6.46G 0.108 0.03058 0 0.1386 112 640: 46%|████▌ | 6/13 [00:00<00:00, 7.82it/s] 49/299 6.46G 0.108 0.03058 0 0.1386 112 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.14it/s] 49/299 6.46G 0.1082 0.03032 0 0.1385 119 640: 54%|█████▍ | 7/13 [00:01<00:00, 8.14it/s] 49/299 6.46G 0.1082 0.03032 0 0.1385 119 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.33it/s] 49/299 6.46G 0.1076 0.02984 0 0.1374 101 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.33it/s] 49/299 6.46G 0.1076 0.02984 0 0.1374 101 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.03it/s] 49/299 6.46G 0.1071 0.02942 0 0.1365 94 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.03it/s] 49/299 6.46G 0.1071 0.02942 0 0.1365 94 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.85it/s] 49/299 6.46G 0.1076 0.02966 0 0.1372 131 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.85it/s] 49/299 6.46G 0.1076 0.02966 0 0.1372 131 640: 85%|████████▍ | 11/13 [00:01<00:00, 5.62it/s] 49/299 6.46G 0.1075 0.02985 0 0.1374 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.62it/s] 49/299 6.46G 0.1075 0.02985 0 0.1374 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.99it/s] 49/299 6.46G 0.1078 0.03002 0 0.1378 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.99it/s] 49/299 6.46G 0.1078 0.03002 0 0.1378 125 640: 100%|██████████| 13/13 [00:02<00:00, 6.78it/s] 49/299 6.46G 0.1078 0.03002 0 0.1378 125 640: 100%|██████████| 13/13 [00:02<00:00, 6.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.25it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.244 0.425 0.204 0.0474
0%| | 0/13 [00:00<?, ?it/s] 50/299 6.46G 0.1146 0.02633 0 0.1409 114 640: 0%| | 0/13 [00:00<?, ?it/s] 50/299 6.46G 0.1146 0.02633 0 0.1409 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 50/299 6.46G 0.1146 0.02767 0 0.1422 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 50/299 6.46G 0.1146 0.02767 0 0.1422 127 640: 15%|█▌ | 2/13 [00:00<00:01, 7.52it/s] 50/299 6.46G 0.1085 0.02898 0 0.1375 115 640: 15%|█▌ | 2/13 [00:01<00:01, 7.52it/s] 50/299 6.46G 0.1085 0.02898 0 0.1375 115 640: 23%|██▎ | 3/13 [00:01<00:04, 2.02it/s] 50/299 6.46G 0.1065 0.02894 0 0.1355 114 640: 23%|██▎ | 3/13 [00:01<00:04, 2.02it/s] 50/299 6.46G 0.1065 0.02894 0 0.1355 114 640: 31%|███ | 4/13 [00:01<00:03, 2.90it/s] 50/299 6.46G 0.1046 0.03038 0 0.135 133 640: 31%|███ | 4/13 [00:01<00:03, 2.90it/s] 50/299 6.46G 0.1046 0.03038 0 0.135 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.69it/s] 50/299 6.46G 0.1062 0.03084 0 0.137 151 640: 38%|███▊ | 5/13 [00:01<00:02, 3.69it/s] 50/299 6.46G 0.1062 0.03084 0 0.137 151 640: 46%|████▌ | 6/13 [00:01<00:01, 4.60it/s] 50/299 6.46G 0.1061 0.03134 0 0.1375 145 640: 46%|████▌ | 6/13 [00:01<00:01, 4.60it/s] 50/299 6.46G 0.1061 0.03134 0 0.1375 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.48it/s] 50/299 6.46G 0.1068 0.03142 0 0.1382 136 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.48it/s] 50/299 6.46G 0.1068 0.03142 0 0.1382 136 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.86it/s] 50/299 6.46G 0.1072 0.03056 0 0.1378 100 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.86it/s] 50/299 6.46G 0.1072 0.03056 0 0.1378 100 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.52it/s] 50/299 6.46G 0.1081 0.02998 0 0.1381 120 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.52it/s] 50/299 6.46G 0.1081 0.02998 0 0.1381 120 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.32it/s] 50/299 6.46G 0.109 0.02946 0 0.1385 118 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.32it/s] 50/299 6.46G 0.109 0.02946 0 0.1385 118 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.31it/s] 50/299 6.46G 0.1093 0.02915 0 0.1385 116 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.31it/s] 50/299 6.46G 0.1093 0.02915 0 0.1385 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.99it/s] 50/299 6.46G 0.1093 0.02986 0 0.1391 137 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.99it/s] 50/299 6.46G 0.1093 0.02986 0 0.1391 137 640: 100%|██████████| 13/13 [00:03<00:00, 3.76it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 11.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.252 0.322 0.193 0.0474
0%| | 0/13 [00:00<?, ?it/s] 51/299 6.46G 0.1107 0.02044 0 0.1311 79 640: 0%| | 0/13 [00:00<?, ?it/s] 51/299 6.46G 0.1107 0.02044 0 0.1311 79 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 51/299 6.46G 0.1106 0.02828 0 0.1389 141 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 51/299 6.46G 0.1106 0.02828 0 0.1389 141 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 51/299 6.46G 0.107 0.02718 0 0.1342 89 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 51/299 6.46G 0.107 0.02718 0 0.1342 89 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 51/299 6.46G 0.1052 0.02776 0 0.1329 110 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 51/299 6.46G 0.1052 0.02776 0 0.1329 110 640: 31%|███ | 4/13 [00:00<00:01, 4.67it/s] 51/299 6.46G 0.1081 0.02653 0 0.1346 108 640: 31%|███ | 4/13 [00:00<00:01, 4.67it/s] 51/299 6.46G 0.1081 0.02653 0 0.1346 108 640: 38%|███▊ | 5/13 [00:00<00:01, 5.64it/s] 51/299 6.46G 0.1083 0.02592 0 0.1342 87 640: 38%|███▊ | 5/13 [00:01<00:01, 5.64it/s] 51/299 6.46G 0.1083 0.02592 0 0.1342 87 640: 46%|████▌ | 6/13 [00:01<00:02, 3.17it/s] 51/299 6.46G 0.1078 0.02788 0 0.1357 165 640: 46%|████▌ | 6/13 [00:01<00:02, 3.17it/s] 51/299 6.46G 0.1078 0.02788 0 0.1357 165 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.86it/s] 51/299 6.46G 0.1074 0.02889 0 0.1363 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.86it/s] 51/299 6.46G 0.1074 0.02889 0 0.1363 140 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.70it/s] 51/299 6.46G 0.1077 0.02944 0 0.1372 148 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.70it/s] 51/299 6.46G 0.1077 0.02944 0 0.1372 148 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.47it/s] 51/299 6.46G 0.1081 0.02971 0 0.1378 134 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.47it/s] 51/299 6.46G 0.1081 0.02971 0 0.1378 134 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.87it/s] 51/299 6.46G 0.107 0.02959 0 0.1366 98 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.87it/s] 51/299 6.46G 0.107 0.02959 0 0.1366 98 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.54it/s] 51/299 6.46G 0.1066 0.02994 0 0.1365 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.54it/s] 51/299 6.46G 0.1066 0.02994 0 0.1365 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.15it/s] 51/299 6.46G 0.1058 0.03054 0 0.1364 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.15it/s] 51/299 6.46G 0.1058 0.03054 0 0.1364 125 640: 100%|██████████| 13/13 [00:02<00:00, 3.83it/s] 51/299 6.46G 0.1058 0.03054 0 0.1364 125 640: 100%|██████████| 13/13 [00:02<00:00, 4.51it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.359 0.425 0.275 0.0697
0%| | 0/13 [00:00<?, ?it/s] 52/299 6.46G 0.103 0.02515 0 0.1282 91 640: 0%| | 0/13 [00:00<?, ?it/s] 52/299 6.46G 0.103 0.02515 0 0.1282 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 52/299 6.46G 0.09924 0.02731 0 0.1266 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 52/299 6.46G 0.09924 0.02731 0 0.1266 112 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 52/299 6.46G 0.09742 0.02832 0 0.1257 110 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 52/299 6.46G 0.09742 0.02832 0 0.1257 110 640: 23%|██▎ | 3/13 [00:00<00:01, 7.87it/s] 52/299 6.46G 0.0959 0.03018 0 0.1261 126 640: 23%|██▎ | 3/13 [00:00<00:01, 7.87it/s] 52/299 6.46G 0.0959 0.03018 0 0.1261 126 640: 31%|███ | 4/13 [00:00<00:01, 8.16it/s] 52/299 6.46G 0.09808 0.03131 0 0.1294 149 640: 31%|███ | 4/13 [00:00<00:01, 8.16it/s] 52/299 6.46G 0.09808 0.03131 0 0.1294 149 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 52/299 6.46G 0.09826 0.03087 0 0.1291 109 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 52/299 6.46G 0.09826 0.03087 0 0.1291 109 640: 46%|████▌ | 6/13 [00:00<00:00, 7.86it/s] 52/299 6.46G 0.1005 0.03144 0 0.132 155 640: 46%|████▌ | 6/13 [00:01<00:00, 7.86it/s] 52/299 6.46G 0.1005 0.03144 0 0.132 155 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.35it/s] 52/299 6.46G 0.1032 0.03064 0 0.1338 119 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.35it/s] 52/299 6.46G 0.1032 0.03064 0 0.1338 119 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.12it/s] 52/299 6.46G 0.1057 0.02981 0 0.1355 119 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.12it/s] 52/299 6.46G 0.1057 0.02981 0 0.1355 119 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.05it/s] 52/299 6.46G 0.1066 0.02964 0 0.1363 120 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.05it/s] 52/299 6.46G 0.1066 0.02964 0 0.1363 120 640: 77%|███████▋ | 10/13 [00:01<00:00, 3.81it/s] 52/299 6.46G 0.1071 0.02989 0 0.1369 132 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.81it/s] 52/299 6.46G 0.1071 0.02989 0 0.1369 132 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.62it/s] 52/299 6.46G 0.1078 0.03025 0 0.1381 137 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.62it/s] 52/299 6.46G 0.1078 0.03025 0 0.1381 137 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.33it/s] 52/299 6.46G 0.107 0.0311 0 0.1381 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.33it/s] 52/299 6.46G 0.107 0.0311 0 0.1381 131 640: 100%|██████████| 13/13 [00:02<00:00, 4.15it/s] 52/299 6.46G 0.107 0.0311 0 0.1381 131 640: 100%|██████████| 13/13 [00:02<00:00, 4.85it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.399 0.322 0.243 0.0637
0%| | 0/13 [00:00<?, ?it/s] 53/299 6.46G 0.1001 0.03666 0 0.1367 134 640: 0%| | 0/13 [00:00<?, ?it/s] 53/299 6.46G 0.1001 0.03666 0 0.1367 134 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 53/299 6.46G 0.1038 0.03201 0 0.1358 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 53/299 6.46G 0.1038 0.03201 0 0.1358 110 640: 15%|█▌ | 2/13 [00:00<00:01, 7.28it/s] 53/299 6.46G 0.09697 0.03297 0 0.1299 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.28it/s] 53/299 6.46G 0.09697 0.03297 0 0.1299 111 640: 23%|██▎ | 3/13 [00:00<00:01, 7.92it/s] 53/299 6.46G 0.09625 0.03499 0 0.1312 155 640: 23%|██▎ | 3/13 [00:00<00:01, 7.92it/s] 53/299 6.46G 0.09625 0.03499 0 0.1312 155 640: 31%|███ | 4/13 [00:00<00:02, 3.54it/s] 53/299 6.46G 0.09623 0.03433 0 0.1306 111 640: 31%|███ | 4/13 [00:01<00:02, 3.54it/s] 53/299 6.46G 0.09623 0.03433 0 0.1306 111 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 53/299 6.46G 0.09533 0.03296 0 0.1283 82 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 53/299 6.46G 0.09533 0.03296 0 0.1283 82 640: 46%|████▌ | 6/13 [00:01<00:01, 5.23it/s] 53/299 6.46G 0.09437 0.03413 0 0.1285 143 640: 46%|████▌ | 6/13 [00:01<00:01, 5.23it/s] 53/299 6.46G 0.09437 0.03413 0 0.1285 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 53/299 6.46G 0.09497 0.03351 0 0.1285 109 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 53/299 6.46G 0.09497 0.03351 0 0.1285 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.58it/s] 53/299 6.46G 0.09773 0.03239 0 0.1301 111 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.58it/s] 53/299 6.46G 0.09773 0.03239 0 0.1301 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.40it/s] 53/299 6.46G 0.09917 0.03214 0 0.1313 125 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.40it/s] 53/299 6.46G 0.09917 0.03214 0 0.1313 125 640: 77%|███████▋ | 10/13 [00:02<00:01, 3.00it/s] 53/299 6.46G 0.1008 0.0321 0 0.1329 139 640: 77%|███████▋ | 10/13 [00:02<00:01, 3.00it/s] 53/299 6.46G 0.1008 0.0321 0 0.1329 139 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.64it/s] 53/299 6.46G 0.102 0.03195 0 0.134 135 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.64it/s] 53/299 6.46G 0.102 0.03195 0 0.134 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.10it/s] 53/299 6.46G 0.1026 0.03175 0 0.1343 108 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.10it/s] 53/299 6.46G 0.1026 0.03175 0 0.1343 108 640: 100%|██████████| 13/13 [00:03<00:00, 3.91it/s] 53/299 6.46G 0.1026 0.03175 0 0.1343 108 640: 100%|██████████| 13/13 [00:03<00:00, 4.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.279 0.378 0.211 0.06
0%| | 0/13 [00:00<?, ?it/s] 54/299 6.46G 0.1095 0.02307 0 0.1326 95 640: 0%| | 0/13 [00:00<?, ?it/s] 54/299 6.46G 0.1095 0.02307 0 0.1326 95 640: 8%|▊ | 1/13 [00:00<00:01, 6.79it/s] 54/299 6.46G 0.111 0.02849 0 0.1395 142 640: 8%|▊ | 1/13 [00:00<00:01, 6.79it/s] 54/299 6.46G 0.111 0.02849 0 0.1395 142 640: 15%|█▌ | 2/13 [00:00<00:01, 7.83it/s] 54/299 6.46G 0.1101 0.02926 0 0.1393 123 640: 15%|█▌ | 2/13 [00:00<00:01, 7.83it/s] 54/299 6.46G 0.1101 0.02926 0 0.1393 123 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 54/299 6.46G 0.1088 0.0298 0 0.1386 133 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 54/299 6.46G 0.1088 0.0298 0 0.1386 133 640: 31%|███ | 4/13 [00:00<00:01, 5.44it/s] 54/299 6.46G 0.1084 0.03018 0 0.1386 124 640: 31%|███ | 4/13 [00:01<00:01, 5.44it/s] 54/299 6.46G 0.1084 0.03018 0 0.1386 124 640: 38%|███▊ | 5/13 [00:01<00:02, 3.84it/s] 54/299 6.46G 0.1092 0.02981 0 0.139 116 640: 38%|███▊ | 5/13 [00:01<00:02, 3.84it/s] 54/299 6.46G 0.1092 0.02981 0 0.139 116 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 54/299 6.46G 0.1083 0.03125 0 0.1396 154 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 54/299 6.46G 0.1083 0.03125 0 0.1396 154 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.25it/s] 54/299 6.46G 0.1085 0.03125 0 0.1397 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.25it/s] 54/299 6.46G 0.1085 0.03125 0 0.1397 135 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.08it/s] 54/299 6.46G 0.109 0.03081 0 0.1398 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.08it/s] 54/299 6.46G 0.109 0.03081 0 0.1398 124 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.88it/s] 54/299 6.46G 0.1089 0.03109 0 0.14 146 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.88it/s] 54/299 6.46G 0.1089 0.03109 0 0.14 146 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.13it/s] 54/299 6.46G 0.1079 0.03186 0 0.1398 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.13it/s] 54/299 6.46G 0.1079 0.03186 0 0.1398 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.90it/s] 54/299 6.46G 0.1074 0.03195 0 0.1394 135 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.90it/s] 54/299 6.46G 0.1074 0.03195 0 0.1394 135 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.69it/s] 54/299 6.46G 0.1067 0.03191 0 0.1386 108 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.69it/s] 54/299 6.46G 0.1067 0.03191 0 0.1386 108 640: 100%|██████████| 13/13 [00:02<00:00, 4.66it/s] 54/299 6.46G 0.1067 0.03191 0 0.1386 108 640: 100%|██████████| 13/13 [00:02<00:00, 4.45it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.33 0.414 0.274 0.0715
0%| | 0/13 [00:00<?, ?it/s] 55/299 6.46G 0.09973 0.03409 0 0.1338 130 640: 0%| | 0/13 [00:00<?, ?it/s] 55/299 6.46G 0.09973 0.03409 0 0.1338 130 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 55/299 6.46G 0.1034 0.0311 0 0.1345 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 55/299 6.46G 0.1034 0.0311 0 0.1345 121 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 55/299 6.46G 0.1025 0.03194 0 0.1344 132 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 55/299 6.46G 0.1025 0.03194 0 0.1344 132 640: 23%|██▎ | 3/13 [00:00<00:01, 7.78it/s] 55/299 6.46G 0.1064 0.02966 0 0.136 95 640: 23%|██▎ | 3/13 [00:00<00:01, 7.78it/s] 55/299 6.46G 0.1064 0.02966 0 0.136 95 640: 31%|███ | 4/13 [00:00<00:01, 8.15it/s] 55/299 6.46G 0.1112 0.0276 0 0.1388 97 640: 31%|███ | 4/13 [00:00<00:01, 8.15it/s] 55/299 6.46G 0.1112 0.0276 0 0.1388 97 640: 38%|███▊ | 5/13 [00:00<00:00, 8.40it/s] 55/299 6.46G 0.1127 0.02729 0 0.14 118 640: 38%|███▊ | 5/13 [00:00<00:00, 8.40it/s] 55/299 6.46G 0.1127 0.02729 0 0.14 118 640: 46%|████▌ | 6/13 [00:00<00:00, 7.82it/s] 55/299 6.46G 0.1108 0.02993 0 0.1407 167 640: 46%|████▌ | 6/13 [00:00<00:00, 7.82it/s] 55/299 6.46G 0.1108 0.02993 0 0.1407 167 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.14it/s] 55/299 6.46G 0.1098 0.03034 0 0.1402 122 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.14it/s] 55/299 6.46G 0.1098 0.03034 0 0.1402 122 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.12it/s] 55/299 6.46G 0.1095 0.03066 0 0.1401 115 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.12it/s] 55/299 6.46G 0.1095 0.03066 0 0.1401 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.78it/s] 55/299 6.46G 0.1077 0.03048 0 0.1382 103 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.78it/s] 55/299 6.46G 0.1077 0.03048 0 0.1382 103 640: 77%|███████▋ | 10/13 [00:01<00:00, 3.31it/s] 55/299 6.46G 0.1066 0.03097 0 0.1375 124 640: 77%|███████▋ | 10/13 [00:01<00:00, 3.31it/s] 55/299 6.46G 0.1066 0.03097 0 0.1375 124 640: 85%|████████▍ | 11/13 [00:01<00:00, 4.09it/s] 55/299 6.46G 0.1062 0.031 0 0.1372 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.09it/s] 55/299 6.46G 0.1062 0.031 0 0.1372 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.69it/s] 55/299 6.46G 0.1061 0.03101 0 0.1371 115 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.69it/s] 55/299 6.46G 0.1061 0.03101 0 0.1371 115 640: 100%|██████████| 13/13 [00:02<00:00, 4.31it/s] 55/299 6.46G 0.1061 0.03101 0 0.1371 115 640: 100%|██████████| 13/13 [00:02<00:00, 5.54it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.38it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.408 0.368 0.269 0.0725
0%| | 0/13 [00:00<?, ?it/s] 56/299 6.46G 0.1071 0.02937 0 0.1365 113 640: 0%| | 0/13 [00:00<?, ?it/s] 56/299 6.46G 0.1071 0.02937 0 0.1365 113 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 56/299 6.46G 0.1069 0.02801 0 0.1349 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 56/299 6.46G 0.1069 0.02801 0 0.1349 109 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 56/299 6.46G 0.1011 0.02995 0 0.131 118 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 56/299 6.46G 0.1011 0.02995 0 0.131 118 640: 23%|██▎ | 3/13 [00:00<00:02, 4.33it/s] 56/299 6.46G 0.09833 0.03113 0 0.1295 125 640: 23%|██▎ | 3/13 [00:00<00:02, 4.33it/s] 56/299 6.46G 0.09833 0.03113 0 0.1295 125 640: 31%|███ | 4/13 [00:00<00:01, 5.42it/s] 56/299 6.46G 0.09778 0.03344 0 0.1312 153 640: 31%|███ | 4/13 [00:01<00:01, 5.42it/s] 56/299 6.46G 0.09778 0.03344 0 0.1312 153 640: 38%|███▊ | 5/13 [00:01<00:01, 4.36it/s] 56/299 6.46G 0.1006 0.03271 0 0.1333 121 640: 38%|███▊ | 5/13 [00:01<00:01, 4.36it/s] 56/299 6.46G 0.1006 0.03271 0 0.1333 121 640: 46%|████▌ | 6/13 [00:01<00:01, 5.28it/s] 56/299 6.46G 0.1026 0.03286 0 0.1355 156 640: 46%|████▌ | 6/13 [00:01<00:01, 5.28it/s] 56/299 6.46G 0.1026 0.03286 0 0.1355 156 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.08it/s] 56/299 6.46G 0.1035 0.03219 0 0.1357 110 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.08it/s] 56/299 6.46G 0.1035 0.03219 0 0.1357 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.06it/s] 56/299 6.46G 0.1051 0.03133 0 0.1364 100 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.06it/s] 56/299 6.46G 0.1051 0.03133 0 0.1364 100 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.85it/s] 56/299 6.46G 0.1053 0.03184 0 0.1371 138 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.85it/s] 56/299 6.46G 0.1053 0.03184 0 0.1371 138 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.54it/s] 56/299 6.46G 0.1058 0.03202 0 0.1378 137 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.54it/s] 56/299 6.46G 0.1058 0.03202 0 0.1378 137 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.16it/s] 56/299 6.46G 0.1052 0.03237 0 0.1375 143 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.16it/s] 56/299 6.46G 0.1052 0.03237 0 0.1375 143 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.94it/s] 56/299 6.46G 0.1038 0.03319 0 0.137 124 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.94it/s] 56/299 6.46G 0.1038 0.03319 0 0.137 124 640: 100%|██████████| 13/13 [00:02<00:00, 3.45it/s] 56/299 6.46G 0.1038 0.03319 0 0.137 124 640: 100%|██████████| 13/13 [00:02<00:00, 4.49it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.314 0.414 0.263 0.0572
0%| | 0/13 [00:00<?, ?it/s] 57/299 6.46G 0.09426 0.03367 0 0.1279 115 640: 0%| | 0/13 [00:00<?, ?it/s] 57/299 6.46G 0.09426 0.03367 0 0.1279 115 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 57/299 6.46G 0.0916 0.03572 0 0.1273 136 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 57/299 6.46G 0.0916 0.03572 0 0.1273 136 640: 15%|█▌ | 2/13 [00:00<00:01, 7.85it/s] 57/299 6.46G 0.09111 0.03392 0 0.125 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.85it/s] 57/299 6.46G 0.09111 0.03392 0 0.125 114 640: 23%|██▎ | 3/13 [00:00<00:01, 8.28it/s] 57/299 6.46G 0.08926 0.03399 0 0.1233 116 640: 23%|██▎ | 3/13 [00:00<00:01, 8.28it/s] 57/299 6.46G 0.08926 0.03399 0 0.1233 116 640: 31%|███ | 4/13 [00:00<00:01, 7.73it/s] 57/299 6.46G 0.09009 0.03465 0 0.1247 137 640: 31%|███ | 4/13 [00:00<00:01, 7.73it/s] 57/299 6.46G 0.09009 0.03465 0 0.1247 137 640: 38%|███▊ | 5/13 [00:00<00:00, 8.11it/s] 57/299 6.46G 0.09133 0.03302 0 0.1243 93 640: 38%|███▊ | 5/13 [00:00<00:00, 8.11it/s] 57/299 6.46G 0.09133 0.03302 0 0.1243 93 640: 46%|████▌ | 6/13 [00:00<00:01, 5.37it/s] 57/299 6.46G 0.09022 0.03363 0 0.1238 131 640: 46%|████▌ | 6/13 [00:01<00:01, 5.37it/s] 57/299 6.46G 0.09022 0.03363 0 0.1238 131 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.78it/s] 57/299 6.46G 0.09155 0.03422 0 0.1258 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.78it/s] 57/299 6.46G 0.09155 0.03422 0 0.1258 147 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.71it/s] 57/299 6.46G 0.0922 0.03387 0 0.1261 116 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.71it/s] 57/299 6.46G 0.0922 0.03387 0 0.1261 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.54it/s] 57/299 6.46G 0.09315 0.03379 0 0.1269 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.54it/s] 57/299 6.46G 0.09315 0.03379 0 0.1269 125 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.08it/s] 57/299 6.46G 0.09469 0.03315 0 0.1278 115 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.08it/s] 57/299 6.46G 0.09469 0.03315 0 0.1278 115 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.12it/s] 57/299 6.46G 0.09621 0.03308 0 0.1293 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.12it/s] 57/299 6.46G 0.09621 0.03308 0 0.1293 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.89it/s] 57/299 6.46G 0.09687 0.0331 0 0.13 118 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.89it/s] 57/299 6.46G 0.09687 0.0331 0 0.13 118 640: 100%|██████████| 13/13 [00:02<00:00, 4.55it/s] 57/299 6.46G 0.09687 0.0331 0 0.13 118 640: 100%|██████████| 13/13 [00:02<00:00, 4.88it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.239 0.333 0.165 0.0411
0%| | 0/13 [00:00<?, ?it/s] 58/299 6.46G 0.1194 0.02187 0 0.1413 99 640: 0%| | 0/13 [00:00<?, ?it/s] 58/299 6.46G 0.1194 0.02187 0 0.1413 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.37it/s] 58/299 6.46G 0.1136 0.0207 0 0.1343 80 640: 8%|▊ | 1/13 [00:00<00:01, 8.37it/s] 58/299 6.46G 0.1136 0.0207 0 0.1343 80 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 58/299 6.46G 0.1134 0.02097 0 0.1344 88 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 58/299 6.46G 0.1134 0.02097 0 0.1344 88 640: 23%|██▎ | 3/13 [00:00<00:02, 4.36it/s] 58/299 6.46G 0.1088 0.02338 0 0.1321 117 640: 23%|██▎ | 3/13 [00:00<00:02, 4.36it/s] 58/299 6.46G 0.1088 0.02338 0 0.1321 117 640: 31%|███ | 4/13 [00:00<00:01, 5.45it/s] 58/299 6.46G 0.109 0.0262 0 0.1352 162 640: 31%|███ | 4/13 [00:00<00:01, 5.45it/s] 58/299 6.46G 0.109 0.0262 0 0.1352 162 640: 38%|███▊ | 5/13 [00:00<00:01, 6.29it/s] 58/299 6.46G 0.1065 0.02738 0 0.1338 114 640: 38%|███▊ | 5/13 [00:01<00:01, 6.29it/s] 58/299 6.46G 0.1065 0.02738 0 0.1338 114 640: 46%|████▌ | 6/13 [00:01<00:03, 2.15it/s] 58/299 6.46G 0.1041 0.03088 0 0.135 172 640: 46%|████▌ | 6/13 [00:02<00:03, 2.15it/s] 58/299 6.46G 0.1041 0.03088 0 0.135 172 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.86it/s] 58/299 6.46G 0.1032 0.03056 0 0.1337 107 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.86it/s] 58/299 6.46G 0.1032 0.03056 0 0.1337 107 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.65it/s] 58/299 6.46G 0.1021 0.03049 0 0.1326 102 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.65it/s] 58/299 6.46G 0.1021 0.03049 0 0.1326 102 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.29it/s] 58/299 6.46G 0.1016 0.03108 0 0.1327 141 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.29it/s] 58/299 6.46G 0.1016 0.03108 0 0.1327 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.17it/s] 58/299 6.46G 0.1009 0.03146 0 0.1324 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.17it/s] 58/299 6.46G 0.1009 0.03146 0 0.1324 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.86it/s] 58/299 6.46G 0.1011 0.03228 0 0.1334 181 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.86it/s] 58/299 6.46G 0.1011 0.03228 0 0.1334 181 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.36it/s] 58/299 6.46G 0.1015 0.03241 0 0.1339 123 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.36it/s] 58/299 6.46G 0.1015 0.03241 0 0.1339 123 640: 100%|██████████| 13/13 [00:02<00:00, 6.20it/s] 58/299 6.46G 0.1015 0.03241 0 0.1339 123 640: 100%|██████████| 13/13 [00:02<00:00, 4.50it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.315 0.491 0.272 0.0838
0%| | 0/13 [00:00<?, ?it/s] 59/299 6.46G 0.1067 0.02149 0 0.1282 86 640: 0%| | 0/13 [00:00<?, ?it/s] 59/299 6.46G 0.1067 0.02149 0 0.1282 86 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 59/299 6.46G 0.1083 0.0218 0 0.1301 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 59/299 6.46G 0.1083 0.0218 0 0.1301 91 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 59/299 6.46G 0.1045 0.0236 0 0.1281 97 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 59/299 6.46G 0.1045 0.0236 0 0.1281 97 640: 23%|██▎ | 3/13 [00:00<00:01, 8.17it/s] 59/299 6.46G 0.1023 0.02459 0 0.1269 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.17it/s] 59/299 6.46G 0.1023 0.02459 0 0.1269 107 640: 31%|███ | 4/13 [00:00<00:01, 8.44it/s] 59/299 6.46G 0.1041 0.02583 0 0.1299 133 640: 31%|███ | 4/13 [00:01<00:01, 8.44it/s] 59/299 6.46G 0.1041 0.02583 0 0.1299 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.58it/s] 59/299 6.46G 0.1047 0.02704 0 0.1317 131 640: 38%|███▊ | 5/13 [00:01<00:02, 3.58it/s] 59/299 6.46G 0.1047 0.02704 0 0.1317 131 640: 46%|████▌ | 6/13 [00:01<00:01, 3.66it/s] 59/299 6.46G 0.1042 0.02738 0 0.1316 111 640: 46%|████▌ | 6/13 [00:01<00:01, 3.66it/s] 59/299 6.46G 0.1042 0.02738 0 0.1316 111 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.53it/s] 59/299 6.46G 0.1048 0.02755 0 0.1324 126 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.53it/s] 59/299 6.46G 0.1048 0.02755 0 0.1324 126 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.12it/s] 59/299 6.46G 0.1054 0.0274 0 0.1328 117 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.12it/s] 59/299 6.46G 0.1054 0.0274 0 0.1328 117 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.12it/s] 59/299 6.46G 0.1053 0.02757 0 0.1328 120 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.12it/s] 59/299 6.46G 0.1053 0.02757 0 0.1328 120 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.90it/s] 59/299 6.46G 0.105 0.0277 0 0.1327 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.90it/s] 59/299 6.46G 0.105 0.0277 0 0.1327 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.52it/s] 59/299 6.46G 0.1055 0.02778 0 0.1333 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.52it/s] 59/299 6.46G 0.1055 0.02778 0 0.1333 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.31it/s] 59/299 6.46G 0.1051 0.02868 0 0.1338 140 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.31it/s] 59/299 6.46G 0.1051 0.02868 0 0.1338 140 640: 100%|██████████| 13/13 [00:02<00:00, 4.61it/s] 59/299 6.46G 0.1051 0.02868 0 0.1338 140 640: 100%|██████████| 13/13 [00:02<00:00, 4.63it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.49s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.50s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.351 0.414 0.228 0.0472
0%| | 0/13 [00:00<?, ?it/s] 60/299 6.46G 0.101 0.02741 0 0.1284 109 640: 0%| | 0/13 [00:00<?, ?it/s] 60/299 6.46G 0.101 0.02741 0 0.1284 109 640: 8%|▊ | 1/13 [00:00<00:01, 6.49it/s] 60/299 6.46G 0.1026 0.02985 0 0.1324 129 640: 8%|▊ | 1/13 [00:00<00:01, 6.49it/s] 60/299 6.46G 0.1026 0.02985 0 0.1324 129 640: 15%|█▌ | 2/13 [00:00<00:01, 7.29it/s] 60/299 6.46G 0.1023 0.02915 0 0.1314 109 640: 15%|█▌ | 2/13 [00:00<00:01, 7.29it/s] 60/299 6.46G 0.1023 0.02915 0 0.1314 109 640: 23%|██▎ | 3/13 [00:00<00:01, 8.02it/s] 60/299 6.46G 0.1018 0.03111 0 0.1329 151 640: 23%|██▎ | 3/13 [00:00<00:01, 8.02it/s] 60/299 6.46G 0.1018 0.03111 0 0.1329 151 640: 31%|███ | 4/13 [00:00<00:01, 7.87it/s] 60/299 6.46G 0.1025 0.03072 0 0.1332 114 640: 31%|███ | 4/13 [00:00<00:01, 7.87it/s] 60/299 6.46G 0.1025 0.03072 0 0.1332 114 640: 38%|███▊ | 5/13 [00:00<00:00, 8.25it/s] 60/299 6.46G 0.1022 0.02911 0 0.1313 74 640: 38%|███▊ | 5/13 [00:00<00:00, 8.25it/s] 60/299 6.46G 0.1022 0.02911 0 0.1313 74 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 60/299 6.46G 0.1016 0.02974 0 0.1313 133 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 60/299 6.46G 0.1016 0.02974 0 0.1313 133 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.05it/s] 60/299 6.46G 0.102 0.02965 0 0.1316 124 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.05it/s] 60/299 6.46G 0.102 0.02965 0 0.1316 124 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.29it/s] 60/299 6.46G 0.1025 0.02951 0 0.132 125 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.29it/s] 60/299 6.46G 0.1025 0.02951 0 0.132 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.46it/s] 60/299 6.46G 0.1018 0.02952 0 0.1313 102 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.46it/s] 60/299 6.46G 0.1018 0.02952 0 0.1313 102 640: 77%|███████▋ | 10/13 [00:01<00:00, 7.96it/s] 60/299 6.46G 0.1024 0.03035 0 0.1328 170 640: 77%|███████▋ | 10/13 [00:01<00:00, 7.96it/s] 60/299 6.46G 0.1024 0.03035 0 0.1328 170 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.22it/s] 60/299 6.46G 0.1025 0.03055 0 0.1331 129 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.22it/s] 60/299 6.46G 0.1025 0.03055 0 0.1331 129 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.28it/s] 60/299 6.46G 0.1025 0.03092 0 0.1334 129 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.28it/s] 60/299 6.46G 0.1025 0.03092 0 0.1334 129 640: 100%|██████████| 13/13 [00:01<00:00, 8.06it/s] 60/299 6.46G 0.1025 0.03092 0 0.1334 129 640: 100%|██████████| 13/13 [00:01<00:00, 8.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.441 0.379 0.281 0.067
0%| | 0/13 [00:00<?, ?it/s] 61/299 6.46G 0.105 0.02489 0 0.1299 103 640: 0%| | 0/13 [00:00<?, ?it/s] 61/299 6.46G 0.105 0.02489 0 0.1299 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 61/299 6.46G 0.09894 0.02699 0 0.1259 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 61/299 6.46G 0.09894 0.02699 0 0.1259 111 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 61/299 6.46G 0.09831 0.02729 0 0.1256 105 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 61/299 6.46G 0.09831 0.02729 0 0.1256 105 640: 23%|██▎ | 3/13 [00:00<00:01, 7.83it/s] 61/299 6.46G 0.09565 0.02899 0 0.1246 132 640: 23%|██▎ | 3/13 [00:00<00:01, 7.83it/s] 61/299 6.46G 0.09565 0.02899 0 0.1246 132 640: 31%|███ | 4/13 [00:00<00:01, 5.10it/s] 61/299 6.46G 0.0976 0.03054 0 0.1281 148 640: 31%|███ | 4/13 [00:01<00:01, 5.10it/s] 61/299 6.46G 0.0976 0.03054 0 0.1281 148 640: 38%|███▊ | 5/13 [00:01<00:02, 2.77it/s] 61/299 6.46G 0.0979 0.02922 0 0.1271 87 640: 38%|███▊ | 5/13 [00:01<00:02, 2.77it/s] 61/299 6.46G 0.0979 0.02922 0 0.1271 87 640: 46%|████▌ | 6/13 [00:01<00:01, 3.50it/s] 61/299 6.46G 0.09741 0.03123 0 0.1286 162 640: 46%|████▌ | 6/13 [00:01<00:01, 3.50it/s] 61/299 6.46G 0.09741 0.03123 0 0.1286 162 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.36it/s] 61/299 6.46G 0.09747 0.0313 0 0.1288 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.36it/s] 61/299 6.46G 0.09747 0.0313 0 0.1288 124 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.21it/s] 61/299 6.46G 0.09846 0.03096 0 0.1294 123 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.21it/s] 61/299 6.46G 0.09846 0.03096 0 0.1294 123 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.67it/s] 61/299 6.46G 0.09845 0.03077 0 0.1292 108 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.67it/s] 61/299 6.46G 0.09845 0.03077 0 0.1292 108 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.19it/s] 61/299 6.46G 0.09889 0.03082 0 0.1297 126 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.19it/s] 61/299 6.46G 0.09889 0.03082 0 0.1297 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.91it/s] 61/299 6.46G 0.09964 0.03086 0 0.1305 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.91it/s] 61/299 6.46G 0.09964 0.03086 0 0.1305 141 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.44it/s] 61/299 6.46G 0.09947 0.03143 0 0.1309 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.44it/s] 61/299 6.46G 0.09947 0.03143 0 0.1309 133 640: 100%|██████████| 13/13 [00:03<00:00, 2.71it/s] 61/299 6.46G 0.09947 0.03143 0 0.1309 133 640: 100%|██████████| 13/13 [00:03<00:00, 3.90it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.521 0.414 0.357 0.104
0%| | 0/13 [00:00<?, ?it/s] 62/299 6.46G 0.09382 0.02451 0 0.1183 86 640: 0%| | 0/13 [00:00<?, ?it/s] 62/299 6.46G 0.09382 0.02451 0 0.1183 86 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 62/299 6.46G 0.09631 0.02967 0 0.126 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 62/299 6.46G 0.09631 0.02967 0 0.126 127 640: 15%|█▌ | 2/13 [00:00<00:01, 7.56it/s] 62/299 6.46G 0.09194 0.02678 0 0.1187 72 640: 15%|█▌ | 2/13 [00:00<00:01, 7.56it/s] 62/299 6.46G 0.09194 0.02678 0 0.1187 72 640: 23%|██▎ | 3/13 [00:00<00:01, 8.08it/s] 62/299 6.46G 0.09 0.03113 0 0.1211 156 640: 23%|██▎ | 3/13 [00:00<00:01, 8.08it/s] 62/299 6.46G 0.09 0.03113 0 0.1211 156 640: 31%|███ | 4/13 [00:00<00:01, 8.25it/s] 62/299 6.46G 0.09177 0.03173 0 0.1235 130 640: 31%|███ | 4/13 [00:00<00:01, 8.25it/s] 62/299 6.46G 0.09177 0.03173 0 0.1235 130 640: 38%|███▊ | 5/13 [00:00<00:01, 7.74it/s] 62/299 6.46G 0.09253 0.03166 0 0.1242 121 640: 38%|███▊ | 5/13 [00:00<00:01, 7.74it/s] 62/299 6.46G 0.09253 0.03166 0 0.1242 121 640: 46%|████▌ | 6/13 [00:00<00:00, 8.05it/s] 62/299 6.46G 0.09226 0.03258 0 0.1248 147 640: 46%|████▌ | 6/13 [00:00<00:00, 8.05it/s] 62/299 6.46G 0.09226 0.03258 0 0.1248 147 640: 54%|█████▍ | 7/13 [00:00<00:00, 6.62it/s] 62/299 6.46G 0.09129 0.03173 0 0.123 86 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.62it/s] 62/299 6.46G 0.09129 0.03173 0 0.123 86 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.07it/s] 62/299 6.46G 0.09282 0.03116 0 0.124 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.07it/s] 62/299 6.46G 0.09282 0.03116 0 0.124 109 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.85it/s] 62/299 6.46G 0.09321 0.03113 0 0.1243 121 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.85it/s] 62/299 6.46G 0.09321 0.03113 0 0.1243 121 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.67it/s] 62/299 6.46G 0.09478 0.03138 0 0.1262 147 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.67it/s] 62/299 6.46G 0.09478 0.03138 0 0.1262 147 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.17it/s] 62/299 6.46G 0.09652 0.03127 0 0.1278 142 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.17it/s] 62/299 6.46G 0.09652 0.03127 0 0.1278 142 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.92it/s] 62/299 6.46G 0.09749 0.03187 0 0.1294 144 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.92it/s] 62/299 6.46G 0.09749 0.03187 0 0.1294 144 640: 100%|██████████| 13/13 [00:02<00:00, 6.71it/s] 62/299 6.46G 0.09749 0.03187 0 0.1294 144 640: 100%|██████████| 13/13 [00:02<00:00, 5.79it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.295 0.274 0.153 0.0275
0%| | 0/13 [00:00<?, ?it/s] 63/299 6.46G 0.1051 0.03072 0 0.1358 124 640: 0%| | 0/13 [00:00<?, ?it/s] 63/299 6.46G 0.1051 0.03072 0 0.1358 124 640: 8%|▊ | 1/13 [00:00<00:01, 6.36it/s] 63/299 6.46G 0.1034 0.02959 0 0.133 122 640: 8%|▊ | 1/13 [00:00<00:01, 6.36it/s] 63/299 6.46G 0.1034 0.02959 0 0.133 122 640: 15%|█▌ | 2/13 [00:00<00:02, 4.35it/s] 63/299 6.46G 0.1005 0.02847 0 0.1289 101 640: 15%|█▌ | 2/13 [00:01<00:02, 4.35it/s] 63/299 6.46G 0.1005 0.02847 0 0.1289 101 640: 23%|██▎ | 3/13 [00:01<00:05, 1.87it/s] 63/299 6.46G 0.1005 0.02758 0 0.1281 111 640: 23%|██▎ | 3/13 [00:01<00:05, 1.87it/s] 63/299 6.46G 0.1005 0.02758 0 0.1281 111 640: 31%|███ | 4/13 [00:01<00:03, 2.63it/s] 63/299 6.46G 0.1021 0.03073 0 0.1328 178 640: 31%|███ | 4/13 [00:01<00:03, 2.63it/s] 63/299 6.46G 0.1021 0.03073 0 0.1328 178 640: 38%|███▊ | 5/13 [00:01<00:02, 3.52it/s] 63/299 6.46G 0.1015 0.03196 0 0.1335 138 640: 38%|███▊ | 5/13 [00:01<00:02, 3.52it/s] 63/299 6.46G 0.1015 0.03196 0 0.1335 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.43it/s] 63/299 6.46G 0.1012 0.03309 0 0.1343 140 640: 46%|████▌ | 6/13 [00:01<00:01, 4.43it/s] 63/299 6.46G 0.1012 0.03309 0 0.1343 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.04it/s] 63/299 6.46G 0.1017 0.03266 0 0.1343 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.04it/s] 63/299 6.46G 0.1017 0.03266 0 0.1343 123 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.84it/s] 63/299 6.46G 0.1018 0.03263 0 0.1344 130 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.84it/s] 63/299 6.46G 0.1018 0.03263 0 0.1344 130 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.63it/s] 63/299 6.46G 0.1009 0.03189 0 0.1328 89 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.63it/s] 63/299 6.46G 0.1009 0.03189 0 0.1328 89 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.28it/s] 63/299 6.46G 0.1012 0.03273 0 0.1339 163 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.28it/s] 63/299 6.46G 0.1012 0.03273 0 0.1339 163 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.47it/s] 63/299 6.46G 0.1003 0.03314 0 0.1335 127 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.47it/s] 63/299 6.46G 0.1003 0.03314 0 0.1335 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.16it/s] 63/299 6.46G 0.1005 0.03389 0 0.1344 145 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.16it/s] 63/299 6.46G 0.1005 0.03389 0 0.1344 145 640: 100%|██████████| 13/13 [00:03<00:00, 3.84it/s] 63/299 6.46G 0.1005 0.03389 0 0.1344 145 640: 100%|██████████| 13/13 [00:03<00:00, 3.57it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.28it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.169 0.264 0.0862 0.0184
0%| | 0/13 [00:00<?, ?it/s] 64/299 6.46G 0.108 0.0195 0 0.1275 80 640: 0%| | 0/13 [00:00<?, ?it/s] 64/299 6.46G 0.108 0.0195 0 0.1275 80 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 64/299 6.46G 0.11 0.02129 0 0.1313 101 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 64/299 6.46G 0.11 0.02129 0 0.1313 101 640: 15%|█▌ | 2/13 [00:00<00:03, 3.49it/s] 64/299 6.46G 0.1103 0.02458 0 0.1348 143 640: 15%|█▌ | 2/13 [00:00<00:03, 3.49it/s] 64/299 6.46G 0.1103 0.02458 0 0.1348 143 640: 23%|██▎ | 3/13 [00:00<00:02, 4.82it/s] 64/299 6.46G 0.1088 0.02658 0 0.1354 120 640: 23%|██▎ | 3/13 [00:00<00:02, 4.82it/s] 64/299 6.46G 0.1088 0.02658 0 0.1354 120 640: 31%|███ | 4/13 [00:00<00:01, 5.87it/s] 64/299 6.46G 0.1106 0.02639 0 0.137 117 640: 31%|███ | 4/13 [00:01<00:01, 5.87it/s] 64/299 6.46G 0.1106 0.02639 0 0.137 117 640: 38%|███▊ | 5/13 [00:01<00:01, 4.40it/s] 64/299 6.46G 0.1153 0.02661 0 0.1419 148 640: 38%|███▊ | 5/13 [00:01<00:01, 4.40it/s] 64/299 6.46G 0.1153 0.02661 0 0.1419 148 640: 46%|████▌ | 6/13 [00:01<00:02, 2.99it/s] 64/299 6.46G 0.118 0.02622 0 0.1443 117 640: 46%|████▌ | 6/13 [00:01<00:02, 2.99it/s] 64/299 6.46G 0.118 0.02622 0 0.1443 117 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.81it/s] 64/299 6.46G 0.1205 0.02568 0 0.1462 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.81it/s] 64/299 6.46G 0.1205 0.02568 0 0.1462 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.66it/s] 64/299 6.46G 0.1225 0.02514 0 0.1477 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.66it/s] 64/299 6.46G 0.1225 0.02514 0 0.1477 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.21it/s] 64/299 6.46G 0.123 0.02489 0 0.1479 109 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.21it/s] 64/299 6.46G 0.123 0.02489 0 0.1479 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.97it/s] 64/299 6.46G 0.123 0.02559 0 0.1486 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.97it/s] 64/299 6.46G 0.123 0.02559 0 0.1486 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.63it/s] 64/299 6.46G 0.1232 0.0257 0 0.1489 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.63it/s] 64/299 6.46G 0.1232 0.0257 0 0.1489 124 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.29it/s] 64/299 6.46G 0.1234 0.02654 0 0.1499 159 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.29it/s] 64/299 6.46G 0.1234 0.02654 0 0.1499 159 640: 100%|██████████| 13/13 [00:02<00:00, 4.28it/s] 64/299 6.46G 0.1234 0.02654 0 0.1499 159 640: 100%|██████████| 13/13 [00:02<00:00, 4.53it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.098 0.103 0.0156 0.00378
0%| | 0/13 [00:00<?, ?it/s] 65/299 6.46G 0.1148 0.02377 0 0.1385 87 640: 0%| | 0/13 [00:00<?, ?it/s] 65/299 6.46G 0.1148 0.02377 0 0.1385 87 640: 8%|▊ | 1/13 [00:00<00:07, 1.62it/s] 65/299 6.46G 0.1196 0.02655 0 0.1461 121 640: 8%|▊ | 1/13 [00:00<00:07, 1.62it/s] 65/299 6.46G 0.1196 0.02655 0 0.1461 121 640: 15%|█▌ | 2/13 [00:00<00:03, 3.12it/s] 65/299 6.46G 0.1161 0.02608 0 0.1422 85 640: 15%|█▌ | 2/13 [00:00<00:03, 3.12it/s] 65/299 6.46G 0.1161 0.02608 0 0.1422 85 640: 23%|██▎ | 3/13 [00:00<00:02, 4.43it/s] 65/299 6.46G 0.1175 0.02747 0 0.1449 143 640: 23%|██▎ | 3/13 [00:00<00:02, 4.43it/s] 65/299 6.46G 0.1175 0.02747 0 0.1449 143 640: 31%|███ | 4/13 [00:00<00:01, 5.19it/s] 65/299 6.46G 0.1164 0.0287 0 0.1451 116 640: 31%|███ | 4/13 [00:01<00:01, 5.19it/s] 65/299 6.46G 0.1164 0.0287 0 0.1451 116 640: 38%|███▊ | 5/13 [00:01<00:01, 6.10it/s] 65/299 6.46G 0.1149 0.03052 0 0.1454 129 640: 38%|███▊ | 5/13 [00:01<00:01, 6.10it/s] 65/299 6.46G 0.1149 0.03052 0 0.1454 129 640: 46%|████▌ | 6/13 [00:01<00:01, 6.83it/s] 65/299 6.46G 0.1137 0.03202 0 0.1457 138 640: 46%|████▌ | 6/13 [00:01<00:01, 6.83it/s] 65/299 6.46G 0.1137 0.03202 0 0.1457 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.14it/s] 65/299 6.46G 0.1137 0.0322 0 0.1459 117 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.14it/s] 65/299 6.46G 0.1137 0.0322 0 0.1459 117 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.80it/s] 65/299 6.46G 0.1126 0.03345 0 0.146 146 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.80it/s] 65/299 6.46G 0.1126 0.03345 0 0.146 146 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.52it/s] 65/299 6.46G 0.1114 0.03301 0 0.1444 92 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.52it/s] 65/299 6.46G 0.1114 0.03301 0 0.1444 92 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.23it/s] 65/299 6.46G 0.1109 0.03319 0 0.1441 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.23it/s] 65/299 6.46G 0.1109 0.03319 0 0.1441 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.01it/s] 65/299 6.46G 0.1105 0.03317 0 0.1437 115 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.01it/s] 65/299 6.46G 0.1105 0.03317 0 0.1437 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.61it/s] 65/299 6.46G 0.1104 0.03407 0 0.1444 157 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.61it/s] 65/299 6.46G 0.1104 0.03407 0 0.1444 157 640: 100%|██████████| 13/13 [00:03<00:00, 5.49it/s] 65/299 6.46G 0.1104 0.03407 0 0.1444 157 640: 100%|██████████| 13/13 [00:03<00:00, 4.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.375 0.448 0.286 0.0891
0%| | 0/13 [00:00<?, ?it/s] 66/299 6.46G 0.106 0.04121 0 0.1472 148 640: 0%| | 0/13 [00:00<?, ?it/s] 66/299 6.46G 0.106 0.04121 0 0.1472 148 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 66/299 6.46G 0.1048 0.03665 0 0.1415 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 66/299 6.46G 0.1048 0.03665 0 0.1415 116 640: 15%|█▌ | 2/13 [00:00<00:02, 4.69it/s] 66/299 6.46G 0.1049 0.03708 0 0.1419 134 640: 15%|█▌ | 2/13 [00:00<00:02, 4.69it/s] 66/299 6.46G 0.1049 0.03708 0 0.1419 134 640: 23%|██▎ | 3/13 [00:00<00:01, 5.50it/s] 66/299 6.46G 0.1033 0.03748 0 0.1408 137 640: 23%|██▎ | 3/13 [00:01<00:01, 5.50it/s] 66/299 6.46G 0.1033 0.03748 0 0.1408 137 640: 31%|███ | 4/13 [00:01<00:03, 2.64it/s] 66/299 6.46G 0.1048 0.03601 0 0.1408 120 640: 31%|███ | 4/13 [00:01<00:03, 2.64it/s] 66/299 6.46G 0.1048 0.03601 0 0.1408 120 640: 38%|███▊ | 5/13 [00:01<00:02, 3.54it/s] 66/299 6.46G 0.105 0.035 0 0.14 115 640: 38%|███▊ | 5/13 [00:01<00:02, 3.54it/s] 66/299 6.46G 0.105 0.035 0 0.14 115 640: 46%|████▌ | 6/13 [00:01<00:01, 4.44it/s] 66/299 6.46G 0.1038 0.03669 0 0.1405 157 640: 46%|████▌ | 6/13 [00:01<00:01, 4.44it/s] 66/299 6.46G 0.1038 0.03669 0 0.1405 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.02it/s] 66/299 6.46G 0.1036 0.03594 0 0.1395 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.02it/s] 66/299 6.46G 0.1036 0.03594 0 0.1395 123 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.82it/s] 66/299 6.46G 0.104 0.03538 0 0.1393 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.82it/s] 66/299 6.46G 0.104 0.03538 0 0.1393 112 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.52it/s] 66/299 6.46G 0.1031 0.035 0 0.1381 109 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.52it/s] 66/299 6.46G 0.1031 0.035 0 0.1381 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.30it/s] 66/299 6.46G 0.1031 0.03538 0 0.1385 154 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.30it/s] 66/299 6.46G 0.1031 0.03538 0 0.1385 154 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.93it/s] 66/299 6.46G 0.1034 0.03519 0 0.1386 140 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.93it/s] 66/299 6.46G 0.1034 0.03519 0 0.1386 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.54it/s] 66/299 6.46G 0.1039 0.03516 0 0.139 125 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.54it/s] 66/299 6.46G 0.1039 0.03516 0 0.139 125 640: 100%|██████████| 13/13 [00:03<00:00, 3.28it/s] 66/299 6.46G 0.1039 0.03516 0 0.139 125 640: 100%|██████████| 13/13 [00:03<00:00, 3.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.278 0.253 0.163 0.0362
0%| | 0/13 [00:00<?, ?it/s] 67/299 6.46G 0.1051 0.022 0 0.1271 88 640: 0%| | 0/13 [00:00<?, ?it/s] 67/299 6.46G 0.1051 0.022 0 0.1271 88 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 67/299 6.46G 0.108 0.02716 0 0.1352 143 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 67/299 6.46G 0.108 0.02716 0 0.1352 143 640: 15%|█▌ | 2/13 [00:00<00:01, 5.91it/s] 67/299 6.46G 0.1052 0.02719 0 0.1324 107 640: 15%|█▌ | 2/13 [00:00<00:01, 5.91it/s] 67/299 6.46G 0.1052 0.02719 0 0.1324 107 640: 23%|██▎ | 3/13 [00:00<00:01, 6.94it/s] 67/299 6.46G 0.1022 0.03013 0 0.1323 135 640: 23%|██▎ | 3/13 [00:00<00:01, 6.94it/s] 67/299 6.46G 0.1022 0.03013 0 0.1323 135 640: 31%|███ | 4/13 [00:00<00:01, 7.60it/s] 67/299 6.46G 0.1029 0.02972 0 0.1326 110 640: 31%|███ | 4/13 [00:00<00:01, 7.60it/s] 67/299 6.46G 0.1029 0.02972 0 0.1326 110 640: 38%|███▊ | 5/13 [00:00<00:01, 6.33it/s] 67/299 6.46G 0.1023 0.03142 0 0.1337 148 640: 38%|███▊ | 5/13 [00:00<00:01, 6.33it/s] 67/299 6.46G 0.1023 0.03142 0 0.1337 148 640: 46%|████▌ | 6/13 [00:00<00:01, 6.55it/s] 67/299 6.46G 0.101 0.03243 0 0.1335 140 640: 46%|████▌ | 6/13 [00:01<00:01, 6.55it/s] 67/299 6.46G 0.101 0.03243 0 0.1335 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.05it/s] 67/299 6.46G 0.1016 0.03324 0 0.1348 154 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.05it/s] 67/299 6.46G 0.1016 0.03324 0 0.1348 154 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.85it/s] 67/299 6.46G 0.1015 0.03274 0 0.1342 109 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.85it/s] 67/299 6.46G 0.1015 0.03274 0 0.1342 109 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.76it/s] 67/299 6.46G 0.101 0.03315 0 0.1341 133 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.76it/s] 67/299 6.46G 0.101 0.03315 0 0.1341 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.40it/s] 67/299 6.46G 0.1011 0.03365 0 0.1347 147 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.40it/s] 67/299 6.46G 0.1011 0.03365 0 0.1347 147 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.19it/s] 67/299 6.46G 0.101 0.03312 0 0.1341 106 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.19it/s] 67/299 6.46G 0.101 0.03312 0 0.1341 106 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.98it/s] 67/299 6.46G 0.1012 0.03348 0 0.1347 135 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.98it/s] 67/299 6.46G 0.1012 0.03348 0 0.1347 135 640: 100%|██████████| 13/13 [00:02<00:00, 5.84it/s] 67/299 6.46G 0.1012 0.03348 0 0.1347 135 640: 100%|██████████| 13/13 [00:02<00:00, 4.71it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.263 0.471 0.223 0.0628
0%| | 0/13 [00:00<?, ?it/s] 68/299 6.46G 0.09975 0.03276 0 0.1325 117 640: 0%| | 0/13 [00:00<?, ?it/s] 68/299 6.46G 0.09975 0.03276 0 0.1325 117 640: 8%|▊ | 1/13 [00:00<00:01, 6.90it/s] 68/299 6.46G 0.0999 0.03673 0 0.1366 155 640: 8%|▊ | 1/13 [00:00<00:01, 6.90it/s] 68/299 6.46G 0.0999 0.03673 0 0.1366 155 640: 15%|█▌ | 2/13 [00:00<00:04, 2.46it/s] 68/299 6.46G 0.09747 0.03163 0 0.1291 82 640: 15%|█▌ | 2/13 [00:00<00:04, 2.46it/s] 68/299 6.46G 0.09747 0.03163 0 0.1291 82 640: 23%|██▎ | 3/13 [00:00<00:02, 3.67it/s] 68/299 6.46G 0.09805 0.03369 0 0.1317 150 640: 23%|██▎ | 3/13 [00:01<00:02, 3.67it/s] 68/299 6.46G 0.09805 0.03369 0 0.1317 150 640: 31%|███ | 4/13 [00:01<00:02, 3.27it/s] 68/299 6.46G 0.09944 0.03491 0 0.1344 150 640: 31%|███ | 4/13 [00:01<00:02, 3.27it/s] 68/299 6.46G 0.09944 0.03491 0 0.1344 150 640: 38%|███▊ | 5/13 [00:01<00:01, 4.05it/s] 68/299 6.46G 0.1013 0.034 0 0.1353 119 640: 38%|███▊ | 5/13 [00:01<00:01, 4.05it/s] 68/299 6.46G 0.1013 0.034 0 0.1353 119 640: 46%|████▌ | 6/13 [00:01<00:01, 4.97it/s] 68/299 6.46G 0.1013 0.03427 0 0.1356 145 640: 46%|████▌ | 6/13 [00:01<00:01, 4.97it/s] 68/299 6.46G 0.1013 0.03427 0 0.1356 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.80it/s] 68/299 6.46G 0.1013 0.03365 0 0.1349 101 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.80it/s] 68/299 6.46G 0.1013 0.03365 0 0.1349 101 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.45it/s] 68/299 6.46G 0.1019 0.03278 0 0.1347 100 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.45it/s] 68/299 6.46G 0.1019 0.03278 0 0.1347 100 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.02it/s] 68/299 6.46G 0.1018 0.03187 0 0.1337 83 640: 69%|██████▉ | 9/13 [00:03<00:00, 5.02it/s] 68/299 6.46G 0.1018 0.03187 0 0.1337 83 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.32it/s] 68/299 6.46G 0.1019 0.03185 0 0.1337 122 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.32it/s] 68/299 6.46G 0.1019 0.03185 0 0.1337 122 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.00it/s] 68/299 6.46G 0.1028 0.03215 0 0.1349 165 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.00it/s] 68/299 6.46G 0.1028 0.03215 0 0.1349 165 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.53it/s] 68/299 6.46G 0.1031 0.0325 0 0.1356 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.53it/s] 68/299 6.46G 0.1031 0.0325 0 0.1356 132 640: 100%|██████████| 13/13 [00:03<00:00, 4.21it/s] 68/299 6.46G 0.1031 0.0325 0 0.1356 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.461 0.344 0.307 0.0846
0%| | 0/13 [00:00<?, ?it/s] 69/299 6.46G 0.102 0.02659 0 0.1286 93 640: 0%| | 0/13 [00:00<?, ?it/s] 69/299 6.46G 0.102 0.02659 0 0.1286 93 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 69/299 6.46G 0.101 0.02725 0 0.1282 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 69/299 6.46G 0.101 0.02725 0 0.1282 102 640: 15%|█▌ | 2/13 [00:00<00:01, 8.97it/s] 69/299 6.46G 0.09807 0.02613 0 0.1242 80 640: 15%|█▌ | 2/13 [00:00<00:01, 8.97it/s] 69/299 6.46G 0.09807 0.02613 0 0.1242 80 640: 23%|██▎ | 3/13 [00:00<00:01, 9.01it/s] 69/299 6.46G 0.09794 0.02757 0 0.1255 123 640: 23%|██▎ | 3/13 [00:00<00:01, 9.01it/s] 69/299 6.46G 0.09794 0.02757 0 0.1255 123 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 69/299 6.46G 0.1004 0.02894 0 0.1293 161 640: 31%|███ | 4/13 [00:01<00:01, 8.38it/s] 69/299 6.46G 0.1004 0.02894 0 0.1293 161 640: 38%|███▊ | 5/13 [00:01<00:03, 2.21it/s] 69/299 6.46G 0.1015 0.0287 0 0.1302 115 640: 38%|███▊ | 5/13 [00:01<00:03, 2.21it/s] 69/299 6.46G 0.1015 0.0287 0 0.1302 115 640: 46%|████▌ | 6/13 [00:01<00:02, 2.96it/s] 69/299 6.46G 0.1013 0.02887 0 0.1302 110 640: 46%|████▌ | 6/13 [00:02<00:02, 2.96it/s] 69/299 6.46G 0.1013 0.02887 0 0.1302 110 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.82it/s] 69/299 6.46G 0.1021 0.02951 0 0.1316 138 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.82it/s] 69/299 6.46G 0.1021 0.02951 0 0.1316 138 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.49it/s] 69/299 6.46G 0.1021 0.02894 0 0.131 86 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.49it/s] 69/299 6.46G 0.1021 0.02894 0 0.131 86 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.31it/s] 69/299 6.46G 0.1025 0.02926 0 0.1318 122 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.31it/s] 69/299 6.46G 0.1025 0.02926 0 0.1318 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.13it/s] 69/299 6.46G 0.1033 0.03024 0 0.1335 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.13it/s] 69/299 6.46G 0.1033 0.03024 0 0.1335 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 69/299 6.46G 0.1035 0.0303 0 0.1339 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 69/299 6.46G 0.1035 0.0303 0 0.1339 121 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.19it/s] 69/299 6.46G 0.1041 0.03043 0 0.1345 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.19it/s] 69/299 6.46G 0.1041 0.03043 0 0.1345 127 640: 100%|██████████| 13/13 [00:03<00:00, 3.10it/s] 69/299 6.46G 0.1041 0.03043 0 0.1345 127 640: 100%|██████████| 13/13 [00:03<00:00, 3.91it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.41 0.287 0.246 0.0818
0%| | 0/13 [00:00<?, ?it/s] 70/299 6.46G 0.1158 0.02171 0 0.1375 99 640: 0%| | 0/13 [00:00<?, ?it/s] 70/299 6.46G 0.1158 0.02171 0 0.1375 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 70/299 6.46G 0.1092 0.02406 0 0.1333 100 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 70/299 6.46G 0.1092 0.02406 0 0.1333 100 640: 15%|█▌ | 2/13 [00:00<00:03, 3.21it/s] 70/299 6.46G 0.1105 0.02588 0 0.1364 137 640: 15%|█▌ | 2/13 [00:00<00:03, 3.21it/s] 70/299 6.46G 0.1105 0.02588 0 0.1364 137 640: 23%|██▎ | 3/13 [00:00<00:02, 4.35it/s] 70/299 6.46G 0.1063 0.02674 0 0.133 106 640: 23%|██▎ | 3/13 [00:00<00:02, 4.35it/s] 70/299 6.46G 0.1063 0.02674 0 0.133 106 640: 31%|███ | 4/13 [00:00<00:01, 5.48it/s] 70/299 6.46G 0.1065 0.02852 0 0.135 156 640: 31%|███ | 4/13 [00:00<00:01, 5.48it/s] 70/299 6.46G 0.1065 0.02852 0 0.135 156 640: 38%|███▊ | 5/13 [00:00<00:01, 6.39it/s] 70/299 6.46G 0.1058 0.02977 0 0.1356 152 640: 38%|███▊ | 5/13 [00:01<00:01, 6.39it/s] 70/299 6.46G 0.1058 0.02977 0 0.1356 152 640: 46%|████▌ | 6/13 [00:01<00:00, 7.10it/s] 70/299 6.46G 0.1056 0.03035 0 0.1359 150 640: 46%|████▌ | 6/13 [00:01<00:00, 7.10it/s] 70/299 6.46G 0.1056 0.03035 0 0.1359 150 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.22it/s] 70/299 6.46G 0.1047 0.03139 0 0.1361 152 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.22it/s] 70/299 6.46G 0.1047 0.03139 0 0.1361 152 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.69it/s] 70/299 6.46G 0.1042 0.03051 0 0.1347 87 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.69it/s] 70/299 6.46G 0.1042 0.03051 0 0.1347 87 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.51it/s] 70/299 6.46G 0.1032 0.03103 0 0.1342 136 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.51it/s] 70/299 6.46G 0.1032 0.03103 0 0.1342 136 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.54it/s] 70/299 6.46G 0.1033 0.03123 0 0.1345 134 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.54it/s] 70/299 6.46G 0.1033 0.03123 0 0.1345 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.16it/s] 70/299 6.46G 0.1032 0.03129 0 0.1345 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.16it/s] 70/299 6.46G 0.1032 0.03129 0 0.1345 124 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.94it/s] 70/299 6.46G 0.1021 0.03126 0 0.1334 102 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.94it/s] 70/299 6.46G 0.1021 0.03126 0 0.1334 102 640: 100%|██████████| 13/13 [00:02<00:00, 4.79it/s] 70/299 6.46G 0.1021 0.03126 0 0.1334 102 640: 100%|██████████| 13/13 [00:02<00:00, 4.38it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.396 0.437 0.311 0.0665
0%| | 0/13 [00:00<?, ?it/s] 71/299 6.46G 0.09777 0.02851 0 0.1263 114 640: 0%| | 0/13 [00:00<?, ?it/s] 71/299 6.46G 0.09777 0.02851 0 0.1263 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 71/299 6.46G 0.09612 0.03252 0 0.1286 140 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 71/299 6.46G 0.09612 0.03252 0 0.1286 140 640: 15%|█▌ | 2/13 [00:00<00:01, 7.52it/s] 71/299 6.46G 0.09145 0.03216 0 0.1236 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.52it/s] 71/299 6.46G 0.09145 0.03216 0 0.1236 111 640: 23%|██▎ | 3/13 [00:00<00:02, 4.03it/s] 71/299 6.46G 0.09013 0.03244 0 0.1226 124 640: 23%|██▎ | 3/13 [00:00<00:02, 4.03it/s] 71/299 6.46G 0.09013 0.03244 0 0.1226 124 640: 31%|███ | 4/13 [00:00<00:01, 5.09it/s] 71/299 6.46G 0.09223 0.03153 0 0.1238 111 640: 31%|███ | 4/13 [00:01<00:01, 5.09it/s] 71/299 6.46G 0.09223 0.03153 0 0.1238 111 640: 38%|███▊ | 5/13 [00:01<00:02, 2.97it/s] 71/299 6.46G 0.09125 0.0311 0 0.1223 101 640: 38%|███▊ | 5/13 [00:01<00:02, 2.97it/s] 71/299 6.46G 0.09125 0.0311 0 0.1223 101 640: 46%|████▌ | 6/13 [00:01<00:01, 3.73it/s] 71/299 6.46G 0.09101 0.03232 0 0.1233 145 640: 46%|████▌ | 6/13 [00:01<00:01, 3.73it/s] 71/299 6.46G 0.09101 0.03232 0 0.1233 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.63it/s] 71/299 6.46G 0.09088 0.03338 0 0.1243 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.63it/s] 71/299 6.46G 0.09088 0.03338 0 0.1243 153 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.46it/s] 71/299 6.46G 0.09117 0.03304 0 0.1242 125 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.46it/s] 71/299 6.46G 0.09117 0.03304 0 0.1242 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.23it/s] 71/299 6.46G 0.0909 0.0338 0 0.1247 142 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.23it/s] 71/299 6.46G 0.0909 0.0338 0 0.1247 142 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.57it/s] 71/299 6.46G 0.09156 0.03398 0 0.1255 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.57it/s] 71/299 6.46G 0.09156 0.03398 0 0.1255 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.73it/s] 71/299 6.46G 0.09232 0.03401 0 0.1263 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.73it/s] 71/299 6.46G 0.09232 0.03401 0 0.1263 128 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.46it/s] 71/299 6.46G 0.09294 0.03458 0 0.1275 152 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.46it/s] 71/299 6.46G 0.09294 0.03458 0 0.1275 152 640: 100%|██████████| 13/13 [00:03<00:00, 3.75it/s] 71/299 6.46G 0.09294 0.03458 0 0.1275 152 640: 100%|██████████| 13/13 [00:03<00:00, 4.16it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.479 0.414 0.354 0.0999
0%| | 0/13 [00:00<?, ?it/s] 72/299 6.46G 0.1007 0.0311 0 0.1318 117 640: 0%| | 0/13 [00:00<?, ?it/s] 72/299 6.46G 0.1007 0.0311 0 0.1318 117 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 72/299 6.46G 0.09795 0.03188 0 0.1298 123 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 72/299 6.46G 0.09795 0.03188 0 0.1298 123 640: 15%|█▌ | 2/13 [00:00<00:01, 7.79it/s] 72/299 6.46G 0.09484 0.03023 0 0.1251 92 640: 15%|█▌ | 2/13 [00:00<00:01, 7.79it/s] 72/299 6.46G 0.09484 0.03023 0 0.1251 92 640: 23%|██▎ | 3/13 [00:00<00:01, 8.22it/s] 72/299 6.46G 0.09408 0.0315 0 0.1256 130 640: 23%|██▎ | 3/13 [00:00<00:01, 8.22it/s] 72/299 6.46G 0.09408 0.0315 0 0.1256 130 640: 31%|███ | 4/13 [00:00<00:02, 4.37it/s] 72/299 6.46G 0.09471 0.03245 0 0.1272 142 640: 31%|███ | 4/13 [00:00<00:02, 4.37it/s] 72/299 6.46G 0.09471 0.03245 0 0.1272 142 640: 38%|███▊ | 5/13 [00:00<00:01, 5.06it/s] 72/299 6.46G 0.09754 0.03112 0 0.1287 104 640: 38%|███▊ | 5/13 [00:01<00:01, 5.06it/s] 72/299 6.46G 0.09754 0.03112 0 0.1287 104 640: 46%|████▌ | 6/13 [00:01<00:02, 3.49it/s] 72/299 6.46G 0.09888 0.03123 0 0.1301 132 640: 46%|████▌ | 6/13 [00:01<00:02, 3.49it/s] 72/299 6.46G 0.09888 0.03123 0 0.1301 132 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.36it/s] 72/299 6.46G 0.1007 0.03035 0 0.1311 105 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.36it/s] 72/299 6.46G 0.1007 0.03035 0 0.1311 105 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 72/299 6.46G 0.1021 0.02953 0 0.1317 95 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 72/299 6.46G 0.1021 0.02953 0 0.1317 95 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.96it/s] 72/299 6.46G 0.1025 0.02968 0 0.1322 121 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.96it/s] 72/299 6.46G 0.1025 0.02968 0 0.1322 121 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.74it/s] 72/299 6.46G 0.1028 0.03022 0 0.133 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.74it/s] 72/299 6.46G 0.1028 0.03022 0 0.133 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.43it/s] 72/299 6.46G 0.1037 0.03074 0 0.1344 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.43it/s] 72/299 6.46G 0.1037 0.03074 0 0.1344 144 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.76it/s] 72/299 6.46G 0.104 0.0313 0 0.1353 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.76it/s] 72/299 6.46G 0.104 0.0313 0 0.1353 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.42it/s] 72/299 6.46G 0.104 0.0313 0 0.1353 132 640: 100%|██████████| 13/13 [00:03<00:00, 4.27it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.494 0.529 0.435 0.139
0%| | 0/13 [00:00<?, ?it/s] 73/299 6.46G 0.1 0.02808 0 0.1281 109 640: 0%| | 0/13 [00:00<?, ?it/s] 73/299 6.46G 0.1 0.02808 0 0.1281 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 73/299 6.46G 0.1022 0.02973 0 0.1319 130 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 73/299 6.46G 0.1022 0.02973 0 0.1319 130 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 73/299 6.46G 0.09783 0.0303 0 0.1281 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 73/299 6.46G 0.09783 0.0303 0 0.1281 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 73/299 6.46G 0.09675 0.03032 0 0.1271 112 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 73/299 6.46G 0.09675 0.03032 0 0.1271 112 640: 31%|███ | 4/13 [00:00<00:01, 7.96it/s] 73/299 6.46G 0.09847 0.0308 0 0.1293 138 640: 31%|███ | 4/13 [00:00<00:01, 7.96it/s] 73/299 6.46G 0.09847 0.0308 0 0.1293 138 640: 38%|███▊ | 5/13 [00:00<00:00, 8.25it/s] 73/299 6.46G 0.09988 0.03225 0 0.1321 161 640: 38%|███▊ | 5/13 [00:00<00:00, 8.25it/s] 73/299 6.46G 0.09988 0.03225 0 0.1321 161 640: 46%|████▌ | 6/13 [00:00<00:00, 8.43it/s] 73/299 6.46G 0.09998 0.03198 0 0.132 125 640: 46%|████▌ | 6/13 [00:01<00:00, 8.43it/s] 73/299 6.46G 0.09998 0.03198 0 0.132 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.24it/s] 73/299 6.46G 0.09953 0.0319 0 0.1314 119 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.24it/s] 73/299 6.46G 0.09953 0.0319 0 0.1314 119 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.91it/s] 73/299 6.46G 0.09941 0.03094 0 0.1304 87 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.91it/s] 73/299 6.46G 0.09941 0.03094 0 0.1304 87 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.40it/s] 73/299 6.46G 0.0997 0.03071 0 0.1304 109 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.40it/s] 73/299 6.46G 0.0997 0.03071 0 0.1304 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.18it/s] 73/299 6.46G 0.0996 0.03113 0 0.1307 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.18it/s] 73/299 6.46G 0.0996 0.03113 0 0.1307 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.61it/s] 73/299 6.46G 0.1004 0.03119 0 0.1316 136 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.61it/s] 73/299 6.46G 0.1004 0.03119 0 0.1316 136 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 73/299 6.46G 0.1007 0.03177 0 0.1324 144 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 73/299 6.46G 0.1007 0.03177 0 0.1324 144 640: 100%|██████████| 13/13 [00:02<00:00, 6.02it/s] 73/299 6.46G 0.1007 0.03177 0 0.1324 144 640: 100%|██████████| 13/13 [00:02<00:00, 5.28it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.317 0.368 0.204 0.0407
0%| | 0/13 [00:00<?, ?it/s] 74/299 6.46G 0.1019 0.02334 0 0.1253 93 640: 0%| | 0/13 [00:00<?, ?it/s] 74/299 6.46G 0.1019 0.02334 0 0.1253 93 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 74/299 6.46G 0.1038 0.02699 0 0.1308 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 74/299 6.46G 0.1038 0.02699 0 0.1308 125 640: 15%|█▌ | 2/13 [00:00<00:03, 2.83it/s] 74/299 6.46G 0.103 0.02515 0 0.1281 93 640: 15%|█▌ | 2/13 [00:00<00:03, 2.83it/s] 74/299 6.46G 0.103 0.02515 0 0.1281 93 640: 23%|██▎ | 3/13 [00:00<00:02, 3.90it/s] 74/299 6.46G 0.09881 0.02789 0 0.1267 126 640: 23%|██▎ | 3/13 [00:01<00:02, 3.90it/s] 74/299 6.46G 0.09881 0.02789 0 0.1267 126 640: 31%|███ | 4/13 [00:01<00:02, 3.25it/s] 74/299 6.46G 0.09849 0.02979 0 0.1283 146 640: 31%|███ | 4/13 [00:01<00:02, 3.25it/s] 74/299 6.46G 0.09849 0.02979 0 0.1283 146 640: 38%|███▊ | 5/13 [00:01<00:01, 4.21it/s] 74/299 6.46G 0.0988 0.02971 0 0.1285 112 640: 38%|███▊ | 5/13 [00:01<00:01, 4.21it/s] 74/299 6.46G 0.0988 0.02971 0 0.1285 112 640: 46%|████▌ | 6/13 [00:01<00:01, 4.47it/s] 74/299 6.46G 0.09759 0.03076 0 0.1283 125 640: 46%|████▌ | 6/13 [00:01<00:01, 4.47it/s] 74/299 6.46G 0.09759 0.03076 0 0.1283 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.06it/s] 74/299 6.46G 0.09753 0.03038 0 0.1279 106 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.06it/s] 74/299 6.46G 0.09753 0.03038 0 0.1279 106 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.79it/s] 74/299 6.46G 0.09824 0.02963 0 0.1279 95 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.79it/s] 74/299 6.46G 0.09824 0.02963 0 0.1279 95 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.49it/s] 74/299 6.46G 0.09798 0.03008 0 0.1281 134 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.49it/s] 74/299 6.46G 0.09798 0.03008 0 0.1281 134 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.72it/s] 74/299 6.46G 0.09847 0.03059 0 0.1291 140 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.72it/s] 74/299 6.46G 0.09847 0.03059 0 0.1291 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.35it/s] 74/299 6.46G 0.1001 0.03024 0 0.1303 120 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.35it/s] 74/299 6.46G 0.1001 0.03024 0 0.1303 120 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 74/299 6.46G 0.1012 0.02997 0 0.1312 104 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 74/299 6.46G 0.1012 0.02997 0 0.1312 104 640: 100%|██████████| 13/13 [00:03<00:00, 3.43it/s] 74/299 6.46G 0.1012 0.02997 0 0.1312 104 640: 100%|██████████| 13/13 [00:03<00:00, 3.73it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.407 0.333 0.204 0.0439
0%| | 0/13 [00:00<?, ?it/s] 75/299 6.46G 0.1253 0.01884 0 0.1441 91 640: 0%| | 0/13 [00:00<?, ?it/s] 75/299 6.46G 0.1253 0.01884 0 0.1441 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 75/299 6.46G 0.1253 0.02227 0 0.1475 131 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 75/299 6.46G 0.1253 0.02227 0 0.1475 131 640: 15%|█▌ | 2/13 [00:00<00:01, 7.61it/s] 75/299 6.46G 0.1189 0.02345 0 0.1424 104 640: 15%|█▌ | 2/13 [00:00<00:01, 7.61it/s] 75/299 6.46G 0.1189 0.02345 0 0.1424 104 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 75/299 6.46G 0.1145 0.02469 0 0.1392 119 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 75/299 6.46G 0.1145 0.02469 0 0.1392 119 640: 31%|███ | 4/13 [00:00<00:01, 8.39it/s] 75/299 6.46G 0.1145 0.02578 0 0.1402 132 640: 31%|███ | 4/13 [00:00<00:01, 8.39it/s] 75/299 6.46G 0.1145 0.02578 0 0.1402 132 640: 38%|███▊ | 5/13 [00:00<00:01, 4.07it/s] 75/299 6.46G 0.113 0.02659 0 0.1396 118 640: 38%|███▊ | 5/13 [00:01<00:01, 4.07it/s] 75/299 6.46G 0.113 0.02659 0 0.1396 118 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 75/299 6.46G 0.1128 0.02626 0 0.139 107 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 75/299 6.46G 0.1128 0.02626 0 0.139 107 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.47it/s] 75/299 6.46G 0.1134 0.02639 0 0.1397 134 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.47it/s] 75/299 6.46G 0.1134 0.02639 0 0.1397 134 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.21it/s] 75/299 6.46G 0.1142 0.02619 0 0.1404 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.21it/s] 75/299 6.46G 0.1142 0.02619 0 0.1404 127 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.02it/s] 75/299 6.46G 0.1145 0.02637 0 0.1408 139 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.02it/s] 75/299 6.46G 0.1145 0.02637 0 0.1408 139 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.70it/s] 75/299 6.46G 0.1132 0.02692 0 0.1401 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.70it/s] 75/299 6.46G 0.1132 0.02692 0 0.1401 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.51it/s] 75/299 6.46G 0.1123 0.02714 0 0.1395 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.51it/s] 75/299 6.46G 0.1123 0.02714 0 0.1395 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.26it/s] 75/299 6.46G 0.1116 0.02771 0 0.1393 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.26it/s] 75/299 6.46G 0.1116 0.02771 0 0.1393 127 640: 100%|██████████| 13/13 [00:03<00:00, 3.48it/s] 75/299 6.46G 0.1116 0.02771 0 0.1393 127 640: 100%|██████████| 13/13 [00:03<00:00, 4.25it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.496 0.414 0.335 0.0756
0%| | 0/13 [00:00<?, ?it/s] 76/299 6.46G 0.1081 0.02042 0 0.1285 80 640: 0%| | 0/13 [00:00<?, ?it/s] 76/299 6.46G 0.1081 0.02042 0 0.1285 80 640: 8%|▊ | 1/13 [00:00<00:01, 6.68it/s] 76/299 6.46G 0.1039 0.02551 0 0.1294 116 640: 8%|▊ | 1/13 [00:00<00:01, 6.68it/s] 76/299 6.46G 0.1039 0.02551 0 0.1294 116 640: 15%|█▌ | 2/13 [00:00<00:03, 3.38it/s] 76/299 6.46G 0.1014 0.02886 0 0.1302 129 640: 15%|█▌ | 2/13 [00:00<00:03, 3.38it/s] 76/299 6.46G 0.1014 0.02886 0 0.1302 129 640: 23%|██▎ | 3/13 [00:00<00:02, 4.70it/s] 76/299 6.46G 0.1025 0.02991 0 0.1324 137 640: 23%|██▎ | 3/13 [00:00<00:02, 4.70it/s] 76/299 6.46G 0.1025 0.02991 0 0.1324 137 640: 31%|███ | 4/13 [00:00<00:01, 5.75it/s] 76/299 6.46G 0.1032 0.03211 0 0.1353 160 640: 31%|███ | 4/13 [00:00<00:01, 5.75it/s] 76/299 6.46G 0.1032 0.03211 0 0.1353 160 640: 38%|███▊ | 5/13 [00:00<00:01, 6.06it/s] 76/299 6.46G 0.1016 0.0316 0 0.1332 113 640: 38%|███▊ | 5/13 [00:01<00:01, 6.06it/s] 76/299 6.46G 0.1016 0.0316 0 0.1332 113 640: 46%|████▌ | 6/13 [00:01<00:01, 6.78it/s] 76/299 6.46G 0.09989 0.03279 0 0.1327 156 640: 46%|████▌ | 6/13 [00:01<00:01, 6.78it/s] 76/299 6.46G 0.09989 0.03279 0 0.1327 156 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.32it/s] 76/299 6.46G 0.1003 0.03331 0 0.1336 152 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.32it/s] 76/299 6.46G 0.1003 0.03331 0 0.1336 152 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.60it/s] 76/299 6.46G 0.1003 0.03287 0 0.1332 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.60it/s] 76/299 6.46G 0.1003 0.03287 0 0.1332 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.25it/s] 76/299 6.46G 0.09977 0.03287 0 0.1326 129 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.25it/s] 76/299 6.46G 0.09977 0.03287 0 0.1326 129 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.54it/s] 76/299 6.46G 0.09978 0.03251 0 0.1323 116 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.54it/s] 76/299 6.46G 0.09978 0.03251 0 0.1323 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.25it/s] 76/299 6.46G 0.09908 0.03229 0 0.1314 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.25it/s] 76/299 6.46G 0.09908 0.03229 0 0.1314 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.56it/s] 76/299 6.46G 0.09802 0.03197 0 0.13 88 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.56it/s] 76/299 6.46G 0.09802 0.03197 0 0.13 88 640: 100%|██████████| 13/13 [00:03<00:00, 4.23it/s] 76/299 6.46G 0.09802 0.03197 0 0.13 88 640: 100%|██████████| 13/13 [00:03<00:00, 4.21it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.5 0.483 0.4 0.124
0%| | 0/13 [00:00<?, ?it/s] 77/299 6.46G 0.09706 0.0305 0 0.1276 114 640: 0%| | 0/13 [00:00<?, ?it/s] 77/299 6.46G 0.09706 0.0305 0 0.1276 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 77/299 6.46G 0.09903 0.02522 0 0.1242 77 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 77/299 6.46G 0.09903 0.02522 0 0.1242 77 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 77/299 6.46G 0.09666 0.02616 0 0.1228 112 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 77/299 6.46G 0.09666 0.02616 0 0.1228 112 640: 23%|██▎ | 3/13 [00:00<00:01, 8.75it/s] 77/299 6.46G 0.09528 0.02596 0 0.1212 96 640: 23%|██▎ | 3/13 [00:00<00:01, 8.75it/s] 77/299 6.46G 0.09528 0.02596 0 0.1212 96 640: 31%|███ | 4/13 [00:00<00:01, 7.97it/s] 77/299 6.46G 0.09741 0.02673 0 0.1241 126 640: 31%|███ | 4/13 [00:01<00:01, 7.97it/s] 77/299 6.46G 0.09741 0.02673 0 0.1241 126 640: 38%|███▊ | 5/13 [00:01<00:02, 2.78it/s] 77/299 6.46G 0.09928 0.02788 0 0.1272 130 640: 38%|███▊ | 5/13 [00:01<00:02, 2.78it/s] 77/299 6.46G 0.09928 0.02788 0 0.1272 130 640: 46%|████▌ | 6/13 [00:01<00:01, 3.64it/s] 77/299 6.46G 0.09979 0.0288 0 0.1286 145 640: 46%|████▌ | 6/13 [00:01<00:01, 3.64it/s] 77/299 6.46G 0.09979 0.0288 0 0.1286 145 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.86it/s] 77/299 6.46G 0.1008 0.02871 0 0.1295 123 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.86it/s] 77/299 6.46G 0.1008 0.02871 0 0.1295 123 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.53it/s] 77/299 6.46G 0.1035 0.02748 0 0.131 93 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.53it/s] 77/299 6.46G 0.1035 0.02748 0 0.131 93 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.34it/s] 77/299 6.46G 0.105 0.02683 0 0.1318 99 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.34it/s] 77/299 6.46G 0.105 0.02683 0 0.1318 99 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.15it/s] 77/299 6.46G 0.1067 0.02717 0 0.1338 162 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.15it/s] 77/299 6.46G 0.1067 0.02717 0 0.1338 162 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.21it/s] 77/299 6.46G 0.1079 0.02699 0 0.1349 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.21it/s] 77/299 6.46G 0.1079 0.02699 0 0.1349 120 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.64it/s] 77/299 6.46G 0.1074 0.02825 0 0.1357 156 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.64it/s] 77/299 6.46G 0.1074 0.02825 0 0.1357 156 640: 100%|██████████| 13/13 [00:03<00:00, 3.82it/s] 77/299 6.46G 0.1074 0.02825 0 0.1357 156 640: 100%|██████████| 13/13 [00:03<00:00, 4.29it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.414 0.39 0.287 0.0581
0%| | 0/13 [00:00<?, ?it/s] 78/299 6.46G 0.09798 0.02046 0 0.1184 78 640: 0%| | 0/13 [00:00<?, ?it/s] 78/299 6.46G 0.09798 0.02046 0 0.1184 78 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 78/299 6.46G 0.1016 0.02549 0 0.127 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 78/299 6.46G 0.1016 0.02549 0 0.127 121 640: 15%|█▌ | 2/13 [00:00<00:04, 2.53it/s] 78/299 6.46G 0.09973 0.02656 0 0.1263 106 640: 15%|█▌ | 2/13 [00:00<00:04, 2.53it/s] 78/299 6.46G 0.09973 0.02656 0 0.1263 106 640: 23%|██▎ | 3/13 [00:00<00:02, 3.55it/s] 78/299 6.46G 0.09804 0.02681 0 0.1249 110 640: 23%|██▎ | 3/13 [00:00<00:02, 3.55it/s] 78/299 6.46G 0.09804 0.02681 0 0.1249 110 640: 31%|███ | 4/13 [00:00<00:01, 4.65it/s] 78/299 6.46G 0.09787 0.02806 0 0.1259 123 640: 31%|███ | 4/13 [00:01<00:01, 4.65it/s] 78/299 6.46G 0.09787 0.02806 0 0.1259 123 640: 38%|███▊ | 5/13 [00:01<00:01, 5.59it/s] 78/299 6.46G 0.09633 0.02951 0 0.1258 136 640: 38%|███▊ | 5/13 [00:01<00:01, 5.59it/s] 78/299 6.46G 0.09633 0.02951 0 0.1258 136 640: 46%|████▌ | 6/13 [00:01<00:01, 6.39it/s] 78/299 6.46G 0.09507 0.03049 0 0.1256 133 640: 46%|████▌ | 6/13 [00:01<00:01, 6.39it/s] 78/299 6.46G 0.09507 0.03049 0 0.1256 133 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.58it/s] 78/299 6.46G 0.09394 0.03117 0 0.1251 132 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.58it/s] 78/299 6.46G 0.09394 0.03117 0 0.1251 132 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.59it/s] 78/299 6.46G 0.09434 0.03035 0 0.1247 88 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.59it/s] 78/299 6.46G 0.09434 0.03035 0 0.1247 88 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.40it/s] 78/299 6.46G 0.09409 0.03087 0 0.125 142 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.40it/s] 78/299 6.46G 0.09409 0.03087 0 0.125 142 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.34it/s] 78/299 6.46G 0.0941 0.03152 0 0.1256 136 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.34it/s] 78/299 6.46G 0.0941 0.03152 0 0.1256 136 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.93it/s] 78/299 6.46G 0.0933 0.03157 0 0.1249 112 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.93it/s] 78/299 6.46G 0.0933 0.03157 0 0.1249 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.68it/s] 78/299 6.46G 0.09306 0.03243 0 0.1255 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.68it/s] 78/299 6.46G 0.09306 0.03243 0 0.1255 133 640: 100%|██████████| 13/13 [00:03<00:00, 4.53it/s] 78/299 6.46G 0.09306 0.03243 0 0.1255 133 640: 100%|██████████| 13/13 [00:03<00:00, 4.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.546 0.333 0.307 0.0741
0%| | 0/13 [00:00<?, ?it/s] 79/299 6.46G 0.08591 0.02781 0 0.1137 99 640: 0%| | 0/13 [00:00<?, ?it/s] 79/299 6.46G 0.08591 0.02781 0 0.1137 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.68it/s] 79/299 6.46G 0.08531 0.03139 0 0.1167 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.68it/s] 79/299 6.46G 0.08531 0.03139 0 0.1167 128 640: 15%|█▌ | 2/13 [00:00<00:01, 7.59it/s] 79/299 6.46G 0.08506 0.03105 0 0.1161 113 640: 15%|█▌ | 2/13 [00:00<00:01, 7.59it/s] 79/299 6.46G 0.08506 0.03105 0 0.1161 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 79/299 6.46G 0.08427 0.02997 0 0.1142 99 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 79/299 6.46G 0.08427 0.02997 0 0.1142 99 640: 31%|███ | 4/13 [00:00<00:01, 8.39it/s] 79/299 6.46G 0.08656 0.03247 0 0.119 163 640: 31%|███ | 4/13 [00:01<00:01, 8.39it/s] 79/299 6.46G 0.08656 0.03247 0 0.119 163 640: 38%|███▊ | 5/13 [00:01<00:02, 2.71it/s] 79/299 6.46G 0.08762 0.0315 0 0.1191 97 640: 38%|███▊ | 5/13 [00:01<00:02, 2.71it/s] 79/299 6.46G 0.08762 0.0315 0 0.1191 97 640: 46%|████▌ | 6/13 [00:01<00:02, 3.42it/s] 79/299 6.46G 0.08881 0.03182 0 0.1206 132 640: 46%|████▌ | 6/13 [00:01<00:02, 3.42it/s] 79/299 6.46G 0.08881 0.03182 0 0.1206 132 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.28it/s] 79/299 6.46G 0.09042 0.03084 0 0.1213 98 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.28it/s] 79/299 6.46G 0.09042 0.03084 0 0.1213 98 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.12it/s] 79/299 6.46G 0.0918 0.03057 0 0.1224 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.12it/s] 79/299 6.46G 0.0918 0.03057 0 0.1224 120 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.89it/s] 79/299 6.46G 0.09304 0.03051 0 0.1235 122 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.89it/s] 79/299 6.46G 0.09304 0.03051 0 0.1235 122 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.19it/s] 79/299 6.46G 0.09488 0.03056 0 0.1254 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.19it/s] 79/299 6.46G 0.09488 0.03056 0 0.1254 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.67it/s] 79/299 6.46G 0.09681 0.03063 0 0.1274 147 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.67it/s] 79/299 6.46G 0.09681 0.03063 0 0.1274 147 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.45it/s] 79/299 6.46G 0.09838 0.03127 0 0.1296 169 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.45it/s] 79/299 6.46G 0.09838 0.03127 0 0.1296 169 640: 100%|██████████| 13/13 [00:03<00:00, 2.89it/s] 79/299 6.46G 0.09838 0.03127 0 0.1296 169 640: 100%|██████████| 13/13 [00:03<00:00, 4.20it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.346 0.379 0.287 0.0608
0%| | 0/13 [00:00<?, ?it/s] 80/299 6.46G 0.1168 0.03003 0 0.1468 135 640: 0%| | 0/13 [00:00<?, ?it/s] 80/299 6.46G 0.1168 0.03003 0 0.1468 135 640: 8%|▊ | 1/13 [00:00<00:01, 6.66it/s] 80/299 6.46G 0.1155 0.02731 0 0.1428 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.66it/s] 80/299 6.46G 0.1155 0.02731 0 0.1428 118 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 80/299 6.46G 0.1168 0.03136 0 0.1482 176 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 80/299 6.46G 0.1168 0.03136 0 0.1482 176 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 80/299 6.46G 0.1157 0.03192 0 0.1477 143 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 80/299 6.46G 0.1157 0.03192 0 0.1477 143 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 80/299 6.46G 0.1177 0.03184 0 0.1495 153 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 80/299 6.46G 0.1177 0.03184 0 0.1495 153 640: 38%|███▊ | 5/13 [00:00<00:01, 7.81it/s] 80/299 6.46G 0.1135 0.02989 0 0.1434 72 640: 38%|███▊ | 5/13 [00:00<00:01, 7.81it/s] 80/299 6.46G 0.1135 0.02989 0 0.1434 72 640: 46%|████▌ | 6/13 [00:00<00:01, 6.23it/s] 80/299 6.46G 0.1106 0.03009 0 0.1407 113 640: 46%|████▌ | 6/13 [00:01<00:01, 6.23it/s] 80/299 6.46G 0.1106 0.03009 0 0.1407 113 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 80/299 6.46G 0.1094 0.03022 0 0.1396 115 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 80/299 6.46G 0.1094 0.03022 0 0.1396 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.23it/s] 80/299 6.46G 0.1084 0.02992 0 0.1383 107 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.23it/s] 80/299 6.46G 0.1084 0.02992 0 0.1383 107 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.89it/s] 80/299 6.46G 0.1071 0.02991 0 0.137 108 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.89it/s] 80/299 6.46G 0.1071 0.02991 0 0.137 108 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.70it/s] 80/299 6.46G 0.1061 0.02961 0 0.1357 102 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.70it/s] 80/299 6.46G 0.1061 0.02961 0 0.1357 102 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.28it/s] 80/299 6.46G 0.1055 0.03018 0 0.1357 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.28it/s] 80/299 6.46G 0.1055 0.03018 0 0.1357 148 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.05it/s] 80/299 6.46G 0.1046 0.03165 0 0.1362 165 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.05it/s] 80/299 6.46G 0.1046 0.03165 0 0.1362 165 640: 100%|██████████| 13/13 [00:02<00:00, 4.71it/s] 80/299 6.46G 0.1046 0.03165 0 0.1362 165 640: 100%|██████████| 13/13 [00:02<00:00, 4.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.486 0.609 0.488 0.137
0%| | 0/13 [00:00<?, ?it/s] 81/299 6.46G 0.09091 0.03131 0 0.1222 111 640: 0%| | 0/13 [00:00<?, ?it/s] 81/299 6.46G 0.09091 0.03131 0 0.1222 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 81/299 6.46G 0.09025 0.03018 0 0.1204 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 81/299 6.46G 0.09025 0.03018 0 0.1204 104 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 81/299 6.46G 0.09146 0.03249 0 0.1239 143 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 81/299 6.46G 0.09146 0.03249 0 0.1239 143 640: 23%|██▎ | 3/13 [00:00<00:02, 4.72it/s] 81/299 6.46G 0.08945 0.03279 0 0.1222 119 640: 23%|██▎ | 3/13 [00:00<00:02, 4.72it/s] 81/299 6.46G 0.08945 0.03279 0 0.1222 119 640: 31%|███ | 4/13 [00:00<00:01, 5.35it/s] 81/299 6.46G 0.09108 0.03296 0 0.124 136 640: 31%|███ | 4/13 [00:00<00:01, 5.35it/s] 81/299 6.46G 0.09108 0.03296 0 0.124 136 640: 38%|███▊ | 5/13 [00:00<00:01, 6.23it/s] 81/299 6.46G 0.09078 0.03215 0 0.1229 103 640: 38%|███▊ | 5/13 [00:01<00:01, 6.23it/s] 81/299 6.46G 0.09078 0.03215 0 0.1229 103 640: 46%|████▌ | 6/13 [00:01<00:02, 2.46it/s] 81/299 6.46G 0.09059 0.03395 0 0.1245 170 640: 46%|████▌ | 6/13 [00:01<00:02, 2.46it/s] 81/299 6.46G 0.09059 0.03395 0 0.1245 170 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.22it/s] 81/299 6.46G 0.09105 0.03257 0 0.1236 87 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.22it/s] 81/299 6.46G 0.09105 0.03257 0 0.1236 87 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.89it/s] 81/299 6.46G 0.093 0.03141 0 0.1244 99 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.89it/s] 81/299 6.46G 0.093 0.03141 0 0.1244 99 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.71it/s] 81/299 6.46G 0.09408 0.03092 0 0.125 103 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.71it/s] 81/299 6.46G 0.09408 0.03092 0 0.125 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.50it/s] 81/299 6.46G 0.09477 0.03095 0 0.1257 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.50it/s] 81/299 6.46G 0.09477 0.03095 0 0.1257 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.31it/s] 81/299 6.46G 0.09617 0.03134 0 0.1275 160 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.31it/s] 81/299 6.46G 0.09617 0.03134 0 0.1275 160 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.94it/s] 81/299 6.46G 0.09613 0.03256 0 0.1287 165 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.94it/s] 81/299 6.46G 0.09613 0.03256 0 0.1287 165 640: 100%|██████████| 13/13 [00:03<00:00, 4.81it/s] 81/299 6.46G 0.09613 0.03256 0 0.1287 165 640: 100%|██████████| 13/13 [00:03<00:00, 4.32it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.447 0.391 0.308 0.0745
0%| | 0/13 [00:00<?, ?it/s] 82/299 6.46G 0.09311 0.03252 0 0.1256 112 640: 0%| | 0/13 [00:00<?, ?it/s] 82/299 6.46G 0.09311 0.03252 0 0.1256 112 640: 8%|▊ | 1/13 [00:00<00:08, 1.38it/s] 82/299 6.46G 0.09633 0.03019 0 0.1265 110 640: 8%|▊ | 1/13 [00:00<00:08, 1.38it/s] 82/299 6.46G 0.09633 0.03019 0 0.1265 110 640: 15%|█▌ | 2/13 [00:00<00:04, 2.74it/s] 82/299 6.46G 0.09623 0.02996 0 0.1262 111 640: 15%|█▌ | 2/13 [00:00<00:04, 2.74it/s] 82/299 6.46G 0.09623 0.02996 0 0.1262 111 640: 23%|██▎ | 3/13 [00:00<00:02, 3.80it/s] 82/299 6.46G 0.09291 0.02913 0 0.122 102 640: 23%|██▎ | 3/13 [00:01<00:02, 3.80it/s] 82/299 6.46G 0.09291 0.02913 0 0.122 102 640: 31%|███ | 4/13 [00:01<00:01, 4.91it/s] 82/299 6.46G 0.09329 0.03277 0 0.1261 176 640: 31%|███ | 4/13 [00:01<00:01, 4.91it/s] 82/299 6.46G 0.09329 0.03277 0 0.1261 176 640: 38%|███▊ | 5/13 [00:01<00:01, 5.85it/s] 82/299 6.46G 0.09221 0.03296 0 0.1252 122 640: 38%|███▊ | 5/13 [00:01<00:01, 5.85it/s] 82/299 6.46G 0.09221 0.03296 0 0.1252 122 640: 46%|████▌ | 6/13 [00:01<00:02, 2.98it/s] 82/299 6.46G 0.09132 0.03472 0 0.126 170 640: 46%|████▌ | 6/13 [00:02<00:02, 2.98it/s] 82/299 6.46G 0.09132 0.03472 0 0.126 170 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.67it/s] 82/299 6.46G 0.09197 0.03495 0 0.1269 140 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.67it/s] 82/299 6.46G 0.09197 0.03495 0 0.1269 140 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.51it/s] 82/299 6.46G 0.09274 0.03444 0 0.1272 118 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.51it/s] 82/299 6.46G 0.09274 0.03444 0 0.1272 118 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.59it/s] 82/299 6.46G 0.09262 0.0344 0 0.127 128 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.59it/s] 82/299 6.46G 0.09262 0.0344 0 0.127 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.30it/s] 82/299 6.46G 0.09268 0.03427 0 0.127 116 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.30it/s] 82/299 6.46G 0.09268 0.03427 0 0.127 116 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.94it/s] 82/299 6.46G 0.09268 0.03415 0 0.1268 129 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.94it/s] 82/299 6.46G 0.09268 0.03415 0 0.1268 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.74it/s] 82/299 6.46G 0.09247 0.03431 0 0.1268 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.74it/s] 82/299 6.46G 0.09247 0.03431 0 0.1268 118 640: 100%|██████████| 13/13 [00:03<00:00, 5.62it/s] 82/299 6.46G 0.09247 0.03431 0 0.1268 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.90it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.606 0.459 0.46 0.125
0%| | 0/13 [00:00<?, ?it/s] 83/299 6.46G 0.09276 0.0297 0 0.1225 111 640: 0%| | 0/13 [00:00<?, ?it/s] 83/299 6.46G 0.09276 0.0297 0 0.1225 111 640: 8%|▊ | 1/13 [00:00<00:02, 4.18it/s] 83/299 6.46G 0.09609 0.03024 0 0.1263 122 640: 8%|▊ | 1/13 [00:00<00:02, 4.18it/s] 83/299 6.46G 0.09609 0.03024 0 0.1263 122 640: 15%|█▌ | 2/13 [00:00<00:02, 5.48it/s] 83/299 6.46G 0.09301 0.02823 0 0.1212 89 640: 15%|█▌ | 2/13 [00:00<00:02, 5.48it/s] 83/299 6.46G 0.09301 0.02823 0 0.1212 89 640: 23%|██▎ | 3/13 [00:00<00:01, 6.63it/s] 83/299 6.46G 0.09179 0.0298 0 0.1216 135 640: 23%|██▎ | 3/13 [00:01<00:01, 6.63it/s] 83/299 6.46G 0.09179 0.0298 0 0.1216 135 640: 31%|███ | 4/13 [00:01<00:04, 1.84it/s] 83/299 6.46G 0.09239 0.03039 0 0.1228 126 640: 31%|███ | 4/13 [00:01<00:04, 1.84it/s] 83/299 6.46G 0.09239 0.03039 0 0.1228 126 640: 38%|███▊ | 5/13 [00:01<00:03, 2.57it/s] 83/299 6.46G 0.09279 0.03074 0 0.1235 114 640: 38%|███▊ | 5/13 [00:01<00:03, 2.57it/s] 83/299 6.46G 0.09279 0.03074 0 0.1235 114 640: 46%|████▌ | 6/13 [00:01<00:02, 3.27it/s] 83/299 6.46G 0.0931 0.03125 0 0.1243 135 640: 46%|████▌ | 6/13 [00:02<00:02, 3.27it/s] 83/299 6.46G 0.0931 0.03125 0 0.1243 135 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.13it/s] 83/299 6.46G 0.09379 0.03052 0 0.1243 101 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.13it/s] 83/299 6.46G 0.09379 0.03052 0 0.1243 101 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.96it/s] 83/299 6.46G 0.09439 0.03041 0 0.1248 119 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.96it/s] 83/299 6.46G 0.09439 0.03041 0 0.1248 119 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.90it/s] 83/299 6.46G 0.09527 0.03034 0 0.1256 128 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.90it/s] 83/299 6.46G 0.09527 0.03034 0 0.1256 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.40it/s] 83/299 6.46G 0.0964 0.03102 0 0.1274 170 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.40it/s] 83/299 6.46G 0.0964 0.03102 0 0.1274 170 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.13it/s] 83/299 6.46G 0.09737 0.03047 0 0.1278 111 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.13it/s] 83/299 6.46G 0.09737 0.03047 0 0.1278 111 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.18it/s] 83/299 6.46G 0.09724 0.03097 0 0.1282 130 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.18it/s] 83/299 6.46G 0.09724 0.03097 0 0.1282 130 640: 100%|██████████| 13/13 [00:03<00:00, 2.85it/s] 83/299 6.46G 0.09724 0.03097 0 0.1282 130 640: 100%|██████████| 13/13 [00:03<00:00, 3.40it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.307 0.379 0.225 0.0546
0%| | 0/13 [00:00<?, ?it/s] 84/299 6.46G 0.1055 0.02446 0 0.1299 106 640: 0%| | 0/13 [00:00<?, ?it/s] 84/299 6.46G 0.1055 0.02446 0 0.1299 106 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 84/299 6.46G 0.1086 0.02491 0 0.1335 121 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 84/299 6.46G 0.1086 0.02491 0 0.1335 121 640: 15%|█▌ | 2/13 [00:00<00:01, 7.82it/s] 84/299 6.46G 0.1076 0.02495 0 0.1326 101 640: 15%|█▌ | 2/13 [00:00<00:01, 7.82it/s] 84/299 6.46G 0.1076 0.02495 0 0.1326 101 640: 23%|██▎ | 3/13 [00:00<00:01, 8.40it/s] 84/299 6.46G 0.1057 0.02599 0 0.1317 123 640: 23%|██▎ | 3/13 [00:00<00:01, 8.40it/s] 84/299 6.46G 0.1057 0.02599 0 0.1317 123 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 84/299 6.46G 0.1076 0.02617 0 0.1337 123 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 84/299 6.46G 0.1076 0.02617 0 0.1337 123 640: 38%|███▊ | 5/13 [00:00<00:01, 7.76it/s] 84/299 6.46G 0.1053 0.02432 0 0.1296 54 640: 38%|███▊ | 5/13 [00:00<00:01, 7.76it/s] 84/299 6.46G 0.1053 0.02432 0 0.1296 54 640: 46%|████▌ | 6/13 [00:00<00:00, 8.15it/s] 84/299 6.46G 0.1033 0.02558 0 0.1289 119 640: 46%|████▌ | 6/13 [00:01<00:00, 8.15it/s] 84/299 6.46G 0.1033 0.02558 0 0.1289 119 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.84it/s] 84/299 6.46G 0.1024 0.02514 0 0.1276 79 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.84it/s] 84/299 6.46G 0.1024 0.02514 0 0.1276 79 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.62it/s] 84/299 6.46G 0.1015 0.02588 0 0.1274 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.62it/s] 84/299 6.46G 0.1015 0.02588 0 0.1274 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.28it/s] 84/299 6.46G 0.101 0.02745 0 0.1284 155 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.28it/s] 84/299 6.46G 0.101 0.02745 0 0.1284 155 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.09it/s] 84/299 6.46G 0.1003 0.02764 0 0.128 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.09it/s] 84/299 6.46G 0.1003 0.02764 0 0.128 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.85it/s] 84/299 6.46G 0.1001 0.02839 0 0.1285 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.85it/s] 84/299 6.46G 0.1001 0.02839 0 0.1285 148 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.99it/s] 84/299 6.46G 0.09981 0.03022 0 0.13 174 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.99it/s] 84/299 6.46G 0.09981 0.03022 0 0.13 174 640: 100%|██████████| 13/13 [00:02<00:00, 3.65it/s] 84/299 6.46G 0.09981 0.03022 0 0.13 174 640: 100%|██████████| 13/13 [00:02<00:00, 4.48it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.592 0.552 0.459 0.147
0%| | 0/13 [00:00<?, ?it/s] 85/299 6.46G 0.09342 0.02329 0 0.1167 79 640: 0%| | 0/13 [00:00<?, ?it/s] 85/299 6.46G 0.09342 0.02329 0 0.1167 79 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 85/299 6.46G 0.09375 0.03226 0 0.126 173 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 85/299 6.46G 0.09375 0.03226 0 0.126 173 640: 15%|█▌ | 2/13 [00:00<00:03, 3.50it/s] 85/299 6.46G 0.09308 0.03061 0 0.1237 108 640: 15%|█▌ | 2/13 [00:00<00:03, 3.50it/s] 85/299 6.46G 0.09308 0.03061 0 0.1237 108 640: 23%|██▎ | 3/13 [00:00<00:02, 4.83it/s] 85/299 6.46G 0.09125 0.03021 0 0.1215 109 640: 23%|██▎ | 3/13 [00:00<00:02, 4.83it/s] 85/299 6.46G 0.09125 0.03021 0 0.1215 109 640: 31%|███ | 4/13 [00:00<00:01, 5.49it/s] 85/299 6.46G 0.09217 0.03228 0 0.1244 152 640: 31%|███ | 4/13 [00:00<00:01, 5.49it/s] 85/299 6.46G 0.09217 0.03228 0 0.1244 152 640: 38%|███▊ | 5/13 [00:00<00:01, 6.37it/s] 85/299 6.46G 0.09269 0.03201 0 0.1247 107 640: 38%|███▊ | 5/13 [00:01<00:01, 6.37it/s] 85/299 6.46G 0.09269 0.03201 0 0.1247 107 640: 46%|████▌ | 6/13 [00:01<00:00, 7.05it/s] 85/299 6.46G 0.09261 0.03365 0 0.1263 163 640: 46%|████▌ | 6/13 [00:01<00:00, 7.05it/s] 85/299 6.46G 0.09261 0.03365 0 0.1263 163 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.82it/s] 85/299 6.46G 0.09213 0.03335 0 0.1255 112 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.82it/s] 85/299 6.46G 0.09213 0.03335 0 0.1255 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.38it/s] 85/299 6.46G 0.09187 0.03318 0 0.1251 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.38it/s] 85/299 6.46G 0.09187 0.03318 0 0.1251 110 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.13it/s] 85/299 6.46G 0.09322 0.03339 0 0.1266 149 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.13it/s] 85/299 6.46G 0.09322 0.03339 0 0.1266 149 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.28it/s] 85/299 6.46G 0.0928 0.03322 0 0.126 113 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.28it/s] 85/299 6.46G 0.0928 0.03322 0 0.126 113 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.95it/s] 85/299 6.46G 0.09333 0.03331 0 0.1266 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.95it/s] 85/299 6.46G 0.09333 0.03331 0 0.1266 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.58it/s] 85/299 6.46G 0.09385 0.03389 0 0.1277 146 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.58it/s] 85/299 6.46G 0.09385 0.03389 0 0.1277 146 640: 100%|██████████| 13/13 [00:03<00:00, 4.42it/s] 85/299 6.46G 0.09385 0.03389 0 0.1277 146 640: 100%|██████████| 13/13 [00:03<00:00, 4.31it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.402 0.356 0.272 0.0754
0%| | 0/13 [00:00<?, ?it/s] 86/299 6.46G 0.1029 0.02942 0 0.1323 113 640: 0%| | 0/13 [00:00<?, ?it/s] 86/299 6.46G 0.1029 0.02942 0 0.1323 113 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 86/299 6.46G 0.1034 0.03293 0 0.1363 155 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 86/299 6.46G 0.1034 0.03293 0 0.1363 155 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 86/299 6.46G 0.1021 0.03127 0 0.1334 109 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 86/299 6.46G 0.1021 0.03127 0 0.1334 109 640: 23%|██▎ | 3/13 [00:00<00:01, 7.87it/s] 86/299 6.46G 0.09797 0.02988 0 0.1278 98 640: 23%|██▎ | 3/13 [00:00<00:01, 7.87it/s] 86/299 6.46G 0.09797 0.02988 0 0.1278 98 640: 31%|███ | 4/13 [00:00<00:01, 8.24it/s] 86/299 6.46G 0.09543 0.03147 0 0.1269 130 640: 31%|███ | 4/13 [00:01<00:01, 8.24it/s] 86/299 6.46G 0.09543 0.03147 0 0.1269 130 640: 38%|███▊ | 5/13 [00:01<00:03, 2.45it/s] 86/299 6.46G 0.09557 0.0325 0 0.1281 141 640: 38%|███▊ | 5/13 [00:01<00:03, 2.45it/s] 86/299 6.46G 0.09557 0.0325 0 0.1281 141 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 86/299 6.46G 0.09437 0.03274 0 0.1271 127 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 86/299 6.46G 0.09437 0.03274 0 0.1271 127 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 86/299 6.46G 0.09411 0.03305 0 0.1272 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.95it/s] 86/299 6.46G 0.09411 0.03305 0 0.1272 135 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.79it/s] 86/299 6.46G 0.09423 0.03269 0 0.1269 117 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.79it/s] 86/299 6.46G 0.09423 0.03269 0 0.1269 117 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.60it/s] 86/299 6.46G 0.09445 0.03239 0 0.1268 113 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.60it/s] 86/299 6.46G 0.09445 0.03239 0 0.1268 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.42it/s] 86/299 6.46G 0.09482 0.03281 0 0.1276 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.42it/s] 86/299 6.46G 0.09482 0.03281 0 0.1276 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.82it/s] 86/299 6.46G 0.09457 0.03265 0 0.1272 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.82it/s] 86/299 6.46G 0.09457 0.03265 0 0.1272 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.50it/s] 86/299 6.46G 0.09444 0.03262 0 0.1271 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.50it/s] 86/299 6.46G 0.09444 0.03262 0 0.1271 124 640: 100%|██████████| 13/13 [00:03<00:00, 2.27it/s] 86/299 6.46G 0.09444 0.03262 0 0.1271 124 640: 100%|██████████| 13/13 [00:03<00:00, 3.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.583 0.402 0.404 0.116
0%| | 0/13 [00:00<?, ?it/s] 87/299 6.46G 0.0935 0.02668 0 0.1202 110 640: 0%| | 0/13 [00:00<?, ?it/s] 87/299 6.46G 0.0935 0.02668 0 0.1202 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 87/299 6.46G 0.08795 0.02727 0 0.1152 97 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 87/299 6.46G 0.08795 0.02727 0 0.1152 97 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 87/299 6.46G 0.08569 0.03037 0 0.1161 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 87/299 6.46G 0.08569 0.03037 0 0.1161 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.04it/s] 87/299 6.46G 0.08459 0.03084 0 0.1154 121 640: 23%|██▎ | 3/13 [00:00<00:01, 8.04it/s] 87/299 6.46G 0.08459 0.03084 0 0.1154 121 640: 31%|███ | 4/13 [00:00<00:01, 8.32it/s] 87/299 6.46G 0.08652 0.03074 0 0.1173 116 640: 31%|███ | 4/13 [00:00<00:01, 8.32it/s] 87/299 6.46G 0.08652 0.03074 0 0.1173 116 640: 38%|███▊ | 5/13 [00:00<00:00, 8.50it/s] 87/299 6.46G 0.08776 0.03103 0 0.1188 124 640: 38%|███▊ | 5/13 [00:00<00:00, 8.50it/s] 87/299 6.46G 0.08776 0.03103 0 0.1188 124 640: 46%|████▌ | 6/13 [00:00<00:00, 7.93it/s] 87/299 6.46G 0.0874 0.03163 0 0.119 130 640: 46%|████▌ | 6/13 [00:00<00:00, 7.93it/s] 87/299 6.46G 0.0874 0.03163 0 0.119 130 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.15it/s] 87/299 6.46G 0.08762 0.03212 0 0.1197 132 640: 54%|█████▍ | 7/13 [00:01<00:00, 8.15it/s] 87/299 6.46G 0.08762 0.03212 0 0.1197 132 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.75it/s] 87/299 6.46G 0.08799 0.03164 0 0.1196 104 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.75it/s] 87/299 6.46G 0.08799 0.03164 0 0.1196 104 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.50it/s] 87/299 6.46G 0.08771 0.03083 0 0.1185 82 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.50it/s] 87/299 6.46G 0.08771 0.03083 0 0.1185 82 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.14it/s] 87/299 6.46G 0.08953 0.03144 0 0.121 149 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.14it/s] 87/299 6.46G 0.08953 0.03144 0 0.121 149 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.94it/s] 87/299 6.46G 0.09063 0.03091 0 0.1215 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.94it/s] 87/299 6.46G 0.09063 0.03091 0 0.1215 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.72it/s] 87/299 6.46G 0.09173 0.0308 0 0.1225 103 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.72it/s] 87/299 6.46G 0.09173 0.0308 0 0.1225 103 640: 100%|██████████| 13/13 [00:02<00:00, 6.52it/s] 87/299 6.46G 0.09173 0.0308 0 0.1225 103 640: 100%|██████████| 13/13 [00:02<00:00, 5.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.42 0.299 0.24 0.0527
0%| | 0/13 [00:00<?, ?it/s] 88/299 6.46G 0.09395 0.02199 0 0.1159 85 640: 0%| | 0/13 [00:00<?, ?it/s] 88/299 6.46G 0.09395 0.02199 0 0.1159 85 640: 8%|▊ | 1/13 [00:00<00:01, 6.95it/s] 88/299 6.46G 0.09461 0.02289 0 0.1175 98 640: 8%|▊ | 1/13 [00:00<00:01, 6.95it/s] 88/299 6.46G 0.09461 0.02289 0 0.1175 98 640: 15%|█▌ | 2/13 [00:00<00:01, 7.99it/s] 88/299 6.46G 0.0944 0.0218 0 0.1162 74 640: 15%|█▌ | 2/13 [00:01<00:01, 7.99it/s] 88/299 6.46G 0.0944 0.0218 0 0.1162 74 640: 23%|██▎ | 3/13 [00:01<00:06, 1.51it/s] 88/299 6.46G 0.09296 0.02328 0 0.1162 111 640: 23%|██▎ | 3/13 [00:01<00:06, 1.51it/s] 88/299 6.46G 0.09296 0.02328 0 0.1162 111 640: 31%|███ | 4/13 [00:01<00:03, 2.25it/s] 88/299 6.46G 0.09519 0.02546 0 0.1207 134 640: 31%|███ | 4/13 [00:01<00:03, 2.25it/s] 88/299 6.46G 0.09519 0.02546 0 0.1207 134 640: 38%|███▊ | 5/13 [00:01<00:02, 3.01it/s] 88/299 6.46G 0.09487 0.026 0 0.1209 102 640: 38%|███▊ | 5/13 [00:01<00:02, 3.01it/s] 88/299 6.46G 0.09487 0.026 0 0.1209 102 640: 46%|████▌ | 6/13 [00:01<00:01, 3.90it/s] 88/299 6.46G 0.09457 0.02819 0 0.1228 150 640: 46%|████▌ | 6/13 [00:02<00:01, 3.90it/s] 88/299 6.46G 0.09457 0.02819 0 0.1228 150 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.76it/s] 88/299 6.46G 0.09496 0.0285 0 0.1235 116 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.76it/s] 88/299 6.46G 0.09496 0.0285 0 0.1235 116 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.60it/s] 88/299 6.46G 0.09507 0.02971 0 0.1248 146 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.60it/s] 88/299 6.46G 0.09507 0.02971 0 0.1248 146 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.10it/s] 88/299 6.46G 0.09443 0.02961 0 0.124 105 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.10it/s] 88/299 6.46G 0.09443 0.02961 0 0.124 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.81it/s] 88/299 6.46G 0.09399 0.03019 0 0.1242 143 640: 77%|███████▋ | 10/13 [00:04<00:00, 6.81it/s] 88/299 6.46G 0.09399 0.03019 0 0.1242 143 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.24it/s] 88/299 6.46G 0.0937 0.03053 0 0.1242 134 640: 85%|████████▍ | 11/13 [00:04<00:01, 1.24it/s] 88/299 6.46G 0.0937 0.03053 0 0.1242 134 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.67it/s] 88/299 6.46G 0.09278 0.03099 0 0.1238 122 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.67it/s] 88/299 6.46G 0.09278 0.03099 0 0.1238 122 640: 100%|██████████| 13/13 [00:04<00:00, 2.18it/s] 88/299 6.46G 0.09278 0.03099 0 0.1238 122 640: 100%|██████████| 13/13 [00:04<00:00, 2.63it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.555 0.402 0.363 0.113
0%| | 0/13 [00:00<?, ?it/s] 89/299 6.46G 0.09719 0.02568 0 0.1229 102 640: 0%| | 0/13 [00:00<?, ?it/s] 89/299 6.46G 0.09719 0.02568 0 0.1229 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 89/299 6.46G 0.09808 0.02412 0 0.1222 90 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 89/299 6.46G 0.09808 0.02412 0 0.1222 90 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 89/299 6.46G 0.1004 0.02651 0 0.1269 127 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 89/299 6.46G 0.1004 0.02651 0 0.1269 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.64it/s] 89/299 6.46G 0.09968 0.02934 0 0.129 157 640: 23%|██▎ | 3/13 [00:00<00:01, 8.64it/s] 89/299 6.46G 0.09968 0.02934 0 0.129 157 640: 31%|███ | 4/13 [00:00<00:01, 7.93it/s] 89/299 6.46G 0.09992 0.02923 0 0.1292 110 640: 31%|███ | 4/13 [00:00<00:01, 7.93it/s] 89/299 6.46G 0.09992 0.02923 0 0.1292 110 640: 38%|███▊ | 5/13 [00:00<00:00, 8.24it/s] 89/299 6.46G 0.09964 0.02965 0 0.1293 125 640: 38%|███▊ | 5/13 [00:01<00:00, 8.24it/s] 89/299 6.46G 0.09964 0.02965 0 0.1293 125 640: 46%|████▌ | 6/13 [00:01<00:02, 2.37it/s] 89/299 6.46G 0.09849 0.03082 0 0.1293 146 640: 46%|████▌ | 6/13 [00:01<00:02, 2.37it/s] 89/299 6.46G 0.09849 0.03082 0 0.1293 146 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.11it/s] 89/299 6.46G 0.09865 0.03057 0 0.1292 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.11it/s] 89/299 6.46G 0.09865 0.03057 0 0.1292 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.76it/s] 89/299 6.46G 0.09841 0.03017 0 0.1286 111 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.76it/s] 89/299 6.46G 0.09841 0.03017 0 0.1286 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.56it/s] 89/299 6.46G 0.09797 0.03047 0 0.1284 118 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.56it/s] 89/299 6.46G 0.09797 0.03047 0 0.1284 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.33it/s] 89/299 6.46G 0.09748 0.03037 0 0.1279 104 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.33it/s] 89/299 6.46G 0.09748 0.03037 0 0.1279 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.03it/s] 89/299 6.46G 0.09712 0.03108 0 0.1282 146 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.03it/s] 89/299 6.46G 0.09712 0.03108 0 0.1282 146 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.04it/s] 89/299 6.46G 0.09677 0.03109 0 0.1279 108 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.04it/s] 89/299 6.46G 0.09677 0.03109 0 0.1279 108 640: 100%|██████████| 13/13 [00:02<00:00, 5.90it/s] 89/299 6.46G 0.09677 0.03109 0 0.1279 108 640: 100%|██████████| 13/13 [00:02<00:00, 5.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.43s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.43s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.5 0.356 0.331 0.082
0%| | 0/13 [00:00<?, ?it/s] 90/299 6.46G 0.09823 0.0241 0 0.1223 96 640: 0%| | 0/13 [00:00<?, ?it/s] 90/299 6.46G 0.09823 0.0241 0 0.1223 96 640: 8%|▊ | 1/13 [00:00<00:01, 7.27it/s] 90/299 6.46G 0.09749 0.03213 0 0.1296 166 640: 8%|▊ | 1/13 [00:00<00:01, 7.27it/s] 90/299 6.46G 0.09749 0.03213 0 0.1296 166 640: 15%|█▌ | 2/13 [00:00<00:01, 7.42it/s] 90/299 6.46G 0.0942 0.03171 0 0.1259 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.42it/s] 90/299 6.46G 0.0942 0.03171 0 0.1259 111 640: 23%|██▎ | 3/13 [00:00<00:01, 7.46it/s] 90/299 6.46G 0.09168 0.03105 0 0.1227 110 640: 23%|██▎ | 3/13 [00:00<00:01, 7.46it/s] 90/299 6.46G 0.09168 0.03105 0 0.1227 110 640: 31%|███ | 4/13 [00:00<00:01, 8.05it/s] 90/299 6.46G 0.08987 0.02985 0 0.1197 92 640: 31%|███ | 4/13 [00:00<00:01, 8.05it/s] 90/299 6.46G 0.08987 0.02985 0 0.1197 92 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 90/299 6.46G 0.09063 0.03051 0 0.1211 127 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 90/299 6.46G 0.09063 0.03051 0 0.1211 127 640: 46%|████▌ | 6/13 [00:00<00:00, 8.69it/s] 90/299 6.46G 0.0895 0.03132 0 0.1208 132 640: 46%|████▌ | 6/13 [00:00<00:00, 8.69it/s] 90/299 6.46G 0.0895 0.03132 0 0.1208 132 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.29it/s] 90/299 6.46G 0.09037 0.03095 0 0.1213 106 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.29it/s] 90/299 6.46G 0.09037 0.03095 0 0.1213 106 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.55it/s] 90/299 6.46G 0.0909 0.03133 0 0.1222 129 640: 62%|██████▏ | 8/13 [00:02<00:00, 8.55it/s] 90/299 6.46G 0.0909 0.03133 0 0.1222 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.17it/s] 90/299 6.46G 0.09098 0.03119 0 0.1222 112 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.17it/s] 90/299 6.46G 0.09098 0.03119 0 0.1222 112 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.83it/s] 90/299 6.46G 0.09121 0.03129 0 0.1225 127 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.83it/s] 90/299 6.46G 0.09121 0.03129 0 0.1225 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.45it/s] 90/299 6.46G 0.09167 0.03114 0 0.1228 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.45it/s] 90/299 6.46G 0.09167 0.03114 0 0.1228 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.22it/s] 90/299 6.46G 0.09158 0.03231 0 0.1239 164 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.22it/s] 90/299 6.46G 0.09158 0.03231 0 0.1239 164 640: 100%|██████████| 13/13 [00:02<00:00, 5.08it/s] 90/299 6.46G 0.09158 0.03231 0 0.1239 164 640: 100%|██████████| 13/13 [00:02<00:00, 4.88it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.20it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.467 0.413 0.355 0.0982
0%| | 0/13 [00:00<?, ?it/s] 91/299 6.46G 0.09157 0.02925 0 0.1208 112 640: 0%| | 0/13 [00:00<?, ?it/s] 91/299 6.46G 0.09157 0.02925 0 0.1208 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 91/299 6.46G 0.09421 0.03547 0 0.1297 166 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 91/299 6.46G 0.09421 0.03547 0 0.1297 166 640: 15%|█▌ | 2/13 [00:00<00:05, 1.95it/s] 91/299 6.46G 0.09141 0.03452 0 0.1259 124 640: 15%|█▌ | 2/13 [00:01<00:05, 1.95it/s] 91/299 6.46G 0.09141 0.03452 0 0.1259 124 640: 23%|██▎ | 3/13 [00:01<00:03, 3.03it/s] 91/299 6.46G 0.08969 0.03435 0 0.124 130 640: 23%|██▎ | 3/13 [00:01<00:03, 3.03it/s] 91/299 6.46G 0.08969 0.03435 0 0.124 130 640: 31%|███ | 4/13 [00:01<00:02, 3.03it/s] 91/299 6.46G 0.08936 0.03455 0 0.1239 129 640: 31%|███ | 4/13 [00:01<00:02, 3.03it/s] 91/299 6.46G 0.08936 0.03455 0 0.1239 129 640: 38%|███▊ | 5/13 [00:01<00:02, 3.96it/s] 91/299 6.46G 0.08911 0.03344 0 0.1226 105 640: 38%|███▊ | 5/13 [00:01<00:02, 3.96it/s] 91/299 6.46G 0.08911 0.03344 0 0.1226 105 640: 46%|████▌ | 6/13 [00:01<00:01, 4.71it/s] 91/299 6.46G 0.08905 0.03417 0 0.1232 141 640: 46%|████▌ | 6/13 [00:01<00:01, 4.71it/s] 91/299 6.46G 0.08905 0.03417 0 0.1232 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.58it/s] 91/299 6.46G 0.08903 0.03471 0 0.1237 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.58it/s] 91/299 6.46G 0.08903 0.03471 0 0.1237 142 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.36it/s] 91/299 6.46G 0.0894 0.03486 0 0.1243 135 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.36it/s] 91/299 6.46G 0.0894 0.03486 0 0.1243 135 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.99it/s] 91/299 6.46G 0.08956 0.03477 0 0.1243 127 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.99it/s] 91/299 6.46G 0.08956 0.03477 0 0.1243 127 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.35it/s] 91/299 6.46G 0.08936 0.03454 0 0.1239 125 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.35it/s] 91/299 6.46G 0.08936 0.03454 0 0.1239 125 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.03it/s] 91/299 6.46G 0.08935 0.03475 0 0.1241 144 640: 85%|████████▍ | 11/13 [00:04<00:00, 3.03it/s] 91/299 6.46G 0.08935 0.03475 0 0.1241 144 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.91it/s] 91/299 6.46G 0.08932 0.03554 0 0.1249 152 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.91it/s] 91/299 6.46G 0.08932 0.03554 0 0.1249 152 640: 100%|██████████| 13/13 [00:04<00:00, 2.52it/s] 91/299 6.46G 0.08932 0.03554 0 0.1249 152 640: 100%|██████████| 13/13 [00:04<00:00, 3.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.37it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.524 0.563 0.53 0.151
0%| | 0/13 [00:00<?, ?it/s] 92/299 6.46G 0.09823 0.03228 0 0.1305 127 640: 0%| | 0/13 [00:00<?, ?it/s] 92/299 6.46G 0.09823 0.03228 0 0.1305 127 640: 8%|▊ | 1/13 [00:00<00:01, 7.38it/s] 92/299 6.46G 0.09266 0.03503 0 0.1277 135 640: 8%|▊ | 1/13 [00:00<00:01, 7.38it/s] 92/299 6.46G 0.09266 0.03503 0 0.1277 135 640: 15%|█▌ | 2/13 [00:00<00:01, 8.27it/s] 92/299 6.46G 0.08529 0.03483 0 0.1201 106 640: 15%|█▌ | 2/13 [00:00<00:01, 8.27it/s] 92/299 6.46G 0.08529 0.03483 0 0.1201 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.43it/s] 92/299 6.46G 0.0831 0.0351 0 0.1182 133 640: 23%|██▎ | 3/13 [00:00<00:01, 8.43it/s] 92/299 6.46G 0.0831 0.0351 0 0.1182 133 640: 31%|███ | 4/13 [00:00<00:01, 8.47it/s] 92/299 6.46G 0.08436 0.03452 0 0.1189 110 640: 31%|███ | 4/13 [00:00<00:01, 8.47it/s] 92/299 6.46G 0.08436 0.03452 0 0.1189 110 640: 38%|███▊ | 5/13 [00:00<00:01, 5.48it/s] 92/299 6.46G 0.08661 0.03453 0 0.1211 129 640: 38%|███▊ | 5/13 [00:00<00:01, 5.48it/s] 92/299 6.46G 0.08661 0.03453 0 0.1211 129 640: 46%|████▌ | 6/13 [00:00<00:01, 6.24it/s] 92/299 6.46G 0.08703 0.03537 0 0.1224 153 640: 46%|████▌ | 6/13 [00:01<00:01, 6.24it/s] 92/299 6.46G 0.08703 0.03537 0 0.1224 153 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.97it/s] 92/299 6.46G 0.08742 0.03568 0 0.1231 136 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.97it/s] 92/299 6.46G 0.08742 0.03568 0 0.1231 136 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.75it/s] 92/299 6.46G 0.0885 0.03472 0 0.1232 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.75it/s] 92/299 6.46G 0.0885 0.03472 0 0.1232 109 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.31it/s] 92/299 6.46G 0.08893 0.035 0 0.1239 147 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.31it/s] 92/299 6.46G 0.08893 0.035 0 0.1239 147 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.10it/s] 92/299 6.46G 0.08933 0.03503 0 0.1244 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.10it/s] 92/299 6.46G 0.08933 0.03503 0 0.1244 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.85it/s] 92/299 6.46G 0.09 0.0351 0 0.1251 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.85it/s] 92/299 6.46G 0.09 0.0351 0 0.1251 148 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.52it/s] 92/299 6.46G 0.08946 0.03471 0 0.1242 100 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.52it/s] 92/299 6.46G 0.08946 0.03471 0 0.1242 100 640: 100%|██████████| 13/13 [00:03<00:00, 1.89it/s] 92/299 6.46G 0.08946 0.03471 0 0.1242 100 640: 100%|██████████| 13/13 [00:03<00:00, 3.61it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.635 0.54 0.511 0.129
0%| | 0/13 [00:00<?, ?it/s] 93/299 6.46G 0.09177 0.03125 0 0.123 120 640: 0%| | 0/13 [00:00<?, ?it/s] 93/299 6.46G 0.09177 0.03125 0 0.123 120 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 93/299 6.46G 0.08991 0.02864 0 0.1186 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 93/299 6.46G 0.08991 0.02864 0 0.1186 94 640: 15%|█▌ | 2/13 [00:00<00:01, 8.89it/s] 93/299 6.46G 0.0886 0.02679 0 0.1154 85 640: 15%|█▌ | 2/13 [00:00<00:01, 8.89it/s] 93/299 6.46G 0.0886 0.02679 0 0.1154 85 640: 23%|██▎ | 3/13 [00:00<00:01, 8.99it/s] 93/299 6.46G 0.08765 0.02816 0 0.1158 117 640: 23%|██▎ | 3/13 [00:00<00:01, 8.99it/s] 93/299 6.46G 0.08765 0.02816 0 0.1158 117 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 93/299 6.46G 0.08762 0.02732 0 0.1149 94 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 93/299 6.46G 0.08762 0.02732 0 0.1149 94 640: 38%|███▊ | 5/13 [00:00<00:00, 8.35it/s] 93/299 6.46G 0.08937 0.02737 0 0.1167 116 640: 38%|███▊ | 5/13 [00:00<00:00, 8.35it/s] 93/299 6.46G 0.08937 0.02737 0 0.1167 116 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 93/299 6.46G 0.08951 0.02803 0 0.1175 124 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 93/299 6.46G 0.08951 0.02803 0 0.1175 124 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.60it/s] 93/299 6.46G 0.0899 0.02857 0 0.1185 122 640: 54%|█████▍ | 7/13 [00:01<00:00, 8.60it/s] 93/299 6.46G 0.0899 0.02857 0 0.1185 122 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.62it/s] 93/299 6.46G 0.09051 0.02914 0 0.1197 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.62it/s] 93/299 6.46G 0.09051 0.02914 0 0.1197 126 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.36it/s] 93/299 6.46G 0.09055 0.02968 0 0.1202 132 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.36it/s] 93/299 6.46G 0.09055 0.02968 0 0.1202 132 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.16it/s] 93/299 6.46G 0.0906 0.02982 0 0.1204 121 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.16it/s] 93/299 6.46G 0.0906 0.02982 0 0.1204 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.94it/s] 93/299 6.46G 0.09071 0.03051 0 0.1212 147 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.94it/s] 93/299 6.46G 0.09071 0.03051 0 0.1212 147 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.55it/s] 93/299 6.46G 0.08996 0.03123 0 0.1212 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.55it/s] 93/299 6.46G 0.08996 0.03123 0 0.1212 127 640: 100%|██████████| 13/13 [00:02<00:00, 5.43it/s] 93/299 6.46G 0.08996 0.03123 0 0.1212 127 640: 100%|██████████| 13/13 [00:02<00:00, 5.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.30it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.562 0.575 0.453 0.146
0%| | 0/13 [00:00<?, ?it/s] 94/299 6.46G 0.09292 0.041 0 0.1339 151 640: 0%| | 0/13 [00:00<?, ?it/s] 94/299 6.46G 0.09292 0.041 0 0.1339 151 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 94/299 6.46G 0.08981 0.03895 0 0.1288 141 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 94/299 6.46G 0.08981 0.03895 0 0.1288 141 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 94/299 6.46G 0.08769 0.03534 0 0.123 103 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 94/299 6.46G 0.08769 0.03534 0 0.123 103 640: 23%|██▎ | 3/13 [00:00<00:03, 2.61it/s] 94/299 6.46G 0.08362 0.03243 0 0.1161 81 640: 23%|██▎ | 3/13 [00:01<00:03, 2.61it/s] 94/299 6.46G 0.08362 0.03243 0 0.1161 81 640: 31%|███ | 4/13 [00:01<00:02, 3.62it/s] 94/299 6.46G 0.08337 0.03286 0 0.1162 134 640: 31%|███ | 4/13 [00:01<00:02, 3.62it/s] 94/299 6.46G 0.08337 0.03286 0 0.1162 134 640: 38%|███▊ | 5/13 [00:01<00:03, 2.37it/s] 94/299 6.46G 0.08439 0.032 0 0.1164 102 640: 38%|███▊ | 5/13 [00:01<00:03, 2.37it/s] 94/299 6.46G 0.08439 0.032 0 0.1164 102 640: 46%|████▌ | 6/13 [00:01<00:02, 2.73it/s] 94/299 6.46G 0.08356 0.03155 0 0.1151 96 640: 46%|████▌ | 6/13 [00:02<00:02, 2.73it/s] 94/299 6.46G 0.08356 0.03155 0 0.1151 96 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.41it/s] 94/299 6.46G 0.08461 0.03202 0 0.1166 127 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.41it/s] 94/299 6.46G 0.08461 0.03202 0 0.1166 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.23it/s] 94/299 6.46G 0.08523 0.03161 0 0.1168 113 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.23it/s] 94/299 6.46G 0.08523 0.03161 0 0.1168 113 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.06it/s] 94/299 6.46G 0.08594 0.03202 0 0.118 144 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.06it/s] 94/299 6.46G 0.08594 0.03202 0 0.118 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.82it/s] 94/299 6.46G 0.08648 0.03254 0 0.119 141 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.82it/s] 94/299 6.46G 0.08648 0.03254 0 0.119 141 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.31it/s] 94/299 6.46G 0.08638 0.03291 0 0.1193 130 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.31it/s] 94/299 6.46G 0.08638 0.03291 0 0.1193 130 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 94/299 6.46G 0.08725 0.03337 0 0.1206 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 94/299 6.46G 0.08725 0.03337 0 0.1206 144 640: 100%|██████████| 13/13 [00:03<00:00, 3.24it/s] 94/299 6.46G 0.08725 0.03337 0 0.1206 144 640: 100%|██████████| 13/13 [00:03<00:00, 3.44it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.581 0.644 0.524 0.152
0%| | 0/13 [00:00<?, ?it/s] 95/299 6.46G 0.08923 0.02358 0 0.1128 96 640: 0%| | 0/13 [00:00<?, ?it/s] 95/299 6.46G 0.08923 0.02358 0 0.1128 96 640: 8%|▊ | 1/13 [00:00<00:01, 8.75it/s] 95/299 6.46G 0.09424 0.02586 0 0.1201 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.75it/s] 95/299 6.46G 0.09424 0.02586 0 0.1201 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.68it/s] 95/299 6.46G 0.09213 0.02783 0 0.12 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.68it/s] 95/299 6.46G 0.09213 0.02783 0 0.12 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 95/299 6.46G 0.08732 0.02845 0 0.1158 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 95/299 6.46G 0.08732 0.02845 0 0.1158 107 640: 31%|███ | 4/13 [00:00<00:01, 8.54it/s] 95/299 6.46G 0.08772 0.02882 0 0.1165 117 640: 31%|███ | 4/13 [00:00<00:01, 8.54it/s] 95/299 6.46G 0.08772 0.02882 0 0.1165 117 640: 38%|███▊ | 5/13 [00:00<00:00, 8.70it/s] 95/299 6.46G 0.08641 0.02895 0 0.1154 108 640: 38%|███▊ | 5/13 [00:01<00:00, 8.70it/s] 95/299 6.46G 0.08641 0.02895 0 0.1154 108 640: 46%|████▌ | 6/13 [00:01<00:01, 4.60it/s] 95/299 6.46G 0.08631 0.03191 0 0.1182 196 640: 46%|████▌ | 6/13 [00:02<00:01, 4.60it/s] 95/299 6.46G 0.08631 0.03191 0 0.1182 196 640: 54%|█████▍ | 7/13 [00:02<00:04, 1.46it/s] 95/299 6.46G 0.08607 0.03122 0 0.1173 92 640: 54%|█████▍ | 7/13 [00:02<00:04, 1.46it/s] 95/299 6.46G 0.08607 0.03122 0 0.1173 92 640: 62%|██████▏ | 8/13 [00:02<00:02, 1.97it/s] 95/299 6.46G 0.08583 0.03062 0 0.1165 86 640: 62%|██████▏ | 8/13 [00:02<00:02, 1.97it/s] 95/299 6.46G 0.08583 0.03062 0 0.1165 86 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.60it/s] 95/299 6.46G 0.08597 0.03052 0 0.1165 115 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.60it/s] 95/299 6.46G 0.08597 0.03052 0 0.1165 115 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.21it/s] 95/299 6.46G 0.08692 0.03057 0 0.1175 120 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.21it/s] 95/299 6.46G 0.08692 0.03057 0 0.1175 120 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.99it/s] 95/299 6.46G 0.08784 0.03044 0 0.1183 115 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.99it/s] 95/299 6.46G 0.08784 0.03044 0 0.1183 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.78it/s] 95/299 6.46G 0.08861 0.0313 0 0.1199 146 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.78it/s] 95/299 6.46G 0.08861 0.0313 0 0.1199 146 640: 100%|██████████| 13/13 [00:03<00:00, 5.64it/s] 95/299 6.46G 0.08861 0.0313 0 0.1199 146 640: 100%|██████████| 13/13 [00:03<00:00, 3.86it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.648 0.448 0.397 0.092
0%| | 0/13 [00:00<?, ?it/s] 96/299 6.46G 0.09365 0.02939 0 0.123 110 640: 0%| | 0/13 [00:00<?, ?it/s] 96/299 6.46G 0.09365 0.02939 0 0.123 110 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 96/299 6.46G 0.09398 0.02817 0 0.1222 104 640: 8%|▊ | 1/13 [00:01<00:01, 6.77it/s] 96/299 6.46G 0.09398 0.02817 0 0.1222 104 640: 15%|█▌ | 2/13 [00:01<00:06, 1.60it/s] 96/299 6.46G 0.09512 0.02812 0 0.1232 110 640: 15%|█▌ | 2/13 [00:01<00:06, 1.60it/s] 96/299 6.46G 0.09512 0.02812 0 0.1232 110 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 96/299 6.46G 0.09567 0.03022 0 0.1259 167 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 96/299 6.46G 0.09567 0.03022 0 0.1259 167 640: 31%|███ | 4/13 [00:01<00:02, 3.55it/s] 96/299 6.46G 0.09534 0.02988 0 0.1252 114 640: 31%|███ | 4/13 [00:01<00:02, 3.55it/s] 96/299 6.46G 0.09534 0.02988 0 0.1252 114 640: 38%|███▊ | 5/13 [00:01<00:01, 4.31it/s] 96/299 6.46G 0.09686 0.02856 0 0.1254 86 640: 38%|███▊ | 5/13 [00:01<00:01, 4.31it/s] 96/299 6.46G 0.09686 0.02856 0 0.1254 86 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 96/299 6.46G 0.09729 0.02945 0 0.1267 138 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 96/299 6.46G 0.09729 0.02945 0 0.1267 138 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.00it/s] 96/299 6.46G 0.09795 0.0296 0 0.1275 127 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.00it/s] 96/299 6.46G 0.09795 0.0296 0 0.1275 127 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 96/299 6.46G 0.09822 0.02941 0 0.1276 108 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 96/299 6.46G 0.09822 0.02941 0 0.1276 108 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.74it/s] 96/299 6.46G 0.09756 0.02961 0 0.1272 124 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.74it/s] 96/299 6.46G 0.09756 0.02961 0 0.1272 124 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.77it/s] 96/299 6.46G 0.09675 0.03056 0 0.1273 137 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.77it/s] 96/299 6.46G 0.09675 0.03056 0 0.1273 137 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.35it/s] 96/299 6.46G 0.09601 0.03155 0 0.1276 171 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.35it/s] 96/299 6.46G 0.09601 0.03155 0 0.1276 171 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.02it/s] 96/299 6.46G 0.09505 0.03209 0 0.1271 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.02it/s] 96/299 6.46G 0.09505 0.03209 0 0.1271 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.68it/s] 96/299 6.46G 0.09505 0.03209 0 0.1271 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.40it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.603 0.632 0.537 0.19
0%| | 0/13 [00:00<?, ?it/s] 97/299 6.46G 0.08038 0.02739 0 0.1078 100 640: 0%| | 0/13 [00:00<?, ?it/s] 97/299 6.46G 0.08038 0.02739 0 0.1078 100 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 97/299 6.46G 0.0835 0.03245 0 0.1159 145 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 97/299 6.46G 0.0835 0.03245 0 0.1159 145 640: 15%|█▌ | 2/13 [00:00<00:01, 8.86it/s] 97/299 6.46G 0.083 0.03024 0 0.1132 92 640: 15%|█▌ | 2/13 [00:00<00:01, 8.86it/s] 97/299 6.46G 0.083 0.03024 0 0.1132 92 640: 23%|██▎ | 3/13 [00:00<00:01, 8.86it/s] 97/299 6.46G 0.08089 0.03197 0 0.1129 134 640: 23%|██▎ | 3/13 [00:00<00:01, 8.86it/s] 97/299 6.46G 0.08089 0.03197 0 0.1129 134 640: 31%|███ | 4/13 [00:00<00:01, 8.02it/s] 97/299 6.46G 0.0819 0.0319 0 0.1138 115 640: 31%|███ | 4/13 [00:01<00:01, 8.02it/s] 97/299 6.46G 0.0819 0.0319 0 0.1138 115 640: 38%|███▊ | 5/13 [00:01<00:02, 2.75it/s] 97/299 6.46G 0.08144 0.03231 0 0.1137 126 640: 38%|███▊ | 5/13 [00:01<00:02, 2.75it/s] 97/299 6.46G 0.08144 0.03231 0 0.1137 126 640: 46%|████▌ | 6/13 [00:01<00:01, 3.60it/s] 97/299 6.46G 0.08092 0.03291 0 0.1138 134 640: 46%|████▌ | 6/13 [00:01<00:01, 3.60it/s] 97/299 6.46G 0.08092 0.03291 0 0.1138 134 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.46it/s] 97/299 6.46G 0.08092 0.03245 0 0.1134 106 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.46it/s] 97/299 6.46G 0.08092 0.03245 0 0.1134 106 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.02it/s] 97/299 6.46G 0.08171 0.03193 0 0.1136 95 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.02it/s] 97/299 6.46G 0.08171 0.03193 0 0.1136 95 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.80it/s] 97/299 6.46G 0.08174 0.03191 0 0.1136 110 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.80it/s] 97/299 6.46G 0.08174 0.03191 0 0.1136 110 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.48it/s] 97/299 6.46G 0.08224 0.03269 0 0.1149 148 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.48it/s] 97/299 6.46G 0.08224 0.03269 0 0.1149 148 640: 85%|████████▍ | 11/13 [00:01<00:00, 7.06it/s] 97/299 6.46G 0.08247 0.03233 0 0.1148 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.06it/s] 97/299 6.46G 0.08247 0.03233 0 0.1148 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.03it/s] 97/299 6.46G 0.08287 0.03308 0 0.1159 142 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.03it/s] 97/299 6.46G 0.08287 0.03308 0 0.1159 142 640: 100%|██████████| 13/13 [00:03<00:00, 2.47it/s] 97/299 6.46G 0.08287 0.03308 0 0.1159 142 640: 100%|██████████| 13/13 [00:03<00:00, 4.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.587 0.506 0.457 0.137
0%| | 0/13 [00:00<?, ?it/s] 98/299 6.46G 0.0921 0.02584 0 0.1179 98 640: 0%| | 0/13 [00:00<?, ?it/s] 98/299 6.46G 0.0921 0.02584 0 0.1179 98 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 98/299 6.46G 0.08982 0.03187 0 0.1217 141 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 98/299 6.46G 0.08982 0.03187 0 0.1217 141 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 98/299 6.46G 0.08754 0.03076 0 0.1183 112 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 98/299 6.46G 0.08754 0.03076 0 0.1183 112 640: 23%|██▎ | 3/13 [00:00<00:02, 4.75it/s] 98/299 6.46G 0.08639 0.0301 0 0.1165 106 640: 23%|██▎ | 3/13 [00:00<00:02, 4.75it/s] 98/299 6.46G 0.08639 0.0301 0 0.1165 106 640: 31%|███ | 4/13 [00:00<00:01, 5.76it/s] 98/299 6.46G 0.08566 0.03048 0 0.1161 118 640: 31%|███ | 4/13 [00:00<00:01, 5.76it/s] 98/299 6.46G 0.08566 0.03048 0 0.1161 118 640: 38%|███▊ | 5/13 [00:00<00:01, 6.55it/s] 98/299 6.46G 0.0844 0.0303 0 0.1147 108 640: 38%|███▊ | 5/13 [00:00<00:01, 6.55it/s] 98/299 6.46G 0.0844 0.0303 0 0.1147 108 640: 46%|████▌ | 6/13 [00:00<00:00, 7.13it/s] 98/299 6.46G 0.08309 0.03135 0 0.1144 140 640: 46%|████▌ | 6/13 [00:01<00:00, 7.13it/s] 98/299 6.46G 0.08309 0.03135 0 0.1144 140 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.92it/s] 98/299 6.46G 0.08211 0.03096 0 0.1131 99 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.92it/s] 98/299 6.46G 0.08211 0.03096 0 0.1131 99 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.99it/s] 98/299 6.46G 0.08207 0.03082 0 0.1129 105 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.99it/s] 98/299 6.46G 0.08207 0.03082 0 0.1129 105 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.76it/s] 98/299 6.46G 0.08153 0.03064 0 0.1122 97 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.76it/s] 98/299 6.46G 0.08153 0.03064 0 0.1122 97 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.55it/s] 98/299 6.46G 0.08168 0.03129 0 0.113 142 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.55it/s] 98/299 6.46G 0.08168 0.03129 0 0.113 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.10it/s] 98/299 6.46G 0.08267 0.03057 0 0.1132 86 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.10it/s] 98/299 6.46G 0.08267 0.03057 0 0.1132 86 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.72it/s] 98/299 6.46G 0.08298 0.03061 0 0.1136 110 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.72it/s] 98/299 6.46G 0.08298 0.03061 0 0.1136 110 640: 100%|██████████| 13/13 [00:03<00:00, 3.48it/s] 98/299 6.46G 0.08298 0.03061 0 0.1136 110 640: 100%|██████████| 13/13 [00:03<00:00, 3.93it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.634 0.517 0.455 0.157
0%| | 0/13 [00:00<?, ?it/s] 99/299 6.46G 0.08069 0.02464 0 0.1053 88 640: 0%| | 0/13 [00:00<?, ?it/s] 99/299 6.46G 0.08069 0.02464 0 0.1053 88 640: 8%|▊ | 1/13 [00:00<00:01, 8.93it/s] 99/299 6.46G 0.08235 0.02744 0 0.1098 118 640: 8%|▊ | 1/13 [00:00<00:01, 8.93it/s] 99/299 6.46G 0.08235 0.02744 0 0.1098 118 640: 15%|█▌ | 2/13 [00:00<00:01, 8.12it/s] 99/299 6.46G 0.07969 0.0272 0 0.1069 93 640: 15%|█▌ | 2/13 [00:00<00:01, 8.12it/s] 99/299 6.46G 0.07969 0.0272 0 0.1069 93 640: 23%|██▎ | 3/13 [00:00<00:01, 5.62it/s] 99/299 6.46G 0.07999 0.02722 0 0.1072 110 640: 23%|██▎ | 3/13 [00:00<00:01, 5.62it/s] 99/299 6.46G 0.07999 0.02722 0 0.1072 110 640: 31%|███ | 4/13 [00:00<00:01, 6.52it/s] 99/299 6.46G 0.08109 0.02889 0 0.11 135 640: 31%|███ | 4/13 [00:01<00:01, 6.52it/s] 99/299 6.46G 0.08109 0.02889 0 0.11 135 640: 38%|███▊ | 5/13 [00:01<00:02, 2.98it/s] 99/299 6.46G 0.0813 0.02894 0 0.1102 107 640: 38%|███▊ | 5/13 [00:02<00:02, 2.98it/s] 99/299 6.46G 0.0813 0.02894 0 0.1102 107 640: 46%|████▌ | 6/13 [00:02<00:03, 1.76it/s] 99/299 6.46G 0.08154 0.02983 0 0.1114 132 640: 46%|████▌ | 6/13 [00:02<00:03, 1.76it/s] 99/299 6.46G 0.08154 0.02983 0 0.1114 132 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.38it/s] 99/299 6.46G 0.08137 0.03077 0 0.1121 135 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.38it/s] 99/299 6.46G 0.08137 0.03077 0 0.1121 135 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.11it/s] 99/299 6.46G 0.08184 0.03075 0 0.1126 119 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.11it/s] 99/299 6.46G 0.08184 0.03075 0 0.1126 119 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.90it/s] 99/299 6.46G 0.08165 0.03058 0 0.1122 108 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.90it/s] 99/299 6.46G 0.08165 0.03058 0 0.1122 108 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.51it/s] 99/299 6.46G 0.08194 0.03127 0 0.1132 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.51it/s] 99/299 6.46G 0.08194 0.03127 0 0.1132 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.32it/s] 99/299 6.46G 0.08155 0.03079 0 0.1123 84 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.32it/s] 99/299 6.46G 0.08155 0.03079 0 0.1123 84 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.06it/s] 99/299 6.46G 0.08162 0.03117 0 0.1128 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.06it/s] 99/299 6.46G 0.08162 0.03117 0 0.1128 129 640: 100%|██████████| 13/13 [00:03<00:00, 6.70it/s] 99/299 6.46G 0.08162 0.03117 0 0.1128 129 640: 100%|██████████| 13/13 [00:03<00:00, 4.19it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.658 0.598 0.54 0.165
0%| | 0/13 [00:00<?, ?it/s] 100/299 6.46G 0.08541 0.02773 0 0.1131 109 640: 0%| | 0/13 [00:01<?, ?it/s] 100/299 6.46G 0.08541 0.02773 0 0.1131 109 640: 8%|▊ | 1/13 [00:01<00:23, 1.95s/it] 100/299 6.46G 0.08309 0.02821 0 0.1113 104 640: 8%|▊ | 1/13 [00:02<00:23, 1.95s/it] 100/299 6.46G 0.08309 0.02821 0 0.1113 104 640: 15%|█▌ | 2/13 [00:02<00:09, 1.14it/s] 100/299 6.46G 0.0822 0.02905 0 0.1112 110 640: 15%|█▌ | 2/13 [00:02<00:09, 1.14it/s] 100/299 6.46G 0.0822 0.02905 0 0.1112 110 640: 23%|██▎ | 3/13 [00:02<00:05, 1.90it/s] 100/299 6.46G 0.08055 0.02869 0 0.1092 110 640: 23%|██▎ | 3/13 [00:02<00:05, 1.90it/s] 100/299 6.46G 0.08055 0.02869 0 0.1092 110 640: 31%|███ | 4/13 [00:02<00:03, 2.77it/s] 100/299 6.46G 0.08204 0.02822 0 0.1103 91 640: 31%|███ | 4/13 [00:02<00:03, 2.77it/s] 100/299 6.46G 0.08204 0.02822 0 0.1103 91 640: 38%|███▊ | 5/13 [00:02<00:02, 3.60it/s] 100/299 6.46G 0.08415 0.02872 0 0.1129 122 640: 38%|███▊ | 5/13 [00:02<00:02, 3.60it/s] 100/299 6.46G 0.08415 0.02872 0 0.1129 122 640: 46%|████▌ | 6/13 [00:02<00:01, 4.52it/s] 100/299 6.46G 0.08487 0.02891 0 0.1138 126 640: 46%|████▌ | 6/13 [00:02<00:01, 4.52it/s] 100/299 6.46G 0.08487 0.02891 0 0.1138 126 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.38it/s] 100/299 6.46G 0.08624 0.02828 0 0.1145 98 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.38it/s] 100/299 6.46G 0.08624 0.02828 0 0.1145 98 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.13it/s] 100/299 6.46G 0.08679 0.02828 0 0.1151 107 640: 62%|██████▏ | 8/13 [00:04<00:00, 6.13it/s] 100/299 6.46G 0.08679 0.02828 0 0.1151 107 640: 69%|██████▉ | 9/13 [00:04<00:02, 1.57it/s] 100/299 6.46G 0.0879 0.02861 0 0.1165 134 640: 69%|██████▉ | 9/13 [00:04<00:02, 1.57it/s] 100/299 6.46G 0.0879 0.02861 0 0.1165 134 640: 77%|███████▋ | 10/13 [00:04<00:01, 2.10it/s] 100/299 6.46G 0.0885 0.02901 0 0.1175 137 640: 77%|███████▋ | 10/13 [00:04<00:01, 2.10it/s] 100/299 6.46G 0.0885 0.02901 0 0.1175 137 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.74it/s] 100/299 6.46G 0.08856 0.02905 0 0.1176 117 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.74it/s] 100/299 6.46G 0.08856 0.02905 0 0.1176 117 640: 92%|█████████▏| 12/13 [00:04<00:00, 3.47it/s] 100/299 6.46G 0.08803 0.02923 0 0.1173 106 640: 92%|█████████▏| 12/13 [00:04<00:00, 3.47it/s] 100/299 6.46G 0.08803 0.02923 0 0.1173 106 640: 100%|██████████| 13/13 [00:04<00:00, 4.15it/s] 100/299 6.46G 0.08803 0.02923 0 0.1173 106 640: 100%|██████████| 13/13 [00:04<00:00, 2.65it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.518 0.483 0.403 0.0962
0%| | 0/13 [00:00<?, ?it/s] 101/299 6.46G 0.09739 0.02883 0 0.1262 118 640: 0%| | 0/13 [00:00<?, ?it/s] 101/299 6.46G 0.09739 0.02883 0 0.1262 118 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 101/299 6.46G 0.09729 0.0293 0 0.1266 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 101/299 6.46G 0.09729 0.0293 0 0.1266 122 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 101/299 6.46G 0.09583 0.02709 0 0.1229 86 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 101/299 6.46G 0.09583 0.02709 0 0.1229 86 640: 23%|██▎ | 3/13 [00:00<00:01, 8.74it/s] 101/299 6.46G 0.09415 0.02775 0 0.1219 121 640: 23%|██▎ | 3/13 [00:01<00:01, 8.74it/s] 101/299 6.46G 0.09415 0.02775 0 0.1219 121 640: 31%|███ | 4/13 [00:01<00:04, 1.96it/s] 101/299 6.46G 0.09409 0.03024 0 0.1243 162 640: 31%|███ | 4/13 [00:01<00:04, 1.96it/s] 101/299 6.46G 0.09409 0.03024 0 0.1243 162 640: 38%|███▊ | 5/13 [00:01<00:02, 2.72it/s] 101/299 6.46G 0.09439 0.02994 0 0.1243 113 640: 38%|███▊ | 5/13 [00:01<00:02, 2.72it/s] 101/299 6.46G 0.09439 0.02994 0 0.1243 113 640: 46%|████▌ | 6/13 [00:01<00:01, 3.56it/s] 101/299 6.46G 0.09345 0.03214 0 0.1256 155 640: 46%|████▌ | 6/13 [00:01<00:01, 3.56it/s] 101/299 6.46G 0.09345 0.03214 0 0.1256 155 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.42it/s] 101/299 6.46G 0.09245 0.03091 0 0.1234 80 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.42it/s] 101/299 6.46G 0.09245 0.03091 0 0.1234 80 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.00it/s] 101/299 6.46G 0.09199 0.0306 0 0.1226 95 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.00it/s] 101/299 6.46G 0.09199 0.0306 0 0.1226 95 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.79it/s] 101/299 6.46G 0.09211 0.03154 0 0.1236 157 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.79it/s] 101/299 6.46G 0.09211 0.03154 0 0.1236 157 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.48it/s] 101/299 6.46G 0.09191 0.03156 0 0.1235 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.48it/s] 101/299 6.46G 0.09191 0.03156 0 0.1235 129 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.06it/s] 101/299 6.46G 0.09135 0.03183 0 0.1232 134 640: 85%|████████▍ | 11/13 [00:04<00:00, 7.06it/s] 101/299 6.46G 0.09135 0.03183 0 0.1232 134 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.48it/s] 101/299 6.46G 0.09084 0.03299 0 0.1238 151 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.48it/s] 101/299 6.46G 0.09084 0.03299 0 0.1238 151 640: 100%|██████████| 13/13 [00:04<00:00, 1.98it/s] 101/299 6.46G 0.09084 0.03299 0 0.1238 151 640: 100%|██████████| 13/13 [00:04<00:00, 3.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.579 0.632 0.578 0.173
0%| | 0/13 [00:00<?, ?it/s] 102/299 6.46G 0.08464 0.03373 0 0.1184 113 640: 0%| | 0/13 [00:00<?, ?it/s] 102/299 6.46G 0.08464 0.03373 0 0.1184 113 640: 8%|▊ | 1/13 [00:00<00:01, 8.91it/s] 102/299 6.46G 0.08621 0.03245 0 0.1187 126 640: 8%|▊ | 1/13 [00:00<00:01, 8.91it/s] 102/299 6.46G 0.08621 0.03245 0 0.1187 126 640: 15%|█▌ | 2/13 [00:00<00:01, 9.07it/s] 102/299 6.46G 0.08616 0.03098 0 0.1171 105 640: 15%|█▌ | 2/13 [00:00<00:01, 9.07it/s] 102/299 6.46G 0.08616 0.03098 0 0.1171 105 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 102/299 6.46G 0.08307 0.03023 0 0.1133 100 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 102/299 6.46G 0.08307 0.03023 0 0.1133 100 640: 31%|███ | 4/13 [00:00<00:01, 8.62it/s] 102/299 6.46G 0.08237 0.03034 0 0.1127 110 640: 31%|███ | 4/13 [00:00<00:01, 8.62it/s] 102/299 6.46G 0.08237 0.03034 0 0.1127 110 640: 38%|███▊ | 5/13 [00:00<00:00, 8.83it/s] 102/299 6.46G 0.08018 0.02944 0 0.1096 84 640: 38%|███▊ | 5/13 [00:00<00:00, 8.83it/s] 102/299 6.46G 0.08018 0.02944 0 0.1096 84 640: 46%|████▌ | 6/13 [00:00<00:00, 8.85it/s] 102/299 6.46G 0.07913 0.03091 0 0.11 145 640: 46%|████▌ | 6/13 [00:02<00:00, 8.85it/s] 102/299 6.46G 0.07913 0.03091 0 0.11 145 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.60it/s] 102/299 6.46G 0.07985 0.03203 0 0.1119 149 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.60it/s] 102/299 6.46G 0.07985 0.03203 0 0.1119 149 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.16it/s] 102/299 6.46G 0.08096 0.03211 0 0.1131 122 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.16it/s] 102/299 6.46G 0.08096 0.03211 0 0.1131 122 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.82it/s] 102/299 6.46G 0.08047 0.03314 0 0.1136 142 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.82it/s] 102/299 6.46G 0.08047 0.03314 0 0.1136 142 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.57it/s] 102/299 6.46G 0.08019 0.03297 0 0.1132 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.57it/s] 102/299 6.46G 0.08019 0.03297 0 0.1132 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.19it/s] 102/299 6.46G 0.07991 0.0329 0 0.1128 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.19it/s] 102/299 6.46G 0.07991 0.0329 0 0.1128 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.99it/s] 102/299 6.46G 0.07954 0.03338 0 0.1129 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.99it/s] 102/299 6.46G 0.07954 0.03338 0 0.1129 127 640: 100%|██████████| 13/13 [00:03<00:00, 5.85it/s] 102/299 6.46G 0.07954 0.03338 0 0.1129 127 640: 100%|██████████| 13/13 [00:03<00:00, 4.24it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.586 0.586 0.525 0.174
0%| | 0/13 [00:00<?, ?it/s] 103/299 6.46G 0.07796 0.03606 0 0.114 132 640: 0%| | 0/13 [00:00<?, ?it/s] 103/299 6.46G 0.07796 0.03606 0 0.114 132 640: 8%|▊ | 1/13 [00:00<00:01, 8.46it/s] 103/299 6.46G 0.0785 0.03583 0 0.1143 134 640: 8%|▊ | 1/13 [00:01<00:01, 8.46it/s] 103/299 6.46G 0.0785 0.03583 0 0.1143 134 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 103/299 6.46G 0.07621 0.03356 0 0.1098 105 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 103/299 6.46G 0.07621 0.03356 0 0.1098 105 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 103/299 6.46G 0.0765 0.03358 0 0.1101 121 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 103/299 6.46G 0.0765 0.03358 0 0.1101 121 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 103/299 6.46G 0.07795 0.03408 0 0.112 140 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 103/299 6.46G 0.07795 0.03408 0 0.112 140 640: 38%|███▊ | 5/13 [00:01<00:01, 4.52it/s] 103/299 6.46G 0.07803 0.03257 0 0.1106 96 640: 38%|███▊ | 5/13 [00:01<00:01, 4.52it/s] 103/299 6.46G 0.07803 0.03257 0 0.1106 96 640: 46%|████▌ | 6/13 [00:01<00:01, 5.10it/s] 103/299 6.46G 0.0788 0.03191 0 0.1107 108 640: 46%|████▌ | 6/13 [00:01<00:01, 5.10it/s] 103/299 6.46G 0.0788 0.03191 0 0.1107 108 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.90it/s] 103/299 6.46G 0.08046 0.03236 0 0.1128 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.90it/s] 103/299 6.46G 0.08046 0.03236 0 0.1128 135 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.58it/s] 103/299 6.46G 0.08129 0.03167 0 0.113 102 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.58it/s] 103/299 6.46G 0.08129 0.03167 0 0.113 102 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.14it/s] 103/299 6.46G 0.08215 0.03156 0 0.1137 125 640: 69%|██████▉ | 9/13 [00:03<00:00, 7.14it/s] 103/299 6.46G 0.08215 0.03156 0 0.1137 125 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.93it/s] 103/299 6.46G 0.08356 0.03241 0 0.116 173 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.93it/s] 103/299 6.46G 0.08356 0.03241 0 0.116 173 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.54it/s] 103/299 6.46G 0.08472 0.03311 0 0.1178 165 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.54it/s] 103/299 6.46G 0.08472 0.03311 0 0.1178 165 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.25it/s] 103/299 6.46G 0.08542 0.03348 0 0.1189 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.25it/s] 103/299 6.46G 0.08542 0.03348 0 0.1189 129 640: 100%|██████████| 13/13 [00:03<00:00, 4.06it/s] 103/299 6.46G 0.08542 0.03348 0 0.1189 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 7.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.67 0.586 0.555 0.161
0%| | 0/13 [00:00<?, ?it/s] 104/299 6.46G 0.09946 0.02398 0 0.1234 105 640: 0%| | 0/13 [00:00<?, ?it/s] 104/299 6.46G 0.09946 0.02398 0 0.1234 105 640: 8%|▊ | 1/13 [00:00<00:01, 7.18it/s] 104/299 6.46G 0.09665 0.03109 0 0.1277 157 640: 8%|▊ | 1/13 [00:00<00:01, 7.18it/s] 104/299 6.46G 0.09665 0.03109 0 0.1277 157 640: 15%|█▌ | 2/13 [00:00<00:01, 8.14it/s] 104/299 6.46G 0.09617 0.02931 0 0.1255 104 640: 15%|█▌ | 2/13 [00:00<00:01, 8.14it/s] 104/299 6.46G 0.09617 0.02931 0 0.1255 104 640: 23%|██▎ | 3/13 [00:00<00:01, 8.45it/s] 104/299 6.46G 0.096 0.03078 0 0.1268 148 640: 23%|██▎ | 3/13 [00:00<00:01, 8.45it/s] 104/299 6.46G 0.096 0.03078 0 0.1268 148 640: 31%|███ | 4/13 [00:00<00:01, 8.65it/s] 104/299 6.46G 0.09739 0.03238 0 0.1298 150 640: 31%|███ | 4/13 [00:01<00:01, 8.65it/s] 104/299 6.46G 0.09739 0.03238 0 0.1298 150 640: 38%|███▊ | 5/13 [00:01<00:03, 2.13it/s] 104/299 6.46G 0.09814 0.03276 0 0.1309 146 640: 38%|███▊ | 5/13 [00:01<00:03, 2.13it/s] 104/299 6.46G 0.09814 0.03276 0 0.1309 146 640: 46%|████▌ | 6/13 [00:01<00:02, 2.86it/s] 104/299 6.46G 0.09587 0.03269 0 0.1286 123 640: 46%|████▌ | 6/13 [00:01<00:02, 2.86it/s] 104/299 6.46G 0.09587 0.03269 0 0.1286 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.66it/s] 104/299 6.46G 0.09643 0.03195 0 0.1284 109 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.66it/s] 104/299 6.46G 0.09643 0.03195 0 0.1284 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.47it/s] 104/299 6.46G 0.09641 0.03116 0 0.1276 99 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.47it/s] 104/299 6.46G 0.09641 0.03116 0 0.1276 99 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.89it/s] 104/299 6.46G 0.09498 0.03152 0 0.1265 132 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.89it/s] 104/299 6.46G 0.09498 0.03152 0 0.1265 132 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 104/299 6.46G 0.09457 0.03206 0 0.1266 136 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 104/299 6.46G 0.09457 0.03206 0 0.1266 136 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.44it/s] 104/299 6.46G 0.09415 0.03159 0 0.1257 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.44it/s] 104/299 6.46G 0.09415 0.03159 0 0.1257 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.22it/s] 104/299 6.46G 0.09306 0.03213 0 0.1252 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.22it/s] 104/299 6.46G 0.09306 0.03213 0 0.1252 124 640: 100%|██████████| 13/13 [00:03<00:00, 3.23it/s] 104/299 6.46G 0.09306 0.03213 0 0.1252 124 640: 100%|██████████| 13/13 [00:03<00:00, 3.76it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.719 0.529 0.541 0.158
0%| | 0/13 [00:00<?, ?it/s] 105/299 6.46G 0.08581 0.02387 0 0.1097 90 640: 0%| | 0/13 [00:00<?, ?it/s] 105/299 6.46G 0.08581 0.02387 0 0.1097 90 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 105/299 6.46G 0.08656 0.0333 0 0.1199 165 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 105/299 6.46G 0.08656 0.0333 0 0.1199 165 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 105/299 6.46G 0.07985 0.02824 0 0.1081 57 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 105/299 6.46G 0.07985 0.02824 0 0.1081 57 640: 23%|██▎ | 3/13 [00:00<00:01, 8.62it/s] 105/299 6.46G 0.07728 0.02984 0 0.1071 120 640: 23%|██▎ | 3/13 [00:01<00:01, 8.62it/s] 105/299 6.46G 0.07728 0.02984 0 0.1071 120 640: 31%|███ | 4/13 [00:01<00:06, 1.42it/s] 105/299 6.46G 0.07887 0.03012 0 0.109 114 640: 31%|███ | 4/13 [00:02<00:06, 1.42it/s] 105/299 6.46G 0.07887 0.03012 0 0.109 114 640: 38%|███▊ | 5/13 [00:02<00:03, 2.04it/s] 105/299 6.46G 0.08127 0.03015 0 0.1114 123 640: 38%|███▊ | 5/13 [00:02<00:03, 2.04it/s] 105/299 6.46G 0.08127 0.03015 0 0.1114 123 640: 46%|████▌ | 6/13 [00:02<00:02, 2.76it/s] 105/299 6.46G 0.08079 0.02997 0 0.1108 104 640: 46%|████▌ | 6/13 [00:02<00:02, 2.76it/s] 105/299 6.46G 0.08079 0.02997 0 0.1108 104 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.56it/s] 105/299 6.46G 0.08096 0.02984 0 0.1108 110 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.56it/s] 105/299 6.46G 0.08096 0.02984 0 0.1108 110 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.21it/s] 105/299 6.46G 0.08103 0.0304 0 0.1114 126 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.21it/s] 105/299 6.46G 0.08103 0.0304 0 0.1114 126 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.03it/s] 105/299 6.46G 0.08129 0.03007 0 0.1114 99 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.03it/s] 105/299 6.46G 0.08129 0.03007 0 0.1114 99 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.79it/s] 105/299 6.46G 0.08159 0.03043 0 0.112 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.79it/s] 105/299 6.46G 0.08159 0.03043 0 0.112 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.44it/s] 105/299 6.46G 0.08166 0.03092 0 0.1126 144 640: 85%|████████▍ | 11/13 [00:04<00:00, 6.44it/s] 105/299 6.46G 0.08166 0.03092 0 0.1126 144 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.93it/s] 105/299 6.46G 0.08174 0.03141 0 0.1131 123 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.93it/s] 105/299 6.46G 0.08174 0.03141 0 0.1131 123 640: 100%|██████████| 13/13 [00:04<00:00, 2.55it/s] 105/299 6.46G 0.08174 0.03141 0 0.1131 123 640: 100%|██████████| 13/13 [00:04<00:00, 3.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.696 0.632 0.62 0.192
0%| | 0/13 [00:00<?, ?it/s] 106/299 6.46G 0.08069 0.02999 0 0.1107 104 640: 0%| | 0/13 [00:00<?, ?it/s] 106/299 6.46G 0.08069 0.02999 0 0.1107 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.94it/s] 106/299 6.46G 0.08105 0.02884 0 0.1099 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.94it/s] 106/299 6.46G 0.08105 0.02884 0 0.1099 104 640: 15%|█▌ | 2/13 [00:00<00:04, 2.49it/s] 106/299 6.46G 0.08233 0.02834 0 0.1107 104 640: 15%|█▌ | 2/13 [00:00<00:04, 2.49it/s] 106/299 6.46G 0.08233 0.02834 0 0.1107 104 640: 23%|██▎ | 3/13 [00:00<00:02, 3.57it/s] 106/299 6.46G 0.08055 0.02972 0 0.1103 135 640: 23%|██▎ | 3/13 [00:00<00:02, 3.57it/s] 106/299 6.46G 0.08055 0.02972 0 0.1103 135 640: 31%|███ | 4/13 [00:00<00:01, 4.69it/s] 106/299 6.46G 0.08099 0.03047 0 0.1115 136 640: 31%|███ | 4/13 [00:01<00:01, 4.69it/s] 106/299 6.46G 0.08099 0.03047 0 0.1115 136 640: 38%|███▊ | 5/13 [00:01<00:01, 5.67it/s] 106/299 6.46G 0.08077 0.03172 0 0.1125 140 640: 38%|███▊ | 5/13 [00:01<00:01, 5.67it/s] 106/299 6.46G 0.08077 0.03172 0 0.1125 140 640: 46%|████▌ | 6/13 [00:01<00:01, 6.49it/s] 106/299 6.46G 0.0798 0.03306 0 0.1129 151 640: 46%|████▌ | 6/13 [00:01<00:01, 6.49it/s] 106/299 6.46G 0.0798 0.03306 0 0.1129 151 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.33it/s] 106/299 6.46G 0.08016 0.03258 0 0.1127 114 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.33it/s] 106/299 6.46G 0.08016 0.03258 0 0.1127 114 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.18it/s] 106/299 6.46G 0.08081 0.03243 0 0.1132 118 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.18it/s] 106/299 6.46G 0.08081 0.03243 0 0.1132 118 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.94it/s] 106/299 6.46G 0.0812 0.03298 0 0.1142 137 640: 69%|██████▉ | 9/13 [00:03<00:00, 5.94it/s] 106/299 6.46G 0.0812 0.03298 0 0.1142 137 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.02it/s] 106/299 6.46G 0.08146 0.03302 0 0.1145 125 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.02it/s] 106/299 6.46G 0.08146 0.03302 0 0.1145 125 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.59it/s] 106/299 6.46G 0.08096 0.03325 0 0.1142 127 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.59it/s] 106/299 6.46G 0.08096 0.03325 0 0.1142 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.29it/s] 106/299 6.46G 0.0813 0.0344 0 0.1157 168 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.29it/s] 106/299 6.46G 0.0813 0.0344 0 0.1157 168 640: 100%|██████████| 13/13 [00:03<00:00, 4.12it/s] 106/299 6.46G 0.0813 0.0344 0 0.1157 168 640: 100%|██████████| 13/13 [00:03<00:00, 3.84it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.741 0.494 0.536 0.187
0%| | 0/13 [00:00<?, ?it/s] 107/299 6.46G 0.08223 0.03226 0 0.1145 117 640: 0%| | 0/13 [00:00<?, ?it/s] 107/299 6.46G 0.08223 0.03226 0 0.1145 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.37it/s] 107/299 6.46G 0.0817 0.02792 0 0.1096 97 640: 8%|▊ | 1/13 [00:00<00:01, 8.37it/s] 107/299 6.46G 0.0817 0.02792 0 0.1096 97 640: 15%|█▌ | 2/13 [00:00<00:01, 7.39it/s] 107/299 6.46G 0.07755 0.02806 0 0.1056 105 640: 15%|█▌ | 2/13 [00:00<00:01, 7.39it/s] 107/299 6.46G 0.07755 0.02806 0 0.1056 105 640: 23%|██▎ | 3/13 [00:00<00:01, 7.89it/s] 107/299 6.46G 0.07571 0.03188 0 0.1076 157 640: 23%|██▎ | 3/13 [00:00<00:01, 7.89it/s] 107/299 6.46G 0.07571 0.03188 0 0.1076 157 640: 31%|███ | 4/13 [00:00<00:01, 8.14it/s] 107/299 6.46G 0.07738 0.03184 0 0.1092 121 640: 31%|███ | 4/13 [00:01<00:01, 8.14it/s] 107/299 6.46G 0.07738 0.03184 0 0.1092 121 640: 38%|███▊ | 5/13 [00:01<00:03, 2.00it/s] 107/299 6.46G 0.077 0.03263 0 0.1096 129 640: 38%|███▊ | 5/13 [00:01<00:03, 2.00it/s] 107/299 6.46G 0.077 0.03263 0 0.1096 129 640: 46%|████▌ | 6/13 [00:01<00:02, 2.63it/s] 107/299 6.46G 0.07772 0.03359 0 0.1113 150 640: 46%|████▌ | 6/13 [00:01<00:02, 2.63it/s] 107/299 6.46G 0.07772 0.03359 0 0.1113 150 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.41it/s] 107/299 6.46G 0.07828 0.03309 0 0.1114 103 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.41it/s] 107/299 6.46G 0.07828 0.03309 0 0.1114 103 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.27it/s] 107/299 6.46G 0.08006 0.03315 0 0.1132 142 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.27it/s] 107/299 6.46G 0.08006 0.03315 0 0.1132 142 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.05it/s] 107/299 6.46G 0.08065 0.0337 0 0.1143 160 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.05it/s] 107/299 6.46G 0.08065 0.0337 0 0.1143 160 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.63it/s] 107/299 6.46G 0.08157 0.03446 0 0.116 158 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.63it/s] 107/299 6.46G 0.08157 0.03446 0 0.116 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.39it/s] 107/299 6.46G 0.08218 0.03434 0 0.1165 130 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.39it/s] 107/299 6.46G 0.08218 0.03434 0 0.1165 130 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.09it/s] 107/299 6.46G 0.0828 0.03419 0 0.117 116 640: 92%|█████████▏| 12/13 [00:04<00:00, 6.09it/s] 107/299 6.46G 0.0828 0.03419 0 0.117 116 640: 100%|██████████| 13/13 [00:04<00:00, 1.53it/s] 107/299 6.46G 0.0828 0.03419 0 0.117 116 640: 100%|██████████| 13/13 [00:04<00:00, 2.86it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.758 0.54 0.557 0.155
0%| | 0/13 [00:00<?, ?it/s] 108/299 6.46G 0.09731 0.0252 0 0.1225 106 640: 0%| | 0/13 [00:00<?, ?it/s] 108/299 6.46G 0.09731 0.0252 0 0.1225 106 640: 8%|▊ | 1/13 [00:00<00:01, 6.52it/s] 108/299 6.46G 0.09322 0.02692 0 0.1201 111 640: 8%|▊ | 1/13 [00:00<00:01, 6.52it/s] 108/299 6.46G 0.09322 0.02692 0 0.1201 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.65it/s] 108/299 6.46G 0.08874 0.02774 0 0.1165 121 640: 15%|█▌ | 2/13 [00:00<00:01, 7.65it/s] 108/299 6.46G 0.08874 0.02774 0 0.1165 121 640: 23%|██▎ | 3/13 [00:00<00:01, 8.09it/s] 108/299 6.46G 0.08577 0.02812 0 0.1139 111 640: 23%|██▎ | 3/13 [00:00<00:01, 8.09it/s] 108/299 6.46G 0.08577 0.02812 0 0.1139 111 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 108/299 6.46G 0.0873 0.03063 0 0.1179 170 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 108/299 6.46G 0.0873 0.03063 0 0.1179 170 640: 38%|███▊ | 5/13 [00:00<00:01, 7.77it/s] 108/299 6.46G 0.08963 0.03209 0 0.1217 161 640: 38%|███▊ | 5/13 [00:00<00:01, 7.77it/s] 108/299 6.46G 0.08963 0.03209 0 0.1217 161 640: 46%|████▌ | 6/13 [00:00<00:00, 8.03it/s] 108/299 6.46G 0.08944 0.03255 0 0.122 136 640: 46%|████▌ | 6/13 [00:00<00:00, 8.03it/s] 108/299 6.46G 0.08944 0.03255 0 0.122 136 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.20it/s] 108/299 6.46G 0.09072 0.03286 0 0.1236 139 640: 54%|█████▍ | 7/13 [00:01<00:00, 8.20it/s] 108/299 6.46G 0.09072 0.03286 0 0.1236 139 640: 62%|██████▏ | 8/13 [00:01<00:02, 2.34it/s] 108/299 6.46G 0.0912 0.03261 0 0.1238 115 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.34it/s] 108/299 6.46G 0.0912 0.03261 0 0.1238 115 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.94it/s] 108/299 6.46G 0.09016 0.03286 0 0.123 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.94it/s] 108/299 6.46G 0.09016 0.03286 0 0.123 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.71it/s] 108/299 6.46G 0.08908 0.03308 0 0.1222 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.71it/s] 108/299 6.46G 0.08908 0.03308 0 0.1222 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.51it/s] 108/299 6.46G 0.08838 0.03306 0 0.1214 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.51it/s] 108/299 6.46G 0.08838 0.03306 0 0.1214 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.29it/s] 108/299 6.46G 0.0873 0.03358 0 0.1209 129 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.29it/s] 108/299 6.46G 0.0873 0.03358 0 0.1209 129 640: 100%|██████████| 13/13 [00:02<00:00, 5.81it/s] 108/299 6.46G 0.0873 0.03358 0 0.1209 129 640: 100%|██████████| 13/13 [00:02<00:00, 5.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.567 0.621 0.532 0.18
0%| | 0/13 [00:00<?, ?it/s] 109/299 6.46G 0.07847 0.02247 0 0.1009 77 640: 0%| | 0/13 [00:00<?, ?it/s] 109/299 6.46G 0.07847 0.02247 0 0.1009 77 640: 8%|▊ | 1/13 [00:00<00:01, 8.80it/s] 109/299 6.46G 0.07908 0.027 0 0.1061 126 640: 8%|▊ | 1/13 [00:00<00:01, 8.80it/s] 109/299 6.46G 0.07908 0.027 0 0.1061 126 640: 15%|█▌ | 2/13 [00:00<00:01, 8.91it/s] 109/299 6.46G 0.07601 0.02753 0 0.1035 101 640: 15%|█▌ | 2/13 [00:01<00:01, 8.91it/s] 109/299 6.46G 0.07601 0.02753 0 0.1035 101 640: 23%|██▎ | 3/13 [00:01<00:05, 1.75it/s] 109/299 6.46G 0.07527 0.0302 0 0.1055 142 640: 23%|██▎ | 3/13 [00:01<00:05, 1.75it/s] 109/299 6.46G 0.07527 0.0302 0 0.1055 142 640: 31%|███ | 4/13 [00:01<00:03, 2.48it/s] 109/299 6.46G 0.07829 0.03058 0 0.1089 127 640: 31%|███ | 4/13 [00:01<00:03, 2.48it/s] 109/299 6.46G 0.07829 0.03058 0 0.1089 127 640: 38%|███▊ | 5/13 [00:01<00:02, 3.34it/s] 109/299 6.46G 0.07949 0.03077 0 0.1103 117 640: 38%|███▊ | 5/13 [00:01<00:02, 3.34it/s] 109/299 6.46G 0.07949 0.03077 0 0.1103 117 640: 46%|████▌ | 6/13 [00:01<00:01, 4.22it/s] 109/299 6.46G 0.07965 0.03168 0 0.1113 140 640: 46%|████▌ | 6/13 [00:01<00:01, 4.22it/s] 109/299 6.46G 0.07965 0.03168 0 0.1113 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.07it/s] 109/299 6.46G 0.08031 0.03277 0 0.1131 149 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.07it/s] 109/299 6.46G 0.08031 0.03277 0 0.1131 149 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.53it/s] 109/299 6.46G 0.08083 0.03278 0 0.1136 121 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.53it/s] 109/299 6.46G 0.08083 0.03278 0 0.1136 121 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.20it/s] 109/299 6.46G 0.08195 0.03196 0 0.1139 102 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.20it/s] 109/299 6.46G 0.08195 0.03196 0 0.1139 102 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.79it/s] 109/299 6.46G 0.08243 0.03249 0 0.1149 137 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.79it/s] 109/299 6.46G 0.08243 0.03249 0 0.1149 137 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.02it/s] 109/299 6.46G 0.08148 0.0324 0 0.1139 105 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.02it/s] 109/299 6.46G 0.08148 0.0324 0 0.1139 105 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.57it/s] 109/299 6.46G 0.08185 0.03282 0 0.1147 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.57it/s] 109/299 6.46G 0.08185 0.03282 0 0.1147 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.31it/s] 109/299 6.46G 0.08185 0.03282 0 0.1147 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.47it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.676 0.552 0.52 0.172
0%| | 0/13 [00:00<?, ?it/s] 110/299 6.46G 0.0828 0.02838 0 0.1112 108 640: 0%| | 0/13 [00:00<?, ?it/s] 110/299 6.46G 0.0828 0.02838 0 0.1112 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 110/299 6.46G 0.08497 0.02744 0 0.1124 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 110/299 6.46G 0.08497 0.02744 0 0.1124 112 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 110/299 6.46G 0.08213 0.0262 0 0.1083 85 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 110/299 6.46G 0.08213 0.0262 0 0.1083 85 640: 23%|██▎ | 3/13 [00:00<00:01, 7.75it/s] 110/299 6.46G 0.07798 0.02786 0 0.1058 117 640: 23%|██▎ | 3/13 [00:00<00:01, 7.75it/s] 110/299 6.46G 0.07798 0.02786 0 0.1058 117 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 110/299 6.46G 0.07973 0.02762 0 0.1073 100 640: 31%|███ | 4/13 [00:00<00:01, 8.12it/s] 110/299 6.46G 0.07973 0.02762 0 0.1073 100 640: 38%|███▊ | 5/13 [00:00<00:00, 8.34it/s] 110/299 6.46G 0.07908 0.02847 0 0.1076 112 640: 38%|███▊ | 5/13 [00:01<00:00, 8.34it/s] 110/299 6.46G 0.07908 0.02847 0 0.1076 112 640: 46%|████▌ | 6/13 [00:01<00:02, 2.52it/s] 110/299 6.46G 0.07813 0.03001 0 0.1081 143 640: 46%|████▌ | 6/13 [00:01<00:02, 2.52it/s] 110/299 6.46G 0.07813 0.03001 0 0.1081 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.17it/s] 110/299 6.46G 0.07711 0.02988 0 0.107 98 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.17it/s] 110/299 6.46G 0.07711 0.02988 0 0.107 98 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.97it/s] 110/299 6.46G 0.07753 0.03075 0 0.1083 149 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.97it/s] 110/299 6.46G 0.07753 0.03075 0 0.1083 149 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.78it/s] 110/299 6.46G 0.07754 0.02998 0 0.1075 82 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.78it/s] 110/299 6.46G 0.07754 0.02998 0 0.1075 82 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.53it/s] 110/299 6.46G 0.07678 0.03028 0 0.1071 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.53it/s] 110/299 6.46G 0.07678 0.03028 0 0.1071 118 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 110/299 6.46G 0.0773 0.03058 0 0.1079 129 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 110/299 6.46G 0.0773 0.03058 0 0.1079 129 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.53it/s] 110/299 6.46G 0.07768 0.03135 0 0.109 142 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.53it/s] 110/299 6.46G 0.07768 0.03135 0 0.109 142 640: 100%|██████████| 13/13 [00:02<00:00, 7.20it/s] 110/299 6.46G 0.07768 0.03135 0 0.109 142 640: 100%|██████████| 13/13 [00:02<00:00, 5.41it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.718 0.529 0.576 0.178
0%| | 0/13 [00:00<?, ?it/s] 111/299 6.46G 0.08401 0.02635 0 0.1104 106 640: 0%| | 0/13 [00:00<?, ?it/s] 111/299 6.46G 0.08401 0.02635 0 0.1104 106 640: 8%|▊ | 1/13 [00:00<00:10, 1.11it/s] 111/299 6.46G 0.08168 0.02819 0 0.1099 115 640: 8%|▊ | 1/13 [00:01<00:10, 1.11it/s] 111/299 6.46G 0.08168 0.02819 0 0.1099 115 640: 15%|█▌ | 2/13 [00:01<00:05, 2.19it/s] 111/299 6.46G 0.07834 0.03071 0 0.1091 126 640: 15%|█▌ | 2/13 [00:01<00:05, 2.19it/s] 111/299 6.46G 0.07834 0.03071 0 0.1091 126 640: 23%|██▎ | 3/13 [00:01<00:03, 3.07it/s] 111/299 6.46G 0.07787 0.03017 0 0.108 104 640: 23%|██▎ | 3/13 [00:01<00:03, 3.07it/s] 111/299 6.46G 0.07787 0.03017 0 0.108 104 640: 31%|███ | 4/13 [00:01<00:02, 4.14it/s] 111/299 6.46G 0.07906 0.03049 0 0.1096 117 640: 31%|███ | 4/13 [00:01<00:02, 4.14it/s] 111/299 6.46G 0.07906 0.03049 0 0.1096 117 640: 38%|███▊ | 5/13 [00:01<00:01, 5.12it/s] 111/299 6.46G 0.07785 0.02979 0 0.1076 85 640: 38%|███▊ | 5/13 [00:01<00:01, 5.12it/s] 111/299 6.46G 0.07785 0.02979 0 0.1076 85 640: 46%|████▌ | 6/13 [00:01<00:01, 5.67it/s] 111/299 6.46G 0.0776 0.02981 0 0.1074 109 640: 46%|████▌ | 6/13 [00:01<00:01, 5.67it/s] 111/299 6.46G 0.0776 0.02981 0 0.1074 109 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.45it/s] 111/299 6.46G 0.07848 0.03011 0 0.1086 125 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.45it/s] 111/299 6.46G 0.07848 0.03011 0 0.1086 125 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.09it/s] 111/299 6.46G 0.08034 0.02966 0 0.11 106 640: 62%|██████▏ | 8/13 [00:03<00:00, 7.09it/s] 111/299 6.46G 0.08034 0.02966 0 0.11 106 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.66it/s] 111/299 6.46G 0.08096 0.02989 0 0.1109 130 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.66it/s] 111/299 6.46G 0.08096 0.02989 0 0.1109 130 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.16it/s] 111/299 6.46G 0.08107 0.03022 0 0.1113 128 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.16it/s] 111/299 6.46G 0.08107 0.03022 0 0.1113 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.81it/s] 111/299 6.46G 0.08178 0.03015 0 0.1119 118 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.81it/s] 111/299 6.46G 0.08178 0.03015 0 0.1119 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.53it/s] 111/299 6.46G 0.08203 0.03073 0 0.1128 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.53it/s] 111/299 6.46G 0.08203 0.03073 0 0.1128 135 640: 100%|██████████| 13/13 [00:03<00:00, 4.35it/s] 111/299 6.46G 0.08203 0.03073 0 0.1128 135 640: 100%|██████████| 13/13 [00:03<00:00, 3.33it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.526 0.46 0.435 0.144
0%| | 0/13 [00:00<?, ?it/s] 112/299 6.46G 0.08051 0.03112 0 0.1116 112 640: 0%| | 0/13 [00:00<?, ?it/s] 112/299 6.46G 0.08051 0.03112 0 0.1116 112 640: 8%|▊ | 1/13 [00:00<00:01, 6.69it/s] 112/299 6.46G 0.08457 0.03257 0 0.1171 140 640: 8%|▊ | 1/13 [00:00<00:01, 6.69it/s] 112/299 6.46G 0.08457 0.03257 0 0.1171 140 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 112/299 6.46G 0.08145 0.03034 0 0.1118 93 640: 15%|█▌ | 2/13 [00:00<00:01, 7.78it/s] 112/299 6.46G 0.08145 0.03034 0 0.1118 93 640: 23%|██▎ | 3/13 [00:00<00:01, 6.11it/s] 112/299 6.46G 0.08016 0.03176 0 0.1119 136 640: 23%|██▎ | 3/13 [00:01<00:01, 6.11it/s] 112/299 6.46G 0.08016 0.03176 0 0.1119 136 640: 31%|███ | 4/13 [00:01<00:04, 2.16it/s] 112/299 6.46G 0.08294 0.0324 0 0.1153 142 640: 31%|███ | 4/13 [00:01<00:04, 2.16it/s] 112/299 6.46G 0.08294 0.0324 0 0.1153 142 640: 38%|███▊ | 5/13 [00:01<00:02, 2.86it/s] 112/299 6.46G 0.08313 0.03324 0 0.1164 140 640: 38%|███▊ | 5/13 [00:01<00:02, 2.86it/s] 112/299 6.46G 0.08313 0.03324 0 0.1164 140 640: 46%|████▌ | 6/13 [00:01<00:01, 3.71it/s] 112/299 6.46G 0.08262 0.03445 0 0.1171 156 640: 46%|████▌ | 6/13 [00:01<00:01, 3.71it/s] 112/299 6.46G 0.08262 0.03445 0 0.1171 156 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.57it/s] 112/299 6.46G 0.08359 0.03397 0 0.1176 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.57it/s] 112/299 6.46G 0.08359 0.03397 0 0.1176 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.39it/s] 112/299 6.46G 0.08434 0.03458 0 0.1189 151 640: 62%|██████▏ | 8/13 [00:03<00:00, 5.39it/s] 112/299 6.46G 0.08434 0.03458 0 0.1189 151 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.85it/s] 112/299 6.46G 0.08531 0.03415 0 0.1195 118 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.85it/s] 112/299 6.46G 0.08531 0.03415 0 0.1195 118 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.45it/s] 112/299 6.46G 0.08602 0.0337 0 0.1197 121 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.45it/s] 112/299 6.46G 0.08602 0.0337 0 0.1197 121 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.38it/s] 112/299 6.46G 0.08629 0.03362 0 0.1199 125 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.38it/s] 112/299 6.46G 0.08629 0.03362 0 0.1199 125 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.06it/s] 112/299 6.46G 0.08538 0.03327 0 0.1186 89 640: 92%|█████████▏| 12/13 [00:04<00:00, 3.06it/s] 112/299 6.46G 0.08538 0.03327 0 0.1186 89 640: 100%|██████████| 13/13 [00:04<00:00, 3.72it/s] 112/299 6.46G 0.08538 0.03327 0 0.1186 89 640: 100%|██████████| 13/13 [00:04<00:00, 3.24it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.676 0.529 0.524 0.189
0%| | 0/13 [00:00<?, ?it/s] 113/299 6.46G 0.08785 0.02804 0 0.1159 110 640: 0%| | 0/13 [00:00<?, ?it/s] 113/299 6.46G 0.08785 0.02804 0 0.1159 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 113/299 6.46G 0.08765 0.03621 0 0.1239 163 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 113/299 6.46G 0.08765 0.03621 0 0.1239 163 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 113/299 6.46G 0.08463 0.03567 0 0.1203 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 113/299 6.46G 0.08463 0.03567 0 0.1203 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.71it/s] 113/299 6.46G 0.08132 0.03488 0 0.1162 114 640: 23%|██▎ | 3/13 [00:01<00:01, 8.71it/s] 113/299 6.46G 0.08132 0.03488 0 0.1162 114 640: 31%|███ | 4/13 [00:01<00:05, 1.65it/s] 113/299 6.46G 0.08356 0.03403 0 0.1176 121 640: 31%|███ | 4/13 [00:01<00:05, 1.65it/s] 113/299 6.46G 0.08356 0.03403 0 0.1176 121 640: 38%|███▊ | 5/13 [00:01<00:03, 2.34it/s] 113/299 6.46G 0.08405 0.03504 0 0.1191 160 640: 38%|███▊ | 5/13 [00:02<00:03, 2.34it/s] 113/299 6.46G 0.08405 0.03504 0 0.1191 160 640: 46%|████▌ | 6/13 [00:02<00:02, 2.52it/s] 113/299 6.46G 0.08353 0.03555 0 0.1191 141 640: 46%|████▌ | 6/13 [00:02<00:02, 2.52it/s] 113/299 6.46G 0.08353 0.03555 0 0.1191 141 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.28it/s] 113/299 6.46G 0.0842 0.03538 0 0.1196 134 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.28it/s] 113/299 6.46G 0.0842 0.03538 0 0.1196 134 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.94it/s] 113/299 6.46G 0.08416 0.03472 0 0.1189 115 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.94it/s] 113/299 6.46G 0.08416 0.03472 0 0.1189 115 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.75it/s] 113/299 6.46G 0.08414 0.03458 0 0.1187 128 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.75it/s] 113/299 6.46G 0.08414 0.03458 0 0.1187 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.55it/s] 113/299 6.46G 0.08369 0.03455 0 0.1182 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.55it/s] 113/299 6.46G 0.08369 0.03455 0 0.1182 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.26it/s] 113/299 6.46G 0.08312 0.03392 0 0.117 101 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.26it/s] 113/299 6.46G 0.08312 0.03392 0 0.117 101 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.27it/s] 113/299 6.46G 0.08345 0.03437 0 0.1178 139 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.27it/s] 113/299 6.46G 0.08345 0.03437 0 0.1178 139 640: 100%|██████████| 13/13 [00:03<00:00, 2.96it/s] 113/299 6.46G 0.08345 0.03437 0 0.1178 139 640: 100%|██████████| 13/13 [00:03<00:00, 3.30it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.667 0.563 0.557 0.198
0%| | 0/13 [00:00<?, ?it/s] 114/299 6.46G 0.09211 0.03023 0 0.1223 121 640: 0%| | 0/13 [00:00<?, ?it/s] 114/299 6.46G 0.09211 0.03023 0 0.1223 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 114/299 6.46G 0.09193 0.03094 0 0.1229 124 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 114/299 6.46G 0.09193 0.03094 0 0.1229 124 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 114/299 6.46G 0.08627 0.02949 0 0.1158 95 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 114/299 6.46G 0.08627 0.02949 0 0.1158 95 640: 23%|██▎ | 3/13 [00:00<00:01, 5.07it/s] 114/299 6.46G 0.0846 0.0329 0 0.1175 165 640: 23%|██▎ | 3/13 [00:00<00:01, 5.07it/s] 114/299 6.46G 0.0846 0.0329 0 0.1175 165 640: 31%|███ | 4/13 [00:00<00:01, 6.10it/s] 114/299 6.46G 0.0837 0.03156 0 0.1153 97 640: 31%|███ | 4/13 [00:00<00:01, 6.10it/s] 114/299 6.46G 0.0837 0.03156 0 0.1153 97 640: 38%|███▊ | 5/13 [00:00<00:01, 6.90it/s] 114/299 6.46G 0.08294 0.03052 0 0.1135 87 640: 38%|███▊ | 5/13 [00:00<00:01, 6.90it/s] 114/299 6.46G 0.08294 0.03052 0 0.1135 87 640: 46%|████▌ | 6/13 [00:00<00:00, 7.49it/s] 114/299 6.46G 0.08195 0.03129 0 0.1132 130 640: 46%|████▌ | 6/13 [00:01<00:00, 7.49it/s] 114/299 6.46G 0.08195 0.03129 0 0.1132 130 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.48it/s] 114/299 6.46G 0.08207 0.03147 0 0.1135 118 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.48it/s] 114/299 6.46G 0.08207 0.03147 0 0.1135 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.21it/s] 114/299 6.46G 0.08293 0.03071 0 0.1136 91 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.21it/s] 114/299 6.46G 0.08293 0.03071 0 0.1136 91 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.15it/s] 114/299 6.46G 0.0827 0.03067 0 0.1134 118 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.15it/s] 114/299 6.46G 0.0827 0.03067 0 0.1134 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.93it/s] 114/299 6.46G 0.08251 0.03087 0 0.1134 126 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.93it/s] 114/299 6.46G 0.08251 0.03087 0 0.1134 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.53it/s] 114/299 6.46G 0.08284 0.03123 0 0.1141 143 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.53it/s] 114/299 6.46G 0.08284 0.03123 0 0.1141 143 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.13it/s] 114/299 6.46G 0.08286 0.0312 0 0.1141 102 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.13it/s] 114/299 6.46G 0.08286 0.0312 0 0.1141 102 640: 100%|██████████| 13/13 [00:03<00:00, 2.78it/s] 114/299 6.46G 0.08286 0.0312 0 0.1141 102 640: 100%|██████████| 13/13 [00:03<00:00, 3.54it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.567 0.632 0.567 0.194
0%| | 0/13 [00:00<?, ?it/s] 115/299 6.46G 0.08666 0.03395 0 0.1206 138 640: 0%| | 0/13 [00:00<?, ?it/s] 115/299 6.46G 0.08666 0.03395 0 0.1206 138 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 115/299 6.46G 0.08262 0.0321 0 0.1147 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 115/299 6.46G 0.08262 0.0321 0 0.1147 111 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 115/299 6.46G 0.07737 0.03193 0 0.1093 102 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 115/299 6.46G 0.07737 0.03193 0 0.1093 102 640: 23%|██▎ | 3/13 [00:00<00:01, 8.00it/s] 115/299 6.46G 0.07631 0.03442 0 0.1107 146 640: 23%|██▎ | 3/13 [00:00<00:01, 8.00it/s] 115/299 6.46G 0.07631 0.03442 0 0.1107 146 640: 31%|███ | 4/13 [00:00<00:01, 8.26it/s] 115/299 6.46G 0.07829 0.03368 0 0.112 119 640: 31%|███ | 4/13 [00:00<00:01, 8.26it/s] 115/299 6.46G 0.07829 0.03368 0 0.112 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.49it/s] 115/299 6.46G 0.0779 0.03372 0 0.1116 125 640: 38%|███▊ | 5/13 [00:00<00:00, 8.49it/s] 115/299 6.46G 0.0779 0.03372 0 0.1116 125 640: 46%|████▌ | 6/13 [00:00<00:00, 7.89it/s] 115/299 6.46G 0.0785 0.03515 0 0.1137 161 640: 46%|████▌ | 6/13 [00:01<00:00, 7.89it/s] 115/299 6.46G 0.0785 0.03515 0 0.1137 161 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.15it/s] 115/299 6.46G 0.07863 0.03458 0 0.1132 115 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.15it/s] 115/299 6.46G 0.07863 0.03458 0 0.1132 115 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.82it/s] 115/299 6.46G 0.07885 0.03401 0 0.1129 110 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.82it/s] 115/299 6.46G 0.07885 0.03401 0 0.1129 110 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.58it/s] 115/299 6.46G 0.07855 0.03374 0 0.1123 116 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.58it/s] 115/299 6.46G 0.07855 0.03374 0 0.1123 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.22it/s] 115/299 6.46G 0.07892 0.03371 0 0.1126 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.22it/s] 115/299 6.46G 0.07892 0.03371 0 0.1126 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.01it/s] 115/299 6.46G 0.07932 0.03347 0 0.1128 124 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.01it/s] 115/299 6.46G 0.07932 0.03347 0 0.1128 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.37it/s] 115/299 6.46G 0.08017 0.03466 0 0.1148 176 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.37it/s] 115/299 6.46G 0.08017 0.03466 0 0.1148 176 640: 100%|██████████| 13/13 [00:03<00:00, 3.07it/s] 115/299 6.46G 0.08017 0.03466 0 0.1148 176 640: 100%|██████████| 13/13 [00:03<00:00, 3.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.609 0.644 0.553 0.187
0%| | 0/13 [00:00<?, ?it/s] 116/299 6.46G 0.07463 0.02351 0 0.09814 88 640: 0%| | 0/13 [00:00<?, ?it/s] 116/299 6.46G 0.07463 0.02351 0 0.09814 88 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 116/299 6.46G 0.07259 0.02521 0 0.0978 94 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 116/299 6.46G 0.07259 0.02521 0 0.0978 94 640: 15%|█▌ | 2/13 [00:00<00:03, 3.11it/s] 116/299 6.46G 0.07319 0.02615 0 0.09933 102 640: 15%|█▌ | 2/13 [00:00<00:03, 3.11it/s] 116/299 6.46G 0.07319 0.02615 0 0.09933 102 640: 23%|██▎ | 3/13 [00:00<00:02, 4.40it/s] 116/299 6.46G 0.0733 0.02865 0 0.102 145 640: 23%|██▎ | 3/13 [00:00<00:02, 4.40it/s] 116/299 6.46G 0.0733 0.02865 0 0.102 145 640: 31%|███ | 4/13 [00:00<00:01, 5.47it/s] 116/299 6.46G 0.07514 0.02899 0 0.1041 125 640: 31%|███ | 4/13 [00:00<00:01, 5.47it/s] 116/299 6.46G 0.07514 0.02899 0 0.1041 125 640: 38%|███▊ | 5/13 [00:00<00:01, 5.90it/s] 116/299 6.46G 0.07784 0.02928 0 0.1071 111 640: 38%|███▊ | 5/13 [00:01<00:01, 5.90it/s] 116/299 6.46G 0.07784 0.02928 0 0.1071 111 640: 46%|████▌ | 6/13 [00:01<00:01, 6.64it/s] 116/299 6.46G 0.07972 0.02996 0 0.1097 140 640: 46%|████▌ | 6/13 [00:01<00:01, 6.64it/s] 116/299 6.46G 0.07972 0.02996 0 0.1097 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.34it/s] 116/299 6.46G 0.08046 0.03023 0 0.1107 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.34it/s] 116/299 6.46G 0.08046 0.03023 0 0.1107 123 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.16it/s] 116/299 6.46G 0.08114 0.03097 0 0.1121 146 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.16it/s] 116/299 6.46G 0.08114 0.03097 0 0.1121 146 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.75it/s] 116/299 6.46G 0.08128 0.03131 0 0.1126 131 640: 69%|██████▉ | 9/13 [00:03<00:00, 4.75it/s] 116/299 6.46G 0.08128 0.03131 0 0.1126 131 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.54it/s] 116/299 6.46G 0.08133 0.03225 0 0.1136 162 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.54it/s] 116/299 6.46G 0.08133 0.03225 0 0.1136 162 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.06it/s] 116/299 6.46G 0.08098 0.03181 0 0.1128 99 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.06it/s] 116/299 6.46G 0.08098 0.03181 0 0.1128 99 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 116/299 6.46G 0.08046 0.03188 0 0.1123 108 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 116/299 6.46G 0.08046 0.03188 0 0.1123 108 640: 100%|██████████| 13/13 [00:03<00:00, 3.32it/s] 116/299 6.46G 0.08046 0.03188 0 0.1123 108 640: 100%|██████████| 13/13 [00:03<00:00, 3.30it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.589 0.609 0.519 0.176
0%| | 0/13 [00:00<?, ?it/s] 117/299 6.46G 0.0899 0.03467 0 0.1246 138 640: 0%| | 0/13 [00:00<?, ?it/s] 117/299 6.46G 0.0899 0.03467 0 0.1246 138 640: 8%|▊ | 1/13 [00:00<00:01, 8.73it/s] 117/299 6.46G 0.08684 0.03154 0 0.1184 113 640: 8%|▊ | 1/13 [00:00<00:01, 8.73it/s] 117/299 6.46G 0.08684 0.03154 0 0.1184 113 640: 15%|█▌ | 2/13 [00:00<00:01, 8.98it/s] 117/299 6.46G 0.08422 0.03183 0 0.1161 126 640: 15%|█▌ | 2/13 [00:00<00:01, 8.98it/s] 117/299 6.46G 0.08422 0.03183 0 0.1161 126 640: 23%|██▎ | 3/13 [00:00<00:01, 9.08it/s] 117/299 6.46G 0.08274 0.03154 0 0.1143 121 640: 23%|██▎ | 3/13 [00:00<00:01, 9.08it/s] 117/299 6.46G 0.08274 0.03154 0 0.1143 121 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 117/299 6.46G 0.08224 0.02924 0 0.1115 76 640: 31%|███ | 4/13 [00:01<00:01, 8.45it/s] 117/299 6.46G 0.08224 0.02924 0 0.1115 76 640: 38%|███▊ | 5/13 [00:01<00:04, 1.91it/s] 117/299 6.46G 0.08292 0.02874 0 0.1117 98 640: 38%|███▊ | 5/13 [00:01<00:04, 1.91it/s] 117/299 6.46G 0.08292 0.02874 0 0.1117 98 640: 46%|████▌ | 6/13 [00:01<00:02, 2.61it/s] 117/299 6.46G 0.08263 0.02963 0 0.1123 135 640: 46%|████▌ | 6/13 [00:01<00:02, 2.61it/s] 117/299 6.46G 0.08263 0.02963 0 0.1123 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.40it/s] 117/299 6.46G 0.08333 0.02951 0 0.1128 120 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.40it/s] 117/299 6.46G 0.08333 0.02951 0 0.1128 120 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.08it/s] 117/299 6.46G 0.0844 0.02944 0 0.1138 120 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.08it/s] 117/299 6.46G 0.0844 0.02944 0 0.1138 120 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.90it/s] 117/299 6.46G 0.08462 0.03016 0 0.1148 129 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.90it/s] 117/299 6.46G 0.08462 0.03016 0 0.1148 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.68it/s] 117/299 6.46G 0.08501 0.0302 0 0.1152 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.68it/s] 117/299 6.46G 0.08501 0.0302 0 0.1152 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.33it/s] 117/299 6.46G 0.08509 0.02996 0 0.1151 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.33it/s] 117/299 6.46G 0.08509 0.02996 0 0.1151 109 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.51it/s] 117/299 6.46G 0.08433 0.02999 0 0.1143 103 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.51it/s] 117/299 6.46G 0.08433 0.02999 0 0.1143 103 640: 100%|██████████| 13/13 [00:03<00:00, 2.46it/s] 117/299 6.46G 0.08433 0.02999 0 0.1143 103 640: 100%|██████████| 13/13 [00:03<00:00, 3.67it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.708 0.506 0.463 0.167
0%| | 0/13 [00:00<?, ?it/s] 118/299 6.46G 0.0761 0.02632 0 0.1024 106 640: 0%| | 0/13 [00:00<?, ?it/s] 118/299 6.46G 0.0761 0.02632 0 0.1024 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 118/299 6.46G 0.07798 0.02817 0 0.1061 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 118/299 6.46G 0.07798 0.02817 0 0.1061 119 640: 15%|█▌ | 2/13 [00:00<00:01, 8.61it/s] 118/299 6.46G 0.07851 0.03059 0 0.1091 130 640: 15%|█▌ | 2/13 [00:00<00:01, 8.61it/s] 118/299 6.46G 0.07851 0.03059 0 0.1091 130 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 118/299 6.46G 0.07679 0.03358 0 0.1104 158 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 118/299 6.46G 0.07679 0.03358 0 0.1104 158 640: 31%|███ | 4/13 [00:00<00:01, 8.29it/s] 118/299 6.46G 0.07737 0.03318 0 0.1105 116 640: 31%|███ | 4/13 [00:01<00:01, 8.29it/s] 118/299 6.46G 0.07737 0.03318 0 0.1105 116 640: 38%|███▊ | 5/13 [00:01<00:02, 3.16it/s] 118/299 6.46G 0.07659 0.033 0 0.1096 122 640: 38%|███▊ | 5/13 [00:01<00:02, 3.16it/s] 118/299 6.46G 0.07659 0.033 0 0.1096 122 640: 46%|████▌ | 6/13 [00:01<00:01, 4.01it/s] 118/299 6.46G 0.07668 0.03479 0 0.1115 172 640: 46%|████▌ | 6/13 [00:01<00:01, 4.01it/s] 118/299 6.46G 0.07668 0.03479 0 0.1115 172 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.53it/s] 118/299 6.46G 0.07688 0.03529 0 0.1122 153 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.53it/s] 118/299 6.46G 0.07688 0.03529 0 0.1122 153 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.76it/s] 118/299 6.46G 0.07605 0.03441 0 0.1105 106 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.76it/s] 118/299 6.46G 0.07605 0.03441 0 0.1105 106 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.50it/s] 118/299 6.46G 0.07642 0.03468 0 0.1111 134 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.50it/s] 118/299 6.46G 0.07642 0.03468 0 0.1111 134 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.29it/s] 118/299 6.46G 0.07626 0.03447 0 0.1107 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.29it/s] 118/299 6.46G 0.07626 0.03447 0 0.1107 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.85it/s] 118/299 6.46G 0.07593 0.03441 0 0.1103 119 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.85it/s] 118/299 6.46G 0.07593 0.03441 0 0.1103 119 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.62it/s] 118/299 6.46G 0.07577 0.03373 0 0.1095 84 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.62it/s] 118/299 6.46G 0.07577 0.03373 0 0.1095 84 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s] 118/299 6.46G 0.07577 0.03373 0 0.1095 84 640: 100%|██████████| 13/13 [00:03<00:00, 4.25it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.651 0.667 0.583 0.197
0%| | 0/13 [00:00<?, ?it/s] 119/299 6.46G 0.07929 0.02981 0 0.1091 105 640: 0%| | 0/13 [00:00<?, ?it/s] 119/299 6.46G 0.07929 0.02981 0 0.1091 105 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 119/299 6.46G 0.07878 0.03531 0 0.1141 159 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 119/299 6.46G 0.07878 0.03531 0 0.1141 159 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 119/299 6.46G 0.07656 0.03555 0 0.1121 130 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 119/299 6.46G 0.07656 0.03555 0 0.1121 130 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 119/299 6.46G 0.07502 0.03458 0 0.1096 128 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 119/299 6.46G 0.07502 0.03458 0 0.1096 128 640: 31%|███ | 4/13 [00:00<00:01, 8.41it/s] 119/299 6.46G 0.07532 0.03394 0 0.1093 116 640: 31%|███ | 4/13 [00:00<00:01, 8.41it/s] 119/299 6.46G 0.07532 0.03394 0 0.1093 116 640: 38%|███▊ | 5/13 [00:00<00:00, 8.57it/s] 119/299 6.46G 0.07332 0.03282 0 0.1061 91 640: 38%|███▊ | 5/13 [00:01<00:00, 8.57it/s] 119/299 6.46G 0.07332 0.03282 0 0.1061 91 640: 46%|████▌ | 6/13 [00:01<00:01, 4.34it/s] 119/299 6.46G 0.07364 0.03399 0 0.1076 153 640: 46%|████▌ | 6/13 [00:01<00:01, 4.34it/s] 119/299 6.46G 0.07364 0.03399 0 0.1076 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.20it/s] 119/299 6.46G 0.07379 0.03301 0 0.1068 90 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.20it/s] 119/299 6.46G 0.07379 0.03301 0 0.1068 90 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.91it/s] 119/299 6.46G 0.07509 0.03227 0 0.1074 113 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.91it/s] 119/299 6.46G 0.07509 0.03227 0 0.1074 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.59it/s] 119/299 6.46G 0.07533 0.0315 0 0.1068 96 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.59it/s] 119/299 6.46G 0.07533 0.0315 0 0.1068 96 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.74it/s] 119/299 6.46G 0.07672 0.03124 0 0.108 104 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.74it/s] 119/299 6.46G 0.07672 0.03124 0 0.108 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.53it/s] 119/299 6.46G 0.0778 0.03139 0 0.1092 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.53it/s] 119/299 6.46G 0.0778 0.03139 0 0.1092 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.24it/s] 119/299 6.46G 0.07871 0.03236 0 0.1111 152 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.24it/s] 119/299 6.46G 0.07871 0.03236 0 0.1111 152 640: 100%|██████████| 13/13 [00:02<00:00, 4.06it/s] 119/299 6.46G 0.07871 0.03236 0 0.1111 152 640: 100%|██████████| 13/13 [00:02<00:00, 4.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.26s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.26s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.725 0.425 0.459 0.14
0%| | 0/13 [00:00<?, ?it/s] 120/299 6.46G 0.09345 0.02387 0 0.1173 92 640: 0%| | 0/13 [00:00<?, ?it/s] 120/299 6.46G 0.09345 0.02387 0 0.1173 92 640: 8%|▊ | 1/13 [00:00<00:01, 7.48it/s] 120/299 6.46G 0.09466 0.03274 0 0.1274 168 640: 8%|▊ | 1/13 [00:00<00:01, 7.48it/s] 120/299 6.46G 0.09466 0.03274 0 0.1274 168 640: 15%|█▌ | 2/13 [00:00<00:01, 8.25it/s] 120/299 6.46G 0.09386 0.03257 0 0.1264 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.25it/s] 120/299 6.46G 0.09386 0.03257 0 0.1264 133 640: 23%|██▎ | 3/13 [00:00<00:01, 8.59it/s] 120/299 6.46G 0.09156 0.03173 0 0.1233 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.59it/s] 120/299 6.46G 0.09156 0.03173 0 0.1233 113 640: 31%|███ | 4/13 [00:00<00:01, 8.76it/s] 120/299 6.46G 0.09155 0.03151 0 0.1231 119 640: 31%|███ | 4/13 [00:00<00:01, 8.76it/s] 120/299 6.46G 0.09155 0.03151 0 0.1231 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.28it/s] 120/299 6.46G 0.08959 0.03264 0 0.1222 142 640: 38%|███▊ | 5/13 [00:00<00:00, 8.28it/s] 120/299 6.46G 0.08959 0.03264 0 0.1222 142 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 120/299 6.46G 0.08873 0.03297 0 0.1217 134 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 120/299 6.46G 0.08873 0.03297 0 0.1217 134 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.70it/s] 120/299 6.46G 0.08883 0.03271 0 0.1215 128 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.70it/s] 120/299 6.46G 0.08883 0.03271 0 0.1215 128 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.81it/s] 120/299 6.46G 0.08915 0.03215 0 0.1213 103 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.81it/s] 120/299 6.46G 0.08915 0.03215 0 0.1213 103 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.41it/s] 120/299 6.46G 0.08821 0.03241 0 0.1206 135 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.41it/s] 120/299 6.46G 0.08821 0.03241 0 0.1206 135 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.24it/s] 120/299 6.46G 0.08736 0.03212 0 0.1195 109 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.24it/s] 120/299 6.46G 0.08736 0.03212 0 0.1195 109 640: 85%|████████▍ | 11/13 [00:01<00:00, 5.98it/s] 120/299 6.46G 0.08675 0.03231 0 0.1191 134 640: 85%|████████▍ | 11/13 [00:01<00:00, 5.98it/s] 120/299 6.46G 0.08675 0.03231 0 0.1191 134 640: 92%|█████████▏| 12/13 [00:01<00:00, 6.64it/s] 120/299 6.46G 0.08595 0.03341 0 0.1194 169 640: 92%|█████████▏| 12/13 [00:01<00:00, 6.64it/s] 120/299 6.46G 0.08595 0.03341 0 0.1194 169 640: 100%|██████████| 13/13 [00:01<00:00, 6.87it/s] 120/299 6.46G 0.08595 0.03341 0 0.1194 169 640: 100%|██████████| 13/13 [00:01<00:00, 6.92it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.683 0.643 0.622 0.208
0%| | 0/13 [00:00<?, ?it/s] 121/299 6.46G 0.07619 0.03083 0 0.107 108 640: 0%| | 0/13 [00:00<?, ?it/s] 121/299 6.46G 0.07619 0.03083 0 0.107 108 640: 8%|▊ | 1/13 [00:00<00:02, 4.68it/s] 121/299 6.46G 0.07615 0.03128 0 0.1074 117 640: 8%|▊ | 1/13 [00:00<00:02, 4.68it/s] 121/299 6.46G 0.07615 0.03128 0 0.1074 117 640: 15%|█▌ | 2/13 [00:00<00:01, 6.45it/s] 121/299 6.46G 0.07474 0.02943 0 0.1042 91 640: 15%|█▌ | 2/13 [00:00<00:01, 6.45it/s] 121/299 6.46G 0.07474 0.02943 0 0.1042 91 640: 23%|██▎ | 3/13 [00:00<00:01, 7.34it/s] 121/299 6.46G 0.07469 0.03097 0 0.1057 135 640: 23%|██▎ | 3/13 [00:01<00:01, 7.34it/s] 121/299 6.46G 0.07469 0.03097 0 0.1057 135 640: 31%|███ | 4/13 [00:01<00:03, 2.57it/s] 121/299 6.46G 0.07628 0.03139 0 0.1077 130 640: 31%|███ | 4/13 [00:01<00:03, 2.57it/s] 121/299 6.46G 0.07628 0.03139 0 0.1077 130 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 121/299 6.46G 0.07722 0.03168 0 0.1089 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 121/299 6.46G 0.07722 0.03168 0 0.1089 133 640: 46%|████▌ | 6/13 [00:01<00:01, 4.36it/s] 121/299 6.46G 0.0781 0.03302 0 0.1111 165 640: 46%|████▌ | 6/13 [00:01<00:01, 4.36it/s] 121/299 6.46G 0.0781 0.03302 0 0.1111 165 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.22it/s] 121/299 6.46G 0.07913 0.03206 0 0.1112 98 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.22it/s] 121/299 6.46G 0.07913 0.03206 0 0.1112 98 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.69it/s] 121/299 6.46G 0.07959 0.03137 0 0.111 98 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.69it/s] 121/299 6.46G 0.07959 0.03137 0 0.111 98 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.95it/s] 121/299 6.46G 0.07983 0.03144 0 0.1113 130 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.95it/s] 121/299 6.46G 0.07983 0.03144 0 0.1113 130 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.72it/s] 121/299 6.46G 0.08029 0.03153 0 0.1118 130 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.72it/s] 121/299 6.46G 0.08029 0.03153 0 0.1118 130 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.49it/s] 121/299 6.46G 0.08067 0.03146 0 0.1121 112 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.49it/s] 121/299 6.46G 0.08067 0.03146 0 0.1121 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.77it/s] 121/299 6.46G 0.08074 0.03196 0 0.1127 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.77it/s] 121/299 6.46G 0.08074 0.03196 0 0.1127 133 640: 100%|██████████| 13/13 [00:03<00:00, 3.53it/s] 121/299 6.46G 0.08074 0.03196 0 0.1127 133 640: 100%|██████████| 13/13 [00:03<00:00, 3.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.742 0.529 0.566 0.195
0%| | 0/13 [00:00<?, ?it/s] 122/299 6.46G 0.08868 0.02967 0 0.1183 117 640: 0%| | 0/13 [00:00<?, ?it/s] 122/299 6.46G 0.08868 0.02967 0 0.1183 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 122/299 6.46G 0.086 0.03399 0 0.12 160 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 122/299 6.46G 0.086 0.03399 0 0.12 160 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 122/299 6.46G 0.08264 0.03327 0 0.1159 129 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 122/299 6.46G 0.08264 0.03327 0 0.1159 129 640: 23%|██▎ | 3/13 [00:00<00:01, 7.83it/s] 122/299 6.46G 0.0801 0.03352 0 0.1136 130 640: 23%|██▎ | 3/13 [00:00<00:01, 7.83it/s] 122/299 6.46G 0.0801 0.03352 0 0.1136 130 640: 31%|███ | 4/13 [00:00<00:01, 4.96it/s] 122/299 6.46G 0.08134 0.034 0 0.1153 142 640: 31%|███ | 4/13 [00:00<00:01, 4.96it/s] 122/299 6.46G 0.08134 0.034 0 0.1153 142 640: 38%|███▊ | 5/13 [00:00<00:01, 4.29it/s] 122/299 6.46G 0.08035 0.03385 0 0.1142 121 640: 38%|███▊ | 5/13 [00:01<00:01, 4.29it/s] 122/299 6.46G 0.08035 0.03385 0 0.1142 121 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 122/299 6.46G 0.07861 0.03496 0 0.1136 156 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 122/299 6.46G 0.07861 0.03496 0 0.1136 156 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.50it/s] 122/299 6.46G 0.07816 0.03406 0 0.1122 106 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.50it/s] 122/299 6.46G 0.07816 0.03406 0 0.1122 106 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.34it/s] 122/299 6.46G 0.07849 0.03384 0 0.1123 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.34it/s] 122/299 6.46G 0.07849 0.03384 0 0.1123 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.15it/s] 122/299 6.46G 0.07847 0.03363 0 0.1121 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.15it/s] 122/299 6.46G 0.07847 0.03363 0 0.1121 131 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.91it/s] 122/299 6.46G 0.07894 0.03392 0 0.1129 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.91it/s] 122/299 6.46G 0.07894 0.03392 0 0.1129 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.22it/s] 122/299 6.46G 0.07954 0.03307 0 0.1126 87 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.22it/s] 122/299 6.46G 0.07954 0.03307 0 0.1126 87 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.79it/s] 122/299 6.46G 0.07965 0.03398 0 0.1136 163 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.79it/s] 122/299 6.46G 0.07965 0.03398 0 0.1136 163 640: 100%|██████████| 13/13 [00:02<00:00, 3.57it/s] 122/299 6.46G 0.07965 0.03398 0 0.1136 163 640: 100%|██████████| 13/13 [00:02<00:00, 4.39it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 11.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.645 0.609 0.572 0.203
0%| | 0/13 [00:00<?, ?it/s] 123/299 6.46G 0.08998 0.02485 0 0.1148 95 640: 0%| | 0/13 [00:00<?, ?it/s] 123/299 6.46G 0.08998 0.02485 0 0.1148 95 640: 8%|▊ | 1/13 [00:00<00:01, 8.76it/s] 123/299 6.46G 0.08593 0.02801 0 0.1139 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.76it/s] 123/299 6.46G 0.08593 0.02801 0 0.1139 116 640: 15%|█▌ | 2/13 [00:00<00:02, 4.64it/s] 123/299 6.46G 0.07949 0.02807 0 0.1076 101 640: 15%|█▌ | 2/13 [00:00<00:02, 4.64it/s] 123/299 6.46G 0.07949 0.02807 0 0.1076 101 640: 23%|██▎ | 3/13 [00:00<00:01, 5.96it/s] 123/299 6.46G 0.07752 0.02931 0 0.1068 140 640: 23%|██▎ | 3/13 [00:00<00:01, 5.96it/s] 123/299 6.46G 0.07752 0.02931 0 0.1068 140 640: 31%|███ | 4/13 [00:00<00:01, 6.68it/s] 123/299 6.46G 0.07798 0.02957 0 0.1076 115 640: 31%|███ | 4/13 [00:00<00:01, 6.68it/s] 123/299 6.46G 0.07798 0.02957 0 0.1076 115 640: 38%|███▊ | 5/13 [00:00<00:01, 7.18it/s] 123/299 6.46G 0.07764 0.02891 0 0.1066 92 640: 38%|███▊ | 5/13 [00:00<00:01, 7.18it/s] 123/299 6.46G 0.07764 0.02891 0 0.1066 92 640: 46%|████▌ | 6/13 [00:00<00:00, 7.11it/s] 123/299 6.46G 0.07792 0.02996 0 0.1079 144 640: 46%|████▌ | 6/13 [00:02<00:00, 7.11it/s] 123/299 6.46G 0.07792 0.02996 0 0.1079 144 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.90it/s] 123/299 6.46G 0.07854 0.03077 0 0.1093 148 640: 54%|█████▍ | 7/13 [00:02<00:03, 1.90it/s] 123/299 6.46G 0.07854 0.03077 0 0.1093 148 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.53it/s] 123/299 6.46G 0.07824 0.03034 0 0.1086 102 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.53it/s] 123/299 6.46G 0.07824 0.03034 0 0.1086 102 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.25it/s] 123/299 6.46G 0.07793 0.02986 0 0.1078 90 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.25it/s] 123/299 6.46G 0.07793 0.02986 0 0.1078 90 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.94it/s] 123/299 6.46G 0.07864 0.02978 0 0.1084 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.94it/s] 123/299 6.46G 0.07864 0.02978 0 0.1084 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.73it/s] 123/299 6.46G 0.07963 0.02975 0 0.1094 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.73it/s] 123/299 6.46G 0.07963 0.02975 0 0.1094 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.53it/s] 123/299 6.46G 0.08039 0.0305 0 0.1109 153 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.53it/s] 123/299 6.46G 0.08039 0.0305 0 0.1109 153 640: 100%|██████████| 13/13 [00:02<00:00, 6.39it/s] 123/299 6.46G 0.08039 0.0305 0 0.1109 153 640: 100%|██████████| 13/13 [00:02<00:00, 4.47it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 11.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.579 0.585 0.532 0.194
0%| | 0/13 [00:00<?, ?it/s] 124/299 6.46G 0.08665 0.02292 0 0.1096 91 640: 0%| | 0/13 [00:00<?, ?it/s] 124/299 6.46G 0.08665 0.02292 0 0.1096 91 640: 8%|▊ | 1/13 [00:00<00:01, 7.32it/s] 124/299 6.46G 0.08762 0.02396 0 0.1116 101 640: 8%|▊ | 1/13 [00:01<00:01, 7.32it/s] 124/299 6.46G 0.08762 0.02396 0 0.1116 101 640: 15%|█▌ | 2/13 [00:01<00:07, 1.51it/s] 124/299 6.46G 0.08642 0.02755 0 0.114 134 640: 15%|█▌ | 2/13 [00:01<00:07, 1.51it/s] 124/299 6.46G 0.08642 0.02755 0 0.114 134 640: 23%|██▎ | 3/13 [00:01<00:04, 2.42it/s] 124/299 6.46G 0.08542 0.029 0 0.1144 129 640: 23%|██▎ | 3/13 [00:01<00:04, 2.42it/s] 124/299 6.46G 0.08542 0.029 0 0.1144 129 640: 31%|███ | 4/13 [00:01<00:02, 3.40it/s] 124/299 6.46G 0.08499 0.03087 0 0.1159 150 640: 31%|███ | 4/13 [00:01<00:02, 3.40it/s] 124/299 6.46G 0.08499 0.03087 0 0.1159 150 640: 38%|███▊ | 5/13 [00:01<00:02, 2.85it/s] 124/299 6.46G 0.08439 0.03198 0 0.1164 135 640: 38%|███▊ | 5/13 [00:01<00:02, 2.85it/s] 124/299 6.46G 0.08439 0.03198 0 0.1164 135 640: 46%|████▌ | 6/13 [00:01<00:01, 3.71it/s] 124/299 6.46G 0.08315 0.03272 0 0.1159 139 640: 46%|████▌ | 6/13 [00:02<00:01, 3.71it/s] 124/299 6.46G 0.08315 0.03272 0 0.1159 139 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.58it/s] 124/299 6.46G 0.08297 0.03151 0 0.1145 87 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.58it/s] 124/299 6.46G 0.08297 0.03151 0 0.1145 87 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.41it/s] 124/299 6.46G 0.08318 0.03134 0 0.1145 120 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.41it/s] 124/299 6.46G 0.08318 0.03134 0 0.1145 120 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.83it/s] 124/299 6.46G 0.08244 0.03128 0 0.1137 121 640: 69%|██████▉ | 9/13 [00:03<00:00, 5.83it/s] 124/299 6.46G 0.08244 0.03128 0 0.1137 121 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.43it/s] 124/299 6.46G 0.08155 0.03106 0 0.1126 103 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.43it/s] 124/299 6.46G 0.08155 0.03106 0 0.1126 103 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.13it/s] 124/299 6.46G 0.08097 0.03173 0 0.1127 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.13it/s] 124/299 6.46G 0.08097 0.03173 0 0.1127 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.89it/s] 124/299 6.46G 0.08061 0.0321 0 0.1127 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.89it/s] 124/299 6.46G 0.08061 0.0321 0 0.1127 116 640: 100%|██████████| 13/13 [00:03<00:00, 4.44it/s] 124/299 6.46G 0.08061 0.0321 0 0.1127 116 640: 100%|██████████| 13/13 [00:03<00:00, 3.56it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.678 0.655 0.583 0.199
0%| | 0/13 [00:00<?, ?it/s] 125/299 6.46G 0.07757 0.03244 0 0.11 129 640: 0%| | 0/13 [00:00<?, ?it/s] 125/299 6.46G 0.07757 0.03244 0 0.11 129 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 125/299 6.46G 0.07637 0.03359 0 0.11 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 125/299 6.46G 0.07637 0.03359 0 0.11 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 125/299 6.46G 0.07225 0.02912 0 0.1014 74 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 125/299 6.46G 0.07225 0.02912 0 0.1014 74 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 125/299 6.46G 0.07186 0.03127 0 0.1031 131 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 125/299 6.46G 0.07186 0.03127 0 0.1031 131 640: 31%|███ | 4/13 [00:00<00:01, 7.96it/s] 125/299 6.46G 0.07375 0.03162 0 0.1054 126 640: 31%|███ | 4/13 [00:01<00:01, 7.96it/s] 125/299 6.46G 0.07375 0.03162 0 0.1054 126 640: 38%|███▊ | 5/13 [00:01<00:03, 2.16it/s] 125/299 6.46G 0.07343 0.03161 0 0.105 115 640: 38%|███▊ | 5/13 [00:01<00:03, 2.16it/s] 125/299 6.46G 0.07343 0.03161 0 0.105 115 640: 46%|████▌ | 6/13 [00:01<00:02, 2.90it/s] 125/299 6.46G 0.073 0.03307 0 0.1061 153 640: 46%|████▌ | 6/13 [00:01<00:02, 2.90it/s] 125/299 6.46G 0.073 0.03307 0 0.1061 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.72it/s] 125/299 6.46G 0.07346 0.03237 0 0.1058 102 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.72it/s] 125/299 6.46G 0.07346 0.03237 0 0.1058 102 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 125/299 6.46G 0.07536 0.03207 0 0.1074 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.37it/s] 125/299 6.46G 0.07536 0.03207 0 0.1074 127 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.18it/s] 125/299 6.46G 0.07683 0.03171 0 0.1085 105 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.18it/s] 125/299 6.46G 0.07683 0.03171 0 0.1085 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.93it/s] 125/299 6.46G 0.07782 0.03227 0 0.1101 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.93it/s] 125/299 6.46G 0.07782 0.03227 0 0.1101 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.58it/s] 125/299 6.46G 0.07867 0.0325 0 0.1112 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.58it/s] 125/299 6.46G 0.07867 0.0325 0 0.1112 140 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.67it/s] 125/299 6.46G 0.07844 0.03241 0 0.1109 103 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.67it/s] 125/299 6.46G 0.07844 0.03241 0 0.1109 103 640: 100%|██████████| 13/13 [00:03<00:00, 2.53it/s] 125/299 6.46G 0.07844 0.03241 0 0.1109 103 640: 100%|██████████| 13/13 [00:03<00:00, 3.86it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.659 0.563 0.572 0.198
0%| | 0/13 [00:00<?, ?it/s] 126/299 6.46G 0.08353 0.02659 0 0.1101 102 640: 0%| | 0/13 [00:00<?, ?it/s] 126/299 6.46G 0.08353 0.02659 0 0.1101 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 126/299 6.46G 0.08491 0.03071 0 0.1156 142 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 126/299 6.46G 0.08491 0.03071 0 0.1156 142 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 126/299 6.46G 0.08314 0.0283 0 0.1114 91 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 126/299 6.46G 0.08314 0.0283 0 0.1114 91 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 126/299 6.46G 0.07831 0.02835 0 0.1067 103 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 126/299 6.46G 0.07831 0.02835 0 0.1067 103 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 126/299 6.46G 0.07912 0.03061 0 0.1097 147 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 126/299 6.46G 0.07912 0.03061 0 0.1097 147 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 126/299 6.46G 0.078 0.03145 0 0.1095 122 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 126/299 6.46G 0.078 0.03145 0 0.1095 122 640: 46%|████▌ | 6/13 [00:00<00:01, 6.29it/s] 126/299 6.46G 0.07775 0.03229 0 0.11 143 640: 46%|████▌ | 6/13 [00:00<00:01, 6.29it/s] 126/299 6.46G 0.07775 0.03229 0 0.11 143 640: 54%|█████▍ | 7/13 [00:00<00:00, 6.49it/s] 126/299 6.46G 0.07676 0.03211 0 0.1089 111 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.49it/s] 126/299 6.46G 0.07676 0.03211 0 0.1089 111 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.02it/s] 126/299 6.46G 0.07536 0.03112 0 0.1065 84 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.02it/s] 126/299 6.46G 0.07536 0.03112 0 0.1065 84 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.79it/s] 126/299 6.46G 0.0764 0.0319 0 0.1083 161 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.79it/s] 126/299 6.46G 0.0764 0.0319 0 0.1083 161 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.60it/s] 126/299 6.46G 0.07616 0.03204 0 0.1082 126 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.60it/s] 126/299 6.46G 0.07616 0.03204 0 0.1082 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.78it/s] 126/299 6.46G 0.07686 0.03242 0 0.1093 139 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.78it/s] 126/299 6.46G 0.07686 0.03242 0 0.1093 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.56it/s] 126/299 6.46G 0.07672 0.0323 0 0.109 112 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.56it/s] 126/299 6.46G 0.07672 0.0323 0 0.109 112 640: 100%|██████████| 13/13 [00:02<00:00, 6.38it/s] 126/299 6.46G 0.07672 0.0323 0 0.109 112 640: 100%|██████████| 13/13 [00:02<00:00, 5.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.702 0.598 0.58 0.195
0%| | 0/13 [00:00<?, ?it/s] 127/299 6.46G 0.07287 0.02644 0 0.09931 98 640: 0%| | 0/13 [00:00<?, ?it/s] 127/299 6.46G 0.07287 0.02644 0 0.09931 98 640: 8%|▊ | 1/13 [00:00<00:06, 1.76it/s] 127/299 6.46G 0.07411 0.0319 0 0.106 150 640: 8%|▊ | 1/13 [00:00<00:06, 1.76it/s] 127/299 6.46G 0.07411 0.0319 0 0.106 150 640: 15%|█▌ | 2/13 [00:00<00:03, 3.13it/s] 127/299 6.46G 0.07076 0.03109 0 0.1018 101 640: 15%|█▌ | 2/13 [00:01<00:03, 3.13it/s] 127/299 6.46G 0.07076 0.03109 0 0.1018 101 640: 23%|██▎ | 3/13 [00:01<00:05, 1.91it/s] 127/299 6.46G 0.06976 0.03108 0 0.1008 121 640: 23%|██▎ | 3/13 [00:01<00:05, 1.91it/s] 127/299 6.46G 0.06976 0.03108 0 0.1008 121 640: 31%|███ | 4/13 [00:01<00:03, 2.76it/s] 127/299 6.46G 0.07293 0.03329 0 0.1062 162 640: 31%|███ | 4/13 [00:01<00:03, 2.76it/s] 127/299 6.46G 0.07293 0.03329 0 0.1062 162 640: 38%|███▊ | 5/13 [00:01<00:02, 3.67it/s] 127/299 6.46G 0.07289 0.03275 0 0.1056 117 640: 38%|███▊ | 5/13 [00:01<00:02, 3.67it/s] 127/299 6.46G 0.07289 0.03275 0 0.1056 117 640: 46%|████▌ | 6/13 [00:01<00:01, 4.37it/s] 127/299 6.46G 0.07263 0.0342 0 0.1068 168 640: 46%|████▌ | 6/13 [00:01<00:01, 4.37it/s] 127/299 6.46G 0.07263 0.0342 0 0.1068 168 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.23it/s] 127/299 6.46G 0.07322 0.03333 0 0.1066 108 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.23it/s] 127/299 6.46G 0.07322 0.03333 0 0.1066 108 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.98it/s] 127/299 6.46G 0.07381 0.03315 0 0.107 116 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.98it/s] 127/299 6.46G 0.07381 0.03315 0 0.107 116 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.16it/s] 127/299 6.46G 0.07307 0.03236 0 0.1054 86 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.16it/s] 127/299 6.46G 0.07307 0.03236 0 0.1054 86 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.80it/s] 127/299 6.46G 0.07364 0.03201 0 0.1057 111 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.80it/s] 127/299 6.46G 0.07364 0.03201 0 0.1057 111 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.52it/s] 127/299 6.46G 0.07448 0.03242 0 0.1069 149 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.52it/s] 127/299 6.46G 0.07448 0.03242 0 0.1069 149 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.22it/s] 127/299 6.46G 0.07494 0.03221 0 0.1071 102 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.22it/s] 127/299 6.46G 0.07494 0.03221 0 0.1071 102 640: 100%|██████████| 13/13 [00:03<00:00, 4.04it/s] 127/299 6.46G 0.07494 0.03221 0 0.1071 102 640: 100%|██████████| 13/13 [00:03<00:00, 3.43it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.675 0.598 0.574 0.212
0%| | 0/13 [00:00<?, ?it/s] 128/299 6.46G 0.07721 0.02005 0 0.09725 80 640: 0%| | 0/13 [00:00<?, ?it/s] 128/299 6.46G 0.07721 0.02005 0 0.09725 80 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 128/299 6.46G 0.07743 0.02484 0 0.1023 119 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 128/299 6.46G 0.07743 0.02484 0 0.1023 119 640: 15%|█▌ | 2/13 [00:00<00:01, 7.90it/s] 128/299 6.46G 0.07697 0.02675 0 0.1037 123 640: 15%|█▌ | 2/13 [00:00<00:01, 7.90it/s] 128/299 6.46G 0.07697 0.02675 0 0.1037 123 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 128/299 6.46G 0.07725 0.02732 0 0.1046 121 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 128/299 6.46G 0.07725 0.02732 0 0.1046 121 640: 31%|███ | 4/13 [00:00<00:01, 5.80it/s] 128/299 6.46G 0.07849 0.02803 0 0.1065 117 640: 31%|███ | 4/13 [00:00<00:01, 5.80it/s] 128/299 6.46G 0.07849 0.02803 0 0.1065 117 640: 38%|███▊ | 5/13 [00:00<00:01, 6.17it/s] 128/299 6.46G 0.07952 0.02804 0 0.1076 117 640: 38%|███▊ | 5/13 [00:01<00:01, 6.17it/s] 128/299 6.46G 0.07952 0.02804 0 0.1076 117 640: 46%|████▌ | 6/13 [00:01<00:02, 2.73it/s] 128/299 6.46G 0.07974 0.02991 0 0.1096 154 640: 46%|████▌ | 6/13 [00:01<00:02, 2.73it/s] 128/299 6.46G 0.07974 0.02991 0 0.1096 154 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 128/299 6.46G 0.08079 0.03104 0 0.1118 156 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 128/299 6.46G 0.08079 0.03104 0 0.1118 156 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 128/299 6.46G 0.08097 0.03036 0 0.1113 91 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 128/299 6.46G 0.08097 0.03036 0 0.1113 91 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.95it/s] 128/299 6.46G 0.08194 0.03001 0 0.112 106 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.95it/s] 128/299 6.46G 0.08194 0.03001 0 0.112 106 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.72it/s] 128/299 6.46G 0.08191 0.03028 0 0.1122 126 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.72it/s] 128/299 6.46G 0.08191 0.03028 0 0.1122 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.42it/s] 128/299 6.46G 0.08157 0.03046 0 0.112 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.42it/s] 128/299 6.46G 0.08157 0.03046 0 0.112 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.42it/s] 128/299 6.46G 0.0812 0.03131 0 0.1125 137 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.42it/s] 128/299 6.46G 0.0812 0.03131 0 0.1125 137 640: 100%|██████████| 13/13 [00:02<00:00, 4.10it/s] 128/299 6.46G 0.0812 0.03131 0 0.1125 137 640: 100%|██████████| 13/13 [00:02<00:00, 4.54it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.626 0.609 0.568 0.206
0%| | 0/13 [00:00<?, ?it/s] 129/299 6.46G 0.08778 0.02702 0 0.1148 105 640: 0%| | 0/13 [00:00<?, ?it/s] 129/299 6.46G 0.08778 0.02702 0 0.1148 105 640: 8%|▊ | 1/13 [00:00<00:04, 2.41it/s] 129/299 6.46G 0.0827 0.02496 0 0.1077 81 640: 8%|▊ | 1/13 [00:00<00:04, 2.41it/s] 129/299 6.46G 0.0827 0.02496 0 0.1077 81 640: 15%|█▌ | 2/13 [00:00<00:02, 4.20it/s] 129/299 6.46G 0.08169 0.0268 0 0.1085 117 640: 15%|█▌ | 2/13 [00:00<00:02, 4.20it/s] 129/299 6.46G 0.08169 0.0268 0 0.1085 117 640: 23%|██▎ | 3/13 [00:00<00:01, 5.52it/s] 129/299 6.46G 0.08005 0.02708 0 0.1071 108 640: 23%|██▎ | 3/13 [00:00<00:01, 5.52it/s] 129/299 6.46G 0.08005 0.02708 0 0.1071 108 640: 31%|███ | 4/13 [00:00<00:01, 6.02it/s] 129/299 6.46G 0.08016 0.0285 0 0.1087 137 640: 31%|███ | 4/13 [00:00<00:01, 6.02it/s] 129/299 6.46G 0.08016 0.0285 0 0.1087 137 640: 38%|███▊ | 5/13 [00:00<00:01, 6.75it/s] 129/299 6.46G 0.07988 0.02925 0 0.1091 129 640: 38%|███▊ | 5/13 [00:01<00:01, 6.75it/s] 129/299 6.46G 0.07988 0.02925 0 0.1091 129 640: 46%|████▌ | 6/13 [00:01<00:00, 7.33it/s] 129/299 6.46G 0.07997 0.0315 0 0.1115 170 640: 46%|████▌ | 6/13 [00:01<00:00, 7.33it/s] 129/299 6.46G 0.07997 0.0315 0 0.1115 170 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.65it/s] 129/299 6.46G 0.07964 0.03184 0 0.1115 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.65it/s] 129/299 6.46G 0.07964 0.03184 0 0.1115 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.32it/s] 129/299 6.46G 0.08032 0.03162 0 0.1119 117 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.32it/s] 129/299 6.46G 0.08032 0.03162 0 0.1119 117 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.28it/s] 129/299 6.46G 0.07901 0.03106 0 0.1101 93 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.28it/s] 129/299 6.46G 0.07901 0.03106 0 0.1101 93 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.96it/s] 129/299 6.46G 0.07896 0.03186 0 0.1108 155 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.96it/s] 129/299 6.46G 0.07896 0.03186 0 0.1108 155 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.71it/s] 129/299 6.46G 0.07877 0.03178 0 0.1106 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.71it/s] 129/299 6.46G 0.07877 0.03178 0 0.1106 116 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.34it/s] 129/299 6.46G 0.07875 0.0316 0 0.1103 99 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.34it/s] 129/299 6.46G 0.07875 0.0316 0 0.1103 99 640: 100%|██████████| 13/13 [00:03<00:00, 5.22it/s] 129/299 6.46G 0.07875 0.0316 0 0.1103 99 640: 100%|██████████| 13/13 [00:03<00:00, 4.22it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.652 0.667 0.653 0.206
0%| | 0/13 [00:00<?, ?it/s] 130/299 6.46G 0.07776 0.02317 0 0.1009 87 640: 0%| | 0/13 [00:00<?, ?it/s] 130/299 6.46G 0.07776 0.02317 0 0.1009 87 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 130/299 6.46G 0.08195 0.02505 0 0.107 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 130/299 6.46G 0.08195 0.02505 0 0.107 114 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 130/299 6.46G 0.08241 0.02989 0 0.1123 153 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 130/299 6.46G 0.08241 0.02989 0 0.1123 153 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 130/299 6.46G 0.07964 0.02936 0 0.109 105 640: 23%|██▎ | 3/13 [00:01<00:01, 7.85it/s] 130/299 6.46G 0.07964 0.02936 0 0.109 105 640: 31%|███ | 4/13 [00:01<00:03, 2.96it/s] 130/299 6.46G 0.0805 0.03001 0 0.1105 128 640: 31%|███ | 4/13 [00:01<00:03, 2.96it/s] 130/299 6.46G 0.0805 0.03001 0 0.1105 128 640: 38%|███▊ | 5/13 [00:01<00:02, 3.90it/s] 130/299 6.46G 0.07923 0.03017 0 0.1094 121 640: 38%|███▊ | 5/13 [00:01<00:02, 3.90it/s] 130/299 6.46G 0.07923 0.03017 0 0.1094 121 640: 46%|████▌ | 6/13 [00:01<00:01, 4.81it/s] 130/299 6.46G 0.07899 0.03104 0 0.11 147 640: 46%|████▌ | 6/13 [00:01<00:01, 4.81it/s] 130/299 6.46G 0.07899 0.03104 0 0.11 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.37it/s] 130/299 6.46G 0.07823 0.03028 0 0.1085 93 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.37it/s] 130/299 6.46G 0.07823 0.03028 0 0.1085 93 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.15it/s] 130/299 6.46G 0.07749 0.03159 0 0.1091 167 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.15it/s] 130/299 6.46G 0.07749 0.03159 0 0.1091 167 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.79it/s] 130/299 6.46G 0.07724 0.03149 0 0.1087 117 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.79it/s] 130/299 6.46G 0.07724 0.03149 0 0.1087 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.34it/s] 130/299 6.46G 0.07742 0.03224 0 0.1097 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.34it/s] 130/299 6.46G 0.07742 0.03224 0 0.1097 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.92it/s] 130/299 6.46G 0.07811 0.03221 0 0.1103 118 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.92it/s] 130/299 6.46G 0.07811 0.03221 0 0.1103 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.23it/s] 130/299 6.46G 0.07757 0.03291 0 0.1105 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.23it/s] 130/299 6.46G 0.07757 0.03291 0 0.1105 138 640: 100%|██████████| 13/13 [00:03<00:00, 2.91it/s] 130/299 6.46G 0.07757 0.03291 0 0.1105 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.94it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.69 0.537 0.545 0.17
0%| | 0/13 [00:00<?, ?it/s] 131/299 6.46G 0.07285 0.02493 0 0.09777 93 640: 0%| | 0/13 [00:00<?, ?it/s] 131/299 6.46G 0.07285 0.02493 0 0.09777 93 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 131/299 6.46G 0.07634 0.02876 0 0.1051 131 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 131/299 6.46G 0.07634 0.02876 0 0.1051 131 640: 15%|█▌ | 2/13 [00:00<00:01, 7.53it/s] 131/299 6.46G 0.0744 0.02977 0 0.1042 122 640: 15%|█▌ | 2/13 [00:00<00:01, 7.53it/s] 131/299 6.46G 0.0744 0.02977 0 0.1042 122 640: 23%|██▎ | 3/13 [00:00<00:01, 8.06it/s] 131/299 6.46G 0.07085 0.03126 0 0.1021 129 640: 23%|██▎ | 3/13 [00:00<00:01, 8.06it/s] 131/299 6.46G 0.07085 0.03126 0 0.1021 129 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 131/299 6.46G 0.07085 0.0305 0 0.1013 101 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 131/299 6.46G 0.07085 0.0305 0 0.1013 101 640: 38%|███▊ | 5/13 [00:00<00:00, 8.42it/s] 131/299 6.46G 0.07098 0.03134 0 0.1023 137 640: 38%|███▊ | 5/13 [00:00<00:00, 8.42it/s] 131/299 6.46G 0.07098 0.03134 0 0.1023 137 640: 46%|████▌ | 6/13 [00:00<00:00, 7.86it/s] 131/299 6.46G 0.07109 0.03176 0 0.1028 131 640: 46%|████▌ | 6/13 [00:01<00:00, 7.86it/s] 131/299 6.46G 0.07109 0.03176 0 0.1028 131 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.54it/s] 131/299 6.46G 0.0708 0.03217 0 0.103 133 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.54it/s] 131/299 6.46G 0.0708 0.03217 0 0.103 133 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.29it/s] 131/299 6.46G 0.07083 0.03229 0 0.1031 131 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.29it/s] 131/299 6.46G 0.07083 0.03229 0 0.1031 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.10it/s] 131/299 6.46G 0.07158 0.03235 0 0.1039 130 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.10it/s] 131/299 6.46G 0.07158 0.03235 0 0.1039 130 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.70it/s] 131/299 6.46G 0.07208 0.03276 0 0.1048 139 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.70it/s] 131/299 6.46G 0.07208 0.03276 0 0.1048 139 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.49it/s] 131/299 6.46G 0.07232 0.03274 0 0.1051 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.49it/s] 131/299 6.46G 0.07232 0.03274 0 0.1051 124 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.21it/s] 131/299 6.46G 0.07146 0.03317 0 0.1046 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.21it/s] 131/299 6.46G 0.07146 0.03317 0 0.1046 125 640: 100%|██████████| 13/13 [00:02<00:00, 6.69it/s] 131/299 6.46G 0.07146 0.03317 0 0.1046 125 640: 100%|██████████| 13/13 [00:02<00:00, 5.40it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.599 0.621 0.569 0.206
0%| | 0/13 [00:00<?, ?it/s] 132/299 6.46G 0.07758 0.03189 0 0.1095 125 640: 0%| | 0/13 [00:00<?, ?it/s] 132/299 6.46G 0.07758 0.03189 0 0.1095 125 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 132/299 6.46G 0.07448 0.03497 0 0.1094 145 640: 8%|▊ | 1/13 [00:01<00:01, 6.82it/s] 132/299 6.46G 0.07448 0.03497 0 0.1094 145 640: 15%|█▌ | 2/13 [00:01<00:06, 1.70it/s] 132/299 6.46G 0.0716 0.03327 0 0.1049 120 640: 15%|█▌ | 2/13 [00:01<00:06, 1.70it/s] 132/299 6.46G 0.0716 0.03327 0 0.1049 120 640: 23%|██▎ | 3/13 [00:01<00:03, 2.69it/s] 132/299 6.46G 0.07017 0.03349 0 0.1037 125 640: 23%|██▎ | 3/13 [00:01<00:03, 2.69it/s] 132/299 6.46G 0.07017 0.03349 0 0.1037 125 640: 31%|███ | 4/13 [00:01<00:02, 3.70it/s] 132/299 6.46G 0.07043 0.03462 0 0.1051 147 640: 31%|███ | 4/13 [00:01<00:02, 3.70it/s] 132/299 6.46G 0.07043 0.03462 0 0.1051 147 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 132/299 6.46G 0.07113 0.03376 0 0.1049 105 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 132/299 6.46G 0.07113 0.03376 0 0.1049 105 640: 46%|████▌ | 6/13 [00:01<00:01, 5.37it/s] 132/299 6.46G 0.07129 0.03397 0 0.1053 133 640: 46%|████▌ | 6/13 [00:01<00:01, 5.37it/s] 132/299 6.46G 0.07129 0.03397 0 0.1053 133 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.63it/s] 132/299 6.46G 0.07109 0.0336 0 0.1047 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.63it/s] 132/299 6.46G 0.07109 0.0336 0 0.1047 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.36it/s] 132/299 6.46G 0.07135 0.0331 0 0.1045 116 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.36it/s] 132/299 6.46G 0.07135 0.0331 0 0.1045 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.54it/s] 132/299 6.46G 0.07086 0.03266 0 0.1035 107 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.54it/s] 132/299 6.46G 0.07086 0.03266 0 0.1035 107 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.12it/s] 132/299 6.46G 0.07104 0.03329 0 0.1043 154 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.12it/s] 132/299 6.46G 0.07104 0.03329 0 0.1043 154 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.76it/s] 132/299 6.46G 0.07097 0.03309 0 0.1041 110 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.76it/s] 132/299 6.46G 0.07097 0.03309 0 0.1041 110 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.49it/s] 132/299 6.46G 0.07101 0.03306 0 0.1041 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.49it/s] 132/299 6.46G 0.07101 0.03306 0 0.1041 115 640: 100%|██████████| 13/13 [00:03<00:00, 4.17it/s] 132/299 6.46G 0.07101 0.03306 0 0.1041 115 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.679 0.536 0.578 0.201
0%| | 0/13 [00:00<?, ?it/s] 133/299 6.46G 0.07364 0.0286 0 0.1022 109 640: 0%| | 0/13 [00:00<?, ?it/s] 133/299 6.46G 0.07364 0.0286 0 0.1022 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 133/299 6.46G 0.07741 0.03256 0 0.11 140 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 133/299 6.46G 0.07741 0.03256 0 0.11 140 640: 15%|█▌ | 2/13 [00:00<00:01, 8.87it/s] 133/299 6.46G 0.0762 0.032 0 0.1082 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.87it/s] 133/299 6.46G 0.0762 0.032 0 0.1082 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.82it/s] 133/299 6.46G 0.07515 0.03258 0 0.1077 137 640: 23%|██▎ | 3/13 [00:00<00:01, 8.82it/s] 133/299 6.46G 0.07515 0.03258 0 0.1077 137 640: 31%|███ | 4/13 [00:00<00:01, 7.97it/s] 133/299 6.46G 0.07643 0.03271 0 0.1091 135 640: 31%|███ | 4/13 [00:01<00:01, 7.97it/s] 133/299 6.46G 0.07643 0.03271 0 0.1091 135 640: 38%|███▊ | 5/13 [00:01<00:03, 2.49it/s] 133/299 6.46G 0.0767 0.03286 0 0.1096 135 640: 38%|███▊ | 5/13 [00:01<00:03, 2.49it/s] 133/299 6.46G 0.0767 0.03286 0 0.1096 135 640: 46%|████▌ | 6/13 [00:01<00:02, 3.30it/s] 133/299 6.46G 0.07603 0.03293 0 0.109 128 640: 46%|████▌ | 6/13 [00:01<00:02, 3.30it/s] 133/299 6.46G 0.07603 0.03293 0 0.109 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 133/299 6.46G 0.0762 0.0326 0 0.1088 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 133/299 6.46G 0.0762 0.0326 0 0.1088 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.77it/s] 133/299 6.46G 0.07602 0.03136 0 0.1074 82 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.77it/s] 133/299 6.46G 0.07602 0.03136 0 0.1074 82 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.57it/s] 133/299 6.46G 0.07586 0.03111 0 0.107 118 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.57it/s] 133/299 6.46G 0.07586 0.03111 0 0.107 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 133/299 6.46G 0.07581 0.03072 0 0.1065 93 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 133/299 6.46G 0.07581 0.03072 0 0.1065 93 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.98it/s] 133/299 6.46G 0.0758 0.03076 0 0.1066 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.98it/s] 133/299 6.46G 0.0758 0.03076 0 0.1066 128 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.58it/s] 133/299 6.46G 0.07518 0.03177 0 0.107 143 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.58it/s] 133/299 6.46G 0.07518 0.03177 0 0.107 143 640: 100%|██████████| 13/13 [00:03<00:00, 3.55it/s] 133/299 6.46G 0.07518 0.03177 0 0.107 143 640: 100%|██████████| 13/13 [00:03<00:00, 4.12it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.61 0.666 0.593 0.2
0%| | 0/13 [00:00<?, ?it/s] 134/299 6.46G 0.07471 0.02834 0 0.103 108 640: 0%| | 0/13 [00:00<?, ?it/s] 134/299 6.46G 0.07471 0.02834 0 0.103 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 134/299 6.46G 0.07104 0.03064 0 0.1017 126 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 134/299 6.46G 0.07104 0.03064 0 0.1017 126 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 134/299 6.46G 0.07202 0.02923 0 0.1013 111 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 134/299 6.46G 0.07202 0.02923 0 0.1013 111 640: 23%|██▎ | 3/13 [00:00<00:01, 7.84it/s] 134/299 6.46G 0.07094 0.0302 0 0.1011 130 640: 23%|██▎ | 3/13 [00:00<00:01, 7.84it/s] 134/299 6.46G 0.07094 0.0302 0 0.1011 130 640: 31%|███ | 4/13 [00:00<00:01, 8.22it/s] 134/299 6.46G 0.07139 0.02961 0 0.101 102 640: 31%|███ | 4/13 [00:01<00:01, 8.22it/s] 134/299 6.46G 0.07139 0.02961 0 0.101 102 640: 38%|███▊ | 5/13 [00:01<00:03, 2.40it/s] 134/299 6.46G 0.0729 0.03064 0 0.1035 135 640: 38%|███▊ | 5/13 [00:01<00:03, 2.40it/s] 134/299 6.46G 0.0729 0.03064 0 0.1035 135 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 134/299 6.46G 0.07258 0.03267 0 0.1053 157 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 134/299 6.46G 0.07258 0.03267 0 0.1053 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.87it/s] 134/299 6.46G 0.07272 0.03218 0 0.1049 104 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.87it/s] 134/299 6.46G 0.07272 0.03218 0 0.1049 104 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.32it/s] 134/299 6.46G 0.07352 0.03204 0 0.1056 125 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.32it/s] 134/299 6.46G 0.07352 0.03204 0 0.1056 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.14it/s] 134/299 6.46G 0.07373 0.03178 0 0.1055 110 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.14it/s] 134/299 6.46G 0.07373 0.03178 0 0.1055 110 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.90it/s] 134/299 6.46G 0.07431 0.03174 0 0.106 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.90it/s] 134/299 6.46G 0.07431 0.03174 0 0.106 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.21it/s] 134/299 6.46G 0.07411 0.03164 0 0.1058 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.21it/s] 134/299 6.46G 0.07411 0.03164 0 0.1058 116 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.83it/s] 134/299 6.46G 0.07428 0.03259 0 0.1069 149 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.83it/s] 134/299 6.46G 0.07428 0.03259 0 0.1069 149 640: 100%|██████████| 13/13 [00:03<00:00, 2.72it/s] 134/299 6.46G 0.07428 0.03259 0 0.1069 149 640: 100%|██████████| 13/13 [00:03<00:00, 4.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.697 0.609 0.576 0.174
0%| | 0/13 [00:00<?, ?it/s] 135/299 6.46G 0.08161 0.03386 0 0.1155 138 640: 0%| | 0/13 [00:00<?, ?it/s] 135/299 6.46G 0.08161 0.03386 0 0.1155 138 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 135/299 6.46G 0.0785 0.02874 0 0.1072 95 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 135/299 6.46G 0.0785 0.02874 0 0.1072 95 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 135/299 6.46G 0.07285 0.02893 0 0.1018 98 640: 15%|█▌ | 2/13 [00:00<00:01, 7.51it/s] 135/299 6.46G 0.07285 0.02893 0 0.1018 98 640: 23%|██▎ | 3/13 [00:00<00:02, 3.54it/s] 135/299 6.46G 0.07202 0.02849 0 0.1005 104 640: 23%|██▎ | 3/13 [00:00<00:02, 3.54it/s] 135/299 6.46G 0.07202 0.02849 0 0.1005 104 640: 31%|███ | 4/13 [00:00<00:01, 4.63it/s] 135/299 6.46G 0.07437 0.03121 0 0.1056 172 640: 31%|███ | 4/13 [00:00<00:01, 4.63it/s] 135/299 6.46G 0.07437 0.03121 0 0.1056 172 640: 38%|███▊ | 5/13 [00:00<00:01, 5.58it/s] 135/299 6.46G 0.0744 0.03097 0 0.1054 114 640: 38%|███▊ | 5/13 [00:01<00:01, 5.58it/s] 135/299 6.46G 0.0744 0.03097 0 0.1054 114 640: 46%|████▌ | 6/13 [00:01<00:01, 5.99it/s] 135/299 6.46G 0.07311 0.03206 0 0.1052 148 640: 46%|████▌ | 6/13 [00:01<00:01, 5.99it/s] 135/299 6.46G 0.07311 0.03206 0 0.1052 148 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.69it/s] 135/299 6.46G 0.07366 0.03286 0 0.1065 151 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.69it/s] 135/299 6.46G 0.07366 0.03286 0 0.1065 151 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.56it/s] 135/299 6.46G 0.07428 0.03297 0 0.1072 130 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.56it/s] 135/299 6.46G 0.07428 0.03297 0 0.1072 130 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.37it/s] 135/299 6.46G 0.07422 0.03288 0 0.1071 119 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.37it/s] 135/299 6.46G 0.07422 0.03288 0 0.1071 119 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.94it/s] 135/299 6.46G 0.07401 0.03309 0 0.1071 139 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.94it/s] 135/299 6.46G 0.07401 0.03309 0 0.1071 139 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.21it/s] 135/299 6.46G 0.07389 0.03285 0 0.1067 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.21it/s] 135/299 6.46G 0.07389 0.03285 0 0.1067 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.87it/s] 135/299 6.46G 0.0735 0.03343 0 0.1069 147 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.87it/s] 135/299 6.46G 0.0735 0.03343 0 0.1069 147 640: 100%|██████████| 13/13 [00:03<00:00, 3.65it/s] 135/299 6.46G 0.0735 0.03343 0 0.1069 147 640: 100%|██████████| 13/13 [00:03<00:00, 3.99it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.703 0.552 0.552 0.174
0%| | 0/13 [00:00<?, ?it/s] 136/299 6.46G 0.0773 0.02514 0 0.1024 96 640: 0%| | 0/13 [00:00<?, ?it/s] 136/299 6.46G 0.0773 0.02514 0 0.1024 96 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 136/299 6.46G 0.07741 0.02583 0 0.1032 97 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 136/299 6.46G 0.07741 0.02583 0 0.1032 97 640: 15%|█▌ | 2/13 [00:00<00:01, 7.84it/s] 136/299 6.46G 0.07328 0.02407 0 0.09735 84 640: 15%|█▌ | 2/13 [00:00<00:01, 7.84it/s] 136/299 6.46G 0.07328 0.02407 0 0.09735 84 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 136/299 6.46G 0.07235 0.02817 0 0.1005 153 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 136/299 6.46G 0.07235 0.02817 0 0.1005 153 640: 31%|███ | 4/13 [00:00<00:01, 8.49it/s] 136/299 6.46G 0.07458 0.0282 0 0.1028 106 640: 31%|███ | 4/13 [00:00<00:01, 8.49it/s] 136/299 6.46G 0.07458 0.0282 0 0.1028 106 640: 38%|███▊ | 5/13 [00:00<00:01, 7.90it/s] 136/299 6.46G 0.07434 0.02852 0 0.1029 113 640: 38%|███▊ | 5/13 [00:01<00:01, 7.90it/s] 136/299 6.46G 0.07434 0.02852 0 0.1029 113 640: 46%|████▌ | 6/13 [00:01<00:02, 2.50it/s] 136/299 6.46G 0.07427 0.02917 0 0.1034 132 640: 46%|████▌ | 6/13 [00:01<00:02, 2.50it/s] 136/299 6.46G 0.07427 0.02917 0 0.1034 132 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.27it/s] 136/299 6.46G 0.07495 0.02906 0 0.104 105 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.27it/s] 136/299 6.46G 0.07495 0.02906 0 0.104 105 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 136/299 6.46G 0.07506 0.02859 0 0.1036 84 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 136/299 6.46G 0.07506 0.02859 0 0.1036 84 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.70it/s] 136/299 6.46G 0.07445 0.02912 0 0.1036 141 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.70it/s] 136/299 6.46G 0.07445 0.02912 0 0.1036 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.49it/s] 136/299 6.46G 0.07419 0.02932 0 0.1035 115 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.49it/s] 136/299 6.46G 0.07419 0.02932 0 0.1035 115 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.81it/s] 136/299 6.46G 0.07438 0.02884 0 0.1032 89 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.81it/s] 136/299 6.46G 0.07438 0.02884 0 0.1032 89 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.02it/s] 136/299 6.46G 0.07426 0.02922 0 0.1035 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.02it/s] 136/299 6.46G 0.07426 0.02922 0 0.1035 114 640: 100%|██████████| 13/13 [00:02<00:00, 5.55it/s] 136/299 6.46G 0.07426 0.02922 0 0.1035 114 640: 100%|██████████| 13/13 [00:02<00:00, 4.96it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.684 0.597 0.576 0.194
0%| | 0/13 [00:00<?, ?it/s] 137/299 6.46G 0.07047 0.02338 0 0.09384 87 640: 0%| | 0/13 [00:01<?, ?it/s] 137/299 6.46G 0.07047 0.02338 0 0.09384 87 640: 8%|▊ | 1/13 [00:01<00:13, 1.11s/it] 137/299 6.46G 0.07147 0.02909 0 0.1006 134 640: 8%|▊ | 1/13 [00:01<00:13, 1.11s/it] 137/299 6.46G 0.07147 0.02909 0 0.1006 134 640: 15%|█▌ | 2/13 [00:01<00:05, 1.91it/s] 137/299 6.46G 0.07266 0.02964 0 0.1023 125 640: 15%|█▌ | 2/13 [00:01<00:05, 1.91it/s] 137/299 6.46G 0.07266 0.02964 0 0.1023 125 640: 23%|██▎ | 3/13 [00:01<00:03, 2.97it/s] 137/299 6.46G 0.07259 0.03065 0 0.1032 139 640: 23%|██▎ | 3/13 [00:01<00:03, 2.97it/s] 137/299 6.46G 0.07259 0.03065 0 0.1032 139 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 137/299 6.46G 0.07636 0.0305 0 0.1069 124 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 137/299 6.46G 0.07636 0.0305 0 0.1069 124 640: 38%|███▊ | 5/13 [00:01<00:01, 4.83it/s] 137/299 6.46G 0.07727 0.03085 0 0.1081 120 640: 38%|███▊ | 5/13 [00:01<00:01, 4.83it/s] 137/299 6.46G 0.07727 0.03085 0 0.1081 120 640: 46%|████▌ | 6/13 [00:01<00:01, 5.36it/s] 137/299 6.46G 0.07787 0.03226 0 0.1101 159 640: 46%|████▌ | 6/13 [00:01<00:01, 5.36it/s] 137/299 6.46G 0.07787 0.03226 0 0.1101 159 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.15it/s] 137/299 6.46G 0.07867 0.03199 0 0.1107 120 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.15it/s] 137/299 6.46G 0.07867 0.03199 0 0.1107 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.41it/s] 137/299 6.46G 0.07929 0.03221 0 0.1115 130 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.41it/s] 137/299 6.46G 0.07929 0.03221 0 0.1115 130 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.07it/s] 137/299 6.46G 0.07903 0.03186 0 0.1109 113 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.07it/s] 137/299 6.46G 0.07903 0.03186 0 0.1109 113 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.72it/s] 137/299 6.46G 0.08011 0.03188 0 0.112 133 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.72it/s] 137/299 6.46G 0.08011 0.03188 0 0.112 133 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.45it/s] 137/299 6.46G 0.0804 0.03213 0 0.1125 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.45it/s] 137/299 6.46G 0.0804 0.03213 0 0.1125 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.08it/s] 137/299 6.46G 0.08029 0.03307 0 0.1134 156 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.08it/s] 137/299 6.46G 0.08029 0.03307 0 0.1134 156 640: 100%|██████████| 13/13 [00:03<00:00, 4.95it/s] 137/299 6.46G 0.08029 0.03307 0 0.1134 156 640: 100%|██████████| 13/13 [00:03<00:00, 3.55it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.666 0.644 0.589 0.215
0%| | 0/13 [00:00<?, ?it/s] 138/299 6.46G 0.08087 0.03197 0 0.1128 122 640: 0%| | 0/13 [00:00<?, ?it/s] 138/299 6.46G 0.08087 0.03197 0 0.1128 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 138/299 6.46G 0.07917 0.02898 0 0.1082 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 138/299 6.46G 0.07917 0.02898 0 0.1082 103 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 138/299 6.46G 0.0778 0.03017 0 0.108 119 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 138/299 6.46G 0.0778 0.03017 0 0.108 119 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 138/299 6.46G 0.07607 0.0301 0 0.1062 115 640: 23%|██▎ | 3/13 [00:01<00:01, 7.88it/s] 138/299 6.46G 0.07607 0.0301 0 0.1062 115 640: 31%|███ | 4/13 [00:01<00:03, 2.39it/s] 138/299 6.46G 0.07836 0.03118 0 0.1095 151 640: 31%|███ | 4/13 [00:01<00:03, 2.39it/s] 138/299 6.46G 0.07836 0.03118 0 0.1095 151 640: 38%|███▊ | 5/13 [00:01<00:02, 3.24it/s] 138/299 6.46G 0.07907 0.03143 0 0.1105 127 640: 38%|███▊ | 5/13 [00:01<00:02, 3.24it/s] 138/299 6.46G 0.07907 0.03143 0 0.1105 127 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 138/299 6.46G 0.0784 0.03265 0 0.1111 173 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 138/299 6.46G 0.0784 0.03265 0 0.1111 173 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.76it/s] 138/299 6.46G 0.07777 0.03268 0 0.1105 132 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.76it/s] 138/299 6.46G 0.07777 0.03268 0 0.1105 132 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.57it/s] 138/299 6.46G 0.07848 0.03209 0 0.1106 109 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.57it/s] 138/299 6.46G 0.07848 0.03209 0 0.1106 109 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.28it/s] 138/299 6.46G 0.07809 0.03178 0 0.1099 109 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.28it/s] 138/299 6.46G 0.07809 0.03178 0 0.1099 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.02it/s] 138/299 6.46G 0.07753 0.0322 0 0.1097 140 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.02it/s] 138/299 6.46G 0.07753 0.0322 0 0.1097 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.28it/s] 138/299 6.46G 0.07783 0.03299 0 0.1108 165 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.28it/s] 138/299 6.46G 0.07783 0.03299 0 0.1108 165 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.17it/s] 138/299 6.46G 0.07783 0.03378 0 0.1116 155 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.17it/s] 138/299 6.46G 0.07783 0.03378 0 0.1116 155 640: 100%|██████████| 13/13 [00:03<00:00, 2.84it/s] 138/299 6.46G 0.07783 0.03378 0 0.1116 155 640: 100%|██████████| 13/13 [00:03<00:00, 3.77it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.617 0.667 0.585 0.171
0%| | 0/13 [00:00<?, ?it/s] 139/299 6.46G 0.08589 0.02833 0 0.1142 112 640: 0%| | 0/13 [00:00<?, ?it/s] 139/299 6.46G 0.08589 0.02833 0 0.1142 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 139/299 6.46G 0.08434 0.02926 0 0.1136 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 139/299 6.46G 0.08434 0.02926 0 0.1136 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 139/299 6.46G 0.07773 0.0269 0 0.1046 85 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 139/299 6.46G 0.07773 0.0269 0 0.1046 85 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 139/299 6.46G 0.07354 0.02795 0 0.1015 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 139/299 6.46G 0.07354 0.02795 0 0.1015 107 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 139/299 6.46G 0.07521 0.0287 0 0.1039 117 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 139/299 6.46G 0.07521 0.0287 0 0.1039 117 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 139/299 6.46G 0.07414 0.02771 0 0.1019 85 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 139/299 6.46G 0.07414 0.02771 0 0.1019 85 640: 46%|████▌ | 6/13 [00:00<00:00, 8.13it/s] 139/299 6.46G 0.07443 0.02844 0 0.1029 129 640: 46%|████▌ | 6/13 [00:01<00:00, 8.13it/s] 139/299 6.46G 0.07443 0.02844 0 0.1029 129 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.81it/s] 139/299 6.46G 0.07411 0.02812 0 0.1022 93 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.81it/s] 139/299 6.46G 0.07411 0.02812 0 0.1022 93 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.59it/s] 139/299 6.46G 0.0747 0.02775 0 0.1025 96 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.59it/s] 139/299 6.46G 0.0747 0.02775 0 0.1025 96 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.40it/s] 139/299 6.46G 0.0742 0.02845 0 0.1027 132 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.40it/s] 139/299 6.46G 0.0742 0.02845 0 0.1027 132 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.95it/s] 139/299 6.46G 0.07479 0.02928 0 0.1041 145 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.95it/s] 139/299 6.46G 0.07479 0.02928 0 0.1041 145 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.72it/s] 139/299 6.46G 0.07467 0.02968 0 0.1044 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.72it/s] 139/299 6.46G 0.07467 0.02968 0 0.1044 120 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.88it/s] 139/299 6.46G 0.07472 0.0302 0 0.1049 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.88it/s] 139/299 6.46G 0.07472 0.0302 0 0.1049 127 640: 100%|██████████| 13/13 [00:02<00:00, 4.74it/s] 139/299 6.46G 0.07472 0.0302 0 0.1049 127 640: 100%|██████████| 13/13 [00:02<00:00, 4.99it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.774 0.551 0.589 0.177
0%| | 0/13 [00:00<?, ?it/s] 140/299 6.46G 0.08337 0.02007 0 0.1034 76 640: 0%| | 0/13 [00:00<?, ?it/s] 140/299 6.46G 0.08337 0.02007 0 0.1034 76 640: 8%|▊ | 1/13 [00:00<00:01, 6.65it/s] 140/299 6.46G 0.08381 0.02433 0 0.1081 117 640: 8%|▊ | 1/13 [00:01<00:01, 6.65it/s] 140/299 6.46G 0.08381 0.02433 0 0.1081 117 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 140/299 6.46G 0.08141 0.02624 0 0.1076 123 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 140/299 6.46G 0.08141 0.02624 0 0.1076 123 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 140/299 6.46G 0.07866 0.02751 0 0.1062 129 640: 23%|██▎ | 3/13 [00:01<00:03, 2.56it/s] 140/299 6.46G 0.07866 0.02751 0 0.1062 129 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 140/299 6.46G 0.08009 0.03033 0 0.1104 163 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 140/299 6.46G 0.08009 0.03033 0 0.1104 163 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 140/299 6.46G 0.07928 0.02993 0 0.1092 103 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 140/299 6.46G 0.07928 0.02993 0 0.1092 103 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 140/299 6.46G 0.0784 0.03045 0 0.1088 123 640: 46%|████▌ | 6/13 [00:01<00:01, 5.20it/s] 140/299 6.46G 0.0784 0.03045 0 0.1088 123 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.00it/s] 140/299 6.46G 0.07741 0.02973 0 0.1071 84 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.00it/s] 140/299 6.46G 0.07741 0.02973 0 0.1071 84 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 140/299 6.46G 0.07844 0.0297 0 0.1081 116 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 140/299 6.46G 0.07844 0.0297 0 0.1081 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.75it/s] 140/299 6.46G 0.0783 0.03044 0 0.1087 138 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.75it/s] 140/299 6.46G 0.0783 0.03044 0 0.1087 138 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.11it/s] 140/299 6.46G 0.07918 0.03062 0 0.1098 131 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.11it/s] 140/299 6.46G 0.07918 0.03062 0 0.1098 131 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.75it/s] 140/299 6.46G 0.07932 0.0309 0 0.1102 132 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.75it/s] 140/299 6.46G 0.07932 0.0309 0 0.1102 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.48it/s] 140/299 6.46G 0.07963 0.03166 0 0.1113 149 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.48it/s] 140/299 6.46G 0.07963 0.03166 0 0.1113 149 640: 100%|██████████| 13/13 [00:03<00:00, 4.15it/s] 140/299 6.46G 0.07963 0.03166 0 0.1113 149 640: 100%|██████████| 13/13 [00:03<00:00, 3.68it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.746 0.54 0.556 0.186
0%| | 0/13 [00:00<?, ?it/s] 141/299 6.46G 0.07035 0.02061 0 0.09096 76 640: 0%| | 0/13 [00:00<?, ?it/s] 141/299 6.46G 0.07035 0.02061 0 0.09096 76 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 141/299 6.46G 0.07775 0.02645 0 0.1042 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 141/299 6.46G 0.07775 0.02645 0 0.1042 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.60it/s] 141/299 6.46G 0.07855 0.02546 0 0.104 96 640: 15%|█▌ | 2/13 [00:00<00:01, 8.60it/s] 141/299 6.46G 0.07855 0.02546 0 0.104 96 640: 23%|██▎ | 3/13 [00:00<00:01, 8.70it/s] 141/299 6.46G 0.07677 0.02646 0 0.1032 117 640: 23%|██▎ | 3/13 [00:00<00:01, 8.70it/s] 141/299 6.46G 0.07677 0.02646 0 0.1032 117 640: 31%|███ | 4/13 [00:00<00:01, 7.79it/s] 141/299 6.46G 0.07756 0.027 0 0.1046 114 640: 31%|███ | 4/13 [00:01<00:01, 7.79it/s] 141/299 6.46G 0.07756 0.027 0 0.1046 114 640: 38%|███▊ | 5/13 [00:01<00:03, 2.42it/s] 141/299 6.46G 0.07866 0.02648 0 0.1051 91 640: 38%|███▊ | 5/13 [00:01<00:03, 2.42it/s] 141/299 6.46G 0.07866 0.02648 0 0.1051 91 640: 46%|████▌ | 6/13 [00:01<00:02, 3.22it/s] 141/299 6.46G 0.07766 0.02726 0 0.1049 114 640: 46%|████▌ | 6/13 [00:01<00:02, 3.22it/s] 141/299 6.46G 0.07766 0.02726 0 0.1049 114 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.06it/s] 141/299 6.46G 0.07789 0.02793 0 0.1058 130 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.06it/s] 141/299 6.46G 0.07789 0.02793 0 0.1058 130 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.69it/s] 141/299 6.46G 0.07804 0.02955 0 0.1076 177 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.69it/s] 141/299 6.46G 0.07804 0.02955 0 0.1076 177 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.49it/s] 141/299 6.46G 0.07839 0.02906 0 0.1075 96 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.49it/s] 141/299 6.46G 0.07839 0.02906 0 0.1075 96 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.06it/s] 141/299 6.46G 0.07914 0.02897 0 0.1081 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.06it/s] 141/299 6.46G 0.07914 0.02897 0 0.1081 113 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.71it/s] 141/299 6.46G 0.07903 0.02886 0 0.1079 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.71it/s] 141/299 6.46G 0.07903 0.02886 0 0.1079 111 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.80it/s] 141/299 6.46G 0.07875 0.02966 0 0.1084 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.80it/s] 141/299 6.46G 0.07875 0.02966 0 0.1084 138 640: 100%|██████████| 13/13 [00:03<00:00, 2.49it/s] 141/299 6.46G 0.07875 0.02966 0 0.1084 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.98it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.757 0.609 0.6 0.187
0%| | 0/13 [00:00<?, ?it/s] 142/299 6.46G 0.07617 0.03149 0 0.1077 121 640: 0%| | 0/13 [00:00<?, ?it/s] 142/299 6.46G 0.07617 0.03149 0 0.1077 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 142/299 6.46G 0.08111 0.02967 0 0.1108 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 142/299 6.46G 0.08111 0.02967 0 0.1108 106 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 142/299 6.46G 0.07985 0.03169 0 0.1115 147 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 142/299 6.46G 0.07985 0.03169 0 0.1115 147 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 142/299 6.46G 0.07653 0.03202 0 0.1085 128 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 142/299 6.46G 0.07653 0.03202 0 0.1085 128 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 142/299 6.46G 0.07796 0.03295 0 0.1109 148 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 142/299 6.46G 0.07796 0.03295 0 0.1109 148 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 142/299 6.46G 0.07682 0.03288 0 0.1097 116 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 142/299 6.46G 0.07682 0.03288 0 0.1097 116 640: 46%|████▌ | 6/13 [00:00<00:00, 8.49it/s] 142/299 6.46G 0.07565 0.03287 0 0.1085 117 640: 46%|████▌ | 6/13 [00:00<00:00, 8.49it/s] 142/299 6.46G 0.07565 0.03287 0 0.1085 117 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.93it/s] 142/299 6.46G 0.07586 0.03172 0 0.1076 94 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.93it/s] 142/299 6.46G 0.07586 0.03172 0 0.1076 94 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.90it/s] 142/299 6.46G 0.07554 0.03141 0 0.1069 104 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.90it/s] 142/299 6.46G 0.07554 0.03141 0 0.1069 104 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.68it/s] 142/299 6.46G 0.07534 0.03146 0 0.1068 124 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.68it/s] 142/299 6.46G 0.07534 0.03146 0 0.1068 124 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.48it/s] 142/299 6.46G 0.07482 0.03169 0 0.1065 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.48it/s] 142/299 6.46G 0.07482 0.03169 0 0.1065 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.03it/s] 142/299 6.46G 0.07526 0.03135 0 0.1066 100 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.03it/s] 142/299 6.46G 0.07526 0.03135 0 0.1066 100 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.78it/s] 142/299 6.46G 0.07466 0.0322 0 0.1069 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.78it/s] 142/299 6.46G 0.07466 0.0322 0 0.1069 131 640: 100%|██████████| 13/13 [00:02<00:00, 4.81it/s] 142/299 6.46G 0.07466 0.0322 0 0.1069 131 640: 100%|██████████| 13/13 [00:02<00:00, 5.32it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.725 0.609 0.629 0.194
0%| | 0/13 [00:00<?, ?it/s] 143/299 6.46G 0.07148 0.03123 0 0.1027 107 640: 0%| | 0/13 [00:00<?, ?it/s] 143/299 6.46G 0.07148 0.03123 0 0.1027 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 143/299 6.46G 0.07299 0.02878 0 0.1018 95 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 143/299 6.46G 0.07299 0.02878 0 0.1018 95 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 143/299 6.46G 0.07147 0.02689 0 0.09837 83 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 143/299 6.46G 0.07147 0.02689 0 0.09837 83 640: 23%|██▎ | 3/13 [00:00<00:03, 2.72it/s] 143/299 6.46G 0.06847 0.02847 0 0.09694 114 640: 23%|██▎ | 3/13 [00:01<00:03, 2.72it/s] 143/299 6.46G 0.06847 0.02847 0 0.09694 114 640: 31%|███ | 4/13 [00:01<00:02, 3.74it/s] 143/299 6.46G 0.07016 0.03036 0 0.1005 149 640: 31%|███ | 4/13 [00:01<00:02, 3.74it/s] 143/299 6.46G 0.07016 0.03036 0 0.1005 149 640: 38%|███▊ | 5/13 [00:01<00:01, 4.70it/s] 143/299 6.46G 0.06967 0.03081 0 0.1005 113 640: 38%|███▊ | 5/13 [00:01<00:01, 4.70it/s] 143/299 6.46G 0.06967 0.03081 0 0.1005 113 640: 46%|████▌ | 6/13 [00:01<00:01, 5.29it/s] 143/299 6.46G 0.0697 0.03054 0 0.1002 109 640: 46%|████▌ | 6/13 [00:01<00:01, 5.29it/s] 143/299 6.46G 0.0697 0.03054 0 0.1002 109 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.09it/s] 143/299 6.46G 0.06871 0.03072 0 0.09944 110 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.09it/s] 143/299 6.46G 0.06871 0.03072 0 0.09944 110 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.17it/s] 143/299 6.46G 0.06849 0.03108 0 0.09957 132 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.17it/s] 143/299 6.46G 0.06849 0.03108 0 0.09957 132 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.95it/s] 143/299 6.46G 0.06758 0.03109 0 0.09867 118 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.95it/s] 143/299 6.46G 0.06758 0.03109 0 0.09867 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.56it/s] 143/299 6.46G 0.06855 0.03208 0 0.1006 167 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.56it/s] 143/299 6.46G 0.06855 0.03208 0 0.1006 167 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.67it/s] 143/299 6.46G 0.06965 0.0323 0 0.102 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.67it/s] 143/299 6.46G 0.06965 0.0323 0 0.102 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.39it/s] 143/299 6.46G 0.07006 0.03248 0 0.1025 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.39it/s] 143/299 6.46G 0.07006 0.03248 0 0.1025 128 640: 100%|██████████| 13/13 [00:03<00:00, 4.21it/s] 143/299 6.46G 0.07006 0.03248 0 0.1025 128 640: 100%|██████████| 13/13 [00:03<00:00, 4.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.544 0.632 0.518 0.174
0%| | 0/13 [00:00<?, ?it/s] 144/299 6.46G 0.07635 0.03312 0 0.1095 125 640: 0%| | 0/13 [00:00<?, ?it/s] 144/299 6.46G 0.07635 0.03312 0 0.1095 125 640: 8%|▊ | 1/13 [00:00<00:01, 6.75it/s] 144/299 6.46G 0.07796 0.0357 0 0.1137 155 640: 8%|▊ | 1/13 [00:00<00:01, 6.75it/s] 144/299 6.46G 0.07796 0.0357 0 0.1137 155 640: 15%|█▌ | 2/13 [00:00<00:01, 7.79it/s] 144/299 6.46G 0.07713 0.03279 0 0.1099 102 640: 15%|█▌ | 2/13 [00:00<00:01, 7.79it/s] 144/299 6.46G 0.07713 0.03279 0 0.1099 102 640: 23%|██▎ | 3/13 [00:00<00:01, 5.06it/s] 144/299 6.46G 0.07672 0.0329 0 0.1096 126 640: 23%|██▎ | 3/13 [00:00<00:01, 5.06it/s] 144/299 6.46G 0.07672 0.0329 0 0.1096 126 640: 31%|███ | 4/13 [00:00<00:01, 6.06it/s] 144/299 6.46G 0.07717 0.03208 0 0.1092 114 640: 31%|███ | 4/13 [00:00<00:01, 6.06it/s] 144/299 6.46G 0.07717 0.03208 0 0.1092 114 640: 38%|███▊ | 5/13 [00:00<00:01, 6.36it/s] 144/299 6.46G 0.07766 0.03197 0 0.1096 116 640: 38%|███▊ | 5/13 [00:01<00:01, 6.36it/s] 144/299 6.46G 0.07766 0.03197 0 0.1096 116 640: 46%|████▌ | 6/13 [00:01<00:03, 2.11it/s] 144/299 6.46G 0.07858 0.03301 0 0.1116 160 640: 46%|████▌ | 6/13 [00:02<00:03, 2.11it/s] 144/299 6.46G 0.07858 0.03301 0 0.1116 160 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.81it/s] 144/299 6.46G 0.07986 0.0325 0 0.1124 119 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.81it/s] 144/299 6.46G 0.07986 0.0325 0 0.1124 119 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.59it/s] 144/299 6.46G 0.08059 0.03156 0 0.1121 97 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.59it/s] 144/299 6.46G 0.08059 0.03156 0 0.1121 97 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.24it/s] 144/299 6.46G 0.07995 0.03203 0 0.112 136 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.24it/s] 144/299 6.46G 0.07995 0.03203 0 0.112 136 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.06it/s] 144/299 6.46G 0.0794 0.03204 0 0.1114 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.06it/s] 144/299 6.46G 0.0794 0.03204 0 0.1114 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.59it/s] 144/299 6.46G 0.07949 0.03325 0 0.1127 177 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.59it/s] 144/299 6.46G 0.07949 0.03325 0 0.1127 177 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.38it/s] 144/299 6.46G 0.07895 0.03362 0 0.1126 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.38it/s] 144/299 6.46G 0.07895 0.03362 0 0.1126 133 640: 100%|██████████| 13/13 [00:02<00:00, 5.89it/s] 144/299 6.46G 0.07895 0.03362 0 0.1126 133 640: 100%|██████████| 13/13 [00:02<00:00, 4.51it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.682 0.494 0.558 0.168
0%| | 0/13 [00:00<?, ?it/s] 145/299 6.46G 0.07203 0.02871 0 0.1007 109 640: 0%| | 0/13 [00:01<?, ?it/s] 145/299 6.46G 0.07203 0.02871 0 0.1007 109 640: 8%|▊ | 1/13 [00:01<00:12, 1.08s/it] 145/299 6.46G 0.07034 0.0289 0 0.09924 106 640: 8%|▊ | 1/13 [00:01<00:12, 1.08s/it] 145/299 6.46G 0.07034 0.0289 0 0.09924 106 640: 15%|█▌ | 2/13 [00:01<00:05, 1.95it/s] 145/299 6.46G 0.07072 0.03187 0 0.1026 144 640: 15%|█▌ | 2/13 [00:01<00:05, 1.95it/s] 145/299 6.46G 0.07072 0.03187 0 0.1026 144 640: 23%|██▎ | 3/13 [00:01<00:03, 3.04it/s] 145/299 6.46G 0.07012 0.03194 0 0.1021 125 640: 23%|██▎ | 3/13 [00:01<00:03, 3.04it/s] 145/299 6.46G 0.07012 0.03194 0 0.1021 125 640: 31%|███ | 4/13 [00:01<00:02, 3.95it/s] 145/299 6.46G 0.07165 0.03201 0 0.1037 120 640: 31%|███ | 4/13 [00:01<00:02, 3.95it/s] 145/299 6.46G 0.07165 0.03201 0 0.1037 120 640: 38%|███▊ | 5/13 [00:01<00:01, 4.95it/s] 145/299 6.46G 0.07131 0.03113 0 0.1024 96 640: 38%|███▊ | 5/13 [00:01<00:01, 4.95it/s] 145/299 6.46G 0.07131 0.03113 0 0.1024 96 640: 46%|████▌ | 6/13 [00:01<00:01, 5.85it/s] 145/299 6.46G 0.07003 0.03175 0 0.1018 128 640: 46%|████▌ | 6/13 [00:01<00:01, 5.85it/s] 145/299 6.46G 0.07003 0.03175 0 0.1018 128 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.59it/s] 145/299 6.46G 0.06994 0.03101 0 0.1009 96 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.59it/s] 145/299 6.46G 0.06994 0.03101 0 0.1009 96 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.86it/s] 145/299 6.46G 0.07086 0.03048 0 0.1013 97 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.86it/s] 145/299 6.46G 0.07086 0.03048 0 0.1013 97 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.87it/s] 145/299 6.46G 0.07074 0.03033 0 0.1011 113 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.87it/s] 145/299 6.46G 0.07074 0.03033 0 0.1011 113 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.47it/s] 145/299 6.46G 0.07205 0.03093 0 0.103 154 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.47it/s] 145/299 6.46G 0.07205 0.03093 0 0.103 154 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.16it/s] 145/299 6.46G 0.07322 0.03066 0 0.1039 112 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.16it/s] 145/299 6.46G 0.07322 0.03066 0 0.1039 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.79it/s] 145/299 6.46G 0.07373 0.0314 0 0.1051 148 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.79it/s] 145/299 6.46G 0.07373 0.0314 0 0.1051 148 640: 100%|██████████| 13/13 [00:03<00:00, 4.64it/s] 145/299 6.46G 0.07373 0.0314 0 0.1051 148 640: 100%|██████████| 13/13 [00:03<00:00, 3.44it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.554 0.529 0.519 0.184
0%| | 0/13 [00:00<?, ?it/s] 146/299 6.46G 0.07903 0.03622 0 0.1153 135 640: 0%| | 0/13 [00:00<?, ?it/s] 146/299 6.46G 0.07903 0.03622 0 0.1153 135 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 146/299 6.46G 0.07939 0.03056 0 0.11 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 146/299 6.46G 0.07939 0.03056 0 0.11 102 640: 15%|█▌ | 2/13 [00:00<00:01, 8.94it/s] 146/299 6.46G 0.0782 0.03001 0 0.1082 114 640: 15%|█▌ | 2/13 [00:00<00:01, 8.94it/s] 146/299 6.46G 0.0782 0.03001 0 0.1082 114 640: 23%|██▎ | 3/13 [00:00<00:01, 8.20it/s] 146/299 6.46G 0.07589 0.03111 0 0.107 133 640: 23%|██▎ | 3/13 [00:01<00:01, 8.20it/s] 146/299 6.46G 0.07589 0.03111 0 0.107 133 640: 31%|███ | 4/13 [00:01<00:04, 2.01it/s] 146/299 6.46G 0.07515 0.03294 0 0.1081 144 640: 31%|███ | 4/13 [00:01<00:04, 2.01it/s] 146/299 6.46G 0.07515 0.03294 0 0.1081 144 640: 38%|███▊ | 5/13 [00:01<00:02, 2.79it/s] 146/299 6.46G 0.07587 0.03223 0 0.1081 111 640: 38%|███▊ | 5/13 [00:01<00:02, 2.79it/s] 146/299 6.46G 0.07587 0.03223 0 0.1081 111 640: 46%|████▌ | 6/13 [00:01<00:01, 3.65it/s] 146/299 6.46G 0.07588 0.0344 0 0.1103 187 640: 46%|████▌ | 6/13 [00:01<00:01, 3.65it/s] 146/299 6.46G 0.07588 0.0344 0 0.1103 187 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.32it/s] 146/299 6.46G 0.07513 0.03375 0 0.1089 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.32it/s] 146/299 6.46G 0.07513 0.03375 0 0.1089 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.16it/s] 146/299 6.46G 0.07461 0.03349 0 0.1081 120 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.16it/s] 146/299 6.46G 0.07461 0.03349 0 0.1081 120 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.99it/s] 146/299 6.46G 0.07449 0.03376 0 0.1083 136 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.99it/s] 146/299 6.46G 0.07449 0.03376 0 0.1083 136 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.77it/s] 146/299 6.46G 0.07368 0.03281 0 0.1065 86 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.77it/s] 146/299 6.46G 0.07368 0.03281 0 0.1065 86 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.11it/s] 146/299 6.46G 0.07351 0.03306 0 0.1066 135 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.11it/s] 146/299 6.46G 0.07351 0.03306 0 0.1066 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.18it/s] 146/299 6.46G 0.07314 0.03355 0 0.1067 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.18it/s] 146/299 6.46G 0.07314 0.03355 0 0.1067 140 640: 100%|██████████| 13/13 [00:03<00:00, 2.85it/s] 146/299 6.46G 0.07314 0.03355 0 0.1067 140 640: 100%|██████████| 13/13 [00:03<00:00, 3.60it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.678 0.609 0.582 0.192
0%| | 0/13 [00:00<?, ?it/s] 147/299 6.46G 0.07402 0.02754 0 0.1016 112 640: 0%| | 0/13 [00:00<?, ?it/s] 147/299 6.46G 0.07402 0.02754 0 0.1016 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 147/299 6.46G 0.07 0.02993 0 0.09993 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 147/299 6.46G 0.07 0.02993 0 0.09993 121 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 147/299 6.46G 0.06835 0.02729 0 0.09564 83 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 147/299 6.46G 0.06835 0.02729 0 0.09564 83 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 147/299 6.46G 0.06659 0.02779 0 0.09438 119 640: 23%|██▎ | 3/13 [00:00<00:01, 8.12it/s] 147/299 6.46G 0.06659 0.02779 0 0.09438 119 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 147/299 6.46G 0.06929 0.03042 0 0.09971 176 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 147/299 6.46G 0.06929 0.03042 0 0.09971 176 640: 38%|███▊ | 5/13 [00:00<00:00, 8.53it/s] 147/299 6.46G 0.06988 0.0318 0 0.1017 148 640: 38%|███▊ | 5/13 [00:00<00:00, 8.53it/s] 147/299 6.46G 0.06988 0.0318 0 0.1017 148 640: 46%|████▌ | 6/13 [00:00<00:00, 7.92it/s] 147/299 6.46G 0.0699 0.03276 0 0.1027 156 640: 46%|████▌ | 6/13 [00:01<00:00, 7.92it/s] 147/299 6.46G 0.0699 0.03276 0 0.1027 156 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.61it/s] 147/299 6.46G 0.07006 0.03286 0 0.1029 122 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.61it/s] 147/299 6.46G 0.07006 0.03286 0 0.1029 122 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.36it/s] 147/299 6.46G 0.07177 0.03264 0 0.1044 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.36it/s] 147/299 6.46G 0.07177 0.03264 0 0.1044 126 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.16it/s] 147/299 6.46G 0.07229 0.03337 0 0.1057 152 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.16it/s] 147/299 6.46G 0.07229 0.03337 0 0.1057 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.75it/s] 147/299 6.46G 0.07291 0.03336 0 0.1063 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.75it/s] 147/299 6.46G 0.07291 0.03336 0 0.1063 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.53it/s] 147/299 6.46G 0.07302 0.03314 0 0.1062 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.53it/s] 147/299 6.46G 0.07302 0.03314 0 0.1062 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.19it/s] 147/299 6.46G 0.07325 0.03479 0 0.108 195 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.19it/s] 147/299 6.46G 0.07325 0.03479 0 0.108 195 640: 100%|██████████| 13/13 [00:02<00:00, 6.03it/s] 147/299 6.46G 0.07325 0.03479 0 0.108 195 640: 100%|██████████| 13/13 [00:02<00:00, 5.28it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.607 0.609 0.565 0.181
0%| | 0/13 [00:00<?, ?it/s] 148/299 6.46G 0.06705 0.027 0 0.09406 107 640: 0%| | 0/13 [00:00<?, ?it/s] 148/299 6.46G 0.06705 0.027 0 0.09406 107 640: 8%|▊ | 1/13 [00:00<00:01, 7.33it/s] 148/299 6.46G 0.07036 0.03101 0 0.1014 138 640: 8%|▊ | 1/13 [00:01<00:01, 7.33it/s] 148/299 6.46G 0.07036 0.03101 0 0.1014 138 640: 15%|█▌ | 2/13 [00:01<00:07, 1.49it/s] 148/299 6.46G 0.06799 0.02976 0 0.09775 100 640: 15%|█▌ | 2/13 [00:01<00:07, 1.49it/s] 148/299 6.46G 0.06799 0.02976 0 0.09775 100 640: 23%|██▎ | 3/13 [00:01<00:04, 2.41it/s] 148/299 6.46G 0.06906 0.03069 0 0.09975 136 640: 23%|██▎ | 3/13 [00:01<00:04, 2.41it/s] 148/299 6.46G 0.06906 0.03069 0 0.09975 136 640: 31%|███ | 4/13 [00:01<00:02, 3.38it/s] 148/299 6.46G 0.07161 0.03133 0 0.1029 119 640: 31%|███ | 4/13 [00:01<00:02, 3.38it/s] 148/299 6.46G 0.07161 0.03133 0 0.1029 119 640: 38%|███▊ | 5/13 [00:01<00:01, 4.17it/s] 148/299 6.46G 0.07382 0.03281 0 0.1066 160 640: 38%|███▊ | 5/13 [00:01<00:01, 4.17it/s] 148/299 6.46G 0.07382 0.03281 0 0.1066 160 640: 46%|████▌ | 6/13 [00:01<00:01, 5.10it/s] 148/299 6.46G 0.0739 0.03331 0 0.1072 137 640: 46%|████▌ | 6/13 [00:01<00:01, 5.10it/s] 148/299 6.46G 0.0739 0.03331 0 0.1072 137 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 148/299 6.46G 0.07424 0.03212 0 0.1064 82 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 148/299 6.46G 0.07424 0.03212 0 0.1064 82 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.62it/s] 148/299 6.46G 0.07519 0.03087 0 0.1061 88 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.62it/s] 148/299 6.46G 0.07519 0.03087 0 0.1061 88 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.77it/s] 148/299 6.46G 0.07558 0.03105 0 0.1066 128 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.77it/s] 148/299 6.46G 0.07558 0.03105 0 0.1066 128 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.06it/s] 148/299 6.46G 0.07571 0.03147 0 0.1072 137 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.06it/s] 148/299 6.46G 0.07571 0.03147 0 0.1072 137 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.69it/s] 148/299 6.46G 0.07564 0.03195 0 0.1076 150 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.69it/s] 148/299 6.46G 0.07564 0.03195 0 0.1076 150 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 148/299 6.46G 0.07537 0.03199 0 0.1074 110 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 148/299 6.46G 0.07537 0.03199 0 0.1074 110 640: 100%|██████████| 13/13 [00:03<00:00, 4.10it/s] 148/299 6.46G 0.07537 0.03199 0 0.1074 110 640: 100%|██████████| 13/13 [00:03<00:00, 3.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.711 0.424 0.47 0.168
0%| | 0/13 [00:00<?, ?it/s] 149/299 6.46G 0.08153 0.02704 0 0.1086 105 640: 0%| | 0/13 [00:00<?, ?it/s] 149/299 6.46G 0.08153 0.02704 0 0.1086 105 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 149/299 6.46G 0.08261 0.02673 0 0.1093 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 149/299 6.46G 0.08261 0.02673 0 0.1093 103 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 149/299 6.46G 0.07814 0.02595 0 0.1041 92 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 149/299 6.46G 0.07814 0.02595 0 0.1041 92 640: 23%|██▎ | 3/13 [00:00<00:01, 8.73it/s] 149/299 6.46G 0.0793 0.02743 0 0.1067 122 640: 23%|██▎ | 3/13 [00:00<00:01, 8.73it/s] 149/299 6.46G 0.0793 0.02743 0 0.1067 122 640: 31%|███ | 4/13 [00:00<00:01, 7.97it/s] 149/299 6.46G 0.08244 0.02762 0 0.1101 119 640: 31%|███ | 4/13 [00:01<00:01, 7.97it/s] 149/299 6.46G 0.08244 0.02762 0 0.1101 119 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 149/299 6.46G 0.08322 0.02858 0 0.1118 128 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 149/299 6.46G 0.08322 0.02858 0 0.1118 128 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 149/299 6.46G 0.08236 0.02817 0 0.1105 100 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 149/299 6.46G 0.08236 0.02817 0 0.1105 100 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 149/299 6.46G 0.08251 0.02859 0 0.1111 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 149/299 6.46G 0.08251 0.02859 0 0.1111 120 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.65it/s] 149/299 6.46G 0.0816 0.02803 0 0.1096 97 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.65it/s] 149/299 6.46G 0.0816 0.02803 0 0.1096 97 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.45it/s] 149/299 6.46G 0.08013 0.02839 0 0.1085 117 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.45it/s] 149/299 6.46G 0.08013 0.02839 0 0.1085 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.19it/s] 149/299 6.46G 0.07994 0.02815 0 0.1081 99 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.19it/s] 149/299 6.46G 0.07994 0.02815 0 0.1081 99 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.81it/s] 149/299 6.46G 0.07943 0.02832 0 0.1077 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.81it/s] 149/299 6.46G 0.07943 0.02832 0 0.1077 109 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.86it/s] 149/299 6.46G 0.07882 0.02938 0 0.1082 146 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.86it/s] 149/299 6.46G 0.07882 0.02938 0 0.1082 146 640: 100%|██████████| 13/13 [00:03<00:00, 2.44it/s] 149/299 6.46G 0.07882 0.02938 0 0.1082 146 640: 100%|██████████| 13/13 [00:03<00:00, 3.95it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.18s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.18s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.712 0.598 0.556 0.179
0%| | 0/13 [00:00<?, ?it/s] 150/299 6.46G 0.08084 0.03037 0 0.1112 129 640: 0%| | 0/13 [00:00<?, ?it/s] 150/299 6.46G 0.08084 0.03037 0 0.1112 129 640: 8%|▊ | 1/13 [00:00<00:01, 8.95it/s] 150/299 6.46G 0.07879 0.03062 0 0.1094 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.95it/s] 150/299 6.46G 0.07879 0.03062 0 0.1094 125 640: 15%|█▌ | 2/13 [00:00<00:01, 9.14it/s] 150/299 6.46G 0.07474 0.03032 0 0.1051 116 640: 15%|█▌ | 2/13 [00:00<00:01, 9.14it/s] 150/299 6.46G 0.07474 0.03032 0 0.1051 116 640: 23%|██▎ | 3/13 [00:00<00:01, 8.11it/s] 150/299 6.46G 0.07158 0.02845 0 0.1 85 640: 23%|██▎ | 3/13 [00:00<00:01, 8.11it/s] 150/299 6.46G 0.07158 0.02845 0 0.1 85 640: 31%|███ | 4/13 [00:00<00:01, 8.32it/s] 150/299 6.46G 0.07175 0.0273 0 0.09905 83 640: 31%|███ | 4/13 [00:00<00:01, 8.32it/s] 150/299 6.46G 0.07175 0.0273 0 0.09905 83 640: 38%|███▊ | 5/13 [00:00<00:00, 8.50it/s] 150/299 6.46G 0.07256 0.0281 0 0.1007 136 640: 38%|███▊ | 5/13 [00:00<00:00, 8.50it/s] 150/299 6.46G 0.07256 0.0281 0 0.1007 136 640: 46%|████▌ | 6/13 [00:00<00:00, 8.69it/s] 150/299 6.46G 0.07189 0.03004 0 0.1019 160 640: 46%|████▌ | 6/13 [00:00<00:00, 8.69it/s] 150/299 6.46G 0.07189 0.03004 0 0.1019 160 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.06it/s] 150/299 6.46G 0.07117 0.03098 0 0.1021 137 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.06it/s] 150/299 6.46G 0.07117 0.03098 0 0.1021 137 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.30it/s] 150/299 6.46G 0.07114 0.0327 0 0.1038 174 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.30it/s] 150/299 6.46G 0.07114 0.0327 0 0.1038 174 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.47it/s] 150/299 6.46G 0.07039 0.03224 0 0.1026 103 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.47it/s] 150/299 6.46G 0.07039 0.03224 0 0.1026 103 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.58it/s] 150/299 6.46G 0.07011 0.03264 0 0.1028 128 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.58it/s] 150/299 6.46G 0.07011 0.03264 0 0.1028 128 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.05it/s] 150/299 6.46G 0.07066 0.03233 0 0.103 112 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.05it/s] 150/299 6.46G 0.07066 0.03233 0 0.103 112 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.29it/s] 150/299 6.46G 0.07051 0.03275 0 0.1033 130 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.29it/s] 150/299 6.46G 0.07051 0.03275 0 0.1033 130 640: 100%|██████████| 13/13 [00:01<00:00, 8.67it/s] 150/299 6.46G 0.07051 0.03275 0 0.1033 130 640: 100%|██████████| 13/13 [00:01<00:00, 8.46it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.624 0.63 0.576 0.181
0%| | 0/13 [00:00<?, ?it/s] 151/299 6.46G 0.08324 0.02935 0 0.1126 108 640: 0%| | 0/13 [00:00<?, ?it/s] 151/299 6.46G 0.08324 0.02935 0 0.1126 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 151/299 6.46G 0.08117 0.02974 0 0.1109 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 151/299 6.46G 0.08117 0.02974 0 0.1109 112 640: 15%|█▌ | 2/13 [00:00<00:01, 6.72it/s] 151/299 6.46G 0.07537 0.02809 0 0.1035 86 640: 15%|█▌ | 2/13 [00:00<00:01, 6.72it/s] 151/299 6.46G 0.07537 0.02809 0 0.1035 86 640: 23%|██▎ | 3/13 [00:00<00:02, 3.90it/s] 151/299 6.46G 0.07458 0.03062 0 0.1052 155 640: 23%|██▎ | 3/13 [00:00<00:02, 3.90it/s] 151/299 6.46G 0.07458 0.03062 0 0.1052 155 640: 31%|███ | 4/13 [00:00<00:01, 5.01it/s] 151/299 6.46G 0.07399 0.03072 0 0.1047 119 640: 31%|███ | 4/13 [00:00<00:01, 5.01it/s] 151/299 6.46G 0.07399 0.03072 0 0.1047 119 640: 38%|███▊ | 5/13 [00:00<00:01, 5.91it/s] 151/299 6.46G 0.07368 0.03195 0 0.1056 143 640: 38%|███▊ | 5/13 [00:01<00:01, 5.91it/s] 151/299 6.46G 0.07368 0.03195 0 0.1056 143 640: 46%|████▌ | 6/13 [00:01<00:01, 6.26it/s] 151/299 6.46G 0.07374 0.03294 0 0.1067 155 640: 46%|████▌ | 6/13 [00:01<00:01, 6.26it/s] 151/299 6.46G 0.07374 0.03294 0 0.1067 155 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.91it/s] 151/299 6.46G 0.07303 0.03297 0 0.106 125 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.91it/s] 151/299 6.46G 0.07303 0.03297 0 0.106 125 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.79it/s] 151/299 6.46G 0.0728 0.03314 0 0.1059 132 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.79it/s] 151/299 6.46G 0.0728 0.03314 0 0.1059 132 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.61it/s] 151/299 6.46G 0.07286 0.03292 0 0.1058 136 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.61it/s] 151/299 6.46G 0.07286 0.03292 0 0.1058 136 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.13it/s] 151/299 6.46G 0.07273 0.0329 0 0.1056 130 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.13it/s] 151/299 6.46G 0.07273 0.0329 0 0.1056 130 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.11it/s] 151/299 6.46G 0.0729 0.0333 0 0.1062 153 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.11it/s] 151/299 6.46G 0.0729 0.0333 0 0.1062 153 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.75it/s] 151/299 6.46G 0.07231 0.03356 0 0.1059 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.75it/s] 151/299 6.46G 0.07231 0.03356 0 0.1059 128 640: 100%|██████████| 13/13 [00:03<00:00, 3.51it/s] 151/299 6.46G 0.07231 0.03356 0 0.1059 128 640: 100%|██████████| 13/13 [00:03<00:00, 3.99it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.738 0.551 0.612 0.196
0%| | 0/13 [00:00<?, ?it/s] 152/299 6.46G 0.07369 0.02762 0 0.1013 112 640: 0%| | 0/13 [00:00<?, ?it/s] 152/299 6.46G 0.07369 0.02762 0 0.1013 112 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 152/299 6.46G 0.07453 0.03321 0 0.1077 156 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 152/299 6.46G 0.07453 0.03321 0 0.1077 156 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 152/299 6.46G 0.07334 0.03515 0 0.1085 157 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 152/299 6.46G 0.07334 0.03515 0 0.1085 157 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 152/299 6.46G 0.07244 0.03349 0 0.1059 114 640: 23%|██▎ | 3/13 [00:00<00:01, 8.30it/s] 152/299 6.46G 0.07244 0.03349 0 0.1059 114 640: 31%|███ | 4/13 [00:00<00:01, 8.49it/s] 152/299 6.46G 0.07211 0.03365 0 0.1058 127 640: 31%|███ | 4/13 [00:00<00:01, 8.49it/s] 152/299 6.46G 0.07211 0.03365 0 0.1058 127 640: 38%|███▊ | 5/13 [00:00<00:01, 7.88it/s] 152/299 6.46G 0.07263 0.03217 0 0.1048 90 640: 38%|███▊ | 5/13 [00:01<00:01, 7.88it/s] 152/299 6.46G 0.07263 0.03217 0 0.1048 90 640: 46%|████▌ | 6/13 [00:01<00:02, 2.52it/s] 152/299 6.46G 0.07187 0.0328 0 0.1047 148 640: 46%|████▌ | 6/13 [00:01<00:02, 2.52it/s] 152/299 6.46G 0.07187 0.0328 0 0.1047 148 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.29it/s] 152/299 6.46G 0.07168 0.03213 0 0.1038 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.29it/s] 152/299 6.46G 0.07168 0.03213 0 0.1038 110 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.11it/s] 152/299 6.46G 0.07161 0.03141 0 0.103 99 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.11it/s] 152/299 6.46G 0.07161 0.03141 0 0.103 99 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.72it/s] 152/299 6.46G 0.07155 0.03126 0 0.1028 119 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.72it/s] 152/299 6.46G 0.07155 0.03126 0 0.1028 119 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.51it/s] 152/299 6.46G 0.07157 0.03207 0 0.1036 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.51it/s] 152/299 6.46G 0.07157 0.03207 0 0.1036 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.70it/s] 152/299 6.46G 0.07199 0.03274 0 0.1047 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.70it/s] 152/299 6.46G 0.07199 0.03274 0 0.1047 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.48it/s] 152/299 6.46G 0.07219 0.03368 0 0.1059 145 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.48it/s] 152/299 6.46G 0.07219 0.03368 0 0.1059 145 640: 100%|██████████| 13/13 [00:02<00:00, 5.98it/s] 152/299 6.46G 0.07219 0.03368 0 0.1059 145 640: 100%|██████████| 13/13 [00:02<00:00, 5.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.742 0.598 0.625 0.195
0%| | 0/13 [00:00<?, ?it/s] 153/299 6.46G 0.07709 0.03339 0 0.1105 138 640: 0%| | 0/13 [00:00<?, ?it/s] 153/299 6.46G 0.07709 0.03339 0 0.1105 138 640: 8%|▊ | 1/13 [00:00<00:08, 1.50it/s] 153/299 6.46G 0.07738 0.03725 0 0.1146 172 640: 8%|▊ | 1/13 [00:00<00:08, 1.50it/s] 153/299 6.46G 0.07738 0.03725 0 0.1146 172 640: 15%|█▌ | 2/13 [00:00<00:03, 2.92it/s] 153/299 6.46G 0.0733 0.03564 0 0.1089 128 640: 15%|█▌ | 2/13 [00:00<00:03, 2.92it/s] 153/299 6.46G 0.0733 0.03564 0 0.1089 128 640: 23%|██▎ | 3/13 [00:00<00:02, 4.20it/s] 153/299 6.46G 0.07388 0.03501 0 0.1089 137 640: 23%|██▎ | 3/13 [00:01<00:02, 4.20it/s] 153/299 6.46G 0.07388 0.03501 0 0.1089 137 640: 31%|███ | 4/13 [00:01<00:01, 4.97it/s] 153/299 6.46G 0.07631 0.03427 0 0.1106 127 640: 31%|███ | 4/13 [00:01<00:01, 4.97it/s] 153/299 6.46G 0.07631 0.03427 0 0.1106 127 640: 38%|███▊ | 5/13 [00:01<00:01, 5.88it/s] 153/299 6.46G 0.07735 0.03272 0 0.1101 98 640: 38%|███▊ | 5/13 [00:01<00:01, 5.88it/s] 153/299 6.46G 0.07735 0.03272 0 0.1101 98 640: 46%|████▌ | 6/13 [00:01<00:01, 4.39it/s] 153/299 6.46G 0.07629 0.03227 0 0.1086 113 640: 46%|████▌ | 6/13 [00:01<00:01, 4.39it/s] 153/299 6.46G 0.07629 0.03227 0 0.1086 113 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.24it/s] 153/299 6.46G 0.07702 0.03207 0 0.1091 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.24it/s] 153/299 6.46G 0.07702 0.03207 0 0.1091 123 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.68it/s] 153/299 6.46G 0.07775 0.03124 0 0.109 102 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.68it/s] 153/299 6.46G 0.07775 0.03124 0 0.109 102 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.25it/s] 153/299 6.46G 0.07794 0.03242 0 0.1104 172 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.25it/s] 153/299 6.46G 0.07794 0.03242 0 0.1104 172 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.92it/s] 153/299 6.46G 0.07767 0.03223 0 0.1099 117 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.92it/s] 153/299 6.46G 0.07767 0.03223 0 0.1099 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.67it/s] 153/299 6.46G 0.0787 0.03189 0 0.1106 112 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.67it/s] 153/299 6.46G 0.0787 0.03189 0 0.1106 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.28it/s] 153/299 6.46G 0.07824 0.03269 0 0.1109 154 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.28it/s] 153/299 6.46G 0.07824 0.03269 0 0.1109 154 640: 100%|██████████| 13/13 [00:03<00:00, 5.16it/s] 153/299 6.46G 0.07824 0.03269 0 0.1109 154 640: 100%|██████████| 13/13 [00:03<00:00, 3.98it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.692 0.621 0.623 0.222
0%| | 0/13 [00:00<?, ?it/s] 154/299 6.46G 0.07437 0.03178 0 0.1061 119 640: 0%| | 0/13 [00:00<?, ?it/s] 154/299 6.46G 0.07437 0.03178 0 0.1061 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 154/299 6.46G 0.07077 0.02852 0 0.09929 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 154/299 6.46G 0.07077 0.02852 0 0.09929 103 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 154/299 6.46G 0.06933 0.02835 0 0.09768 104 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 154/299 6.46G 0.06933 0.02835 0 0.09768 104 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 154/299 6.46G 0.06795 0.02758 0 0.09552 95 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 154/299 6.46G 0.06795 0.02758 0 0.09552 95 640: 31%|███ | 4/13 [00:00<00:02, 3.72it/s] 154/299 6.46G 0.06838 0.02903 0 0.09741 127 640: 31%|███ | 4/13 [00:00<00:02, 3.72it/s] 154/299 6.46G 0.06838 0.02903 0 0.09741 127 640: 38%|███▊ | 5/13 [00:00<00:01, 4.70it/s] 154/299 6.46G 0.06927 0.03036 0 0.09963 128 640: 38%|███▊ | 5/13 [00:01<00:01, 4.70it/s] 154/299 6.46G 0.06927 0.03036 0 0.09963 128 640: 46%|████▌ | 6/13 [00:01<00:01, 5.59it/s] 154/299 6.46G 0.06893 0.03115 0 0.1001 145 640: 46%|████▌ | 6/13 [00:01<00:01, 5.59it/s] 154/299 6.46G 0.06893 0.03115 0 0.1001 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.99it/s] 154/299 6.46G 0.06866 0.03108 0 0.09973 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.99it/s] 154/299 6.46G 0.06866 0.03108 0 0.09973 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.67it/s] 154/299 6.46G 0.06886 0.03147 0 0.1003 128 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.67it/s] 154/299 6.46G 0.06886 0.03147 0 0.1003 128 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.39it/s] 154/299 6.46G 0.06967 0.03188 0 0.1016 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.39it/s] 154/299 6.46G 0.06967 0.03188 0 0.1016 131 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.19it/s] 154/299 6.46G 0.06917 0.03176 0 0.1009 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.19it/s] 154/299 6.46G 0.06917 0.03176 0 0.1009 113 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.36it/s]wandb: Network error (ReadTimeout), entering retry loop.
154/299 6.46G 0.06908 0.03124 0 0.1003 102 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.36it/s] 154/299 6.46G 0.06908 0.03124 0 0.1003 102 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.35it/s] 154/299 6.46G 0.06888 0.03181 0 0.1007 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.35it/s] 154/299 6.46G 0.06888 0.03181 0 0.1007 135 640: 100%|██████████| 13/13 [00:03<00:00, 3.04it/s] 154/299 6.46G 0.06888 0.03181 0 0.1007 135 640: 100%|██████████| 13/13 [00:03<00:00, 4.19it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s]wandb: Network error (ReadTimeout), entering retry loop.
Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.611 0.667 0.632 0.208
0%| | 0/13 [00:00<?, ?it/s] 155/299 6.46G 0.06661 0.02443 0 0.09104 88 640: 0%| | 0/13 [00:00<?, ?it/s] 155/299 6.46G 0.06661 0.02443 0 0.09104 88 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 155/299 6.46G 0.06904 0.02535 0 0.09439 100 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 155/299 6.46G 0.06904 0.02535 0 0.09439 100 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 155/299 6.46G 0.06387 0.02614 0 0.09001 102 640: 15%|█▌ | 2/13 [00:00<00:01, 7.44it/s] 155/299 6.46G 0.06387 0.02614 0 0.09001 102 640: 23%|██▎ | 3/13 [00:00<00:01, 8.01it/s] 155/299 6.46G 0.06264 0.02657 0 0.08921 111 640: 23%|██▎ | 3/13 [00:00<00:01, 8.01it/s] 155/299 6.46G 0.06264 0.02657 0 0.08921 111 640: 31%|███ | 4/13 [00:00<00:01, 8.29it/s] 155/299 6.46G 0.06507 0.0276 0 0.09267 127 640: 31%|███ | 4/13 [00:00<00:01, 8.29it/s] 155/299 6.46G 0.06507 0.0276 0 0.09267 127 640: 38%|███▊ | 5/13 [00:00<00:00, 8.47it/s] 155/299 6.46G 0.06516 0.02772 0 0.09288 109 640: 38%|███▊ | 5/13 [00:00<00:00, 8.47it/s] 155/299 6.46G 0.06516 0.02772 0 0.09288 109 640: 46%|████▌ | 6/13 [00:00<00:01, 4.91it/s] 155/299 6.46G 0.06548 0.02801 0 0.09348 112 640: 46%|████▌ | 6/13 [00:02<00:01, 4.91it/s] 155/299 6.46G 0.06548 0.02801 0 0.09348 112 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.07it/s] 155/299 6.46G 0.06511 0.02821 0 0.09331 113 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.07it/s] 155/299 6.46G 0.06511 0.02821 0 0.09331 113 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.74it/s] 155/299 6.46G 0.06516 0.02844 0 0.09359 119 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.74it/s] 155/299 6.46G 0.06516 0.02844 0 0.09359 119 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.49it/s] 155/299 6.46G 0.06536 0.02832 0 0.09368 99 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.49it/s] 155/299 6.46G 0.06536 0.02832 0 0.09368 99 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.13it/s] 155/299 6.46G 0.0665 0.0285 0 0.095 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.13it/s] 155/299 6.46G 0.0665 0.0285 0 0.095 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.93it/s] 155/299 6.46G 0.06781 0.02941 0 0.09721 178 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.93it/s] 155/299 6.46G 0.06781 0.02941 0 0.09721 178 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.70it/s] 155/299 6.46G 0.06787 0.03006 0 0.09792 136 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.70it/s] 155/299 6.46G 0.06787 0.03006 0 0.09792 136 640: 100%|██████████| 13/13 [00:02<00:00, 6.53it/s] 155/299 6.46G 0.06787 0.03006 0 0.09792 136 640: 100%|██████████| 13/13 [00:02<00:00, 4.76it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.628 0.678 0.63 0.199
0%| | 0/13 [00:00<?, ?it/s] 156/299 6.46G 0.06498 0.02591 0 0.09089 97 640: 0%| | 0/13 [00:00<?, ?it/s] 156/299 6.46G 0.06498 0.02591 0 0.09089 97 640: 8%|▊ | 1/13 [00:00<00:03, 3.58it/s] 156/299 6.46G 0.06805 0.02667 0 0.09472 106 640: 8%|▊ | 1/13 [00:01<00:03, 3.58it/s] 156/299 6.46G 0.06805 0.02667 0 0.09472 106 640: 15%|█▌ | 2/13 [00:01<00:06, 1.80it/s] 156/299 6.46G 0.06813 0.0311 0 0.09923 151 640: 15%|█▌ | 2/13 [00:01<00:06, 1.80it/s] 156/299 6.46G 0.06813 0.0311 0 0.09923 151 640: 23%|██▎ | 3/13 [00:01<00:03, 2.81it/s] 156/299 6.46G 0.06531 0.02979 0 0.0951 110 640: 23%|██▎ | 3/13 [00:01<00:03, 2.81it/s] 156/299 6.46G 0.06531 0.02979 0 0.0951 110 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 156/299 6.46G 0.06888 0.0315 0 0.1004 165 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 156/299 6.46G 0.06888 0.0315 0 0.1004 165 640: 38%|███▊ | 5/13 [00:01<00:01, 4.57it/s] 156/299 6.46G 0.06954 0.03008 0 0.09962 90 640: 38%|███▊ | 5/13 [00:01<00:01, 4.57it/s] 156/299 6.46G 0.06954 0.03008 0 0.09962 90 640: 46%|████▌ | 6/13 [00:01<00:01, 5.46it/s] 156/299 6.46G 0.07075 0.03103 0 0.1018 148 640: 46%|████▌ | 6/13 [00:01<00:01, 5.46it/s] 156/299 6.46G 0.07075 0.03103 0 0.1018 148 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.22it/s] 156/299 6.46G 0.07106 0.03061 0 0.1017 100 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.22it/s] 156/299 6.46G 0.07106 0.03061 0 0.1017 100 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.87it/s] 156/299 6.46G 0.07308 0.03089 0 0.104 140 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.87it/s] 156/299 6.46G 0.07308 0.03089 0 0.104 140 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.82it/s] 156/299 6.46G 0.07293 0.03135 0 0.1043 141 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.82it/s] 156/299 6.46G 0.07293 0.03135 0 0.1043 141 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.34it/s] 156/299 6.46G 0.07292 0.03159 0 0.1045 140 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.34it/s] 156/299 6.46G 0.07292 0.03159 0 0.1045 140 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.01it/s] 156/299 6.46G 0.07289 0.03133 0 0.1042 111 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.01it/s] 156/299 6.46G 0.07289 0.03133 0 0.1042 111 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.76it/s] 156/299 6.46G 0.07252 0.03122 0 0.1037 99 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.76it/s] 156/299 6.46G 0.07252 0.03122 0 0.1037 99 640: 100%|██████████| 13/13 [00:03<00:00, 4.42it/s] 156/299 6.46G 0.07252 0.03122 0 0.1037 99 640: 100%|██████████| 13/13 [00:03<00:00, 3.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.602 0.608 0.571 0.193
0%| | 0/13 [00:00<?, ?it/s] 157/299 6.46G 0.07535 0.02606 0 0.1014 109 640: 0%| | 0/13 [00:00<?, ?it/s] 157/299 6.46G 0.07535 0.02606 0 0.1014 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 157/299 6.46G 0.074 0.02538 0 0.09937 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 157/299 6.46G 0.074 0.02538 0 0.09937 94 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 157/299 6.46G 0.07217 0.02612 0 0.09829 111 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 157/299 6.46G 0.07217 0.02612 0 0.09829 111 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 157/299 6.46G 0.07212 0.02868 0 0.1008 146 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 157/299 6.46G 0.07212 0.02868 0 0.1008 146 640: 31%|███ | 4/13 [00:00<00:02, 4.25it/s] 157/299 6.46G 0.07443 0.02984 0 0.1043 133 640: 31%|███ | 4/13 [00:01<00:02, 4.25it/s] 157/299 6.46G 0.07443 0.02984 0 0.1043 133 640: 38%|███▊ | 5/13 [00:01<00:03, 2.11it/s] 157/299 6.46G 0.07622 0.02896 0 0.1052 103 640: 38%|███▊ | 5/13 [00:01<00:03, 2.11it/s] 157/299 6.46G 0.07622 0.02896 0 0.1052 103 640: 46%|████▌ | 6/13 [00:01<00:02, 2.85it/s] 157/299 6.46G 0.07568 0.02884 0 0.1045 109 640: 46%|████▌ | 6/13 [00:01<00:02, 2.85it/s] 157/299 6.46G 0.07568 0.02884 0 0.1045 109 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.66it/s] 157/299 6.46G 0.07586 0.02912 0 0.105 122 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.66it/s] 157/299 6.46G 0.07586 0.02912 0 0.105 122 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.32it/s] 157/299 6.46G 0.07605 0.02917 0 0.1052 122 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.32it/s] 157/299 6.46G 0.07605 0.02917 0 0.1052 122 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.13it/s] 157/299 6.46G 0.07578 0.02935 0 0.1051 118 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.13it/s] 157/299 6.46G 0.07578 0.02935 0 0.1051 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.90it/s] 157/299 6.46G 0.0761 0.02926 0 0.1054 120 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.90it/s] 157/299 6.46G 0.0761 0.02926 0 0.1054 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.56it/s] 157/299 6.46G 0.07621 0.02982 0 0.106 151 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.56it/s] 157/299 6.46G 0.07621 0.02982 0 0.106 151 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.61it/s] 157/299 6.46G 0.07599 0.03061 0 0.1066 131 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.61it/s] 157/299 6.46G 0.07599 0.03061 0 0.1066 131 640: 100%|██████████| 13/13 [00:03<00:00, 2.80it/s] 157/299 6.46G 0.07599 0.03061 0 0.1066 131 640: 100%|██████████| 13/13 [00:03<00:00, 3.74it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.717 0.644 0.582 0.194
0%| | 0/13 [00:00<?, ?it/s] 158/299 6.46G 0.072 0.03291 0 0.1049 127 640: 0%| | 0/13 [00:00<?, ?it/s] 158/299 6.46G 0.072 0.03291 0 0.1049 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.38it/s] 158/299 6.46G 0.06988 0.0306 0 0.1005 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.38it/s] 158/299 6.46G 0.06988 0.0306 0 0.1005 110 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 158/299 6.46G 0.07071 0.0285 0 0.0992 94 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 158/299 6.46G 0.07071 0.0285 0 0.0992 94 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 158/299 6.46G 0.07009 0.02782 0 0.0979 98 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 158/299 6.46G 0.07009 0.02782 0 0.0979 98 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 158/299 6.46G 0.06961 0.02902 0 0.09862 115 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 158/299 6.46G 0.06961 0.02902 0 0.09862 115 640: 38%|███▊ | 5/13 [00:00<00:00, 8.43it/s] 158/299 6.46G 0.06861 0.03018 0 0.09879 132 640: 38%|███▊ | 5/13 [00:00<00:00, 8.43it/s] 158/299 6.46G 0.06861 0.03018 0 0.09879 132 640: 46%|████▌ | 6/13 [00:00<00:00, 8.55it/s] 158/299 6.46G 0.06811 0.03095 0 0.09906 137 640: 46%|████▌ | 6/13 [00:01<00:00, 8.55it/s] 158/299 6.46G 0.06811 0.03095 0 0.09906 137 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.60it/s] 158/299 6.46G 0.06777 0.03169 0 0.09947 154 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.60it/s] 158/299 6.46G 0.06777 0.03169 0 0.09947 154 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.75it/s] 158/299 6.46G 0.06875 0.03165 0 0.1004 128 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.75it/s] 158/299 6.46G 0.06875 0.03165 0 0.1004 128 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.51it/s] 158/299 6.46G 0.06854 0.03138 0 0.09992 125 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.51it/s] 158/299 6.46G 0.06854 0.03138 0 0.09992 125 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.89it/s] 158/299 6.46G 0.06895 0.03149 0 0.1004 125 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.89it/s] 158/299 6.46G 0.06895 0.03149 0 0.1004 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.52it/s] 158/299 6.46G 0.06912 0.03174 0 0.1009 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.52it/s] 158/299 6.46G 0.06912 0.03174 0 0.1009 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.31it/s] 158/299 6.46G 0.06938 0.03266 0 0.102 146 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.31it/s] 158/299 6.46G 0.06938 0.03266 0 0.102 146 640: 100%|██████████| 13/13 [00:02<00:00, 5.19it/s] 158/299 6.46G 0.06938 0.03266 0 0.102 146 640: 100%|██████████| 13/13 [00:02<00:00, 4.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.688 0.609 0.56 0.196
0%| | 0/13 [00:00<?, ?it/s] 159/299 6.46G 0.07446 0.02956 0 0.104 111 640: 0%| | 0/13 [00:00<?, ?it/s] 159/299 6.46G 0.07446 0.02956 0 0.104 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 159/299 6.46G 0.07755 0.02898 0 0.1065 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 159/299 6.46G 0.07755 0.02898 0 0.1065 109 640: 15%|█▌ | 2/13 [00:00<00:01, 7.48it/s] 159/299 6.46G 0.07204 0.02917 0 0.1012 106 640: 15%|█▌ | 2/13 [00:00<00:01, 7.48it/s] 159/299 6.46G 0.07204 0.02917 0 0.1012 106 640: 23%|██▎ | 3/13 [00:00<00:02, 3.51it/s] 159/299 6.46G 0.07 0.0326 0 0.1026 178 640: 23%|██▎ | 3/13 [00:00<00:02, 3.51it/s] 159/299 6.46G 0.07 0.0326 0 0.1026 178 640: 31%|███ | 4/13 [00:00<00:01, 4.60it/s] 159/299 6.46G 0.07027 0.03201 0 0.1023 110 640: 31%|███ | 4/13 [00:01<00:01, 4.60it/s] 159/299 6.46G 0.07027 0.03201 0 0.1023 110 640: 38%|███▊ | 5/13 [00:01<00:03, 2.60it/s] 159/299 6.46G 0.06942 0.03248 0 0.1019 128 640: 38%|███▊ | 5/13 [00:01<00:03, 2.60it/s] 159/299 6.46G 0.06942 0.03248 0 0.1019 128 640: 46%|████▌ | 6/13 [00:01<00:02, 3.32it/s] 159/299 6.46G 0.06865 0.03267 0 0.1013 135 640: 46%|████▌ | 6/13 [00:01<00:02, 3.32it/s] 159/299 6.46G 0.06865 0.03267 0 0.1013 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.17it/s] 159/299 6.46G 0.06857 0.03259 0 0.1012 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.17it/s] 159/299 6.46G 0.06857 0.03259 0 0.1012 125 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.02it/s] 159/299 6.46G 0.06945 0.03274 0 0.1022 135 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.02it/s] 159/299 6.46G 0.06945 0.03274 0 0.1022 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.79it/s] 159/299 6.46G 0.06966 0.03351 0 0.1032 143 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.79it/s] 159/299 6.46G 0.06966 0.03351 0 0.1032 143 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.74it/s] 159/299 6.46G 0.06919 0.0332 0 0.1024 121 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.74it/s] 159/299 6.46G 0.06919 0.0332 0 0.1024 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.05it/s] 159/299 6.46G 0.0695 0.03299 0 0.1025 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.05it/s] 159/299 6.46G 0.0695 0.03299 0 0.1025 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.81it/s] 159/299 6.46G 0.06949 0.03298 0 0.1025 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.81it/s] 159/299 6.46G 0.06949 0.03298 0 0.1025 117 640: 100%|██████████| 13/13 [00:03<00:00, 3.27it/s] 159/299 6.46G 0.06949 0.03298 0 0.1025 117 640: 100%|██████████| 13/13 [00:03<00:00, 3.85it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.44it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.688 0.609 0.589 0.2
0%| | 0/13 [00:00<?, ?it/s] 160/299 6.46G 0.06648 0.03357 0 0.1001 127 640: 0%| | 0/13 [00:00<?, ?it/s] 160/299 6.46G 0.06648 0.03357 0 0.1001 127 640: 8%|▊ | 1/13 [00:00<00:01, 6.75it/s] 160/299 6.46G 0.06602 0.03241 0 0.09842 126 640: 8%|▊ | 1/13 [00:00<00:01, 6.75it/s] 160/299 6.46G 0.06602 0.03241 0 0.09842 126 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 160/299 6.46G 0.06535 0.03005 0 0.0954 97 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 160/299 6.46G 0.06535 0.03005 0 0.0954 97 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 160/299 6.46G 0.0646 0.03074 0 0.09535 133 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 160/299 6.46G 0.0646 0.03074 0 0.09535 133 640: 31%|███ | 4/13 [00:00<00:01, 8.42it/s] 160/299 6.46G 0.06711 0.03274 0 0.09984 165 640: 31%|███ | 4/13 [00:00<00:01, 8.42it/s] 160/299 6.46G 0.06711 0.03274 0 0.09984 165 640: 38%|███▊ | 5/13 [00:00<00:01, 7.79it/s] 160/299 6.46G 0.06761 0.0323 0 0.09991 116 640: 38%|███▊ | 5/13 [00:01<00:01, 7.79it/s] 160/299 6.46G 0.06761 0.0323 0 0.09991 116 640: 46%|████▌ | 6/13 [00:01<00:02, 3.40it/s] 160/299 6.46G 0.06774 0.03387 0 0.1016 170 640: 46%|████▌ | 6/13 [00:01<00:02, 3.40it/s] 160/299 6.46G 0.06774 0.03387 0 0.1016 170 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.25it/s] 160/299 6.46G 0.06914 0.03309 0 0.1022 119 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.25it/s] 160/299 6.46G 0.06914 0.03309 0 0.1022 119 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.56it/s] 160/299 6.46G 0.06896 0.03192 0 0.1009 79 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.56it/s] 160/299 6.46G 0.06896 0.03192 0 0.1009 79 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.19it/s] 160/299 6.46G 0.0697 0.03132 0 0.101 107 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.19it/s] 160/299 6.46G 0.0697 0.03132 0 0.101 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.97it/s] 160/299 6.46G 0.06991 0.03189 0 0.1018 143 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.97it/s] 160/299 6.46G 0.06991 0.03189 0 0.1018 143 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.78it/s] 160/299 6.46G 0.06963 0.03189 0 0.1015 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.78it/s] 160/299 6.46G 0.06963 0.03189 0 0.1015 120 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.56it/s] 160/299 6.46G 0.06983 0.03261 0 0.1024 151 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.56it/s] 160/299 6.46G 0.06983 0.03261 0 0.1024 151 640: 100%|██████████| 13/13 [00:02<00:00, 6.04it/s] 160/299 6.46G 0.06983 0.03261 0 0.1024 151 640: 100%|██████████| 13/13 [00:02<00:00, 4.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.716 0.552 0.573 0.164
0%| | 0/13 [00:00<?, ?it/s] 161/299 6.46G 0.0775 0.02776 0 0.1053 118 640: 0%| | 0/13 [00:00<?, ?it/s] 161/299 6.46G 0.0775 0.02776 0 0.1053 118 640: 8%|▊ | 1/13 [00:00<00:03, 3.30it/s] 161/299 6.46G 0.0773 0.02725 0 0.1046 110 640: 8%|▊ | 1/13 [00:00<00:03, 3.30it/s] 161/299 6.46G 0.0773 0.02725 0 0.1046 110 640: 15%|█▌ | 2/13 [00:00<00:02, 5.24it/s] 161/299 6.46G 0.07518 0.02866 0 0.1038 128 640: 15%|█▌ | 2/13 [00:01<00:02, 5.24it/s] 161/299 6.46G 0.07518 0.02866 0 0.1038 128 640: 23%|██▎ | 3/13 [00:01<00:05, 1.77it/s] 161/299 6.46G 0.07366 0.02826 0 0.1019 108 640: 23%|██▎ | 3/13 [00:01<00:05, 1.77it/s] 161/299 6.46G 0.07366 0.02826 0 0.1019 108 640: 31%|███ | 4/13 [00:01<00:03, 2.51it/s] 161/299 6.46G 0.07513 0.02902 0 0.1042 130 640: 31%|███ | 4/13 [00:01<00:03, 2.51it/s] 161/299 6.46G 0.07513 0.02902 0 0.1042 130 640: 38%|███▊ | 5/13 [00:01<00:02, 3.39it/s] 161/299 6.46G 0.07574 0.02927 0 0.105 117 640: 38%|███▊ | 5/13 [00:01<00:02, 3.39it/s] 161/299 6.46G 0.07574 0.02927 0 0.105 117 640: 46%|████▌ | 6/13 [00:01<00:01, 4.28it/s] 161/299 6.46G 0.07524 0.02993 0 0.1052 129 640: 46%|████▌ | 6/13 [00:01<00:01, 4.28it/s] 161/299 6.46G 0.07524 0.02993 0 0.1052 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.15it/s] 161/299 6.46G 0.07583 0.03074 0 0.1066 145 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.15it/s] 161/299 6.46G 0.07583 0.03074 0 0.1066 145 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.59it/s] 161/299 6.46G 0.07522 0.02985 0 0.1051 90 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.59it/s] 161/299 6.46G 0.07522 0.02985 0 0.1051 90 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.34it/s] 161/299 6.46G 0.07562 0.03041 0 0.106 142 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.34it/s] 161/299 6.46G 0.07562 0.03041 0 0.106 142 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.15it/s] 161/299 6.46G 0.07596 0.03076 0 0.1067 138 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.15it/s] 161/299 6.46G 0.07596 0.03076 0 0.1067 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.15it/s] 161/299 6.46G 0.07581 0.03101 0 0.1068 124 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.15it/s] 161/299 6.46G 0.07581 0.03101 0 0.1068 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.73it/s] 161/299 6.46G 0.07619 0.03186 0 0.108 148 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.73it/s] 161/299 6.46G 0.07619 0.03186 0 0.108 148 640: 100%|██████████| 13/13 [00:03<00:00, 3.49it/s] 161/299 6.46G 0.07619 0.03186 0 0.108 148 640: 100%|██████████| 13/13 [00:03<00:00, 3.39it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.681 0.54 0.52 0.159
0%| | 0/13 [00:00<?, ?it/s] 162/299 6.46G 0.07872 0.02239 0 0.1011 92 640: 0%| | 0/13 [00:00<?, ?it/s] 162/299 6.46G 0.07872 0.02239 0 0.1011 92 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 162/299 6.46G 0.08084 0.02739 0 0.1082 139 640: 8%|▊ | 1/13 [00:00<00:01, 8.84it/s] 162/299 6.46G 0.08084 0.02739 0 0.1082 139 640: 15%|█▌ | 2/13 [00:00<00:01, 8.96it/s] 162/299 6.46G 0.07808 0.02864 0 0.1067 116 640: 15%|█▌ | 2/13 [00:00<00:01, 8.96it/s] 162/299 6.46G 0.07808 0.02864 0 0.1067 116 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 162/299 6.46G 0.07348 0.02905 0 0.1025 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 162/299 6.46G 0.07348 0.02905 0 0.1025 113 640: 31%|███ | 4/13 [00:00<00:01, 8.54it/s] 162/299 6.46G 0.0736 0.02977 0 0.1034 139 640: 31%|███ | 4/13 [00:00<00:01, 8.54it/s] 162/299 6.46G 0.0736 0.02977 0 0.1034 139 640: 38%|███▊ | 5/13 [00:00<00:00, 8.62it/s] 162/299 6.46G 0.07309 0.0292 0 0.1023 97 640: 38%|███▊ | 5/13 [00:01<00:00, 8.62it/s] 162/299 6.46G 0.07309 0.0292 0 0.1023 97 640: 46%|████▌ | 6/13 [00:01<00:02, 2.42it/s] 162/299 6.46G 0.07204 0.03028 0 0.1023 145 640: 46%|████▌ | 6/13 [00:01<00:02, 2.42it/s] 162/299 6.46G 0.07204 0.03028 0 0.1023 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.06it/s] 162/299 6.46G 0.07043 0.02976 0 0.1002 92 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.06it/s] 162/299 6.46G 0.07043 0.02976 0 0.1002 92 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.87it/s] 162/299 6.46G 0.0702 0.02969 0 0.0999 111 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.87it/s] 162/299 6.46G 0.0702 0.02969 0 0.0999 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.69it/s] 162/299 6.46G 0.06952 0.03017 0 0.09968 133 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.69it/s] 162/299 6.46G 0.06952 0.03017 0 0.09968 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.49it/s] 162/299 6.46G 0.06932 0.03052 0 0.09985 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.49it/s] 162/299 6.46G 0.06932 0.03052 0 0.09985 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 162/299 6.46G 0.06941 0.03046 0 0.09987 112 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.89it/s] 162/299 6.46G 0.06941 0.03046 0 0.09987 112 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 162/299 6.46G 0.06921 0.03138 0 0.1006 154 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 162/299 6.46G 0.06921 0.03138 0 0.1006 154 640: 100%|██████████| 13/13 [00:02<00:00, 6.02it/s] 162/299 6.46G 0.06921 0.03138 0 0.1006 154 640: 100%|██████████| 13/13 [00:02<00:00, 5.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.685 0.575 0.538 0.163
0%| | 0/13 [00:00<?, ?it/s]wandb: Network error (TransientError), entering retry loop.
163/299 6.46G 0.06257 0.02368 0 0.08625 87 640: 0%| | 0/13 [00:00<?, ?it/s] 163/299 6.46G 0.06257 0.02368 0 0.08625 87 640: 8%|▊ | 1/13 [00:00<00:11, 1.06it/s] 163/299 6.46G 0.06315 0.02521 0 0.08837 105 640: 8%|▊ | 1/13 [00:01<00:11, 1.06it/s] 163/299 6.46G 0.06315 0.02521 0 0.08837 105 640: 15%|█▌ | 2/13 [00:01<00:05, 2.12it/s] 163/299 6.46G 0.06283 0.02556 0 0.08839 101 640: 15%|█▌ | 2/13 [00:01<00:05, 2.12it/s] 163/299 6.46G 0.06283 0.02556 0 0.08839 101 640: 23%|██▎ | 3/13 [00:01<00:03, 3.25it/s] 163/299 6.46G 0.06277 0.0269 0 0.08967 122 640: 23%|██▎ | 3/13 [00:01<00:03, 3.25it/s] 163/299 6.46G 0.06277 0.0269 0 0.08967 122 640: 31%|███ | 4/13 [00:01<00:02, 4.33it/s] 163/299 6.46G 0.06467 0.02812 0 0.09279 137 640: 31%|███ | 4/13 [00:01<00:02, 4.33it/s] 163/299 6.46G 0.06467 0.02812 0 0.09279 137 640: 38%|███▊ | 5/13 [00:01<00:01, 5.31it/s] 163/299 6.46G 0.06498 0.02988 0 0.09486 154 640: 38%|███▊ | 5/13 [00:01<00:01, 5.31it/s] 163/299 6.46G 0.06498 0.02988 0 0.09486 154 640: 46%|████▌ | 6/13 [00:01<00:01, 5.78it/s] 163/299 6.46G 0.06468 0.03169 0 0.09637 170 640: 46%|████▌ | 6/13 [00:01<00:01, 5.78it/s] 163/299 6.46G 0.06468 0.03169 0 0.09637 170 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.51it/s] 163/299 6.46G 0.06477 0.03214 0 0.09691 134 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.51it/s] 163/299 6.46G 0.06477 0.03214 0 0.09691 134 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.10it/s] 163/299 6.46G 0.06554 0.03211 0 0.09765 127 640: 62%|██████▏ | 8/13 [00:03<00:00, 7.10it/s] 163/299 6.46G 0.06554 0.03211 0 0.09765 127 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.02it/s] 163/299 6.46G 0.06511 0.03262 0 0.09773 139 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.02it/s] 163/299 6.46G 0.06511 0.03262 0 0.09773 139 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.59it/s] 163/299 6.46G 0.06586 0.03304 0 0.0989 156 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.59it/s] 163/299 6.46G 0.06586 0.03304 0 0.0989 156 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.30it/s] 163/299 6.46G 0.06577 0.03225 0 0.09802 86 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.30it/s] 163/299 6.46G 0.06577 0.03225 0 0.09802 86 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.07it/s] 163/299 6.46G 0.06598 0.03226 0 0.09823 109 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.07it/s] 163/299 6.46G 0.06598 0.03226 0 0.09823 109 640: 100%|██████████| 13/13 [00:03<00:00, 4.92it/s] 163/299 6.46G 0.06598 0.03226 0 0.09823 109 640: 100%|██████████| 13/13 [00:03<00:00, 3.66it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.753 0.632 0.603 0.201
0%| | 0/13 [00:00<?, ?it/s] 164/299 6.46G 0.06324 0.02548 0 0.08872 103 640: 0%| | 0/13 [00:00<?, ?it/s] 164/299 6.46G 0.06324 0.02548 0 0.08872 103 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 164/299 6.46G 0.06809 0.02865 0 0.09674 134 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 164/299 6.46G 0.06809 0.02865 0 0.09674 134 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 164/299 6.46G 0.0655 0.02912 0 0.09462 105 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 164/299 6.46G 0.0655 0.02912 0 0.09462 105 640: 23%|██▎ | 3/13 [00:00<00:01, 8.28it/s] 164/299 6.46G 0.0645 0.02892 0 0.09342 108 640: 23%|██▎ | 3/13 [00:01<00:01, 8.28it/s] 164/299 6.46G 0.0645 0.02892 0 0.09342 108 640: 31%|███ | 4/13 [00:01<00:05, 1.78it/s] 164/299 6.46G 0.06523 0.02967 0 0.0949 126 640: 31%|███ | 4/13 [00:01<00:05, 1.78it/s] 164/299 6.46G 0.06523 0.02967 0 0.0949 126 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 164/299 6.46G 0.06521 0.02915 0 0.09436 101 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 164/299 6.46G 0.06521 0.02915 0 0.09436 101 640: 46%|████▌ | 6/13 [00:01<00:02, 3.28it/s] 164/299 6.46G 0.0656 0.02926 0 0.09486 117 640: 46%|████▌ | 6/13 [00:01<00:02, 3.28it/s] 164/299 6.46G 0.0656 0.02926 0 0.09486 117 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 164/299 6.46G 0.06573 0.0298 0 0.09554 140 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.15it/s] 164/299 6.46G 0.06573 0.0298 0 0.09554 140 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.03it/s] 164/299 6.46G 0.06708 0.02854 0 0.09561 68 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.03it/s] 164/299 6.46G 0.06708 0.02854 0 0.09561 68 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.63it/s] 164/299 6.46G 0.06682 0.02842 0 0.09524 106 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.63it/s] 164/299 6.46G 0.06682 0.02842 0 0.09524 106 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.39it/s] 164/299 6.46G 0.06658 0.02828 0 0.09486 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.39it/s] 164/299 6.46G 0.06658 0.02828 0 0.09486 103 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.06it/s] 164/299 6.46G 0.06688 0.0289 0 0.09578 139 640: 85%|████████▍ | 11/13 [00:03<00:00, 7.06it/s] 164/299 6.46G 0.06688 0.0289 0 0.09578 139 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.01it/s] 164/299 6.46G 0.06627 0.02894 0 0.09521 91 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.01it/s] 164/299 6.46G 0.06627 0.02894 0 0.09521 91 640: 100%|██████████| 13/13 [00:03<00:00, 2.59it/s] 164/299 6.46G 0.06627 0.02894 0 0.09521 91 640: 100%|██████████| 13/13 [00:03<00:00, 3.37it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.581 0.598 0.558 0.187
0%| | 0/13 [00:00<?, ?it/s] 165/299 6.46G 0.06625 0.01878 0 0.08503 73 640: 0%| | 0/13 [00:00<?, ?it/s] 165/299 6.46G 0.06625 0.01878 0 0.08503 73 640: 8%|▊ | 1/13 [00:00<00:01, 8.69it/s] 165/299 6.46G 0.06977 0.02352 0 0.09329 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.69it/s] 165/299 6.46G 0.06977 0.02352 0 0.09329 116 640: 15%|█▌ | 2/13 [00:00<00:03, 2.89it/s] 165/299 6.46G 0.06977 0.02784 0 0.09761 145 640: 15%|█▌ | 2/13 [00:00<00:03, 2.89it/s] 165/299 6.46G 0.06977 0.02784 0 0.09761 145 640: 23%|██▎ | 3/13 [00:00<00:02, 4.18it/s] 165/299 6.46G 0.06725 0.02828 0 0.09553 119 640: 23%|██▎ | 3/13 [00:00<00:02, 4.18it/s] 165/299 6.46G 0.06725 0.02828 0 0.09553 119 640: 31%|███ | 4/13 [00:00<00:01, 4.98it/s] 165/299 6.46G 0.06995 0.02722 0 0.09717 86 640: 31%|███ | 4/13 [00:00<00:01, 4.98it/s] 165/299 6.46G 0.06995 0.02722 0 0.09717 86 640: 38%|███▊ | 5/13 [00:00<00:01, 5.91it/s] 165/299 6.46G 0.07022 0.02907 0 0.09929 149 640: 38%|███▊ | 5/13 [00:01<00:01, 5.91it/s] 165/299 6.46G 0.07022 0.02907 0 0.09929 149 640: 46%|████▌ | 6/13 [00:01<00:01, 6.66it/s] 165/299 6.46G 0.06912 0.02998 0 0.0991 131 640: 46%|████▌ | 6/13 [00:01<00:01, 6.66it/s] 165/299 6.46G 0.06912 0.02998 0 0.0991 131 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.85it/s] 165/299 6.46G 0.06945 0.03032 0 0.09977 133 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.85it/s] 165/299 6.46G 0.06945 0.03032 0 0.09977 133 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.51it/s] 165/299 6.46G 0.06938 0.03049 0 0.09987 125 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.51it/s] 165/299 6.46G 0.06938 0.03049 0 0.09987 125 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.33it/s] 165/299 6.46G 0.06947 0.03081 0 0.1003 129 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.33it/s] 165/299 6.46G 0.06947 0.03081 0 0.1003 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.13it/s] 165/299 6.46G 0.06952 0.03179 0 0.1013 167 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.13it/s] 165/299 6.46G 0.06952 0.03179 0 0.1013 167 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.92it/s] 165/299 6.46G 0.07013 0.0314 0 0.1015 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.92it/s] 165/299 6.46G 0.07013 0.0314 0 0.1015 109 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.20it/s] 165/299 6.46G 0.0704 0.03208 0 0.1025 149 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.20it/s] 165/299 6.46G 0.0704 0.03208 0 0.1025 149 640: 100%|██████████| 13/13 [00:02<00:00, 6.98it/s] 165/299 6.46G 0.0704 0.03208 0 0.1025 149 640: 100%|██████████| 13/13 [00:02<00:00, 5.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.527 0.644 0.528 0.184
0%| | 0/13 [00:00<?, ?it/s] 166/299 6.46G 0.07236 0.02858 0 0.1009 114 640: 0%| | 0/13 [00:00<?, ?it/s] 166/299 6.46G 0.07236 0.02858 0 0.1009 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 166/299 6.46G 0.0702 0.02995 0 0.1001 132 640: 8%|▊ | 1/13 [00:01<00:01, 8.60it/s] 166/299 6.46G 0.0702 0.02995 0 0.1001 132 640: 15%|█▌ | 2/13 [00:01<00:07, 1.45it/s] 166/299 6.46G 0.07051 0.03003 0 0.1005 113 640: 15%|█▌ | 2/13 [00:01<00:07, 1.45it/s] 166/299 6.46G 0.07051 0.03003 0 0.1005 113 640: 23%|██▎ | 3/13 [00:01<00:04, 2.27it/s] 166/299 6.46G 0.0658 0.02929 0 0.09509 109 640: 23%|██▎ | 3/13 [00:01<00:04, 2.27it/s] 166/299 6.46G 0.0658 0.02929 0 0.09509 109 640: 31%|███ | 4/13 [00:01<00:02, 3.21it/s] 166/299 6.46G 0.06544 0.03117 0 0.09661 150 640: 31%|███ | 4/13 [00:01<00:02, 3.21it/s] 166/299 6.46G 0.06544 0.03117 0 0.09661 150 640: 38%|███▊ | 5/13 [00:01<00:01, 4.17it/s] 166/299 6.46G 0.06548 0.03034 0 0.09582 101 640: 38%|███▊ | 5/13 [00:01<00:01, 4.17it/s] 166/299 6.46G 0.06548 0.03034 0 0.09582 101 640: 46%|████▌ | 6/13 [00:01<00:01, 5.07it/s] 166/299 6.46G 0.06401 0.02982 0 0.09383 99 640: 46%|████▌ | 6/13 [00:01<00:01, 5.07it/s] 166/299 6.46G 0.06401 0.02982 0 0.09383 99 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.55it/s] 166/299 6.46G 0.06326 0.03018 0 0.09344 114 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.55it/s] 166/299 6.46G 0.06326 0.03018 0 0.09344 114 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.28it/s] 166/299 6.46G 0.06329 0.03032 0 0.09361 133 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.28it/s] 166/299 6.46G 0.06329 0.03032 0 0.09361 133 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.91it/s] 166/299 6.46G 0.06388 0.03026 0 0.09414 115 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.91it/s] 166/299 6.46G 0.06388 0.03026 0 0.09414 115 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.08it/s] 166/299 6.46G 0.06413 0.02989 0 0.09402 102 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.08it/s] 166/299 6.46G 0.06413 0.02989 0 0.09402 102 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.64it/s] 166/299 6.46G 0.06434 0.02996 0 0.0943 126 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.64it/s] 166/299 6.46G 0.06434 0.02996 0 0.0943 126 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.36it/s] 166/299 6.46G 0.06478 0.03157 0 0.09635 175 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.36it/s] 166/299 6.46G 0.06478 0.03157 0 0.09635 175 640: 100%|██████████| 13/13 [00:03<00:00, 4.19it/s] 166/299 6.46G 0.06478 0.03157 0 0.09635 175 640: 100%|██████████| 13/13 [00:03<00:00, 3.55it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.572 0.631 0.564 0.188
0%| | 0/13 [00:00<?, ?it/s] 167/299 6.46G 0.07477 0.03268 0 0.1074 139 640: 0%| | 0/13 [00:00<?, ?it/s] 167/299 6.46G 0.07477 0.03268 0 0.1074 139 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 167/299 6.46G 0.07526 0.03157 0 0.1068 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 167/299 6.46G 0.07526 0.03157 0 0.1068 122 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 167/299 6.46G 0.0691 0.03044 0 0.09954 100 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 167/299 6.46G 0.0691 0.03044 0 0.09954 100 640: 23%|██▎ | 3/13 [00:00<00:01, 8.10it/s] 167/299 6.46G 0.06781 0.03087 0 0.09868 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.10it/s] 167/299 6.46G 0.06781 0.03087 0 0.09868 127 640: 31%|███ | 4/13 [00:00<00:01, 8.38it/s] 167/299 6.46G 0.06769 0.03297 0 0.1007 156 640: 31%|███ | 4/13 [00:01<00:01, 8.38it/s] 167/299 6.46G 0.06769 0.03297 0 0.1007 156 640: 38%|███▊ | 5/13 [00:01<00:03, 2.59it/s] 167/299 6.46G 0.06752 0.03328 0 0.1008 127 640: 38%|███▊ | 5/13 [00:01<00:03, 2.59it/s] 167/299 6.46G 0.06752 0.03328 0 0.1008 127 640: 46%|████▌ | 6/13 [00:01<00:02, 3.30it/s] 167/299 6.46G 0.06734 0.03386 0 0.1012 142 640: 46%|████▌ | 6/13 [00:01<00:02, 3.30it/s] 167/299 6.46G 0.06734 0.03386 0 0.1012 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 167/299 6.46G 0.06744 0.03377 0 0.1012 115 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.15it/s] 167/299 6.46G 0.06744 0.03377 0 0.1012 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.98it/s] 167/299 6.46G 0.06735 0.0337 0 0.1011 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.98it/s] 167/299 6.46G 0.06735 0.0337 0 0.1011 129 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.76it/s] 167/299 6.46G 0.06779 0.03377 0 0.1016 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.76it/s] 167/299 6.46G 0.06779 0.03377 0 0.1016 131 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.07it/s] 167/299 6.46G 0.06863 0.03327 0 0.1019 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.07it/s] 167/299 6.46G 0.06863 0.03327 0 0.1019 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.71it/s] 167/299 6.46G 0.06923 0.03333 0 0.1026 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.71it/s] 167/299 6.46G 0.06923 0.03333 0 0.1026 140 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.24it/s] 167/299 6.46G 0.06945 0.03328 0 0.1027 123 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.24it/s] 167/299 6.46G 0.06945 0.03328 0 0.1027 123 640: 100%|██████████| 13/13 [00:03<00:00, 2.64it/s] 167/299 6.46G 0.06945 0.03328 0 0.1027 123 640: 100%|██████████| 13/13 [00:03<00:00, 4.15it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.39it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.585 0.667 0.582 0.196
0%| | 0/13 [00:00<?, ?it/s] 168/299 6.46G 0.07052 0.02789 0 0.09841 109 640: 0%| | 0/13 [00:00<?, ?it/s] 168/299 6.46G 0.07052 0.02789 0 0.09841 109 640: 8%|▊ | 1/13 [00:00<00:01, 6.63it/s] 168/299 6.46G 0.07093 0.0342 0 0.1051 162 640: 8%|▊ | 1/13 [00:00<00:01, 6.63it/s] 168/299 6.46G 0.07093 0.0342 0 0.1051 162 640: 15%|█▌ | 2/13 [00:00<00:01, 7.75it/s] 168/299 6.46G 0.07173 0.03384 0 0.1056 133 640: 15%|█▌ | 2/13 [00:00<00:01, 7.75it/s] 168/299 6.46G 0.07173 0.03384 0 0.1056 133 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 168/299 6.46G 0.07059 0.03194 0 0.1025 95 640: 23%|██▎ | 3/13 [00:00<00:01, 8.21it/s] 168/299 6.46G 0.07059 0.03194 0 0.1025 95 640: 31%|███ | 4/13 [00:00<00:01, 8.43it/s] 168/299 6.46G 0.07105 0.03111 0 0.1022 109 640: 31%|███ | 4/13 [00:00<00:01, 8.43it/s] 168/299 6.46G 0.07105 0.03111 0 0.1022 109 640: 38%|███▊ | 5/13 [00:00<00:01, 7.82it/s] 168/299 6.46G 0.07205 0.03222 0 0.1043 145 640: 38%|███▊ | 5/13 [00:00<00:01, 7.82it/s] 168/299 6.46G 0.07205 0.03222 0 0.1043 145 640: 46%|████▌ | 6/13 [00:00<00:00, 8.19it/s] 168/299 6.46G 0.07271 0.03267 0 0.1054 152 640: 46%|████▌ | 6/13 [00:00<00:00, 8.19it/s] 168/299 6.46G 0.07271 0.03267 0 0.1054 152 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.43it/s] 168/299 6.46G 0.07359 0.03226 0 0.1059 104 640: 54%|█████▍ | 7/13 [00:02<00:00, 8.43it/s] 168/299 6.46G 0.07359 0.03226 0 0.1059 104 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.05it/s] 168/299 6.46G 0.07335 0.03162 0 0.105 108 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.05it/s] 168/299 6.46G 0.07335 0.03162 0 0.105 108 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.63it/s] 168/299 6.46G 0.0736 0.03148 0 0.1051 118 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.63it/s] 168/299 6.46G 0.0736 0.03148 0 0.1051 118 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.36it/s] 168/299 6.46G 0.07344 0.03201 0 0.1054 145 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.36it/s] 168/299 6.46G 0.07344 0.03201 0 0.1054 145 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.15it/s] 168/299 6.46G 0.07385 0.03251 0 0.1064 156 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.15it/s] 168/299 6.46G 0.07385 0.03251 0 0.1064 156 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.95it/s] 168/299 6.46G 0.07362 0.03246 0 0.1061 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.95it/s] 168/299 6.46G 0.07362 0.03246 0 0.1061 104 640: 100%|██████████| 13/13 [00:02<00:00, 5.52it/s] 168/299 6.46G 0.07362 0.03246 0 0.1061 104 640: 100%|██████████| 13/13 [00:02<00:00, 4.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.48it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.619 0.655 0.589 0.199
0%| | 0/13 [00:00<?, ?it/s] 169/299 6.46G 0.07517 0.03114 0 0.1063 131 640: 0%| | 0/13 [00:00<?, ?it/s] 169/299 6.46G 0.07517 0.03114 0 0.1063 131 640: 8%|▊ | 1/13 [00:00<00:01, 8.80it/s] 169/299 6.46G 0.07135 0.02789 0 0.09925 97 640: 8%|▊ | 1/13 [00:00<00:01, 8.80it/s] 169/299 6.46G 0.07135 0.02789 0 0.09925 97 640: 15%|█▌ | 2/13 [00:00<00:01, 8.97it/s] 169/299 6.46G 0.07033 0.02863 0 0.09896 116 640: 15%|█▌ | 2/13 [00:01<00:01, 8.97it/s] 169/299 6.46G 0.07033 0.02863 0 0.09896 116 640: 23%|██▎ | 3/13 [00:01<00:04, 2.04it/s] 169/299 6.46G 0.06772 0.03021 0 0.09793 132 640: 23%|██▎ | 3/13 [00:01<00:04, 2.04it/s] 169/299 6.46G 0.06772 0.03021 0 0.09793 132 640: 31%|███ | 4/13 [00:01<00:03, 2.84it/s] 169/299 6.46G 0.06873 0.02979 0 0.09852 109 640: 31%|███ | 4/13 [00:01<00:03, 2.84it/s] 169/299 6.46G 0.06873 0.02979 0 0.09852 109 640: 38%|███▊ | 5/13 [00:01<00:02, 3.76it/s] 169/299 6.46G 0.06956 0.02971 0 0.09927 110 640: 38%|███▊ | 5/13 [00:01<00:02, 3.76it/s] 169/299 6.46G 0.06956 0.02971 0 0.09927 110 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 169/299 6.46G 0.07036 0.03019 0 0.1005 140 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 169/299 6.46G 0.07036 0.03019 0 0.1005 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.53it/s] 169/299 6.46G 0.07207 0.03149 0 0.1036 169 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.53it/s] 169/299 6.46G 0.07207 0.03149 0 0.1036 169 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.92it/s] 169/299 6.46G 0.07225 0.03134 0 0.1036 121 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.92it/s] 169/299 6.46G 0.07225 0.03134 0 0.1036 121 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.61it/s] 169/299 6.46G 0.07165 0.03127 0 0.1029 125 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.61it/s] 169/299 6.46G 0.07165 0.03127 0 0.1029 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 7.18it/s] 169/299 6.46G 0.07251 0.03154 0 0.104 134 640: 77%|███████▋ | 10/13 [00:03<00:00, 7.18it/s] 169/299 6.46G 0.07251 0.03154 0 0.104 134 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.97it/s] 169/299 6.46G 0.07168 0.03123 0 0.1029 104 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.97it/s] 169/299 6.46G 0.07168 0.03123 0 0.1029 104 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 169/299 6.46G 0.07155 0.03139 0 0.1029 123 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.52it/s] 169/299 6.46G 0.07155 0.03139 0 0.1029 123 640: 100%|██████████| 13/13 [00:03<00:00, 3.25it/s] 169/299 6.46G 0.07155 0.03139 0 0.1029 123 640: 100%|██████████| 13/13 [00:03<00:00, 3.61it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.742 0.632 0.661 0.222
0%| | 0/13 [00:00<?, ?it/s] 170/299 6.46G 0.07294 0.034 0 0.1069 131 640: 0%| | 0/13 [00:00<?, ?it/s] 170/299 6.46G 0.07294 0.034 0 0.1069 131 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 170/299 6.46G 0.06864 0.03197 0 0.1006 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 170/299 6.46G 0.06864 0.03197 0 0.1006 117 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 170/299 6.46G 0.06548 0.03091 0 0.09639 108 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 170/299 6.46G 0.06548 0.03091 0 0.09639 108 640: 23%|██▎ | 3/13 [00:00<00:02, 3.98it/s] 170/299 6.46G 0.06291 0.03002 0 0.09294 105 640: 23%|██▎ | 3/13 [00:00<00:02, 3.98it/s] 170/299 6.46G 0.06291 0.03002 0 0.09294 105 640: 31%|███ | 4/13 [00:00<00:01, 5.11it/s] 170/299 6.46G 0.06314 0.03055 0 0.09369 122 640: 31%|███ | 4/13 [00:00<00:01, 5.11it/s] 170/299 6.46G 0.06314 0.03055 0 0.09369 122 640: 38%|███▊ | 5/13 [00:00<00:01, 6.05it/s] 170/299 6.46G 0.0626 0.0304 0 0.093 118 640: 38%|███▊ | 5/13 [00:01<00:01, 6.05it/s] 170/299 6.46G 0.0626 0.0304 0 0.093 118 640: 46%|████▌ | 6/13 [00:01<00:02, 2.87it/s] 170/299 6.46G 0.0624 0.03148 0 0.09388 150 640: 46%|████▌ | 6/13 [00:01<00:02, 2.87it/s] 170/299 6.46G 0.0624 0.03148 0 0.09388 150 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.56it/s] 170/299 6.46G 0.06327 0.03251 0 0.09577 154 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.56it/s] 170/299 6.46G 0.06327 0.03251 0 0.09577 154 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.39it/s] 170/299 6.46G 0.06379 0.03255 0 0.09634 128 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.39it/s] 170/299 6.46G 0.06379 0.03255 0 0.09634 128 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.21it/s] 170/299 6.46G 0.06494 0.03265 0 0.09759 130 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.21it/s] 170/299 6.46G 0.06494 0.03265 0 0.09759 130 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.98it/s] 170/299 6.46G 0.06539 0.03237 0 0.09775 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.98it/s] 170/299 6.46G 0.06539 0.03237 0 0.09775 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.27it/s] 170/299 6.46G 0.06614 0.03245 0 0.09859 142 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.27it/s] 170/299 6.46G 0.06614 0.03245 0 0.09859 142 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.83it/s] 170/299 6.46G 0.06599 0.03237 0 0.09835 100 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.83it/s] 170/299 6.46G 0.06599 0.03237 0 0.09835 100 640: 100%|██████████| 13/13 [00:02<00:00, 7.51it/s] 170/299 6.46G 0.06599 0.03237 0 0.09835 100 640: 100%|██████████| 13/13 [00:02<00:00, 5.39it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.694 0.678 0.654 0.223
0%| | 0/13 [00:00<?, ?it/s] 171/299 6.46G 0.0699 0.02794 0 0.09784 105 640: 0%| | 0/13 [00:00<?, ?it/s] 171/299 6.46G 0.0699 0.02794 0 0.09784 105 640: 8%|▊ | 1/13 [00:00<00:09, 1.30it/s] 171/299 6.46G 0.06866 0.03205 0 0.1007 140 640: 8%|▊ | 1/13 [00:00<00:09, 1.30it/s] 171/299 6.46G 0.06866 0.03205 0 0.1007 140 640: 15%|█▌ | 2/13 [00:00<00:04, 2.50it/s] 171/299 6.46G 0.06795 0.02985 0 0.0978 101 640: 15%|█▌ | 2/13 [00:01<00:04, 2.50it/s] 171/299 6.46G 0.06795 0.02985 0 0.0978 101 640: 23%|██▎ | 3/13 [00:01<00:02, 3.71it/s] 171/299 6.46G 0.06521 0.03044 0 0.09565 129 640: 23%|██▎ | 3/13 [00:01<00:02, 3.71it/s] 171/299 6.46G 0.06521 0.03044 0 0.09565 129 640: 31%|███ | 4/13 [00:01<00:01, 4.82it/s] 171/299 6.46G 0.06621 0.03024 0 0.09645 122 640: 31%|███ | 4/13 [00:01<00:01, 4.82it/s] 171/299 6.46G 0.06621 0.03024 0 0.09645 122 640: 38%|███▊ | 5/13 [00:01<00:01, 5.76it/s] 171/299 6.46G 0.06647 0.03012 0 0.09659 111 640: 38%|███▊ | 5/13 [00:01<00:01, 5.76it/s] 171/299 6.46G 0.06647 0.03012 0 0.09659 111 640: 46%|████▌ | 6/13 [00:01<00:01, 6.17it/s] 171/299 6.46G 0.06627 0.02956 0 0.09583 103 640: 46%|████▌ | 6/13 [00:01<00:01, 6.17it/s] 171/299 6.46G 0.06627 0.02956 0 0.09583 103 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.80it/s] 171/299 6.46G 0.06593 0.03022 0 0.09615 141 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.80it/s] 171/299 6.46G 0.06593 0.03022 0 0.09615 141 640: 62%|██████▏ | 8/13 [00:01<00:00, 7.32it/s] 171/299 6.46G 0.06537 0.02983 0 0.09521 97 640: 62%|██████▏ | 8/13 [00:02<00:00, 7.32it/s] 171/299 6.46G 0.06537 0.02983 0 0.09521 97 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.00it/s] 171/299 6.46G 0.0659 0.02952 0 0.09542 110 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.00it/s] 171/299 6.46G 0.0659 0.02952 0 0.09542 110 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.56it/s] 171/299 6.46G 0.06622 0.03011 0 0.09633 142 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.56it/s] 171/299 6.46G 0.06622 0.03011 0 0.09633 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.27it/s] 171/299 6.46G 0.06651 0.03022 0 0.09673 127 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.27it/s] 171/299 6.46G 0.06651 0.03022 0 0.09673 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.05it/s] 171/299 6.46G 0.06641 0.03043 0 0.09684 106 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.05it/s] 171/299 6.46G 0.06641 0.03043 0 0.09684 106 640: 100%|██████████| 13/13 [00:03<00:00, 4.92it/s] 171/299 6.46G 0.06641 0.03043 0 0.09684 106 640: 100%|██████████| 13/13 [00:03<00:00, 3.83it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.16it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.696 0.632 0.583 0.184
0%| | 0/13 [00:00<?, ?it/s] 172/299 6.46G 0.07164 0.03026 0 0.1019 118 640: 0%| | 0/13 [00:00<?, ?it/s] 172/299 6.46G 0.07164 0.03026 0 0.1019 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 172/299 6.46G 0.06628 0.03087 0 0.09715 115 640: 8%|▊ | 1/13 [00:00<00:01, 6.77it/s] 172/299 6.46G 0.06628 0.03087 0 0.09715 115 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 172/299 6.46G 0.06679 0.03187 0 0.09866 117 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 172/299 6.46G 0.06679 0.03187 0 0.09866 117 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 172/299 6.46G 0.0636 0.03036 0 0.09396 110 640: 23%|██▎ | 3/13 [00:01<00:01, 8.23it/s] 172/299 6.46G 0.0636 0.03036 0 0.09396 110 640: 31%|███ | 4/13 [00:01<00:05, 1.74it/s] 172/299 6.46G 0.06638 0.031 0 0.09738 138 640: 31%|███ | 4/13 [00:01<00:05, 1.74it/s] 172/299 6.46G 0.06638 0.031 0 0.09738 138 640: 38%|███▊ | 5/13 [00:01<00:03, 2.38it/s] 172/299 6.46G 0.06616 0.03107 0 0.09723 123 640: 38%|███▊ | 5/13 [00:01<00:03, 2.38it/s] 172/299 6.46G 0.06616 0.03107 0 0.09723 123 640: 46%|████▌ | 6/13 [00:01<00:02, 3.17it/s] 172/299 6.46G 0.06595 0.03194 0 0.09789 149 640: 46%|████▌ | 6/13 [00:02<00:02, 3.17it/s] 172/299 6.46G 0.06595 0.03194 0 0.09789 149 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.02it/s] 172/299 6.46G 0.06654 0.0316 0 0.09815 112 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.02it/s] 172/299 6.46G 0.06654 0.0316 0 0.09815 112 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.87it/s] 172/299 6.46G 0.06806 0.03119 0 0.09925 124 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.87it/s] 172/299 6.46G 0.06806 0.03119 0 0.09925 124 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.38it/s] 172/299 6.46G 0.06799 0.03114 0 0.09913 125 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.38it/s] 172/299 6.46G 0.06799 0.03114 0 0.09913 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.11it/s] 172/299 6.46G 0.06902 0.03124 0 0.1003 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.11it/s] 172/299 6.46G 0.06902 0.03124 0 0.1003 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.73it/s] 172/299 6.46G 0.0692 0.0311 0 0.1003 121 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.73it/s] 172/299 6.46G 0.0692 0.0311 0 0.1003 121 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.11it/s] 172/299 6.46G 0.07006 0.03164 0 0.1017 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.11it/s] 172/299 6.46G 0.07006 0.03164 0 0.1017 132 640: 100%|██████████| 13/13 [00:03<00:00, 2.69it/s] 172/299 6.46G 0.07006 0.03164 0 0.1017 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.37it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.693 0.598 0.561 0.188
0%| | 0/13 [00:00<?, ?it/s] 173/299 6.46G 0.0728 0.02643 0 0.09923 102 640: 0%| | 0/13 [00:00<?, ?it/s] 173/299 6.46G 0.0728 0.02643 0 0.09923 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.72it/s] 173/299 6.46G 0.07367 0.03179 0 0.1055 157 640: 8%|▊ | 1/13 [00:00<00:01, 8.72it/s] 173/299 6.46G 0.07367 0.03179 0 0.1055 157 640: 15%|█▌ | 2/13 [00:00<00:01, 8.82it/s] 173/299 6.46G 0.07082 0.03265 0 0.1035 131 640: 15%|█▌ | 2/13 [00:00<00:01, 8.82it/s] 173/299 6.46G 0.07082 0.03265 0 0.1035 131 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 173/299 6.46G 0.06872 0.0319 0 0.1006 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 173/299 6.46G 0.06872 0.0319 0 0.1006 127 640: 31%|███ | 4/13 [00:00<00:01, 7.92it/s] 173/299 6.46G 0.07279 0.03323 0 0.106 163 640: 31%|███ | 4/13 [00:00<00:01, 7.92it/s] 173/299 6.46G 0.07279 0.03323 0 0.106 163 640: 38%|███▊ | 5/13 [00:00<00:00, 8.24it/s] 173/299 6.46G 0.07467 0.03278 0 0.1075 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.24it/s] 173/299 6.46G 0.07467 0.03278 0 0.1075 119 640: 46%|████▌ | 6/13 [00:00<00:00, 8.45it/s] 173/299 6.46G 0.07526 0.03319 0 0.1084 138 640: 46%|████▌ | 6/13 [00:01<00:00, 8.45it/s] 173/299 6.46G 0.07526 0.03319 0 0.1084 138 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.55it/s] 173/299 6.46G 0.07608 0.03248 0 0.1086 107 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.55it/s] 173/299 6.46G 0.07608 0.03248 0 0.1086 107 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.20it/s] 173/299 6.46G 0.07507 0.03258 0 0.1076 138 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.20it/s] 173/299 6.46G 0.07507 0.03258 0 0.1076 138 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.99it/s] 173/299 6.46G 0.07398 0.0321 0 0.1061 113 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.99it/s] 173/299 6.46G 0.07398 0.0321 0 0.1061 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.81it/s] 173/299 6.46G 0.07343 0.03235 0 0.1058 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.81it/s] 173/299 6.46G 0.07343 0.03235 0 0.1058 131 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.59it/s] 173/299 6.46G 0.07256 0.03224 0 0.1048 130 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.59it/s] 173/299 6.46G 0.07256 0.03224 0 0.1048 130 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.96it/s] 173/299 6.46G 0.07208 0.03207 0 0.1041 113 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.96it/s] 173/299 6.46G 0.07208 0.03207 0 0.1041 113 640: 100%|██████████| 13/13 [00:02<00:00, 6.75it/s] 173/299 6.46G 0.07208 0.03207 0 0.1041 113 640: 100%|██████████| 13/13 [00:02<00:00, 5.43it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.724 0.575 0.536 0.176
0%| | 0/13 [00:00<?, ?it/s] 174/299 6.46G 0.07273 0.02826 0 0.101 119 640: 0%| | 0/13 [00:00<?, ?it/s] 174/299 6.46G 0.07273 0.02826 0 0.101 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 174/299 6.46G 0.07003 0.03165 0 0.1017 139 640: 8%|▊ | 1/13 [00:01<00:01, 8.53it/s] 174/299 6.46G 0.07003 0.03165 0 0.1017 139 640: 15%|█▌ | 2/13 [00:01<00:06, 1.74it/s] 174/299 6.46G 0.06592 0.03129 0 0.09721 126 640: 15%|█▌ | 2/13 [00:01<00:06, 1.74it/s] 174/299 6.46G 0.06592 0.03129 0 0.09721 126 640: 23%|██▎ | 3/13 [00:01<00:03, 2.66it/s] 174/299 6.46G 0.06393 0.03149 0 0.09541 131 640: 23%|██▎ | 3/13 [00:01<00:03, 2.66it/s] 174/299 6.46G 0.06393 0.03149 0 0.09541 131 640: 31%|███ | 4/13 [00:01<00:02, 3.67it/s] 174/299 6.46G 0.06524 0.03122 0 0.09646 125 640: 31%|███ | 4/13 [00:01<00:02, 3.67it/s] 174/299 6.46G 0.06524 0.03122 0 0.09646 125 640: 38%|███▊ | 5/13 [00:01<00:01, 4.66it/s] 174/299 6.46G 0.06578 0.03112 0 0.0969 102 640: 38%|███▊ | 5/13 [00:01<00:01, 4.66it/s] 174/299 6.46G 0.06578 0.03112 0 0.0969 102 640: 46%|████▌ | 6/13 [00:01<00:01, 5.56it/s] 174/299 6.46G 0.06513 0.03118 0 0.09632 129 640: 46%|████▌ | 6/13 [00:01<00:01, 5.56it/s] 174/299 6.46G 0.06513 0.03118 0 0.09632 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.98it/s] 174/299 6.46G 0.06544 0.03107 0 0.09651 115 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.98it/s] 174/299 6.46G 0.06544 0.03107 0 0.09651 115 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 174/299 6.46G 0.065 0.03008 0 0.09508 79 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.68it/s] 174/299 6.46G 0.065 0.03008 0 0.09508 79 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.24it/s] 174/299 6.46G 0.06465 0.02996 0 0.09461 118 640: 69%|██████▉ | 9/13 [00:03<00:00, 7.24it/s] 174/299 6.46G 0.06465 0.02996 0 0.09461 118 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.14it/s] 174/299 6.46G 0.06496 0.02995 0 0.09491 125 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.14it/s] 174/299 6.46G 0.06496 0.02995 0 0.09491 125 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.71it/s] 174/299 6.46G 0.06601 0.03034 0 0.09634 158 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.71it/s] 174/299 6.46G 0.06601 0.03034 0 0.09634 158 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.44it/s] 174/299 6.46G 0.06572 0.03047 0 0.09619 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.44it/s] 174/299 6.46G 0.06572 0.03047 0 0.09619 114 640: 100%|██████████| 13/13 [00:03<00:00, 4.28it/s] 174/299 6.46G 0.06572 0.03047 0 0.09619 114 640: 100%|██████████| 13/13 [00:03<00:00, 3.80it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.742 0.529 0.549 0.182
0%| | 0/13 [00:00<?, ?it/s] 175/299 6.46G 0.06782 0.02771 0 0.09553 106 640: 0%| | 0/13 [00:00<?, ?it/s] 175/299 6.46G 0.06782 0.02771 0 0.09553 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.77it/s] 175/299 6.46G 0.06746 0.03143 0 0.09889 144 640: 8%|▊ | 1/13 [00:00<00:01, 8.77it/s] 175/299 6.46G 0.06746 0.03143 0 0.09889 144 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 175/299 6.46G 0.06793 0.02945 0 0.09738 106 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 175/299 6.46G 0.06793 0.02945 0 0.09738 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.10it/s] 175/299 6.46G 0.06523 0.02995 0 0.09518 128 640: 23%|██▎ | 3/13 [00:00<00:01, 8.10it/s] 175/299 6.46G 0.06523 0.02995 0 0.09518 128 640: 31%|███ | 4/13 [00:00<00:01, 8.40it/s] 175/299 6.46G 0.06542 0.02963 0 0.09505 114 640: 31%|███ | 4/13 [00:01<00:01, 8.40it/s] 175/299 6.46G 0.06542 0.02963 0 0.09505 114 640: 38%|███▊ | 5/13 [00:01<00:03, 2.53it/s] 175/299 6.46G 0.06455 0.02838 0 0.09293 83 640: 38%|███▊ | 5/13 [00:01<00:03, 2.53it/s] 175/299 6.46G 0.06455 0.02838 0 0.09293 83 640: 46%|████▌ | 6/13 [00:01<00:02, 3.23it/s] 175/299 6.46G 0.06521 0.02851 0 0.09372 121 640: 46%|████▌ | 6/13 [00:01<00:02, 3.23it/s] 175/299 6.46G 0.06521 0.02851 0 0.09372 121 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.08it/s] 175/299 6.46G 0.065 0.029 0 0.094 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.08it/s] 175/299 6.46G 0.065 0.029 0 0.094 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.92it/s] 175/299 6.46G 0.06589 0.0289 0 0.09479 121 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.92it/s] 175/299 6.46G 0.06589 0.0289 0 0.09479 121 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.71it/s] 175/299 6.46G 0.06625 0.02791 0 0.09416 77 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.71it/s] 175/299 6.46G 0.06625 0.02791 0 0.09416 77 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.07it/s] 175/299 6.46G 0.0655 0.02859 0 0.0941 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.07it/s] 175/299 6.46G 0.0655 0.02859 0 0.0941 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.79it/s] 175/299 6.46G 0.06542 0.0291 0 0.09452 136 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.79it/s] 175/299 6.46G 0.06542 0.0291 0 0.09452 136 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.48it/s] 175/299 6.46G 0.06516 0.0292 0 0.09436 108 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.48it/s] 175/299 6.46G 0.06516 0.0292 0 0.09436 108 640: 100%|██████████| 13/13 [00:03<00:00, 2.56it/s] 175/299 6.46G 0.06516 0.0292 0 0.09436 108 640: 100%|██████████| 13/13 [00:03<00:00, 4.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.629 0.643 0.591 0.201
0%| | 0/13 [00:00<?, ?it/s] 176/299 6.46G 0.06731 0.02697 0 0.09427 101 640: 0%| | 0/13 [00:00<?, ?it/s] 176/299 6.46G 0.06731 0.02697 0 0.09427 101 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 176/299 6.46G 0.06358 0.02808 0 0.09166 125 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 176/299 6.46G 0.06358 0.02808 0 0.09166 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.95it/s] 176/299 6.46G 0.06505 0.02883 0 0.09388 127 640: 15%|█▌ | 2/13 [00:00<00:01, 7.95it/s] 176/299 6.46G 0.06505 0.02883 0 0.09388 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.24it/s] 176/299 6.46G 0.06472 0.03062 0 0.09534 150 640: 23%|██▎ | 3/13 [00:00<00:01, 8.24it/s] 176/299 6.46G 0.06472 0.03062 0 0.09534 150 640: 31%|███ | 4/13 [00:00<00:01, 8.47it/s] 176/299 6.46G 0.06529 0.03161 0 0.09691 141 640: 31%|███ | 4/13 [00:00<00:01, 8.47it/s] 176/299 6.46G 0.06529 0.03161 0 0.09691 141 640: 38%|███▊ | 5/13 [00:00<00:01, 7.92it/s] 176/299 6.46G 0.06527 0.03131 0 0.09658 115 640: 38%|███▊ | 5/13 [00:00<00:01, 7.92it/s] 176/299 6.46G 0.06527 0.03131 0 0.09658 115 640: 46%|████▌ | 6/13 [00:00<00:01, 5.23it/s] 176/299 6.46G 0.06559 0.03111 0 0.0967 119 640: 46%|████▌ | 6/13 [00:01<00:01, 5.23it/s] 176/299 6.46G 0.06559 0.03111 0 0.0967 119 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.03it/s] 176/299 6.46G 0.06564 0.03104 0 0.09668 127 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.03it/s] 176/299 6.46G 0.06564 0.03104 0 0.09668 127 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.00it/s] 176/299 6.46G 0.0662 0.03057 0 0.09676 106 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.00it/s] 176/299 6.46G 0.0662 0.03057 0 0.09676 106 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.65it/s] 176/299 6.46G 0.06589 0.03042 0 0.09631 109 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.65it/s] 176/299 6.46G 0.06589 0.03042 0 0.09631 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.46it/s] 176/299 6.46G 0.06551 0.03055 0 0.09606 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.46it/s] 176/299 6.46G 0.06551 0.03055 0 0.09606 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.26it/s] 176/299 6.46G 0.06599 0.03136 0 0.09736 157 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.26it/s] 176/299 6.46G 0.06599 0.03136 0 0.09736 157 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.00it/s] 176/299 6.46G 0.06657 0.03238 0 0.09895 159 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.00it/s] 176/299 6.46G 0.06657 0.03238 0 0.09895 159 640: 100%|██████████| 13/13 [00:02<00:00, 6.40it/s] 176/299 6.46G 0.06657 0.03238 0 0.09895 159 640: 100%|██████████| 13/13 [00:02<00:00, 5.50it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.65 0.471 0.534 0.157
0%| | 0/13 [00:00<?, ?it/s] 177/299 6.46G 0.06881 0.01936 0 0.08817 75 640: 0%| | 0/13 [00:00<?, ?it/s] 177/299 6.46G 0.06881 0.01936 0 0.08817 75 640: 8%|▊ | 1/13 [00:00<00:02, 4.12it/s] 177/299 6.46G 0.07444 0.02466 0 0.0991 119 640: 8%|▊ | 1/13 [00:00<00:02, 4.12it/s] 177/299 6.46G 0.07444 0.02466 0 0.0991 119 640: 15%|█▌ | 2/13 [00:00<00:01, 6.02it/s] 177/299 6.46G 0.07357 0.02621 0 0.09977 125 640: 15%|█▌ | 2/13 [00:01<00:01, 6.02it/s] 177/299 6.46G 0.07357 0.02621 0 0.09977 125 640: 23%|██▎ | 3/13 [00:01<00:03, 2.53it/s] 177/299 6.46G 0.07348 0.02865 0 0.1021 137 640: 23%|██▎ | 3/13 [00:01<00:03, 2.53it/s] 177/299 6.46G 0.07348 0.02865 0 0.1021 137 640: 31%|███ | 4/13 [00:01<00:02, 3.38it/s] 177/299 6.46G 0.07328 0.0283 0 0.1016 113 640: 31%|███ | 4/13 [00:01<00:02, 3.38it/s] 177/299 6.46G 0.07328 0.0283 0 0.1016 113 640: 38%|███▊ | 5/13 [00:01<00:01, 4.36it/s] 177/299 6.46G 0.07237 0.02792 0 0.1003 103 640: 38%|███▊ | 5/13 [00:01<00:01, 4.36it/s] 177/299 6.46G 0.07237 0.02792 0 0.1003 103 640: 46%|████▌ | 6/13 [00:01<00:01, 5.26it/s] 177/299 6.46G 0.07129 0.0292 0 0.1005 147 640: 46%|████▌ | 6/13 [00:01<00:01, 5.26it/s] 177/299 6.46G 0.07129 0.0292 0 0.1005 147 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.07it/s] 177/299 6.46G 0.07172 0.02925 0 0.101 119 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.07it/s] 177/299 6.46G 0.07172 0.02925 0 0.101 119 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.22it/s] 177/299 6.46G 0.07144 0.02959 0 0.101 136 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.22it/s] 177/299 6.46G 0.07144 0.02959 0 0.101 136 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 177/299 6.46G 0.07164 0.02971 0 0.1013 126 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 177/299 6.46G 0.07164 0.02971 0 0.1013 126 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.74it/s] 177/299 6.46G 0.07146 0.02976 0 0.1012 122 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.74it/s] 177/299 6.46G 0.07146 0.02976 0 0.1012 122 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.56it/s] 177/299 6.46G 0.0721 0.02998 0 0.1021 126 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.56it/s] 177/299 6.46G 0.0721 0.02998 0 0.1021 126 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.18it/s] 177/299 6.46G 0.07197 0.02994 0 0.1019 109 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.18it/s] 177/299 6.46G 0.07197 0.02994 0 0.1019 109 640: 100%|██████████| 13/13 [00:03<00:00, 3.99it/s] 177/299 6.46G 0.07197 0.02994 0 0.1019 109 640: 100%|██████████| 13/13 [00:03<00:00, 3.82it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.594 0.609 0.57 0.194
0%| | 0/13 [00:00<?, ?it/s] 178/299 6.46G 0.08003 0.02568 0 0.1057 120 640: 0%| | 0/13 [00:00<?, ?it/s] 178/299 6.46G 0.08003 0.02568 0 0.1057 120 640: 8%|▊ | 1/13 [00:00<00:01, 8.48it/s] 178/299 6.46G 0.07985 0.0276 0 0.1074 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.48it/s] 178/299 6.46G 0.07985 0.0276 0 0.1074 115 640: 15%|█▌ | 2/13 [00:00<00:01, 8.65it/s] 178/299 6.46G 0.07573 0.02846 0 0.1042 118 640: 15%|█▌ | 2/13 [00:00<00:01, 8.65it/s] 178/299 6.46G 0.07573 0.02846 0 0.1042 118 640: 23%|██▎ | 3/13 [00:00<00:01, 7.79it/s] 178/299 6.46G 0.07082 0.02751 0 0.09833 100 640: 23%|██▎ | 3/13 [00:01<00:01, 7.79it/s] 178/299 6.46G 0.07082 0.02751 0 0.09833 100 640: 31%|███ | 4/13 [00:01<00:03, 2.75it/s] 178/299 6.46G 0.06959 0.02834 0 0.09793 127 640: 31%|███ | 4/13 [00:01<00:03, 2.75it/s] 178/299 6.46G 0.06959 0.02834 0 0.09793 127 640: 38%|███▊ | 5/13 [00:01<00:02, 3.66it/s] 178/299 6.46G 0.06847 0.02909 0 0.09755 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.66it/s] 178/299 6.46G 0.06847 0.02909 0 0.09755 118 640: 46%|████▌ | 6/13 [00:01<00:02, 2.99it/s] 178/299 6.46G 0.06732 0.0303 0 0.09761 151 640: 46%|████▌ | 6/13 [00:01<00:02, 2.99it/s] 178/299 6.46G 0.06732 0.0303 0 0.09761 151 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.66it/s] 178/299 6.46G 0.06693 0.03054 0 0.09747 126 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.66it/s] 178/299 6.46G 0.06693 0.03054 0 0.09747 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.50it/s] 178/299 6.46G 0.06683 0.02986 0 0.09669 109 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.50it/s] 178/299 6.46G 0.06683 0.02986 0 0.09669 109 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.32it/s] 178/299 6.46G 0.06721 0.03015 0 0.09737 131 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.32it/s] 178/299 6.46G 0.06721 0.03015 0 0.09737 131 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.07it/s] 178/299 6.46G 0.06687 0.03003 0 0.09689 106 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.07it/s] 178/299 6.46G 0.06687 0.03003 0 0.09689 106 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.35it/s] 178/299 6.46G 0.06685 0.03042 0 0.09727 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.35it/s] 178/299 6.46G 0.06685 0.03042 0 0.09727 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.60it/s] 178/299 6.46G 0.0674 0.03097 0 0.09837 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.60it/s] 178/299 6.46G 0.0674 0.03097 0 0.09837 128 640: 100%|██████████| 13/13 [00:03<00:00, 3.33it/s] 178/299 6.46G 0.0674 0.03097 0 0.09837 128 640: 100%|██████████| 13/13 [00:03<00:00, 3.94it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.61 0.575 0.589 0.193
0%| | 0/13 [00:00<?, ?it/s] 179/299 6.46G 0.067 0.03432 0 0.1013 137 640: 0%| | 0/13 [00:00<?, ?it/s] 179/299 6.46G 0.067 0.03432 0 0.1013 137 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 179/299 6.46G 0.06692 0.03565 0 0.1026 142 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 179/299 6.46G 0.06692 0.03565 0 0.1026 142 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 179/299 6.46G 0.06403 0.03139 0 0.09542 89 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 179/299 6.46G 0.06403 0.03139 0 0.09542 89 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 179/299 6.46G 0.06349 0.03195 0 0.09544 139 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 179/299 6.46G 0.06349 0.03195 0 0.09544 139 640: 31%|███ | 4/13 [00:00<00:01, 8.40it/s] 179/299 6.46G 0.06336 0.03094 0 0.0943 105 640: 31%|███ | 4/13 [00:00<00:01, 8.40it/s] 179/299 6.46G 0.06336 0.03094 0 0.0943 105 640: 38%|███▊ | 5/13 [00:00<00:00, 8.56it/s] 179/299 6.46G 0.06317 0.03084 0 0.09401 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.56it/s] 179/299 6.46G 0.06317 0.03084 0 0.09401 119 640: 46%|████▌ | 6/13 [00:00<00:00, 7.99it/s] 179/299 6.46G 0.06285 0.03182 0 0.09467 155 640: 46%|████▌ | 6/13 [00:01<00:00, 7.99it/s] 179/299 6.46G 0.06285 0.03182 0 0.09467 155 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.67it/s] 179/299 6.46G 0.06258 0.03106 0 0.09365 102 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.67it/s] 179/299 6.46G 0.06258 0.03106 0 0.09365 102 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.44it/s] 179/299 6.46G 0.06338 0.03071 0 0.09408 114 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.44it/s] 179/299 6.46G 0.06338 0.03071 0 0.09408 114 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.96it/s] 179/299 6.46G 0.0642 0.0311 0 0.0953 128 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.96it/s] 179/299 6.46G 0.0642 0.0311 0 0.0953 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.61it/s] 179/299 6.46G 0.0641 0.03129 0 0.09539 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.61it/s] 179/299 6.46G 0.0641 0.03129 0 0.09539 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.42it/s] 179/299 6.46G 0.06379 0.03132 0 0.0951 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.42it/s] 179/299 6.46G 0.06379 0.03132 0 0.0951 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.21it/s] 179/299 6.46G 0.06349 0.03112 0 0.09461 101 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.21it/s] 179/299 6.46G 0.06349 0.03112 0 0.09461 101 640: 100%|██████████| 13/13 [00:02<00:00, 6.07it/s] 179/299 6.46G 0.06349 0.03112 0 0.09461 101 640: 100%|██████████| 13/13 [00:02<00:00, 4.91it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.32s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.32s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.666 0.597 0.573 0.177
0%| | 0/13 [00:00<?, ?it/s] 180/299 6.46G 0.06623 0.02314 0 0.08936 96 640: 0%| | 0/13 [00:00<?, ?it/s] 180/299 6.46G 0.06623 0.02314 0 0.08936 96 640: 8%|▊ | 1/13 [00:00<00:01, 7.39it/s] 180/299 6.46G 0.06521 0.02868 0 0.09389 139 640: 8%|▊ | 1/13 [00:00<00:01, 7.39it/s] 180/299 6.46G 0.06521 0.02868 0 0.09389 139 640: 15%|█▌ | 2/13 [00:00<00:01, 8.40it/s] 180/299 6.46G 0.06411 0.02917 0 0.09328 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.40it/s] 180/299 6.46G 0.06411 0.02917 0 0.09328 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.74it/s] 180/299 6.46G 0.06232 0.02907 0 0.09139 119 640: 23%|██▎ | 3/13 [00:00<00:01, 8.74it/s] 180/299 6.46G 0.06232 0.02907 0 0.09139 119 640: 31%|███ | 4/13 [00:00<00:01, 8.81it/s] 180/299 6.46G 0.06506 0.0301 0 0.09515 142 640: 31%|███ | 4/13 [00:00<00:01, 8.81it/s] 180/299 6.46G 0.06506 0.0301 0 0.09515 142 640: 38%|███▊ | 5/13 [00:00<00:00, 8.20it/s] 180/299 6.46G 0.06523 0.02958 0 0.09481 112 640: 38%|███▊ | 5/13 [00:00<00:00, 8.20it/s] 180/299 6.46G 0.06523 0.02958 0 0.09481 112 640: 46%|████▌ | 6/13 [00:00<00:00, 8.47it/s] 180/299 6.46G 0.0652 0.0298 0 0.095 130 640: 46%|████▌ | 6/13 [00:00<00:00, 8.47it/s] 180/299 6.46G 0.0652 0.0298 0 0.095 130 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.64it/s] 180/299 6.46G 0.06448 0.03043 0 0.09491 131 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.64it/s] 180/299 6.46G 0.06448 0.03043 0 0.09491 131 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.74it/s] 180/299 6.46G 0.06487 0.0301 0 0.09498 111 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.74it/s] 180/299 6.46G 0.06487 0.0301 0 0.09498 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.09it/s] 180/299 6.46G 0.06506 0.02964 0 0.09469 95 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.09it/s] 180/299 6.46G 0.06506 0.02964 0 0.09469 95 640: 77%|███████▋ | 10/13 [00:01<00:01, 2.97it/s] 180/299 6.46G 0.06538 0.02976 0 0.09515 123 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.97it/s] 180/299 6.46G 0.06538 0.02976 0 0.09515 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.73it/s] 180/299 6.46G 0.06552 0.02935 0 0.09487 103 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.73it/s] 180/299 6.46G 0.06552 0.02935 0 0.09487 103 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.53it/s] 180/299 6.46G 0.06517 0.02969 0 0.09487 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.53it/s] 180/299 6.46G 0.06517 0.02969 0 0.09487 133 640: 100%|██████████| 13/13 [00:02<00:00, 5.16it/s] 180/299 6.46G 0.06517 0.02969 0 0.09487 133 640: 100%|██████████| 13/13 [00:02<00:00, 5.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.732 0.597 0.585 0.196
0%| | 0/13 [00:00<?, ?it/s] 181/299 6.46G 0.06131 0.02748 0 0.0888 114 640: 0%| | 0/13 [00:00<?, ?it/s] 181/299 6.46G 0.06131 0.02748 0 0.0888 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 181/299 6.46G 0.06346 0.02866 0 0.09212 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 181/299 6.46G 0.06346 0.02866 0 0.09212 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 181/299 6.46G 0.06142 0.0269 0 0.08832 99 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 181/299 6.46G 0.06142 0.0269 0 0.08832 99 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 181/299 6.46G 0.06186 0.02894 0 0.0908 149 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 181/299 6.46G 0.06186 0.02894 0 0.0908 149 640: 31%|███ | 4/13 [00:00<00:01, 7.95it/s] 181/299 6.46G 0.06396 0.02894 0 0.0929 117 640: 31%|███ | 4/13 [00:01<00:01, 7.95it/s] 181/299 6.46G 0.06396 0.02894 0 0.0929 117 640: 38%|███▊ | 5/13 [00:01<00:02, 2.71it/s] 181/299 6.46G 0.0657 0.02919 0 0.0949 114 640: 38%|███▊ | 5/13 [00:01<00:02, 2.71it/s] 181/299 6.46G 0.0657 0.02919 0 0.0949 114 640: 46%|████▌ | 6/13 [00:01<00:01, 3.54it/s] 181/299 6.46G 0.06619 0.02954 0 0.09573 125 640: 46%|████▌ | 6/13 [00:01<00:01, 3.54it/s] 181/299 6.46G 0.06619 0.02954 0 0.09573 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.41it/s] 181/299 6.46G 0.06714 0.02948 0 0.09662 122 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.41it/s] 181/299 6.46G 0.06714 0.02948 0 0.09662 122 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.00it/s] 181/299 6.46G 0.0672 0.02887 0 0.09607 93 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.00it/s] 181/299 6.46G 0.0672 0.02887 0 0.09607 93 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.79it/s] 181/299 6.46G 0.06752 0.02927 0 0.09679 136 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.79it/s] 181/299 6.46G 0.06752 0.02927 0 0.09679 136 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.49it/s] 181/299 6.46G 0.06743 0.02955 0 0.09699 133 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.49it/s] 181/299 6.46G 0.06743 0.02955 0 0.09699 133 640: 85%|████████▍ | 11/13 [00:01<00:00, 7.07it/s] 181/299 6.46G 0.06742 0.02948 0 0.09691 112 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.07it/s] 181/299 6.46G 0.06742 0.02948 0 0.09691 112 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.03it/s] 181/299 6.46G 0.06796 0.0296 0 0.09756 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.03it/s] 181/299 6.46G 0.06796 0.0296 0 0.09756 115 640: 100%|██████████| 13/13 [00:03<00:00, 2.59it/s] 181/299 6.46G 0.06796 0.0296 0 0.09756 115 640: 100%|██████████| 13/13 [00:03<00:00, 4.21it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.707 0.586 0.568 0.175
0%| | 0/13 [00:00<?, ?it/s] 182/299 6.46G 0.07805 0.02797 0 0.106 108 640: 0%| | 0/13 [00:00<?, ?it/s] 182/299 6.46G 0.07805 0.02797 0 0.106 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 182/299 6.46G 0.07784 0.02823 0 0.1061 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 182/299 6.46G 0.07784 0.02823 0 0.1061 115 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 182/299 6.46G 0.07478 0.02682 0 0.1016 101 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 182/299 6.46G 0.07478 0.02682 0 0.1016 101 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 182/299 6.46G 0.0718 0.02891 0 0.1007 145 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 182/299 6.46G 0.0718 0.02891 0 0.1007 145 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 182/299 6.46G 0.07346 0.03044 0 0.1039 150 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 182/299 6.46G 0.07346 0.03044 0 0.1039 150 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 182/299 6.46G 0.07221 0.03012 0 0.1023 113 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 182/299 6.46G 0.07221 0.03012 0 0.1023 113 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 182/299 6.46G 0.07019 0.03053 0 0.1007 135 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 182/299 6.46G 0.07019 0.03053 0 0.1007 135 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.87it/s] 182/299 6.46G 0.06934 0.03086 0 0.1002 135 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.87it/s] 182/299 6.46G 0.06934 0.03086 0 0.1002 135 640: 62%|██████▏ | 8/13 [00:01<00:02, 2.32it/s] 182/299 6.46G 0.06949 0.03052 0 0.1 123 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.32it/s] 182/299 6.46G 0.06949 0.03052 0 0.1 123 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 182/299 6.46G 0.06903 0.03019 0 0.09922 107 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 182/299 6.46G 0.06903 0.03019 0 0.09922 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.79it/s] 182/299 6.46G 0.06927 0.03057 0 0.09984 142 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.79it/s] 182/299 6.46G 0.06927 0.03057 0 0.09984 142 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.41it/s] 182/299 6.46G 0.06962 0.03052 0 0.1001 129 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.41it/s] 182/299 6.46G 0.06962 0.03052 0 0.1001 129 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.20it/s] 182/299 6.46G 0.06976 0.0313 0 0.1011 150 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.20it/s] 182/299 6.46G 0.06976 0.0313 0 0.1011 150 640: 100%|██████████| 13/13 [00:02<00:00, 6.06it/s] 182/299 6.46G 0.06976 0.0313 0 0.1011 150 640: 100%|██████████| 13/13 [00:02<00:00, 5.14it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.734 0.575 0.58 0.193
0%| | 0/13 [00:00<?, ?it/s] 183/299 6.46G 0.06909 0.02576 0 0.09485 106 640: 0%| | 0/13 [00:00<?, ?it/s] 183/299 6.46G 0.06909 0.02576 0 0.09485 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.38it/s] 183/299 6.46G 0.07068 0.02432 0 0.095 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.38it/s] 183/299 6.46G 0.07068 0.02432 0 0.095 91 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 183/299 6.46G 0.06793 0.02507 0 0.093 112 640: 15%|█▌ | 2/13 [00:01<00:01, 7.46it/s] 183/299 6.46G 0.06793 0.02507 0 0.093 112 640: 23%|██▎ | 3/13 [00:01<00:06, 1.64it/s] 183/299 6.46G 0.06483 0.02623 0 0.09107 121 640: 23%|██▎ | 3/13 [00:01<00:06, 1.64it/s] 183/299 6.46G 0.06483 0.02623 0 0.09107 121 640: 31%|███ | 4/13 [00:01<00:03, 2.41it/s] 183/299 6.46G 0.06484 0.0269 0 0.09174 124 640: 31%|███ | 4/13 [00:01<00:03, 2.41it/s] 183/299 6.46G 0.06484 0.0269 0 0.09174 124 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 183/299 6.46G 0.06559 0.02676 0 0.09235 104 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 183/299 6.46G 0.06559 0.02676 0 0.09235 104 640: 46%|████▌ | 6/13 [00:01<00:01, 3.98it/s] 183/299 6.46G 0.06483 0.02686 0 0.0917 107 640: 46%|████▌ | 6/13 [00:01<00:01, 3.98it/s] 183/299 6.46G 0.06483 0.02686 0 0.0917 107 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.86it/s] 183/299 6.46G 0.06604 0.02738 0 0.09342 125 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.86it/s] 183/299 6.46G 0.06604 0.02738 0 0.09342 125 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.67it/s] 183/299 6.46G 0.06606 0.02771 0 0.09377 126 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.67it/s] 183/299 6.46G 0.06606 0.02771 0 0.09377 126 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.39it/s] 183/299 6.46G 0.06567 0.0276 0 0.09326 106 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.39it/s] 183/299 6.46G 0.06567 0.0276 0 0.09326 106 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.55it/s]wandb: Network error resolved after 0:00:00.627497, resuming normal operation.
183/299 6.46G 0.06588 0.02782 0 0.0937 122 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.55it/s] 183/299 6.46G 0.06588 0.02782 0 0.0937 122 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.02it/s] 183/299 6.46G 0.06571 0.02788 0 0.09359 114 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.02it/s] 183/299 6.46G 0.06571 0.02788 0 0.09359 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.64it/s] 183/299 6.46G 0.0651 0.02816 0 0.09326 113 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.64it/s] 183/299 6.46G 0.0651 0.02816 0 0.09326 113 640: 100%|██████████| 13/13 [00:03<00:00, 3.39it/s] 183/299 6.46G 0.0651 0.02816 0 0.09326 113 640: 100%|██████████| 13/13 [00:03<00:00, 3.43it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.75 0.621 0.595 0.187
0%| | 0/13 [00:00<?, ?it/s] 184/299 6.46G 0.0668 0.02224 0 0.08904 91 640: 0%| | 0/13 [00:00<?, ?it/s] 184/299 6.46G 0.0668 0.02224 0 0.08904 91 640: 8%|▊ | 1/13 [00:00<00:01, 6.81it/s] 184/299 6.46G 0.06337 0.02166 0 0.08502 80 640: 8%|▊ | 1/13 [00:00<00:01, 6.81it/s] 184/299 6.46G 0.06337 0.02166 0 0.08502 80 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 184/299 6.46G 0.06013 0.02239 0 0.08252 95 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 184/299 6.46G 0.06013 0.02239 0 0.08252 95 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 184/299 6.46G 0.06007 0.02421 0 0.08428 116 640: 23%|██▎ | 3/13 [00:00<00:01, 8.27it/s] 184/299 6.46G 0.06007 0.02421 0 0.08428 116 640: 31%|███ | 4/13 [00:00<00:01, 6.17it/s] 184/299 6.46G 0.06182 0.02618 0 0.088 141 640: 31%|███ | 4/13 [00:00<00:01, 6.17it/s] 184/299 6.46G 0.06182 0.02618 0 0.088 141 640: 38%|███▊ | 5/13 [00:00<00:01, 6.50it/s] 184/299 6.46G 0.06272 0.02666 0 0.08939 113 640: 38%|███▊ | 5/13 [00:01<00:01, 6.50it/s] 184/299 6.46G 0.06272 0.02666 0 0.08939 113 640: 46%|████▌ | 6/13 [00:01<00:02, 2.40it/s] 184/299 6.46G 0.06323 0.02826 0 0.09148 157 640: 46%|████▌ | 6/13 [00:01<00:02, 2.40it/s] 184/299 6.46G 0.06323 0.02826 0 0.09148 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.15it/s] 184/299 6.46G 0.06286 0.02857 0 0.09143 113 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.15it/s] 184/299 6.46G 0.06286 0.02857 0 0.09143 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.96it/s] 184/299 6.46G 0.06298 0.02785 0 0.09083 94 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.96it/s] 184/299 6.46G 0.06298 0.02785 0 0.09083 94 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.58it/s] 184/299 6.46G 0.06377 0.02894 0 0.09271 154 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.58it/s] 184/299 6.46G 0.06377 0.02894 0 0.09271 154 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.37it/s] 184/299 6.46G 0.06394 0.02867 0 0.09261 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.37it/s] 184/299 6.46G 0.06394 0.02867 0 0.09261 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.10it/s] 184/299 6.46G 0.06487 0.02936 0 0.09422 160 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.10it/s] 184/299 6.46G 0.06487 0.02936 0 0.09422 160 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.74it/s] 184/299 6.46G 0.06473 0.02986 0 0.09459 128 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.74it/s] 184/299 6.46G 0.06473 0.02986 0 0.09459 128 640: 100%|██████████| 13/13 [00:02<00:00, 6.97it/s] 184/299 6.46G 0.06473 0.02986 0 0.09459 128 640: 100%|██████████| 13/13 [00:02<00:00, 5.18it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 8.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.716 0.609 0.589 0.191
0%| | 0/13 [00:00<?, ?it/s] 185/299 6.46G 0.06656 0.02617 0 0.09273 113 640: 0%| | 0/13 [00:00<?, ?it/s] 185/299 6.46G 0.06656 0.02617 0 0.09273 113 640: 8%|▊ | 1/13 [00:00<00:11, 1.08it/s] 185/299 6.46G 0.06949 0.02937 0 0.09887 138 640: 8%|▊ | 1/13 [00:01<00:11, 1.08it/s] 185/299 6.46G 0.06949 0.02937 0 0.09887 138 640: 15%|█▌ | 2/13 [00:01<00:04, 2.23it/s] 185/299 6.46G 0.0653 0.02874 0 0.09404 113 640: 15%|█▌ | 2/13 [00:01<00:04, 2.23it/s] 185/299 6.46G 0.0653 0.02874 0 0.09404 113 640: 23%|██▎ | 3/13 [00:01<00:02, 3.38it/s] 185/299 6.46G 0.06575 0.02959 0 0.09534 141 640: 23%|██▎ | 3/13 [00:01<00:02, 3.38it/s] 185/299 6.46G 0.06575 0.02959 0 0.09534 141 640: 31%|███ | 4/13 [00:01<00:02, 4.26it/s] 185/299 6.46G 0.06648 0.0295 0 0.09597 125 640: 31%|███ | 4/13 [00:01<00:02, 4.26it/s] 185/299 6.46G 0.06648 0.0295 0 0.09597 125 640: 38%|███▊ | 5/13 [00:01<00:01, 5.25it/s] 185/299 6.46G 0.06623 0.03029 0 0.09652 138 640: 38%|███▊ | 5/13 [00:01<00:01, 5.25it/s] 185/299 6.46G 0.06623 0.03029 0 0.09652 138 640: 46%|████▌ | 6/13 [00:01<00:01, 6.09it/s] 185/299 6.46G 0.06753 0.03169 0 0.09922 169 640: 46%|████▌ | 6/13 [00:01<00:01, 6.09it/s] 185/299 6.46G 0.06753 0.03169 0 0.09922 169 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.79it/s] 185/299 6.46G 0.06761 0.03164 0 0.09924 120 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.79it/s] 185/299 6.46G 0.06761 0.03164 0 0.09924 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.82it/s] 185/299 6.46G 0.06811 0.03074 0 0.09885 95 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.82it/s] 185/299 6.46G 0.06811 0.03074 0 0.09885 95 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.02it/s] 185/299 6.46G 0.06854 0.0313 0 0.09984 144 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.02it/s] 185/299 6.46G 0.06854 0.0313 0 0.09984 144 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.65it/s] 185/299 6.46G 0.06867 0.03106 0 0.09972 119 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.65it/s] 185/299 6.46G 0.06867 0.03106 0 0.09972 119 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.37it/s] 185/299 6.46G 0.06844 0.03142 0 0.09986 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.37it/s] 185/299 6.46G 0.06844 0.03142 0 0.09986 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.99it/s] 185/299 6.46G 0.0685 0.0319 0 0.1004 127 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.99it/s] 185/299 6.46G 0.0685 0.0319 0 0.1004 127 640: 100%|██████████| 13/13 [00:03<00:00, 4.86it/s] 185/299 6.46G 0.0685 0.0319 0 0.1004 127 640: 100%|██████████| 13/13 [00:03<00:00, 3.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.741 0.563 0.571 0.185
0%| | 0/13 [00:00<?, ?it/s] 186/299 6.46G 0.06518 0.02223 0 0.08741 94 640: 0%| | 0/13 [00:00<?, ?it/s] 186/299 6.46G 0.06518 0.02223 0 0.08741 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 186/299 6.46G 0.07165 0.0272 0 0.09885 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 186/299 6.46G 0.07165 0.0272 0 0.09885 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 186/299 6.46G 0.07076 0.0262 0 0.09696 95 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 186/299 6.46G 0.07076 0.0262 0 0.09696 95 640: 23%|██▎ | 3/13 [00:00<00:01, 7.73it/s] 186/299 6.46G 0.06831 0.02769 0 0.09601 135 640: 23%|██▎ | 3/13 [00:01<00:01, 7.73it/s] 186/299 6.46G 0.06831 0.02769 0 0.09601 135 640: 31%|███ | 4/13 [00:01<00:03, 2.32it/s] 186/299 6.46G 0.06981 0.02905 0 0.09886 139 640: 31%|███ | 4/13 [00:01<00:03, 2.32it/s] 186/299 6.46G 0.06981 0.02905 0 0.09886 139 640: 38%|███▊ | 5/13 [00:01<00:02, 3.16it/s] 186/299 6.46G 0.06803 0.02875 0 0.09678 110 640: 38%|███▊ | 5/13 [00:01<00:02, 3.16it/s] 186/299 6.46G 0.06803 0.02875 0 0.09678 110 640: 46%|████▌ | 6/13 [00:01<00:01, 4.04it/s] 186/299 6.46G 0.0673 0.02949 0 0.09678 141 640: 46%|████▌ | 6/13 [00:01<00:01, 4.04it/s] 186/299 6.46G 0.0673 0.02949 0 0.09678 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.69it/s] 186/299 6.46G 0.06591 0.02937 0 0.09528 112 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.69it/s] 186/299 6.46G 0.06591 0.02937 0 0.09528 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.50it/s] 186/299 6.46G 0.0658 0.02898 0 0.09478 101 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.50it/s] 186/299 6.46G 0.0658 0.02898 0 0.09478 101 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.24it/s] 186/299 6.46G 0.06551 0.02899 0 0.09449 112 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.24it/s] 186/299 6.46G 0.06551 0.02899 0 0.09449 112 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.86it/s] 186/299 6.46G 0.06527 0.02873 0 0.094 110 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.86it/s] 186/299 6.46G 0.06527 0.02873 0 0.094 110 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.89it/s] 186/299 6.46G 0.06543 0.02888 0 0.09431 118 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.89it/s] 186/299 6.46G 0.06543 0.02888 0 0.09431 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.05it/s] 186/299 6.46G 0.0654 0.02941 0 0.0948 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.05it/s] 186/299 6.46G 0.0654 0.02941 0 0.0948 138 640: 100%|██████████| 13/13 [00:03<00:00, 2.70it/s] 186/299 6.46G 0.0654 0.02941 0 0.0948 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.667 0.644 0.576 0.203
0%| | 0/13 [00:00<?, ?it/s] 187/299 6.46G 0.07302 0.02526 0 0.09828 94 640: 0%| | 0/13 [00:00<?, ?it/s] 187/299 6.46G 0.07302 0.02526 0 0.09828 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 187/299 6.46G 0.07144 0.02983 0 0.1013 150 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 187/299 6.46G 0.07144 0.02983 0 0.1013 150 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 187/299 6.46G 0.06845 0.02921 0 0.09766 115 640: 15%|█▌ | 2/13 [00:00<00:01, 7.57it/s] 187/299 6.46G 0.06845 0.02921 0 0.09766 115 640: 23%|██▎ | 3/13 [00:00<00:02, 4.62it/s] 187/299 6.46G 0.06462 0.02826 0 0.09288 105 640: 23%|██▎ | 3/13 [00:00<00:02, 4.62it/s] 187/299 6.46G 0.06462 0.02826 0 0.09288 105 640: 31%|███ | 4/13 [00:00<00:01, 5.70it/s] 187/299 6.46G 0.06311 0.029 0 0.09211 112 640: 31%|███ | 4/13 [00:00<00:01, 5.70it/s] 187/299 6.46G 0.06311 0.029 0 0.09211 112 640: 38%|███▊ | 5/13 [00:00<00:01, 6.53it/s] 187/299 6.46G 0.06322 0.02931 0 0.09253 121 640: 38%|███▊ | 5/13 [00:00<00:01, 6.53it/s] 187/299 6.46G 0.06322 0.02931 0 0.09253 121 640: 46%|████▌ | 6/13 [00:00<00:01, 6.67it/s]wandb: Network error (ConnectTimeout), entering retry loop.
187/299 6.46G 0.063 0.03018 0 0.09317 151 640: 46%|████▌ | 6/13 [00:01<00:01, 6.67it/s] 187/299 6.46G 0.063 0.03018 0 0.09317 151 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.30it/s] 187/299 6.46G 0.06333 0.03036 0 0.09369 126 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.30it/s] 187/299 6.46G 0.06333 0.03036 0 0.09369 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.12it/s] 187/299 6.46G 0.06398 0.03067 0 0.09465 149 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.12it/s] 187/299 6.46G 0.06398 0.03067 0 0.09465 149 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.94it/s] 187/299 6.46G 0.06375 0.03053 0 0.09428 118 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.94it/s] 187/299 6.46G 0.06375 0.03053 0 0.09428 118 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.44it/s] 187/299 6.46G 0.06387 0.03011 0 0.09398 93 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.44it/s] 187/299 6.46G 0.06387 0.03011 0 0.09398 93 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.16it/s] 187/299 6.46G 0.0639 0.0299 0 0.0938 112 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.16it/s] 187/299 6.46G 0.0639 0.0299 0 0.0938 112 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.78it/s] 187/299 6.46G 0.06438 0.03036 0 0.09474 132 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.78it/s] 187/299 6.46G 0.06438 0.03036 0 0.09474 132 640: 100%|██████████| 13/13 [00:02<00:00, 7.47it/s] 187/299 6.46G 0.06438 0.03036 0 0.09474 132 640: 100%|██████████| 13/13 [00:02<00:00, 5.74it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.793 0.574 0.608 0.206
0%| | 0/13 [00:00<?, ?it/s] 188/299 6.46G 0.06895 0.02669 0 0.09564 112 640: 0%| | 0/13 [00:00<?, ?it/s] 188/299 6.46G 0.06895 0.02669 0 0.09564 112 640: 8%|▊ | 1/13 [00:00<00:01, 6.72it/s] 188/299 6.46G 0.06899 0.0298 0 0.09878 128 640: 8%|▊ | 1/13 [00:01<00:01, 6.72it/s] 188/299 6.46G 0.06899 0.0298 0 0.09878 128 640: 15%|█▌ | 2/13 [00:01<00:06, 1.72it/s] 188/299 6.46G 0.06943 0.03088 0 0.1003 121 640: 15%|█▌ | 2/13 [00:01<00:06, 1.72it/s] 188/299 6.46G 0.06943 0.03088 0 0.1003 121 640: 23%|██▎ | 3/13 [00:01<00:03, 2.72it/s] 188/299 6.46G 0.0674 0.03112 0 0.09852 142 640: 23%|██▎ | 3/13 [00:01<00:03, 2.72it/s] 188/299 6.46G 0.0674 0.03112 0 0.09852 142 640: 31%|███ | 4/13 [00:01<00:02, 3.75it/s] 188/299 6.46G 0.06784 0.03209 0 0.09993 136 640: 31%|███ | 4/13 [00:01<00:02, 3.75it/s] 188/299 6.46G 0.06784 0.03209 0 0.09993 136 640: 38%|███▊ | 5/13 [00:01<00:01, 4.51it/s] 188/299 6.46G 0.06988 0.03281 0 0.1027 148 640: 38%|███▊ | 5/13 [00:01<00:01, 4.51it/s] 188/299 6.46G 0.06988 0.03281 0 0.1027 148 640: 46%|████▌ | 6/13 [00:01<00:01, 5.41it/s] 188/299 6.46G 0.07067 0.03431 0 0.105 184 640: 46%|████▌ | 6/13 [00:01<00:01, 5.41it/s] 188/299 6.46G 0.07067 0.03431 0 0.105 184 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.15it/s] 188/299 6.46G 0.07121 0.03427 0 0.1055 135 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.15it/s] 188/299 6.46G 0.07121 0.03427 0 0.1055 135 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.79it/s] 188/299 6.46G 0.07163 0.03362 0 0.1052 124 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.79it/s] 188/299 6.46G 0.07163 0.03362 0 0.1052 124 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.86it/s] 188/299 6.46G 0.07032 0.03349 0 0.1038 130 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.86it/s] 188/299 6.46G 0.07032 0.03349 0 0.1038 130 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.05it/s] 188/299 6.46G 0.06938 0.03286 0 0.1022 100 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.05it/s] 188/299 6.46G 0.06938 0.03286 0 0.1022 100 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.68it/s] 188/299 6.46G 0.06998 0.0327 0 0.1027 137 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.68it/s] 188/299 6.46G 0.06998 0.0327 0 0.1027 137 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.40it/s] 188/299 6.46G 0.06998 0.03342 0 0.1034 153 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.40it/s] 188/299 6.46G 0.06998 0.03342 0 0.1034 153 640: 100%|██████████| 13/13 [00:03<00:00, 4.09it/s] 188/299 6.46G 0.06998 0.03342 0 0.1034 153 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.723 0.632 0.631 0.23
0%| | 0/13 [00:00<?, ?it/s] 189/299 6.46G 0.07191 0.02203 0 0.09393 89 640: 0%| | 0/13 [00:00<?, ?it/s] 189/299 6.46G 0.07191 0.02203 0 0.09393 89 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 189/299 6.46G 0.06981 0.02402 0 0.09383 97 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 189/299 6.46G 0.06981 0.02402 0 0.09383 97 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 189/299 6.46G 0.06891 0.02416 0 0.09307 97 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 189/299 6.46G 0.06891 0.02416 0 0.09307 97 640: 23%|██▎ | 3/13 [00:00<00:01, 5.29it/s] 189/299 6.46G 0.0682 0.02546 0 0.09367 124 640: 23%|██▎ | 3/13 [00:00<00:01, 5.29it/s] 189/299 6.46G 0.0682 0.02546 0 0.09367 124 640: 31%|███ | 4/13 [00:00<00:01, 5.83it/s] 189/299 6.46G 0.06788 0.02589 0 0.09377 104 640: 31%|███ | 4/13 [00:01<00:01, 5.83it/s] 189/299 6.46G 0.06788 0.02589 0 0.09377 104 640: 38%|███▊ | 5/13 [00:01<00:03, 2.42it/s] 189/299 6.46G 0.06734 0.02631 0 0.09365 110 640: 38%|███▊ | 5/13 [00:01<00:03, 2.42it/s] 189/299 6.46G 0.06734 0.02631 0 0.09365 110 640: 46%|████▌ | 6/13 [00:01<00:02, 3.21it/s] 189/299 6.46G 0.06704 0.02662 0 0.09366 118 640: 46%|████▌ | 6/13 [00:01<00:02, 3.21it/s] 189/299 6.46G 0.06704 0.02662 0 0.09366 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 189/299 6.46G 0.06649 0.02724 0 0.09373 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 189/299 6.46G 0.06649 0.02724 0 0.09373 123 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.68it/s] 189/299 6.46G 0.06696 0.02676 0 0.09373 96 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.68it/s] 189/299 6.46G 0.06696 0.02676 0 0.09373 96 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.50it/s] 189/299 6.46G 0.06669 0.02674 0 0.09343 100 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.50it/s] 189/299 6.46G 0.06669 0.02674 0 0.09343 100 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.23it/s] 189/299 6.46G 0.06688 0.02723 0 0.09411 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.23it/s] 189/299 6.46G 0.06688 0.02723 0 0.09411 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.85it/s] 189/299 6.46G 0.06699 0.02748 0 0.09447 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.85it/s] 189/299 6.46G 0.06699 0.02748 0 0.09447 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.90it/s]wandb: Network error (TransientError), entering retry loop.
189/299 6.46G 0.06656 0.02838 0 0.09494 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.90it/s] 189/299 6.46G 0.06656 0.02838 0 0.09494 140 640: 100%|██████████| 13/13 [00:03<00:00, 2.21it/s] 189/299 6.46G 0.06656 0.02838 0 0.09494 140 640: 100%|██████████| 13/13 [00:03<00:00, 3.71it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.694 0.609 0.582 0.195
0%| | 0/13 [00:00<?, ?it/s] 190/299 6.46G 0.06583 0.01939 0 0.08523 79 640: 0%| | 0/13 [00:00<?, ?it/s] 190/299 6.46G 0.06583 0.01939 0 0.08523 79 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 190/299 6.46G 0.06472 0.0221 0 0.08682 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 190/299 6.46G 0.06472 0.0221 0 0.08682 108 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 190/299 6.46G 0.06571 0.02469 0 0.0904 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 190/299 6.46G 0.06571 0.02469 0 0.0904 125 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 190/299 6.46G 0.0629 0.02593 0 0.08883 121 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 190/299 6.46G 0.0629 0.02593 0 0.08883 121 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 190/299 6.46G 0.06408 0.02675 0 0.09083 127 640: 31%|███ | 4/13 [00:00<00:01, 8.23it/s] 190/299 6.46G 0.06408 0.02675 0 0.09083 127 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 190/299 6.46G 0.06336 0.02718 0 0.09055 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 190/299 6.46G 0.06336 0.02718 0 0.09055 119 640: 46%|████▌ | 6/13 [00:00<00:00, 8.58it/s] 190/299 6.46G 0.06306 0.02834 0 0.0914 139 640: 46%|████▌ | 6/13 [00:00<00:00, 8.58it/s] 190/299 6.46G 0.06306 0.02834 0 0.0914 139 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.99it/s]wandb: Network error (ReadTimeout), entering retry loop.
190/299 6.46G 0.06395 0.0289 0 0.09284 139 640: 54%|█████▍ | 7/13 [00:02<00:00, 7.99it/s] 190/299 6.46G 0.06395 0.0289 0 0.09284 139 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.18it/s] 190/299 6.46G 0.06355 0.02903 0 0.09258 112 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.18it/s] 190/299 6.46G 0.06355 0.02903 0 0.09258 112 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.85it/s] 190/299 6.46G 0.06355 0.0288 0 0.09235 101 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.85it/s] 190/299 6.46G 0.06355 0.0288 0 0.09235 101 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.60it/s] 190/299 6.46G 0.06365 0.0287 0 0.09235 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.60it/s] 190/299 6.46G 0.06365 0.0287 0 0.09235 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.23it/s] 190/299 6.46G 0.064 0.02871 0 0.09271 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.23it/s] 190/299 6.46G 0.064 0.02871 0 0.09271 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.03it/s] 190/299 6.46G 0.06426 0.02881 0 0.09307 111 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.03it/s] 190/299 6.46G 0.06426 0.02881 0 0.09307 111 640: 100%|██████████| 13/13 [00:02<00:00, 5.89it/s] 190/299 6.46G 0.06426 0.02881 0 0.09307 111 640: 100%|██████████| 13/13 [00:02<00:00, 4.97it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.679 0.632 0.578 0.193
0%| | 0/13 [00:00<?, ?it/s] 191/299 6.46G 0.06274 0.02746 0 0.0902 107 640: 0%| | 0/13 [00:00<?, ?it/s] 191/299 6.46G 0.06274 0.02746 0 0.0902 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.88it/s] 191/299 6.46G 0.06619 0.0307 0 0.0969 144 640: 8%|▊ | 1/13 [00:00<00:01, 8.88it/s] 191/299 6.46G 0.06619 0.0307 0 0.0969 144 640: 15%|█▌ | 2/13 [00:00<00:01, 7.80it/s] 191/299 6.46G 0.06366 0.03064 0 0.0943 132 640: 15%|█▌ | 2/13 [00:01<00:01, 7.80it/s] 191/299 6.46G 0.06366 0.03064 0 0.0943 132 640: 23%|██▎ | 3/13 [00:01<00:05, 1.74it/s] 191/299 6.46G 0.06096 0.02926 0 0.09022 109 640: 23%|██▎ | 3/13 [00:01<00:05, 1.74it/s] 191/299 6.46G 0.06096 0.02926 0 0.09022 109 640: 31%|███ | 4/13 [00:01<00:03, 2.54it/s] 191/299 6.46G 0.06272 0.03143 0 0.09415 166 640: 31%|███ | 4/13 [00:01<00:03, 2.54it/s] 191/299 6.46G 0.06272 0.03143 0 0.09415 166 640: 38%|███▊ | 5/13 [00:01<00:02, 3.42it/s] 191/299 6.46G 0.06285 0.03007 0 0.09293 92 640: 38%|███▊ | 5/13 [00:01<00:02, 3.42it/s] 191/299 6.46G 0.06285 0.03007 0 0.09293 92 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 191/299 6.46G 0.0633 0.02991 0 0.09322 124 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 191/299 6.46G 0.0633 0.02991 0 0.09322 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.00it/s] 191/299 6.46G 0.06246 0.02992 0 0.09238 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.00it/s] 191/299 6.46G 0.06246 0.02992 0 0.09238 118 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.80it/s] 191/299 6.46G 0.06239 0.0304 0 0.09279 131 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.80it/s] 191/299 6.46G 0.06239 0.0304 0 0.09279 131 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.50it/s] 191/299 6.46G 0.0625 0.02984 0 0.09235 96 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.50it/s] 191/299 6.46G 0.0625 0.02984 0 0.09235 96 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.64it/s] 191/299 6.46G 0.06291 0.03053 0 0.09344 151 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.64it/s] 191/299 6.46G 0.06291 0.03053 0 0.09344 151 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.09it/s] 191/299 6.46G 0.0632 0.03027 0 0.09347 114 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.09it/s] 191/299 6.46G 0.0632 0.03027 0 0.09347 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.72it/s] 191/299 6.46G 0.06336 0.03043 0 0.09379 112 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.72it/s] 191/299 6.46G 0.06336 0.03043 0 0.09379 112 640: 100%|██████████| 13/13 [00:03<00:00, 3.48it/s] 191/299 6.46G 0.06336 0.03043 0 0.09379 112 640: 100%|██████████| 13/13 [00:03<00:00, 3.56it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.733 0.505 0.575 0.206
0%| | 0/13 [00:00<?, ?it/s] 192/299 6.46G 0.07325 0.02847 0 0.1017 109 640: 0%| | 0/13 [00:00<?, ?it/s] 192/299 6.46G 0.07325 0.02847 0 0.1017 109 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 192/299 6.46G 0.06787 0.02888 0 0.09675 124 640: 8%|▊ | 1/13 [00:00<00:01, 6.82it/s] 192/299 6.46G 0.06787 0.02888 0 0.09675 124 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 192/299 6.46G 0.06599 0.02722 0 0.09321 95 640: 15%|█▌ | 2/13 [00:00<00:01, 7.88it/s] 192/299 6.46G 0.06599 0.02722 0 0.09321 95 640: 23%|██▎ | 3/13 [00:00<00:01, 8.29it/s] 192/299 6.46G 0.06319 0.02756 0 0.09075 112 640: 23%|██▎ | 3/13 [00:00<00:01, 8.29it/s] 192/299 6.46G 0.06319 0.02756 0 0.09075 112 640: 31%|███ | 4/13 [00:00<00:01, 8.42it/s] 192/299 6.46G 0.06613 0.02877 0 0.0949 139 640: 31%|███ | 4/13 [00:00<00:01, 8.42it/s] 192/299 6.46G 0.06613 0.02877 0 0.0949 139 640: 38%|███▊ | 5/13 [00:00<00:01, 7.91it/s] 192/299 6.46G 0.06648 0.02856 0 0.09504 109 640: 38%|███▊ | 5/13 [00:01<00:01, 7.91it/s] 192/299 6.46G 0.06648 0.02856 0 0.09504 109 640: 46%|████▌ | 6/13 [00:01<00:03, 1.94it/s] 192/299 6.46G 0.0666 0.02971 0 0.09632 140 640: 46%|████▌ | 6/13 [00:02<00:03, 1.94it/s] 192/299 6.46G 0.0666 0.02971 0 0.09632 140 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.61it/s] 192/299 6.46G 0.06706 0.03004 0 0.0971 132 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.61it/s] 192/299 6.46G 0.06706 0.03004 0 0.0971 132 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.37it/s] 192/299 6.46G 0.06614 0.0296 0 0.09573 103 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.37it/s] 192/299 6.46G 0.06614 0.0296 0 0.09573 103 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.02it/s] 192/299 6.46G 0.06593 0.02983 0 0.09576 134 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.02it/s] 192/299 6.46G 0.06593 0.02983 0 0.09576 134 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.84it/s] 192/299 6.46G 0.06523 0.02976 0 0.09498 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.84it/s] 192/299 6.46G 0.06523 0.02976 0 0.09498 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.62it/s] 192/299 6.46G 0.06483 0.02977 0 0.0946 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.62it/s] 192/299 6.46G 0.06483 0.02977 0 0.0946 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.32it/s] 192/299 6.46G 0.06494 0.03013 0 0.09507 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.32it/s] 192/299 6.46G 0.06494 0.03013 0 0.09507 126 640: 100%|██████████| 13/13 [00:02<00:00, 6.66it/s] 192/299 6.46G 0.06494 0.03013 0 0.09507 126 640: 100%|██████████| 13/13 [00:02<00:00, 4.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.622 0.586 0.558 0.18
0%| | 0/13 [00:00<?, ?it/s] 193/299 6.46G 0.06862 0.03076 0 0.09938 119 640: 0%| | 0/13 [00:00<?, ?it/s] 193/299 6.46G 0.06862 0.03076 0 0.09938 119 640: 8%|▊ | 1/13 [00:00<00:11, 1.08it/s] 193/299 6.46G 0.06765 0.02992 0 0.09757 120 640: 8%|▊ | 1/13 [00:01<00:11, 1.08it/s] 193/299 6.46G 0.06765 0.02992 0 0.09757 120 640: 15%|█▌ | 2/13 [00:01<00:04, 2.24it/s] 193/299 6.46G 0.06519 0.02842 0 0.09361 106 640: 15%|█▌ | 2/13 [00:01<00:04, 2.24it/s] 193/299 6.46G 0.06519 0.02842 0 0.09361 106 640: 23%|██▎ | 3/13 [00:01<00:02, 3.40it/s] 193/299 6.46G 0.06441 0.02986 0 0.09427 135 640: 23%|██▎ | 3/13 [00:01<00:02, 3.40it/s] 193/299 6.46G 0.06441 0.02986 0 0.09427 135 640: 31%|███ | 4/13 [00:01<00:02, 4.27it/s] 193/299 6.46G 0.06623 0.03021 0 0.09644 130 640: 31%|███ | 4/13 [00:01<00:02, 4.27it/s] 193/299 6.46G 0.06623 0.03021 0 0.09644 130 640: 38%|███▊ | 5/13 [00:01<00:01, 5.25it/s] 193/299 6.46G 0.06644 0.02939 0 0.09584 108 640: 38%|███▊ | 5/13 [00:01<00:01, 5.25it/s] 193/299 6.46G 0.06644 0.02939 0 0.09584 108 640: 46%|████▌ | 6/13 [00:01<00:01, 6.08it/s] 193/299 6.46G 0.06573 0.02962 0 0.09535 132 640: 46%|████▌ | 6/13 [00:01<00:01, 6.08it/s] 193/299 6.46G 0.06573 0.02962 0 0.09535 132 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.78it/s] 193/299 6.46G 0.06635 0.02969 0 0.09603 126 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.78it/s] 193/299 6.46G 0.06635 0.02969 0 0.09603 126 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.81it/s] 193/299 6.46G 0.06645 0.02895 0 0.0954 101 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.81it/s] 193/299 6.46G 0.06645 0.02895 0 0.0954 101 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.06it/s] 193/299 6.46G 0.0669 0.03024 0 0.09713 185 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.06it/s] 193/299 6.46G 0.0669 0.03024 0 0.09713 185 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.70it/s] 193/299 6.46G 0.06615 0.03067 0 0.09682 143 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.70it/s] 193/299 6.46G 0.06615 0.03067 0 0.09682 143 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.42it/s] 193/299 6.46G 0.06616 0.03078 0 0.09694 129 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.42it/s] 193/299 6.46G 0.06616 0.03078 0 0.09694 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.06it/s] 193/299 6.46G 0.06591 0.03157 0 0.09747 141 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.06it/s] 193/299 6.46G 0.06591 0.03157 0 0.09747 141 640: 100%|██████████| 13/13 [00:03<00:00, 4.93it/s] 193/299 6.46G 0.06591 0.03157 0 0.09747 141 640: 100%|██████████| 13/13 [00:03<00:00, 3.74it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.623 0.609 0.589 0.165
0%| | 0/13 [00:00<?, ?it/s] 194/299 6.46G 0.06387 0.02756 0 0.09143 112 640: 0%| | 0/13 [00:00<?, ?it/s] 194/299 6.46G 0.06387 0.02756 0 0.09143 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 194/299 6.46G 0.06303 0.0267 0 0.08973 105 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 194/299 6.46G 0.06303 0.0267 0 0.08973 105 640: 15%|█▌ | 2/13 [00:00<00:01, 8.85it/s] 194/299 6.46G 0.06196 0.02596 0 0.08792 86 640: 15%|█▌ | 2/13 [00:00<00:01, 8.85it/s] 194/299 6.46G 0.06196 0.02596 0 0.08792 86 640: 23%|██▎ | 3/13 [00:00<00:01, 7.96it/s] 194/299 6.46G 0.06218 0.02605 0 0.08823 119 640: 23%|██▎ | 3/13 [00:01<00:01, 7.96it/s] 194/299 6.46G 0.06218 0.02605 0 0.08823 119 640: 31%|███ | 4/13 [00:01<00:04, 2.19it/s] 194/299 6.46G 0.06379 0.02824 0 0.09203 144 640: 31%|███ | 4/13 [00:01<00:04, 2.19it/s] 194/299 6.46G 0.06379 0.02824 0 0.09203 144 640: 38%|███▊ | 5/13 [00:01<00:02, 3.00it/s] 194/299 6.46G 0.06457 0.02808 0 0.09265 119 640: 38%|███▊ | 5/13 [00:01<00:02, 3.00it/s] 194/299 6.46G 0.06457 0.02808 0 0.09265 119 640: 46%|████▌ | 6/13 [00:01<00:01, 3.87it/s] 194/299 6.46G 0.06461 0.02997 0 0.09459 167 640: 46%|████▌ | 6/13 [00:01<00:01, 3.87it/s] 194/299 6.46G 0.06461 0.02997 0 0.09459 167 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.52it/s] 194/299 6.46G 0.06577 0.03072 0 0.09649 146 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.52it/s] 194/299 6.46G 0.06577 0.03072 0 0.09649 146 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.35it/s] 194/299 6.46G 0.06655 0.03026 0 0.09681 111 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.35it/s] 194/299 6.46G 0.06655 0.03026 0 0.09681 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.10it/s] 194/299 6.46G 0.06683 0.03094 0 0.09777 151 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.10it/s] 194/299 6.46G 0.06683 0.03094 0 0.09777 151 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.73it/s] 194/299 6.46G 0.06674 0.03041 0 0.09715 97 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.73it/s] 194/299 6.46G 0.06674 0.03041 0 0.09715 97 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.79it/s] 194/299 6.46G 0.06749 0.03019 0 0.09768 124 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.79it/s] 194/299 6.46G 0.06749 0.03019 0 0.09768 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 1.78it/s] 194/299 6.46G 0.06758 0.03078 0 0.09836 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 1.78it/s] 194/299 6.46G 0.06758 0.03078 0 0.09836 140 640: 100%|██████████| 13/13 [00:03<00:00, 2.36it/s] 194/299 6.46G 0.06758 0.03078 0 0.09836 140 640: 100%|██████████| 13/13 [00:03<00:00, 3.42it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.675 0.598 0.562 0.185
0%| | 0/13 [00:00<?, ?it/s] 195/299 6.46G 0.07181 0.02034 0 0.09215 89 640: 0%| | 0/13 [00:00<?, ?it/s] 195/299 6.46G 0.07181 0.02034 0 0.09215 89 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 195/299 6.46G 0.06722 0.02059 0 0.08781 84 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 195/299 6.46G 0.06722 0.02059 0 0.08781 84 640: 15%|█▌ | 2/13 [00:00<00:01, 7.50it/s] 195/299 6.46G 0.06309 0.02186 0 0.08496 86 640: 15%|█▌ | 2/13 [00:00<00:01, 7.50it/s] 195/299 6.46G 0.06309 0.02186 0 0.08496 86 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 195/299 6.46G 0.06176 0.02423 0 0.08599 126 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 195/299 6.46G 0.06176 0.02423 0 0.08599 126 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 195/299 6.46G 0.06351 0.02534 0 0.08885 125 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 195/299 6.46G 0.06351 0.02534 0 0.08885 125 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 195/299 6.46G 0.0644 0.02557 0 0.08997 112 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 195/299 6.46G 0.0644 0.02557 0 0.08997 112 640: 46%|████▌ | 6/13 [00:00<00:00, 7.92it/s] 195/299 6.46G 0.06408 0.02852 0 0.0926 186 640: 46%|████▌ | 6/13 [00:01<00:00, 7.92it/s] 195/299 6.46G 0.06408 0.02852 0 0.0926 186 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.78it/s] 195/299 6.46G 0.06381 0.02759 0 0.0914 85 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.78it/s] 195/299 6.46G 0.06381 0.02759 0 0.0914 85 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.56it/s] 195/299 6.46G 0.06356 0.02728 0 0.09083 101 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.56it/s] 195/299 6.46G 0.06356 0.02728 0 0.09083 101 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.38it/s] 195/299 6.46G 0.06373 0.02833 0 0.09206 147 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.38it/s] 195/299 6.46G 0.06373 0.02833 0 0.09206 147 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.95it/s] 195/299 6.46G 0.06385 0.02869 0 0.09255 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.95it/s] 195/299 6.46G 0.06385 0.02869 0 0.09255 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.73it/s] 195/299 6.46G 0.06427 0.02875 0 0.09302 119 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.73it/s] 195/299 6.46G 0.06427 0.02875 0 0.09302 119 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.43it/s] 195/299 6.46G 0.06451 0.02873 0 0.09324 103 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.43it/s] 195/299 6.46G 0.06451 0.02873 0 0.09324 103 640: 100%|██████████| 13/13 [00:02<00:00, 7.14it/s] 195/299 6.46G 0.06451 0.02873 0 0.09324 103 640: 100%|██████████| 13/13 [00:02<00:00, 5.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.40it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.652 0.667 0.578 0.188
0%| | 0/13 [00:00<?, ?it/s] 196/299 6.46G 0.06196 0.02405 0 0.08601 94 640: 0%| | 0/13 [00:00<?, ?it/s] 196/299 6.46G 0.06196 0.02405 0 0.08601 94 640: 8%|▊ | 1/13 [00:00<00:01, 6.73it/s]wandb: Network error (ConnectTimeout), entering retry loop.
wandb: Network error (ReadTimeout), entering retry loop.
196/299 6.46G 0.065 0.02696 0 0.09196 124 640: 8%|▊ | 1/13 [00:01<00:01, 6.73it/s] 196/299 6.46G 0.065 0.02696 0 0.09196 124 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 196/299 6.46G 0.06548 0.02817 0 0.09365 126 640: 15%|█▌ | 2/13 [00:01<00:06, 1.61it/s] 196/299 6.46G 0.06548 0.02817 0 0.09365 126 640: 23%|██▎ | 3/13 [00:01<00:03, 2.57it/s] 196/299 6.46G 0.0645 0.02839 0 0.09288 128 640: 23%|██▎ | 3/13 [00:01<00:03, 2.57it/s] 196/299 6.46G 0.0645 0.02839 0 0.09288 128 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 196/299 6.46G 0.06583 0.02891 0 0.09474 127 640: 31%|███ | 4/13 [00:01<00:02, 3.56it/s] 196/299 6.46G 0.06583 0.02891 0 0.09474 127 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 196/299 6.46G 0.0677 0.0287 0 0.09641 120 640: 38%|███▊ | 5/13 [00:01<00:01, 4.32it/s] 196/299 6.46G 0.0677 0.0287 0 0.09641 120 640: 46%|████▌ | 6/13 [00:01<00:01, 5.23it/s] 196/299 6.46G 0.0674 0.02833 0 0.09573 108 640: 46%|████▌ | 6/13 [00:01<00:01, 5.23it/s] 196/299 6.46G 0.0674 0.02833 0 0.09573 108 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.05it/s] 196/299 6.46G 0.06767 0.02843 0 0.0961 120 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.05it/s] 196/299 6.46G 0.06767 0.02843 0 0.0961 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.75it/s] 196/299 6.46G 0.0679 0.02759 0 0.09549 93 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.75it/s] 196/299 6.46G 0.0679 0.02759 0 0.09549 93 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.81it/s] 196/299 6.46G 0.0673 0.0274 0 0.0947 107 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.81it/s] 196/299 6.46G 0.0673 0.0274 0 0.0947 107 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.06it/s] 196/299 6.46G 0.06694 0.02784 0 0.09478 130 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.06it/s] 196/299 6.46G 0.06694 0.02784 0 0.09478 130 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.69it/s] 196/299 6.46G 0.06733 0.02861 0 0.09594 153 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.69it/s] 196/299 6.46G 0.06733 0.02861 0 0.09594 153 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 196/299 6.46G 0.06713 0.02905 0 0.09618 123 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 196/299 6.46G 0.06713 0.02905 0 0.09618 123 640: 100%|██████████| 13/13 [00:03<00:00, 4.10it/s] 196/299 6.46G 0.06713 0.02905 0 0.09618 123 640: 100%|██████████| 13/13 [00:03<00:00, 3.66it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.681 0.69 0.625 0.201
0%| | 0/13 [00:00<?, ?it/s] 197/299 6.46G 0.05798 0.02067 0 0.07866 80 640: 0%| | 0/13 [00:00<?, ?it/s] 197/299 6.46G 0.05798 0.02067 0 0.07866 80 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 197/299 6.46G 0.05714 0.02191 0 0.07905 98 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 197/299 6.46G 0.05714 0.02191 0 0.07905 98 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 197/299 6.46G 0.0562 0.02217 0 0.07837 95 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 197/299 6.46G 0.0562 0.02217 0 0.07837 95 640: 23%|██▎ | 3/13 [00:00<00:01, 8.79it/s] 197/299 6.46G 0.05506 0.0239 0 0.07896 115 640: 23%|██▎ | 3/13 [00:00<00:01, 8.79it/s] 197/299 6.46G 0.05506 0.0239 0 0.07896 115 640: 31%|███ | 4/13 [00:00<00:01, 7.97it/s] 197/299 6.46G 0.05878 0.02579 0 0.08457 141 640: 31%|███ | 4/13 [00:01<00:01, 7.97it/s] 197/299 6.46G 0.05878 0.02579 0 0.08457 141 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 197/299 6.46G 0.05934 0.02571 0 0.08505 97 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 197/299 6.46G 0.05934 0.02571 0 0.08505 97 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 197/299 6.46G 0.05962 0.02688 0 0.0865 138 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 197/299 6.46G 0.05962 0.02688 0 0.0865 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 197/299 6.46G 0.06109 0.02788 0 0.08897 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 197/299 6.46G 0.06109 0.02788 0 0.08897 145 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.67it/s] 197/299 6.46G 0.06176 0.02728 0 0.08903 91 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.67it/s] 197/299 6.46G 0.06176 0.02728 0 0.08903 91 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.46it/s] 197/299 6.46G 0.06211 0.0267 0 0.08881 84 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.46it/s] 197/299 6.46G 0.06211 0.0267 0 0.08881 84 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.19it/s] 197/299 6.46G 0.06214 0.02663 0 0.08877 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.19it/s] 197/299 6.46G 0.06214 0.02663 0 0.08877 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.82it/s] 197/299 6.46G 0.06289 0.02693 0 0.08982 118 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.82it/s] 197/299 6.46G 0.06289 0.02693 0 0.08982 118 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.05it/s] 197/299 6.46G 0.06228 0.02746 0 0.08974 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.05it/s] 197/299 6.46G 0.06228 0.02746 0 0.08974 115 640: 100%|██████████| 13/13 [00:03<00:00, 2.56it/s] 197/299 6.46G 0.06228 0.02746 0 0.08974 115 640: 100%|██████████| 13/13 [00:03<00:00, 4.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.673 0.667 0.589 0.214
0%| | 0/13 [00:00<?, ?it/s] 198/299 6.46G 0.06064 0.03394 0 0.09458 133 640: 0%| | 0/13 [00:00<?, ?it/s] 198/299 6.46G 0.06064 0.03394 0 0.09458 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 198/299 6.46G 0.06749 0.0315 0 0.09898 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 198/299 6.46G 0.06749 0.0315 0 0.09898 117 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 198/299 6.46G 0.06566 0.02959 0 0.09525 98 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 198/299 6.46G 0.06566 0.02959 0 0.09525 98 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 198/299 6.46G 0.0636 0.03008 0 0.09368 138 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 198/299 6.46G 0.0636 0.03008 0 0.09368 138 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 198/299 6.46G 0.06424 0.03088 0 0.09512 148 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 198/299 6.46G 0.06424 0.03088 0 0.09512 148 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 198/299 6.46G 0.06372 0.02938 0 0.0931 77 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 198/299 6.46G 0.06372 0.02938 0 0.0931 77 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 198/299 6.46G 0.06468 0.02968 0 0.09436 136 640: 46%|████▌ | 6/13 [00:00<00:00, 8.52it/s] 198/299 6.46G 0.06468 0.02968 0 0.09436 136 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.88it/s] 198/299 6.46G 0.06401 0.02917 0 0.09318 107 640: 54%|█████▍ | 7/13 [00:02<00:00, 7.88it/s] 198/299 6.46G 0.06401 0.02917 0 0.09318 107 640: 62%|██████▏ | 8/13 [00:02<00:02, 1.99it/s] 198/299 6.46G 0.06436 0.02867 0 0.09303 102 640: 62%|██████▏ | 8/13 [00:02<00:02, 1.99it/s] 198/299 6.46G 0.06436 0.02867 0 0.09303 102 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.62it/s] 198/299 6.46G 0.06315 0.02831 0 0.09146 103 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.62it/s] 198/299 6.46G 0.06315 0.02831 0 0.09146 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.35it/s] 198/299 6.46G 0.06291 0.02816 0 0.09106 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.35it/s] 198/299 6.46G 0.06291 0.02816 0 0.09106 107 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.99it/s] 198/299 6.46G 0.06328 0.02857 0 0.09185 132 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.99it/s] 198/299 6.46G 0.06328 0.02857 0 0.09185 132 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.79it/s] 198/299 6.46G 0.06326 0.0289 0 0.09216 115 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.79it/s] 198/299 6.46G 0.06326 0.0289 0 0.09216 115 640: 100%|██████████| 13/13 [00:02<00:00, 5.67it/s] 198/299 6.46G 0.06326 0.0289 0 0.09216 115 640: 100%|██████████| 13/13 [00:02<00:00, 4.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.722 0.552 0.519 0.196
0%| | 0/13 [00:00<?, ?it/s] 199/299 6.46G 0.05841 0.0273 0 0.08571 115 640: 0%| | 0/13 [00:00<?, ?it/s] 199/299 6.46G 0.05841 0.0273 0 0.08571 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 199/299 6.46G 0.05894 0.03025 0 0.08919 148 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 199/299 6.46G 0.05894 0.03025 0 0.08919 148 640: 15%|█▌ | 2/13 [00:00<00:01, 7.55it/s] 199/299 6.46G 0.05716 0.02938 0 0.08654 116 640: 15%|█▌ | 2/13 [00:01<00:01, 7.55it/s] 199/299 6.46G 0.05716 0.02938 0 0.08654 116 640: 23%|██▎ | 3/13 [00:01<00:04, 2.20it/s] 199/299 6.46G 0.05862 0.02905 0 0.08766 121 640: 23%|██▎ | 3/13 [00:01<00:04, 2.20it/s] 199/299 6.46G 0.05862 0.02905 0 0.08766 121 640: 31%|███ | 4/13 [00:01<00:02, 3.13it/s] 199/299 6.46G 0.0596 0.03034 0 0.08994 144 640: 31%|███ | 4/13 [00:01<00:02, 3.13it/s] 199/299 6.46G 0.0596 0.03034 0 0.08994 144 640: 38%|███▊ | 5/13 [00:01<00:01, 4.08it/s] 199/299 6.46G 0.06052 0.03076 0 0.09128 138 640: 38%|███▊ | 5/13 [00:01<00:01, 4.08it/s] 199/299 6.46G 0.06052 0.03076 0 0.09128 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 199/299 6.46G 0.06066 0.03273 0 0.09339 178 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 199/299 6.46G 0.06066 0.03273 0 0.09339 178 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.59it/s] 199/299 6.46G 0.05987 0.03102 0 0.09089 77 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.59it/s] 199/299 6.46G 0.05987 0.03102 0 0.09089 77 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 199/299 6.46G 0.06004 0.03154 0 0.09157 145 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 199/299 6.46G 0.06004 0.03154 0 0.09157 145 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.94it/s] 199/299 6.46G 0.05985 0.03096 0 0.09081 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.94it/s] 199/299 6.46G 0.05985 0.03096 0 0.09081 111 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.96it/s] 199/299 6.46G 0.0601 0.0313 0 0.0914 141 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.96it/s] 199/299 6.46G 0.0601 0.0313 0 0.0914 141 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.04it/s] 199/299 6.46G 0.06028 0.03125 0 0.09152 121 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.04it/s] 199/299 6.46G 0.06028 0.03125 0 0.09152 121 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 199/299 6.46G 0.05973 0.03131 0 0.09104 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.67it/s] 199/299 6.46G 0.05973 0.03131 0 0.09104 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.42it/s] 199/299 6.46G 0.05973 0.03131 0 0.09104 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.625 0.689 0.588 0.205
0%| | 0/13 [00:00<?, ?it/s] 200/299 6.46G 0.06186 0.02952 0 0.09138 116 640: 0%| | 0/13 [00:00<?, ?it/s] 200/299 6.46G 0.06186 0.02952 0 0.09138 116 640: 8%|▊ | 1/13 [00:00<00:01, 6.73it/s] 200/299 6.46G 0.06086 0.02844 0 0.0893 114 640: 8%|▊ | 1/13 [00:00<00:01, 6.73it/s] 200/299 6.46G 0.06086 0.02844 0 0.0893 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 200/299 6.46G 0.0597 0.02864 0 0.08834 113 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 200/299 6.46G 0.0597 0.02864 0 0.08834 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 200/299 6.46G 0.05787 0.02937 0 0.08723 129 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 200/299 6.46G 0.05787 0.02937 0 0.08723 129 640: 31%|███ | 4/13 [00:00<00:01, 8.46it/s] 200/299 6.46G 0.05865 0.03165 0 0.0903 161 640: 31%|███ | 4/13 [00:00<00:01, 8.46it/s] 200/299 6.46G 0.05865 0.03165 0 0.0903 161 640: 38%|███▊ | 5/13 [00:00<00:01, 7.85it/s] 200/299 6.46G 0.06038 0.0311 0 0.09148 123 640: 38%|███▊ | 5/13 [00:01<00:01, 7.85it/s] 200/299 6.46G 0.06038 0.0311 0 0.09148 123 640: 46%|████▌ | 6/13 [00:01<00:02, 2.55it/s] 200/299 6.46G 0.06103 0.03121 0 0.09224 140 640: 46%|████▌ | 6/13 [00:01<00:02, 2.55it/s] 200/299 6.46G 0.06103 0.03121 0 0.09224 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.33it/s] 200/299 6.46G 0.06067 0.03031 0 0.09098 89 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.33it/s] 200/299 6.46G 0.06067 0.03031 0 0.09098 89 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.16it/s] 200/299 6.46G 0.06124 0.02994 0 0.09118 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.16it/s] 200/299 6.46G 0.06124 0.02994 0 0.09118 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.77it/s] 200/299 6.46G 0.06094 0.03008 0 0.09102 119 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.77it/s] 200/299 6.46G 0.06094 0.03008 0 0.09102 119 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.57it/s] 200/299 6.46G 0.06046 0.02991 0 0.09036 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.57it/s] 200/299 6.46G 0.06046 0.02991 0 0.09036 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.29it/s] 200/299 6.46G 0.06051 0.03017 0 0.09068 145 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.29it/s] 200/299 6.46G 0.06051 0.03017 0 0.09068 145 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.90it/s] 200/299 6.46G 0.06091 0.03102 0 0.09193 149 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.90it/s] 200/299 6.46G 0.06091 0.03102 0 0.09193 149 640: 100%|██████████| 13/13 [00:02<00:00, 7.02it/s] 200/299 6.46G 0.06091 0.03102 0 0.09193 149 640: 100%|██████████| 13/13 [00:02<00:00, 5.47it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.72 0.563 0.584 0.19
0%| | 0/13 [00:00<?, ?it/s] 201/299 6.46G 0.06765 0.0277 0 0.09535 117 640: 0%| | 0/13 [00:00<?, ?it/s] 201/299 6.46G 0.06765 0.0277 0 0.09535 117 640: 8%|▊ | 1/13 [00:00<00:11, 1.05it/s] 201/299 6.46G 0.06294 0.02686 0 0.0898 110 640: 8%|▊ | 1/13 [00:01<00:11, 1.05it/s] 201/299 6.46G 0.06294 0.02686 0 0.0898 110 640: 15%|█▌ | 2/13 [00:01<00:05, 2.19it/s] 201/299 6.46G 0.06382 0.02436 0 0.08818 84 640: 15%|█▌ | 2/13 [00:01<00:05, 2.19it/s] 201/299 6.46G 0.06382 0.02436 0 0.08818 84 640: 23%|██▎ | 3/13 [00:01<00:03, 3.33it/s] 201/299 6.46G 0.06245 0.02534 0 0.08779 114 640: 23%|██▎ | 3/13 [00:01<00:03, 3.33it/s] 201/299 6.46G 0.06245 0.02534 0 0.08779 114 640: 31%|███ | 4/13 [00:01<00:02, 4.21it/s] 201/299 6.46G 0.06453 0.02773 0 0.09225 164 640: 31%|███ | 4/13 [00:01<00:02, 4.21it/s] 201/299 6.46G 0.06453 0.02773 0 0.09225 164 640: 38%|███▊ | 5/13 [00:01<00:01, 5.17it/s] 201/299 6.46G 0.06446 0.0271 0 0.09156 99 640: 38%|███▊ | 5/13 [00:01<00:01, 5.17it/s] 201/299 6.46G 0.06446 0.0271 0 0.09156 99 640: 46%|████▌ | 6/13 [00:01<00:01, 6.02it/s] 201/299 6.46G 0.06433 0.02816 0 0.0925 138 640: 46%|████▌ | 6/13 [00:01<00:01, 6.02it/s] 201/299 6.46G 0.06433 0.02816 0 0.0925 138 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.73it/s] 201/299 6.46G 0.06396 0.02811 0 0.09208 110 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.73it/s] 201/299 6.46G 0.06396 0.02811 0 0.09208 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.82it/s] 201/299 6.46G 0.06385 0.02835 0 0.0922 126 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.82it/s] 201/299 6.46G 0.06385 0.02835 0 0.0922 126 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.99it/s] 201/299 6.46G 0.06347 0.02859 0 0.09206 121 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.99it/s] 201/299 6.46G 0.06347 0.02859 0 0.09206 121 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.61it/s] 201/299 6.46G 0.06263 0.02825 0 0.09088 95 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.61it/s] 201/299 6.46G 0.06263 0.02825 0 0.09088 95 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.33it/s] 201/299 6.46G 0.06306 0.02842 0 0.09149 133 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.33it/s] 201/299 6.46G 0.06306 0.02842 0 0.09149 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.97it/s] 201/299 6.46G 0.06357 0.02897 0 0.09254 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.97it/s] 201/299 6.46G 0.06357 0.02897 0 0.09254 132 640: 100%|██████████| 13/13 [00:03<00:00, 4.84it/s] 201/299 6.46G 0.06357 0.02897 0 0.09254 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.65it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.75 0.655 0.627 0.213
0%| | 0/13 [00:00<?, ?it/s] 202/299 6.46G 0.06549 0.02662 0 0.09211 109 640: 0%| | 0/13 [00:00<?, ?it/s] 202/299 6.46G 0.06549 0.02662 0 0.09211 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 202/299 6.46G 0.06892 0.02988 0 0.0988 142 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 202/299 6.46G 0.06892 0.02988 0 0.0988 142 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 202/299 6.46G 0.06446 0.02853 0 0.09299 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 202/299 6.46G 0.06446 0.02853 0 0.09299 107 640: 23%|██▎ | 3/13 [00:00<00:01, 7.89it/s] 202/299 6.46G 0.06263 0.02819 0 0.09082 118 640: 23%|██▎ | 3/13 [00:01<00:01, 7.89it/s] 202/299 6.46G 0.06263 0.02819 0 0.09082 118 640: 31%|███ | 4/13 [00:01<00:05, 1.70it/s] 202/299 6.46G 0.06497 0.03015 0 0.09511 160 640: 31%|███ | 4/13 [00:01<00:05, 1.70it/s] 202/299 6.46G 0.06497 0.03015 0 0.09511 160 640: 38%|███▊ | 5/13 [00:01<00:03, 2.40it/s] 202/299 6.46G 0.06385 0.02993 0 0.09379 116 640: 38%|███▊ | 5/13 [00:01<00:03, 2.40it/s] 202/299 6.46G 0.06385 0.02993 0 0.09379 116 640: 46%|████▌ | 6/13 [00:01<00:02, 3.19it/s] 202/299 6.46G 0.06338 0.02968 0 0.09307 115 640: 46%|████▌ | 6/13 [00:02<00:02, 3.19it/s] 202/299 6.46G 0.06338 0.02968 0 0.09307 115 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.89it/s] 202/299 6.46G 0.063 0.02885 0 0.09185 93 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.89it/s] 202/299 6.46G 0.063 0.02885 0 0.09185 93 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.74it/s] 202/299 6.46G 0.0637 0.029 0 0.0927 125 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.74it/s] 202/299 6.46G 0.0637 0.029 0 0.0927 125 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.54it/s] 202/299 6.46G 0.06354 0.02948 0 0.09302 138 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.54it/s] 202/299 6.46G 0.06354 0.02948 0 0.09302 138 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.26it/s] 202/299 6.46G 0.06362 0.02937 0 0.093 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.26it/s] 202/299 6.46G 0.06362 0.02937 0 0.093 103 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.48it/s] 202/299 6.46G 0.06408 0.02948 0 0.09356 119 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.48it/s] 202/299 6.46G 0.06408 0.02948 0 0.09356 119 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.07it/s] 202/299 6.46G 0.06475 0.03028 0 0.09504 156 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.07it/s] 202/299 6.46G 0.06475 0.03028 0 0.09504 156 640: 100%|██████████| 13/13 [00:03<00:00, 2.71it/s] 202/299 6.46G 0.06475 0.03028 0 0.09504 156 640: 100%|██████████| 13/13 [00:03<00:00, 3.37it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.725 0.666 0.625 0.186
0%| | 0/13 [00:00<?, ?it/s] 203/299 6.46G 0.06095 0.02836 0 0.08931 110 640: 0%| | 0/13 [00:00<?, ?it/s] 203/299 6.46G 0.06095 0.02836 0 0.08931 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.89it/s] 203/299 6.46G 0.06261 0.02889 0 0.0915 126 640: 8%|▊ | 1/13 [00:00<00:01, 8.89it/s] 203/299 6.46G 0.06261 0.02889 0 0.0915 126 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 203/299 6.46G 0.05848 0.02642 0 0.0849 86 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 203/299 6.46G 0.05848 0.02642 0 0.0849 86 640: 23%|██▎ | 3/13 [00:00<00:01, 8.37it/s] 203/299 6.46G 0.0562 0.02653 0 0.08273 110 640: 23%|██▎ | 3/13 [00:00<00:01, 8.37it/s] 203/299 6.46G 0.0562 0.02653 0 0.08273 110 640: 31%|███ | 4/13 [00:00<00:01, 8.53it/s] 203/299 6.46G 0.05893 0.02788 0 0.08682 135 640: 31%|███ | 4/13 [00:00<00:01, 8.53it/s] 203/299 6.46G 0.05893 0.02788 0 0.08682 135 640: 38%|███▊ | 5/13 [00:00<00:00, 8.66it/s] 203/299 6.46G 0.05969 0.02835 0 0.08803 129 640: 38%|███▊ | 5/13 [00:00<00:00, 8.66it/s] 203/299 6.46G 0.05969 0.02835 0 0.08803 129 640: 46%|████▌ | 6/13 [00:00<00:00, 8.01it/s] 203/299 6.46G 0.05989 0.02966 0 0.08955 154 640: 46%|████▌ | 6/13 [00:01<00:00, 8.01it/s] 203/299 6.46G 0.05989 0.02966 0 0.08955 154 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.45it/s] 203/299 6.46G 0.05994 0.02944 0 0.08938 110 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.45it/s] 203/299 6.46G 0.05994 0.02944 0 0.08938 110 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.19it/s] 203/299 6.46G 0.06005 0.02896 0 0.08901 97 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.19it/s] 203/299 6.46G 0.06005 0.02896 0 0.08901 97 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.99it/s] 203/299 6.46G 0.06012 0.029 0 0.08913 119 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.99it/s] 203/299 6.46G 0.06012 0.029 0 0.08913 119 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.57it/s] 203/299 6.46G 0.06012 0.02833 0 0.08845 82 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.57it/s] 203/299 6.46G 0.06012 0.02833 0 0.08845 82 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.37it/s] 203/299 6.46G 0.06033 0.02837 0 0.08871 119 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.37it/s] 203/299 6.46G 0.06033 0.02837 0 0.08871 119 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.10it/s] 203/299 6.46G 0.05995 0.02871 0 0.08866 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.10it/s] 203/299 6.46G 0.05995 0.02871 0 0.08866 126 640: 100%|██████████| 13/13 [00:02<00:00, 6.88it/s] 203/299 6.46G 0.05995 0.02871 0 0.08866 126 640: 100%|██████████| 13/13 [00:02<00:00, 5.37it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.74 0.621 0.576 0.197
0%| | 0/13 [00:00<?, ?it/s] 204/299 6.46G 0.06244 0.02635 0 0.0888 110 640: 0%| | 0/13 [00:00<?, ?it/s] 204/299 6.46G 0.06244 0.02635 0 0.0888 110 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 204/299 6.46G 0.06227 0.02854 0 0.09081 135 640: 8%|▊ | 1/13 [00:01<00:01, 6.83it/s] 204/299 6.46G 0.06227 0.02854 0 0.09081 135 640: 15%|█▌ | 2/13 [00:01<00:09, 1.21it/s] 204/299 6.46G 0.05918 0.02512 0 0.08431 71 640: 15%|█▌ | 2/13 [00:01<00:09, 1.21it/s] 204/299 6.46G 0.05918 0.02512 0 0.08431 71 640: 23%|██▎ | 3/13 [00:01<00:04, 2.00it/s] 204/299 6.46G 0.05864 0.02636 0 0.085 140 640: 23%|██▎ | 3/13 [00:01<00:04, 2.00it/s] 204/299 6.46G 0.05864 0.02636 0 0.085 140 640: 31%|███ | 4/13 [00:01<00:03, 2.89it/s] 204/299 6.46G 0.06131 0.02755 0 0.08886 128 640: 31%|███ | 4/13 [00:01<00:03, 2.89it/s] 204/299 6.46G 0.06131 0.02755 0 0.08886 128 640: 38%|███▊ | 5/13 [00:01<00:02, 3.68it/s] 204/299 6.46G 0.06214 0.02895 0 0.0911 153 640: 38%|███▊ | 5/13 [00:01<00:02, 3.68it/s] 204/299 6.46G 0.06214 0.02895 0 0.0911 153 640: 46%|████▌ | 6/13 [00:01<00:01, 4.59it/s] 204/299 6.46G 0.06294 0.03011 0 0.09305 151 640: 46%|████▌ | 6/13 [00:02<00:01, 4.59it/s] 204/299 6.46G 0.06294 0.03011 0 0.09305 151 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.48it/s] 204/299 6.46G 0.06303 0.02952 0 0.09254 105 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.48it/s] 204/299 6.46G 0.06303 0.02952 0 0.09254 105 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.24it/s] 204/299 6.46G 0.06359 0.02979 0 0.09338 138 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.24it/s] 204/299 6.46G 0.06359 0.02979 0 0.09338 138 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.46it/s] 204/299 6.46G 0.0645 0.02984 0 0.09434 124 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.46it/s] 204/299 6.46G 0.0645 0.02984 0 0.09434 124 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.07it/s] 204/299 6.46G 0.06468 0.03051 0 0.09519 144 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.07it/s] 204/299 6.46G 0.06468 0.03051 0 0.09519 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.71it/s] 204/299 6.46G 0.06475 0.03034 0 0.09509 114 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.71it/s] 204/299 6.46G 0.06475 0.03034 0 0.09509 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.44it/s] 204/299 6.46G 0.06456 0.02986 0 0.09442 94 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.44it/s] 204/299 6.46G 0.06456 0.02986 0 0.09442 94 640: 100%|██████████| 13/13 [00:03<00:00, 4.11it/s] 204/299 6.46G 0.06456 0.02986 0 0.09442 94 640: 100%|██████████| 13/13 [00:03<00:00, 3.36it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.737 0.643 0.581 0.194
0%| | 0/13 [00:00<?, ?it/s] 205/299 6.46G 0.0763 0.02922 0 0.1055 120 640: 0%| | 0/13 [00:00<?, ?it/s] 205/299 6.46G 0.0763 0.02922 0 0.1055 120 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 205/299 6.46G 0.06863 0.02894 0 0.09758 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 205/299 6.46G 0.06863 0.02894 0 0.09758 111 640: 15%|█▌ | 2/13 [00:00<00:01, 8.91it/s] 205/299 6.46G 0.06743 0.02564 0 0.09306 78 640: 15%|█▌ | 2/13 [00:00<00:01, 8.91it/s] 205/299 6.46G 0.06743 0.02564 0 0.09306 78 640: 23%|██▎ | 3/13 [00:00<00:01, 8.88it/s] 205/299 6.46G 0.06481 0.02812 0 0.09293 143 640: 23%|██▎ | 3/13 [00:00<00:01, 8.88it/s] 205/299 6.46G 0.06481 0.02812 0 0.09293 143 640: 31%|███ | 4/13 [00:00<00:01, 8.03it/s] 205/299 6.46G 0.06667 0.02973 0 0.09641 149 640: 31%|███ | 4/13 [00:01<00:01, 8.03it/s] 205/299 6.46G 0.06667 0.02973 0 0.09641 149 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 205/299 6.46G 0.06572 0.02902 0 0.09474 104 640: 38%|███▊ | 5/13 [00:01<00:03, 2.47it/s] 205/299 6.46G 0.06572 0.02902 0 0.09474 104 640: 46%|████▌ | 6/13 [00:01<00:02, 3.28it/s] 205/299 6.46G 0.06495 0.02892 0 0.09387 120 640: 46%|████▌ | 6/13 [00:01<00:02, 3.28it/s] 205/299 6.46G 0.06495 0.02892 0 0.09387 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.13it/s] 205/299 6.46G 0.06527 0.02854 0 0.0938 104 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.13it/s] 205/299 6.46G 0.06527 0.02854 0 0.0938 104 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.73it/s] 205/299 6.46G 0.06533 0.02855 0 0.09387 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.73it/s] 205/299 6.46G 0.06533 0.02855 0 0.09387 126 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.54it/s] 205/299 6.46G 0.06478 0.02844 0 0.09322 105 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.54it/s] 205/299 6.46G 0.06478 0.02844 0 0.09322 105 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.28it/s] 205/299 6.46G 0.06467 0.02885 0 0.09353 141 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.28it/s] 205/299 6.46G 0.06467 0.02885 0 0.09353 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.86it/s] 205/299 6.46G 0.0653 0.0296 0 0.0949 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.86it/s] 205/299 6.46G 0.0653 0.0296 0 0.0949 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.87it/s] 205/299 6.46G 0.06506 0.02996 0 0.09502 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.87it/s] 205/299 6.46G 0.06506 0.02996 0 0.09502 133 640: 100%|██████████| 13/13 [00:03<00:00, 2.58it/s] 205/299 6.46G 0.06506 0.02996 0 0.09502 133 640: 100%|██████████| 13/13 [00:03<00:00, 4.09it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.737 0.644 0.588 0.194
0%| | 0/13 [00:00<?, ?it/s] 206/299 6.46G 0.05958 0.02697 0 0.08655 112 640: 0%| | 0/13 [00:00<?, ?it/s] 206/299 6.46G 0.05958 0.02697 0 0.08655 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 206/299 6.46G 0.06183 0.02786 0 0.0897 120 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 206/299 6.46G 0.06183 0.02786 0 0.0897 120 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 206/299 6.46G 0.06095 0.02665 0 0.0876 98 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 206/299 6.46G 0.06095 0.02665 0 0.0876 98 640: 23%|██▎ | 3/13 [00:00<00:01, 7.81it/s] 206/299 6.46G 0.06102 0.02866 0 0.08967 156 640: 23%|██▎ | 3/13 [00:00<00:01, 7.81it/s] 206/299 6.46G 0.06102 0.02866 0 0.08967 156 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 206/299 6.46G 0.06266 0.02997 0 0.09263 149 640: 31%|███ | 4/13 [00:00<00:01, 8.18it/s] 206/299 6.46G 0.06266 0.02997 0 0.09263 149 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 206/299 6.46G 0.06319 0.02835 0 0.09154 80 640: 38%|███▊ | 5/13 [00:00<00:00, 8.39it/s] 206/299 6.46G 0.06319 0.02835 0 0.09154 80 640: 46%|████▌ | 6/13 [00:00<00:00, 8.54it/s] 206/299 6.46G 0.0618 0.02808 0 0.08989 104 640: 46%|████▌ | 6/13 [00:00<00:00, 8.54it/s] 206/299 6.46G 0.0618 0.02808 0 0.08989 104 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.90it/s] 206/299 6.46G 0.06098 0.02798 0 0.08896 113 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.90it/s] 206/299 6.46G 0.06098 0.02798 0 0.08896 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.97it/s] 206/299 6.46G 0.06107 0.0275 0 0.08856 89 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.97it/s] 206/299 6.46G 0.06107 0.0275 0 0.08856 89 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.74it/s] 206/299 6.46G 0.06147 0.02791 0 0.08938 134 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.74it/s] 206/299 6.46G 0.06147 0.02791 0 0.08938 134 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.55it/s] 206/299 6.46G 0.06138 0.02812 0 0.08951 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.55it/s] 206/299 6.46G 0.06138 0.02812 0 0.08951 123 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.10it/s] 206/299 6.46G 0.06168 0.02841 0 0.09009 137 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.10it/s] 206/299 6.46G 0.06168 0.02841 0 0.09009 137 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.86it/s] 206/299 6.46G 0.06212 0.02884 0 0.09097 137 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.86it/s] 206/299 6.46G 0.06212 0.02884 0 0.09097 137 640: 100%|██████████| 13/13 [00:02<00:00, 6.66it/s] 206/299 6.46G 0.06212 0.02884 0 0.09097 137 640: 100%|██████████| 13/13 [00:02<00:00, 5.82it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.29it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.714 0.632 0.581 0.199
0%| | 0/13 [00:00<?, ?it/s] 207/299 6.46G 0.05941 0.02284 0 0.08225 91 640: 0%| | 0/13 [00:00<?, ?it/s] 207/299 6.46G 0.05941 0.02284 0 0.08225 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 207/299 6.46G 0.06167 0.02446 0 0.08613 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 207/299 6.46G 0.06167 0.02446 0 0.08613 104 640: 15%|█▌ | 2/13 [00:00<00:01, 7.58it/s]wandb: Network error (TransientError), entering retry loop.
207/299 6.46G 0.05921 0.02695 0 0.08615 132 640: 15%|█▌ | 2/13 [00:01<00:01, 7.58it/s] 207/299 6.46G 0.05921 0.02695 0 0.08615 132 640: 23%|██▎ | 3/13 [00:01<00:04, 2.18it/s] 207/299 6.46G 0.0603 0.02831 0 0.08862 145 640: 23%|██▎ | 3/13 [00:01<00:04, 2.18it/s] 207/299 6.46G 0.0603 0.02831 0 0.08862 145 640: 31%|███ | 4/13 [00:01<00:02, 3.11it/s] 207/299 6.46G 0.06101 0.0302 0 0.09121 151 640: 31%|███ | 4/13 [00:01<00:02, 3.11it/s] 207/299 6.46G 0.06101 0.0302 0 0.09121 151 640: 38%|███▊ | 5/13 [00:01<00:01, 4.06it/s] 207/299 6.46G 0.06052 0.02992 0 0.09043 113 640: 38%|███▊ | 5/13 [00:01<00:01, 4.06it/s] 207/299 6.46G 0.06052 0.02992 0 0.09043 113 640: 46%|████▌ | 6/13 [00:01<00:01, 4.74it/s] 207/299 6.46G 0.06109 0.0312 0 0.0923 156 640: 46%|████▌ | 6/13 [00:01<00:01, 4.74it/s] 207/299 6.46G 0.06109 0.0312 0 0.0923 156 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.59it/s] 207/299 6.46G 0.06148 0.03118 0 0.09266 127 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.59it/s] 207/299 6.46G 0.06148 0.03118 0 0.09266 127 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 207/299 6.46G 0.06182 0.03194 0 0.09376 155 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.34it/s] 207/299 6.46G 0.06182 0.03194 0 0.09376 155 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.96it/s] 207/299 6.46G 0.06224 0.03158 0 0.09383 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.96it/s] 207/299 6.46G 0.06224 0.03158 0 0.09383 116 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.95it/s] 207/299 6.46G 0.06228 0.03155 0 0.09383 127 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.95it/s] 207/299 6.46G 0.06228 0.03155 0 0.09383 127 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.84it/s] 207/299 6.46G 0.06271 0.0321 0 0.09481 161 640: 85%|████████▍ | 11/13 [00:03<00:01, 1.84it/s] 207/299 6.46G 0.06271 0.0321 0 0.09481 161 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.43it/s] 207/299 6.46G 0.06276 0.03235 0 0.09511 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.43it/s] 207/299 6.46G 0.06276 0.03235 0 0.09511 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.14it/s] 207/299 6.46G 0.06276 0.03235 0 0.09511 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.59it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.707 0.667 0.605 0.232
0%| | 0/13 [00:00<?, ?it/s] 208/299 6.46G 0.06399 0.02494 0 0.08893 103 640: 0%| | 0/13 [00:00<?, ?it/s] 208/299 6.46G 0.06399 0.02494 0 0.08893 103 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 208/299 6.46G 0.06719 0.02755 0 0.09474 130 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 208/299 6.46G 0.06719 0.02755 0 0.09474 130 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 208/299 6.46G 0.06637 0.0271 0 0.09347 103 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 208/299 6.46G 0.06637 0.0271 0 0.09347 103 640: 23%|██▎ | 3/13 [00:00<00:01, 8.32it/s] 208/299 6.46G 0.06527 0.02899 0 0.09426 159 640: 23%|██▎ | 3/13 [00:00<00:01, 8.32it/s] 208/299 6.46G 0.06527 0.02899 0 0.09426 159 640: 31%|███ | 4/13 [00:00<00:01, 8.43it/s] 208/299 6.46G 0.06401 0.0291 0 0.09311 112 640: 31%|███ | 4/13 [00:00<00:01, 8.43it/s] 208/299 6.46G 0.06401 0.0291 0 0.09311 112 640: 38%|███▊ | 5/13 [00:00<00:01, 7.86it/s] 208/299 6.46G 0.06524 0.02911 0 0.09435 118 640: 38%|███▊ | 5/13 [00:01<00:01, 7.86it/s] 208/299 6.46G 0.06524 0.02911 0 0.09435 118 640: 46%|████▌ | 6/13 [00:01<00:02, 2.96it/s] 208/299 6.46G 0.06533 0.0303 0 0.09564 153 640: 46%|████▌ | 6/13 [00:01<00:02, 2.96it/s] 208/299 6.46G 0.06533 0.0303 0 0.09564 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.78it/s] 208/299 6.46G 0.0651 0.03048 0 0.09558 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.78it/s] 208/299 6.46G 0.0651 0.03048 0 0.09558 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.63it/s] 208/299 6.46G 0.06578 0.03042 0 0.09619 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.63it/s] 208/299 6.46G 0.06578 0.03042 0 0.09619 126 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.19it/s] 208/299 6.46G 0.06535 0.03037 0 0.09572 120 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.19it/s] 208/299 6.46G 0.06535 0.03037 0 0.09572 120 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.96it/s] 208/299 6.46G 0.06568 0.0302 0 0.09588 118 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.96it/s] 208/299 6.46G 0.06568 0.0302 0 0.09588 118 640: 85%|████████▍ | 11/13 [00:01<00:00, 6.62it/s] 208/299 6.46G 0.06565 0.03093 0 0.09658 164 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.62it/s] 208/299 6.46G 0.06565 0.03093 0 0.09658 164 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.17it/s] 208/299 6.46G 0.06517 0.0308 0 0.09598 113 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.17it/s] 208/299 6.46G 0.06517 0.0308 0 0.09598 113 640: 100%|██████████| 13/13 [00:02<00:00, 7.30it/s] 208/299 6.46G 0.06517 0.0308 0 0.09598 113 640: 100%|██████████| 13/13 [00:02<00:00, 5.87it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.729 0.712 0.631 0.212
0%| | 0/13 [00:00<?, ?it/s] 209/299 6.46G 0.05975 0.02063 0 0.08039 90 640: 0%| | 0/13 [00:00<?, ?it/s] 209/299 6.46G 0.05975 0.02063 0 0.08039 90 640: 8%|▊ | 1/13 [00:00<00:11, 1.09it/s] 209/299 6.46G 0.06407 0.02593 0 0.09 132 640: 8%|▊ | 1/13 [00:01<00:11, 1.09it/s] 209/299 6.46G 0.06407 0.02593 0 0.09 132 640: 15%|█▌ | 2/13 [00:01<00:04, 2.25it/s] 209/299 6.46G 0.06171 0.02614 0 0.08785 107 640: 15%|█▌ | 2/13 [00:01<00:04, 2.25it/s] 209/299 6.46G 0.06171 0.02614 0 0.08785 107 640: 23%|██▎ | 3/13 [00:01<00:02, 3.41it/s] 209/299 6.46G 0.06134 0.02765 0 0.08899 136 640: 23%|██▎ | 3/13 [00:01<00:02, 3.41it/s] 209/299 6.46G 0.06134 0.02765 0 0.08899 136 640: 31%|███ | 4/13 [00:01<00:02, 4.29it/s] 209/299 6.46G 0.06351 0.02801 0 0.09152 129 640: 31%|███ | 4/13 [00:01<00:02, 4.29it/s] 209/299 6.46G 0.06351 0.02801 0 0.09152 129 640: 38%|███▊ | 5/13 [00:01<00:01, 5.27it/s] 209/299 6.46G 0.06409 0.02703 0 0.09112 86 640: 38%|███▊ | 5/13 [00:01<00:01, 5.27it/s] 209/299 6.46G 0.06409 0.02703 0 0.09112 86 640: 46%|████▌ | 6/13 [00:01<00:01, 6.12it/s] 209/299 6.46G 0.06496 0.02797 0 0.09293 134 640: 46%|████▌ | 6/13 [00:01<00:01, 6.12it/s] 209/299 6.46G 0.06496 0.02797 0 0.09293 134 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.80it/s] 209/299 6.46G 0.06551 0.02763 0 0.09314 105 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.80it/s] 209/299 6.46G 0.06551 0.02763 0 0.09314 105 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.88it/s] 209/299 6.46G 0.06605 0.02784 0 0.09389 121 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.88it/s] 209/299 6.46G 0.06605 0.02784 0 0.09389 121 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.03it/s] 209/299 6.46G 0.06572 0.02736 0 0.09309 102 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.03it/s] 209/299 6.46G 0.06572 0.02736 0 0.09309 102 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.66it/s] 209/299 6.46G 0.06622 0.0282 0 0.09442 161 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.66it/s] 209/299 6.46G 0.06622 0.0282 0 0.09442 161 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.39it/s] 209/299 6.46G 0.06649 0.02849 0 0.09498 132 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.39it/s] 209/299 6.46G 0.06649 0.02849 0 0.09498 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.03it/s] 209/299 6.46G 0.06563 0.02892 0 0.09455 125 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.03it/s] 209/299 6.46G 0.06563 0.02892 0 0.09455 125 640: 100%|██████████| 13/13 [00:03<00:00, 4.91it/s] 209/299 6.46G 0.06563 0.02892 0 0.09455 125 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.24s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.24s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.699 0.644 0.586 0.222
0%| | 0/13 [00:00<?, ?it/s] 210/299 6.46G 0.0663 0.02503 0 0.09133 101 640: 0%| | 0/13 [00:00<?, ?it/s] 210/299 6.46G 0.0663 0.02503 0 0.09133 101 640: 8%|▊ | 1/13 [00:00<00:01, 8.95it/s] 210/299 6.46G 0.06436 0.02793 0 0.09229 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.95it/s] 210/299 6.46G 0.06436 0.02793 0 0.09229 127 640: 15%|█▌ | 2/13 [00:00<00:01, 9.04it/s] 210/299 6.46G 0.06276 0.02475 0 0.08751 78 640: 15%|█▌ | 2/13 [00:00<00:01, 9.04it/s] 210/299 6.46G 0.06276 0.02475 0 0.08751 78 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 210/299 6.46G 0.06164 0.02785 0 0.08949 157 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 210/299 6.46G 0.06164 0.02785 0 0.08949 157 640: 31%|███ | 4/13 [00:00<00:01, 8.36it/s] 210/299 6.46G 0.06205 0.02791 0 0.08996 119 640: 31%|███ | 4/13 [00:00<00:01, 8.36it/s] 210/299 6.46G 0.06205 0.02791 0 0.08996 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.55it/s] 210/299 6.46G 0.06258 0.02878 0 0.09136 138 640: 38%|███▊ | 5/13 [00:00<00:00, 8.55it/s] 210/299 6.46G 0.06258 0.02878 0 0.09136 138 640: 46%|████▌ | 6/13 [00:00<00:00, 8.73it/s] 210/299 6.46G 0.06343 0.02926 0 0.09269 146 640: 46%|████▌ | 6/13 [00:00<00:00, 8.73it/s] 210/299 6.46G 0.06343 0.02926 0 0.09269 146 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.08it/s] 210/299 6.46G 0.0642 0.02895 0 0.09315 115 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.08it/s] 210/299 6.46G 0.0642 0.02895 0 0.09315 115 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.32it/s] 210/299 6.46G 0.06482 0.02957 0 0.09439 147 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.32it/s] 210/299 6.46G 0.06482 0.02957 0 0.09439 147 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.49it/s] 210/299 6.46G 0.06511 0.03005 0 0.09515 147 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.49it/s] 210/299 6.46G 0.06511 0.03005 0 0.09515 147 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.59it/s] 210/299 6.46G 0.06489 0.02968 0 0.09457 113 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.59it/s] 210/299 6.46G 0.06489 0.02968 0 0.09457 113 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.03it/s] 210/299 6.46G 0.06568 0.03028 0 0.09597 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 8.03it/s] 210/299 6.46G 0.06568 0.03028 0 0.09597 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.90it/s] 210/299 6.46G 0.06612 0.03024 0 0.09637 115 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.90it/s] 210/299 6.46G 0.06612 0.03024 0 0.09637 115 640: 100%|██████████| 13/13 [00:02<00:00, 3.69it/s] 210/299 6.46G 0.06612 0.03024 0 0.09637 115 640: 100%|██████████| 13/13 [00:02<00:00, 5.73it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.705 0.632 0.583 0.197
0%| | 0/13 [00:00<?, ?it/s] 211/299 6.46G 0.05568 0.01784 0 0.07352 70 640: 0%| | 0/13 [00:00<?, ?it/s] 211/299 6.46G 0.05568 0.01784 0 0.07352 70 640: 8%|▊ | 1/13 [00:00<00:01, 8.73it/s] 211/299 6.46G 0.06206 0.02214 0 0.0842 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.73it/s] 211/299 6.46G 0.06206 0.02214 0 0.0842 121 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 211/299 6.46G 0.05908 0.02286 0 0.08195 106 640: 15%|█▌ | 2/13 [00:00<00:01, 7.46it/s] 211/299 6.46G 0.05908 0.02286 0 0.08195 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 211/299 6.46G 0.0583 0.0255 0 0.0838 151 640: 23%|██▎ | 3/13 [00:00<00:01, 8.05it/s] 211/299 6.46G 0.0583 0.0255 0 0.0838 151 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 211/299 6.46G 0.06157 0.02641 0 0.08798 137 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 211/299 6.46G 0.06157 0.02641 0 0.08798 137 640: 38%|███▊ | 5/13 [00:00<00:00, 8.51it/s] 211/299 6.46G 0.06144 0.02586 0 0.08731 98 640: 38%|███▊ | 5/13 [00:00<00:00, 8.51it/s] 211/299 6.46G 0.06144 0.02586 0 0.08731 98 640: 46%|████▌ | 6/13 [00:00<00:00, 7.90it/s] 211/299 6.46G 0.06146 0.02734 0 0.08881 153 640: 46%|████▌ | 6/13 [00:01<00:00, 7.90it/s] 211/299 6.46G 0.06146 0.02734 0 0.08881 153 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.65it/s] 211/299 6.46G 0.06196 0.02759 0 0.08955 113 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.65it/s] 211/299 6.46G 0.06196 0.02759 0 0.08955 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.42it/s] 211/299 6.46G 0.06263 0.02781 0 0.09044 115 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.42it/s] 211/299 6.46G 0.06263 0.02781 0 0.09044 115 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.24it/s] 211/299 6.46G 0.06286 0.02796 0 0.09083 123 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.24it/s] 211/299 6.46G 0.06286 0.02796 0 0.09083 123 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.81it/s] 211/299 6.46G 0.06325 0.02783 0 0.09107 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.81it/s] 211/299 6.46G 0.06325 0.02783 0 0.09107 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.60it/s] 211/299 6.46G 0.06361 0.02767 0 0.09129 106 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.60it/s] 211/299 6.46G 0.06361 0.02767 0 0.09129 106 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.28it/s] 211/299 6.46G 0.06397 0.02841 0 0.09237 143 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.28it/s] 211/299 6.46G 0.06397 0.02841 0 0.09237 143 640: 100%|██████████| 13/13 [00:02<00:00, 7.00it/s] 211/299 6.46G 0.06397 0.02841 0 0.09237 143 640: 100%|██████████| 13/13 [00:02<00:00, 5.56it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.67 0.678 0.598 0.194
0%| | 0/13 [00:00<?, ?it/s] 212/299 6.46G 0.06376 0.02346 0 0.08722 97 640: 0%| | 0/13 [00:00<?, ?it/s] 212/299 6.46G 0.06376 0.02346 0 0.08722 97 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 212/299 6.46G 0.06328 0.02745 0 0.09073 131 640: 8%|▊ | 1/13 [00:01<00:01, 6.85it/s] 212/299 6.46G 0.06328 0.02745 0 0.09073 131 640: 15%|█▌ | 2/13 [00:01<00:06, 1.75it/s] 212/299 6.46G 0.06362 0.02909 0 0.09271 133 640: 15%|█▌ | 2/13 [00:01<00:06, 1.75it/s] 212/299 6.46G 0.06362 0.02909 0 0.09271 133 640: 23%|██▎ | 3/13 [00:01<00:03, 2.77it/s] 212/299 6.46G 0.06238 0.03115 0 0.09353 154 640: 23%|██▎ | 3/13 [00:01<00:03, 2.77it/s] 212/299 6.46G 0.06238 0.03115 0 0.09353 154 640: 31%|███ | 4/13 [00:01<00:02, 3.80it/s] 212/299 6.46G 0.0629 0.03205 0 0.09495 149 640: 31%|███ | 4/13 [00:01<00:02, 3.80it/s] 212/299 6.46G 0.0629 0.03205 0 0.09495 149 640: 38%|███▊ | 5/13 [00:01<00:01, 4.56it/s] 212/299 6.46G 0.06282 0.03179 0 0.09461 128 640: 38%|███▊ | 5/13 [00:01<00:01, 4.56it/s] 212/299 6.46G 0.06282 0.03179 0 0.09461 128 640: 46%|████▌ | 6/13 [00:01<00:01, 5.46it/s] 212/299 6.46G 0.06193 0.0318 0 0.09373 136 640: 46%|████▌ | 6/13 [00:01<00:01, 5.46it/s] 212/299 6.46G 0.06193 0.0318 0 0.09373 136 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.24it/s] 212/299 6.46G 0.06158 0.03166 0 0.09325 119 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.24it/s] 212/299 6.46G 0.06158 0.03166 0 0.09325 119 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.89it/s] 212/299 6.46G 0.06164 0.03124 0 0.09287 114 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.89it/s] 212/299 6.46G 0.06164 0.03124 0 0.09287 114 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.53it/s] 212/299 6.46G 0.06184 0.03157 0 0.09341 156 640: 69%|██████▉ | 9/13 [00:03<00:00, 4.53it/s] 212/299 6.46G 0.06184 0.03157 0 0.09341 156 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.22it/s] 212/299 6.46G 0.06208 0.03182 0 0.0939 155 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.22it/s] 212/299 6.46G 0.06208 0.03182 0 0.0939 155 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.88it/s] 212/299 6.46G 0.06236 0.03152 0 0.09388 120 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.88it/s] 212/299 6.46G 0.06236 0.03152 0 0.09388 120 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.62it/s] 212/299 6.46G 0.06274 0.0322 0 0.09494 159 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.62it/s] 212/299 6.46G 0.06274 0.0322 0 0.09494 159 640: 100%|██████████| 13/13 [00:03<00:00, 4.28it/s] 212/299 6.46G 0.06274 0.0322 0 0.09494 159 640: 100%|██████████| 13/13 [00:03<00:00, 3.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.663 0.655 0.587 0.208
0%| | 0/13 [00:00<?, ?it/s] 213/299 6.46G 0.06653 0.02028 0 0.08681 88 640: 0%| | 0/13 [00:00<?, ?it/s] 213/299 6.46G 0.06653 0.02028 0 0.08681 88 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 213/299 6.46G 0.0624 0.02246 0 0.08486 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 213/299 6.46G 0.0624 0.02246 0 0.08486 106 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 213/299 6.46G 0.06374 0.02461 0 0.08834 127 640: 15%|█▌ | 2/13 [00:00<00:01, 8.74it/s] 213/299 6.46G 0.06374 0.02461 0 0.08834 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.79it/s] 213/299 6.46G 0.06336 0.0256 0 0.08897 121 640: 23%|██▎ | 3/13 [00:00<00:01, 8.79it/s] 213/299 6.46G 0.06336 0.0256 0 0.08897 121 640: 31%|███ | 4/13 [00:00<00:01, 4.59it/s] 213/299 6.46G 0.06396 0.02525 0 0.08921 106 640: 31%|███ | 4/13 [00:01<00:01, 4.59it/s] 213/299 6.46G 0.06396 0.02525 0 0.08921 106 640: 38%|███▊ | 5/13 [00:01<00:02, 2.69it/s] 213/299 6.46G 0.06365 0.02525 0 0.0889 104 640: 38%|███▊ | 5/13 [00:01<00:02, 2.69it/s] 213/299 6.46G 0.06365 0.02525 0 0.0889 104 640: 46%|████▌ | 6/13 [00:01<00:01, 3.52it/s] 213/299 6.46G 0.06387 0.02733 0 0.0912 167 640: 46%|████▌ | 6/13 [00:01<00:01, 3.52it/s] 213/299 6.46G 0.06387 0.02733 0 0.0912 167 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 213/299 6.46G 0.06404 0.02792 0 0.09196 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 213/299 6.46G 0.06404 0.02792 0 0.09196 141 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.94it/s] 213/299 6.46G 0.06449 0.02724 0 0.09172 93 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.94it/s] 213/299 6.46G 0.06449 0.02724 0 0.09172 93 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.74it/s] 213/299 6.46G 0.06445 0.02795 0 0.0924 135 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.74it/s] 213/299 6.46G 0.06445 0.02795 0 0.0924 135 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.42it/s] 213/299 6.46G 0.06445 0.02921 0 0.09366 175 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.42it/s] 213/299 6.46G 0.06445 0.02921 0 0.09366 175 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.01it/s] 213/299 6.46G 0.065 0.02995 0 0.09496 153 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.01it/s] 213/299 6.46G 0.065 0.02995 0 0.09496 153 640: 92%|█████████▏| 12/13 [00:02<00:00, 2.95it/s] 213/299 6.46G 0.06472 0.02998 0 0.0947 120 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.95it/s] 213/299 6.46G 0.06472 0.02998 0 0.0947 120 640: 100%|██████████| 13/13 [00:03<00:00, 3.07it/s] 213/299 6.46G 0.06472 0.02998 0 0.0947 120 640: 100%|██████████| 13/13 [00:03<00:00, 4.11it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.683 0.644 0.576 0.196
0%| | 0/13 [00:00<?, ?it/s] 214/299 6.46G 0.06285 0.02487 0 0.08772 104 640: 0%| | 0/13 [00:00<?, ?it/s] 214/299 6.46G 0.06285 0.02487 0 0.08772 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 214/299 6.46G 0.06114 0.02646 0 0.0876 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 214/299 6.46G 0.06114 0.02646 0 0.0876 119 640: 15%|█▌ | 2/13 [00:00<00:01, 8.63it/s] 214/299 6.46G 0.05834 0.02496 0 0.0833 91 640: 15%|█▌ | 2/13 [00:00<00:01, 8.63it/s] 214/299 6.46G 0.05834 0.02496 0 0.0833 91 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 214/299 6.46G 0.05707 0.02553 0 0.0826 114 640: 23%|██▎ | 3/13 [00:00<00:01, 7.82it/s] 214/299 6.46G 0.05707 0.02553 0 0.0826 114 640: 31%|███ | 4/13 [00:00<00:01, 8.21it/s] 214/299 6.46G 0.05782 0.02773 0 0.08555 153 640: 31%|███ | 4/13 [00:00<00:01, 8.21it/s] 214/299 6.46G 0.05782 0.02773 0 0.08555 153 640: 38%|███▊ | 5/13 [00:00<00:01, 7.91it/s] 214/299 6.46G 0.05774 0.0287 0 0.08644 139 640: 38%|███▊ | 5/13 [00:00<00:01, 7.91it/s] 214/299 6.46G 0.05774 0.0287 0 0.08644 139 640: 46%|████▌ | 6/13 [00:00<00:00, 8.18it/s] 214/299 6.46G 0.05762 0.02986 0 0.08748 144 640: 46%|████▌ | 6/13 [00:01<00:00, 8.18it/s] 214/299 6.46G 0.05762 0.02986 0 0.08748 144 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.97it/s] 214/299 6.46G 0.05872 0.03042 0 0.08913 148 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.97it/s] 214/299 6.46G 0.05872 0.03042 0 0.08913 148 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.36it/s] 214/299 6.46G 0.05896 0.03015 0 0.08911 125 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.36it/s] 214/299 6.46G 0.05896 0.03015 0 0.08911 125 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.06it/s] 214/299 6.46G 0.05879 0.02978 0 0.08857 122 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.06it/s] 214/299 6.46G 0.05879 0.02978 0 0.08857 122 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.83it/s] 214/299 6.46G 0.05887 0.02964 0 0.08852 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.83it/s] 214/299 6.46G 0.05887 0.02964 0 0.08852 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.44it/s] 214/299 6.46G 0.05965 0.03021 0 0.08986 154 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.44it/s] 214/299 6.46G 0.05965 0.03021 0 0.08986 154 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.23it/s] 214/299 6.46G 0.06001 0.03045 0 0.09045 130 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.23it/s] 214/299 6.46G 0.06001 0.03045 0 0.09045 130 640: 100%|██████████| 13/13 [00:02<00:00, 6.08it/s] 214/299 6.46G 0.06001 0.03045 0 0.09045 130 640: 100%|██████████| 13/13 [00:02<00:00, 4.79it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.702 0.598 0.568 0.203
0%| | 0/13 [00:00<?, ?it/s] 215/299 6.46G 0.06519 0.02916 0 0.09435 128 640: 0%| | 0/13 [00:00<?, ?it/s] 215/299 6.46G 0.06519 0.02916 0 0.09435 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 215/299 6.46G 0.06358 0.02832 0 0.0919 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 215/299 6.46G 0.06358 0.02832 0 0.0919 117 640: 15%|█▌ | 2/13 [00:00<00:03, 3.27it/s] 215/299 6.46G 0.05937 0.02815 0 0.08752 126 640: 15%|█▌ | 2/13 [00:01<00:03, 3.27it/s] 215/299 6.46G 0.05937 0.02815 0 0.08752 126 640: 23%|██▎ | 3/13 [00:01<00:04, 2.30it/s] 215/299 6.46G 0.05865 0.02705 0 0.0857 98 640: 23%|██▎ | 3/13 [00:01<00:04, 2.30it/s] 215/299 6.46G 0.05865 0.02705 0 0.0857 98 640: 31%|███ | 4/13 [00:01<00:02, 3.25it/s] 215/299 6.46G 0.05886 0.02632 0 0.08518 98 640: 31%|███ | 4/13 [00:01<00:02, 3.25it/s] 215/299 6.46G 0.05886 0.02632 0 0.08518 98 640: 38%|███▊ | 5/13 [00:01<00:01, 4.21it/s] 215/299 6.46G 0.06015 0.02744 0 0.08759 139 640: 38%|███▊ | 5/13 [00:01<00:01, 4.21it/s] 215/299 6.46G 0.06015 0.02744 0 0.08759 139 640: 46%|████▌ | 6/13 [00:01<00:01, 4.85it/s] 215/299 6.46G 0.0612 0.02905 0 0.09025 163 640: 46%|████▌ | 6/13 [00:01<00:01, 4.85it/s] 215/299 6.46G 0.0612 0.02905 0 0.09025 163 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.69it/s] 215/299 6.46G 0.06106 0.02849 0 0.08955 108 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.69it/s] 215/299 6.46G 0.06106 0.02849 0 0.08955 108 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.81it/s] 215/299 6.46G 0.0608 0.02836 0 0.08916 116 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.81it/s] 215/299 6.46G 0.0608 0.02836 0 0.08916 116 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.60it/s] 215/299 6.46G 0.06102 0.02905 0 0.09007 147 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.60it/s] 215/299 6.46G 0.06102 0.02905 0 0.09007 147 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.06it/s] 215/299 6.46G 0.06107 0.02884 0 0.08991 115 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.06it/s] 215/299 6.46G 0.06107 0.02884 0 0.08991 115 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.51it/s] 215/299 6.46G 0.0611 0.02915 0 0.09025 135 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.51it/s] 215/299 6.46G 0.0611 0.02915 0 0.09025 135 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.21it/s] 215/299 6.46G 0.06064 0.02936 0 0.09 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.21it/s] 215/299 6.46G 0.06064 0.02936 0 0.09 114 640: 100%|██████████| 13/13 [00:03<00:00, 4.02it/s] 215/299 6.46G 0.06064 0.02936 0 0.09 114 640: 100%|██████████| 13/13 [00:03<00:00, 3.76it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.693 0.597 0.596 0.229
0%| | 0/13 [00:00<?, ?it/s] 216/299 6.46G 0.06734 0.03517 0 0.1025 149 640: 0%| | 0/13 [00:00<?, ?it/s] 216/299 6.46G 0.06734 0.03517 0 0.1025 149 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 216/299 6.46G 0.0651 0.02887 0 0.09397 98 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 216/299 6.46G 0.0651 0.02887 0 0.09397 98 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 216/299 6.46G 0.063 0.02896 0 0.09196 117 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 216/299 6.46G 0.063 0.02896 0 0.09196 117 640: 23%|██▎ | 3/13 [00:00<00:01, 8.26it/s] 216/299 6.46G 0.06075 0.02822 0 0.08897 118 640: 23%|██▎ | 3/13 [00:00<00:01, 8.26it/s] 216/299 6.46G 0.06075 0.02822 0 0.08897 118 640: 31%|███ | 4/13 [00:00<00:01, 8.48it/s] 216/299 6.46G 0.06146 0.0289 0 0.09036 131 640: 31%|███ | 4/13 [00:00<00:01, 8.48it/s] 216/299 6.46G 0.06146 0.0289 0 0.09036 131 640: 38%|███▊ | 5/13 [00:00<00:01, 4.54it/s] 216/299 6.46G 0.06196 0.02796 0 0.08992 101 640: 38%|███▊ | 5/13 [00:01<00:01, 4.54it/s] 216/299 6.46G 0.06196 0.02796 0 0.08992 101 640: 46%|████▌ | 6/13 [00:01<00:02, 2.47it/s] 216/299 6.46G 0.06177 0.02912 0 0.0909 155 640: 46%|████▌ | 6/13 [00:01<00:02, 2.47it/s] 216/299 6.46G 0.06177 0.02912 0 0.0909 155 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.24it/s] 216/299 6.46G 0.06289 0.02897 0 0.09186 108 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.24it/s] 216/299 6.46G 0.06289 0.02897 0 0.09186 108 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.06it/s] 216/299 6.46G 0.06364 0.02815 0 0.09179 100 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.06it/s] 216/299 6.46G 0.06364 0.02815 0 0.09179 100 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.67it/s] 216/299 6.46G 0.06282 0.02757 0 0.09039 97 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.67it/s] 216/299 6.46G 0.06282 0.02757 0 0.09039 97 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.46it/s] 216/299 6.46G 0.0625 0.02723 0 0.08973 91 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.46it/s] 216/299 6.46G 0.0625 0.02723 0 0.08973 91 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.76it/s] 216/299 6.46G 0.06281 0.02715 0 0.08996 105 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.76it/s] 216/299 6.46G 0.06281 0.02715 0 0.08996 105 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.55it/s] 216/299 6.46G 0.06208 0.02689 0 0.08898 94 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.55it/s] 216/299 6.46G 0.06208 0.02689 0 0.08898 94 640: 100%|██████████| 13/13 [00:02<00:00, 4.97it/s] 216/299 6.46G 0.06208 0.02689 0 0.08898 94 640: 100%|██████████| 13/13 [00:02<00:00, 4.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.04it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.663 0.632 0.592 0.231
0%| | 0/13 [00:00<?, ?it/s] 217/299 6.46G 0.05868 0.01797 0 0.07666 73 640: 0%| | 0/13 [00:00<?, ?it/s] 217/299 6.46G 0.05868 0.01797 0 0.07666 73 640: 8%|▊ | 1/13 [00:00<00:07, 1.56it/s] 217/299 6.46G 0.06242 0.02834 0 0.09076 167 640: 8%|▊ | 1/13 [00:00<00:07, 1.56it/s] 217/299 6.46G 0.06242 0.02834 0 0.09076 167 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 217/299 6.46G 0.05916 0.02744 0 0.08659 107 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 217/299 6.46G 0.05916 0.02744 0 0.08659 107 640: 23%|██▎ | 3/13 [00:00<00:02, 4.32it/s] 217/299 6.46G 0.05791 0.02671 0 0.08462 104 640: 23%|██▎ | 3/13 [00:01<00:02, 4.32it/s] 217/299 6.46G 0.05791 0.02671 0 0.08462 104 640: 31%|███ | 4/13 [00:01<00:01, 5.11it/s] 217/299 6.46G 0.05976 0.02668 0 0.08644 107 640: 31%|███ | 4/13 [00:01<00:01, 5.11it/s] 217/299 6.46G 0.05976 0.02668 0 0.08644 107 640: 38%|███▊ | 5/13 [00:01<00:01, 6.04it/s] 217/299 6.46G 0.06071 0.02713 0 0.08784 124 640: 38%|███▊ | 5/13 [00:01<00:01, 6.04it/s] 217/299 6.46G 0.06071 0.02713 0 0.08784 124 640: 46%|████▌ | 6/13 [00:01<00:01, 5.12it/s] 217/299 6.46G 0.06084 0.0279 0 0.08874 137 640: 46%|████▌ | 6/13 [00:01<00:01, 5.12it/s] 217/299 6.46G 0.06084 0.0279 0 0.08874 137 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.94it/s] 217/299 6.46G 0.06174 0.02801 0 0.08975 122 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.94it/s] 217/299 6.46G 0.06174 0.02801 0 0.08975 122 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.31it/s] 217/299 6.46G 0.06151 0.0278 0 0.08931 108 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.31it/s] 217/299 6.46G 0.06151 0.0278 0 0.08931 108 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.43it/s] 217/299 6.46G 0.06208 0.02782 0 0.08989 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.43it/s] 217/299 6.46G 0.06208 0.02782 0 0.08989 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.13it/s] 217/299 6.46G 0.06256 0.02815 0 0.0907 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.13it/s] 217/299 6.46G 0.06256 0.02815 0 0.0907 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.90it/s] 217/299 6.46G 0.0621 0.02747 0 0.08957 71 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.90it/s] 217/299 6.46G 0.0621 0.02747 0 0.08957 71 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.51it/s] 217/299 6.46G 0.0616 0.02731 0 0.08891 95 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.51it/s] 217/299 6.46G 0.0616 0.02731 0 0.08891 95 640: 100%|██████████| 13/13 [00:03<00:00, 5.39it/s] 217/299 6.46G 0.0616 0.02731 0 0.08891 95 640: 100%|██████████| 13/13 [00:03<00:00, 4.06it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.692 0.621 0.58 0.226
0%| | 0/13 [00:00<?, ?it/s] 218/299 6.46G 0.065 0.02212 0 0.08712 94 640: 0%| | 0/13 [00:00<?, ?it/s] 218/299 6.46G 0.065 0.02212 0 0.08712 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 218/299 6.46G 0.06287 0.02767 0 0.09054 145 640: 8%|▊ | 1/13 [00:00<00:01, 8.51it/s] 218/299 6.46G 0.06287 0.02767 0 0.09054 145 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 218/299 6.46G 0.06434 0.02848 0 0.09282 130 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 218/299 6.46G 0.06434 0.02848 0 0.09282 130 640: 23%|██▎ | 3/13 [00:00<00:03, 3.23it/s] 218/299 6.46G 0.06176 0.02969 0 0.09145 144 640: 23%|██▎ | 3/13 [00:01<00:03, 3.23it/s] 218/299 6.46G 0.06176 0.02969 0 0.09145 144 640: 31%|███ | 4/13 [00:01<00:03, 2.37it/s] 218/299 6.46G 0.06276 0.03117 0 0.09393 154 640: 31%|███ | 4/13 [00:01<00:03, 2.37it/s] 218/299 6.46G 0.06276 0.03117 0 0.09393 154 640: 38%|███▊ | 5/13 [00:01<00:02, 3.23it/s] 218/299 6.46G 0.06249 0.03064 0 0.09313 117 640: 38%|███▊ | 5/13 [00:01<00:02, 3.23it/s] 218/299 6.46G 0.06249 0.03064 0 0.09313 117 640: 46%|████▌ | 6/13 [00:01<00:01, 4.11it/s] 218/299 6.46G 0.06238 0.03227 0 0.09464 175 640: 46%|████▌ | 6/13 [00:01<00:01, 4.11it/s] 218/299 6.46G 0.06238 0.03227 0 0.09464 175 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.72it/s] 218/299 6.46G 0.06237 0.03116 0 0.09353 97 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.72it/s] 218/299 6.46G 0.06237 0.03116 0 0.09353 97 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.54it/s] 218/299 6.46G 0.06308 0.03057 0 0.09365 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.54it/s] 218/299 6.46G 0.06308 0.03057 0 0.09365 112 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.91it/s] 218/299 6.46G 0.06362 0.03062 0 0.09424 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.91it/s] 218/299 6.46G 0.06362 0.03062 0 0.09424 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.60it/s] 218/299 6.46G 0.0635 0.03009 0 0.0936 108 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.60it/s] 218/299 6.46G 0.0635 0.03009 0 0.0936 108 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.88it/s] 218/299 6.46G 0.06423 0.03072 0 0.09495 160 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.88it/s] 218/299 6.46G 0.06423 0.03072 0 0.09495 160 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.45it/s] 218/299 6.46G 0.06403 0.03112 0 0.09515 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.45it/s] 218/299 6.46G 0.06403 0.03112 0 0.09515 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.17it/s] 218/299 6.46G 0.06403 0.03112 0 0.09515 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.66it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.722 0.597 0.57 0.2
0%| | 0/13 [00:00<?, ?it/s] 219/299 6.46G 0.06808 0.02722 0 0.0953 108 640: 0%| | 0/13 [00:00<?, ?it/s] 219/299 6.46G 0.06808 0.02722 0 0.0953 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.63it/s] 219/299 6.46G 0.06414 0.02837 0 0.09251 129 640: 8%|▊ | 1/13 [00:00<00:01, 8.63it/s] 219/299 6.46G 0.06414 0.02837 0 0.09251 129 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 219/299 6.46G 0.06039 0.03047 0 0.09086 139 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 219/299 6.46G 0.06039 0.03047 0 0.09086 139 640: 23%|██▎ | 3/13 [00:00<00:01, 8.15it/s] 219/299 6.46G 0.0589 0.02848 0 0.08738 104 640: 23%|██▎ | 3/13 [00:00<00:01, 8.15it/s] 219/299 6.46G 0.0589 0.02848 0 0.08738 104 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 219/299 6.46G 0.05911 0.02818 0 0.08729 120 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 219/299 6.46G 0.05911 0.02818 0 0.08729 120 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 219/299 6.46G 0.05957 0.02739 0 0.08696 98 640: 38%|███▊ | 5/13 [00:01<00:00, 8.54it/s] 219/299 6.46G 0.05957 0.02739 0 0.08696 98 640: 46%|████▌ | 6/13 [00:01<00:01, 3.56it/s] 219/299 6.46G 0.06005 0.02901 0 0.08906 166 640: 46%|████▌ | 6/13 [00:01<00:01, 3.56it/s] 219/299 6.46G 0.06005 0.02901 0 0.08906 166 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.83it/s] 219/299 6.46G 0.06017 0.02957 0 0.08974 135 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.83it/s] 219/299 6.46G 0.06017 0.02957 0 0.08974 135 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.62it/s] 219/299 6.46G 0.06063 0.02963 0 0.09026 131 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.62it/s] 219/299 6.46G 0.06063 0.02963 0 0.09026 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.43it/s] 219/299 6.46G 0.05994 0.02983 0 0.08977 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.43it/s] 219/299 6.46G 0.05994 0.02983 0 0.08977 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.99it/s] 219/299 6.46G 0.05895 0.02986 0 0.08882 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.99it/s] 219/299 6.46G 0.05895 0.02986 0 0.08882 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.76it/s] 219/299 6.46G 0.05921 0.0301 0 0.08931 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.76it/s] 219/299 6.46G 0.05921 0.0301 0 0.08931 141 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.44it/s] 219/299 6.46G 0.05945 0.03037 0 0.08982 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.44it/s] 219/299 6.46G 0.05945 0.03037 0 0.08982 134 640: 100%|██████████| 13/13 [00:02<00:00, 7.18it/s] 219/299 6.46G 0.05945 0.03037 0 0.08982 134 640: 100%|██████████| 13/13 [00:02<00:00, 5.42it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.654 0.632 0.576 0.209
0%| | 0/13 [00:00<?, ?it/s] 220/299 6.46G 0.05579 0.01913 0 0.07493 91 640: 0%| | 0/13 [00:00<?, ?it/s] 220/299 6.46G 0.05579 0.01913 0 0.07493 91 640: 8%|▊ | 1/13 [00:00<00:08, 1.42it/s] 220/299 6.46G 0.05486 0.01988 0 0.07474 87 640: 8%|▊ | 1/13 [00:01<00:08, 1.42it/s] 220/299 6.46G 0.05486 0.01988 0 0.07474 87 640: 15%|█▌ | 2/13 [00:01<00:09, 1.14it/s] 220/299 6.46G 0.05334 0.02148 0 0.07482 101 640: 15%|█▌ | 2/13 [00:01<00:09, 1.14it/s] 220/299 6.46G 0.05334 0.02148 0 0.07482 101 640: 23%|██▎ | 3/13 [00:01<00:05, 1.87it/s] 220/299 6.46G 0.05286 0.02406 0 0.07691 133 640: 23%|██▎ | 3/13 [00:01<00:05, 1.87it/s] 220/299 6.46G 0.05286 0.02406 0 0.07691 133 640: 31%|███ | 4/13 [00:01<00:03, 2.72it/s] 220/299 6.46G 0.05484 0.02566 0 0.0805 130 640: 31%|███ | 4/13 [00:02<00:03, 2.72it/s] 220/299 6.46G 0.05484 0.02566 0 0.0805 130 640: 38%|███▊ | 5/13 [00:02<00:02, 3.52it/s] 220/299 6.46G 0.05591 0.0268 0 0.08271 144 640: 38%|███▊ | 5/13 [00:02<00:02, 3.52it/s] 220/299 6.46G 0.05591 0.0268 0 0.08271 144 640: 46%|████▌ | 6/13 [00:02<00:01, 4.45it/s] 220/299 6.46G 0.05798 0.02863 0 0.08661 174 640: 46%|████▌ | 6/13 [00:02<00:01, 4.45it/s] 220/299 6.46G 0.05798 0.02863 0 0.08661 174 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.30it/s] 220/299 6.46G 0.05846 0.0281 0 0.08655 95 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.30it/s] 220/299 6.46G 0.05846 0.0281 0 0.08655 95 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.09it/s] 220/299 6.46G 0.05953 0.02759 0 0.08712 100 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.09it/s] 220/299 6.46G 0.05953 0.02759 0 0.08712 100 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.79it/s] 220/299 6.46G 0.05985 0.02719 0 0.08704 90 640: 69%|██████▉ | 9/13 [00:03<00:01, 3.79it/s] 220/299 6.46G 0.05985 0.02719 0 0.08704 90 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.92it/s] 220/299 6.46G 0.06031 0.02819 0 0.0885 165 640: 77%|███████▋ | 10/13 [00:04<00:01, 1.92it/s] 220/299 6.46G 0.06031 0.02819 0 0.0885 165 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.52it/s] 220/299 6.46G 0.06055 0.02874 0 0.08929 154 640: 85%|████████▍ | 11/13 [00:04<00:00, 2.52it/s] 220/299 6.46G 0.06055 0.02874 0 0.08929 154 640: 92%|█████████▏| 12/13 [00:04<00:00, 3.23it/s] 220/299 6.46G 0.06053 0.02907 0 0.0896 131 640: 92%|█████████▏| 12/13 [00:04<00:00, 3.23it/s] 220/299 6.46G 0.06053 0.02907 0 0.0896 131 640: 100%|██████████| 13/13 [00:04<00:00, 3.91it/s] 220/299 6.46G 0.06053 0.02907 0 0.0896 131 640: 100%|██████████| 13/13 [00:04<00:00, 2.99it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.686 0.655 0.571 0.196
0%| | 0/13 [00:00<?, ?it/s] 221/299 6.46G 0.0622 0.02453 0 0.08673 111 640: 0%| | 0/13 [00:00<?, ?it/s] 221/299 6.46G 0.0622 0.02453 0 0.08673 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 221/299 6.46G 0.06364 0.02765 0 0.09129 135 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 221/299 6.46G 0.06364 0.02765 0 0.09129 135 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 221/299 6.46G 0.06579 0.02515 0 0.09094 86 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 221/299 6.46G 0.06579 0.02515 0 0.09094 86 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 221/299 6.46G 0.06503 0.02427 0 0.0893 87 640: 23%|██▎ | 3/13 [00:00<00:01, 8.76it/s] 221/299 6.46G 0.06503 0.02427 0 0.0893 87 640: 31%|███ | 4/13 [00:00<00:01, 7.96it/s] 221/299 6.46G 0.06565 0.02608 0 0.09173 149 640: 31%|███ | 4/13 [00:01<00:01, 7.96it/s] 221/299 6.46G 0.06565 0.02608 0 0.09173 149 640: 38%|███▊ | 5/13 [00:01<00:03, 2.38it/s] 221/299 6.46G 0.06579 0.02709 0 0.09288 129 640: 38%|███▊ | 5/13 [00:01<00:03, 2.38it/s] 221/299 6.46G 0.06579 0.02709 0 0.09288 129 640: 46%|████▌ | 6/13 [00:01<00:02, 3.17it/s] 221/299 6.46G 0.06619 0.029 0 0.09519 173 640: 46%|████▌ | 6/13 [00:01<00:02, 3.17it/s] 221/299 6.46G 0.06619 0.029 0 0.09519 173 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.01it/s] 221/299 6.46G 0.06656 0.02968 0 0.09624 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.01it/s] 221/299 6.46G 0.06656 0.02968 0 0.09624 145 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.65it/s] 221/299 6.46G 0.0659 0.03002 0 0.09592 134 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.65it/s] 221/299 6.46G 0.0659 0.03002 0 0.09592 134 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.47it/s] 221/299 6.46G 0.06553 0.02993 0 0.09546 124 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.47it/s] 221/299 6.46G 0.06553 0.02993 0 0.09546 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.20it/s] 221/299 6.46G 0.0654 0.02994 0 0.09535 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.20it/s] 221/299 6.46G 0.0654 0.02994 0 0.09535 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.82it/s] 221/299 6.46G 0.06513 0.03027 0 0.09539 149 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.82it/s] 221/299 6.46G 0.06513 0.03027 0 0.09539 149 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.39it/s] 221/299 6.46G 0.06406 0.03007 0 0.09413 108 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.39it/s] 221/299 6.46G 0.06406 0.03007 0 0.09413 108 640: 100%|██████████| 13/13 [00:03<00:00, 2.63it/s] 221/299 6.46G 0.06406 0.03007 0 0.09413 108 640: 100%|██████████| 13/13 [00:03<00:00, 4.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.728 0.678 0.591 0.205
0%| | 0/13 [00:00<?, ?it/s] 222/299 6.46G 0.05536 0.02404 0 0.0794 102 640: 0%| | 0/13 [00:00<?, ?it/s] 222/299 6.46G 0.05536 0.02404 0 0.0794 102 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s]wandb: Network error resolved after 0:00:23.908983, resuming normal operation.
222/299 6.46G 0.05939 0.02712 0 0.08651 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 222/299 6.46G 0.05939 0.02712 0 0.08651 127 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 222/299 6.46G 0.05768 0.02828 0 0.08595 120 640: 15%|█▌ | 2/13 [00:00<00:01, 8.64it/s] 222/299 6.46G 0.05768 0.02828 0 0.08595 120 640: 23%|██▎ | 3/13 [00:00<00:01, 7.78it/s] 222/299 6.46G 0.0567 0.02842 0 0.08511 126 640: 23%|██▎ | 3/13 [00:00<00:01, 7.78it/s] 222/299 6.46G 0.0567 0.02842 0 0.08511 126 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 222/299 6.46G 0.05644 0.0278 0 0.08424 106 640: 31%|███ | 4/13 [00:00<00:01, 8.17it/s] 222/299 6.46G 0.05644 0.0278 0 0.08424 106 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 222/299 6.46G 0.0555 0.02736 0 0.08285 105 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 222/299 6.46G 0.0555 0.02736 0 0.08285 105 640: 46%|████▌ | 6/13 [00:00<00:00, 8.57it/s] 222/299 6.46G 0.05535 0.02744 0 0.08279 115 640: 46%|████▌ | 6/13 [00:01<00:00, 8.57it/s] 222/299 6.46G 0.05535 0.02744 0 0.08279 115 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.75it/s] 222/299 6.46G 0.05508 0.02699 0 0.08207 99 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.75it/s] 222/299 6.46G 0.05508 0.02699 0 0.08207 99 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.29it/s] 222/299 6.46G 0.05488 0.02643 0 0.08131 96 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.29it/s] 222/299 6.46G 0.05488 0.02643 0 0.08131 96 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 222/299 6.46G 0.05533 0.02695 0 0.08229 139 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 222/299 6.46G 0.05533 0.02695 0 0.08229 139 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.75it/s] 222/299 6.46G 0.05516 0.02815 0 0.08331 171 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.75it/s] 222/299 6.46G 0.05516 0.02815 0 0.08331 171 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.37it/s] 222/299 6.46G 0.05582 0.02812 0 0.08394 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.37it/s] 222/299 6.46G 0.05582 0.02812 0 0.08394 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.17it/s] 222/299 6.46G 0.05595 0.02825 0 0.0842 109 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.17it/s] 222/299 6.46G 0.05595 0.02825 0 0.0842 109 640: 100%|██████████| 13/13 [00:02<00:00, 6.03it/s] 222/299 6.46G 0.05595 0.02825 0 0.0842 109 640: 100%|██████████| 13/13 [00:02<00:00, 5.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.775 0.632 0.591 0.221
0%| | 0/13 [00:00<?, ?it/s] 223/299 6.46G 0.05829 0.0267 0 0.08499 106 640: 0%| | 0/13 [00:00<?, ?it/s] 223/299 6.46G 0.05829 0.0267 0 0.08499 106 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 223/299 6.46G 0.05662 0.02626 0 0.08288 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 223/299 6.46G 0.05662 0.02626 0 0.08288 107 640: 15%|█▌ | 2/13 [00:00<00:01, 7.55it/s] 223/299 6.46G 0.05603 0.02409 0 0.08012 77 640: 15%|█▌ | 2/13 [00:01<00:01, 7.55it/s] 223/299 6.46G 0.05603 0.02409 0 0.08012 77 640: 23%|██▎ | 3/13 [00:01<00:04, 2.12it/s] 223/299 6.46G 0.05611 0.02693 0 0.08304 153 640: 23%|██▎ | 3/13 [00:01<00:04, 2.12it/s] 223/299 6.46G 0.05611 0.02693 0 0.08304 153 640: 31%|███ | 4/13 [00:01<00:02, 3.03it/s] 223/299 6.46G 0.05766 0.02875 0 0.08641 147 640: 31%|███ | 4/13 [00:01<00:02, 3.03it/s] 223/299 6.46G 0.05766 0.02875 0 0.08641 147 640: 38%|███▊ | 5/13 [00:01<00:02, 3.97it/s] 223/299 6.46G 0.05811 0.02921 0 0.08732 136 640: 38%|███▊ | 5/13 [00:01<00:02, 3.97it/s] 223/299 6.46G 0.05811 0.02921 0 0.08732 136 640: 46%|████▌ | 6/13 [00:01<00:01, 4.65it/s] 223/299 6.46G 0.05789 0.02879 0 0.08669 107 640: 46%|████▌ | 6/13 [00:01<00:01, 4.65it/s] 223/299 6.46G 0.05789 0.02879 0 0.08669 107 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.50it/s] 223/299 6.46G 0.0586 0.02854 0 0.08713 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.50it/s] 223/299 6.46G 0.0586 0.02854 0 0.08713 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.24it/s] 223/299 6.46G 0.05847 0.02831 0 0.08678 113 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.24it/s] 223/299 6.46G 0.05847 0.02831 0 0.08678 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.88it/s] 223/299 6.46G 0.05865 0.02773 0 0.08638 90 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.88it/s] 223/299 6.46G 0.05865 0.02773 0 0.08638 90 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.21it/s] 223/299 6.46G 0.05932 0.02843 0 0.08775 155 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.21it/s] 223/299 6.46G 0.05932 0.02843 0 0.08775 155 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.04it/s] 223/299 6.46G 0.05951 0.02878 0 0.08829 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.04it/s] 223/299 6.46G 0.05951 0.02878 0 0.08829 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.66it/s] 223/299 6.46G 0.05941 0.02925 0 0.08866 134 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.66it/s] 223/299 6.46G 0.05941 0.02925 0 0.08866 134 640: 100%|██████████| 13/13 [00:03<00:00, 3.42it/s] 223/299 6.46G 0.05941 0.02925 0 0.08866 134 640: 100%|██████████| 13/13 [00:03<00:00, 3.64it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.783 0.62 0.591 0.225
0%| | 0/13 [00:00<?, ?it/s] 224/299 6.46G 0.06327 0.02574 0 0.08901 111 640: 0%| | 0/13 [00:00<?, ?it/s] 224/299 6.46G 0.06327 0.02574 0 0.08901 111 640: 8%|▊ | 1/13 [00:00<00:01, 6.97it/s] 224/299 6.46G 0.05989 0.02972 0 0.08961 142 640: 8%|▊ | 1/13 [00:00<00:01, 6.97it/s] 224/299 6.46G 0.05989 0.02972 0 0.08961 142 640: 15%|█▌ | 2/13 [00:00<00:01, 8.10it/s] 224/299 6.46G 0.06018 0.02873 0 0.08892 118 640: 15%|█▌ | 2/13 [00:00<00:01, 8.10it/s] 224/299 6.46G 0.06018 0.02873 0 0.08892 118 640: 23%|██▎ | 3/13 [00:00<00:01, 8.50it/s] 224/299 6.46G 0.05815 0.02923 0 0.08739 139 640: 23%|██▎ | 3/13 [00:00<00:01, 8.50it/s] 224/299 6.46G 0.05815 0.02923 0 0.08739 139 640: 31%|███ | 4/13 [00:00<00:01, 8.71it/s] 224/299 6.46G 0.05938 0.02982 0 0.08919 126 640: 31%|███ | 4/13 [00:00<00:01, 8.71it/s] 224/299 6.46G 0.05938 0.02982 0 0.08919 126 640: 38%|███▊ | 5/13 [00:00<00:00, 8.23it/s] 224/299 6.46G 0.05952 0.02868 0 0.0882 90 640: 38%|███▊ | 5/13 [00:01<00:00, 8.23it/s] 224/299 6.46G 0.05952 0.02868 0 0.0882 90 640: 46%|████▌ | 6/13 [00:01<00:02, 2.41it/s] 224/299 6.46G 0.0592 0.0286 0 0.0878 120 640: 46%|████▌ | 6/13 [00:01<00:02, 2.41it/s] 224/299 6.46G 0.0592 0.0286 0 0.0878 120 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.17it/s] 224/299 6.46G 0.05898 0.02904 0 0.08802 139 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.17it/s] 224/299 6.46G 0.05898 0.02904 0 0.08802 139 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.00it/s] 224/299 6.46G 0.05975 0.02908 0 0.08883 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.00it/s] 224/299 6.46G 0.05975 0.02908 0 0.08883 124 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.62it/s] 224/299 6.46G 0.05909 0.02902 0 0.08811 121 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.62it/s] 224/299 6.46G 0.05909 0.02902 0 0.08811 121 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.42it/s] 224/299 6.46G 0.05979 0.02943 0 0.08922 137 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.42it/s] 224/299 6.46G 0.05979 0.02943 0 0.08922 137 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.15it/s] 224/299 6.46G 0.06015 0.02928 0 0.08943 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.15it/s] 224/299 6.46G 0.06015 0.02928 0 0.08943 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.78it/s] 224/299 6.46G 0.06054 0.0298 0 0.09033 142 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.78it/s] 224/299 6.46G 0.06054 0.0298 0 0.09033 142 640: 100%|██████████| 13/13 [00:02<00:00, 7.06it/s] 224/299 6.46G 0.06054 0.0298 0 0.09033 142 640: 100%|██████████| 13/13 [00:02<00:00, 5.37it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.679 0.609 0.557 0.207
0%| | 0/13 [00:00<?, ?it/s] 225/299 6.46G 0.06878 0.02781 0 0.09659 118 640: 0%| | 0/13 [00:01<?, ?it/s] 225/299 6.46G 0.06878 0.02781 0 0.09659 118 640: 8%|▊ | 1/13 [00:01<00:15, 1.33s/it] 225/299 6.46G 0.06794 0.03124 0 0.09918 153 640: 8%|▊ | 1/13 [00:01<00:15, 1.33s/it] 225/299 6.46G 0.06794 0.03124 0 0.09918 153 640: 15%|█▌ | 2/13 [00:01<00:06, 1.63it/s] 225/299 6.46G 0.06463 0.02971 0 0.09434 118 640: 15%|█▌ | 2/13 [00:01<00:06, 1.63it/s] 225/299 6.46G 0.06463 0.02971 0 0.09434 118 640: 23%|██▎ | 3/13 [00:01<00:03, 2.60it/s] 225/299 6.46G 0.0637 0.02983 0 0.09353 137 640: 23%|██▎ | 3/13 [00:01<00:03, 2.60it/s] 225/299 6.46G 0.0637 0.02983 0 0.09353 137 640: 31%|███ | 4/13 [00:01<00:02, 3.48it/s] 225/299 6.46G 0.06474 0.02905 0 0.0938 107 640: 31%|███ | 4/13 [00:01<00:02, 3.48it/s] 225/299 6.46G 0.06474 0.02905 0 0.0938 107 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 225/299 6.46G 0.06477 0.02815 0 0.09292 94 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 225/299 6.46G 0.06477 0.02815 0 0.09292 94 640: 46%|████▌ | 6/13 [00:01<00:01, 5.39it/s] 225/299 6.46G 0.06296 0.02781 0 0.09077 112 640: 46%|████▌ | 6/13 [00:02<00:01, 5.39it/s] 225/299 6.46G 0.06296 0.02781 0 0.09077 112 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.13it/s] 225/299 6.46G 0.06319 0.02757 0 0.09076 118 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.13it/s] 225/299 6.46G 0.06319 0.02757 0 0.09076 118 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.51it/s] 225/299 6.46G 0.06393 0.02795 0 0.09188 133 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.51it/s] 225/299 6.46G 0.06393 0.02795 0 0.09188 133 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.97it/s] 225/299 6.46G 0.06387 0.02783 0 0.0917 111 640: 69%|██████▉ | 9/13 [00:03<00:02, 1.97it/s] 225/299 6.46G 0.06387 0.02783 0 0.0917 111 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.60it/s] 225/299 6.46G 0.06364 0.02757 0 0.09121 105 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.60it/s] 225/299 6.46G 0.06364 0.02757 0 0.09121 105 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.31it/s] 225/299 6.46G 0.06391 0.0277 0 0.09161 116 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.31it/s] 225/299 6.46G 0.06391 0.0277 0 0.09161 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.94it/s] 225/299 6.46G 0.06371 0.02844 0 0.09215 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.94it/s] 225/299 6.46G 0.06371 0.02844 0 0.09215 144 640: 100%|██████████| 13/13 [00:03<00:00, 4.81it/s] 225/299 6.46G 0.06371 0.02844 0 0.09215 144 640: 100%|██████████| 13/13 [00:03<00:00, 3.32it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.743 0.598 0.562 0.207
0%| | 0/13 [00:00<?, ?it/s] 226/299 6.46G 0.06051 0.02085 0 0.08137 87 640: 0%| | 0/13 [00:00<?, ?it/s] 226/299 6.46G 0.06051 0.02085 0 0.08137 87 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 226/299 6.46G 0.06257 0.03205 0 0.09462 187 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 226/299 6.46G 0.06257 0.03205 0 0.09462 187 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 226/299 6.46G 0.05942 0.02864 0 0.08805 89 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 226/299 6.46G 0.05942 0.02864 0 0.08805 89 640: 23%|██▎ | 3/13 [00:00<00:01, 7.87it/s] 226/299 6.46G 0.05934 0.02796 0 0.0873 117 640: 23%|██▎ | 3/13 [00:01<00:01, 7.87it/s] 226/299 6.46G 0.05934 0.02796 0 0.0873 117 640: 31%|███ | 4/13 [00:01<00:03, 2.37it/s] 226/299 6.46G 0.06103 0.02918 0 0.09021 143 640: 31%|███ | 4/13 [00:01<00:03, 2.37it/s] 226/299 6.46G 0.06103 0.02918 0 0.09021 143 640: 38%|███▊ | 5/13 [00:01<00:02, 3.22it/s] 226/299 6.46G 0.06128 0.02978 0 0.09105 138 640: 38%|███▊ | 5/13 [00:01<00:02, 3.22it/s] 226/299 6.46G 0.06128 0.02978 0 0.09105 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.11it/s] 226/299 6.46G 0.06093 0.03024 0 0.09117 152 640: 46%|████▌ | 6/13 [00:01<00:01, 4.11it/s] 226/299 6.46G 0.06093 0.03024 0 0.09117 152 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.76it/s] 226/299 6.46G 0.06091 0.03077 0 0.09168 146 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.76it/s] 226/299 6.46G 0.06091 0.03077 0 0.09168 146 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.60it/s] 226/299 6.46G 0.06048 0.03037 0 0.09086 111 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.60it/s] 226/299 6.46G 0.06048 0.03037 0 0.09086 111 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.32it/s] 226/299 6.46G 0.06058 0.03063 0 0.09121 138 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.32it/s] 226/299 6.46G 0.06058 0.03063 0 0.09121 138 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.93it/s] 226/299 6.46G 0.06027 0.03018 0 0.09045 98 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.93it/s] 226/299 6.46G 0.06027 0.03018 0 0.09045 98 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.99it/s] 226/299 6.46G 0.06101 0.03043 0 0.09145 136 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.99it/s] 226/299 6.46G 0.06101 0.03043 0 0.09145 136 640: 92%|█████████▏| 12/13 [00:03<00:00, 1.93it/s] 226/299 6.46G 0.06097 0.03094 0 0.0919 151 640: 92%|█████████▏| 12/13 [00:03<00:00, 1.93it/s] 226/299 6.46G 0.06097 0.03094 0 0.0919 151 640: 100%|██████████| 13/13 [00:03<00:00, 2.54it/s] 226/299 6.46G 0.06097 0.03094 0 0.0919 151 640: 100%|██████████| 13/13 [00:03<00:00, 3.64it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.724 0.575 0.579 0.209
0%| | 0/13 [00:00<?, ?it/s] 227/299 6.46G 0.06426 0.02862 0 0.09288 116 640: 0%| | 0/13 [00:00<?, ?it/s] 227/299 6.46G 0.06426 0.02862 0 0.09288 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 227/299 6.46G 0.0653 0.02705 0 0.09235 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 227/299 6.46G 0.0653 0.02705 0 0.09235 121 640: 15%|█▌ | 2/13 [00:00<00:01, 7.69it/s] 227/299 6.46G 0.06237 0.0279 0 0.09027 130 640: 15%|█▌ | 2/13 [00:00<00:01, 7.69it/s] 227/299 6.46G 0.06237 0.0279 0 0.09027 130 640: 23%|██▎ | 3/13 [00:00<00:02, 4.17it/s] 227/299 6.46G 0.0621 0.02883 0 0.09093 137 640: 23%|██▎ | 3/13 [00:00<00:02, 4.17it/s] 227/299 6.46G 0.0621 0.02883 0 0.09093 137 640: 31%|███ | 4/13 [00:00<00:01, 5.27it/s] 227/299 6.46G 0.06206 0.02858 0 0.09064 117 640: 31%|███ | 4/13 [00:00<00:01, 5.27it/s] 227/299 6.46G 0.06206 0.02858 0 0.09064 117 640: 38%|███▊ | 5/13 [00:00<00:01, 6.17it/s] 227/299 6.46G 0.06206 0.02999 0 0.09205 158 640: 38%|███▊ | 5/13 [00:00<00:01, 6.17it/s] 227/299 6.46G 0.06206 0.02999 0 0.09205 158 640: 46%|████▌ | 6/13 [00:00<00:01, 6.45it/s] 227/299 6.46G 0.06111 0.02859 0 0.0897 86 640: 46%|████▌ | 6/13 [00:01<00:01, 6.45it/s] 227/299 6.46G 0.06111 0.02859 0 0.0897 86 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.68it/s] 227/299 6.46G 0.06196 0.02986 0 0.09182 154 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.68it/s] 227/299 6.46G 0.06196 0.02986 0 0.09182 154 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.44it/s] 227/299 6.46G 0.06067 0.02928 0 0.08995 106 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.44it/s] 227/299 6.46G 0.06067 0.02928 0 0.08995 106 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.26it/s] 227/299 6.46G 0.06088 0.02901 0 0.08989 114 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.26it/s] 227/299 6.46G 0.06088 0.02901 0 0.08989 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.83it/s] 227/299 6.46G 0.06056 0.02888 0 0.08944 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.83it/s] 227/299 6.46G 0.06056 0.02888 0 0.08944 116 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.62it/s] 227/299 6.46G 0.06113 0.02842 0 0.08955 107 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.62it/s] 227/299 6.46G 0.06113 0.02842 0 0.08955 107 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.33it/s] 227/299 6.46G 0.06161 0.02886 0 0.09046 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.33it/s] 227/299 6.46G 0.06161 0.02886 0 0.09046 139 640: 100%|██████████| 13/13 [00:02<00:00, 7.07it/s] 227/299 6.46G 0.06161 0.02886 0 0.09046 139 640: 100%|██████████| 13/13 [00:02<00:00, 5.17it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.716 0.666 0.593 0.21
0%| | 0/13 [00:00<?, ?it/s] 228/299 6.46G 0.06449 0.02556 0 0.09005 111 640: 0%| | 0/13 [00:00<?, ?it/s] 228/299 6.46G 0.06449 0.02556 0 0.09005 111 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 228/299 6.46G 0.06268 0.0259 0 0.08858 98 640: 8%|▊ | 1/13 [00:01<00:01, 6.83it/s] 228/299 6.46G 0.06268 0.0259 0 0.08858 98 640: 15%|█▌ | 2/13 [00:01<00:06, 1.76it/s] 228/299 6.46G 0.06139 0.02774 0 0.08913 124 640: 15%|█▌ | 2/13 [00:01<00:06, 1.76it/s] 228/299 6.46G 0.06139 0.02774 0 0.08913 124 640: 23%|██▎ | 3/13 [00:01<00:03, 2.78it/s] 228/299 6.46G 0.05971 0.02838 0 0.08808 133 640: 23%|██▎ | 3/13 [00:01<00:03, 2.78it/s] 228/299 6.46G 0.05971 0.02838 0 0.08808 133 640: 31%|███ | 4/13 [00:01<00:02, 3.81it/s] 228/299 6.46G 0.05931 0.0286 0 0.08791 126 640: 31%|███ | 4/13 [00:01<00:02, 3.81it/s] 228/299 6.46G 0.05931 0.0286 0 0.08791 126 640: 38%|███▊ | 5/13 [00:01<00:01, 4.52it/s] 228/299 6.46G 0.05865 0.02815 0 0.08679 109 640: 38%|███▊ | 5/13 [00:01<00:01, 4.52it/s] 228/299 6.46G 0.05865 0.02815 0 0.08679 109 640: 46%|████▌ | 6/13 [00:01<00:01, 5.43it/s] 228/299 6.46G 0.05904 0.02787 0 0.08691 121 640: 46%|████▌ | 6/13 [00:01<00:01, 5.43it/s] 228/299 6.46G 0.05904 0.02787 0 0.08691 121 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.24it/s] 228/299 6.46G 0.0588 0.02781 0 0.08661 113 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.24it/s] 228/299 6.46G 0.0588 0.02781 0 0.08661 113 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.90it/s] 228/299 6.46G 0.06037 0.02783 0 0.08819 131 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.90it/s] 228/299 6.46G 0.06037 0.02783 0 0.08819 131 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.94it/s] 228/299 6.46G 0.06065 0.0277 0 0.08834 115 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.94it/s] 228/299 6.46G 0.06065 0.0277 0 0.08834 115 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.09it/s] 228/299 6.46G 0.06021 0.02733 0 0.08754 101 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.09it/s] 228/299 6.46G 0.06021 0.02733 0 0.08754 101 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.73it/s] 228/299 6.46G 0.05992 0.02721 0 0.08713 109 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.73it/s] 228/299 6.46G 0.05992 0.02721 0 0.08713 109 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.45it/s] 228/299 6.46G 0.06035 0.02763 0 0.08798 134 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.45it/s] 228/299 6.46G 0.06035 0.02763 0 0.08798 134 640: 100%|██████████| 13/13 [00:03<00:00, 4.13it/s] 228/299 6.46G 0.06035 0.02763 0 0.08798 134 640: 100%|██████████| 13/13 [00:03<00:00, 3.77it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.666 0.644 0.558 0.195
0%| | 0/13 [00:00<?, ?it/s] 229/299 6.46G 0.0644 0.02343 0 0.08783 90 640: 0%| | 0/13 [00:00<?, ?it/s] 229/299 6.46G 0.0644 0.02343 0 0.08783 90 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 229/299 6.46G 0.064 0.02386 0 0.08786 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 229/299 6.46G 0.064 0.02386 0 0.08786 115 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 229/299 6.46G 0.06162 0.02463 0 0.08626 119 640: 15%|█▌ | 2/13 [00:00<00:01, 8.68it/s] 229/299 6.46G 0.06162 0.02463 0 0.08626 119 640: 23%|██▎ | 3/13 [00:00<00:01, 8.72it/s] 229/299 6.46G 0.05936 0.02537 0 0.08473 121 640: 23%|██▎ | 3/13 [00:00<00:01, 8.72it/s] 229/299 6.46G 0.05936 0.02537 0 0.08473 121 640: 31%|███ | 4/13 [00:00<00:01, 7.96it/s] 229/299 6.46G 0.06078 0.02656 0 0.08734 143 640: 31%|███ | 4/13 [00:01<00:01, 7.96it/s] 229/299 6.46G 0.06078 0.02656 0 0.08734 143 640: 38%|███▊ | 5/13 [00:01<00:03, 2.36it/s] 229/299 6.46G 0.05953 0.02589 0 0.08542 93 640: 38%|███▊ | 5/13 [00:01<00:03, 2.36it/s] 229/299 6.46G 0.05953 0.02589 0 0.08542 93 640: 46%|████▌ | 6/13 [00:01<00:02, 3.14it/s] 229/299 6.46G 0.05867 0.02614 0 0.08481 124 640: 46%|████▌ | 6/13 [00:01<00:02, 3.14it/s] 229/299 6.46G 0.05867 0.02614 0 0.08481 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.98it/s] 229/299 6.46G 0.05889 0.02665 0 0.08554 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.98it/s] 229/299 6.46G 0.05889 0.02665 0 0.08554 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.59it/s] 229/299 6.46G 0.05839 0.02622 0 0.08461 103 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.59it/s] 229/299 6.46G 0.05839 0.02622 0 0.08461 103 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.41it/s] 229/299 6.46G 0.05845 0.02552 0 0.08397 77 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.41it/s] 229/299 6.46G 0.05845 0.02552 0 0.08397 77 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.15it/s] 229/299 6.46G 0.05901 0.02627 0 0.08527 140 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.15it/s] 229/299 6.46G 0.05901 0.02627 0 0.08527 140 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.79it/s] 229/299 6.46G 0.06009 0.02668 0 0.08677 141 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.79it/s] 229/299 6.46G 0.06009 0.02668 0 0.08677 141 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.88it/s] 229/299 6.46G 0.06013 0.02764 0 0.08777 148 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.88it/s] 229/299 6.46G 0.06013 0.02764 0 0.08777 148 640: 100%|██████████| 13/13 [00:03<00:00, 2.57it/s] 229/299 6.46G 0.06013 0.02764 0 0.08777 148 640: 100%|██████████| 13/13 [00:03<00:00, 4.01it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.719 0.678 0.632 0.224
0%| | 0/13 [00:00<?, ?it/s] 230/299 6.46G 0.06305 0.02151 0 0.08457 89 640: 0%| | 0/13 [00:00<?, ?it/s] 230/299 6.46G 0.06305 0.02151 0 0.08457 89 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 230/299 6.46G 0.06009 0.02433 0 0.08442 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 230/299 6.46G 0.06009 0.02433 0 0.08442 109 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 230/299 6.46G 0.06021 0.02589 0 0.0861 115 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 230/299 6.46G 0.06021 0.02589 0 0.0861 115 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 230/299 6.46G 0.05814 0.02671 0 0.08485 124 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 230/299 6.46G 0.05814 0.02671 0 0.08485 124 640: 31%|███ | 4/13 [00:00<00:01, 8.25it/s] 230/299 6.46G 0.05915 0.02793 0 0.08708 125 640: 31%|███ | 4/13 [00:00<00:01, 8.25it/s] 230/299 6.46G 0.05915 0.02793 0 0.08708 125 640: 38%|███▊ | 5/13 [00:00<00:00, 8.46it/s] 230/299 6.46G 0.05816 0.02805 0 0.08621 113 640: 38%|███▊ | 5/13 [00:00<00:00, 8.46it/s] 230/299 6.46G 0.05816 0.02805 0 0.08621 113 640: 46%|████▌ | 6/13 [00:00<00:00, 8.59it/s] 230/299 6.46G 0.05693 0.02811 0 0.08505 122 640: 46%|████▌ | 6/13 [00:00<00:00, 8.59it/s] 230/299 6.46G 0.05693 0.02811 0 0.08505 122 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.96it/s] 230/299 6.46G 0.05798 0.02819 0 0.08617 125 640: 54%|█████▍ | 7/13 [00:01<00:00, 7.96it/s] 230/299 6.46G 0.05798 0.02819 0 0.08617 125 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.74it/s] 230/299 6.46G 0.05769 0.02784 0 0.08553 102 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.74it/s] 230/299 6.46G 0.05769 0.02784 0 0.08553 102 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.50it/s] 230/299 6.46G 0.0589 0.02785 0 0.08675 127 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.50it/s] 230/299 6.46G 0.0589 0.02785 0 0.08675 127 640: 77%|███████▋ | 10/13 [00:01<00:00, 4.30it/s] 230/299 6.46G 0.05882 0.02812 0 0.08694 132 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.30it/s] 230/299 6.46G 0.05882 0.02812 0 0.08694 132 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.85it/s] 230/299 6.46G 0.05902 0.02894 0 0.08795 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.85it/s] 230/299 6.46G 0.05902 0.02894 0 0.08795 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.63it/s] 230/299 6.46G 0.05916 0.02922 0 0.08838 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.63it/s] 230/299 6.46G 0.05916 0.02922 0 0.08838 114 640: 100%|██████████| 13/13 [00:02<00:00, 6.43it/s] 230/299 6.46G 0.05916 0.02922 0 0.08838 114 640: 100%|██████████| 13/13 [00:02<00:00, 5.60it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.703 0.655 0.591 0.217
0%| | 0/13 [00:00<?, ?it/s] 231/299 6.46G 0.06518 0.02135 0 0.08653 96 640: 0%| | 0/13 [00:00<?, ?it/s] 231/299 6.46G 0.06518 0.02135 0 0.08653 96 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 231/299 6.46G 0.05915 0.02023 0 0.07938 75 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 231/299 6.46G 0.05915 0.02023 0 0.07938 75 640: 15%|█▌ | 2/13 [00:00<00:01, 7.60it/s] 231/299 6.46G 0.05655 0.0223 0 0.07884 107 640: 15%|█▌ | 2/13 [00:01<00:01, 7.60it/s] 231/299 6.46G 0.05655 0.0223 0 0.07884 107 640: 23%|██▎ | 3/13 [00:01<00:04, 2.09it/s] 231/299 6.46G 0.05535 0.02472 0 0.08007 136 640: 23%|██▎ | 3/13 [00:01<00:04, 2.09it/s] 231/299 6.46G 0.05535 0.02472 0 0.08007 136 640: 31%|███ | 4/13 [00:01<00:03, 2.99it/s] 231/299 6.46G 0.05623 0.0262 0 0.08244 133 640: 31%|███ | 4/13 [00:01<00:03, 2.99it/s] 231/299 6.46G 0.05623 0.0262 0 0.08244 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.93it/s] 231/299 6.46G 0.05654 0.02718 0 0.08372 130 640: 38%|███▊ | 5/13 [00:01<00:02, 3.93it/s] 231/299 6.46G 0.05654 0.02718 0 0.08372 130 640: 46%|████▌ | 6/13 [00:01<00:01, 4.62it/s] 231/299 6.46G 0.05681 0.02899 0 0.0858 177 640: 46%|████▌ | 6/13 [00:01<00:01, 4.62it/s] 231/299 6.46G 0.05681 0.02899 0 0.0858 177 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.47it/s] 231/299 6.46G 0.0561 0.0281 0 0.0842 94 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.47it/s] 231/299 6.46G 0.0561 0.0281 0 0.0842 94 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.19it/s] 231/299 6.46G 0.05626 0.02791 0 0.08417 116 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.19it/s] 231/299 6.46G 0.05626 0.02791 0 0.08417 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.84it/s] 231/299 6.46G 0.05609 0.0277 0 0.08378 107 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.84it/s] 231/299 6.46G 0.05609 0.0277 0 0.08378 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.89it/s] 231/299 6.46G 0.05623 0.02806 0 0.08429 145 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.89it/s] 231/299 6.46G 0.05623 0.02806 0 0.08429 145 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.08it/s] 231/299 6.46G 0.05658 0.02849 0 0.08507 143 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.08it/s] 231/299 6.46G 0.05658 0.02849 0 0.08507 143 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.71it/s] 231/299 6.46G 0.05697 0.02861 0 0.08558 119 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.71it/s] 231/299 6.46G 0.05697 0.02861 0 0.08558 119 640: 100%|██████████| 13/13 [00:03<00:00, 3.46it/s] 231/299 6.46G 0.05697 0.02861 0 0.08558 119 640: 100%|██████████| 13/13 [00:03<00:00, 3.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.685 0.575 0.553 0.216
0%| | 0/13 [00:00<?, ?it/s] 232/299 6.46G 0.06242 0.02497 0 0.08739 103 640: 0%| | 0/13 [00:00<?, ?it/s] 232/299 6.46G 0.06242 0.02497 0 0.08739 103 640: 8%|▊ | 1/13 [00:00<00:01, 7.36it/s] 232/299 6.46G 0.06073 0.02885 0 0.08958 148 640: 8%|▊ | 1/13 [00:00<00:01, 7.36it/s] 232/299 6.46G 0.06073 0.02885 0 0.08958 148 640: 15%|█▌ | 2/13 [00:00<00:01, 8.16it/s] 232/299 6.46G 0.06122 0.0277 0 0.08893 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.16it/s] 232/299 6.46G 0.06122 0.0277 0 0.08893 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.43it/s] 232/299 6.46G 0.06125 0.02833 0 0.08958 131 640: 23%|██▎ | 3/13 [00:00<00:01, 8.43it/s] 232/299 6.46G 0.06125 0.02833 0 0.08958 131 640: 31%|███ | 4/13 [00:00<00:01, 8.59it/s] 232/299 6.46G 0.06133 0.03092 0 0.09224 177 640: 31%|███ | 4/13 [00:00<00:01, 8.59it/s] 232/299 6.46G 0.06133 0.03092 0 0.09224 177 640: 38%|███▊ | 5/13 [00:00<00:01, 7.90it/s] 232/299 6.46G 0.06107 0.03016 0 0.09123 114 640: 38%|███▊ | 5/13 [00:01<00:01, 7.90it/s] 232/299 6.46G 0.06107 0.03016 0 0.09123 114 640: 46%|████▌ | 6/13 [00:01<00:03, 2.24it/s] 232/299 6.46G 0.06055 0.0311 0 0.09164 153 640: 46%|████▌ | 6/13 [00:01<00:03, 2.24it/s] 232/299 6.46G 0.06055 0.0311 0 0.09164 153 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.97it/s] 232/299 6.46G 0.06108 0.03107 0 0.09215 129 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.97it/s] 232/299 6.46G 0.06108 0.03107 0 0.09215 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.77it/s] 232/299 6.46G 0.06112 0.02997 0 0.09109 83 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.77it/s] 232/299 6.46G 0.06112 0.02997 0 0.09109 83 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.39it/s] 232/299 6.46G 0.06161 0.02966 0 0.09127 116 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.39it/s] 232/299 6.46G 0.06161 0.02966 0 0.09127 116 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.21it/s] 232/299 6.46G 0.06166 0.02937 0 0.09104 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.21it/s] 232/299 6.46G 0.06166 0.02937 0 0.09104 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.82it/s] 232/299 6.46G 0.06199 0.02953 0 0.09153 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.82it/s] 232/299 6.46G 0.06199 0.02953 0 0.09153 133 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.60it/s] 232/299 6.46G 0.06226 0.03028 0 0.09254 155 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.60it/s] 232/299 6.46G 0.06226 0.03028 0 0.09254 155 640: 100%|██████████| 13/13 [00:02<00:00, 6.08it/s] 232/299 6.46G 0.06226 0.03028 0 0.09254 155 640: 100%|██████████| 13/13 [00:02<00:00, 4.90it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.73 0.621 0.612 0.235
0%| | 0/13 [00:00<?, ?it/s] 233/299 6.46G 0.06716 0.02895 0 0.09611 124 640: 0%| | 0/13 [00:00<?, ?it/s] 233/299 6.46G 0.06716 0.02895 0 0.09611 124 640: 8%|▊ | 1/13 [00:00<00:08, 1.37it/s] 233/299 6.46G 0.06958 0.03052 0 0.1001 144 640: 8%|▊ | 1/13 [00:00<00:08, 1.37it/s] 233/299 6.46G 0.06958 0.03052 0 0.1001 144 640: 15%|█▌ | 2/13 [00:00<00:04, 2.72it/s] 233/299 6.46G 0.06538 0.02823 0 0.0936 95 640: 15%|█▌ | 2/13 [00:00<00:04, 2.72it/s] 233/299 6.46G 0.06538 0.02823 0 0.0936 95 640: 23%|██▎ | 3/13 [00:00<00:02, 3.97it/s] 233/299 6.46G 0.06396 0.02741 0 0.09138 106 640: 23%|██▎ | 3/13 [00:01<00:02, 3.97it/s] 233/299 6.46G 0.06396 0.02741 0 0.09138 106 640: 31%|███ | 4/13 [00:01<00:01, 4.80it/s] 233/299 6.46G 0.06419 0.02707 0 0.09126 109 640: 31%|███ | 4/13 [00:01<00:01, 4.80it/s] 233/299 6.46G 0.06419 0.02707 0 0.09126 109 640: 38%|███▊ | 5/13 [00:01<00:01, 5.75it/s] 233/299 6.46G 0.06402 0.02707 0 0.09109 120 640: 38%|███▊ | 5/13 [00:01<00:01, 5.75it/s] 233/299 6.46G 0.06402 0.02707 0 0.09109 120 640: 46%|████▌ | 6/13 [00:01<00:02, 3.48it/s] 233/299 6.46G 0.06285 0.0282 0 0.09105 141 640: 46%|████▌ | 6/13 [00:01<00:02, 3.48it/s] 233/299 6.46G 0.06285 0.0282 0 0.09105 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.35it/s] 233/299 6.46G 0.06313 0.02839 0 0.09151 134 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.35it/s] 233/299 6.46G 0.06313 0.02839 0 0.09151 134 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.96it/s] 233/299 6.46G 0.06305 0.02792 0 0.09097 104 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.96it/s] 233/299 6.46G 0.06305 0.02792 0 0.09097 104 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.26it/s] 233/299 6.46G 0.06292 0.02835 0 0.09126 138 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.26it/s] 233/299 6.46G 0.06292 0.02835 0 0.09126 138 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.94it/s] 233/299 6.46G 0.06241 0.02864 0 0.09105 132 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.94it/s] 233/299 6.46G 0.06241 0.02864 0 0.09105 132 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.69it/s] 233/299 6.46G 0.06287 0.02865 0 0.09152 126 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.69it/s] 233/299 6.46G 0.06287 0.02865 0 0.09152 126 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.32it/s] 233/299 6.46G 0.06303 0.02889 0 0.09193 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.32it/s] 233/299 6.46G 0.06303 0.02889 0 0.09193 116 640: 100%|██████████| 13/13 [00:03<00:00, 5.20it/s] 233/299 6.46G 0.06303 0.02889 0 0.09193 116 640: 100%|██████████| 13/13 [00:03<00:00, 3.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.746 0.644 0.62 0.224
0%| | 0/13 [00:00<?, ?it/s] 234/299 6.46G 0.0537 0.02873 0 0.08243 119 640: 0%| | 0/13 [00:00<?, ?it/s] 234/299 6.46G 0.0537 0.02873 0 0.08243 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 234/299 6.46G 0.05501 0.02662 0 0.08162 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.58it/s] 234/299 6.46G 0.05501 0.02662 0 0.08162 109 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 234/299 6.46G 0.0572 0.02781 0 0.08501 129 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 234/299 6.46G 0.0572 0.02781 0 0.08501 129 640: 23%|██▎ | 3/13 [00:00<00:01, 7.85it/s] 234/299 6.46G 0.05705 0.02778 0 0.08483 126 640: 23%|██▎ | 3/13 [00:01<00:01, 7.85it/s] 234/299 6.46G 0.05705 0.02778 0 0.08483 126 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 234/299 6.46G 0.05955 0.02713 0 0.08669 105 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 234/299 6.46G 0.05955 0.02713 0 0.08669 105 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 234/299 6.46G 0.05959 0.02771 0 0.0873 135 640: 38%|███▊ | 5/13 [00:01<00:02, 3.45it/s] 234/299 6.46G 0.05959 0.02771 0 0.0873 135 640: 46%|████▌ | 6/13 [00:01<00:01, 4.35it/s] 234/299 6.46G 0.05897 0.0281 0 0.08707 129 640: 46%|████▌ | 6/13 [00:01<00:01, 4.35it/s] 234/299 6.46G 0.05897 0.0281 0 0.08707 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.97it/s] 234/299 6.46G 0.05974 0.02879 0 0.08852 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.97it/s] 234/299 6.46G 0.05974 0.02879 0 0.08852 141 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.78it/s] 234/299 6.46G 0.06022 0.02845 0 0.08866 106 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.78it/s] 234/299 6.46G 0.06022 0.02845 0 0.08866 106 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.09it/s] 234/299 6.46G 0.06016 0.02864 0 0.08879 135 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.09it/s] 234/299 6.46G 0.06016 0.02864 0 0.08879 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.89it/s] 234/299 6.46G 0.06022 0.02875 0 0.08896 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.89it/s] 234/299 6.46G 0.06022 0.02875 0 0.08896 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.37it/s] 234/299 6.46G 0.05991 0.02879 0 0.0887 129 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.37it/s] 234/299 6.46G 0.05991 0.02879 0 0.0887 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.36it/s] 234/299 6.46G 0.06015 0.02931 0 0.08946 137 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.36it/s] 234/299 6.46G 0.06015 0.02931 0 0.08946 137 640: 100%|██████████| 13/13 [00:03<00:00, 3.07it/s] 234/299 6.46G 0.06015 0.02931 0 0.08946 137 640: 100%|██████████| 13/13 [00:03<00:00, 3.85it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.721 0.655 0.622 0.224
0%| | 0/13 [00:00<?, ?it/s] 235/299 6.46G 0.06507 0.02489 0 0.08995 104 640: 0%| | 0/13 [00:00<?, ?it/s] 235/299 6.46G 0.06507 0.02489 0 0.08995 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 235/299 6.46G 0.06035 0.02768 0 0.08803 131 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 235/299 6.46G 0.06035 0.02768 0 0.08803 131 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 235/299 6.46G 0.05836 0.0247 0 0.08306 80 640: 15%|█▌ | 2/13 [00:00<00:01, 7.63it/s] 235/299 6.46G 0.05836 0.0247 0 0.08306 80 640: 23%|██▎ | 3/13 [00:00<00:01, 8.14it/s] 235/299 6.46G 0.05811 0.02897 0 0.08708 186 640: 23%|██▎ | 3/13 [00:00<00:01, 8.14it/s] 235/299 6.46G 0.05811 0.02897 0 0.08708 186 640: 31%|███ | 4/13 [00:00<00:01, 8.41it/s] 235/299 6.46G 0.05963 0.0294 0 0.08903 129 640: 31%|███ | 4/13 [00:00<00:01, 8.41it/s] 235/299 6.46G 0.05963 0.0294 0 0.08903 129 640: 38%|███▊ | 5/13 [00:00<00:00, 8.56it/s] 235/299 6.46G 0.0597 0.03042 0 0.09012 157 640: 38%|███▊ | 5/13 [00:00<00:00, 8.56it/s] 235/299 6.46G 0.0597 0.03042 0 0.09012 157 640: 46%|████▌ | 6/13 [00:00<00:00, 7.97it/s] 235/299 6.46G 0.05908 0.03157 0 0.09065 165 640: 46%|████▌ | 6/13 [00:01<00:00, 7.97it/s] 235/299 6.46G 0.05908 0.03157 0 0.09065 165 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.63it/s] 235/299 6.46G 0.05929 0.03065 0 0.08994 98 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.63it/s] 235/299 6.46G 0.05929 0.03065 0 0.08994 98 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.39it/s] 235/299 6.46G 0.06001 0.03009 0 0.0901 114 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.39it/s] 235/299 6.46G 0.06001 0.03009 0 0.0901 114 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.20it/s] 235/299 6.46G 0.05983 0.02994 0 0.08976 115 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.20it/s] 235/299 6.46G 0.05983 0.02994 0 0.08976 115 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.69it/s] 235/299 6.46G 0.05953 0.03027 0 0.08981 142 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.69it/s] 235/299 6.46G 0.05953 0.03027 0 0.08981 142 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.48it/s] 235/299 6.46G 0.05977 0.03055 0 0.09032 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.48it/s] 235/299 6.46G 0.05977 0.03055 0 0.09032 148 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.20it/s] 235/299 6.46G 0.05941 0.03047 0 0.08988 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.20it/s] 235/299 6.46G 0.05941 0.03047 0 0.08988 117 640: 100%|██████████| 13/13 [00:02<00:00, 5.06it/s] 235/299 6.46G 0.05941 0.03047 0 0.08988 117 640: 100%|██████████| 13/13 [00:02<00:00, 4.98it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.663 0.632 0.581 0.204
0%| | 0/13 [00:00<?, ?it/s] 236/299 6.46G 0.059 0.0344 0 0.09339 150 640: 0%| | 0/13 [00:00<?, ?it/s] 236/299 6.46G 0.059 0.0344 0 0.09339 150 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 236/299 6.46G 0.06017 0.0338 0 0.09397 146 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 236/299 6.46G 0.06017 0.0338 0 0.09397 146 640: 15%|█▌ | 2/13 [00:00<00:06, 1.80it/s] 236/299 6.46G 0.05726 0.03037 0 0.08763 97 640: 15%|█▌ | 2/13 [00:01<00:06, 1.80it/s] 236/299 6.46G 0.05726 0.03037 0 0.08763 97 640: 23%|██▎ | 3/13 [00:01<00:03, 2.83it/s] 236/299 6.46G 0.05748 0.03035 0 0.08783 143 640: 23%|██▎ | 3/13 [00:01<00:03, 2.83it/s] 236/299 6.46G 0.05748 0.03035 0 0.08783 143 640: 31%|███ | 4/13 [00:01<00:02, 3.87it/s] 236/299 6.46G 0.05818 0.03151 0 0.08969 153 640: 31%|███ | 4/13 [00:01<00:02, 3.87it/s] 236/299 6.46G 0.05818 0.03151 0 0.08969 153 640: 38%|███▊ | 5/13 [00:01<00:01, 4.14it/s] 236/299 6.46G 0.05774 0.03093 0 0.08867 120 640: 38%|███▊ | 5/13 [00:01<00:01, 4.14it/s] 236/299 6.46G 0.05774 0.03093 0 0.08867 120 640: 46%|████▌ | 6/13 [00:01<00:01, 5.06it/s] 236/299 6.46G 0.05732 0.03111 0 0.08843 140 640: 46%|████▌ | 6/13 [00:01<00:01, 5.06it/s] 236/299 6.46G 0.05732 0.03111 0 0.08843 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.80it/s] 236/299 6.46G 0.05753 0.03032 0 0.08785 100 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.80it/s] 236/299 6.46G 0.05753 0.03032 0 0.08785 100 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.52it/s] 236/299 6.46G 0.05858 0.02936 0 0.08794 104 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.52it/s] 236/299 6.46G 0.05858 0.02936 0 0.08794 104 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.67it/s] 236/299 6.46G 0.05792 0.02916 0 0.08708 119 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.67it/s] 236/299 6.46G 0.05792 0.02916 0 0.08708 119 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 236/299 6.46G 0.05859 0.02947 0 0.08805 139 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 236/299 6.46G 0.05859 0.02947 0 0.08805 139 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 236/299 6.46G 0.05833 0.02917 0 0.0875 114 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 236/299 6.46G 0.05833 0.02917 0 0.0875 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.59it/s] 236/299 6.46G 0.05816 0.03009 0 0.08825 160 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.59it/s] 236/299 6.46G 0.05816 0.03009 0 0.08825 160 640: 100%|██████████| 13/13 [00:03<00:00, 4.27it/s] 236/299 6.46G 0.05816 0.03009 0 0.08825 160 640: 100%|██████████| 13/13 [00:03<00:00, 3.81it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.564 0.598 0.512 0.194
0%| | 0/13 [00:00<?, ?it/s] 237/299 6.46G 0.0547 0.02562 0 0.08032 110 640: 0%| | 0/13 [00:00<?, ?it/s] 237/299 6.46G 0.0547 0.02562 0 0.08032 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 237/299 6.46G 0.05415 0.02443 0 0.07857 98 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 237/299 6.46G 0.05415 0.02443 0 0.07857 98 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 237/299 6.46G 0.0559 0.02688 0 0.08278 134 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 237/299 6.46G 0.0559 0.02688 0 0.08278 134 640: 23%|██▎ | 3/13 [00:00<00:01, 8.81it/s] 237/299 6.46G 0.05434 0.02755 0 0.08189 135 640: 23%|██▎ | 3/13 [00:00<00:01, 8.81it/s] 237/299 6.46G 0.05434 0.02755 0 0.08189 135 640: 31%|███ | 4/13 [00:00<00:01, 7.95it/s] 237/299 6.46G 0.05592 0.02838 0 0.0843 137 640: 31%|███ | 4/13 [00:01<00:01, 7.95it/s] 237/299 6.46G 0.05592 0.02838 0 0.0843 137 640: 38%|███▊ | 5/13 [00:01<00:04, 1.94it/s] 237/299 6.46G 0.05622 0.0284 0 0.08462 112 640: 38%|███▊ | 5/13 [00:01<00:04, 1.94it/s] 237/299 6.46G 0.05622 0.0284 0 0.08462 112 640: 46%|████▌ | 6/13 [00:01<00:02, 2.65it/s] 237/299 6.46G 0.05703 0.02938 0 0.08642 158 640: 46%|████▌ | 6/13 [00:01<00:02, 2.65it/s] 237/299 6.46G 0.05703 0.02938 0 0.08642 158 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.43it/s] 237/299 6.46G 0.05819 0.02898 0 0.08717 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.43it/s] 237/299 6.46G 0.05819 0.02898 0 0.08717 107 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.10it/s] 237/299 6.46G 0.0582 0.02897 0 0.08717 120 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.10it/s] 237/299 6.46G 0.0582 0.02897 0 0.08717 120 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.92it/s] 237/299 6.46G 0.05759 0.0284 0 0.08599 88 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.92it/s] 237/299 6.46G 0.05759 0.0284 0 0.08599 88 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.71it/s] 237/299 6.46G 0.05751 0.02853 0 0.08604 120 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.71it/s] 237/299 6.46G 0.05751 0.02853 0 0.08604 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.41it/s] 237/299 6.46G 0.0577 0.02882 0 0.08652 139 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.41it/s] 237/299 6.46G 0.0577 0.02882 0 0.08652 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.55it/s] 237/299 6.46G 0.05786 0.02927 0 0.08713 132 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.55it/s] 237/299 6.46G 0.05786 0.02927 0 0.08713 132 640: 100%|██████████| 13/13 [00:03<00:00, 2.53it/s] 237/299 6.46G 0.05786 0.02927 0 0.08713 132 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.582 0.689 0.574 0.197
0%| | 0/13 [00:00<?, ?it/s] 238/299 6.46G 0.05661 0.0225 0 0.07911 93 640: 0%| | 0/13 [00:00<?, ?it/s] 238/299 6.46G 0.05661 0.0225 0 0.07911 93 640: 8%|▊ | 1/13 [00:00<00:01, 8.32it/s] 238/299 6.46G 0.05951 0.02297 0 0.08248 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.32it/s] 238/299 6.46G 0.05951 0.02297 0 0.08248 104 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 238/299 6.46G 0.05723 0.02283 0 0.08006 91 640: 15%|█▌ | 2/13 [00:00<00:01, 8.66it/s] 238/299 6.46G 0.05723 0.02283 0 0.08006 91 640: 23%|██▎ | 3/13 [00:00<00:01, 7.84it/s] 238/299 6.46G 0.05531 0.02333 0 0.07863 106 640: 23%|██▎ | 3/13 [00:00<00:01, 7.84it/s] 238/299 6.46G 0.05531 0.02333 0 0.07863 106 640: 31%|███ | 4/13 [00:00<00:01, 8.21it/s] 238/299 6.46G 0.05721 0.02512 0 0.08233 136 640: 31%|███ | 4/13 [00:00<00:01, 8.21it/s] 238/299 6.46G 0.05721 0.02512 0 0.08233 136 640: 38%|███▊ | 5/13 [00:00<00:00, 8.42it/s] 238/299 6.46G 0.05829 0.02575 0 0.08404 120 640: 38%|███▊ | 5/13 [00:00<00:00, 8.42it/s] 238/299 6.46G 0.05829 0.02575 0 0.08404 120 640: 46%|████▌ | 6/13 [00:00<00:00, 8.56it/s] 238/299 6.46G 0.05708 0.02576 0 0.08284 118 640: 46%|████▌ | 6/13 [00:00<00:00, 8.56it/s] 238/299 6.46G 0.05708 0.02576 0 0.08284 118 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.01it/s] 238/299 6.46G 0.05636 0.02681 0 0.08318 141 640: 54%|█████▍ | 7/13 [00:02<00:00, 8.01it/s] 238/299 6.46G 0.05636 0.02681 0 0.08318 141 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.03it/s] 238/299 6.46G 0.05744 0.02745 0 0.08489 148 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.03it/s] 238/299 6.46G 0.05744 0.02745 0 0.08489 148 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.68it/s] 238/299 6.46G 0.0573 0.02754 0 0.08485 125 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.68it/s] 238/299 6.46G 0.0573 0.02754 0 0.08485 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.41it/s] 238/299 6.46G 0.0574 0.02827 0 0.08568 156 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.41it/s] 238/299 6.46G 0.0574 0.02827 0 0.08568 156 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.06it/s] 238/299 6.46G 0.05785 0.02874 0 0.08659 142 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.06it/s] 238/299 6.46G 0.05785 0.02874 0 0.08659 142 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.86it/s] 238/299 6.46G 0.05772 0.02859 0 0.08632 100 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.86it/s] 238/299 6.46G 0.05772 0.02859 0 0.08632 100 640: 100%|██████████| 13/13 [00:02<00:00, 5.73it/s] 238/299 6.46G 0.05772 0.02859 0 0.08632 100 640: 100%|██████████| 13/13 [00:02<00:00, 4.79it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.579 0.632 0.51 0.198
0%| | 0/13 [00:00<?, ?it/s] 239/299 6.46G 0.0654 0.0272 0 0.0926 112 640: 0%| | 0/13 [00:00<?, ?it/s] 239/299 6.46G 0.0654 0.0272 0 0.0926 112 640: 8%|▊ | 1/13 [00:00<00:01, 8.40it/s] 239/299 6.46G 0.06511 0.02874 0 0.09384 137 640: 8%|▊ | 1/13 [00:00<00:01, 8.40it/s] 239/299 6.46G 0.06511 0.02874 0 0.09384 137 640: 15%|█▌ | 2/13 [00:00<00:01, 7.50it/s] 239/299 6.46G 0.0601 0.02873 0 0.08883 120 640: 15%|█▌ | 2/13 [00:01<00:01, 7.50it/s] 239/299 6.46G 0.0601 0.02873 0 0.08883 120 640: 23%|██▎ | 3/13 [00:01<00:05, 1.95it/s] 239/299 6.46G 0.05862 0.0285 0 0.08713 125 640: 23%|██▎ | 3/13 [00:01<00:05, 1.95it/s] 239/299 6.46G 0.05862 0.0285 0 0.08713 125 640: 31%|███ | 4/13 [00:01<00:03, 2.82it/s] 239/299 6.46G 0.05909 0.02978 0 0.08887 161 640: 31%|███ | 4/13 [00:01<00:03, 2.82it/s] 239/299 6.46G 0.05909 0.02978 0 0.08887 161 640: 38%|███▊ | 5/13 [00:01<00:02, 3.74it/s] 239/299 6.46G 0.05761 0.02863 0 0.08623 100 640: 38%|███▊ | 5/13 [00:01<00:02, 3.74it/s] 239/299 6.46G 0.05761 0.02863 0 0.08623 100 640: 46%|████▌ | 6/13 [00:01<00:02, 3.35it/s] 239/299 6.46G 0.05774 0.02873 0 0.08647 131 640: 46%|████▌ | 6/13 [00:01<00:02, 3.35it/s] 239/299 6.46G 0.05774 0.02873 0 0.08647 131 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.20it/s] 239/299 6.46G 0.05769 0.02839 0 0.08608 111 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.20it/s] 239/299 6.46G 0.05769 0.02839 0 0.08608 111 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.05it/s] 239/299 6.46G 0.05871 0.02781 0 0.08652 100 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.05it/s] 239/299 6.46G 0.05871 0.02781 0 0.08652 100 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.84it/s] 239/299 6.46G 0.05828 0.0273 0 0.08558 101 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.84it/s] 239/299 6.46G 0.05828 0.0273 0 0.08558 101 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.17it/s] 239/299 6.46G 0.05911 0.02827 0 0.08739 175 640: 77%|███████▋ | 10/13 [00:03<00:00, 6.17it/s] 239/299 6.46G 0.05911 0.02827 0 0.08739 175 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.10it/s] 239/299 6.46G 0.05893 0.02857 0 0.0875 133 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.10it/s] 239/299 6.46G 0.05893 0.02857 0 0.0875 133 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.74it/s] 239/299 6.46G 0.05877 0.02876 0 0.08754 120 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.74it/s] 239/299 6.46G 0.05877 0.02876 0 0.08754 120 640: 100%|██████████| 13/13 [00:03<00:00, 3.52it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.01s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.01s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.551 0.678 0.53 0.182
0%| | 0/13 [00:00<?, ?it/s] 240/299 6.46G 0.05835 0.02199 0 0.08034 88 640: 0%| | 0/13 [00:00<?, ?it/s] 240/299 6.46G 0.05835 0.02199 0 0.08034 88 640: 8%|▊ | 1/13 [00:00<00:01, 7.54it/s] 240/299 6.46G 0.05907 0.02116 0 0.08024 80 640: 8%|▊ | 1/13 [00:00<00:01, 7.54it/s] 240/299 6.46G 0.05907 0.02116 0 0.08024 80 640: 15%|█▌ | 2/13 [00:00<00:01, 8.42it/s] 240/299 6.46G 0.05706 0.02189 0 0.07895 98 640: 15%|█▌ | 2/13 [00:00<00:01, 8.42it/s] 240/299 6.46G 0.05706 0.02189 0 0.07895 98 640: 23%|██▎ | 3/13 [00:00<00:01, 8.73it/s] 240/299 6.46G 0.05517 0.0234 0 0.07857 122 640: 23%|██▎ | 3/13 [00:00<00:01, 8.73it/s] 240/299 6.46G 0.05517 0.0234 0 0.07857 122 640: 31%|███ | 4/13 [00:00<00:01, 8.88it/s] 240/299 6.46G 0.05503 0.02518 0 0.0802 135 640: 31%|███ | 4/13 [00:00<00:01, 8.88it/s] 240/299 6.46G 0.05503 0.02518 0 0.0802 135 640: 38%|███▊ | 5/13 [00:00<00:00, 8.29it/s] 240/299 6.46G 0.05568 0.02537 0 0.08105 107 640: 38%|███▊ | 5/13 [00:00<00:00, 8.29it/s] 240/299 6.46G 0.05568 0.02537 0 0.08105 107 640: 46%|████▌ | 6/13 [00:00<00:00, 8.55it/s] 240/299 6.46G 0.05679 0.02757 0 0.08437 186 640: 46%|████▌ | 6/13 [00:00<00:00, 8.55it/s] 240/299 6.46G 0.05679 0.02757 0 0.08437 186 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.71it/s] 240/299 6.46G 0.05776 0.02796 0 0.08572 123 640: 54%|█████▍ | 7/13 [00:00<00:00, 8.71it/s] 240/299 6.46G 0.05776 0.02796 0 0.08572 123 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.83it/s] 240/299 6.46G 0.05897 0.02725 0 0.08622 102 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.83it/s] 240/299 6.46G 0.05897 0.02725 0 0.08622 102 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.13it/s] 240/299 6.46G 0.0597 0.02755 0 0.08725 127 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.13it/s] 240/299 6.46G 0.0597 0.02755 0 0.08725 127 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.26it/s] 240/299 6.46G 0.05973 0.02806 0 0.08779 147 640: 77%|███████▋ | 10/13 [00:01<00:00, 8.26it/s] 240/299 6.46G 0.05973 0.02806 0 0.08779 147 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.42it/s] 240/299 6.46G 0.05937 0.02796 0 0.08733 111 640: 85%|████████▍ | 11/13 [00:01<00:00, 8.42it/s] 240/299 6.46G 0.05937 0.02796 0 0.08733 111 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.54it/s] 240/299 6.46G 0.05967 0.02887 0 0.08855 156 640: 92%|█████████▏| 12/13 [00:01<00:00, 8.54it/s] 240/299 6.46G 0.05967 0.02887 0 0.08855 156 640: 100%|██████████| 13/13 [00:01<00:00, 8.20it/s] 240/299 6.46G 0.05967 0.02887 0 0.08855 156 640: 100%|██████████| 13/13 [00:01<00:00, 8.40it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.583 0.644 0.564 0.192
0%| | 0/13 [00:00<?, ?it/s] 241/299 6.46G 0.06391 0.0227 0 0.08661 96 640: 0%| | 0/13 [00:00<?, ?it/s] 241/299 6.46G 0.06391 0.0227 0 0.08661 96 640: 8%|▊ | 1/13 [00:00<00:09, 1.30it/s] 241/299 6.46G 0.06292 0.02671 0 0.08962 140 640: 8%|▊ | 1/13 [00:00<00:09, 1.30it/s] 241/299 6.46G 0.06292 0.02671 0 0.08962 140 640: 15%|█▌ | 2/13 [00:00<00:04, 2.59it/s] 241/299 6.46G 0.06614 0.02435 0 0.09049 89 640: 15%|█▌ | 2/13 [00:00<00:04, 2.59it/s] 241/299 6.46G 0.06614 0.02435 0 0.09049 89 640: 23%|██▎ | 3/13 [00:00<00:02, 3.84it/s] 241/299 6.46G 0.06354 0.02783 0 0.09137 171 640: 23%|██▎ | 3/13 [00:01<00:02, 3.84it/s] 241/299 6.46G 0.06354 0.02783 0 0.09137 171 640: 31%|███ | 4/13 [00:01<00:02, 4.34it/s] 241/299 6.46G 0.06354 0.02838 0 0.09192 136 640: 31%|███ | 4/13 [00:01<00:02, 4.34it/s] 241/299 6.46G 0.06354 0.02838 0 0.09192 136 640: 38%|███▊ | 5/13 [00:01<00:01, 5.32it/s] 241/299 6.46G 0.0625 0.02875 0 0.09124 140 640: 38%|███▊ | 5/13 [00:01<00:01, 5.32it/s] 241/299 6.46G 0.0625 0.02875 0 0.09124 140 640: 46%|████▌ | 6/13 [00:01<00:01, 6.17it/s] 241/299 6.46G 0.06191 0.02928 0 0.0912 147 640: 46%|████▌ | 6/13 [00:01<00:01, 6.17it/s] 241/299 6.46G 0.06191 0.02928 0 0.0912 147 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.84it/s] 241/299 6.46G 0.06124 0.02859 0 0.08983 96 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.84it/s] 241/299 6.46G 0.06124 0.02859 0 0.08983 96 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.89it/s] 241/299 6.46G 0.06119 0.02918 0 0.09037 148 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.89it/s] 241/299 6.46G 0.06119 0.02918 0 0.09037 148 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.07it/s] 241/299 6.46G 0.06058 0.02952 0 0.0901 144 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.07it/s] 241/299 6.46G 0.06058 0.02952 0 0.0901 144 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.71it/s] 241/299 6.46G 0.06059 0.02991 0 0.0905 148 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.71it/s] 241/299 6.46G 0.06059 0.02991 0 0.0905 148 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.44it/s] 241/299 6.46G 0.0612 0.03034 0 0.09154 154 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.44it/s] 241/299 6.46G 0.0612 0.03034 0 0.09154 154 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 241/299 6.46G 0.06066 0.02997 0 0.09064 93 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.42it/s] 241/299 6.46G 0.06066 0.02997 0 0.09064 93 640: 100%|██████████| 13/13 [00:03<00:00, 4.26it/s] 241/299 6.46G 0.06066 0.02997 0 0.09064 93 640: 100%|██████████| 13/13 [00:03<00:00, 3.70it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.647 0.632 0.559 0.213
0%| | 0/13 [00:00<?, ?it/s] 242/299 6.46G 0.06401 0.02468 0 0.08869 97 640: 0%| | 0/13 [00:00<?, ?it/s] 242/299 6.46G 0.06401 0.02468 0 0.08869 97 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 242/299 6.46G 0.06494 0.02388 0 0.08882 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.52it/s] 242/299 6.46G 0.06494 0.02388 0 0.08882 99 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 242/299 6.46G 0.06195 0.02582 0 0.08777 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 242/299 6.46G 0.06195 0.02582 0 0.08777 133 640: 23%|██▎ | 3/13 [00:00<00:01, 7.84it/s] 242/299 6.46G 0.05732 0.02441 0 0.08174 81 640: 23%|██▎ | 3/13 [00:01<00:01, 7.84it/s] 242/299 6.46G 0.05732 0.02441 0 0.08174 81 640: 31%|███ | 4/13 [00:01<00:03, 2.68it/s] 242/299 6.46G 0.05932 0.02577 0 0.08509 135 640: 31%|███ | 4/13 [00:01<00:03, 2.68it/s] 242/299 6.46G 0.05932 0.02577 0 0.08509 135 640: 38%|███▊ | 5/13 [00:01<00:02, 3.60it/s] 242/299 6.46G 0.0591 0.02518 0 0.08428 94 640: 38%|███▊ | 5/13 [00:01<00:02, 3.60it/s] 242/299 6.46G 0.0591 0.02518 0 0.08428 94 640: 46%|████▌ | 6/13 [00:01<00:01, 4.53it/s] 242/299 6.46G 0.05837 0.02705 0 0.08542 161 640: 46%|████▌ | 6/13 [00:01<00:01, 4.53it/s] 242/299 6.46G 0.05837 0.02705 0 0.08542 161 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.25it/s] 242/299 6.46G 0.0586 0.02777 0 0.08637 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.25it/s] 242/299 6.46G 0.0586 0.02777 0 0.08637 141 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.09it/s] 242/299 6.46G 0.05908 0.02774 0 0.08682 119 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.09it/s] 242/299 6.46G 0.05908 0.02774 0 0.08682 119 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.88it/s] 242/299 6.46G 0.05861 0.02817 0 0.08678 129 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.88it/s] 242/299 6.46G 0.05861 0.02817 0 0.08678 129 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.57it/s] 242/299 6.46G 0.0587 0.02944 0 0.08814 182 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.57it/s] 242/299 6.46G 0.0587 0.02944 0 0.08814 182 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.63it/s] 242/299 6.46G 0.05837 0.0292 0 0.08757 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.63it/s] 242/299 6.46G 0.05837 0.0292 0 0.08757 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.17it/s] 242/299 6.46G 0.05812 0.02992 0 0.08805 155 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.17it/s] 242/299 6.46G 0.05812 0.02992 0 0.08805 155 640: 100%|██████████| 13/13 [00:03<00:00, 2.84it/s] 242/299 6.46G 0.05812 0.02992 0 0.08805 155 640: 100%|██████████| 13/13 [00:03<00:00, 3.87it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.00it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.752 0.529 0.547 0.198
0%| | 0/13 [00:00<?, ?it/s] 243/299 6.46G 0.0591 0.02769 0 0.08679 124 640: 0%| | 0/13 [00:00<?, ?it/s] 243/299 6.46G 0.0591 0.02769 0 0.08679 124 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 243/299 6.46G 0.05445 0.02659 0 0.08104 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.66it/s] 243/299 6.46G 0.05445 0.02659 0 0.08104 115 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 243/299 6.46G 0.05525 0.02804 0 0.08329 134 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 243/299 6.46G 0.05525 0.02804 0 0.08329 134 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 243/299 6.46G 0.05362 0.02823 0 0.08185 128 640: 23%|██▎ | 3/13 [00:00<00:01, 8.13it/s] 243/299 6.46G 0.05362 0.02823 0 0.08185 128 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 243/299 6.46G 0.0544 0.02794 0 0.08234 111 640: 31%|███ | 4/13 [00:00<00:01, 8.34it/s] 243/299 6.46G 0.0544 0.02794 0 0.08234 111 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 243/299 6.46G 0.05533 0.02767 0 0.083 117 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 243/299 6.46G 0.05533 0.02767 0 0.083 117 640: 46%|████▌ | 6/13 [00:00<00:00, 7.96it/s] 243/299 6.46G 0.05461 0.02778 0 0.08239 128 640: 46%|████▌ | 6/13 [00:01<00:00, 7.96it/s] 243/299 6.46G 0.05461 0.02778 0 0.08239 128 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 243/299 6.46G 0.05513 0.02803 0 0.08316 126 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 243/299 6.46G 0.05513 0.02803 0 0.08316 126 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 243/299 6.46G 0.05518 0.02786 0 0.08304 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 243/299 6.46G 0.05518 0.02786 0 0.08304 118 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.21it/s] 243/299 6.46G 0.05588 0.02869 0 0.08458 149 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.21it/s] 243/299 6.46G 0.05588 0.02869 0 0.08458 149 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.83it/s] 243/299 6.46G 0.05649 0.02937 0 0.08585 162 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.83it/s] 243/299 6.46G 0.05649 0.02937 0 0.08585 162 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.58it/s] 243/299 6.46G 0.05678 0.02877 0 0.08555 95 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.58it/s] 243/299 6.46G 0.05678 0.02877 0 0.08555 95 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.37it/s] 243/299 6.46G 0.05645 0.02909 0 0.08553 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.37it/s] 243/299 6.46G 0.05645 0.02909 0 0.08553 126 640: 100%|██████████| 13/13 [00:02<00:00, 5.25it/s] 243/299 6.46G 0.05645 0.02909 0 0.08553 126 640: 100%|██████████| 13/13 [00:02<00:00, 4.63it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.717 0.586 0.576 0.204
0%| | 0/13 [00:00<?, ?it/s] 244/299 6.46G 0.05879 0.02216 0 0.08095 104 640: 0%| | 0/13 [00:00<?, ?it/s] 244/299 6.46G 0.05879 0.02216 0 0.08095 104 640: 8%|▊ | 1/13 [00:00<00:01, 6.87it/s] 244/299 6.46G 0.05908 0.02669 0 0.08577 129 640: 8%|▊ | 1/13 [00:00<00:01, 6.87it/s] 244/299 6.46G 0.05908 0.02669 0 0.08577 129 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 244/299 6.46G 0.0587 0.02765 0 0.08635 133 640: 15%|█▌ | 2/13 [00:00<00:03, 3.03it/s] 244/299 6.46G 0.0587 0.02765 0 0.08635 133 640: 23%|██▎ | 3/13 [00:00<00:02, 4.33it/s] 244/299 6.46G 0.05757 0.02793 0 0.0855 124 640: 23%|██▎ | 3/13 [00:00<00:02, 4.33it/s] 244/299 6.46G 0.05757 0.02793 0 0.0855 124 640: 31%|███ | 4/13 [00:00<00:01, 5.43it/s] 244/299 6.46G 0.05884 0.02734 0 0.08618 107 640: 31%|███ | 4/13 [00:01<00:01, 5.43it/s] 244/299 6.46G 0.05884 0.02734 0 0.08618 107 640: 38%|███▊ | 5/13 [00:01<00:02, 2.93it/s] 244/299 6.46G 0.05871 0.02705 0 0.08576 114 640: 38%|███▊ | 5/13 [00:01<00:02, 2.93it/s] 244/299 6.46G 0.05871 0.02705 0 0.08576 114 640: 46%|████▌ | 6/13 [00:01<00:01, 3.80it/s] 244/299 6.46G 0.05842 0.02562 0 0.08403 75 640: 46%|████▌ | 6/13 [00:01<00:01, 3.80it/s] 244/299 6.46G 0.05842 0.02562 0 0.08403 75 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.67it/s] 244/299 6.46G 0.0589 0.02729 0 0.08619 170 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.67it/s] 244/299 6.46G 0.0589 0.02729 0 0.08619 170 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.50it/s]wandb: Network error resolved after 0:00:11.383233, resuming normal operation.
244/299 6.46G 0.05923 0.02803 0 0.08726 149 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.50it/s] 244/299 6.46G 0.05923 0.02803 0 0.08726 149 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.91it/s] 244/299 6.46G 0.05893 0.02778 0 0.08672 107 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.91it/s] 244/299 6.46G 0.05893 0.02778 0 0.08672 107 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.77it/s] 244/299 6.46G 0.05834 0.02788 0 0.08622 119 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.77it/s] 244/299 6.46G 0.05834 0.02788 0 0.08622 119 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.50it/s] 244/299 6.46G 0.05891 0.027 0 0.08591 74 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.50it/s] 244/299 6.46G 0.05891 0.027 0 0.08591 74 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.29it/s] 244/299 6.46G 0.05898 0.0276 0 0.08658 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.29it/s] 244/299 6.46G 0.05898 0.0276 0 0.08658 140 640: 100%|██████████| 13/13 [00:03<00:00, 3.92it/s] 244/299 6.46G 0.05898 0.0276 0 0.08658 140 640: 100%|██████████| 13/13 [00:03<00:00, 4.00it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.689 0.586 0.589 0.215
0%| | 0/13 [00:00<?, ?it/s] 245/299 6.46G 0.05973 0.02407 0 0.0838 103 640: 0%| | 0/13 [00:00<?, ?it/s] 245/299 6.46G 0.05973 0.02407 0 0.0838 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 245/299 6.46G 0.05996 0.02803 0 0.08799 142 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 245/299 6.46G 0.05996 0.02803 0 0.08799 142 640: 15%|█▌ | 2/13 [00:00<00:01, 8.78it/s] 245/299 6.46G 0.05837 0.02649 0 0.08485 106 640: 15%|█▌ | 2/13 [00:00<00:01, 8.78it/s] 245/299 6.46G 0.05837 0.02649 0 0.08485 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 245/299 6.46G 0.05711 0.02651 0 0.08362 106 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 245/299 6.46G 0.05711 0.02651 0 0.08362 106 640: 31%|███ | 4/13 [00:00<00:01, 7.99it/s]wandb: Network error (ReadTimeout), entering retry loop.
245/299 6.46G 0.05913 0.02744 0 0.08657 127 640: 31%|███ | 4/13 [00:01<00:01, 7.99it/s] 245/299 6.46G 0.05913 0.02744 0 0.08657 127 640: 38%|███▊ | 5/13 [00:01<00:02, 2.95it/s] 245/299 6.46G 0.05857 0.02648 0 0.08505 92 640: 38%|███▊ | 5/13 [00:01<00:02, 2.95it/s] 245/299 6.46G 0.05857 0.02648 0 0.08505 92 640: 46%|████▌ | 6/13 [00:01<00:01, 3.81it/s] 245/299 6.46G 0.05852 0.02727 0 0.08578 143 640: 46%|████▌ | 6/13 [00:01<00:01, 3.81it/s] 245/299 6.46G 0.05852 0.02727 0 0.08578 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.69it/s] 245/299 6.46G 0.05894 0.02745 0 0.08638 124 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.69it/s] 245/299 6.46G 0.05894 0.02745 0 0.08638 124 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.84it/s] 245/299 6.46G 0.05956 0.02663 0 0.08619 89 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.84it/s] 245/299 6.46G 0.05956 0.02663 0 0.08619 89 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.62it/s] 245/299 6.46G 0.05897 0.02691 0 0.08588 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.62it/s] 245/299 6.46G 0.05897 0.02691 0 0.08588 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.44it/s] 245/299 6.46G 0.05827 0.02711 0 0.08538 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.44it/s] 245/299 6.46G 0.05827 0.02711 0 0.08538 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.27it/s] 245/299 6.46G 0.05869 0.02711 0 0.0858 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.27it/s] 245/299 6.46G 0.05869 0.02711 0 0.0858 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.77it/s] 245/299 6.46G 0.05909 0.02745 0 0.08655 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 5.77it/s] 245/299 6.46G 0.05909 0.02745 0 0.08655 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.77it/s] 245/299 6.46G 0.05909 0.02745 0 0.08655 129 640: 100%|██████████| 13/13 [00:03<00:00, 4.30it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.662 0.586 0.545 0.207
0%| | 0/13 [00:00<?, ?it/s] 246/299 6.46G 0.05546 0.01913 0 0.07459 83 640: 0%| | 0/13 [00:00<?, ?it/s] 246/299 6.46G 0.05546 0.01913 0 0.07459 83 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 246/299 6.46G 0.05475 0.0214 0 0.07614 101 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 246/299 6.46G 0.05475 0.0214 0 0.07614 101 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 246/299 6.46G 0.05588 0.0243 0 0.08019 130 640: 15%|█▌ | 2/13 [00:00<00:01, 8.69it/s] 246/299 6.46G 0.05588 0.0243 0 0.08019 130 640: 23%|██▎ | 3/13 [00:00<00:03, 3.24it/s] 246/299 6.46G 0.05462 0.02514 0 0.07976 122 640: 23%|██▎ | 3/13 [00:00<00:03, 3.24it/s] 246/299 6.46G 0.05462 0.02514 0 0.07976 122 640: 31%|███ | 4/13 [00:00<00:02, 4.32it/s] 246/299 6.46G 0.05734 0.02642 0 0.08376 144 640: 31%|███ | 4/13 [00:01<00:02, 4.32it/s] 246/299 6.46G 0.05734 0.02642 0 0.08376 144 640: 38%|███▊ | 5/13 [00:01<00:02, 3.18it/s] 246/299 6.46G 0.0589 0.02574 0 0.08464 103 640: 38%|███▊ | 5/13 [00:01<00:02, 3.18it/s] 246/299 6.46G 0.0589 0.02574 0 0.08464 103 640: 46%|████▌ | 6/13 [00:01<00:01, 4.07it/s] 246/299 6.46G 0.05867 0.0273 0 0.08597 168 640: 46%|████▌ | 6/13 [00:01<00:01, 4.07it/s] 246/299 6.46G 0.05867 0.0273 0 0.08597 168 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.72it/s] 246/299 6.46G 0.05781 0.02714 0 0.08495 110 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.72it/s] 246/299 6.46G 0.05781 0.02714 0 0.08495 110 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.14it/s] 246/299 6.46G 0.05738 0.02693 0 0.08431 104 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.14it/s] 246/299 6.46G 0.05738 0.02693 0 0.08431 104 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.91it/s] 246/299 6.46G 0.05717 0.02858 0 0.08575 179 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.91it/s] 246/299 6.46G 0.05717 0.02858 0 0.08575 179 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.59it/s] 246/299 6.46G 0.05739 0.02857 0 0.08596 134 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.59it/s] 246/299 6.46G 0.05739 0.02857 0 0.08596 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.64it/s] 246/299 6.46G 0.05776 0.02831 0 0.08607 101 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.64it/s] 246/299 6.46G 0.05776 0.02831 0 0.08607 101 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.36it/s] 246/299 6.46G 0.05868 0.02843 0 0.08712 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.36it/s] 246/299 6.46G 0.05868 0.02843 0 0.08712 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.71it/s] 246/299 6.46G 0.05868 0.02843 0 0.08712 118 640: 100%|██████████| 13/13 [00:03<00:00, 4.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.638 0.69 0.613 0.242
0%| | 0/13 [00:00<?, ?it/s] 247/299 6.46G 0.07066 0.02941 0 0.1001 121 640: 0%| | 0/13 [00:00<?, ?it/s] 247/299 6.46G 0.07066 0.02941 0 0.1001 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 247/299 6.46G 0.06569 0.03018 0 0.09587 132 640: 8%|▊ | 1/13 [00:00<00:01, 8.53it/s] 247/299 6.46G 0.06569 0.03018 0 0.09587 132 640: 15%|█▌ | 2/13 [00:00<00:01, 7.53it/s] 247/299 6.46G 0.06001 0.02659 0 0.0866 76 640: 15%|█▌ | 2/13 [00:00<00:01, 7.53it/s] 247/299 6.46G 0.06001 0.02659 0 0.0866 76 640: 23%|██▎ | 3/13 [00:00<00:01, 8.07it/s] 247/299 6.46G 0.05611 0.02649 0 0.08259 110 640: 23%|██▎ | 3/13 [00:00<00:01, 8.07it/s] 247/299 6.46G 0.05611 0.02649 0 0.08259 110 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 247/299 6.46G 0.05602 0.02616 0 0.08218 105 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 247/299 6.46G 0.05602 0.02616 0 0.08218 105 640: 38%|███▊ | 5/13 [00:00<00:00, 8.54it/s] 247/299 6.46G 0.0561 0.02626 0 0.08236 112 640: 38%|███▊ | 5/13 [00:01<00:00, 8.54it/s] 247/299 6.46G 0.0561 0.02626 0 0.08236 112 640: 46%|████▌ | 6/13 [00:01<00:02, 2.35it/s] 247/299 6.46G 0.05538 0.02657 0 0.08195 123 640: 46%|████▌ | 6/13 [00:01<00:02, 2.35it/s] 247/299 6.46G 0.05538 0.02657 0 0.08195 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.09it/s] 247/299 6.46G 0.05496 0.02677 0 0.08173 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.09it/s] 247/299 6.46G 0.05496 0.02677 0 0.08173 123 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.90it/s] 247/299 6.46G 0.05506 0.02699 0 0.08205 117 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.90it/s] 247/299 6.46G 0.05506 0.02699 0 0.08205 117 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.73it/s] 247/299 6.46G 0.05556 0.02782 0 0.08337 149 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.73it/s] 247/299 6.46G 0.05556 0.02782 0 0.08337 149 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.27it/s] 247/299 6.46G 0.05603 0.02753 0 0.08355 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.27it/s] 247/299 6.46G 0.05603 0.02753 0 0.08355 107 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.34it/s] 247/299 6.46G 0.05716 0.0282 0 0.08536 168 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.34it/s] 247/299 6.46G 0.05716 0.0282 0 0.08536 168 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.05it/s] 247/299 6.46G 0.05748 0.02919 0 0.08667 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.05it/s] 247/299 6.46G 0.05748 0.02919 0 0.08667 158 640: 100%|██████████| 13/13 [00:02<00:00, 6.83it/s] 247/299 6.46G 0.05748 0.02919 0 0.08667 158 640: 100%|██████████| 13/13 [00:02<00:00, 5.19it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.683 0.621 0.601 0.223
0%| | 0/13 [00:00<?, ?it/s] 248/299 6.46G 0.05406 0.02008 0 0.07414 81 640: 0%| | 0/13 [00:01<?, ?it/s] 248/299 6.46G 0.05406 0.02008 0 0.07414 81 640: 8%|▊ | 1/13 [00:01<00:14, 1.20s/it] 248/299 6.46G 0.05497 0.02312 0 0.07809 107 640: 8%|▊ | 1/13 [00:01<00:14, 1.20s/it] 248/299 6.46G 0.05497 0.02312 0 0.07809 107 640: 15%|█▌ | 2/13 [00:01<00:06, 1.79it/s] 248/299 6.46G 0.05546 0.02117 0 0.07663 74 640: 15%|█▌ | 2/13 [00:01<00:06, 1.79it/s] 248/299 6.46G 0.05546 0.02117 0 0.07663 74 640: 23%|██▎ | 3/13 [00:01<00:03, 2.81it/s] 248/299 6.46G 0.05506 0.02407 0 0.07914 137 640: 23%|██▎ | 3/13 [00:01<00:03, 2.81it/s] 248/299 6.46G 0.05506 0.02407 0 0.07914 137 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 248/299 6.46G 0.05619 0.02402 0 0.08021 97 640: 31%|███ | 4/13 [00:01<00:02, 3.85it/s] 248/299 6.46G 0.05619 0.02402 0 0.08021 97 640: 38%|███▊ | 5/13 [00:01<00:01, 4.59it/s] 248/299 6.46G 0.05642 0.02414 0 0.08056 114 640: 38%|███▊ | 5/13 [00:01<00:01, 4.59it/s] 248/299 6.46G 0.05642 0.02414 0 0.08056 114 640: 46%|████▌ | 6/13 [00:01<00:01, 5.50it/s] 248/299 6.46G 0.05583 0.02408 0 0.07991 107 640: 46%|████▌ | 6/13 [00:01<00:01, 5.50it/s] 248/299 6.46G 0.05583 0.02408 0 0.07991 107 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.28it/s] 248/299 6.46G 0.05628 0.02434 0 0.08062 110 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.28it/s] 248/299 6.46G 0.05628 0.02434 0 0.08062 110 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.93it/s] 248/299 6.46G 0.05671 0.02397 0 0.08068 88 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.93it/s] 248/299 6.46G 0.05671 0.02397 0 0.08068 88 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.05it/s] 248/299 6.46G 0.05665 0.02458 0 0.08123 137 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.05it/s] 248/299 6.46G 0.05665 0.02458 0 0.08123 137 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.68it/s] 248/299 6.46G 0.05651 0.02468 0 0.0812 104 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.68it/s] 248/299 6.46G 0.05651 0.02468 0 0.0812 104 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.41it/s] 248/299 6.46G 0.05664 0.02484 0 0.08149 124 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.41it/s] 248/299 6.46G 0.05664 0.02484 0 0.08149 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.20it/s] 248/299 6.46G 0.0567 0.02489 0 0.08159 102 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.20it/s] 248/299 6.46G 0.0567 0.02489 0 0.08159 102 640: 100%|██████████| 13/13 [00:03<00:00, 4.86it/s] 248/299 6.46G 0.0567 0.02489 0 0.08159 102 640: 100%|██████████| 13/13 [00:03<00:00, 3.48it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.727 0.552 0.572 0.218
0%| | 0/13 [00:00<?, ?it/s] 249/299 6.46G 0.04825 0.01852 0 0.06676 80 640: 0%| | 0/13 [00:00<?, ?it/s] 249/299 6.46G 0.04825 0.01852 0 0.06676 80 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 249/299 6.46G 0.05603 0.02252 0 0.07856 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 249/299 6.46G 0.05603 0.02252 0 0.07856 117 640: 15%|█▌ | 2/13 [00:00<00:01, 8.75it/s] 249/299 6.46G 0.05622 0.02313 0 0.07935 113 640: 15%|█▌ | 2/13 [00:00<00:01, 8.75it/s] 249/299 6.46G 0.05622 0.02313 0 0.07935 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 249/299 6.46G 0.05525 0.02513 0 0.08038 145 640: 23%|██▎ | 3/13 [00:01<00:01, 8.80it/s] 249/299 6.46G 0.05525 0.02513 0 0.08038 145 640: 31%|███ | 4/13 [00:01<00:03, 2.30it/s] 249/299 6.46G 0.05611 0.02535 0 0.08146 114 640: 31%|███ | 4/13 [00:01<00:03, 2.30it/s] 249/299 6.46G 0.05611 0.02535 0 0.08146 114 640: 38%|███▊ | 5/13 [00:01<00:02, 3.14it/s] 249/299 6.46G 0.05747 0.02603 0 0.0835 130 640: 38%|███▊ | 5/13 [00:01<00:02, 3.14it/s] 249/299 6.46G 0.05747 0.02603 0 0.0835 130 640: 46%|████▌ | 6/13 [00:01<00:01, 4.03it/s] 249/299 6.46G 0.0569 0.02689 0 0.08379 131 640: 46%|████▌ | 6/13 [00:01<00:01, 4.03it/s] 249/299 6.46G 0.0569 0.02689 0 0.08379 131 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.90it/s] 249/299 6.46G 0.05738 0.02774 0 0.08512 143 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.90it/s] 249/299 6.46G 0.05738 0.02774 0 0.08512 143 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.37it/s] 249/299 6.46G 0.05825 0.02759 0 0.08583 107 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.37it/s] 249/299 6.46G 0.05825 0.02759 0 0.08583 107 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.11it/s] 249/299 6.46G 0.05831 0.02711 0 0.08542 105 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.11it/s] 249/299 6.46G 0.05831 0.02711 0 0.08542 105 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.75it/s] 249/299 6.46G 0.05901 0.028 0 0.08701 159 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.75it/s] 249/299 6.46G 0.05901 0.028 0 0.08701 159 640: 85%|████████▍ | 11/13 [00:02<00:00, 7.29it/s] 249/299 6.46G 0.05968 0.02889 0 0.08857 178 640: 85%|████████▍ | 11/13 [00:03<00:00, 7.29it/s] 249/299 6.46G 0.05968 0.02889 0 0.08857 178 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.06it/s] 249/299 6.46G 0.06014 0.03057 0 0.09071 200 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.06it/s] 249/299 6.46G 0.06014 0.03057 0 0.09071 200 640: 100%|██████████| 13/13 [00:03<00:00, 2.71it/s] 249/299 6.46G 0.06014 0.03057 0 0.09071 200 640: 100%|██████████| 13/13 [00:03<00:00, 3.74it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.618 0.632 0.566 0.228
0%| | 0/13 [00:00<?, ?it/s] 250/299 6.46G 0.06142 0.02772 0 0.08914 125 640: 0%| | 0/13 [00:00<?, ?it/s] 250/299 6.46G 0.06142 0.02772 0 0.08914 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 250/299 6.46G 0.06167 0.02713 0 0.0888 117 640: 8%|▊ | 1/13 [00:00<00:01, 8.65it/s] 250/299 6.46G 0.06167 0.02713 0 0.0888 117 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 250/299 6.46G 0.05887 0.02615 0 0.08501 116 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 250/299 6.46G 0.05887 0.02615 0 0.08501 116 640: 23%|██▎ | 3/13 [00:00<00:01, 7.90it/s] 250/299 6.46G 0.05861 0.02576 0 0.08437 102 640: 23%|██▎ | 3/13 [00:00<00:01, 7.90it/s] 250/299 6.46G 0.05861 0.02576 0 0.08437 102 640: 31%|███ | 4/13 [00:00<00:01, 8.24it/s] 250/299 6.46G 0.05884 0.02634 0 0.08518 125 640: 31%|███ | 4/13 [00:00<00:01, 8.24it/s] 250/299 6.46G 0.05884 0.02634 0 0.08518 125 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 250/299 6.46G 0.05778 0.02638 0 0.08416 106 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 250/299 6.46G 0.05778 0.02638 0 0.08416 106 640: 46%|████▌ | 6/13 [00:00<00:00, 8.55it/s] 250/299 6.46G 0.05651 0.02631 0 0.08282 100 640: 46%|████▌ | 6/13 [00:01<00:00, 8.55it/s] 250/299 6.46G 0.05651 0.02631 0 0.08282 100 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.29it/s] 250/299 6.46G 0.05651 0.02676 0 0.08326 129 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.29it/s] 250/299 6.46G 0.05651 0.02676 0 0.08326 129 640: 62%|██████▏ | 8/13 [00:01<00:01, 2.99it/s] 250/299 6.46G 0.0572 0.02703 0 0.08422 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.99it/s] 250/299 6.46G 0.0572 0.02703 0 0.08422 127 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.40it/s] 250/299 6.46G 0.05788 0.02723 0 0.08511 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.40it/s] 250/299 6.46G 0.05788 0.02723 0 0.08511 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.20it/s] 250/299 6.46G 0.05877 0.02795 0 0.08672 157 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.20it/s] 250/299 6.46G 0.05877 0.02795 0 0.08672 157 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.80it/s] 250/299 6.46G 0.05914 0.0284 0 0.08753 145 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.80it/s] 250/299 6.46G 0.05914 0.0284 0 0.08753 145 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.80it/s] 250/299 6.46G 0.05931 0.02885 0 0.08817 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.80it/s] 250/299 6.46G 0.05931 0.02885 0 0.08817 131 640: 100%|██████████| 13/13 [00:02<00:00, 5.64it/s] 250/299 6.46G 0.05931 0.02885 0 0.08817 131 640: 100%|██████████| 13/13 [00:02<00:00, 4.82it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.697 0.609 0.576 0.226
0%| | 0/13 [00:00<?, ?it/s] 251/299 6.46G 0.06108 0.02399 0 0.08507 109 640: 0%| | 0/13 [00:00<?, ?it/s] 251/299 6.46G 0.06108 0.02399 0 0.08507 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 251/299 6.46G 0.06359 0.02701 0 0.0906 138 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 251/299 6.46G 0.06359 0.02701 0 0.0906 138 640: 15%|█▌ | 2/13 [00:00<00:05, 2.11it/s] 251/299 6.46G 0.06135 0.02896 0 0.09031 138 640: 15%|█▌ | 2/13 [00:00<00:05, 2.11it/s] 251/299 6.46G 0.06135 0.02896 0 0.09031 138 640: 23%|██▎ | 3/13 [00:00<00:03, 3.22it/s] 251/299 6.46G 0.05993 0.02857 0 0.08849 132 640: 23%|██▎ | 3/13 [00:01<00:03, 3.22it/s] 251/299 6.46G 0.05993 0.02857 0 0.08849 132 640: 31%|███ | 4/13 [00:01<00:02, 4.30it/s] 251/299 6.46G 0.05957 0.02831 0 0.08788 113 640: 31%|███ | 4/13 [00:01<00:02, 4.30it/s] 251/299 6.46G 0.05957 0.02831 0 0.08788 113 640: 38%|███▊ | 5/13 [00:01<00:01, 5.28it/s] 251/299 6.46G 0.05834 0.02691 0 0.08524 83 640: 38%|███▊ | 5/13 [00:01<00:01, 5.28it/s] 251/299 6.46G 0.05834 0.02691 0 0.08524 83 640: 46%|████▌ | 6/13 [00:01<00:01, 5.75it/s] 251/299 6.46G 0.05783 0.02809 0 0.08592 150 640: 46%|████▌ | 6/13 [00:01<00:01, 5.75it/s] 251/299 6.46G 0.05783 0.02809 0 0.08592 150 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.90it/s] 251/299 6.46G 0.05897 0.02829 0 0.08726 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.90it/s] 251/299 6.46G 0.05897 0.02829 0 0.08726 145 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.75it/s] 251/299 6.46G 0.06031 0.02813 0 0.08844 112 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.75it/s] 251/299 6.46G 0.06031 0.02813 0 0.08844 112 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.56it/s] 251/299 6.46G 0.05973 0.02806 0 0.08779 124 640: 69%|██████▉ | 9/13 [00:03<00:00, 5.56it/s] 251/299 6.46G 0.05973 0.02806 0 0.08779 124 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.23it/s] 251/299 6.46G 0.0592 0.02781 0 0.08702 105 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.23it/s] 251/299 6.46G 0.0592 0.02781 0 0.08702 105 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.89it/s] 251/299 6.46G 0.05905 0.02789 0 0.08694 124 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.89it/s] 251/299 6.46G 0.05905 0.02789 0 0.08694 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.64it/s] 251/299 6.46G 0.05877 0.02816 0 0.08693 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.64it/s] 251/299 6.46G 0.05877 0.02816 0 0.08693 124 640: 100%|██████████| 13/13 [00:03<00:00, 4.49it/s] 251/299 6.46G 0.05877 0.02816 0 0.08693 124 640: 100%|██████████| 13/13 [00:03<00:00, 3.88it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.716 0.607 0.586 0.224
0%| | 0/13 [00:00<?, ?it/s] 252/299 6.46G 0.05769 0.0204 0 0.07809 96 640: 0%| | 0/13 [00:00<?, ?it/s] 252/299 6.46G 0.05769 0.0204 0 0.07809 96 640: 8%|▊ | 1/13 [00:00<00:01, 7.00it/s] 252/299 6.46G 0.0567 0.02061 0 0.07731 91 640: 8%|▊ | 1/13 [00:00<00:01, 7.00it/s] 252/299 6.46G 0.0567 0.02061 0 0.07731 91 640: 15%|█▌ | 2/13 [00:00<00:02, 4.52it/s] 252/299 6.46G 0.05268 0.01928 0 0.07196 72 640: 15%|█▌ | 2/13 [00:00<00:02, 4.52it/s] 252/299 6.46G 0.05268 0.01928 0 0.07196 72 640: 23%|██▎ | 3/13 [00:00<00:01, 5.82it/s] 252/299 6.46G 0.05372 0.02301 0 0.07673 160 640: 23%|██▎ | 3/13 [00:00<00:01, 5.82it/s] 252/299 6.46G 0.05372 0.02301 0 0.07673 160 640: 31%|███ | 4/13 [00:00<00:01, 6.74it/s] 252/299 6.46G 0.05578 0.02339 0 0.07918 102 640: 31%|███ | 4/13 [00:01<00:01, 6.74it/s] 252/299 6.46G 0.05578 0.02339 0 0.07918 102 640: 38%|███▊ | 5/13 [00:01<00:03, 2.59it/s] 252/299 6.46G 0.05475 0.02242 0 0.07717 74 640: 38%|███▊ | 5/13 [00:01<00:03, 2.59it/s] 252/299 6.46G 0.05475 0.02242 0 0.07717 74 640: 46%|████▌ | 6/13 [00:01<00:02, 3.41it/s] 252/299 6.46G 0.05581 0.02401 0 0.07982 151 640: 46%|████▌ | 6/13 [00:01<00:02, 3.41it/s] 252/299 6.46G 0.05581 0.02401 0 0.07982 151 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.27it/s] 252/299 6.46G 0.05542 0.02444 0 0.07986 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.27it/s] 252/299 6.46G 0.05542 0.02444 0 0.07986 123 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.11it/s] 252/299 6.46G 0.0558 0.0248 0 0.0806 120 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.11it/s] 252/299 6.46G 0.0558 0.0248 0 0.0806 120 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.56it/s] 252/299 6.46G 0.05574 0.02493 0 0.08067 113 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.56it/s] 252/299 6.46G 0.05574 0.02493 0 0.08067 113 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.33it/s] 252/299 6.46G 0.05574 0.0247 0 0.08044 96 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.33it/s] 252/299 6.46G 0.05574 0.0247 0 0.08044 96 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.11it/s] 252/299 6.46G 0.0555 0.02455 0 0.08005 104 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.11it/s] 252/299 6.46G 0.0555 0.02455 0 0.08005 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.92it/s] 252/299 6.46G 0.05527 0.02557 0 0.08085 147 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.92it/s] 252/299 6.46G 0.05527 0.02557 0 0.08085 147 640: 100%|██████████| 13/13 [00:03<00:00, 3.16it/s] 252/299 6.46G 0.05527 0.02557 0 0.08085 147 640: 100%|██████████| 13/13 [00:03<00:00, 3.93it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.637 0.632 0.576 0.226
0%| | 0/13 [00:00<?, ?it/s] 253/299 6.46G 0.0514 0.01683 0 0.06823 75 640: 0%| | 0/13 [00:00<?, ?it/s] 253/299 6.46G 0.0514 0.01683 0 0.06823 75 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 253/299 6.46G 0.05846 0.02313 0 0.08159 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.49it/s] 253/299 6.46G 0.05846 0.02313 0 0.08159 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 253/299 6.46G 0.05494 0.02344 0 0.07838 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.70it/s] 253/299 6.46G 0.05494 0.02344 0 0.07838 107 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 253/299 6.46G 0.05637 0.02598 0 0.08235 150 640: 23%|██▎ | 3/13 [00:00<00:01, 8.77it/s] 253/299 6.46G 0.05637 0.02598 0 0.08235 150 640: 31%|███ | 4/13 [00:00<00:01, 7.87it/s] 253/299 6.46G 0.05881 0.02605 0 0.08486 114 640: 31%|███ | 4/13 [00:00<00:01, 7.87it/s] 253/299 6.46G 0.05881 0.02605 0 0.08486 114 640: 38%|███▊ | 5/13 [00:00<00:02, 3.83it/s] 253/299 6.46G 0.05693 0.02475 0 0.08169 76 640: 38%|███▊ | 5/13 [00:01<00:02, 3.83it/s] 253/299 6.46G 0.05693 0.02475 0 0.08169 76 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 253/299 6.46G 0.05796 0.0258 0 0.08377 141 640: 46%|████▌ | 6/13 [00:01<00:01, 4.75it/s] 253/299 6.46G 0.05796 0.0258 0 0.08377 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.60it/s] 253/299 6.46G 0.05687 0.02515 0 0.08202 91 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.60it/s] 253/299 6.46G 0.05687 0.02515 0 0.08202 91 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.38it/s] 253/299 6.46G 0.05722 0.0255 0 0.08272 125 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.38it/s] 253/299 6.46G 0.05722 0.0255 0 0.08272 125 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.21it/s] 253/299 6.46G 0.0573 0.02639 0 0.08369 148 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.21it/s] 253/299 6.46G 0.0573 0.02639 0 0.08369 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.22it/s] 253/299 6.46G 0.05745 0.02615 0 0.0836 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.22it/s] 253/299 6.46G 0.05745 0.02615 0 0.0836 105 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.00it/s] 253/299 6.46G 0.05734 0.02641 0 0.08375 115 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.00it/s] 253/299 6.46G 0.05734 0.02641 0 0.08375 115 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.60it/s] 253/299 6.46G 0.05726 0.02694 0 0.0842 136 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.60it/s] 253/299 6.46G 0.05726 0.02694 0 0.0842 136 640: 100%|██████████| 13/13 [00:02<00:00, 4.59it/s] 253/299 6.46G 0.05726 0.02694 0 0.0842 136 640: 100%|██████████| 13/13 [00:02<00:00, 4.61it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.581 0.655 0.573 0.208
0%| | 0/13 [00:00<?, ?it/s] 254/299 6.46G 0.06588 0.03396 0 0.09984 152 640: 0%| | 0/13 [00:00<?, ?it/s] 254/299 6.46G 0.06588 0.03396 0 0.09984 152 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 254/299 6.46G 0.0628 0.03298 0 0.09578 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 254/299 6.46G 0.0628 0.03298 0 0.09578 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 254/299 6.46G 0.06258 0.02942 0 0.092 99 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 254/299 6.46G 0.06258 0.02942 0 0.092 99 640: 23%|██▎ | 3/13 [00:00<00:02, 3.57it/s] 254/299 6.46G 0.0604 0.03027 0 0.09067 151 640: 23%|██▎ | 3/13 [00:00<00:02, 3.57it/s] 254/299 6.46G 0.0604 0.03027 0 0.09067 151 640: 31%|███ | 4/13 [00:00<00:01, 4.67it/s] 254/299 6.46G 0.06141 0.02918 0 0.09059 100 640: 31%|███ | 4/13 [00:01<00:01, 4.67it/s] 254/299 6.46G 0.06141 0.02918 0 0.09059 100 640: 38%|███▊ | 5/13 [00:01<00:02, 3.30it/s] 254/299 6.46G 0.06046 0.02754 0 0.088 80 640: 38%|███▊ | 5/13 [00:01<00:02, 3.30it/s] 254/299 6.46G 0.06046 0.02754 0 0.088 80 640: 46%|████▌ | 6/13 [00:01<00:01, 4.19it/s] 254/299 6.46G 0.059 0.02907 0 0.08806 165 640: 46%|████▌ | 6/13 [00:01<00:01, 4.19it/s] 254/299 6.46G 0.059 0.02907 0 0.08806 165 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.84it/s] 254/299 6.46G 0.05889 0.02904 0 0.08793 122 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.84it/s] 254/299 6.46G 0.05889 0.02904 0 0.08793 122 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.02it/s] 254/299 6.46G 0.05994 0.02872 0 0.08865 109 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.02it/s] 254/299 6.46G 0.05994 0.02872 0 0.08865 109 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.81it/s] 254/299 6.46G 0.05934 0.02858 0 0.08793 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.81it/s] 254/299 6.46G 0.05934 0.02858 0 0.08793 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.62it/s] 254/299 6.46G 0.05943 0.02813 0 0.08756 109 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.62it/s] 254/299 6.46G 0.05943 0.02813 0 0.08756 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.49it/s] 254/299 6.46G 0.05921 0.02791 0 0.08711 109 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.49it/s] 254/299 6.46G 0.05921 0.02791 0 0.08711 109 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.28it/s] 254/299 6.46G 0.05939 0.02847 0 0.08787 141 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.28it/s] 254/299 6.46G 0.05939 0.02847 0 0.08787 141 640: 100%|██████████| 13/13 [00:03<00:00, 4.75it/s] 254/299 6.46G 0.05939 0.02847 0 0.08787 141 640: 100%|██████████| 13/13 [00:03<00:00, 4.23it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.712 0.598 0.562 0.206
0%| | 0/13 [00:00<?, ?it/s] 255/299 6.46G 0.06255 0.0226 0 0.08514 96 640: 0%| | 0/13 [00:00<?, ?it/s] 255/299 6.46G 0.06255 0.0226 0 0.08514 96 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 255/299 6.46G 0.06097 0.02439 0 0.08537 118 640: 8%|▊ | 1/13 [00:00<00:01, 8.56it/s] 255/299 6.46G 0.06097 0.02439 0 0.08537 118 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 255/299 6.46G 0.05944 0.02614 0 0.08558 125 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 255/299 6.46G 0.05944 0.02614 0 0.08558 125 640: 23%|██▎ | 3/13 [00:00<00:03, 3.24it/s] 255/299 6.46G 0.05733 0.02775 0 0.08508 150 640: 23%|██▎ | 3/13 [00:00<00:03, 3.24it/s] 255/299 6.46G 0.05733 0.02775 0 0.08508 150 640: 31%|███ | 4/13 [00:00<00:02, 4.30it/s] 255/299 6.46G 0.05604 0.0269 0 0.08294 105 640: 31%|███ | 4/13 [00:01<00:02, 4.30it/s] 255/299 6.46G 0.05604 0.0269 0 0.08294 105 640: 38%|███▊ | 5/13 [00:01<00:01, 5.28it/s] 255/299 6.46G 0.05606 0.02614 0 0.08221 98 640: 38%|███▊ | 5/13 [00:01<00:01, 5.28it/s] 255/299 6.46G 0.05606 0.02614 0 0.08221 98 640: 46%|████▌ | 6/13 [00:01<00:02, 2.34it/s] 255/299 6.46G 0.05563 0.02719 0 0.08283 156 640: 46%|████▌ | 6/13 [00:02<00:02, 2.34it/s] 255/299 6.46G 0.05563 0.02719 0 0.08283 156 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.08it/s] 255/299 6.46G 0.05528 0.02688 0 0.08216 107 640: 54%|█████▍ | 7/13 [00:02<00:01, 3.08it/s] 255/299 6.46G 0.05528 0.02688 0 0.08216 107 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.89it/s] 255/299 6.46G 0.05592 0.02684 0 0.08276 118 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.89it/s] 255/299 6.46G 0.05592 0.02684 0 0.08276 118 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.71it/s] 255/299 6.46G 0.05593 0.02638 0 0.08231 102 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.71it/s] 255/299 6.46G 0.05593 0.02638 0 0.08231 102 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.24it/s] 255/299 6.46G 0.05637 0.02622 0 0.08259 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.24it/s] 255/299 6.46G 0.05637 0.02622 0 0.08259 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.55it/s] 255/299 6.46G 0.05656 0.02665 0 0.08321 129 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.55it/s] 255/299 6.46G 0.05656 0.02665 0 0.08321 129 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.34it/s] 255/299 6.46G 0.05697 0.02753 0 0.08449 157 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.34it/s] 255/299 6.46G 0.05697 0.02753 0 0.08449 157 640: 100%|██████████| 13/13 [00:03<00:00, 5.21it/s] 255/299 6.46G 0.05697 0.02753 0 0.08449 157 640: 100%|██████████| 13/13 [00:03<00:00, 4.22it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.743 0.598 0.584 0.197
0%| | 0/13 [00:00<?, ?it/s] 256/299 6.46G 0.05858 0.02526 0 0.08384 104 640: 0%| | 0/13 [00:00<?, ?it/s] 256/299 6.46G 0.05858 0.02526 0 0.08384 104 640: 8%|▊ | 1/13 [00:00<00:06, 1.77it/s] 256/299 6.46G 0.05799 0.02773 0 0.08572 132 640: 8%|▊ | 1/13 [00:00<00:06, 1.77it/s] 256/299 6.46G 0.05799 0.02773 0 0.08572 132 640: 15%|█▌ | 2/13 [00:00<00:03, 3.34it/s] 256/299 6.46G 0.05716 0.02476 0 0.08191 89 640: 15%|█▌ | 2/13 [00:00<00:03, 3.34it/s] 256/299 6.46G 0.05716 0.02476 0 0.08191 89 640: 23%|██▎ | 3/13 [00:00<00:02, 4.68it/s] 256/299 6.46G 0.05935 0.02764 0 0.08699 164 640: 23%|██▎ | 3/13 [00:00<00:02, 4.68it/s] 256/299 6.46G 0.05935 0.02764 0 0.08699 164 640: 31%|███ | 4/13 [00:00<00:01, 5.76it/s] 256/299 6.46G 0.05979 0.02757 0 0.08735 116 640: 31%|███ | 4/13 [00:01<00:01, 5.76it/s] 256/299 6.46G 0.05979 0.02757 0 0.08735 116 640: 38%|███▊ | 5/13 [00:01<00:01, 6.18it/s] 256/299 6.46G 0.06022 0.02809 0 0.08831 137 640: 38%|███▊ | 5/13 [00:01<00:01, 6.18it/s] 256/299 6.46G 0.06022 0.02809 0 0.08831 137 640: 46%|████▌ | 6/13 [00:01<00:01, 3.72it/s] 256/299 6.46G 0.06001 0.02816 0 0.08818 128 640: 46%|████▌ | 6/13 [00:01<00:01, 3.72it/s] 256/299 6.46G 0.06001 0.02816 0 0.08818 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.59it/s] 256/299 6.46G 0.06136 0.02861 0 0.08997 135 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.59it/s] 256/299 6.46G 0.06136 0.02861 0 0.08997 135 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.42it/s] 256/299 6.46G 0.06105 0.02822 0 0.08927 113 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.42it/s] 256/299 6.46G 0.06105 0.02822 0 0.08927 113 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.05it/s] 256/299 6.46G 0.06022 0.02828 0 0.08851 133 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.05it/s] 256/299 6.46G 0.06022 0.02828 0 0.08851 133 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.68it/s] 256/299 6.46G 0.05948 0.02835 0 0.08783 135 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.68it/s] 256/299 6.46G 0.05948 0.02835 0 0.08783 135 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.40it/s] 256/299 6.46G 0.05915 0.02866 0 0.08781 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.40it/s] 256/299 6.46G 0.05915 0.02866 0 0.08781 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.18it/s] 256/299 6.46G 0.05877 0.02855 0 0.08732 114 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.18it/s] 256/299 6.46G 0.05877 0.02855 0 0.08732 114 640: 100%|██████████| 13/13 [00:03<00:00, 4.80it/s] 256/299 6.46G 0.05877 0.02855 0 0.08732 114 640: 100%|██████████| 13/13 [00:03<00:00, 3.84it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.768 0.575 0.607 0.227
0%| | 0/13 [00:00<?, ?it/s] 257/299 6.46G 0.05871 0.02236 0 0.08107 94 640: 0%| | 0/13 [00:00<?, ?it/s] 257/299 6.46G 0.05871 0.02236 0 0.08107 94 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 257/299 6.46G 0.05565 0.02408 0 0.07972 107 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 257/299 6.46G 0.05565 0.02408 0 0.07972 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.75it/s] 257/299 6.46G 0.05495 0.02551 0 0.08046 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.75it/s] 257/299 6.46G 0.05495 0.02551 0 0.08046 125 640: 23%|██▎ | 3/13 [00:00<00:01, 8.79it/s] 257/299 6.46G 0.05599 0.02655 0 0.08254 140 640: 23%|██▎ | 3/13 [00:01<00:01, 8.79it/s] 257/299 6.46G 0.05599 0.02655 0 0.08254 140 640: 31%|███ | 4/13 [00:01<00:03, 2.42it/s] 257/299 6.46G 0.05709 0.02892 0 0.08601 158 640: 31%|███ | 4/13 [00:01<00:03, 2.42it/s] 257/299 6.46G 0.05709 0.02892 0 0.08601 158 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 257/299 6.46G 0.05695 0.02816 0 0.08511 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 257/299 6.46G 0.05695 0.02816 0 0.08511 118 640: 46%|████▌ | 6/13 [00:01<00:01, 4.17it/s] 257/299 6.46G 0.05674 0.02885 0 0.08559 141 640: 46%|████▌ | 6/13 [00:01<00:01, 4.17it/s] 257/299 6.46G 0.05674 0.02885 0 0.08559 141 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.02it/s] 257/299 6.46G 0.05675 0.02872 0 0.08547 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.02it/s] 257/299 6.46G 0.05675 0.02872 0 0.08547 124 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.52it/s] 257/299 6.46G 0.05692 0.02799 0 0.08491 101 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.52it/s] 257/299 6.46G 0.05692 0.02799 0 0.08491 101 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.22it/s] 257/299 6.46G 0.05683 0.02933 0 0.08616 180 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.22it/s] 257/299 6.46G 0.05683 0.02933 0 0.08616 180 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.97it/s] 257/299 6.46G 0.05736 0.0295 0 0.08686 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.97it/s] 257/299 6.46G 0.05736 0.0295 0 0.08686 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.64it/s] 257/299 6.46G 0.05754 0.02978 0 0.08733 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.64it/s] 257/299 6.46G 0.05754 0.02978 0 0.08733 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.14it/s] 257/299 6.46G 0.05693 0.02959 0 0.08652 106 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.14it/s] 257/299 6.46G 0.05693 0.02959 0 0.08652 106 640: 100%|██████████| 13/13 [00:03<00:00, 2.81it/s] 257/299 6.46G 0.05693 0.02959 0 0.08652 106 640: 100%|██████████| 13/13 [00:03<00:00, 3.79it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.749 0.586 0.544 0.203
0%| | 0/13 [00:00<?, ?it/s] 258/299 6.46G 0.06343 0.03004 0 0.09347 128 640: 0%| | 0/13 [00:00<?, ?it/s] 258/299 6.46G 0.06343 0.03004 0 0.09347 128 640: 8%|▊ | 1/13 [00:00<00:01, 8.46it/s] 258/299 6.46G 0.06226 0.03244 0 0.0947 147 640: 8%|▊ | 1/13 [00:00<00:01, 8.46it/s] 258/299 6.46G 0.06226 0.03244 0 0.0947 147 640: 15%|█▌ | 2/13 [00:00<00:01, 8.67it/s] 258/299 6.46G 0.06005 0.02959 0 0.08964 102 640: 15%|█▌ | 2/13 [00:00<00:01, 8.67it/s] 258/299 6.46G 0.06005 0.02959 0 0.08964 102 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 258/299 6.46G 0.05818 0.02891 0 0.08708 129 640: 23%|██▎ | 3/13 [00:00<00:01, 7.80it/s] 258/299 6.46G 0.05818 0.02891 0 0.08708 129 640: 31%|███ | 4/13 [00:00<00:01, 8.20it/s] 258/299 6.46G 0.05844 0.02857 0 0.08701 125 640: 31%|███ | 4/13 [00:00<00:01, 8.20it/s] 258/299 6.46G 0.05844 0.02857 0 0.08701 125 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 258/299 6.46G 0.05806 0.02887 0 0.08693 127 640: 38%|███▊ | 5/13 [00:00<00:00, 8.41it/s] 258/299 6.46G 0.05806 0.02887 0 0.08693 127 640: 46%|████▌ | 6/13 [00:00<00:00, 8.56it/s] 258/299 6.46G 0.05722 0.03029 0 0.08751 166 640: 46%|████▌ | 6/13 [00:01<00:00, 8.56it/s] 258/299 6.46G 0.05722 0.03029 0 0.08751 166 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 258/299 6.46G 0.05725 0.02892 0 0.08617 86 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 258/299 6.46G 0.05725 0.02892 0 0.08617 86 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 258/299 6.46G 0.0571 0.0283 0 0.08539 99 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 258/299 6.46G 0.0571 0.0283 0 0.08539 99 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.21it/s] 258/299 6.46G 0.05763 0.02844 0 0.08607 119 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.21it/s] 258/299 6.46G 0.05763 0.02844 0 0.08607 119 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.02it/s] 258/299 6.46G 0.05801 0.02908 0 0.08709 153 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.02it/s] 258/299 6.46G 0.05801 0.02908 0 0.08709 153 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.48it/s] 258/299 6.46G 0.05767 0.02897 0 0.08663 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.48it/s] 258/299 6.46G 0.05767 0.02897 0 0.08663 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.21it/s] 258/299 6.46G 0.05726 0.02936 0 0.08662 131 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.21it/s] 258/299 6.46G 0.05726 0.02936 0 0.08662 131 640: 100%|██████████| 13/13 [00:02<00:00, 6.97it/s] 258/299 6.46G 0.05726 0.02936 0 0.08662 131 640: 100%|██████████| 13/13 [00:02<00:00, 5.57it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.74 0.62 0.589 0.22
0%| | 0/13 [00:00<?, ?it/s] 259/299 6.46G 0.05745 0.02471 0 0.08217 104 640: 0%| | 0/13 [00:00<?, ?it/s] 259/299 6.46G 0.05745 0.02471 0 0.08217 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.63it/s] 259/299 6.46G 0.05732 0.02612 0 0.08344 118 640: 8%|▊ | 1/13 [00:01<00:01, 8.63it/s] 259/299 6.46G 0.05732 0.02612 0 0.08344 118 640: 15%|█▌ | 2/13 [00:01<00:07, 1.44it/s] 259/299 6.46G 0.0564 0.02561 0 0.08201 108 640: 15%|█▌ | 2/13 [00:01<00:07, 1.44it/s] 259/299 6.46G 0.0564 0.02561 0 0.08201 108 640: 23%|██▎ | 3/13 [00:01<00:04, 2.34it/s] 259/299 6.46G 0.05574 0.02557 0 0.08132 110 640: 23%|██▎ | 3/13 [00:01<00:04, 2.34it/s] 259/299 6.46G 0.05574 0.02557 0 0.08132 110 640: 31%|███ | 4/13 [00:01<00:02, 3.30it/s] 259/299 6.46G 0.05651 0.02764 0 0.08415 157 640: 31%|███ | 4/13 [00:01<00:02, 3.30it/s] 259/299 6.46G 0.05651 0.02764 0 0.08415 157 640: 38%|███▊ | 5/13 [00:01<00:01, 4.26it/s] 259/299 6.46G 0.05602 0.02595 0 0.08197 85 640: 38%|███▊ | 5/13 [00:01<00:01, 4.26it/s] 259/299 6.46G 0.05602 0.02595 0 0.08197 85 640: 46%|████▌ | 6/13 [00:01<00:01, 4.92it/s] 259/299 6.46G 0.05611 0.02747 0 0.08358 165 640: 46%|████▌ | 6/13 [00:01<00:01, 4.92it/s] 259/299 6.46G 0.05611 0.02747 0 0.08358 165 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.76it/s] 259/299 6.46G 0.05548 0.02701 0 0.0825 114 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.76it/s] 259/299 6.46G 0.05548 0.02701 0 0.0825 114 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.49it/s] 259/299 6.46G 0.05569 0.02764 0 0.08333 141 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.49it/s] 259/299 6.46G 0.05569 0.02764 0 0.08333 141 640: 69%|██████▉ | 9/13 [00:02<00:00, 7.08it/s] 259/299 6.46G 0.05615 0.02828 0 0.08443 155 640: 69%|██████▉ | 9/13 [00:03<00:00, 7.08it/s] 259/299 6.46G 0.05615 0.02828 0 0.08443 155 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.07it/s] 259/299 6.46G 0.05617 0.02793 0 0.0841 99 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.07it/s] 259/299 6.46G 0.05617 0.02793 0 0.0841 99 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.70it/s] 259/299 6.46G 0.0567 0.0281 0 0.0848 134 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.70it/s] 259/299 6.46G 0.0567 0.0281 0 0.0848 134 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.43it/s] 259/299 6.46G 0.05674 0.02847 0 0.08521 123 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.43it/s] 259/299 6.46G 0.05674 0.02847 0 0.08521 123 640: 100%|██████████| 13/13 [00:03<00:00, 4.27it/s] 259/299 6.46G 0.05674 0.02847 0 0.08521 123 640: 100%|██████████| 13/13 [00:03<00:00, 3.60it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.659 0.667 0.57 0.199
0%| | 0/13 [00:00<?, ?it/s] 260/299 6.46G 0.06458 0.02391 0 0.08848 107 640: 0%| | 0/13 [00:00<?, ?it/s] 260/299 6.46G 0.06458 0.02391 0 0.08848 107 640: 8%|▊ | 1/13 [00:00<00:01, 6.87it/s] 260/299 6.46G 0.06231 0.02551 0 0.08782 128 640: 8%|▊ | 1/13 [00:00<00:01, 6.87it/s] 260/299 6.46G 0.06231 0.02551 0 0.08782 128 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 260/299 6.46G 0.05783 0.02369 0 0.08152 92 640: 15%|█▌ | 2/13 [00:00<00:01, 7.91it/s] 260/299 6.46G 0.05783 0.02369 0 0.08152 92 640: 23%|██▎ | 3/13 [00:00<00:01, 8.41it/s] 260/299 6.46G 0.05608 0.02484 0 0.08092 136 640: 23%|██▎ | 3/13 [00:00<00:01, 8.41it/s] 260/299 6.46G 0.05608 0.02484 0 0.08092 136 640: 31%|███ | 4/13 [00:00<00:01, 8.57it/s] 260/299 6.46G 0.05575 0.02485 0 0.0806 108 640: 31%|███ | 4/13 [00:01<00:01, 8.57it/s] 260/299 6.46G 0.05575 0.02485 0 0.0806 108 640: 38%|███▊ | 5/13 [00:01<00:03, 2.41it/s] 260/299 6.46G 0.05695 0.02521 0 0.08215 122 640: 38%|███▊ | 5/13 [00:01<00:03, 2.41it/s] 260/299 6.46G 0.05695 0.02521 0 0.08215 122 640: 46%|████▌ | 6/13 [00:01<00:02, 3.20it/s] 260/299 6.46G 0.0573 0.02636 0 0.08366 142 640: 46%|████▌ | 6/13 [00:01<00:02, 3.20it/s] 260/299 6.46G 0.0573 0.02636 0 0.08366 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 260/299 6.46G 0.05699 0.02625 0 0.08324 107 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 260/299 6.46G 0.05699 0.02625 0 0.08324 107 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.89it/s] 260/299 6.46G 0.05795 0.02641 0 0.08436 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.89it/s] 260/299 6.46G 0.05795 0.02641 0 0.08436 124 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.41it/s] 260/299 6.46G 0.05728 0.02632 0 0.0836 115 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.41it/s] 260/299 6.46G 0.05728 0.02632 0 0.0836 115 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.15it/s] 260/299 6.46G 0.0573 0.02662 0 0.08392 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.15it/s] 260/299 6.46G 0.0573 0.02662 0 0.08392 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.91it/s] 260/299 6.46G 0.05728 0.02673 0 0.08401 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.91it/s] 260/299 6.46G 0.05728 0.02673 0 0.08401 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.58it/s] 260/299 6.46G 0.0581 0.02781 0 0.08591 160 640: 92%|█████████▏| 12/13 [00:03<00:00, 6.58it/s] 260/299 6.46G 0.0581 0.02781 0 0.08591 160 640: 100%|██████████| 13/13 [00:03<00:00, 2.66it/s] 260/299 6.46G 0.0581 0.02781 0 0.08591 160 640: 100%|██████████| 13/13 [00:03<00:00, 4.02it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.655 0.632 0.57 0.202
0%| | 0/13 [00:00<?, ?it/s] 261/299 6.46G 0.05821 0.02434 0 0.08255 103 640: 0%| | 0/13 [00:00<?, ?it/s] 261/299 6.46G 0.05821 0.02434 0 0.08255 103 640: 8%|▊ | 1/13 [00:00<00:01, 8.87it/s] 261/299 6.46G 0.05913 0.0268 0 0.08593 125 640: 8%|▊ | 1/13 [00:00<00:01, 8.87it/s] 261/299 6.46G 0.05913 0.0268 0 0.08593 125 640: 15%|█▌ | 2/13 [00:00<00:01, 8.98it/s] 261/299 6.46G 0.05561 0.02455 0 0.08016 84 640: 15%|█▌ | 2/13 [00:00<00:01, 8.98it/s] 261/299 6.46G 0.05561 0.02455 0 0.08016 84 640: 23%|██▎ | 3/13 [00:00<00:01, 8.95it/s] 261/299 6.46G 0.05385 0.02615 0 0.08 144 640: 23%|██▎ | 3/13 [00:00<00:01, 8.95it/s] 261/299 6.46G 0.05385 0.02615 0 0.08 144 640: 31%|███ | 4/13 [00:00<00:01, 8.04it/s] 261/299 6.46G 0.05474 0.02606 0 0.08081 111 640: 31%|███ | 4/13 [00:00<00:01, 8.04it/s] 261/299 6.46G 0.05474 0.02606 0 0.08081 111 640: 38%|███▊ | 5/13 [00:00<00:01, 4.37it/s] 261/299 6.46G 0.05497 0.0261 0 0.08107 113 640: 38%|███▊ | 5/13 [00:01<00:01, 4.37it/s] 261/299 6.46G 0.05497 0.0261 0 0.08107 113 640: 46%|████▌ | 6/13 [00:01<00:01, 5.27it/s] 261/299 6.46G 0.05528 0.0283 0 0.08358 185 640: 46%|████▌ | 6/13 [00:01<00:01, 5.27it/s] 261/299 6.46G 0.05528 0.0283 0 0.08358 185 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.08it/s] 261/299 6.46G 0.05539 0.02845 0 0.08384 134 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.08it/s] 261/299 6.46G 0.05539 0.02845 0 0.08384 134 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.16it/s] 261/299 6.46G 0.05529 0.02799 0 0.08328 116 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.16it/s] 261/299 6.46G 0.05529 0.02799 0 0.08328 116 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.96it/s] 261/299 6.46G 0.05522 0.02863 0 0.08385 158 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.96it/s] 261/299 6.46G 0.05522 0.02863 0 0.08385 158 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.45it/s] 261/299 6.46G 0.05551 0.02871 0 0.08422 132 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.45it/s] 261/299 6.46G 0.05551 0.02871 0 0.08422 132 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.25it/s] 261/299 6.46G 0.05555 0.02865 0 0.0842 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.25it/s] 261/299 6.46G 0.05555 0.02865 0 0.0842 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.67it/s] 261/299 6.46G 0.05543 0.02861 0 0.08404 107 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.67it/s] 261/299 6.46G 0.05543 0.02861 0 0.08404 107 640: 100%|██████████| 13/13 [00:02<00:00, 3.59it/s] 261/299 6.46G 0.05543 0.02861 0 0.08404 107 640: 100%|██████████| 13/13 [00:02<00:00, 4.63it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.63 0.667 0.581 0.215
0%| | 0/13 [00:00<?, ?it/s] 262/299 6.46G 0.06091 0.02694 0 0.08784 122 640: 0%| | 0/13 [00:00<?, ?it/s] 262/299 6.46G 0.06091 0.02694 0 0.08784 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 262/299 6.46G 0.06049 0.02698 0 0.08746 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 262/299 6.46G 0.06049 0.02698 0 0.08746 122 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 262/299 6.46G 0.06023 0.02592 0 0.08616 99 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 262/299 6.46G 0.06023 0.02592 0 0.08616 99 640: 23%|██▎ | 3/13 [00:00<00:02, 3.60it/s] 262/299 6.46G 0.05937 0.02838 0 0.08775 166 640: 23%|██▎ | 3/13 [00:00<00:02, 3.60it/s] 262/299 6.46G 0.05937 0.02838 0 0.08775 166 640: 31%|███ | 4/13 [00:00<00:01, 4.70it/s] 262/299 6.46G 0.06095 0.02973 0 0.09068 151 640: 31%|███ | 4/13 [00:01<00:01, 4.70it/s] 262/299 6.46G 0.06095 0.02973 0 0.09068 151 640: 38%|███▊ | 5/13 [00:01<00:01, 4.57it/s] 262/299 6.46G 0.06059 0.0298 0 0.0904 131 640: 38%|███▊ | 5/13 [00:01<00:01, 4.57it/s] 262/299 6.46G 0.06059 0.0298 0 0.0904 131 640: 46%|████▌ | 6/13 [00:01<00:01, 5.47it/s] 262/299 6.46G 0.06007 0.02995 0 0.09002 147 640: 46%|████▌ | 6/13 [00:01<00:01, 5.47it/s] 262/299 6.46G 0.06007 0.02995 0 0.09002 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.90it/s] 262/299 6.46G 0.0587 0.02925 0 0.08795 109 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.90it/s] 262/299 6.46G 0.0587 0.02925 0 0.08795 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.45it/s] 262/299 6.46G 0.05861 0.02962 0 0.08823 146 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.45it/s] 262/299 6.46G 0.05861 0.02962 0 0.08823 146 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.26it/s] 262/299 6.46G 0.05843 0.02966 0 0.08809 140 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.26it/s] 262/299 6.46G 0.05843 0.02966 0 0.08809 140 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.78it/s] 262/299 6.46G 0.05799 0.02999 0 0.08797 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.78it/s] 262/299 6.46G 0.05799 0.02999 0 0.08797 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.02it/s] 262/299 6.46G 0.05806 0.03005 0 0.0881 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.02it/s] 262/299 6.46G 0.05806 0.03005 0 0.0881 127 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.79it/s] 262/299 6.46G 0.05759 0.03035 0 0.08794 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.79it/s] 262/299 6.46G 0.05759 0.03035 0 0.08794 122 640: 100%|██████████| 13/13 [00:02<00:00, 4.67it/s] 262/299 6.46G 0.05759 0.03035 0 0.08794 122 640: 100%|██████████| 13/13 [00:02<00:00, 4.36it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.602 0.678 0.587 0.207
0%| | 0/13 [00:00<?, ?it/s] 263/299 6.46G 0.05333 0.0272 0 0.08053 110 640: 0%| | 0/13 [00:00<?, ?it/s] 263/299 6.46G 0.05333 0.0272 0 0.08053 110 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 263/299 6.46G 0.05384 0.02679 0 0.08063 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 263/299 6.46G 0.05384 0.02679 0 0.08063 119 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 263/299 6.46G 0.05429 0.02704 0 0.08133 123 640: 15%|█▌ | 2/13 [00:00<00:01, 7.62it/s] 263/299 6.46G 0.05429 0.02704 0 0.08133 123 640: 23%|██▎ | 3/13 [00:00<00:01, 5.18it/s] 263/299 6.46G 0.05447 0.02707 0 0.08154 120 640: 23%|██▎ | 3/13 [00:00<00:01, 5.18it/s] 263/299 6.46G 0.05447 0.02707 0 0.08154 120 640: 31%|███ | 4/13 [00:00<00:01, 6.18it/s] 263/299 6.46G 0.05386 0.02834 0 0.0822 148 640: 31%|███ | 4/13 [00:01<00:01, 6.18it/s] 263/299 6.46G 0.05386 0.02834 0 0.0822 148 640: 38%|███▊ | 5/13 [00:01<00:01, 4.25it/s] 263/299 6.46G 0.05207 0.02717 0 0.07924 89 640: 38%|███▊ | 5/13 [00:01<00:01, 4.25it/s] 263/299 6.46G 0.05207 0.02717 0 0.07924 89 640: 46%|████▌ | 6/13 [00:01<00:03, 2.22it/s] 263/299 6.46G 0.0539 0.02862 0 0.08252 167 640: 46%|████▌ | 6/13 [00:01<00:03, 2.22it/s] 263/299 6.46G 0.0539 0.02862 0 0.08252 167 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.94it/s] 263/299 6.46G 0.05421 0.02859 0 0.0828 126 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.94it/s] 263/299 6.46G 0.05421 0.02859 0 0.0828 126 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.74it/s] 263/299 6.46G 0.05466 0.02826 0 0.08292 115 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.74it/s] 263/299 6.46G 0.05466 0.02826 0 0.08292 115 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.57it/s] 263/299 6.46G 0.055 0.02875 0 0.08375 146 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.57it/s] 263/299 6.46G 0.055 0.02875 0 0.08375 146 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.12it/s] 263/299 6.46G 0.05518 0.02865 0 0.08383 125 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.12it/s] 263/299 6.46G 0.05518 0.02865 0 0.08383 125 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.48it/s] 263/299 6.46G 0.05533 0.02853 0 0.08386 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.48it/s] 263/299 6.46G 0.05533 0.02853 0 0.08386 121 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.28it/s] 263/299 6.46G 0.05591 0.02901 0 0.08492 147 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.28it/s] 263/299 6.46G 0.05591 0.02901 0 0.08492 147 640: 100%|██████████| 13/13 [00:02<00:00, 6.12it/s] 263/299 6.46G 0.05591 0.02901 0 0.08492 147 640: 100%|██████████| 13/13 [00:02<00:00, 4.56it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.722 0.597 0.605 0.215
0%| | 0/13 [00:00<?, ?it/s] 264/299 6.46G 0.061 0.02366 0 0.08466 101 640: 0%| | 0/13 [00:00<?, ?it/s] 264/299 6.46G 0.061 0.02366 0 0.08466 101 640: 8%|▊ | 1/13 [00:00<00:09, 1.25it/s] 264/299 6.46G 0.06015 0.02975 0 0.0899 158 640: 8%|▊ | 1/13 [00:00<00:09, 1.25it/s] 264/299 6.46G 0.06015 0.02975 0 0.0899 158 640: 15%|█▌ | 2/13 [00:00<00:04, 2.53it/s] 264/299 6.46G 0.05998 0.02801 0 0.08799 103 640: 15%|█▌ | 2/13 [00:01<00:04, 2.53it/s] 264/299 6.46G 0.05998 0.02801 0 0.08799 103 640: 23%|██▎ | 3/13 [00:01<00:02, 3.76it/s] 264/299 6.46G 0.05933 0.02775 0 0.08708 126 640: 23%|██▎ | 3/13 [00:01<00:02, 3.76it/s] 264/299 6.46G 0.05933 0.02775 0 0.08708 126 640: 31%|███ | 4/13 [00:01<00:01, 4.87it/s] 264/299 6.46G 0.05897 0.02778 0 0.08675 113 640: 31%|███ | 4/13 [00:01<00:01, 4.87it/s] 264/299 6.46G 0.05897 0.02778 0 0.08675 113 640: 38%|███▊ | 5/13 [00:01<00:01, 5.48it/s] 264/299 6.46G 0.05915 0.02705 0 0.0862 99 640: 38%|███▊ | 5/13 [00:01<00:01, 5.48it/s] 264/299 6.46G 0.05915 0.02705 0 0.0862 99 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 264/299 6.46G 0.05853 0.02718 0 0.08571 126 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 264/299 6.46G 0.05853 0.02718 0 0.08571 126 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 264/299 6.46G 0.0581 0.02664 0 0.08474 96 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 264/299 6.46G 0.0581 0.02664 0 0.08474 96 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.29it/s] 264/299 6.46G 0.05802 0.02615 0 0.08417 102 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.29it/s] 264/299 6.46G 0.05802 0.02615 0 0.08417 102 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.17it/s] 264/299 6.46G 0.05726 0.02609 0 0.08335 113 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.17it/s] 264/299 6.46G 0.05726 0.02609 0 0.08335 113 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.83it/s] 264/299 6.46G 0.05727 0.02718 0 0.08445 169 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.83it/s] 264/299 6.46G 0.05727 0.02718 0 0.08445 169 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.58it/s] 264/299 6.46G 0.05711 0.02709 0 0.08421 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.58it/s] 264/299 6.46G 0.05711 0.02709 0 0.08421 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.37it/s] 264/299 6.46G 0.05787 0.0279 0 0.08577 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.37it/s] 264/299 6.46G 0.05787 0.0279 0 0.08577 144 640: 100%|██████████| 13/13 [00:03<00:00, 5.01it/s] 264/299 6.46G 0.05787 0.0279 0 0.08577 144 640: 100%|██████████| 13/13 [00:03<00:00, 3.85it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.73 0.621 0.602 0.226
0%| | 0/13 [00:00<?, ?it/s] 265/299 6.46G 0.04682 0.02075 0 0.06756 89 640: 0%| | 0/13 [00:00<?, ?it/s] 265/299 6.46G 0.04682 0.02075 0 0.06756 89 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 265/299 6.46G 0.0518 0.02308 0 0.07488 121 640: 8%|▊ | 1/13 [00:00<00:01, 8.54it/s] 265/299 6.46G 0.0518 0.02308 0 0.07488 121 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 265/299 6.46G 0.05099 0.02255 0 0.07354 95 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 265/299 6.46G 0.05099 0.02255 0 0.07354 95 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 265/299 6.46G 0.05136 0.02435 0 0.07571 129 640: 23%|██▎ | 3/13 [00:01<00:01, 8.80it/s] 265/299 6.46G 0.05136 0.02435 0 0.07571 129 640: 31%|███ | 4/13 [00:01<00:03, 2.41it/s] 265/299 6.46G 0.05421 0.02709 0 0.0813 171 640: 31%|███ | 4/13 [00:01<00:03, 2.41it/s] 265/299 6.46G 0.05421 0.02709 0 0.0813 171 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 265/299 6.46G 0.05528 0.02742 0 0.0827 134 640: 38%|███▊ | 5/13 [00:01<00:02, 3.27it/s] 265/299 6.46G 0.05528 0.02742 0 0.0827 134 640: 46%|████▌ | 6/13 [00:01<00:01, 4.17it/s] 265/299 6.46G 0.05472 0.02801 0 0.08273 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.17it/s] 265/299 6.46G 0.05472 0.02801 0 0.08273 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.04it/s] 265/299 6.46G 0.05482 0.02741 0 0.08223 99 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.04it/s] 265/299 6.46G 0.05482 0.02741 0 0.08223 99 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.55it/s] 265/299 6.46G 0.05509 0.02714 0 0.08222 107 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.55it/s] 265/299 6.46G 0.05509 0.02714 0 0.08222 107 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.31it/s] 265/299 6.46G 0.05529 0.02688 0 0.08217 111 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.31it/s] 265/299 6.46G 0.05529 0.02688 0 0.08217 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.10it/s] 265/299 6.46G 0.05577 0.02761 0 0.08338 152 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.10it/s] 265/299 6.46G 0.05577 0.02761 0 0.08338 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.87it/s] 265/299 6.46G 0.05581 0.02806 0 0.08387 152 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.87it/s] 265/299 6.46G 0.05581 0.02806 0 0.08387 152 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.28it/s] 265/299 6.46G 0.05611 0.02885 0 0.08496 150 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.28it/s] 265/299 6.46G 0.05611 0.02885 0 0.08496 150 640: 100%|██████████| 13/13 [00:03<00:00, 2.97it/s] 265/299 6.46G 0.05611 0.02885 0 0.08496 150 640: 100%|██████████| 13/13 [00:03<00:00, 3.79it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.721 0.655 0.604 0.214
0%| | 0/13 [00:00<?, ?it/s] 266/299 6.46G 0.055 0.02379 0 0.07879 104 640: 0%| | 0/13 [00:00<?, ?it/s] 266/299 6.46G 0.055 0.02379 0 0.07879 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 266/299 6.46G 0.05379 0.02612 0 0.07991 119 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 266/299 6.46G 0.05379 0.02612 0 0.07991 119 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 266/299 6.46G 0.05386 0.026 0 0.07986 115 640: 15%|█▌ | 2/13 [00:00<00:01, 8.73it/s] 266/299 6.46G 0.05386 0.026 0 0.07986 115 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 266/299 6.46G 0.05266 0.02563 0 0.07829 104 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 266/299 6.46G 0.05266 0.02563 0 0.07829 104 640: 31%|███ | 4/13 [00:00<00:01, 8.22it/s] 266/299 6.46G 0.05347 0.02534 0 0.07881 118 640: 31%|███ | 4/13 [00:00<00:01, 8.22it/s] 266/299 6.46G 0.05347 0.02534 0 0.07881 118 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 266/299 6.46G 0.05391 0.02511 0 0.07902 97 640: 38%|███▊ | 5/13 [00:00<00:00, 8.45it/s] 266/299 6.46G 0.05391 0.02511 0 0.07902 97 640: 46%|████▌ | 6/13 [00:00<00:00, 8.59it/s] 266/299 6.46G 0.0541 0.02712 0 0.08122 184 640: 46%|████▌ | 6/13 [00:01<00:00, 8.59it/s] 266/299 6.46G 0.0541 0.02712 0 0.08122 184 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.66it/s] 266/299 6.46G 0.05441 0.02773 0 0.08214 141 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.66it/s] 266/299 6.46G 0.05441 0.02773 0 0.08214 141 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.43it/s] 266/299 6.46G 0.05461 0.02736 0 0.08197 116 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.43it/s] 266/299 6.46G 0.05461 0.02736 0 0.08197 116 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.90it/s] 266/299 6.46G 0.05425 0.02688 0 0.08112 91 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.90it/s] 266/299 6.46G 0.05425 0.02688 0 0.08112 91 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 266/299 6.46G 0.05466 0.0277 0 0.08236 155 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 266/299 6.46G 0.05466 0.0277 0 0.08236 155 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.26it/s] 266/299 6.46G 0.05556 0.02777 0 0.08333 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.26it/s] 266/299 6.46G 0.05556 0.02777 0 0.08333 128 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.05it/s] 266/299 6.46G 0.05616 0.02803 0 0.08419 125 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.05it/s] 266/299 6.46G 0.05616 0.02803 0 0.08419 125 640: 100%|██████████| 13/13 [00:02<00:00, 5.91it/s] 266/299 6.46G 0.05616 0.02803 0 0.08419 125 640: 100%|██████████| 13/13 [00:02<00:00, 4.87it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.683 0.62 0.568 0.208
0%| | 0/13 [00:00<?, ?it/s] 267/299 6.46G 0.0611 0.03096 0 0.09207 135 640: 0%| | 0/13 [00:00<?, ?it/s] 267/299 6.46G 0.0611 0.03096 0 0.09207 135 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 267/299 6.46G 0.06094 0.02696 0 0.0879 96 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 267/299 6.46G 0.06094 0.02696 0 0.0879 96 640: 15%|█▌ | 2/13 [00:00<00:05, 2.15it/s] 267/299 6.46G 0.06036 0.02832 0 0.08868 138 640: 15%|█▌ | 2/13 [00:00<00:05, 2.15it/s] 267/299 6.46G 0.06036 0.02832 0 0.08868 138 640: 23%|██▎ | 3/13 [00:00<00:03, 3.29it/s] 267/299 6.46G 0.05945 0.0302 0 0.08964 172 640: 23%|██▎ | 3/13 [00:01<00:03, 3.29it/s] 267/299 6.46G 0.05945 0.0302 0 0.08964 172 640: 31%|███ | 4/13 [00:01<00:02, 3.18it/s] 267/299 6.46G 0.05854 0.02761 0 0.08615 75 640: 31%|███ | 4/13 [00:01<00:02, 3.18it/s] 267/299 6.46G 0.05854 0.02761 0 0.08615 75 640: 38%|███▊ | 5/13 [00:01<00:01, 4.09it/s] 267/299 6.46G 0.05802 0.02768 0 0.0857 126 640: 38%|███▊ | 5/13 [00:01<00:01, 4.09it/s] 267/299 6.46G 0.05802 0.02768 0 0.0857 126 640: 46%|████▌ | 6/13 [00:01<00:01, 4.77it/s] 267/299 6.46G 0.05803 0.02811 0 0.08614 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.77it/s] 267/299 6.46G 0.05803 0.02811 0 0.08614 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.61it/s] 267/299 6.46G 0.05806 0.02859 0 0.08664 145 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.61it/s] 267/299 6.46G 0.05806 0.02859 0 0.08664 145 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.35it/s] 267/299 6.46G 0.05771 0.02846 0 0.08616 121 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.35it/s] 267/299 6.46G 0.05771 0.02846 0 0.08616 121 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.92it/s] 267/299 6.46G 0.05827 0.02828 0 0.08655 117 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.92it/s] 267/299 6.46G 0.05827 0.02828 0 0.08655 117 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.32it/s] 267/299 6.46G 0.05799 0.02829 0 0.08628 128 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.32it/s] 267/299 6.46G 0.05799 0.02829 0 0.08628 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.00it/s] 267/299 6.46G 0.05807 0.02791 0 0.08597 116 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.00it/s] 267/299 6.46G 0.05807 0.02791 0 0.08597 116 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.06it/s] 267/299 6.46G 0.05797 0.02854 0 0.08651 149 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.06it/s] 267/299 6.46G 0.05797 0.02854 0 0.08651 149 640: 100%|██████████| 13/13 [00:03<00:00, 3.86it/s] 267/299 6.46G 0.05797 0.02854 0 0.08651 149 640: 100%|██████████| 13/13 [00:03<00:00, 3.74it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.728 0.586 0.563 0.197
0%| | 0/13 [00:00<?, ?it/s] 268/299 6.46G 0.05653 0.01959 0 0.07612 92 640: 0%| | 0/13 [00:00<?, ?it/s] 268/299 6.46G 0.05653 0.01959 0 0.07612 92 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 268/299 6.46G 0.05622 0.02269 0 0.0789 122 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 268/299 6.46G 0.05622 0.02269 0 0.0789 122 640: 15%|█▌ | 2/13 [00:00<00:01, 7.93it/s] 268/299 6.46G 0.05547 0.02484 0 0.08031 127 640: 15%|█▌ | 2/13 [00:00<00:01, 7.93it/s] 268/299 6.46G 0.05547 0.02484 0 0.08031 127 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 268/299 6.46G 0.05475 0.02508 0 0.07983 109 640: 23%|██▎ | 3/13 [00:00<00:01, 8.23it/s] 268/299 6.46G 0.05475 0.02508 0 0.07983 109 640: 31%|███ | 4/13 [00:00<00:01, 8.46it/s] 268/299 6.46G 0.05561 0.02519 0 0.0808 116 640: 31%|███ | 4/13 [00:01<00:01, 8.46it/s] 268/299 6.46G 0.05561 0.02519 0 0.0808 116 640: 38%|███▊ | 5/13 [00:01<00:02, 3.17it/s] 268/299 6.46G 0.05537 0.02507 0 0.08044 113 640: 38%|███▊ | 5/13 [00:01<00:02, 3.17it/s] 268/299 6.46G 0.05537 0.02507 0 0.08044 113 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 268/299 6.46G 0.0548 0.02488 0 0.07968 99 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 268/299 6.46G 0.0548 0.02488 0 0.07968 99 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 268/299 6.46G 0.05591 0.02511 0 0.08102 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 268/299 6.46G 0.05591 0.02511 0 0.08102 125 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.36it/s] 268/299 6.46G 0.0561 0.02559 0 0.08169 122 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.36it/s] 268/299 6.46G 0.0561 0.02559 0 0.08169 122 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.94it/s] 268/299 6.46G 0.05561 0.02544 0 0.08105 105 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.94it/s] 268/299 6.46G 0.05561 0.02544 0 0.08105 105 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.72it/s] 268/299 6.46G 0.05569 0.02605 0 0.08175 134 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.72it/s] 268/299 6.46G 0.05569 0.02605 0 0.08175 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.41it/s] 268/299 6.46G 0.05589 0.02556 0 0.08145 88 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.41it/s] 268/299 6.46G 0.05589 0.02556 0 0.08145 88 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.70it/s] 268/299 6.46G 0.05607 0.02612 0 0.08219 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.70it/s] 268/299 6.46G 0.05607 0.02612 0 0.08219 139 640: 100%|██████████| 13/13 [00:02<00:00, 3.24it/s] 268/299 6.46G 0.05607 0.02612 0 0.08219 139 640: 100%|██████████| 13/13 [00:02<00:00, 4.36it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.10it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.684 0.598 0.531 0.194
0%| | 0/13 [00:00<?, ?it/s] 269/299 6.46G 0.05533 0.02224 0 0.07758 99 640: 0%| | 0/13 [00:00<?, ?it/s] 269/299 6.46G 0.05533 0.02224 0 0.07758 99 640: 8%|▊ | 1/13 [00:00<00:01, 8.45it/s] 269/299 6.46G 0.06185 0.02631 0 0.08816 145 640: 8%|▊ | 1/13 [00:00<00:01, 8.45it/s] 269/299 6.46G 0.06185 0.02631 0 0.08816 145 640: 15%|█▌ | 2/13 [00:00<00:02, 5.07it/s] 269/299 6.46G 0.05819 0.0257 0 0.08389 114 640: 15%|█▌ | 2/13 [00:00<00:02, 5.07it/s] 269/299 6.46G 0.05819 0.0257 0 0.08389 114 640: 23%|██▎ | 3/13 [00:00<00:01, 6.27it/s] 269/299 6.46G 0.05609 0.02489 0 0.08098 95 640: 23%|██▎ | 3/13 [00:00<00:01, 6.27it/s] 269/299 6.46G 0.05609 0.02489 0 0.08098 95 640: 31%|███ | 4/13 [00:00<00:01, 6.55it/s] 269/299 6.46G 0.05837 0.02525 0 0.08362 115 640: 31%|███ | 4/13 [00:00<00:01, 6.55it/s] 269/299 6.46G 0.05837 0.02525 0 0.08362 115 640: 38%|███▊ | 5/13 [00:00<00:01, 7.23it/s] 269/299 6.46G 0.05923 0.02603 0 0.08526 143 640: 38%|███▊ | 5/13 [00:00<00:01, 7.23it/s] 269/299 6.46G 0.05923 0.02603 0 0.08526 143 640: 46%|████▌ | 6/13 [00:00<00:00, 7.69it/s] 269/299 6.46G 0.05886 0.02644 0 0.0853 123 640: 46%|████▌ | 6/13 [00:01<00:00, 7.69it/s] 269/299 6.46G 0.05886 0.02644 0 0.0853 123 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.08it/s] 269/299 6.46G 0.05991 0.02639 0 0.0863 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.08it/s] 269/299 6.46G 0.05991 0.02639 0 0.0863 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.12it/s] 269/299 6.46G 0.05982 0.02694 0 0.08676 155 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.12it/s] 269/299 6.46G 0.05982 0.02694 0 0.08676 155 640: 69%|██████▉ | 9/13 [00:01<00:01, 3.92it/s] 269/299 6.46G 0.05876 0.02666 0 0.08542 104 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.92it/s] 269/299 6.46G 0.05876 0.02666 0 0.08542 104 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.81it/s] 269/299 6.46G 0.05842 0.02661 0 0.08504 120 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.81it/s] 269/299 6.46G 0.05842 0.02661 0 0.08504 120 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.55it/s] 269/299 6.46G 0.05873 0.02662 0 0.08535 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.55it/s] 269/299 6.46G 0.05873 0.02662 0 0.08535 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.18it/s] 269/299 6.46G 0.05846 0.02722 0 0.08568 137 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.18it/s] 269/299 6.46G 0.05846 0.02722 0 0.08568 137 640: 100%|██████████| 13/13 [00:02<00:00, 5.06it/s] 269/299 6.46G 0.05846 0.02722 0 0.08568 137 640: 100%|██████████| 13/13 [00:02<00:00, 4.60it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.27s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.27s/it]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.625 0.632 0.532 0.204
0%| | 0/13 [00:00<?, ?it/s] 270/299 6.46G 0.05362 0.0266 0 0.08022 109 640: 0%| | 0/13 [00:00<?, ?it/s] 270/299 6.46G 0.05362 0.0266 0 0.08022 109 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 270/299 6.46G 0.05628 0.02755 0 0.08382 133 640: 8%|▊ | 1/13 [00:00<00:01, 8.64it/s] 270/299 6.46G 0.05628 0.02755 0 0.08382 133 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 270/299 6.46G 0.0569 0.02914 0 0.08604 144 640: 15%|█▌ | 2/13 [00:00<00:01, 8.72it/s] 270/299 6.46G 0.0569 0.02914 0 0.08604 144 640: 23%|██▎ | 3/13 [00:00<00:01, 7.70it/s] 270/299 6.46G 0.05529 0.02805 0 0.08334 121 640: 23%|██▎ | 3/13 [00:00<00:01, 7.70it/s] 270/299 6.46G 0.05529 0.02805 0 0.08334 121 640: 31%|███ | 4/13 [00:00<00:01, 8.10it/s] 270/299 6.46G 0.05694 0.02806 0 0.085 132 640: 31%|███ | 4/13 [00:00<00:01, 8.10it/s] 270/299 6.46G 0.05694 0.02806 0 0.085 132 640: 38%|███▊ | 5/13 [00:00<00:00, 8.34it/s] 270/299 6.46G 0.0555 0.02777 0 0.08327 111 640: 38%|███▊ | 5/13 [00:00<00:00, 8.34it/s] 270/299 6.46G 0.0555 0.02777 0 0.08327 111 640: 46%|████▌ | 6/13 [00:00<00:00, 8.48it/s] 270/299 6.46G 0.05599 0.0277 0 0.08368 118 640: 46%|████▌ | 6/13 [00:00<00:00, 8.48it/s] 270/299 6.46G 0.05599 0.0277 0 0.08368 118 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.92it/s] 270/299 6.46G 0.05564 0.02749 0 0.08313 110 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.92it/s] 270/299 6.46G 0.05564 0.02749 0 0.08313 110 640: 62%|██████▏ | 8/13 [00:00<00:00, 8.20it/s] 270/299 6.46G 0.05528 0.02741 0 0.08269 117 640: 62%|██████▏ | 8/13 [00:01<00:00, 8.20it/s] 270/299 6.46G 0.05528 0.02741 0 0.08269 117 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.40it/s] 270/299 6.46G 0.05509 0.02712 0 0.08221 103 640: 69%|██████▉ | 9/13 [00:01<00:00, 8.40it/s] 270/299 6.46G 0.05509 0.02712 0 0.08221 103 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.23it/s] 270/299 6.46G 0.05542 0.02725 0 0.08267 128 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.23it/s] 270/299 6.46G 0.05542 0.02725 0 0.08267 128 640: 85%|████████▍ | 11/13 [00:01<00:00, 3.77it/s] 270/299 6.46G 0.05543 0.02737 0 0.0828 131 640: 85%|████████▍ | 11/13 [00:01<00:00, 3.77it/s] 270/299 6.46G 0.05543 0.02737 0 0.0828 131 640: 92%|█████████▏| 12/13 [00:01<00:00, 4.55it/s] 270/299 6.46G 0.05556 0.02765 0 0.08321 118 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.55it/s] 270/299 6.46G 0.05556 0.02765 0 0.08321 118 640: 100%|██████████| 13/13 [00:02<00:00, 5.42it/s] 270/299 6.46G 0.05556 0.02765 0 0.08321 118 640: 100%|██████████| 13/13 [00:02<00:00, 6.30it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.671 0.632 0.556 0.209
0%| | 0/13 [00:00<?, ?it/s] 271/299 6.46G 0.05497 0.02091 0 0.07588 94 640: 0%| | 0/13 [00:00<?, ?it/s] 271/299 6.46G 0.05497 0.02091 0 0.07588 94 640: 8%|▊ | 1/13 [00:00<00:03, 3.55it/s] 271/299 6.46G 0.05749 0.02435 0 0.08185 128 640: 8%|▊ | 1/13 [00:00<00:03, 3.55it/s] 271/299 6.46G 0.05749 0.02435 0 0.08185 128 640: 15%|█▌ | 2/13 [00:00<00:02, 5.01it/s] 271/299 6.46G 0.0578 0.02307 0 0.08088 95 640: 15%|█▌ | 2/13 [00:00<00:02, 5.01it/s] 271/299 6.46G 0.0578 0.02307 0 0.08088 95 640: 23%|██▎ | 3/13 [00:00<00:01, 6.25it/s] 271/299 6.46G 0.05484 0.02337 0 0.07821 112 640: 23%|██▎ | 3/13 [00:00<00:01, 6.25it/s] 271/299 6.46G 0.05484 0.02337 0 0.07821 112 640: 31%|███ | 4/13 [00:00<00:01, 7.08it/s] 271/299 6.46G 0.05646 0.02516 0 0.08162 145 640: 31%|███ | 4/13 [00:01<00:01, 7.08it/s] 271/299 6.46G 0.05646 0.02516 0 0.08162 145 640: 38%|███▊ | 5/13 [00:01<00:02, 3.50it/s] 271/299 6.46G 0.05623 0.02557 0 0.0818 125 640: 38%|███▊ | 5/13 [00:01<00:02, 3.50it/s] 271/299 6.46G 0.05623 0.02557 0 0.0818 125 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 271/299 6.46G 0.05594 0.02736 0 0.0833 168 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 271/299 6.46G 0.05594 0.02736 0 0.0833 168 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.08it/s] 271/299 6.46G 0.05592 0.02811 0 0.08403 152 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.08it/s] 271/299 6.46G 0.05592 0.02811 0 0.08403 152 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.93it/s] 271/299 6.46G 0.05546 0.02766 0 0.08311 109 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.93it/s] 271/299 6.46G 0.05546 0.02766 0 0.08311 109 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.56it/s] 271/299 6.46G 0.05526 0.02807 0 0.08333 144 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.56it/s] 271/299 6.46G 0.05526 0.02807 0 0.08333 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.20it/s] 271/299 6.46G 0.05491 0.02766 0 0.08258 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.20it/s] 271/299 6.46G 0.05491 0.02766 0 0.08258 103 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.97it/s] 271/299 6.46G 0.05507 0.0274 0 0.08246 106 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.97it/s] 271/299 6.46G 0.05507 0.0274 0 0.08246 106 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.78it/s] 271/299 6.46G 0.05467 0.02752 0 0.08219 122 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.78it/s] 271/299 6.46G 0.05467 0.02752 0 0.08219 122 640: 100%|██████████| 13/13 [00:03<00:00, 5.65it/s] 271/299 6.46G 0.05467 0.02752 0 0.08219 122 640: 100%|██████████| 13/13 [00:03<00:00, 4.28it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.716 0.609 0.56 0.201
0%| | 0/13 [00:00<?, ?it/s] 272/299 6.46G 0.05249 0.0235 0 0.07599 107 640: 0%| | 0/13 [00:00<?, ?it/s] 272/299 6.46G 0.05249 0.0235 0 0.07599 107 640: 8%|▊ | 1/13 [00:00<00:03, 3.89it/s] 272/299 6.46G 0.05165 0.02406 0 0.07571 112 640: 8%|▊ | 1/13 [00:00<00:03, 3.89it/s] 272/299 6.46G 0.05165 0.02406 0 0.07571 112 640: 15%|█▌ | 2/13 [00:00<00:01, 5.81it/s] 272/299 6.46G 0.05099 0.02387 0 0.07485 104 640: 15%|█▌ | 2/13 [00:00<00:01, 5.81it/s] 272/299 6.46G 0.05099 0.02387 0 0.07485 104 640: 23%|██▎ | 3/13 [00:00<00:02, 4.45it/s] 272/299 6.46G 0.05099 0.02419 0 0.07517 119 640: 23%|██▎ | 3/13 [00:01<00:02, 4.45it/s] 272/299 6.46G 0.05099 0.02419 0 0.07517 119 640: 31%|███ | 4/13 [00:01<00:03, 2.78it/s] 272/299 6.46G 0.05301 0.02656 0 0.07957 159 640: 31%|███ | 4/13 [00:01<00:03, 2.78it/s] 272/299 6.46G 0.05301 0.02656 0 0.07957 159 640: 38%|███▊ | 5/13 [00:01<00:02, 3.58it/s] 272/299 6.46G 0.05293 0.02657 0 0.0795 109 640: 38%|███▊ | 5/13 [00:01<00:02, 3.58it/s] 272/299 6.46G 0.05293 0.02657 0 0.0795 109 640: 46%|████▌ | 6/13 [00:01<00:01, 4.52it/s] 272/299 6.46G 0.05311 0.0273 0 0.08042 142 640: 46%|████▌ | 6/13 [00:01<00:01, 4.52it/s] 272/299 6.46G 0.05311 0.0273 0 0.08042 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.38it/s] 272/299 6.46G 0.05325 0.02676 0 0.08001 89 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.38it/s] 272/299 6.46G 0.05325 0.02676 0 0.08001 89 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.34it/s] 272/299 6.46G 0.0542 0.0268 0 0.081 127 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.34it/s] 272/299 6.46G 0.0542 0.0268 0 0.081 127 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 272/299 6.46G 0.0535 0.02611 0 0.07961 90 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.02it/s] 272/299 6.46G 0.0535 0.02611 0 0.07961 90 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.80it/s] 272/299 6.46G 0.05351 0.02593 0 0.07944 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.80it/s] 272/299 6.46G 0.05351 0.02593 0 0.07944 107 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.21it/s] 272/299 6.46G 0.05387 0.02625 0 0.08012 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 4.21it/s] 272/299 6.46G 0.05387 0.02625 0 0.08012 128 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.78it/s] 272/299 6.46G 0.0537 0.02651 0 0.08021 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.78it/s] 272/299 6.46G 0.0537 0.02651 0 0.08021 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.43it/s] 272/299 6.46G 0.0537 0.02651 0 0.08021 118 640: 100%|██████████| 13/13 [00:03<00:00, 3.62it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.675 0.621 0.582 0.215
0%| | 0/13 [00:00<?, ?it/s] 273/299 6.46G 0.05083 0.02482 0 0.07564 104 640: 0%| | 0/13 [00:00<?, ?it/s] 273/299 6.46G 0.05083 0.02482 0 0.07564 104 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 273/299 6.46G 0.05806 0.02866 0 0.08672 149 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 273/299 6.46G 0.05806 0.02866 0 0.08672 149 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 273/299 6.46G 0.0592 0.02743 0 0.08662 107 640: 15%|█▌ | 2/13 [00:00<00:01, 8.71it/s] 273/299 6.46G 0.0592 0.02743 0 0.08662 107 640: 23%|██▎ | 3/13 [00:00<00:02, 4.24it/s] 273/299 6.46G 0.05655 0.02711 0 0.08366 126 640: 23%|██▎ | 3/13 [00:00<00:02, 4.24it/s] 273/299 6.46G 0.05655 0.02711 0 0.08366 126 640: 31%|███ | 4/13 [00:00<00:01, 5.03it/s] 273/299 6.46G 0.05776 0.02858 0 0.08634 153 640: 31%|███ | 4/13 [00:00<00:01, 5.03it/s] 273/299 6.46G 0.05776 0.02858 0 0.08634 153 640: 38%|███▊ | 5/13 [00:00<00:01, 5.97it/s] 273/299 6.46G 0.05923 0.02771 0 0.08694 110 640: 38%|███▊ | 5/13 [00:00<00:01, 5.97it/s] 273/299 6.46G 0.05923 0.02771 0 0.08694 110 640: 46%|████▌ | 6/13 [00:00<00:01, 6.55it/s] 273/299 6.46G 0.05761 0.02735 0 0.08496 107 640: 46%|████▌ | 6/13 [00:01<00:01, 6.55it/s] 273/299 6.46G 0.05761 0.02735 0 0.08496 107 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.47it/s] 273/299 6.46G 0.05803 0.02656 0 0.08459 94 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.47it/s] 273/299 6.46G 0.05803 0.02656 0 0.08459 94 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.13it/s] 273/299 6.46G 0.05765 0.02593 0 0.08358 91 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.13it/s] 273/299 6.46G 0.05765 0.02593 0 0.08358 91 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.96it/s] 273/299 6.46G 0.0578 0.02635 0 0.08415 138 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.96it/s] 273/299 6.46G 0.0578 0.02635 0 0.08415 138 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.74it/s] 273/299 6.46G 0.05749 0.02677 0 0.08426 144 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.74it/s] 273/299 6.46G 0.05749 0.02677 0 0.08426 144 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.59it/s] 273/299 6.46G 0.05784 0.02696 0 0.0848 126 640: 85%|████████▍ | 11/13 [00:02<00:00, 2.59it/s] 273/299 6.46G 0.05784 0.02696 0 0.0848 126 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.08it/s] 273/299 6.46G 0.0577 0.02738 0 0.08509 134 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.08it/s] 273/299 6.46G 0.0577 0.02738 0 0.08509 134 640: 100%|██████████| 13/13 [00:03<00:00, 3.89it/s] 273/299 6.46G 0.0577 0.02738 0 0.08509 134 640: 100%|██████████| 13/13 [00:03<00:00, 4.22it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.767 0.644 0.616 0.216
0%| | 0/13 [00:00<?, ?it/s] 274/299 6.46G 0.05678 0.02279 0 0.07957 105 640: 0%| | 0/13 [00:00<?, ?it/s] 274/299 6.46G 0.05678 0.02279 0 0.07957 105 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 274/299 6.46G 0.05512 0.02554 0 0.08065 135 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 274/299 6.46G 0.05512 0.02554 0 0.08065 135 640: 15%|█▌ | 2/13 [00:00<00:03, 3.61it/s] 274/299 6.46G 0.05288 0.02578 0 0.07866 110 640: 15%|█▌ | 2/13 [00:00<00:03, 3.61it/s] 274/299 6.46G 0.05288 0.02578 0 0.07866 110 640: 23%|██▎ | 3/13 [00:00<00:02, 4.61it/s] 274/299 6.46G 0.05178 0.02569 0 0.07747 122 640: 23%|██▎ | 3/13 [00:00<00:02, 4.61it/s] 274/299 6.46G 0.05178 0.02569 0 0.07747 122 640: 31%|███ | 4/13 [00:00<00:01, 5.70it/s] 274/299 6.46G 0.0532 0.02621 0 0.07941 115 640: 31%|███ | 4/13 [00:00<00:01, 5.70it/s] 274/299 6.46G 0.0532 0.02621 0 0.07941 115 640: 38%|███▊ | 5/13 [00:00<00:01, 6.54it/s] 274/299 6.46G 0.05386 0.02629 0 0.08015 107 640: 38%|███▊ | 5/13 [00:01<00:01, 6.54it/s] 274/299 6.46G 0.05386 0.02629 0 0.08015 107 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 274/299 6.46G 0.05309 0.02659 0 0.07968 125 640: 46%|████▌ | 6/13 [00:01<00:02, 3.25it/s] 274/299 6.46G 0.05309 0.02659 0 0.07968 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.39it/s] 274/299 6.46G 0.05231 0.02681 0 0.07912 124 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.39it/s] 274/299 6.46G 0.05231 0.02681 0 0.07912 124 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.22it/s] 274/299 6.46G 0.05226 0.02661 0 0.07887 117 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.22it/s] 274/299 6.46G 0.05226 0.02661 0 0.07887 117 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.05it/s] 274/299 6.46G 0.05186 0.02631 0 0.07817 107 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.05it/s] 274/299 6.46G 0.05186 0.02631 0 0.07817 107 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.49it/s] 274/299 6.46G 0.05212 0.02623 0 0.07835 111 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.49it/s] 274/299 6.46G 0.05212 0.02623 0 0.07835 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.05it/s] 274/299 6.46G 0.05232 0.02662 0 0.07894 139 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.05it/s] 274/299 6.46G 0.05232 0.02662 0 0.07894 139 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.50it/s] 274/299 6.46G 0.05212 0.0267 0 0.07882 117 640: 92%|█████████▏| 12/13 [00:02<00:00, 3.50it/s] 274/299 6.46G 0.05212 0.0267 0 0.07882 117 640: 100%|██████████| 13/13 [00:02<00:00, 4.34it/s] 274/299 6.46G 0.05212 0.0267 0 0.07882 117 640: 100%|██████████| 13/13 [00:02<00:00, 4.35it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.812 0.598 0.612 0.225
0%| | 0/13 [00:00<?, ?it/s] 275/299 6.46G 0.05582 0.02611 0 0.08193 128 640: 0%| | 0/13 [00:00<?, ?it/s] 275/299 6.46G 0.05582 0.02611 0 0.08193 128 640: 8%|▊ | 1/13 [00:00<00:05, 2.04it/s] 275/299 6.46G 0.05791 0.02764 0 0.08555 135 640: 8%|▊ | 1/13 [00:00<00:05, 2.04it/s] 275/299 6.46G 0.05791 0.02764 0 0.08555 135 640: 15%|█▌ | 2/13 [00:00<00:03, 3.49it/s] 275/299 6.46G 0.05628 0.02983 0 0.08611 153 640: 15%|█▌ | 2/13 [00:00<00:03, 3.49it/s] 275/299 6.46G 0.05628 0.02983 0 0.08611 153 640: 23%|██▎ | 3/13 [00:00<00:02, 4.82it/s] 275/299 6.46G 0.05461 0.02807 0 0.08267 110 640: 23%|██▎ | 3/13 [00:00<00:02, 4.82it/s] 275/299 6.46G 0.05461 0.02807 0 0.08267 110 640: 31%|███ | 4/13 [00:00<00:01, 5.86it/s] 275/299 6.46G 0.05491 0.02789 0 0.0828 117 640: 31%|███ | 4/13 [00:01<00:01, 5.86it/s] 275/299 6.46G 0.05491 0.02789 0 0.0828 117 640: 38%|███▊ | 5/13 [00:01<00:01, 5.72it/s] 275/299 6.46G 0.05365 0.0272 0 0.08086 101 640: 38%|███▊ | 5/13 [00:01<00:01, 5.72it/s] 275/299 6.46G 0.05365 0.0272 0 0.08086 101 640: 46%|████▌ | 6/13 [00:01<00:01, 6.11it/s] 275/299 6.46G 0.05435 0.02744 0 0.08178 139 640: 46%|████▌ | 6/13 [00:01<00:01, 6.11it/s] 275/299 6.46G 0.05435 0.02744 0 0.08178 139 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 275/299 6.46G 0.05427 0.02741 0 0.08168 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.53it/s] 275/299 6.46G 0.05427 0.02741 0 0.08168 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.37it/s] 275/299 6.46G 0.05394 0.02672 0 0.08067 102 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.37it/s] 275/299 6.46G 0.05394 0.02672 0 0.08067 102 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.25it/s] 275/299 6.46G 0.0544 0.027 0 0.0814 129 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.25it/s] 275/299 6.46G 0.0544 0.027 0 0.0814 129 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.85it/s] 275/299 6.46G 0.05456 0.02776 0 0.08232 160 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.85it/s] 275/299 6.46G 0.05456 0.02776 0 0.08232 160 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.59it/s] 275/299 6.46G 0.05425 0.02745 0 0.08171 105 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.59it/s] 275/299 6.46G 0.05425 0.02745 0 0.08171 105 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.39it/s] 275/299 6.46G 0.05417 0.02741 0 0.08158 107 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.39it/s] 275/299 6.46G 0.05417 0.02741 0 0.08158 107 640: 100%|██████████| 13/13 [00:03<00:00, 5.27it/s] 275/299 6.46G 0.05417 0.02741 0 0.08158 107 640: 100%|██████████| 13/13 [00:03<00:00, 4.04it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.727 0.644 0.606 0.23
0%| | 0/13 [00:00<?, ?it/s] 276/299 6.46G 0.05429 0.02103 0 0.07532 89 640: 0%| | 0/13 [00:00<?, ?it/s] 276/299 6.46G 0.05429 0.02103 0 0.07532 89 640: 8%|▊ | 1/13 [00:00<00:01, 6.79it/s] 276/299 6.46G 0.0499 0.02296 0 0.07285 114 640: 8%|▊ | 1/13 [00:00<00:01, 6.79it/s] 276/299 6.46G 0.0499 0.02296 0 0.07285 114 640: 15%|█▌ | 2/13 [00:00<00:02, 4.29it/s] 276/299 6.46G 0.0526 0.02389 0 0.07649 120 640: 15%|█▌ | 2/13 [00:00<00:02, 4.29it/s] 276/299 6.46G 0.0526 0.02389 0 0.07649 120 640: 23%|██▎ | 3/13 [00:00<00:01, 5.61it/s] 276/299 6.46G 0.05175 0.02449 0 0.07624 118 640: 23%|██▎ | 3/13 [00:01<00:01, 5.61it/s] 276/299 6.46G 0.05175 0.02449 0 0.07624 118 640: 31%|███ | 4/13 [00:01<00:03, 2.58it/s] 276/299 6.46G 0.05326 0.02435 0 0.07761 110 640: 31%|███ | 4/13 [00:01<00:03, 2.58it/s] 276/299 6.46G 0.05326 0.02435 0 0.07761 110 640: 38%|███▊ | 5/13 [00:01<00:02, 3.34it/s] 276/299 6.46G 0.05429 0.02512 0 0.07941 132 640: 38%|███▊ | 5/13 [00:01<00:02, 3.34it/s] 276/299 6.46G 0.05429 0.02512 0 0.07941 132 640: 46%|████▌ | 6/13 [00:01<00:01, 4.24it/s] 276/299 6.46G 0.05336 0.02586 0 0.07923 128 640: 46%|████▌ | 6/13 [00:01<00:01, 4.24it/s] 276/299 6.46G 0.05336 0.02586 0 0.07923 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.11it/s] 276/299 6.46G 0.05418 0.02507 0 0.07925 86 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.11it/s] 276/299 6.46G 0.05418 0.02507 0 0.07925 86 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.91it/s] 276/299 6.46G 0.05493 0.02568 0 0.08061 132 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.91it/s] 276/299 6.46G 0.05493 0.02568 0 0.08061 132 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.22it/s] 276/299 6.46G 0.05555 0.02601 0 0.08155 136 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.22it/s] 276/299 6.46G 0.05555 0.02601 0 0.08155 136 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.75it/s] 276/299 6.46G 0.05513 0.02594 0 0.08108 111 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.75it/s] 276/299 6.46G 0.05513 0.02594 0 0.08108 111 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.49it/s] 276/299 6.46G 0.05511 0.02657 0 0.08168 142 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.49it/s] 276/299 6.46G 0.05511 0.02657 0 0.08168 142 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.75it/s] 276/299 6.46G 0.05497 0.027 0 0.08197 129 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.75it/s] 276/299 6.46G 0.05497 0.027 0 0.08197 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.40it/s] 276/299 6.46G 0.05497 0.027 0 0.08197 129 640: 100%|██████████| 13/13 [00:03<00:00, 3.73it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.679 0.609 0.569 0.224
0%| | 0/13 [00:00<?, ?it/s] 277/299 6.46G 0.05676 0.02552 0 0.08229 111 640: 0%| | 0/13 [00:00<?, ?it/s] 277/299 6.46G 0.05676 0.02552 0 0.08229 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 277/299 6.46G 0.05588 0.02858 0 0.08446 141 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 277/299 6.46G 0.05588 0.02858 0 0.08446 141 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 277/299 6.46G 0.05571 0.02805 0 0.08376 122 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 277/299 6.46G 0.05571 0.02805 0 0.08376 122 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 277/299 6.46G 0.05568 0.02781 0 0.08349 123 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 277/299 6.46G 0.05568 0.02781 0 0.08349 123 640: 31%|███ | 4/13 [00:00<00:01, 8.01it/s] 277/299 6.46G 0.05772 0.02896 0 0.08668 150 640: 31%|███ | 4/13 [00:01<00:01, 8.01it/s] 277/299 6.46G 0.05772 0.02896 0 0.08668 150 640: 38%|███▊ | 5/13 [00:01<00:02, 3.51it/s] 277/299 6.46G 0.05818 0.02736 0 0.08553 91 640: 38%|███▊ | 5/13 [00:01<00:02, 3.51it/s] 277/299 6.46G 0.05818 0.02736 0 0.08553 91 640: 46%|████▌ | 6/13 [00:01<00:01, 4.42it/s] 277/299 6.46G 0.05782 0.02782 0 0.08563 148 640: 46%|████▌ | 6/13 [00:01<00:01, 4.42it/s] 277/299 6.46G 0.05782 0.02782 0 0.08563 148 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.52it/s] 277/299 6.46G 0.05744 0.02722 0 0.08466 100 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.52it/s] 277/299 6.46G 0.05744 0.02722 0 0.08466 100 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.18it/s] 277/299 6.46G 0.0574 0.02684 0 0.08424 109 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.18it/s] 277/299 6.46G 0.0574 0.02684 0 0.08424 109 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.04it/s] 277/299 6.46G 0.05678 0.02654 0 0.08332 99 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.04it/s] 277/299 6.46G 0.05678 0.02654 0 0.08332 99 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.84it/s] 277/299 6.46G 0.05709 0.02685 0 0.08394 134 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.84it/s] 277/299 6.46G 0.05709 0.02685 0 0.08394 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.76it/s] 277/299 6.46G 0.05749 0.02663 0 0.08412 110 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.76it/s] 277/299 6.46G 0.05749 0.02663 0 0.08412 110 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.09it/s] 277/299 6.46G 0.05703 0.0266 0 0.08363 104 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.09it/s] 277/299 6.46G 0.05703 0.0266 0 0.08363 104 640: 100%|██████████| 13/13 [00:02<00:00, 2.93it/s] 277/299 6.46G 0.05703 0.0266 0 0.08363 104 640: 100%|██████████| 13/13 [00:02<00:00, 4.33it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.688 0.609 0.574 0.229
0%| | 0/13 [00:00<?, ?it/s] 278/299 6.46G 0.054 0.01825 0 0.07225 90 640: 0%| | 0/13 [00:00<?, ?it/s] 278/299 6.46G 0.054 0.01825 0 0.07225 90 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 278/299 6.46G 0.05654 0.02355 0 0.08009 136 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 278/299 6.46G 0.05654 0.02355 0 0.08009 136 640: 15%|█▌ | 2/13 [00:00<00:01, 5.81it/s] 278/299 6.46G 0.05643 0.0246 0 0.08103 122 640: 15%|█▌ | 2/13 [00:00<00:01, 5.81it/s] 278/299 6.46G 0.05643 0.0246 0 0.08103 122 640: 23%|██▎ | 3/13 [00:00<00:01, 6.51it/s] 278/299 6.46G 0.056 0.02545 0 0.08145 126 640: 23%|██▎ | 3/13 [00:00<00:01, 6.51it/s] 278/299 6.46G 0.056 0.02545 0 0.08145 126 640: 31%|███ | 4/13 [00:00<00:01, 7.33it/s] 278/299 6.46G 0.05628 0.02548 0 0.08177 113 640: 31%|███ | 4/13 [00:00<00:01, 7.33it/s] 278/299 6.46G 0.05628 0.02548 0 0.08177 113 640: 38%|███▊ | 5/13 [00:00<00:01, 7.87it/s] 278/299 6.46G 0.05699 0.02629 0 0.08328 141 640: 38%|███▊ | 5/13 [00:00<00:01, 7.87it/s] 278/299 6.46G 0.05699 0.02629 0 0.08328 141 640: 46%|████▌ | 6/13 [00:00<00:01, 5.38it/s] 278/299 6.46G 0.05627 0.02749 0 0.08376 153 640: 46%|████▌ | 6/13 [00:01<00:01, 5.38it/s] 278/299 6.46G 0.05627 0.02749 0 0.08376 153 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.84it/s] 278/299 6.46G 0.05651 0.02765 0 0.08416 123 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.84it/s] 278/299 6.46G 0.05651 0.02765 0 0.08416 123 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.29it/s] 278/299 6.46G 0.0566 0.02767 0 0.08427 128 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.29it/s] 278/299 6.46G 0.0566 0.02767 0 0.08427 128 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 278/299 6.46G 0.05606 0.0273 0 0.08336 115 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.98it/s] 278/299 6.46G 0.05606 0.0273 0 0.08336 115 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 278/299 6.46G 0.05627 0.02748 0 0.08375 138 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.21it/s] 278/299 6.46G 0.05627 0.02748 0 0.08375 138 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.84it/s] 278/299 6.46G 0.05667 0.02823 0 0.0849 166 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.84it/s] 278/299 6.46G 0.05667 0.02823 0 0.0849 166 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.63it/s] 278/299 6.46G 0.05642 0.02826 0 0.08468 118 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.63it/s] 278/299 6.46G 0.05642 0.02826 0 0.08468 118 640: 100%|██████████| 13/13 [00:02<00:00, 5.50it/s] 278/299 6.46G 0.05642 0.02826 0 0.08468 118 640: 100%|██████████| 13/13 [00:02<00:00, 4.55it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.726 0.609 0.586 0.214
0%| | 0/13 [00:00<?, ?it/s] 279/299 6.46G 0.05258 0.01914 0 0.07172 85 640: 0%| | 0/13 [00:00<?, ?it/s] 279/299 6.46G 0.05258 0.01914 0 0.07172 85 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 279/299 6.46G 0.05902 0.02463 0 0.08365 138 640: 8%|▊ | 1/13 [00:00<00:01, 8.59it/s] 279/299 6.46G 0.05902 0.02463 0 0.08365 138 640: 15%|█▌ | 2/13 [00:00<00:01, 7.58it/s] 279/299 6.46G 0.05815 0.02687 0 0.08502 138 640: 15%|█▌ | 2/13 [00:00<00:01, 7.58it/s] 279/299 6.46G 0.05815 0.02687 0 0.08502 138 640: 23%|██▎ | 3/13 [00:00<00:03, 2.53it/s] 279/299 6.46G 0.05681 0.02676 0 0.08357 120 640: 23%|██▎ | 3/13 [00:01<00:03, 2.53it/s] 279/299 6.46G 0.05681 0.02676 0 0.08357 120 640: 31%|███ | 4/13 [00:01<00:02, 3.52it/s] 279/299 6.46G 0.0571 0.02822 0 0.08533 158 640: 31%|███ | 4/13 [00:01<00:02, 3.52it/s] 279/299 6.46G 0.0571 0.02822 0 0.08533 158 640: 38%|███▊ | 5/13 [00:01<00:02, 3.41it/s] 279/299 6.46G 0.0563 0.02798 0 0.08428 118 640: 38%|███▊ | 5/13 [00:01<00:02, 3.41it/s] 279/299 6.46G 0.0563 0.02798 0 0.08428 118 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 279/299 6.46G 0.05671 0.02765 0 0.08436 121 640: 46%|████▌ | 6/13 [00:01<00:01, 4.13it/s] 279/299 6.46G 0.05671 0.02765 0 0.08436 121 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 279/299 6.46G 0.05637 0.02806 0 0.08443 139 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.38it/s] 279/299 6.46G 0.05637 0.02806 0 0.08443 139 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.21it/s] 279/299 6.46G 0.05754 0.02796 0 0.0855 140 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.21it/s] 279/299 6.46G 0.05754 0.02796 0 0.0855 140 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.45it/s] 279/299 6.46G 0.05716 0.0276 0 0.08477 105 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.45it/s] 279/299 6.46G 0.05716 0.0276 0 0.08477 105 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.85it/s] 279/299 6.46G 0.05674 0.02734 0 0.08408 111 640: 77%|███████▋ | 10/13 [00:03<00:00, 5.85it/s] 279/299 6.46G 0.05674 0.02734 0 0.08408 111 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.11it/s] 279/299 6.46G 0.05722 0.0273 0 0.08452 115 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.11it/s] 279/299 6.46G 0.05722 0.0273 0 0.08452 115 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.74it/s] 279/299 6.46G 0.05708 0.02746 0 0.08455 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.74it/s] 279/299 6.46G 0.05708 0.02746 0 0.08455 117 640: 100%|██████████| 13/13 [00:03<00:00, 3.51it/s] 279/299 6.46G 0.05708 0.02746 0 0.08455 117 640: 100%|██████████| 13/13 [00:03<00:00, 3.68it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.612 0.69 0.585 0.206
0%| | 0/13 [00:00<?, ?it/s] 280/299 6.46G 0.05759 0.02434 0 0.08193 114 640: 0%| | 0/13 [00:00<?, ?it/s] 280/299 6.46G 0.05759 0.02434 0 0.08193 114 640: 8%|▊ | 1/13 [00:00<00:01, 6.76it/s] 280/299 6.46G 0.05317 0.02501 0 0.07818 118 640: 8%|▊ | 1/13 [00:00<00:01, 6.76it/s] 280/299 6.46G 0.05317 0.02501 0 0.07818 118 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 280/299 6.46G 0.05086 0.02395 0 0.07481 96 640: 15%|█▌ | 2/13 [00:00<00:01, 7.81it/s] 280/299 6.46G 0.05086 0.02395 0 0.07481 96 640: 23%|██▎ | 3/13 [00:00<00:01, 8.20it/s] 280/299 6.46G 0.05065 0.02477 0 0.07542 124 640: 23%|██▎ | 3/13 [00:00<00:01, 8.20it/s] 280/299 6.46G 0.05065 0.02477 0 0.07542 124 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 280/299 6.46G 0.05257 0.0262 0 0.07877 146 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 280/299 6.46G 0.05257 0.0262 0 0.07877 146 640: 38%|███▊ | 5/13 [00:00<00:01, 7.81it/s] 280/299 6.46G 0.05337 0.02605 0 0.07942 106 640: 38%|███▊ | 5/13 [00:01<00:01, 7.81it/s] 280/299 6.46G 0.05337 0.02605 0 0.07942 106 640: 46%|████▌ | 6/13 [00:01<00:03, 2.11it/s] 280/299 6.46G 0.05339 0.02697 0 0.08036 158 640: 46%|████▌ | 6/13 [00:01<00:03, 2.11it/s] 280/299 6.46G 0.05339 0.02697 0 0.08036 158 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.81it/s] 280/299 6.46G 0.05264 0.0268 0 0.07945 114 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.81it/s] 280/299 6.46G 0.05264 0.0268 0 0.07945 114 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.59it/s] 280/299 6.46G 0.05347 0.02667 0 0.08014 109 640: 62%|██████▏ | 8/13 [00:02<00:01, 3.59it/s] 280/299 6.46G 0.05347 0.02667 0 0.08014 109 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.21it/s] 280/299 6.46G 0.05394 0.02749 0 0.08143 146 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.21it/s] 280/299 6.46G 0.05394 0.02749 0 0.08143 146 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.02it/s] 280/299 6.46G 0.05496 0.02752 0 0.08249 128 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.02it/s] 280/299 6.46G 0.05496 0.02752 0 0.08249 128 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.77it/s] 280/299 6.46G 0.05436 0.02744 0 0.0818 115 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.77it/s] 280/299 6.46G 0.05436 0.02744 0 0.0818 115 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.46it/s] 280/299 6.46G 0.05392 0.0273 0 0.08122 106 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.46it/s] 280/299 6.46G 0.05392 0.0273 0 0.08122 106 640: 100%|██████████| 13/13 [00:02<00:00, 6.74it/s] 280/299 6.46G 0.05392 0.0273 0 0.08122 106 640: 100%|██████████| 13/13 [00:02<00:00, 4.95it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.743 0.632 0.579 0.207
0%| | 0/13 [00:00<?, ?it/s] 281/299 6.46G 0.05241 0.02614 0 0.07855 114 640: 0%| | 0/13 [00:01<?, ?it/s] 281/299 6.46G 0.05241 0.02614 0 0.07855 114 640: 8%|▊ | 1/13 [00:01<00:14, 1.20s/it] 281/299 6.46G 0.05637 0.02647 0 0.08284 124 640: 8%|▊ | 1/13 [00:01<00:14, 1.20s/it] 281/299 6.46G 0.05637 0.02647 0 0.08284 124 640: 15%|█▌ | 2/13 [00:01<00:06, 1.79it/s] 281/299 6.46G 0.05539 0.02758 0 0.08298 136 640: 15%|█▌ | 2/13 [00:01<00:06, 1.79it/s] 281/299 6.46G 0.05539 0.02758 0 0.08298 136 640: 23%|██▎ | 3/13 [00:01<00:03, 2.82it/s] 281/299 6.46G 0.05513 0.03021 0 0.08534 176 640: 23%|██▎ | 3/13 [00:01<00:03, 2.82it/s] 281/299 6.46G 0.05513 0.03021 0 0.08534 176 640: 31%|███ | 4/13 [00:01<00:02, 3.70it/s] 281/299 6.46G 0.0557 0.02924 0 0.08493 114 640: 31%|███ | 4/13 [00:01<00:02, 3.70it/s] 281/299 6.46G 0.0557 0.02924 0 0.08493 114 640: 38%|███▊ | 5/13 [00:01<00:01, 4.68it/s] 281/299 6.46G 0.05646 0.0275 0 0.08396 84 640: 38%|███▊ | 5/13 [00:01<00:01, 4.68it/s] 281/299 6.46G 0.05646 0.0275 0 0.08396 84 640: 46%|████▌ | 6/13 [00:01<00:01, 5.59it/s] 281/299 6.46G 0.0563 0.02803 0 0.08433 144 640: 46%|████▌ | 6/13 [00:01<00:01, 5.59it/s] 281/299 6.46G 0.0563 0.02803 0 0.08433 144 640: 54%|█████▍ | 7/13 [00:01<00:00, 6.35it/s] 281/299 6.46G 0.05604 0.02777 0 0.08382 114 640: 54%|█████▍ | 7/13 [00:02<00:00, 6.35it/s] 281/299 6.46G 0.05604 0.02777 0 0.08382 114 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.56it/s] 281/299 6.46G 0.05655 0.02702 0 0.08357 93 640: 62%|██████▏ | 8/13 [00:03<00:00, 6.56it/s] 281/299 6.46G 0.05655 0.02702 0 0.08357 93 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.01it/s] 281/299 6.46G 0.05658 0.0272 0 0.08378 133 640: 69%|██████▉ | 9/13 [00:03<00:01, 2.01it/s] 281/299 6.46G 0.05658 0.0272 0 0.08378 133 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.64it/s] 281/299 6.46G 0.05611 0.02761 0 0.08372 132 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.64it/s] 281/299 6.46G 0.05611 0.02761 0 0.08372 132 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.36it/s] 281/299 6.46G 0.05698 0.02749 0 0.08447 111 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.36it/s] 281/299 6.46G 0.05698 0.02749 0 0.08447 111 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.99it/s] 281/299 6.46G 0.057 0.02799 0 0.085 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.99it/s] 281/299 6.46G 0.057 0.02799 0 0.085 140 640: 100%|██████████| 13/13 [00:03<00:00, 4.86it/s] 281/299 6.46G 0.057 0.02799 0 0.085 140 640: 100%|██████████| 13/13 [00:03<00:00, 3.45it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.612 0.69 0.567 0.212
0%| | 0/13 [00:00<?, ?it/s] 282/299 6.46G 0.04791 0.02466 0 0.07257 108 640: 0%| | 0/13 [00:00<?, ?it/s] 282/299 6.46G 0.04791 0.02466 0 0.07257 108 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 282/299 6.46G 0.05083 0.02436 0 0.07519 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.61it/s] 282/299 6.46G 0.05083 0.02436 0 0.07519 114 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 282/299 6.46G 0.05199 0.02318 0 0.07518 94 640: 15%|█▌ | 2/13 [00:00<00:01, 8.77it/s] 282/299 6.46G 0.05199 0.02318 0 0.07518 94 640: 23%|██▎ | 3/13 [00:00<00:01, 7.88it/s] 282/299 6.46G 0.05299 0.02552 0 0.0785 150 640: 23%|██▎ | 3/13 [00:01<00:01, 7.88it/s] 282/299 6.46G 0.05299 0.02552 0 0.0785 150 640: 31%|███ | 4/13 [00:01<00:03, 2.32it/s] 282/299 6.46G 0.05205 0.02446 0 0.07651 92 640: 31%|███ | 4/13 [00:01<00:03, 2.32it/s] 282/299 6.46G 0.05205 0.02446 0 0.07651 92 640: 38%|███▊ | 5/13 [00:01<00:02, 3.17it/s] 282/299 6.46G 0.05262 0.02533 0 0.07795 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.17it/s] 282/299 6.46G 0.05262 0.02533 0 0.07795 133 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 282/299 6.46G 0.05212 0.02574 0 0.07786 125 640: 46%|████▌ | 6/13 [00:01<00:01, 4.06it/s] 282/299 6.46G 0.05212 0.02574 0 0.07786 125 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.71it/s] 282/299 6.46G 0.05271 0.02669 0 0.0794 163 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.71it/s] 282/299 6.46G 0.05271 0.02669 0 0.0794 163 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.53it/s] 282/299 6.46G 0.05384 0.02637 0 0.08021 112 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.53it/s] 282/299 6.46G 0.05384 0.02637 0 0.08021 112 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.29it/s] 282/299 6.46G 0.05336 0.02602 0 0.07938 104 640: 69%|██████▉ | 9/13 [00:01<00:00, 6.29it/s] 282/299 6.46G 0.05336 0.02602 0 0.07938 104 640: 77%|███████▋ | 10/13 [00:01<00:00, 6.92it/s] 282/299 6.46G 0.05334 0.02654 0 0.07988 148 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.92it/s] 282/299 6.46G 0.05334 0.02654 0 0.07988 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.93it/s] 282/299 6.46G 0.05383 0.02727 0 0.0811 161 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.93it/s] 282/299 6.46G 0.05383 0.02727 0 0.0811 161 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.01it/s] 282/299 6.46G 0.05358 0.02741 0 0.08099 113 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.01it/s] 282/299 6.46G 0.05358 0.02741 0 0.08099 113 640: 100%|██████████| 13/13 [00:03<00:00, 2.65it/s] 282/299 6.46G 0.05358 0.02741 0 0.08099 113 640: 100%|██████████| 13/13 [00:03<00:00, 3.69it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.707 0.667 0.597 0.213
0%| | 0/13 [00:00<?, ?it/s] 283/299 6.46G 0.055 0.02745 0 0.08245 122 640: 0%| | 0/13 [00:00<?, ?it/s] 283/299 6.46G 0.055 0.02745 0 0.08245 122 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 283/299 6.46G 0.0557 0.02726 0 0.08295 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.82it/s] 283/299 6.46G 0.0557 0.02726 0 0.08295 116 640: 15%|█▌ | 2/13 [00:00<00:01, 7.67it/s] 283/299 6.46G 0.05481 0.02654 0 0.08135 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.67it/s] 283/299 6.46G 0.05481 0.02654 0 0.08135 114 640: 23%|██▎ | 3/13 [00:00<00:01, 8.18it/s] 283/299 6.46G 0.05345 0.02706 0 0.08051 132 640: 23%|██▎ | 3/13 [00:00<00:01, 8.18it/s] 283/299 6.46G 0.05345 0.02706 0 0.08051 132 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 283/299 6.46G 0.0532 0.02597 0 0.07917 95 640: 31%|███ | 4/13 [00:00<00:01, 8.45it/s] 283/299 6.46G 0.0532 0.02597 0 0.07917 95 640: 38%|███▊ | 5/13 [00:00<00:00, 8.60it/s] 283/299 6.46G 0.05283 0.02645 0 0.07928 128 640: 38%|███▊ | 5/13 [00:00<00:00, 8.60it/s] 283/299 6.46G 0.05283 0.02645 0 0.07928 128 640: 46%|████▌ | 6/13 [00:00<00:00, 7.98it/s] 283/299 6.46G 0.05243 0.02645 0 0.07888 126 640: 46%|████▌ | 6/13 [00:01<00:00, 7.98it/s] 283/299 6.46G 0.05243 0.02645 0 0.07888 126 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 283/299 6.46G 0.05176 0.02664 0 0.0784 127 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.64it/s] 283/299 6.46G 0.05176 0.02664 0 0.0784 127 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 283/299 6.46G 0.05101 0.02613 0 0.07714 95 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.40it/s] 283/299 6.46G 0.05101 0.02613 0 0.07714 95 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.21it/s] 283/299 6.46G 0.0514 0.0271 0 0.0785 176 640: 69%|██████▉ | 9/13 [00:02<00:00, 4.21it/s] 283/299 6.46G 0.0514 0.0271 0 0.0785 176 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.80it/s] 283/299 6.46G 0.0517 0.02754 0 0.07924 135 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.80it/s] 283/299 6.46G 0.0517 0.02754 0 0.07924 135 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.57it/s] 283/299 6.46G 0.05129 0.02757 0 0.07886 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.57it/s] 283/299 6.46G 0.05129 0.02757 0 0.07886 124 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.28it/s] 283/299 6.46G 0.05134 0.0277 0 0.07904 116 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.28it/s] 283/299 6.46G 0.05134 0.0277 0 0.07904 116 640: 100%|██████████| 13/13 [00:02<00:00, 7.04it/s] 283/299 6.46G 0.05134 0.0277 0 0.07904 116 640: 100%|██████████| 13/13 [00:02<00:00, 5.57it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.09it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.648 0.678 0.6 0.216
0%| | 0/13 [00:00<?, ?it/s] 284/299 6.46G 0.04918 0.0268 0 0.07598 123 640: 0%| | 0/13 [00:00<?, ?it/s] 284/299 6.46G 0.04918 0.0268 0 0.07598 123 640: 8%|▊ | 1/13 [00:00<00:01, 6.88it/s] 284/299 6.46G 0.04958 0.0236 0 0.07318 82 640: 8%|▊ | 1/13 [00:01<00:01, 6.88it/s] 284/299 6.46G 0.04958 0.0236 0 0.07318 82 640: 15%|█▌ | 2/13 [00:01<00:06, 1.69it/s] 284/299 6.46G 0.05078 0.02432 0 0.0751 133 640: 15%|█▌ | 2/13 [00:01<00:06, 1.69it/s] 284/299 6.46G 0.05078 0.02432 0 0.0751 133 640: 23%|██▎ | 3/13 [00:01<00:03, 2.67it/s] 284/299 6.46G 0.0494 0.02556 0 0.07496 125 640: 23%|██▎ | 3/13 [00:01<00:03, 2.67it/s] 284/299 6.46G 0.0494 0.02556 0 0.07496 125 640: 31%|███ | 4/13 [00:01<00:02, 3.69it/s] 284/299 6.46G 0.0507 0.02641 0 0.07711 133 640: 31%|███ | 4/13 [00:01<00:02, 3.69it/s] 284/299 6.46G 0.0507 0.02641 0 0.07711 133 640: 38%|███▊ | 5/13 [00:01<00:02, 3.82it/s] 284/299 6.46G 0.0503 0.02567 0 0.07597 103 640: 38%|███▊ | 5/13 [00:01<00:02, 3.82it/s] 284/299 6.46G 0.0503 0.02567 0 0.07597 103 640: 46%|████▌ | 6/13 [00:01<00:01, 4.73it/s] 284/299 6.46G 0.05031 0.0254 0 0.07571 108 640: 46%|████▌ | 6/13 [00:01<00:01, 4.73it/s] 284/299 6.46G 0.05031 0.0254 0 0.07571 108 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 284/299 6.46G 0.05017 0.0255 0 0.07566 114 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 284/299 6.46G 0.05017 0.0255 0 0.07566 114 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.29it/s] 284/299 6.46G 0.0511 0.02629 0 0.07739 153 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.29it/s] 284/299 6.46G 0.0511 0.02629 0 0.07739 153 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.47it/s] 284/299 6.46G 0.05087 0.02576 0 0.07663 92 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.47it/s] 284/299 6.46G 0.05087 0.02576 0 0.07663 92 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 284/299 6.46G 0.05131 0.02602 0 0.07733 134 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.19it/s] 284/299 6.46G 0.05131 0.02602 0 0.07733 134 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 284/299 6.46G 0.05201 0.02705 0 0.07907 176 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.85it/s] 284/299 6.46G 0.05201 0.02705 0 0.07907 176 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.59it/s] 284/299 6.46G 0.0522 0.02783 0 0.08004 155 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.59it/s] 284/299 6.46G 0.0522 0.02783 0 0.08004 155 640: 100%|██████████| 13/13 [00:03<00:00, 4.26it/s] 284/299 6.46G 0.0522 0.02783 0 0.08004 155 640: 100%|██████████| 13/13 [00:03<00:00, 3.71it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.714 0.632 0.586 0.207
0%| | 0/13 [00:00<?, ?it/s] 285/299 6.46G 0.04701 0.01969 0 0.06669 84 640: 0%| | 0/13 [00:00<?, ?it/s] 285/299 6.46G 0.04701 0.01969 0 0.06669 84 640: 8%|▊ | 1/13 [00:00<00:01, 8.48it/s] 285/299 6.46G 0.04967 0.02294 0 0.07261 127 640: 8%|▊ | 1/13 [00:00<00:01, 8.48it/s] 285/299 6.46G 0.04967 0.02294 0 0.07261 127 640: 15%|█▌ | 2/13 [00:00<00:01, 8.67it/s] 285/299 6.46G 0.05017 0.0243 0 0.07447 117 640: 15%|█▌ | 2/13 [00:00<00:01, 8.67it/s] 285/299 6.46G 0.05017 0.0243 0 0.07447 117 640: 23%|██▎ | 3/13 [00:00<00:01, 8.72it/s] 285/299 6.46G 0.05162 0.02641 0 0.07803 147 640: 23%|██▎ | 3/13 [00:00<00:01, 8.72it/s] 285/299 6.46G 0.05162 0.02641 0 0.07803 147 640: 31%|███ | 4/13 [00:00<00:01, 7.92it/s] 285/299 6.46G 0.05294 0.02691 0 0.07985 129 640: 31%|███ | 4/13 [00:01<00:01, 7.92it/s] 285/299 6.46G 0.05294 0.02691 0 0.07985 129 640: 38%|███▊ | 5/13 [00:01<00:03, 2.41it/s] 285/299 6.46G 0.05266 0.02605 0 0.07871 99 640: 38%|███▊ | 5/13 [00:01<00:03, 2.41it/s] 285/299 6.46G 0.05266 0.02605 0 0.07871 99 640: 46%|████▌ | 6/13 [00:01<00:02, 3.21it/s] 285/299 6.46G 0.05166 0.02701 0 0.07867 152 640: 46%|████▌ | 6/13 [00:01<00:02, 3.21it/s] 285/299 6.46G 0.05166 0.02701 0 0.07867 152 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 285/299 6.46G 0.05182 0.02617 0 0.07799 88 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.05it/s] 285/299 6.46G 0.05182 0.02617 0 0.07799 88 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.68it/s] 285/299 6.46G 0.05292 0.02612 0 0.07904 118 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.68it/s] 285/299 6.46G 0.05292 0.02612 0 0.07904 118 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.49it/s] 285/299 6.46G 0.05357 0.02629 0 0.07987 127 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.49it/s] 285/299 6.46G 0.05357 0.02629 0 0.07987 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.21it/s] 285/299 6.46G 0.05389 0.02632 0 0.08021 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.21it/s] 285/299 6.46G 0.05389 0.02632 0 0.08021 117 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.98it/s] 285/299 6.46G 0.05434 0.0264 0 0.08074 136 640: 85%|████████▍ | 11/13 [00:02<00:00, 3.98it/s] 285/299 6.46G 0.05434 0.0264 0 0.08074 136 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.58it/s] 285/299 6.46G 0.05427 0.02722 0 0.08149 148 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.58it/s] 285/299 6.46G 0.05427 0.02722 0 0.08149 148 640: 100%|██████████| 13/13 [00:03<00:00, 2.96it/s] 285/299 6.46G 0.05427 0.02722 0 0.08149 148 640: 100%|██████████| 13/13 [00:03<00:00, 4.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.71 0.62 0.569 0.202
0%| | 0/13 [00:00<?, ?it/s] 286/299 6.46G 0.05648 0.02834 0 0.08482 124 640: 0%| | 0/13 [00:00<?, ?it/s] 286/299 6.46G 0.05648 0.02834 0 0.08482 124 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 286/299 6.46G 0.0564 0.02953 0 0.08594 142 640: 8%|▊ | 1/13 [00:00<00:01, 8.47it/s] 286/299 6.46G 0.0564 0.02953 0 0.08594 142 640: 15%|█▌ | 2/13 [00:00<00:01, 8.65it/s] 286/299 6.46G 0.05281 0.02846 0 0.08127 127 640: 15%|█▌ | 2/13 [00:00<00:01, 8.65it/s] 286/299 6.46G 0.05281 0.02846 0 0.08127 127 640: 23%|██▎ | 3/13 [00:00<00:01, 7.79it/s] 286/299 6.46G 0.04995 0.02844 0 0.07839 129 640: 23%|██▎ | 3/13 [00:00<00:01, 7.79it/s] 286/299 6.46G 0.04995 0.02844 0 0.07839 129 640: 31%|███ | 4/13 [00:00<00:01, 8.15it/s] 286/299 6.46G 0.05142 0.02936 0 0.08079 145 640: 31%|███ | 4/13 [00:00<00:01, 8.15it/s] 286/299 6.46G 0.05142 0.02936 0 0.08079 145 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 286/299 6.46G 0.05187 0.02827 0 0.08014 102 640: 38%|███▊ | 5/13 [00:00<00:00, 8.38it/s] 286/299 6.46G 0.05187 0.02827 0 0.08014 102 640: 46%|████▌ | 6/13 [00:00<00:01, 4.73it/s] 286/299 6.46G 0.05265 0.02852 0 0.08116 138 640: 46%|████▌ | 6/13 [00:01<00:01, 4.73it/s] 286/299 6.46G 0.05265 0.02852 0 0.08116 138 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.29it/s] 286/299 6.46G 0.05281 0.02854 0 0.08135 120 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.29it/s] 286/299 6.46G 0.05281 0.02854 0 0.08135 120 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.22it/s] 286/299 6.46G 0.05326 0.02834 0 0.0816 124 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.22it/s] 286/299 6.46G 0.05326 0.02834 0 0.0816 124 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.90it/s] 286/299 6.46G 0.05334 0.02811 0 0.08145 117 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.90it/s] 286/299 6.46G 0.05334 0.02811 0 0.08145 117 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 286/299 6.46G 0.0533 0.02811 0 0.08141 130 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.65it/s] 286/299 6.46G 0.0533 0.02811 0 0.08141 130 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.29it/s] 286/299 6.46G 0.05362 0.02861 0 0.08223 148 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.29it/s] 286/299 6.46G 0.05362 0.02861 0 0.08223 148 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.09it/s] 286/299 6.46G 0.05385 0.02842 0 0.08228 110 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.09it/s] 286/299 6.46G 0.05385 0.02842 0 0.08228 110 640: 100%|██████████| 13/13 [00:02<00:00, 5.95it/s] 286/299 6.46G 0.05385 0.02842 0 0.08228 110 640: 100%|██████████| 13/13 [00:02<00:00, 4.76it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.13it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.689 0.586 0.563 0.199
0%| | 0/13 [00:00<?, ?it/s] 287/299 6.46G 0.05023 0.02505 0 0.07529 116 640: 0%| | 0/13 [00:00<?, ?it/s] 287/299 6.46G 0.05023 0.02505 0 0.07529 116 640: 8%|▊ | 1/13 [00:00<00:03, 3.02it/s] 287/299 6.46G 0.05805 0.02684 0 0.08489 134 640: 8%|▊ | 1/13 [00:00<00:03, 3.02it/s] 287/299 6.46G 0.05805 0.02684 0 0.08489 134 640: 15%|█▌ | 2/13 [00:00<00:02, 4.54it/s] 287/299 6.46G 0.05494 0.02689 0 0.08183 126 640: 15%|█▌ | 2/13 [00:01<00:02, 4.54it/s] 287/299 6.46G 0.05494 0.02689 0 0.08183 126 640: 23%|██▎ | 3/13 [00:01<00:04, 2.36it/s] 287/299 6.46G 0.05321 0.02604 0 0.07925 112 640: 23%|██▎ | 3/13 [00:01<00:04, 2.36it/s] 287/299 6.46G 0.05321 0.02604 0 0.07925 112 640: 31%|███ | 4/13 [00:01<00:02, 3.32it/s] 287/299 6.46G 0.05384 0.02735 0 0.08119 151 640: 31%|███ | 4/13 [00:01<00:02, 3.32it/s] 287/299 6.46G 0.05384 0.02735 0 0.08119 151 640: 38%|███▊ | 5/13 [00:01<00:01, 4.27it/s] 287/299 6.46G 0.05372 0.02669 0 0.08041 105 640: 38%|███▊ | 5/13 [00:01<00:01, 4.27it/s] 287/299 6.46G 0.05372 0.02669 0 0.08041 105 640: 46%|████▌ | 6/13 [00:01<00:01, 4.94it/s] 287/299 6.46G 0.0538 0.02765 0 0.08145 144 640: 46%|████▌ | 6/13 [00:01<00:01, 4.94it/s] 287/299 6.46G 0.0538 0.02765 0 0.08145 144 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.78it/s] 287/299 6.46G 0.05423 0.02792 0 0.08215 140 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.78it/s] 287/299 6.46G 0.05423 0.02792 0 0.08215 140 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.50it/s] 287/299 6.46G 0.05439 0.02788 0 0.08227 125 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.50it/s] 287/299 6.46G 0.05439 0.02788 0 0.08227 125 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.61it/s] 287/299 6.46G 0.05445 0.02735 0 0.0818 95 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.61it/s] 287/299 6.46G 0.05445 0.02735 0 0.0818 95 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.24it/s] 287/299 6.46G 0.05431 0.02737 0 0.08168 128 640: 77%|███████▋ | 10/13 [00:03<00:00, 3.24it/s] 287/299 6.46G 0.05431 0.02737 0 0.08168 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.81it/s] 287/299 6.46G 0.05466 0.02782 0 0.08248 145 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.81it/s] 287/299 6.46G 0.05466 0.02782 0 0.08248 145 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.55it/s] 287/299 6.46G 0.05428 0.02812 0 0.0824 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.55it/s] 287/299 6.46G 0.05428 0.02812 0 0.0824 138 640: 100%|██████████| 13/13 [00:03<00:00, 4.40it/s] 287/299 6.46G 0.05428 0.02812 0 0.0824 138 640: 100%|██████████| 13/13 [00:03<00:00, 3.78it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.723 0.54 0.534 0.184
0%| | 0/13 [00:00<?, ?it/s] 288/299 6.46G 0.05242 0.02399 0 0.07641 104 640: 0%| | 0/13 [00:00<?, ?it/s] 288/299 6.46G 0.05242 0.02399 0 0.07641 104 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 288/299 6.46G 0.05452 0.02311 0 0.07763 112 640: 8%|▊ | 1/13 [00:00<00:01, 6.85it/s] 288/299 6.46G 0.05452 0.02311 0 0.07763 112 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 288/299 6.46G 0.0546 0.02359 0 0.07818 109 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 288/299 6.46G 0.0546 0.02359 0 0.07818 109 640: 23%|██▎ | 3/13 [00:00<00:01, 8.31it/s] 288/299 6.46G 0.05562 0.02601 0 0.08163 156 640: 23%|██▎ | 3/13 [00:01<00:01, 8.31it/s] 288/299 6.46G 0.05562 0.02601 0 0.08163 156 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 288/299 6.46G 0.05735 0.0274 0 0.08475 147 640: 31%|███ | 4/13 [00:01<00:03, 2.56it/s] 288/299 6.46G 0.05735 0.0274 0 0.08475 147 640: 38%|███▊ | 5/13 [00:01<00:02, 3.35it/s] 288/299 6.46G 0.05819 0.02669 0 0.08489 102 640: 38%|███▊ | 5/13 [00:01<00:02, 3.35it/s] 288/299 6.46G 0.05819 0.02669 0 0.08489 102 640: 46%|████▌ | 6/13 [00:01<00:01, 3.70it/s] 288/299 6.46G 0.05689 0.02718 0 0.08407 133 640: 46%|████▌ | 6/13 [00:01<00:01, 3.70it/s] 288/299 6.46G 0.05689 0.02718 0 0.08407 133 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.57it/s] 288/299 6.46G 0.05647 0.02761 0 0.08408 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.57it/s] 288/299 6.46G 0.05647 0.02761 0 0.08408 147 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.40it/s] 288/299 6.46G 0.0575 0.02793 0 0.08543 136 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.40it/s] 288/299 6.46G 0.0575 0.02793 0 0.08543 136 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.84it/s] 288/299 6.46G 0.05741 0.02806 0 0.08547 145 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.84it/s] 288/299 6.46G 0.05741 0.02806 0 0.08547 145 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.11it/s] 288/299 6.46G 0.0577 0.02835 0 0.08605 150 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.11it/s] 288/299 6.46G 0.0577 0.02835 0 0.08605 150 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.86it/s] 288/299 6.46G 0.05819 0.02855 0 0.08675 140 640: 85%|████████▍ | 11/13 [00:03<00:00, 5.86it/s] 288/299 6.46G 0.05819 0.02855 0 0.08675 140 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.25it/s] 288/299 6.46G 0.05801 0.02949 0 0.0875 160 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.25it/s] 288/299 6.46G 0.05801 0.02949 0 0.0875 160 640: 100%|██████████| 13/13 [00:03<00:00, 2.86it/s] 288/299 6.46G 0.05801 0.02949 0 0.0875 160 640: 100%|██████████| 13/13 [00:03<00:00, 3.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.61 0.667 0.562 0.206
0%| | 0/13 [00:00<?, ?it/s] 289/299 6.46G 0.05683 0.02292 0 0.07975 98 640: 0%| | 0/13 [00:00<?, ?it/s] 289/299 6.46G 0.05683 0.02292 0 0.07975 98 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 289/299 6.46G 0.05664 0.02527 0 0.08191 129 640: 8%|▊ | 1/13 [00:00<00:01, 8.57it/s] 289/299 6.46G 0.05664 0.02527 0 0.08191 129 640: 15%|█▌ | 2/13 [00:00<00:01, 8.78it/s] 289/299 6.46G 0.05534 0.02404 0 0.07938 104 640: 15%|█▌ | 2/13 [00:00<00:01, 8.78it/s] 289/299 6.46G 0.05534 0.02404 0 0.07938 104 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 289/299 6.46G 0.05534 0.02551 0 0.08085 131 640: 23%|██▎ | 3/13 [00:00<00:01, 8.80it/s] 289/299 6.46G 0.05534 0.02551 0 0.08085 131 640: 31%|███ | 4/13 [00:00<00:01, 8.00it/s] 289/299 6.46G 0.05703 0.02522 0 0.08225 111 640: 31%|███ | 4/13 [00:00<00:01, 8.00it/s] 289/299 6.46G 0.05703 0.02522 0 0.08225 111 640: 38%|███▊ | 5/13 [00:00<00:00, 8.30it/s] 289/299 6.46G 0.05641 0.02543 0 0.08185 114 640: 38%|███▊ | 5/13 [00:00<00:00, 8.30it/s] 289/299 6.46G 0.05641 0.02543 0 0.08185 114 640: 46%|████▌ | 6/13 [00:00<00:00, 8.50it/s] 289/299 6.46G 0.05505 0.02575 0 0.0808 122 640: 46%|████▌ | 6/13 [00:01<00:00, 8.50it/s] 289/299 6.46G 0.05505 0.02575 0 0.0808 122 640: 54%|█████▍ | 7/13 [00:01<00:02, 2.19it/s] 289/299 6.46G 0.05516 0.02572 0 0.08088 117 640: 54%|█████▍ | 7/13 [00:02<00:02, 2.19it/s] 289/299 6.46G 0.05516 0.02572 0 0.08088 117 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.80it/s] 289/299 6.46G 0.05528 0.02566 0 0.08094 112 640: 62%|██████▏ | 8/13 [00:02<00:01, 2.80it/s] 289/299 6.46G 0.05528 0.02566 0 0.08094 112 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.40it/s] 289/299 6.46G 0.05524 0.02629 0 0.08153 145 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.40it/s] 289/299 6.46G 0.05524 0.02629 0 0.08153 145 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.20it/s] 289/299 6.46G 0.05544 0.02709 0 0.08253 160 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.20it/s] 289/299 6.46G 0.05544 0.02709 0 0.08253 160 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.00it/s] 289/299 6.46G 0.05506 0.02714 0 0.0822 114 640: 85%|████████▍ | 11/13 [00:02<00:00, 5.00it/s] 289/299 6.46G 0.05506 0.02714 0 0.0822 114 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.49it/s] 289/299 6.46G 0.05524 0.02743 0 0.08266 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.49it/s] 289/299 6.46G 0.05524 0.02743 0 0.08266 134 640: 100%|██████████| 13/13 [00:02<00:00, 6.33it/s] 289/299 6.46G 0.05524 0.02743 0 0.08266 134 640: 100%|██████████| 13/13 [00:02<00:00, 4.94it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.692 0.62 0.562 0.207
0%| | 0/13 [00:00<?, ?it/s] 290/299 6.46G 0.06307 0.02078 0 0.08384 91 640: 0%| | 0/13 [00:00<?, ?it/s] 290/299 6.46G 0.06307 0.02078 0 0.08384 91 640: 8%|▊ | 1/13 [00:00<00:01, 8.55it/s] 290/299 6.46G 0.05686 0.02416 0 0.08101 133 640: 8%|▊ | 1/13 [00:01<00:01, 8.55it/s] 290/299 6.46G 0.05686 0.02416 0 0.08101 133 640: 15%|█▌ | 2/13 [00:01<00:08, 1.23it/s] 290/299 6.46G 0.05368 0.02421 0 0.0779 105 640: 15%|█▌ | 2/13 [00:01<00:08, 1.23it/s] 290/299 6.46G 0.05368 0.02421 0 0.0779 105 640: 23%|██▎ | 3/13 [00:01<00:05, 1.98it/s] 290/299 6.46G 0.05104 0.02376 0 0.07479 100 640: 23%|██▎ | 3/13 [00:01<00:05, 1.98it/s] 290/299 6.46G 0.05104 0.02376 0 0.07479 100 640: 31%|███ | 4/13 [00:01<00:03, 2.85it/s] 290/299 6.46G 0.05097 0.02478 0 0.07575 126 640: 31%|███ | 4/13 [00:01<00:03, 2.85it/s] 290/299 6.46G 0.05097 0.02478 0 0.07575 126 640: 38%|███▊ | 5/13 [00:01<00:02, 3.78it/s] 290/299 6.46G 0.05296 0.02559 0 0.07855 130 640: 38%|███▊ | 5/13 [00:01<00:02, 3.78it/s] 290/299 6.46G 0.05296 0.02559 0 0.07855 130 640: 46%|████▌ | 6/13 [00:01<00:01, 4.69it/s] 290/299 6.46G 0.05286 0.02667 0 0.07952 155 640: 46%|████▌ | 6/13 [00:02<00:01, 4.69it/s] 290/299 6.46G 0.05286 0.02667 0 0.07952 155 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.27it/s] 290/299 6.46G 0.05335 0.02701 0 0.08036 137 640: 54%|█████▍ | 7/13 [00:02<00:01, 5.27it/s] 290/299 6.46G 0.05335 0.02701 0 0.08036 137 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.06it/s] 290/299 6.46G 0.05399 0.02729 0 0.08128 133 640: 62%|██████▏ | 8/13 [00:02<00:00, 6.06it/s] 290/299 6.46G 0.05399 0.02729 0 0.08128 133 640: 69%|██████▉ | 9/13 [00:02<00:00, 6.72it/s] 290/299 6.46G 0.05443 0.02748 0 0.08191 134 640: 69%|██████▉ | 9/13 [00:03<00:00, 6.72it/s] 290/299 6.46G 0.05443 0.02748 0 0.08191 134 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.99it/s] 290/299 6.46G 0.05428 0.02754 0 0.08181 128 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.99it/s] 290/299 6.46G 0.05428 0.02754 0 0.08181 128 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.55it/s] 290/299 6.46G 0.05434 0.02741 0 0.08176 117 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.55it/s] 290/299 6.46G 0.05434 0.02741 0 0.08176 117 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.26it/s] 290/299 6.46G 0.05397 0.02764 0 0.08161 134 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.26it/s] 290/299 6.46G 0.05397 0.02764 0 0.08161 134 640: 100%|██████████| 13/13 [00:03<00:00, 4.09it/s] 290/299 6.46G 0.05397 0.02764 0 0.08161 134 640: 100%|██████████| 13/13 [00:03<00:00, 3.32it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.671 0.609 0.568 0.197
0%| | 0/13 [00:00<?, ?it/s] 291/299 6.46G 0.0558 0.024 0 0.0798 111 640: 0%| | 0/13 [00:00<?, ?it/s] 291/299 6.46G 0.0558 0.024 0 0.0798 111 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 291/299 6.46G 0.05513 0.02421 0 0.07934 113 640: 8%|▊ | 1/13 [00:00<00:01, 8.62it/s] 291/299 6.46G 0.05513 0.02421 0 0.07934 113 640: 15%|█▌ | 2/13 [00:00<00:01, 7.58it/s] 291/299 6.46G 0.05297 0.0232 0 0.07617 101 640: 15%|█▌ | 2/13 [00:00<00:01, 7.58it/s] 291/299 6.46G 0.05297 0.0232 0 0.07617 101 640: 23%|██▎ | 3/13 [00:00<00:01, 8.11it/s] 291/299 6.46G 0.05209 0.02452 0 0.07661 132 640: 23%|██▎ | 3/13 [00:00<00:01, 8.11it/s] 291/299 6.46G 0.05209 0.02452 0 0.07661 132 640: 31%|███ | 4/13 [00:00<00:01, 8.39it/s] 291/299 6.46G 0.05214 0.02363 0 0.07577 96 640: 31%|███ | 4/13 [00:01<00:01, 8.39it/s] 291/299 6.46G 0.05214 0.02363 0 0.07577 96 640: 38%|███▊ | 5/13 [00:01<00:03, 2.50it/s] 291/299 6.46G 0.05232 0.02476 0 0.07707 140 640: 38%|███▊ | 5/13 [00:01<00:03, 2.50it/s] 291/299 6.46G 0.05232 0.02476 0 0.07707 140 640: 46%|████▌ | 6/13 [00:01<00:02, 3.19it/s] 291/299 6.46G 0.05108 0.02505 0 0.07613 129 640: 46%|████▌ | 6/13 [00:01<00:02, 3.19it/s] 291/299 6.46G 0.05108 0.02505 0 0.07613 129 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 291/299 6.46G 0.05086 0.02458 0 0.07544 91 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.03it/s] 291/299 6.46G 0.05086 0.02458 0 0.07544 91 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.88it/s] 291/299 6.46G 0.05172 0.02414 0 0.07586 93 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.88it/s] 291/299 6.46G 0.05172 0.02414 0 0.07586 93 640: 69%|██████▉ | 9/13 [00:01<00:00, 5.67it/s] 291/299 6.46G 0.05251 0.02455 0 0.07706 127 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.67it/s] 291/299 6.46G 0.05251 0.02455 0 0.07706 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.04it/s] 291/299 6.46G 0.05261 0.02486 0 0.07748 121 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.04it/s] 291/299 6.46G 0.05261 0.02486 0 0.07748 121 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.65it/s] 291/299 6.46G 0.05274 0.02517 0 0.07791 134 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.65it/s] 291/299 6.46G 0.05274 0.02517 0 0.07791 134 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.18it/s] 291/299 6.46G 0.05257 0.02558 0 0.07815 124 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.18it/s] 291/299 6.46G 0.05257 0.02558 0 0.07815 124 640: 100%|██████████| 13/13 [00:03<00:00, 2.58it/s] 291/299 6.46G 0.05257 0.02558 0 0.07815 124 640: 100%|██████████| 13/13 [00:03<00:00, 4.07it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.705 0.632 0.602 0.194
0%| | 0/13 [00:00<?, ?it/s] 292/299 6.46G 0.06175 0.02981 0 0.09156 131 640: 0%| | 0/13 [00:00<?, ?it/s] 292/299 6.46G 0.06175 0.02981 0 0.09156 131 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 292/299 6.46G 0.0606 0.02859 0 0.08918 126 640: 8%|▊ | 1/13 [00:00<00:01, 6.83it/s] 292/299 6.46G 0.0606 0.02859 0 0.08918 126 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 292/299 6.46G 0.05744 0.02816 0 0.0856 120 640: 15%|█▌ | 2/13 [00:00<00:01, 7.89it/s] 292/299 6.46G 0.05744 0.02816 0 0.0856 120 640: 23%|██▎ | 3/13 [00:00<00:01, 8.31it/s] 292/299 6.46G 0.05618 0.02904 0 0.08522 156 640: 23%|██▎ | 3/13 [00:00<00:01, 8.31it/s] 292/299 6.46G 0.05618 0.02904 0 0.08522 156 640: 31%|███ | 4/13 [00:00<00:01, 8.51it/s] 292/299 6.46G 0.05595 0.02971 0 0.08566 149 640: 31%|███ | 4/13 [00:00<00:01, 8.51it/s] 292/299 6.46G 0.05595 0.02971 0 0.08566 149 640: 38%|███▊ | 5/13 [00:00<00:01, 7.91it/s] 292/299 6.46G 0.0554 0.02874 0 0.08415 102 640: 38%|███▊ | 5/13 [00:00<00:01, 7.91it/s] 292/299 6.46G 0.0554 0.02874 0 0.08415 102 640: 46%|████▌ | 6/13 [00:00<00:01, 6.43it/s] 292/299 6.46G 0.05486 0.02897 0 0.08383 141 640: 46%|████▌ | 6/13 [00:00<00:01, 6.43it/s] 292/299 6.46G 0.05486 0.02897 0 0.08383 141 640: 54%|█████▍ | 7/13 [00:00<00:00, 7.02it/s] 292/299 6.46G 0.05434 0.02834 0 0.08268 108 640: 54%|█████▍ | 7/13 [00:02<00:00, 7.02it/s] 292/299 6.46G 0.05434 0.02834 0 0.08268 108 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.20it/s] 292/299 6.46G 0.05419 0.02765 0 0.08184 107 640: 62%|██████▏ | 8/13 [00:02<00:02, 2.20it/s] 292/299 6.46G 0.05419 0.02765 0 0.08184 107 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.81it/s] 292/299 6.46G 0.05407 0.02734 0 0.08141 114 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.81it/s] 292/299 6.46G 0.05407 0.02734 0 0.08141 114 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.57it/s] 292/299 6.46G 0.05487 0.02772 0 0.08259 138 640: 77%|███████▋ | 10/13 [00:02<00:00, 3.57it/s] 292/299 6.46G 0.05487 0.02772 0 0.08259 138 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.36it/s] 292/299 6.46G 0.05541 0.02807 0 0.08348 152 640: 85%|████████▍ | 11/13 [00:02<00:00, 4.36it/s] 292/299 6.46G 0.05541 0.02807 0 0.08348 152 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 292/299 6.46G 0.05536 0.02833 0 0.08369 132 640: 92%|█████████▏| 12/13 [00:02<00:00, 5.16it/s] 292/299 6.46G 0.05536 0.02833 0 0.08369 132 640: 100%|██████████| 13/13 [00:02<00:00, 5.71it/s] 292/299 6.46G 0.05536 0.02833 0 0.08369 132 640: 100%|██████████| 13/13 [00:02<00:00, 4.84it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.72 0.62 0.618 0.206
0%| | 0/13 [00:00<?, ?it/s] 293/299 6.46G 0.05935 0.02297 0 0.08231 101 640: 0%| | 0/13 [00:00<?, ?it/s] 293/299 6.46G 0.05935 0.02297 0 0.08231 101 640: 8%|▊ | 1/13 [00:00<00:02, 5.38it/s] 293/299 6.46G 0.0573 0.02845 0 0.08575 160 640: 8%|▊ | 1/13 [00:00<00:02, 5.38it/s] 293/299 6.46G 0.0573 0.02845 0 0.08575 160 640: 15%|█▌ | 2/13 [00:00<00:01, 7.02it/s] 293/299 6.46G 0.05399 0.0267 0 0.08069 107 640: 15%|█▌ | 2/13 [00:01<00:01, 7.02it/s] 293/299 6.46G 0.05399 0.0267 0 0.08069 107 640: 23%|██▎ | 3/13 [00:01<00:04, 2.05it/s] 293/299 6.46G 0.0523 0.02607 0 0.07838 118 640: 23%|██▎ | 3/13 [00:01<00:04, 2.05it/s] 293/299 6.46G 0.0523 0.02607 0 0.07838 118 640: 31%|███ | 4/13 [00:01<00:03, 2.84it/s] 293/299 6.46G 0.05219 0.02622 0 0.07841 112 640: 31%|███ | 4/13 [00:01<00:03, 2.84it/s] 293/299 6.46G 0.05219 0.02622 0 0.07841 112 640: 38%|███▊ | 5/13 [00:01<00:02, 3.77it/s] 293/299 6.46G 0.05266 0.02827 0 0.08092 178 640: 38%|███▊ | 5/13 [00:01<00:02, 3.77it/s] 293/299 6.46G 0.05266 0.02827 0 0.08092 178 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 293/299 6.46G 0.05189 0.02784 0 0.07973 118 640: 46%|████▌ | 6/13 [00:01<00:01, 4.68it/s] 293/299 6.46G 0.05189 0.02784 0 0.07973 118 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 293/299 6.46G 0.05346 0.02819 0 0.08165 131 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.54it/s] 293/299 6.46G 0.05346 0.02819 0 0.08165 131 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.94it/s] 293/299 6.46G 0.05412 0.02788 0 0.082 122 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.94it/s] 293/299 6.46G 0.05412 0.02788 0 0.082 122 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.64it/s] 293/299 6.46G 0.0544 0.02825 0 0.08266 145 640: 69%|██████▉ | 9/13 [00:02<00:01, 3.64it/s] 293/299 6.46G 0.0544 0.02825 0 0.08266 145 640: 77%|███████▋ | 10/13 [00:02<00:00, 4.45it/s] 293/299 6.46G 0.05375 0.02789 0 0.08164 105 640: 77%|███████▋ | 10/13 [00:03<00:00, 4.45it/s] 293/299 6.46G 0.05375 0.02789 0 0.08164 105 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.33it/s] 293/299 6.46G 0.05383 0.02792 0 0.08175 138 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.33it/s] 293/299 6.46G 0.05383 0.02792 0 0.08175 138 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.93it/s] 293/299 6.46G 0.05407 0.02785 0 0.08192 113 640: 92%|█████████▏| 12/13 [00:03<00:00, 2.93it/s] 293/299 6.46G 0.05407 0.02785 0 0.08192 113 640: 100%|██████████| 13/13 [00:03<00:00, 3.72it/s] 293/299 6.46G 0.05407 0.02785 0 0.08192 113 640: 100%|██████████| 13/13 [00:03<00:00, 3.63it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.691 0.644 0.574 0.199
0%| | 0/13 [00:00<?, ?it/s] 294/299 6.46G 0.05993 0.02352 0 0.08345 115 640: 0%| | 0/13 [00:00<?, ?it/s] 294/299 6.46G 0.05993 0.02352 0 0.08345 115 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 294/299 6.46G 0.05834 0.02493 0 0.08327 123 640: 8%|▊ | 1/13 [00:00<00:01, 8.60it/s] 294/299 6.46G 0.05834 0.02493 0 0.08327 123 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 294/299 6.46G 0.05931 0.0243 0 0.08361 97 640: 15%|█▌ | 2/13 [00:00<00:01, 8.76it/s] 294/299 6.46G 0.05931 0.0243 0 0.08361 97 640: 23%|██▎ | 3/13 [00:00<00:01, 7.71it/s] 294/299 6.46G 0.05633 0.02484 0 0.08117 125 640: 23%|██▎ | 3/13 [00:00<00:01, 7.71it/s] 294/299 6.46G 0.05633 0.02484 0 0.08117 125 640: 31%|███ | 4/13 [00:00<00:01, 8.13it/s] 294/299 6.46G 0.05551 0.02511 0 0.08062 119 640: 31%|███ | 4/13 [00:00<00:01, 8.13it/s] 294/299 6.46G 0.05551 0.02511 0 0.08062 119 640: 38%|███▊ | 5/13 [00:00<00:00, 8.34it/s] 294/299 6.46G 0.05599 0.02582 0 0.0818 135 640: 38%|███▊ | 5/13 [00:01<00:00, 8.34it/s] 294/299 6.46G 0.05599 0.02582 0 0.0818 135 640: 46%|████▌ | 6/13 [00:01<00:02, 2.59it/s] 294/299 6.46G 0.05524 0.02694 0 0.08217 157 640: 46%|████▌ | 6/13 [00:01<00:02, 2.59it/s] 294/299 6.46G 0.05524 0.02694 0 0.08217 157 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.27it/s] 294/299 6.46G 0.05458 0.02614 0 0.08073 92 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.27it/s] 294/299 6.46G 0.05458 0.02614 0 0.08073 92 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 294/299 6.46G 0.05461 0.02617 0 0.08079 116 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.09it/s] 294/299 6.46G 0.05461 0.02617 0 0.08079 116 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.91it/s] 294/299 6.46G 0.05414 0.02634 0 0.08048 135 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.91it/s] 294/299 6.46G 0.05414 0.02634 0 0.08048 135 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.70it/s] 294/299 6.46G 0.05396 0.02635 0 0.08032 124 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.70it/s] 294/299 6.46G 0.05396 0.02635 0 0.08032 124 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.06it/s] 294/299 6.46G 0.05464 0.02697 0 0.08161 158 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.06it/s] 294/299 6.46G 0.05464 0.02697 0 0.08161 158 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.15it/s] 294/299 6.46G 0.05443 0.02759 0 0.08202 143 640: 92%|█████████▏| 12/13 [00:02<00:00, 4.15it/s] 294/299 6.46G 0.05443 0.02759 0 0.08202 143 640: 100%|██████████| 13/13 [00:02<00:00, 5.03it/s] 294/299 6.46G 0.05443 0.02759 0 0.08202 143 640: 100%|██████████| 13/13 [00:02<00:00, 4.91it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.662 0.654 0.572 0.199
0%| | 0/13 [00:00<?, ?it/s] 295/299 6.46G 0.05237 0.02583 0 0.07821 120 640: 0%| | 0/13 [00:00<?, ?it/s] 295/299 6.46G 0.05237 0.02583 0 0.07821 120 640: 8%|▊ | 1/13 [00:00<00:07, 1.61it/s] 295/299 6.46G 0.0509 0.02153 0 0.07242 81 640: 8%|▊ | 1/13 [00:00<00:07, 1.61it/s] 295/299 6.46G 0.0509 0.02153 0 0.07242 81 640: 15%|█▌ | 2/13 [00:00<00:03, 2.94it/s] 295/299 6.46G 0.04832 0.0208 0 0.06912 87 640: 15%|█▌ | 2/13 [00:00<00:03, 2.94it/s] 295/299 6.46G 0.04832 0.0208 0 0.06912 87 640: 23%|██▎ | 3/13 [00:00<00:02, 4.22it/s] 295/299 6.46G 0.04688 0.02071 0 0.06759 97 640: 23%|██▎ | 3/13 [00:00<00:02, 4.22it/s] 295/299 6.46G 0.04688 0.02071 0 0.06759 97 640: 31%|███ | 4/13 [00:00<00:01, 5.31it/s] 295/299 6.46G 0.04871 0.0221 0 0.07081 127 640: 31%|███ | 4/13 [00:01<00:01, 5.31it/s] 295/299 6.46G 0.04871 0.0221 0 0.07081 127 640: 38%|███▊ | 5/13 [00:01<00:01, 6.21it/s] 295/299 6.46G 0.04924 0.0223 0 0.07154 99 640: 38%|███▊ | 5/13 [00:01<00:01, 6.21it/s] 295/299 6.46G 0.04924 0.0223 0 0.07154 99 640: 46%|████▌ | 6/13 [00:01<00:01, 6.48it/s] 295/299 6.46G 0.04986 0.02377 0 0.07363 147 640: 46%|████▌ | 6/13 [00:01<00:01, 6.48it/s] 295/299 6.46G 0.04986 0.02377 0 0.07363 147 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.37it/s] 295/299 6.46G 0.05115 0.02453 0 0.07568 133 640: 54%|█████▍ | 7/13 [00:01<00:01, 4.37it/s] 295/299 6.46G 0.05115 0.02453 0 0.07568 133 640: 62%|██████▏ | 8/13 [00:01<00:00, 5.21it/s] 295/299 6.46G 0.05134 0.02384 0 0.07518 91 640: 62%|██████▏ | 8/13 [00:02<00:00, 5.21it/s] 295/299 6.46G 0.05134 0.02384 0 0.07518 91 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.23it/s] 295/299 6.46G 0.05125 0.02408 0 0.07533 122 640: 69%|██████▉ | 9/13 [00:02<00:01, 2.23it/s] 295/299 6.46G 0.05125 0.02408 0 0.07533 122 640: 77%|███████▋ | 10/13 [00:02<00:01, 2.83it/s] 295/299 6.46G 0.05168 0.02444 0 0.07612 133 640: 77%|███████▋ | 10/13 [00:03<00:01, 2.83it/s] 295/299 6.46G 0.05168 0.02444 0 0.07612 133 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.57it/s] 295/299 6.46G 0.05213 0.0248 0 0.07692 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 3.57it/s] 295/299 6.46G 0.05213 0.0248 0 0.07692 144 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.37it/s] 295/299 6.46G 0.05252 0.02592 0 0.07844 152 640: 92%|█████████▏| 12/13 [00:03<00:00, 4.37it/s] 295/299 6.46G 0.05252 0.02592 0 0.07844 152 640: 100%|██████████| 13/13 [00:03<00:00, 5.25it/s] 295/299 6.46G 0.05252 0.02592 0 0.07844 152 640: 100%|██████████| 13/13 [00:03<00:00, 4.03it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.01it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.639 0.609 0.553 0.204
0%| | 0/13 [00:00<?, ?it/s] 296/299 6.46G 0.05285 0.02235 0 0.0752 111 640: 0%| | 0/13 [00:00<?, ?it/s] 296/299 6.46G 0.05285 0.02235 0 0.0752 111 640: 8%|▊ | 1/13 [00:00<00:01, 6.70it/s] 296/299 6.46G 0.05636 0.02778 0 0.08414 165 640: 8%|▊ | 1/13 [00:00<00:01, 6.70it/s] 296/299 6.46G 0.05636 0.02778 0 0.08414 165 640: 15%|█▌ | 2/13 [00:00<00:01, 7.82it/s] 296/299 6.46G 0.05287 0.02622 0 0.07909 113 640: 15%|█▌ | 2/13 [00:00<00:01, 7.82it/s] 296/299 6.46G 0.05287 0.02622 0 0.07909 113 640: 23%|██▎ | 3/13 [00:00<00:01, 8.25it/s] 296/299 6.46G 0.05236 0.02686 0 0.07922 131 640: 23%|██▎ | 3/13 [00:01<00:01, 8.25it/s] 296/299 6.46G 0.05236 0.02686 0 0.07922 131 640: 31%|███ | 4/13 [00:01<00:05, 1.75it/s] 296/299 6.46G 0.05202 0.02655 0 0.07857 116 640: 31%|███ | 4/13 [00:01<00:05, 1.75it/s] 296/299 6.46G 0.05202 0.02655 0 0.07857 116 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 296/299 6.46G 0.05273 0.02635 0 0.07907 108 640: 38%|███▊ | 5/13 [00:01<00:03, 2.39it/s] 296/299 6.46G 0.05273 0.02635 0 0.07907 108 640: 46%|████▌ | 6/13 [00:01<00:02, 3.18it/s] 296/299 6.46G 0.05253 0.02752 0 0.08005 152 640: 46%|████▌ | 6/13 [00:02<00:02, 3.18it/s] 296/299 6.46G 0.05253 0.02752 0 0.08005 152 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.03it/s] 296/299 6.46G 0.05237 0.02707 0 0.07944 110 640: 54%|█████▍ | 7/13 [00:02<00:01, 4.03it/s] 296/299 6.46G 0.05237 0.02707 0 0.07944 110 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.87it/s] 296/299 6.46G 0.05191 0.02585 0 0.07776 76 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.87it/s] 296/299 6.46G 0.05191 0.02585 0 0.07776 76 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.36it/s] 296/299 6.46G 0.05226 0.02555 0 0.07781 103 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.36it/s] 296/299 6.46G 0.05226 0.02555 0 0.07781 103 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.10it/s] 296/299 6.46G 0.05222 0.02528 0 0.0775 102 640: 77%|███████▋ | 10/13 [00:02<00:00, 6.10it/s] 296/299 6.46G 0.05222 0.02528 0 0.0775 102 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.75it/s] 296/299 6.46G 0.05212 0.02538 0 0.0775 118 640: 85%|████████▍ | 11/13 [00:03<00:00, 6.75it/s] 296/299 6.46G 0.05212 0.02538 0 0.0775 118 640: 92%|█████████▏| 12/13 [00:03<00:00, 1.83it/s] 296/299 6.46G 0.05195 0.02581 0 0.07776 124 640: 92%|█████████▏| 12/13 [00:04<00:00, 1.83it/s] 296/299 6.46G 0.05195 0.02581 0 0.07776 124 640: 100%|██████████| 13/13 [00:04<00:00, 2.38it/s] 296/299 6.46G 0.05195 0.02581 0 0.07776 124 640: 100%|██████████| 13/13 [00:04<00:00, 3.18it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 10.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.607 0.62 0.524 0.185
0%| | 0/13 [00:00<?, ?it/s] 297/299 6.46G 0.05419 0.02007 0 0.07426 100 640: 0%| | 0/13 [00:00<?, ?it/s] 297/299 6.46G 0.05419 0.02007 0 0.07426 100 640: 8%|▊ | 1/13 [00:00<00:01, 8.68it/s] 297/299 6.46G 0.05822 0.02495 0 0.08317 130 640: 8%|▊ | 1/13 [00:00<00:01, 8.68it/s] 297/299 6.46G 0.05822 0.02495 0 0.08317 130 640: 15%|█▌ | 2/13 [00:00<00:01, 8.92it/s] 297/299 6.46G 0.05695 0.02568 0 0.08263 113 640: 15%|█▌ | 2/13 [00:00<00:01, 8.92it/s] 297/299 6.46G 0.05695 0.02568 0 0.08263 113 640: 23%|██▎ | 3/13 [00:00<00:01, 5.02it/s] 297/299 6.46G 0.05628 0.02476 0 0.08104 104 640: 23%|██▎ | 3/13 [00:00<00:01, 5.02it/s] 297/299 6.46G 0.05628 0.02476 0 0.08104 104 640: 31%|███ | 4/13 [00:00<00:01, 5.68it/s] 297/299 6.46G 0.05654 0.02546 0 0.082 118 640: 31%|███ | 4/13 [00:00<00:01, 5.68it/s] 297/299 6.46G 0.05654 0.02546 0 0.082 118 640: 38%|███▊ | 5/13 [00:00<00:01, 6.53it/s] 297/299 6.46G 0.05654 0.02639 0 0.08293 133 640: 38%|███▊ | 5/13 [00:00<00:01, 6.53it/s] 297/299 6.46G 0.05654 0.02639 0 0.08293 133 640: 46%|████▌ | 6/13 [00:00<00:00, 7.18it/s] 297/299 6.46G 0.05608 0.0267 0 0.08279 142 640: 46%|████▌ | 6/13 [00:01<00:00, 7.18it/s] 297/299 6.46G 0.05608 0.0267 0 0.08279 142 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.30it/s] 297/299 6.46G 0.05672 0.02609 0 0.08281 104 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.30it/s] 297/299 6.46G 0.05672 0.02609 0 0.08281 104 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.96it/s] 297/299 6.46G 0.05604 0.0259 0 0.08194 113 640: 62%|██████▏ | 8/13 [00:01<00:01, 3.96it/s] 297/299 6.46G 0.05604 0.0259 0 0.08194 113 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.79it/s] 297/299 6.46G 0.05565 0.02635 0 0.082 137 640: 69%|██████▉ | 9/13 [00:01<00:00, 4.79it/s] 297/299 6.46G 0.05565 0.02635 0 0.082 137 640: 77%|███████▋ | 10/13 [00:01<00:00, 5.58it/s] 297/299 6.46G 0.05563 0.02658 0 0.08221 127 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.58it/s] 297/299 6.46G 0.05563 0.02658 0 0.08221 127 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.30it/s] 297/299 6.46G 0.05548 0.02658 0 0.08206 122 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.30it/s] 297/299 6.46G 0.05548 0.02658 0 0.08206 122 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.50it/s] 297/299 6.46G 0.05545 0.02684 0 0.08228 119 640: 92%|█████████▏| 12/13 [00:02<00:00, 6.50it/s] 297/299 6.46G 0.05545 0.02684 0 0.08228 119 640: 100%|██████████| 13/13 [00:02<00:00, 7.24it/s] 297/299 6.46G 0.05545 0.02684 0 0.08228 119 640: 100%|██████████| 13/13 [00:02<00:00, 5.75it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 12.23it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.641 0.575 0.515 0.202
0%| | 0/13 [00:00<?, ?it/s] 298/299 6.46G 0.05304 0.02411 0 0.07716 116 640: 0%| | 0/13 [00:00<?, ?it/s] 298/299 6.46G 0.05304 0.02411 0 0.07716 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.91it/s] 298/299 6.46G 0.05832 0.026 0 0.08432 117 640: 8%|▊ | 1/13 [00:01<00:01, 8.91it/s] 298/299 6.46G 0.05832 0.026 0 0.08432 117 640: 15%|█▌ | 2/13 [00:01<00:06, 1.63it/s] 298/299 6.46G 0.05559 0.02398 0 0.07957 86 640: 15%|█▌ | 2/13 [00:01<00:06, 1.63it/s] 298/299 6.46G 0.05559 0.02398 0 0.07957 86 640: 23%|██▎ | 3/13 [00:01<00:03, 2.51it/s] 298/299 6.46G 0.05514 0.02535 0 0.08049 138 640: 23%|██▎ | 3/13 [00:01<00:03, 2.51it/s] 298/299 6.46G 0.05514 0.02535 0 0.08049 138 640: 31%|███ | 4/13 [00:01<00:02, 3.50it/s] 298/299 6.46G 0.05622 0.02591 0 0.08213 127 640: 31%|███ | 4/13 [00:01<00:02, 3.50it/s] 298/299 6.46G 0.05622 0.02591 0 0.08213 127 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 298/299 6.46G 0.05514 0.02534 0 0.08048 99 640: 38%|███▊ | 5/13 [00:01<00:01, 4.47it/s] 298/299 6.46G 0.05514 0.02534 0 0.08048 99 640: 46%|████▌ | 6/13 [00:01<00:01, 5.40it/s] 298/299 6.46G 0.05397 0.02579 0 0.07975 128 640: 46%|████▌ | 6/13 [00:01<00:01, 5.40it/s] 298/299 6.46G 0.05397 0.02579 0 0.07975 128 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 298/299 6.46G 0.05356 0.02515 0 0.07871 95 640: 54%|█████▍ | 7/13 [00:01<00:01, 5.92it/s] 298/299 6.46G 0.05356 0.02515 0 0.07871 95 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.65it/s] 298/299 6.46G 0.05396 0.0252 0 0.07916 129 640: 62%|██████▏ | 8/13 [00:01<00:00, 6.65it/s] 298/299 6.46G 0.05396 0.0252 0 0.07916 129 640: 69%|██████▉ | 9/13 [00:01<00:00, 7.26it/s] 298/299 6.46G 0.05423 0.02549 0 0.07972 121 640: 69%|██████▉ | 9/13 [00:03<00:00, 7.26it/s] 298/299 6.46G 0.05423 0.02549 0 0.07972 121 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.86it/s] 298/299 6.46G 0.05435 0.02609 0 0.08044 144 640: 77%|███████▋ | 10/13 [00:03<00:01, 1.86it/s] 298/299 6.46G 0.05435 0.02609 0 0.08044 144 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.42it/s] 298/299 6.46G 0.05442 0.02654 0 0.08096 143 640: 85%|████████▍ | 11/13 [00:03<00:00, 2.42it/s] 298/299 6.46G 0.05442 0.02654 0 0.08096 143 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.12it/s] 298/299 6.46G 0.05459 0.02682 0 0.08141 119 640: 92%|█████████▏| 12/13 [00:03<00:00, 3.12it/s] 298/299 6.46G 0.05459 0.02682 0 0.08141 119 640: 100%|██████████| 13/13 [00:03<00:00, 3.53it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:00<00:00, 9.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 21 87 0.646 0.609 0.538 0.193
0%| | 0/13 [00:00<?, ?it/s] 299/299 6.46G 0.04739 0.02364 0 0.07104 116 640: 0%| | 0/13 [00:00<?, ?it/s] 299/299 6.46G 0.04739 0.02364 0 0.07104 116 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 299/299 6.46G 0.04802 0.02477 0 0.07279 114 640: 8%|▊ | 1/13 [00:00<00:01, 8.50it/s] 299/299 6.46G 0.04802 0.02477 0 0.07279 114 640: 15%|█▌ | 2/13 [00:00<00:01, 7.54it/s] 299/299 6.46G 0.04843 0.02542 0 0.07385 119 640: 15%|█▌ | 2/13 [00:00<00:01, 7.54it/s] 299/299 6.46G 0.04843 0.02542 0 0.07385 119 640: 23%|██▎ | 3/13 [00:00<00:01, 8.08it/s] 299/299 6.46G 0.04804 0.02618 0 0.07422 138 640: 23%|██▎ | 3/13 [00:00<00:01, 8.08it/s] 299/299 6.46G 0.04804 0.02618 0 0.07422 138 640: 31%|███ | 4/13 [00:00<00:01, 8.35it/s] 299/299 6.46G 0.05063 0.02655 0 0.07718 127 640: 31%|███ | 4/13 [00:01<00:01, 8.35it/s] 299/299 6.46G 0.05063 0.02655 0 0.07718 127 640: 38%|███▊ | 5/13 [00:01<00:03, 2.21it/s] 299/299 6.46G 0.0512 0.02724 0 0.07844 134 640: 38%|███▊ | 5/13 [00:01<00:03, 2.21it/s] 299/299 6.46G 0.0512 0.02724 0 0.07844 134 640: 46%|████▌ | 6/13 [00:01<00:02, 2.88it/s] 299/299 6.46G 0.05178 0.02816 0 0.07994 161 640: 46%|████▌ | 6/13 [00:01<00:02, 2.88it/s] 299/299 6.46G 0.05178 0.02816 0 0.07994 161 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.70it/s] 299/299 6.46G 0.05253 0.02729 0 0.07982 98 640: 54%|█████▍ | 7/13 [00:01<00:01, 3.70it/s] 299/299 6.46G 0.05253 0.02729 0 0.07982 98 640: 62%|██████▏ | 8/13 [00:01<00:01, 4.54it/s] 299/299 6.46G 0.05326 0.02734 0 0.08059 133 640: 62%|██████▏ | 8/13 [00:02<00:01, 4.54it/s] 299/299 6.46G 0.05326 0.02734 0 0.08059 133 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.35it/s] 299/299 6.46G 0.05341 0.02742 0 0.08083 129 640: 69%|██████▉ | 9/13 [00:02<00:00, 5.35it/s] 299/299 6.46G 0.05341 0.02742 0 0.08083 129 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.77it/s] 299/299 6.46G 0.05341 0.0276 0 0.08101 133 640: 77%|███████▋ | 10/13 [00:02<00:00, 5.77it/s] 299/299 6.46G 0.05341 0.0276 0 0.08101 133 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.46it/s] 299/299 6.46G 0.05386 0.02816 0 0.08202 154 640: 85%|████████▍ | 11/13 [00:02<00:00, 6.46it/s] 299/299 6.46G 0.05386 0.02816 0 0.08202 154 640: 92%|█████████▏| 12/13 [00:02<00:00, 7.04it/s] 299/299 6.46G 0.05369 0.02807 0 0.08176 109 640: 92%|█████████▏| 12/13 [00:03<00:00, 7.04it/s] 299/299 6.46G 0.05369 0.02807 0 0.08176 109 640: 100%|██████████| 13/13 [00:03<00:00, 2.44it/s] 299/299 6.46G 0.05369 0.02807 0 0.08176 109 640: 100%|██████████| 13/13 [00:03<00:00, 3.82it/s]
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/1 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.18s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 1/1 [00:01<00:00, 1.18s/it]
300 epochs completed in 0.303 hours.
Images sizes do not match. This will causes images to be display incorrectly in the UI.
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File "train.py", line 21, in <module>
from torch.utils.tensorboard import SummaryWriter
File "/home/thsw2/anaconda3/lib/python3.8/site-packages/torch/utils/tensorboard/__init__.py", line 4, in <module>
LooseVersion = distutils.version.LooseVersion
AttributeError: module 'distutils' has no attribute 'version'
usage: train.py [-h] [--weights WEIGHTS] [--cfg CFG] [--data DATA] [--hyp HYP]
[--epochs EPOCHS] [--batch-size BATCH_SIZE]
[--img-size IMG_SIZE [IMG_SIZE ...]] [--rect]
[--resume [RESUME]] [--nosave] [--notest] [--noautoanchor]
[--evolve] [--bucket BUCKET] [--cache-images]
[--image-weights] [--device DEVICE] [--multi-scale]
[--single-cls] [--adam] [--sync-bn] [--local_rank LOCAL_RANK]
[--workers WORKERS] [--project PROJECT] [--entity ENTITY]
[--name NAME] [--exist-ok] [--quad] [--linear-lr]
[--label-smoothing LABEL_SMOOTHING] [--upload_dataset]
[--bbox_interval BBOX_INTERVAL] [--save_period SAVE_PERIOD]
[--artifact_alias ARTIFACT_ALIAS]
train.py: error: unrecognized arguments: --imgsz 640
fatal: unable to access 'https://github.com/ultralytics/yolov5.git/': gnutls_handshake() failed: The TLS connection was non-properly terminated.
YOLOv5 🚀 v5.0-0-gf5b8f7d torch 1.7.1 CUDA:0 (GeForce RTX 2080 Ti, 11016.9375MB)
Namespace(adam=False, artifact_alias='latest', batch_size=16, bbox_interval=-1, bucket='', cache_images=False, cfg='./models/yolov5s.yaml', data='./data/plateTH.yaml', device='', entity=None, epochs=300, evolve=False, exist_ok=False, global_rank=-1, hyp='data/hyp.scratch.yaml', image_weights=False, img_size=[640, 640], label_smoothing=0.0, linear_lr=False, local_rank=-1, multi_scale=False, name='exp', noautoanchor=False, nosave=False, notest=False, project='runs/train', quad=False, rect=False, resume=False, save_dir='runs/train/exp63', save_period=-1, single_cls=False, sync_bn=False, total_batch_size=16, upload_dataset=False, weights='./yolov5s.pt', workers=8, world_size=1)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
github: Command 'git fetch && git config --get remote.origin.url' returned non-zero exit status 128.
Traceback (most recent call last):
File "train.py", line 544, in <module>
train(hyp, opt, device, tb_writer)
File "train.py", line 65, in train
data_dict = yaml.load(f, Loader=yaml.SafeLoader) # data dict
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/site-packages/yaml/__init__.py", line 112, in load
loader = Loader(stream)
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/site-packages/yaml/loader.py", line 34, in __init__
Reader.__init__(self, stream)
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/site-packages/yaml/reader.py", line 85, in __init__
self.determine_encoding()
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/site-packages/yaml/reader.py", line 124, in determine_encoding
self.update_raw()
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/site-packages/yaml/reader.py", line 178, in update_raw
data = self.stream.read(size)
File "/home/thsw2/anaconda3/envs/torch17/lib/python3.8/codecs.py", line 322, in decode
(result, consumed) = self._buffer_decode(data, self.errors, final)
UnicodeDecodeError: 'utf-8' codec can't decode byte 0xc1 in position 4: invalid start byte
Internal process exited
YOLOv5 🚀 2022-8-30 torch 1.7.1+cu110 CUDA:0 (GeForce RTX 2080 Ti, 11016.9375MB)
Namespace(weights='yolov5s.pt', cfg='./models/yolov5s.yaml', data='./data/plateTH.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=32, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp74', total_batch_size=32)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
wandb: Currently logged in as: zjc1633. Use `wandb login --relogin` to force relogin
wandb: wandb version 0.13.4 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.13.2
wandb: Run data is saved locally in /host/zjc/yolov5/wandb/run-20221030_093107-3q8bk3u8
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run exp74
wandb: ⭐️ View project at https://wandb.ai/zjc1633/YOLOv5
wandb: 🚀 View run at https://wandb.ai/zjc1633/YOLOv5/runs/3q8bk3u8
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 156928 models.common.C3 [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1182720 models.common.C3 [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 16182 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 283 layers, 7063542 parameters, 7063542 gradients, 16.5 GFLOPS
Transferred 354/362 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 62 .bias, 62 conv.weight, 59 other
github: skipping check (Docker image)
train: Scanning '../plateTH/labels/train.cache' images and labels... 741 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 741/741 [00:00<?, ?it/s] train: Scanning '../plateTH/labels/train.cache' images and labels... 741 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 741/741 [00:00<?, ?it/s]
val: Scanning '../plateTH/labels/val.cache' images and labels... 94 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 94/94 [00:00<?, ?it/s] val: Scanning '../plateTH/labels/val.cache' images and labels... 94 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 94/94 [00:00<?, ?it/s]
Images sizes do not match. This will causes images to be display incorrectly in the UI.
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp74
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 3.80, Best Possible Recall (BPR) = 0.9863
0%| | 0/24 [00:00<?, ?it/s] 0/299 6.59G 0.1293 0.02478 0 0.1541 69 640: 0%| | 0/24 [00:25<?, ?it/s] 0/299 6.59G 0.1293 0.02478 0 0.1541 69 640: 4%|▍ | 1/24 [00:25<09:50, 25.70s/it] 0/299 6.6G 0.1295 0.02444 0 0.154 61 640: 4%|▍ | 1/24 [00:25<09:50, 25.70s/it] 0/299 6.6G 0.1295 0.02444 0 0.154 61 640: 8%|▊ | 2/24 [00:25<03:56, 10.75s/it] 0/299 6.6G 0.1301 0.02414 0 0.1542 61 640: 8%|▊ | 2/24 [00:26<03:56, 10.75s/it] 0/299 6.6G 0.1301 0.02414 0 0.1542 61 640: 12%|█▎ | 3/24 [00:26<02:05, 5.98s/it] 0/299 6.6G 0.1303 0.02399 0 0.1543 74 640: 12%|█▎ | 3/24 [00:26<02:05, 5.98s/it] 0/299 6.6G 0.1303 0.02399 0 0.1543 74 640: 17%|█▋ | 4/24 [00:26<01:14, 3.73s/it] 0/299 6.6G 0.1303 0.02358 0 0.1539 46 640: 17%|█▋ | 4/24 [00:26<01:14, 3.73s/it] 0/299 6.6G 0.1303 0.02358 0 0.1539 46 640: 21%|██ | 5/24 [00:26<00:46, 2.47s/it] 0/299 6.6G 0.1297 0.02324 0 0.153 46 640: 21%|██ | 5/24 [00:27<00:46, 2.47s/it] 0/299 6.6G 0.1297 0.02324 0 0.153 46 640: 25%|██▌ | 6/24 [00:27<00:30, 1.71s/it] 0/299 6.6G 0.1286 0.02321 0 0.1518 55 640: 25%|██▌ | 6/24 [00:27<00:30, 1.71s/it] 0/299 6.6G 0.1286 0.02321 0 0.1518 55 640: 29%|██▉ | 7/24 [00:27<00:20, 1.23s/it] 0/299 6.6G 0.1281 0.02299 0 0.1511 58 640: 29%|██▉ | 7/24 [00:27<00:20, 1.23s/it] 0/299 6.6G 0.1281 0.02299 0 0.1511 58 640: 33%|███▎ | 8/24 [00:27<00:14, 1.10it/s] 0/299 6.6G 0.1274 0.02277 0 0.1502 63 640: 33%|███▎ | 8/24 [00:43<00:14, 1.10it/s] 0/299 6.6G 0.1274 0.02277 0 0.1502 63 640: 38%|███▊ | 9/24 [00:43<01:22, 5.49s/it] 0/299 6.6G 0.127 0.02263 0 0.1496 68 640: 38%|███▊ | 9/24 [00:43<01:22, 5.49s/it] 0/299 6.6G 0.127 0.02263 0 0.1496 68 640: 42%|████▏ | 10/24 [00:43<00:54, 3.86s/it] 0/299 6.6G 0.1266 0.02239 0 0.149 54 640: 42%|████▏ | 10/24 [00:43<00:54, 3.86s/it] 0/299 6.6G 0.1266 0.02239 0 0.149 54 640: 46%|████▌ | 11/24 [00:43<00:35, 2.76s/it] 0/299 6.6G 0.1262 0.02223 0 0.1484 71 640: 46%|████▌ | 11/24 [00:43<00:35, 2.76s/it] 0/299 6.6G 0.1262 0.02223 0 0.1484 71 640: 50%|█████ | 12/24 [00:43<00:23, 1.98s/it] 0/299 6.6G 0.1259 0.02207 0 0.1479 64 640: 50%|█████ | 12/24 [00:43<00:23, 1.98s/it] 0/299 6.6G 0.1259 0.02207 0 0.1479 64 640: 54%|█████▍ | 13/24 [00:43<00:15, 1.45s/it] 0/299 6.6G 0.1255 0.022 0 0.1475 82 640: 54%|█████▍ | 13/24 [00:44<00:15, 1.45s/it] 0/299 6.6G 0.1255 0.022 0 0.1475 82 640: 58%|█████▊ | 14/24 [00:44<00:10, 1.08s/it] 0/299 6.6G 0.125 0.02187 0 0.1468 56 640: 58%|█████▊ | 14/24 [00:44<00:10, 1.08s/it] 0/299 6.6G 0.125 0.02187 0 0.1468 56 640: 62%|██████▎ | 15/
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:01<00:01, 1.71s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:02<00:00, 1.35s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:02<00:00, 1.40s/it]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.000143 0.0367 5.97e-06 9.47e-07
0%| | 0/24 [00:00<?, ?it/s] 1/299 6.04G 0.1167 0.01595 0 0.1326 51 640: 0%| | 0/24 [00:17<?, ?it/s] 1/299 6.04G 0.1167 0.01595 0 0.1326 51 640: 4%|▍ | 1/24 [00:17<06:31, 17.04s/it] 1/299 6.04G 0.1152 0.0158 0 0.131 52 640: 4%|▍ | 1/24 [00:17<06:31, 17.04s/it] 1/299 6.04G 0.1152 0.0158 0 0.131 52 640: 8%|▊ | 2/24 [00:17<02:37, 7.15s/it] 1/299 7.33G 0.1159 0.01599 0 0.1319 75 640: 8%|▊ | 2/24 [00:17<02:37, 7.15s/it] 1/299 7.33G 0.1159 0.01599 0 0.1319 75 640: 12%|█▎ | 3/24 [00:17<01:23, 3.99s/it] 1/299 7.33G 0.1158 0.01608 0 0.1319 53 640: 12%|█▎ | 3/24 [00:17<01:23, 3.99s/it] 1/299 7.33G 0.1158 0.01608 0 0.1319 53 640: 17%|█▋ | 4/24 [00:17<00:49, 2.50s/it] 1/299 7.33G 0.1153 0.0162 0 0.1315 61 640: 17%|█▋ | 4/24 [00:17<00:49, 2.50s/it] 1/299 7.33G 0.1153 0.0162 0 0.1315 61 640: 21%|██ | 5/24 [00:17<00:31, 1.68s/it] 1/299 7.33G 0.1149 0.0162 0 0.1311 59 640: 21%|██ | 5/24 [00:18<00:31, 1.68s/it] 1/299 7.33G 0.1149 0.0162 0 0.1311 59 640: 25%|██▌ | 6/24 [00:18<00:21, 1.18s/it] 1/299 7.33G 0.1147 0.01646 0 0.1311 75 640: 25%|██▌ | 6/24 [00:18<00:21, 1.18s/it] 1/299 7.33G 0.1147 0.01646 0 0.1311 75 640: 29%|██▉ | 7/24 [00:18<00:14, 1.15it/s] 1/299 7.33G 0.1144 0.01646 0 0.1308 75 640: 29%|██▉ | 7/24 [00:18<00:14, 1.15it/s] 1/299 7.33G 0.1144 0.01646 0 0.1308 75 640: 33%|███▎ | 8/24 [00:18<00:10, 1.50it/s] 1/299 7.33G 0.1144 0.01635 0 0.1308 62 640: 33%|███▎ | 8/24 [00:33<00:10, 1.50it/s] 1/299 7.33G 0.1144 0.01635 0 0.1308 62 640: 38%|███▊ | 9/24 [00:33<01:16, 5.08s/it] 1/299 7.33G 0.1141 0.01652 0 0.1306 72 640: 38%|███▊ | 9/24 [00:33<01:16, 5.08s/it] 1/299 7.33G 0.1141 0.01652 0 0.1306 72 640: 42%|████▏ | 10/24 [00:33<00:50, 3.58s/it] 1/299 7.33G 0.1136 0.01644 0 0.1301 55 640: 42%|████▏ | 10/24 [00:33<00:50, 3.58s/it] 1/299 7.33G 0.1136 0.01644 0 0.1301 55 640: 46%|████▌ | 11/24 [00:33<00:33, 2.55s/it] 1/299 7.33G 0.1137 0.01629 0 0.1299 55 640: 46%|████▌ | 11/24 [00:34<00:33, 2.55s/it] 1/299 7.33G 0.1137 0.01629 0 0.1299 55 640: 50%|█████ | 12/24 [00:34<00:22, 1.85s/it] 1/299 7.33G 0.1135 0.0163 0 0.1298 66 640: 50%|█████ | 12/24 [00:34<00:22, 1.85s/it] 1/299 7.33G 0.1135 0.0163 0 0.1298 66 640: 54%|█████▍ | 13/24 [00:34<00:14, 1.35s/it] 1/299 7.33G 0.1132 0.01647 0 0.1296 82 640: 54%|█████▍ | 13/24 [00:34<00:14, 1.35s/it] 1/299 7.33G 0.1132 0.01647 0 0.1296 82 640: 58%|█████▊ | 14/24 [00:34<00:10, 1.01s/it] 1/299 7.33G 0.1129 0.01652 0 0.1294 66 640: 58%|█████▊ | 14/24 [00:34<00:10, 1.01s/it] 1/299 7.33G 0.1129 0.01652 0 0.1294 66 640: 62%|██████▎ | 15/
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.000177 0.0459 9.19e-06 1.72e-06
0%| | 0/24 [00:00<?, ?it/s] 2/299 7.35G 0.1089 0.01452 0 0.1235 59 640: 0%| | 0/24 [00:14<?, ?it/s] 2/299 7.35G 0.1089 0.01452 0 0.1235 59 640: 4%|▍ | 1/24 [00:14<05:32, 14.45s/it] 2/299 7.35G 0.1072 0.01463 0 0.1218 50 640: 4%|▍ | 1/24 [00:14<05:32, 14.45s/it] 2/299 7.35G 0.1072 0.01463 0 0.1218 50 640: 8%|▊ | 2/24 [00:14<02:13, 6.09s/it] 2/299 7.35G 0.1059 0.01451 0 0.1205 49 640: 8%|▊ | 2/24 [00:14<02:13, 6.09s/it] 2/299 7.35G 0.1059 0.01451 0 0.1205 49 640: 12%|█▎ | 3/24 [00:14<01:11, 3.42s/it] 2/299 7.35G 0.1055 0.01449 0 0.12 63 640: 12%|█▎ | 3/24 [00:15<01:11, 3.42s/it] 2/299 7.35G 0.1055 0.01449 0 0.12 63 640: 17%|█▋ | 4/24 [00:15<00:43, 2.16s/it] 2/299 7.35G 0.1048 0.01472 0 0.1195 55 640: 17%|█▋ | 4/24 [00:15<00:43, 2.16s/it] 2/299 7.35G 0.1048 0.01472 0 0.1195 55 640: 21%|██ | 5/24 [00:15<00:27, 1.46s/it] 2/299 7.35G 0.1045 0.01532 0 0.1198 65 640: 21%|██ | 5/24 [00:15<00:27, 1.46s/it] 2/299 7.35G 0.1045 0.01532 0 0.1198 65 640: 25%|██▌ | 6/24 [00:15<00:18, 1.05s/it] 2/299 7.35G 0.105 0.01543 0 0.1204 62 640: 25%|██▌ | 6/24 [00:15<00:18, 1.05s/it] 2/299 7.35G 0.105 0.01543 0 0.1204 62 640: 29%|██▉ | 7/24 [00:15<00:13, 1.28it/s] 2/299 7.35G 0.1046 0.01533 0 0.1199 53 640: 29%|██▉ | 7/24 [00:16<00:13, 1.28it/s] 2/299 7.35G 0.1046 0.01533 0 0.1199 53 640: 33%|███▎ | 8/24 [00:16<00:09, 1.65it/s] 2/299 7.35G 0.1045 0.01549 0 0.1199 81 640: 33%|███▎ | 8/24 [00:31<00:09, 1.65it/s] 2/299 7.35G 0.1045 0.01549 0 0.1199 81 640: 38%|███▊ | 9/24 [00:31<01:16, 5.09s/it] 2/299 7.35G 0.1041 0.01573 0 0.1198 68 640: 38%|███▊ | 9/24 [00:31<01:16, 5.09s/it] 2/299 7.35G 0.1041 0.01573 0 0.1198 68 640: 42%|████▏ | 10/24 [00:31<00:50, 3.59s/it] 2/299 7.35G 0.104 0.01589 0 0.1199 69 640: 42%|████▏ | 10/24 [00:31<00:50, 3.59s/it] 2/299 7.35G 0.104 0.01589 0 0.1199 69 640: 46%|████▌ | 11/24 [00:31<00:33, 2.56s/it] 2/299 7.35G 0.1032 0.01595 0 0.1192 62 640: 46%|████▌ | 11/24 [00:31<00:33, 2.56s/it] 2/299 7.35G 0.1032 0.01595 0 0.1192 62 640: 50%|█████ | 12/24 [00:31<00:22, 1.85s/it] 2/299 7.35G 0.1027 0.01595 0 0.1187 57 640: 50%|█████ | 12/24 [00:31<00:22, 1.85s/it] 2/299 7.35G 0.1027 0.01595 0 0.1187 57 640: 54%|█████▍ | 13/24 [00:31<00:14, 1.36s/it] 2/299 7.35G 0.1025 0.01584 0 0.1184 48 640: 54%|█████▍ | 13/24 [00:32<00:14, 1.36s/it] 2/299 7.35G 0.1025 0.01584 0 0.1184 48 640: 58%|█████▊ | 14/24 [00:32<00:10, 1.01s/it] 2/299 7.35G 0.1022 0.01596 0 0.1182 61 640: 58%|█████▊ | 14/24 [00:32<00:10, 1.01s/it] 2/299 7.35G 0.1022 0.01596 0 0.1182 61 640: 62%|██████▎ | 15/
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/2 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 50%|█████ | 1/2 [00:00<00:00, 2.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 4.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 2/2 [00:00<00:00, 3.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.000768 0.101 0.000127 3.26e-05
0%| | 0/24 [00:00<?, ?it/s] 3/299 7.35G 0.09113 0.01363 0 0.1048 55 640: 0%| | 0/24 [00:15<?, ?it/s] 3/299 7.35G 0.09113 0.01363 0 0.1048 55 640: 4%|▍ | 1/24 [00:15<05:46, 15.05s/it] 3/299 7.35G 0.09004 0.01459 0 0.1046 53 640: 4%|▍ | 1/24 [00:15<05:46, 15.05s/it] 3/299 7.35G 0.09004 0.01459 0 0.1046 53 640: 8%|▊ | 2/24 [00:15<02:19, 6.33s/it] 3/299 7.35G 0.0897 0.01519 0 0.1049 57 640: 8%|▊ | 2/24 [00:15<02:19, 6.33s/it] 3/299 7.35G 0.0897 0.01519 0 0.1049 57 640: 12%|█▎ | 3/24 [00:15<01:14, 3.55s/it] 3/299 7.35G 0.08904 0.01532 0 0.1044 45 640: 12%|█▎ | 3/24 [00:15<01:14, 3.55s/it] 3/299 7.35G 0.08904 0.01532 0 0.1044 45 640: 17%|█▋ | 4/24 [00:15<00:44, 2.24s/it] 3/299 7.35G 0.09004 0.01567 0 0.1057 63 640: 17%|█▋ | 4/24 [00:15<00:44, 2.24s/it] 3/299 7.35G 0.09004 0.01567 0 0.1057 63 640: 21%|██ | 5/24 [00:15<00:28, 1.52s/it] 3/299 7.35G 0.0897 0.01562 0 0.1053 56 640: 21%|██ | 5/24 [00:16<00:28, 1.52s/it] 3/299 7.35G 0.0897 0.01562 0 0.1053 56 640: 25%|██▌ | 6/24 [00:16<00:19, 1.08s/it] 3/299 7.35G 0.08945 0.01591 0 0.1054 72 640: 25%|██▌ | 6/24 [00:16<00:19, 1.08s/it] 3/299 7.35G 0.08945 0.01591 0 0.1054 72 640: 29%|██▉ | 7/24 [00:16<00:13, 1.25it/s] 3/299 7.35G 0.08997 0.01588 0 0.1058 61 640: 29%|██▉ | 7/24 [00:16<00:13, 1.25it/s] 3/299 7.35G 0.08997 0.01588 0 0.1058 61 640: 33%|███▎ | 8/24 [00:16<00:09, 1.61it/s] 3/299 7.35G 0.08958 0.01592 0 0.1055 58 640: 33%|███▎ | 8/24 [00:31<00:09, 1.61it/s] 3/299 7.35G 0.08958 0.01592 0 0.1055 58 640: 38%|███▊ | 9/24 [00:31<01:16, 5.13s/it] 3/299 7.35G 0.08915 0.01623 0 0.1054 83 640: 38%|███▊ | 9/24 [00:31<01:16, 5.13s/it] 3/299 7.35G 0.08915 0.01623 0 0.1054 83 640: 42%|████▏ | 10/24 [00:31<00:50, 3.61s/it] 3/299 7.35G 0.08863 0.01629 0 0.1049 63 640: 42%|████▏ | 10/24 [00:32<00:50, 3.61s/it] 3/299 7.35G 0.08863 0.01629 0 0.1049 63 640: 46%|████▌ | 11/24 [00:32<00:33, 2.58s/it] 3/299 7.35G 0.08806 0.01672 0 0.1048 76 640: 46%|████▌ | 11/24 [00:32<00:33, 2.58s/it] 3/299 7.35G 0.08806 0.01672 0 0.1048 76 640: 50%|█████ | 12/24 [00:32<00:22, 1.86s/it] 3/299 7.35G 0.08722 0.01673 0 0.1039 57 640: 50%|█████ | 12/24 [00:32<00:22, 1.86s/it] 3/299 7.35G 0.08722 0.01673 0 0.1039 57 640: 54%|█████▍ | 13/24 [00:32<00:15, 1.36s/it] 3/299 7.35G 0.08697 0.01683 0 0.1038 64 640: 54%|█████▍ | 13/24 [00:32<00:15, 1.36s/it] 3/299 7.35G 0.08697 0.01683 0 0.1038 64 640: 58%|█████▊ | 14/24 [00:32<00:10, 1.02s/it] 3/299 7.35G 0.08654 0.01672 0 0.1033 56 640: 58%|█████▊ | 14/24 [00:33<00:10, 1.02s/it] 3/299 7.35G 0.08654 0.01672 0 0.1033 56 640: 62%|██████▎ | 15/
Namespace(weights='yolov5s.pt', cfg='./models/yolov5s.yaml', data='./data/plateTH.yaml', hyp='data/hyp.scratch.yaml', epochs=300, batch_size=16, img_size=[640, 640], rect=False, resume=False, nosave=False, notest=False, noautoanchor=False, evolve=False, bucket='', cache_images=False, image_weights=False, device='', multi_scale=False, single_cls=False, adam=False, sync_bn=False, local_rank=-1, workers=8, project='runs/train', entity=None, name='exp', exist_ok=False, quad=False, linear_lr=False, label_smoothing=0.0, upload_dataset=False, bbox_interval=-1, save_period=-1, artifact_alias='latest', world_size=1, global_rank=-1, save_dir='runs/train/exp75', total_batch_size=16)
tensorboard: Start with 'tensorboard --logdir runs/train', view at http://localhost:6006/
hyperparameters: lr0=0.01, lrf=0.2, momentum=0.937, weight_decay=0.0005, warmup_epochs=3.0, warmup_momentum=0.8, warmup_bias_lr=0.1, box=0.05, cls=0.5, cls_pw=1.0, obj=1.0, obj_pw=1.0, iou_t=0.2, anchor_t=4.0, fl_gamma=0.0, hsv_h=0.015, hsv_s=0.7, hsv_v=0.4, degrees=0.0, translate=0.1, scale=0.5, shear=0.0, perspective=0.0, flipud=0.0, fliplr=0.5, mosaic=1.0, mixup=0.0
wandb: Currently logged in as: zjc1633. Use `wandb login --relogin` to force relogin
wandb: wandb version 0.13.4 is available! To upgrade, please run:
wandb: $ pip install wandb --upgrade
wandb: Tracking run with wandb version 0.13.2
wandb: Run data is saved locally in /host/zjc/yolov5/wandb/run-20221030_093523-ipv2qg7o
wandb: Run `wandb offline` to turn off syncing.
wandb: Syncing run exp75
wandb: ⭐️ View project at https://wandb.ai/zjc1633/YOLOv5
wandb: 🚀 View run at https://wandb.ai/zjc1633/YOLOv5/runs/ipv2qg7o
Overriding model.yaml nc=80 with nc=1
from n params module arguments
0 -1 1 3520 models.common.Focus [3, 32, 3]
1 -1 1 18560 models.common.Conv [32, 64, 3, 2]
2 -1 1 18816 models.common.C3 [64, 64, 1]
3 -1 1 73984 models.common.Conv [64, 128, 3, 2]
4 -1 1 156928 models.common.C3 [128, 128, 3]
5 -1 1 295424 models.common.Conv [128, 256, 3, 2]
6 -1 1 625152 models.common.C3 [256, 256, 3]
7 -1 1 1180672 models.common.Conv [256, 512, 3, 2]
8 -1 1 656896 models.common.SPP [512, 512, [5, 9, 13]]
9 -1 1 1182720 models.common.C3 [512, 512, 1, False]
10 -1 1 131584 models.common.Conv [512, 256, 1, 1]
11 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
12 [-1, 6] 1 0 models.common.Concat [1]
13 -1 1 361984 models.common.C3 [512, 256, 1, False]
14 -1 1 33024 models.common.Conv [256, 128, 1, 1]
15 -1 1 0 torch.nn.modules.upsampling.Upsample [None, 2, 'nearest']
16 [-1, 4] 1 0 models.common.Concat [1]
17 -1 1 90880 models.common.C3 [256, 128, 1, False]
18 -1 1 147712 models.common.Conv [128, 128, 3, 2]
19 [-1, 14] 1 0 models.common.Concat [1]
20 -1 1 296448 models.common.C3 [256, 256, 1, False]
21 -1 1 590336 models.common.Conv [256, 256, 3, 2]
22 [-1, 10] 1 0 models.common.Concat [1]
23 -1 1 1182720 models.common.C3 [512, 512, 1, False]
24 [17, 20, 23] 1 16182 models.yolo.Detect [1, [[10, 13, 16, 30, 33, 23], [30, 61, 62, 45, 59, 119], [116, 90, 156, 198, 373, 326]], [128, 256, 512]]
Model Summary: 283 layers, 7063542 parameters, 7063542 gradients, 16.5 GFLOPS
Transferred 354/362 items from yolov5s.pt
Scaled weight_decay = 0.0005
Optimizer groups: 62 .bias, 62 conv.weight, 59 other
github: skipping check (Docker image)
train: Scanning '../plateTH/labels/train.cache' images and labels... 741 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 741/741 [00:00<?, ?it/s] train: Scanning '../plateTH/labels/train.cache' images and labels... 741 found, 0 missing, 4 empty, 0 corrupted: 100%|██████████| 741/741 [00:00<?, ?it/s]
val: Scanning '../plateTH/labels/val.cache' images and labels... 94 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 94/94 [00:00<?, ?it/s] val: Scanning '../plateTH/labels/val.cache' images and labels... 94 found, 0 missing, 0 empty, 0 corrupted: 100%|██████████| 94/94 [00:00<?, ?it/s]
Images sizes do not match. This will causes images to be display incorrectly in the UI.
Image sizes 640 train, 640 test
Using 8 dataloader workers
Logging results to runs/train/exp75
Starting training for 300 epochs...
Epoch gpu_mem box obj cls total labels img_size
Plotting labels...
autoanchor: Analyzing anchors... anchors/target = 3.80, Best Possible Recall (BPR) = 0.9863
0%| | 0/47 [00:00<?, ?it/s] 0/299 2.87G 0.1301 0.02509 0 0.1552 31 640: 0%| | 0/47 [00:12<?, ?it/s] 0/299 2.87G 0.1301 0.02509 0 0.1552 31 640: 2%|▏ | 1/47 [00:12<09:32, 12.45s/it] 0/299 2.94G 0.1299 0.02442 0 0.1543 29 640: 2%|▏ | 1/47 [00:12<09:32, 12.45s/it] 0/299 2.94G 0.1299 0.02442 0 0.1543 29 640: 4%|▍ | 2/47 [00:12<03:57, 5.29s/it] 0/299 2.94G 0.128 0.02423 0 0.1522 25 640: 4%|▍ | 2/47 [00:12<03:57, 5.29s/it] 0/299 2.94G 0.128 0.02423 0 0.1522 25 640: 6%|▋ | 3/47 [00:12<02:11, 2.99s/it] 0/299 2.94G 0.129 0.0239 0 0.1529 33 640: 6%|▋ | 3/47 [00:13<02:11, 2.99s/it] 0/299 2.94G 0.129 0.0239 0 0.1529 33 640: 9%|▊ | 4/47 [00:13<01:21, 1.91s/it] 0/299 2.94G 0.1297 0.02352 0 0.1532 19 640: 9%|▊ | 4/47 [00:13<01:21, 1.91s/it] 0/299 2.94G 0.1297 0.02352 0 0.1532 19 640: 11%|█ | 5/47 [00:13<00:53, 1.27s/it] 0/299 2.94G 0.1297 0.02332 0 0.1531 24 640: 11%|█ | 5/47 [00:13<00:53, 1.27s/it] 0/299 2.94G 0.1297 0.02332 0 0.1531 24 640: 13%|█▎ | 6/47 [00:13<00:37, 1.11it/s] 0/299 2.94G 0.1289 0.02323 0 0.1521 26 640: 13%|█▎ | 6/47 [00:13<00:37, 1.11it/s] 0/299 2.94G 0.1289 0.02323 0 0.1521 26 640: 15%|█▍ | 7/47 [00:13<00:26, 1.51it/s] 0/299 2.94G 0.1286 0.02322 0 0.1518 26 640: 15%|█▍ | 7/47 [00:13<00:26, 1.51it/s] 0/299 2.94G 0.1286 0.02322 0 0.1518 26 640: 17%|█▋ | 8/47 [00:13<00:19, 1.98it/s] 0/299 2.94G 0.1284 0.02313 0 0.1515 38 640: 17%|█▋ | 8/47 [00:20<00:19, 1.98it/s] 0/299 2.94G 0.1284 0.02313 0 0.1515 38 640: 19%|█▉ | 9/47 [00:20<01:34, 2.49s/it] 0/299 2.94G 0.1285 0.02301 0 0.1515 32 640: 19%|█▉ | 9/47 [00:20<01:34, 2.49s/it] 0/299 2.94G 0.1285 0.02301 0 0.1515 32 640: 21%|██▏ | 10/47 [00:20<01:05, 1.77s/it] 0/299 2.94G 0.1282 0.02296 0 0.1511 33 640: 21%|██▏ | 10/47 [00:21<01:05, 1.77s/it] 0/299 2.94G 0.1282 0.02296 0 0.1511 33 640: 23%|██▎ | 11/47 [00:21<00:46, 1.30s/it] 0/299 2.94G 0.128 0.02303 0 0.151 42 640: 23%|██▎ | 11/47 [00:21<00:46, 1.30s/it] 0/299 2.94G 0.128 0.02303 0 0.151 42 640: 26%|██▌ | 12/47 [00:21<00:33, 1.06it/s] 0/299 2.94G 0.1276 0.02295 0 0.1506 28 640: 26%|██▌ | 12/47 [00:21<00:33, 1.06it/s] 0/299 2.94G 0.1276 0.02295 0 0.1506 28 640: 28%|██▊ | 13/47 [00:21<00:23, 1.42it/s] 0/299 2.94G 0.1272 0.0228 0 0.15 21 640: 28%|██▊ | 13/47 [00:21<00:23, 1.42it/s] 0/299 2.94G 0.1272 0.0228 0 0.15 21 640: 30%|██▉ | 14/47 [00:21<00:17, 1.87it/s] 0/299 2.94G 0.1268 0.02275 0 0.1496 27 640: 30%|██▉ | 14/47 [00:21<00:17, 1.87it/s] 0/299 2.94G 0.1268 0.02275 0 0.1496 27 640: 32%|███▏ | 15/47 [00:21<00:13, 2.41it/s] 0/299 2.94G 0.1264 0.0226 0 0.149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:02, 1.12s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:01<00:00, 1.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.21it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.000219 0.0459 1.11e-05 1.73e-06
0%| | 0/47 [00:00<?, ?it/s] 1/299 3.1G 0.1068 0.01759 0 0.1244 32 640: 0%| | 0/47 [00:00<?, ?it/s] 1/299 3.1G 0.1068 0.01759 0 0.1244 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 1/299 3.1G 0.1104 0.01744 0 0.1279 26 640: 2%|▏ | 1/47 [00:03<00:06, 6.85it/s] 1/299 3.1G 0.1104 0.01744 0 0.1279 26 640: 4%|▍ | 2/47 [00:03<01:18, 1.74s/it] 1/299 3.1G 0.1114 0.01691 0 0.1283 29 640: 4%|▍ | 2/47 [00:03<01:18, 1.74s/it] 1/299 3.1G 0.1114 0.01691 0 0.1283 29 640: 6%|▋ | 3/47 [00:03<00:44, 1.02s/it] 1/299 3.1G 0.1104 0.01653 0 0.1269 27 640: 6%|▋ | 3/47 [00:03<00:44, 1.02s/it] 1/299 3.1G 0.1104 0.01653 0 0.1269 27 640: 9%|▊ | 4/47 [00:03<00:36, 1.18it/s] 1/299 3.1G 0.1102 0.01635 0 0.1266 22 640: 9%|▊ | 4/47 [00:06<00:36, 1.18it/s] 1/299 3.1G 0.1102 0.01635 0 0.1266 22 640: 11%|█ | 5/47 [00:06<01:01, 1.47s/it] 1/299 3.1G 0.1102 0.01656 0 0.1268 34 640: 11%|█ | 5/47 [00:06<01:01, 1.47s/it] 1/299 3.1G 0.1102 0.01656 0 0.1268 34 640: 13%|█▎ | 6/47 [00:06<00:41, 1.02s/it] 1/299 3.1G 0.1106 0.01646 0 0.1271 29 640: 13%|█▎ | 6/47 [00:06<00:41, 1.02s/it] 1/299 3.1G 0.1106 0.01646 0 0.1271 29 640: 15%|█▍ | 7/47 [00:06<00:29, 1.36it/s] 1/299 3.1G 0.1109 0.0163 0 0.1272 28 640: 15%|█▍ | 7/47 [00:06<00:29, 1.36it/s] 1/299 3.1G 0.1109 0.0163 0 0.1272 28 640: 17%|█▋ | 8/47 [00:06<00:21, 1.83it/s] 1/299 3.1G 0.1109 0.01633 0 0.1272 32 640: 17%|█▋ | 8/47 [00:06<00:21, 1.83it/s] 1/299 3.1G 0.1109 0.01633 0 0.1272 32 640: 19%|█▉ | 9/47 [00:06<00:15, 2.38it/s] 1/299 3.1G 0.1109 0.01606 0 0.1269 24 640: 19%|█▉ | 9/47 [00:11<00:15, 2.38it/s] 1/299 3.1G 0.1109 0.01606 0 0.1269 24 640: 21%|██▏ | 10/47 [00:11<01:02, 1.69s/it] 1/299 3.1G 0.1104 0.01598 0 0.1264 23 640: 21%|██▏ | 10/47 [00:11<01:02, 1.69s/it] 1/299 3.1G 0.1104 0.01598 0 0.1264 23 640: 23%|██▎ | 11/47 [00:11<00:45, 1.26s/it] 1/299 3.1G 0.1105 0.01621 0 0.1267 47 640: 23%|██▎ | 11/47 [00:12<00:45, 1.26s/it] 1/299 3.1G 0.1105 0.01621 0 0.1267 47 640: 26%|██▌ | 12/47 [00:12<00:39, 1.12s/it] 1/299 3.1G 0.1104 0.01637 0 0.1267 32 640: 26%|██▌ | 12/47 [00:15<00:39, 1.12s/it] 1/299 3.1G 0.1104 0.01637 0 0.1267 32 640: 28%|██▊ | 13/47 [00:15<00:52, 1.55s/it] 1/299 3.1G 0.11 0.0165 0 0.1265 30 640: 28%|██▊ | 13/47 [00:15<00:52, 1.55s/it] 1/299 3.1G 0.11 0.0165 0 0.1265 30 640: 30%|██▉ | 14/47 [00:15<00:37, 1.13s/it] 1/299 3.1G 0.1098 0.0165 0 0.1263 31 640: 30%|██▉ | 14/47 [00:15<00:37, 1.13s/it] 1/299 3.1G 0.1098 0.0165 0 0.1263 31 640: 32%|███▏ | 15/47 [00:15<00:26, 1.20it/s] 1/299 3.1G 0.1096 0.01658 0 0.1262
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 5.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 5.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.00102 0.0642 9.36e-05 1.79e-05
0%| | 0/47 [00:00<?, ?it/s] 2/299 3.12G 0.09613 0.01413 0 0.1103 25 640: 0%| | 0/47 [00:00<?, ?it/s] 2/299 3.12G 0.09613 0.01413 0 0.1103 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.93it/s] 2/299 3.12G 0.09602 0.01436 0 0.1104 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.93it/s] 2/299 3.12G 0.09602 0.01436 0 0.1104 30 640: 4%|▍ | 2/47 [00:00<00:06, 6.99it/s] 2/299 3.12G 0.09739 0.01497 0 0.1124 35 640: 4%|▍ | 2/47 [00:06<00:06, 6.99it/s] 2/299 3.12G 0.09739 0.01497 0 0.1124 35 640: 6%|▋ | 3/47 [00:06<02:00, 2.74s/it] 2/299 3.12G 0.09739 0.01547 0 0.1129 30 640: 6%|▋ | 3/47 [00:06<02:00, 2.74s/it] 2/299 3.12G 0.09739 0.01547 0 0.1129 30 640: 9%|▊ | 4/47 [00:06<01:13, 1.72s/it] 2/299 3.12G 0.09731 0.01558 0 0.1129 26 640: 9%|▊ | 4/47 [00:07<01:13, 1.72s/it] 2/299 3.12G 0.09731 0.01558 0 0.1129 26 640: 11%|█ | 5/47 [00:07<01:08, 1.64s/it] 2/299 3.12G 0.09628 0.01563 0 0.1119 32 640: 11%|█ | 5/47 [00:07<01:08, 1.64s/it] 2/299 3.12G 0.09628 0.01563 0 0.1119 32 640: 13%|█▎ | 6/47 [00:07<00:46, 1.13s/it] 2/299 3.12G 0.09563 0.016 0 0.1116 31 640: 13%|█▎ | 6/47 [00:08<00:46, 1.13s/it] 2/299 3.12G 0.09563 0.016 0 0.1116 31 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 2/299 3.12G 0.09608 0.01626 0 0.1123 36 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 2/299 3.12G 0.09608 0.01626 0 0.1123 36 640: 17%|█▋ | 8/47 [00:08<00:23, 1.67it/s] 2/299 3.12G 0.09588 0.01621 0 0.1121 26 640: 17%|█▋ | 8/47 [00:08<00:23, 1.67it/s] 2/299 3.12G 0.09588 0.01621 0 0.1121 26 640: 19%|█▉ | 9/47 [00:08<00:17, 2.18it/s] 2/299 3.12G 0.09564 0.01604 0 0.1117 26 640: 19%|█▉ | 9/47 [00:08<00:17, 2.18it/s] 2/299 3.12G 0.09564 0.01604 0 0.1117 26 640: 21%|██▏ | 10/47 [00:08<00:13, 2.77it/s] 2/299 3.12G 0.0956 0.01593 0 0.1115 25 640: 21%|██▏ | 10/47 [00:15<00:13, 2.77it/s] 2/299 3.12G 0.0956 0.01593 0 0.1115 25 640: 23%|██▎ | 11/47 [00:15<01:27, 2.44s/it] 2/299 3.12G 0.09487 0.01599 0 0.1109 21 640: 23%|██▎ | 11/47 [00:15<01:27, 2.44s/it] 2/299 3.12G 0.09487 0.01599 0 0.1109 21 640: 26%|██▌ | 12/47 [00:15<01:01, 1.75s/it] 2/299 3.12G 0.09476 0.01589 0 0.1106 25 640: 26%|██▌ | 12/47 [00:16<01:01, 1.75s/it] 2/299 3.12G 0.09476 0.01589 0 0.1106 25 640: 28%|██▊ | 13/47 [00:16<00:52, 1.54s/it] 2/299 3.12G 0.09486 0.01589 0 0.1107 33 640: 28%|██▊ | 13/47 [00:17<00:52, 1.54s/it] 2/299 3.12G 0.09486 0.01589 0 0.1107 33 640: 30%|██▉ | 14/47 [00:17<00:36, 1.11s/it] 2/299 3.12G 0.09504 0.0159 0 0.1109 30 640: 30%|██▉ | 14/47 [00:17<00:36, 1.11s/it] 2/299 3.12G 0.09504 0.0159 0 0.1109 30 640: 32%|███▏ | 15/47 [00:17<00:26, 1.22it/s] 2/299 3.12G 0.09499 0.01587 0 0.1109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 5.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 5.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.345 0.227 0.143 0.0469
0%| | 0/47 [00:00<?, ?it/s] 3/299 3.12G 0.06411 0.01903 0 0.08314 31 640: 0%| | 0/47 [00:00<?, ?it/s] 3/299 3.12G 0.06411 0.01903 0 0.08314 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 3/299 3.12G 0.0738 0.0174 0 0.09119 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 3/299 3.12G 0.0738 0.0174 0 0.09119 30 640: 4%|▍ | 2/47 [00:00<00:06, 7.01it/s] 3/299 3.12G 0.0738 0.0171 0 0.0909 38 640: 4%|▍ | 2/47 [00:00<00:06, 7.01it/s] 3/299 3.12G 0.0738 0.0171 0 0.0909 38 640: 6%|▋ | 3/47 [00:00<00:06, 7.05it/s] 3/299 3.12G 0.07148 0.017 0 0.08848 32 640: 6%|▋ | 3/47 [00:08<00:06, 7.05it/s] 3/299 3.12G 0.07148 0.017 0 0.08848 32 640: 9%|▊ | 4/47 [00:08<02:21, 3.29s/it] 3/299 3.12G 0.07284 0.01652 0 0.08936 27 640: 9%|▊ | 4/47 [00:08<02:21, 3.29s/it] 3/299 3.12G 0.07284 0.01652 0 0.08936 27 640: 11%|█ | 5/47 [00:08<01:30, 2.15s/it] 3/299 3.12G 0.07266 0.01665 0 0.0893 26 640: 11%|█ | 5/47 [00:08<01:30, 2.15s/it] 3/299 3.12G 0.07266 0.01665 0 0.0893 26 640: 13%|█▎ | 6/47 [00:08<01:00, 1.47s/it] 3/299 3.12G 0.07203 0.01644 0 0.08847 20 640: 13%|█▎ | 6/47 [00:09<01:00, 1.47s/it] 3/299 3.12G 0.07203 0.01644 0 0.08847 20 640: 15%|█▍ | 7/47 [00:09<00:43, 1.10s/it] 3/299 3.12G 0.07181 0.01654 0 0.08835 31 640: 15%|█▍ | 7/47 [00:09<00:43, 1.10s/it] 3/299 3.12G 0.07181 0.01654 0 0.08835 31 640: 17%|█▋ | 8/47 [00:09<00:30, 1.27it/s] 3/299 3.12G 0.0717 0.01626 0 0.08796 24 640: 17%|█▋ | 8/47 [00:09<00:30, 1.27it/s] 3/299 3.12G 0.0717 0.01626 0 0.08796 24 640: 19%|█▉ | 9/47 [00:09<00:22, 1.71it/s] 3/299 3.12G 0.07139 0.01602 0 0.08741 23 640: 19%|█▉ | 9/47 [00:09<00:22, 1.71it/s] 3/299 3.12G 0.07139 0.01602 0 0.08741 23 640: 21%|██▏ | 10/47 [00:09<00:16, 2.25it/s] 3/299 3.12G 0.07091 0.0162 0 0.08711 28 640: 21%|██▏ | 10/47 [00:09<00:16, 2.25it/s] 3/299 3.12G 0.07091 0.0162 0 0.08711 28 640: 23%|██▎ | 11/47 [00:09<00:12, 2.87it/s] 3/299 3.12G 0.07084 0.01602 0 0.08686 25 640: 23%|██▎ | 11/47 [00:17<00:12, 2.87it/s] 3/299 3.12G 0.07084 0.01602 0 0.08686 25 640: 26%|██▌ | 12/47 [00:17<01:27, 2.49s/it] 3/299 3.12G 0.07016 0.01623 0 0.0864 29 640: 26%|██▌ | 12/47 [00:17<01:27, 2.49s/it] 3/299 3.12G 0.07016 0.01623 0 0.0864 29 640: 28%|██▊ | 13/47 [00:17<01:00, 1.79s/it] 3/299 3.12G 0.07 0.01636 0 0.08636 31 640: 28%|██▊ | 13/47 [00:17<01:00, 1.79s/it] 3/299 3.12G 0.07 0.01636 0 0.08636 31 640: 30%|██▉ | 14/47 [00:17<00:42, 1.29s/it] 3/299 3.12G 0.0694 0.01637 0 0.08577 25 640: 30%|██▉ | 14/47 [00:17<00:42, 1.29s/it] 3/299 3.12G 0.0694 0.01637 0 0.08577 25 640: 32%|███▏ | 15/47 [00:17<00:33, 1.03s/it] 3/299 3.12G 0.06957 0.01647 0 0.08605
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 5.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 5.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.558 0.495 0.469 0.14
0%| | 0/47 [00:00<?, ?it/s] 4/299 3.12G 0.06289 0.01521 0 0.0781 26 640: 0%| | 0/47 [00:00<?, ?it/s] 4/299 3.12G 0.06289 0.01521 0 0.0781 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.94it/s] 4/299 3.12G 0.06145 0.01511 0 0.07656 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.94it/s] 4/299 3.12G 0.06145 0.01511 0 0.07656 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.93it/s] 4/299 3.12G 0.06114 0.01415 0 0.07529 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.93it/s] 4/299 3.12G 0.06114 0.01415 0 0.07529 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.51it/s] 4/299 3.12G 0.06475 0.01521 0 0.07996 33 640: 6%|▋ | 3/47 [00:00<00:05, 7.51it/s] 4/299 3.12G 0.06475 0.01521 0 0.07996 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.00it/s] 4/299 3.12G 0.06696 0.01521 0 0.08217 29 640: 9%|▊ | 4/47 [00:08<00:05, 8.00it/s] 4/299 3.12G 0.06696 0.01521 0 0.08217 29 640: 11%|█ | 5/47 [00:08<02:05, 2.99s/it] 4/299 3.12G 0.0676 0.01501 0 0.08261 32 640: 11%|█ | 5/47 [00:08<02:05, 2.99s/it] 4/299 3.12G 0.0676 0.01501 0 0.08261 32 640: 13%|█▎ | 6/47 [00:08<01:22, 2.01s/it] 4/299 3.12G 0.06814 0.01493 0 0.08307 30 640: 13%|█▎ | 6/47 [00:08<01:22, 2.01s/it] 4/299 3.12G 0.06814 0.01493 0 0.08307 30 640: 15%|█▍ | 7/47 [00:08<00:56, 1.40s/it] 4/299 3.12G 0.06699 0.01494 0 0.08193 27 640: 15%|█▍ | 7/47 [00:08<00:56, 1.40s/it] 4/299 3.12G 0.06699 0.01494 0 0.08193 27 640: 17%|█▋ | 8/47 [00:08<00:38, 1.01it/s] 4/299 3.12G 0.06594 0.01491 0 0.08085 25 640: 17%|█▋ | 8/47 [00:09<00:38, 1.01it/s] 4/299 3.12G 0.06594 0.01491 0 0.08085 25 640: 19%|█▉ | 9/47 [00:09<00:27, 1.38it/s] 4/299 3.12G 0.06637 0.01509 0 0.08147 39 640: 19%|█▉ | 9/47 [00:09<00:27, 1.38it/s] 4/299 3.12G 0.06637 0.01509 0 0.08147 39 640: 21%|██▏ | 10/47 [00:09<00:19, 1.87it/s] 4/299 3.12G 0.06523 0.01525 0 0.08048 32 640: 21%|██▏ | 10/47 [00:09<00:19, 1.87it/s] 4/299 3.12G 0.06523 0.01525 0 0.08048 32 640: 23%|██▎ | 11/47 [00:09<00:14, 2.44it/s] 4/299 3.12G 0.06484 0.01575 0 0.08059 41 640: 23%|██▎ | 11/47 [00:09<00:14, 2.44it/s] 4/299 3.12G 0.06484 0.01575 0 0.08059 41 640: 26%|██▌ | 12/47 [00:09<00:11, 3.13it/s] 4/299 3.12G 0.06412 0.01587 0 0.07999 30 640: 26%|██▌ | 12/47 [00:17<00:11, 3.13it/s] 4/299 3.12G 0.06412 0.01587 0 0.07999 30 640: 28%|██▊ | 13/47 [00:17<01:29, 2.64s/it] 4/299 3.12G 0.06388 0.01597 0 0.07985 33 640: 28%|██▊ | 13/47 [00:17<01:29, 2.64s/it] 4/299 3.12G 0.06388 0.01597 0 0.07985 33 640: 30%|██▉ | 14/47 [00:17<01:01, 1.88s/it] 4/299 3.12G 0.06436 0.0158 0 0.08016 28 640: 30%|██▉ | 14/47 [00:17<01:01, 1.88s/it] 4/299 3.12G 0.06436 0.0158 0 0.08016 28 640: 32%|███▏ | 15/47 [00:17<00:43, 1.35s/it] 4/299 3.12G 0.06387 0.01562 0 0.07949
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.24it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.605 0.514 0.522 0.136
0%| | 0/47 [00:00<?, ?it/s] 5/299 3.12G 0.05145 0.01491 0 0.06636 30 640: 0%| | 0/47 [00:00<?, ?it/s] 5/299 3.12G 0.05145 0.01491 0 0.06636 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.89it/s] 5/299 3.12G 0.05357 0.01605 0 0.06962 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.89it/s] 5/299 3.12G 0.05357 0.01605 0 0.06962 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.85it/s] 5/299 3.12G 0.05951 0.01467 0 0.07417 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.85it/s] 5/299 3.12G 0.05951 0.01467 0 0.07417 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.27it/s] 5/299 3.12G 0.06059 0.01473 0 0.07532 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.27it/s] 5/299 3.12G 0.06059 0.01473 0 0.07532 34 640: 9%|▊ | 4/47 [00:00<00:05, 7.74it/s] 5/299 3.12G 0.05934 0.01434 0 0.07368 27 640: 9%|▊ | 4/47 [00:00<00:05, 7.74it/s] 5/299 3.12G 0.05934 0.01434 0 0.07368 27 640: 11%|█ | 5/47 [00:00<00:05, 8.11it/s] 5/299 3.12G 0.05895 0.01399 0 0.07293 29 640: 11%|█ | 5/47 [00:07<00:05, 8.11it/s] 5/299 3.12G 0.05895 0.01399 0 0.07293 29 640: 13%|█▎ | 6/47 [00:07<01:36, 2.35s/it] 5/299 3.12G 0.05783 0.01411 0 0.07194 31 640: 13%|█▎ | 6/47 [00:07<01:36, 2.35s/it] 5/299 3.12G 0.05783 0.01411 0 0.07194 31 640: 15%|█▍ | 7/47 [00:07<01:05, 1.63s/it] 5/299 3.12G 0.05758 0.0142 0 0.07178 25 640: 15%|█▍ | 7/47 [00:07<01:05, 1.63s/it] 5/299 3.12G 0.05758 0.0142 0 0.07178 25 640: 17%|█▋ | 8/47 [00:07<00:44, 1.15s/it] 5/299 3.12G 0.05741 0.01423 0 0.07164 32 640: 17%|█▋ | 8/47 [00:07<00:44, 1.15s/it] 5/299 3.12G 0.05741 0.01423 0 0.07164 32 640: 19%|█▉ | 9/47 [00:07<00:31, 1.21it/s] 5/299 3.12G 0.05721 0.0141 0 0.07131 25 640: 19%|█▉ | 9/47 [00:07<00:31, 1.21it/s] 5/299 3.12G 0.05721 0.0141 0 0.07131 25 640: 21%|██▏ | 10/47 [00:07<00:22, 1.63it/s] 5/299 3.12G 0.05664 0.01417 0 0.07081 30 640: 21%|██▏ | 10/47 [00:07<00:22, 1.63it/s] 5/299 3.12G 0.05664 0.01417 0 0.07081 30 640: 23%|██▎ | 11/47 [00:07<00:16, 2.17it/s] 5/299 3.12G 0.05627 0.01455 0 0.07082 38 640: 23%|██▎ | 11/47 [00:08<00:16, 2.17it/s] 5/299 3.12G 0.05627 0.01455 0 0.07082 38 640: 26%|██▌ | 12/47 [00:08<00:12, 2.75it/s] 5/299 3.12G 0.0555 0.01454 0 0.07005 26 640: 26%|██▌ | 12/47 [00:08<00:12, 2.75it/s] 5/299 3.12G 0.0555 0.01454 0 0.07005 26 640: 28%|██▊ | 13/47 [00:08<00:09, 3.48it/s] 5/299 3.12G 0.05558 0.01455 0 0.07012 36 640: 28%|██▊ | 13/47 [00:15<00:09, 3.48it/s] 5/299 3.12G 0.05558 0.01455 0 0.07012 36 640: 30%|██▉ | 14/47 [00:15<01:22, 2.50s/it] 5/299 3.12G 0.05529 0.01439 0 0.06969 27 640: 30%|██▉ | 14/47 [00:15<01:22, 2.50s/it] 5/299 3.12G 0.05529 0.01439 0 0.06969 27 640: 32%|███▏ | 15/47 [00:15<00:57, 1.79s/it] 5/299 3.12G 0.05498 0.01427 0 0.06925
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.06it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.26it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.49 0.56 0.414 0.0745
0%| | 0/47 [00:00<?, ?it/s] 6/299 3.12G 0.05527 0.008639 0 0.06391 15 640: 0%| | 0/47 [00:00<?, ?it/s] 6/299 3.12G 0.05527 0.008639 0 0.06391 15 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 6/299 3.12G 0.05066 0.009515 0 0.06017 23 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 6/299 3.12G 0.05066 0.009515 0 0.06017 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 6/299 3.12G 0.05089 0.009957 0 0.06085 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 6/299 3.12G 0.05089 0.009957 0 0.06085 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.46it/s] 6/299 3.12G 0.05209 0.01017 0 0.06226 19 640: 6%|▋ | 3/47 [00:00<00:05, 7.46it/s] 6/299 3.12G 0.05209 0.01017 0 0.06226 19 640: 9%|▊ | 4/47 [00:00<00:05, 7.97it/s] 6/299 3.12G 0.05305 0.01088 0 0.06392 33 640: 9%|▊ | 4/47 [00:00<00:05, 7.97it/s] 6/299 3.12G 0.05305 0.01088 0 0.06392 33 640: 11%|█ | 5/47 [00:00<00:05, 7.41it/s] 6/299 3.12G 0.05381 0.0109 0 0.06471 27 640: 11%|█ | 5/47 [00:00<00:05, 7.41it/s] 6/299 3.12G 0.05381 0.0109 0 0.06471 27 640: 13%|█▎ | 6/47 [00:00<00:05, 7.85it/s] 6/299 3.12G 0.05471 0.01079 0 0.0655 26 640: 13%|█▎ | 6/47 [00:10<00:05, 7.85it/s] 6/299 3.12G 0.05471 0.01079 0 0.0655 26 640: 15%|█▍ | 7/47 [00:10<02:07, 3.20s/it] 6/299 3.12G 0.05466 0.01124 0 0.0659 28 640: 15%|█▍ | 7/47 [00:10<02:07, 3.20s/it] 6/299 3.12G 0.05466 0.01124 0 0.0659 28 640: 17%|█▋ | 8/47 [00:10<01:26, 2.22s/it] 6/299 3.12G 0.05398 0.01127 0 0.06525 22 640: 17%|█▋ | 8/47 [00:10<01:26, 2.22s/it] 6/299 3.12G 0.05398 0.01127 0 0.06525 22 640: 19%|█▉ | 9/47 [00:10<00:59, 1.57s/it] 6/299 3.12G 0.05428 0.01119 0 0.06547 27 640: 19%|█▉ | 9/47 [00:10<00:59, 1.57s/it] 6/299 3.12G 0.05428 0.01119 0 0.06547 27 640: 21%|██▏ | 10/47 [00:10<00:41, 1.12s/it] 6/299 3.12G 0.05444 0.01132 0 0.06576 31 640: 21%|██▏ | 10/47 [00:10<00:41, 1.12s/it] 6/299 3.12G 0.05444 0.01132 0 0.06576 31 640: 23%|██▎ | 11/47 [00:10<00:29, 1.22it/s] 6/299 3.12G 0.05421 0.01184 0 0.06604 31 640: 23%|██▎ | 11/47 [00:10<00:29, 1.22it/s] 6/299 3.12G 0.05421 0.01184 0 0.06604 31 640: 26%|██▌ | 12/47 [00:10<00:21, 1.66it/s] 6/299 3.12G 0.05364 0.01202 0 0.06566 27 640: 26%|██▌ | 12/47 [00:11<00:21, 1.66it/s] 6/299 3.12G 0.05364 0.01202 0 0.06566 27 640: 28%|██▊ | 13/47 [00:11<00:15, 2.16it/s] 6/299 3.12G 0.05337 0.01224 0 0.06561 36 640: 28%|██▊ | 13/47 [00:11<00:15, 2.16it/s] 6/299 3.12G 0.05337 0.01224 0 0.06561 36 640: 30%|██▉ | 14/47 [00:11<00:11, 2.79it/s] 6/299 3.12G 0.05356 0.01219 0 0.06576 41 640: 30%|██▉ | 14/47 [00:18<00:11, 2.79it/s] 6/299 3.12G 0.05356 0.01219 0 0.06576 41 640: 32%|███▏ | 15/47 [00:18<01:19, 2.50s/it] 6/299 3.12G 0.05415 0.01215 0 0.0663
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.41it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.795 0.734 0.786 0.391
0%| | 0/47 [00:00<?, ?it/s] 7/299 3.12G 0.04253 0.01083 0 0.05336 23 640: 0%| | 0/47 [00:00<?, ?it/s] 7/299 3.12G 0.04253 0.01083 0 0.05336 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 7/299 3.12G 0.04354 0.01081 0 0.05436 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 7/299 3.12G 0.04354 0.01081 0 0.05436 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 7/299 3.12G 0.04768 0.01085 0 0.05852 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 7/299 3.12G 0.04768 0.01085 0 0.05852 27 640: 6%|▋ | 3/47 [00:00<00:08, 5.08it/s] 7/299 3.12G 0.0492 0.01182 0 0.06102 40 640: 6%|▋ | 3/47 [00:00<00:08, 5.08it/s] 7/299 3.12G 0.0492 0.01182 0 0.06102 40 640: 9%|▊ | 4/47 [00:00<00:07, 5.69it/s] 7/299 3.12G 0.04856 0.01276 0 0.06132 40 640: 9%|▊ | 4/47 [00:00<00:07, 5.69it/s] 7/299 3.12G 0.04856 0.01276 0 0.06132 40 640: 11%|█ | 5/47 [00:00<00:06, 6.54it/s] 7/299 3.12G 0.04997 0.01226 0 0.06223 29 640: 11%|█ | 5/47 [00:04<00:06, 6.54it/s] 7/299 3.12G 0.04997 0.01226 0 0.06223 29 640: 13%|█▎ | 6/47 [00:04<00:58, 1.43s/it] 7/299 3.12G 0.05033 0.01216 0 0.06249 36 640: 13%|█▎ | 6/47 [00:04<00:58, 1.43s/it] 7/299 3.12G 0.05033 0.01216 0 0.06249 36 640: 15%|█▍ | 7/47 [00:04<00:39, 1.00it/s] 7/299 3.12G 0.0507 0.01185 0 0.06254 32 640: 15%|█▍ | 7/47 [00:10<00:39, 1.00it/s] 7/299 3.12G 0.0507 0.01185 0 0.06254 32 640: 17%|█▋ | 8/47 [00:10<01:33, 2.40s/it] 7/299 3.12G 0.05061 0.01185 0 0.06247 30 640: 17%|█▋ | 8/47 [00:10<01:33, 2.40s/it] 7/299 3.12G 0.05061 0.01185 0 0.06247 30 640: 19%|█▉ | 9/47 [00:10<01:04, 1.69s/it] 7/299 3.12G 0.05048 0.01184 0 0.06233 26 640: 19%|█▉ | 9/47 [00:10<01:04, 1.69s/it] 7/299 3.12G 0.05048 0.01184 0 0.06233 26 640: 21%|██▏ | 10/47 [00:10<00:44, 1.21s/it] 7/299 3.12G 0.05044 0.01231 0 0.06275 44 640: 21%|██▏ | 10/47 [00:10<00:44, 1.21s/it] 7/299 3.12G 0.05044 0.01231 0 0.06275 44 640: 23%|██▎ | 11/47 [00:10<00:31, 1.14it/s] 7/299 3.12G 0.05053 0.01231 0 0.06284 30 640: 23%|██▎ | 11/47 [00:10<00:31, 1.14it/s] 7/299 3.12G 0.05053 0.01231 0 0.06284 30 640: 26%|██▌ | 12/47 [00:10<00:22, 1.54it/s] 7/299 3.12G 0.05 0.01224 0 0.06224 24 640: 26%|██▌ | 12/47 [00:10<00:22, 1.54it/s] 7/299 3.12G 0.05 0.01224 0 0.06224 24 640: 28%|██▊ | 13/47 [00:10<00:16, 2.05it/s] 7/299 3.12G 0.0498 0.01213 0 0.06192 25 640: 28%|██▊ | 13/47 [00:14<00:16, 2.05it/s] 7/299 3.12G 0.0498 0.01213 0 0.06192 25 640: 30%|██▉ | 14/47 [00:14<00:48, 1.48s/it] 7/299 3.12G 0.04965 0.0121 0 0.06175 30 640: 30%|██▉ | 14/47 [00:14<00:48, 1.48s/it] 7/299 3.12G 0.04965 0.0121 0 0.06175 30 640: 32%|███▏ | 15/47 [00:14<00:34, 1.07s/it] 7/299 3.12G 0.04957 0.01226 0 0.06183
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.449 0.706 0.414 0.114
0%| | 0/47 [00:00<?, ?it/s] 8/299 3.12G 0.05354 0.01018 0 0.06372 24 640: 0%| | 0/47 [00:03<?, ?it/s] 8/299 3.12G 0.05354 0.01018 0 0.06372 24 640: 2%|▏ | 1/47 [00:03<02:35, 3.39s/it] 8/299 3.12G 0.04857 0.01017 0 0.05874 21 640: 2%|▏ | 1/47 [00:03<02:35, 3.39s/it] 8/299 3.12G 0.04857 0.01017 0 0.05874 21 640: 4%|▍ | 2/47 [00:03<01:05, 1.47s/it] 8/299 3.12G 0.0481 0.01057 0 0.05867 29 640: 4%|▍ | 2/47 [00:03<01:05, 1.47s/it] 8/299 3.12G 0.0481 0.01057 0 0.05867 29 640: 6%|▋ | 3/47 [00:03<00:37, 1.16it/s] 8/299 3.12G 0.04858 0.01102 0 0.0596 32 640: 6%|▋ | 3/47 [00:03<00:37, 1.16it/s] 8/299 3.12G 0.04858 0.01102 0 0.0596 32 640: 9%|▊ | 4/47 [00:03<00:24, 1.77it/s] 8/299 3.12G 0.0483 0.01072 0 0.05902 19 640: 9%|▊ | 4/47 [00:03<00:24, 1.77it/s] 8/299 3.12G 0.0483 0.01072 0 0.05902 19 640: 11%|█ | 5/47 [00:03<00:17, 2.42it/s] 8/299 3.12G 0.04736 0.01065 0 0.05802 27 640: 11%|█ | 5/47 [00:04<00:17, 2.42it/s] 8/299 3.12G 0.04736 0.01065 0 0.05802 27 640: 13%|█▎ | 6/47 [00:04<00:12, 3.21it/s] 8/299 3.12G 0.047 0.01103 0 0.05803 33 640: 13%|█▎ | 6/47 [00:10<00:12, 3.21it/s] 8/299 3.12G 0.047 0.01103 0 0.05803 33 640: 15%|█▍ | 7/47 [00:10<01:35, 2.38s/it] 8/299 3.12G 0.04667 0.01074 0 0.05741 17 640: 15%|█▍ | 7/47 [00:10<01:35, 2.38s/it] 8/299 3.12G 0.04667 0.01074 0 0.05741 17 640: 17%|█▋ | 8/47 [00:10<01:04, 1.66s/it] 8/299 3.12G 0.04611 0.01099 0 0.0571 36 640: 17%|█▋ | 8/47 [00:11<01:04, 1.66s/it] 8/299 3.12G 0.04611 0.01099 0 0.0571 36 640: 19%|█▉ | 9/47 [00:11<00:53, 1.41s/it] 8/299 3.12G 0.04565 0.01132 0 0.05697 33 640: 19%|█▉ | 9/47 [00:12<00:53, 1.41s/it] 8/299 3.12G 0.04565 0.01132 0 0.05697 33 640: 21%|██▏ | 10/47 [00:12<00:42, 1.16s/it] 8/299 3.12G 0.04568 0.01142 0 0.0571 31 640: 21%|██▏ | 10/47 [00:12<00:42, 1.16s/it] 8/299 3.12G 0.04568 0.01142 0 0.0571 31 640: 23%|██▎ | 11/47 [00:12<00:30, 1.18it/s] 8/299 3.12G 0.04538 0.01161 0 0.05699 36 640: 23%|██▎ | 11/47 [00:12<00:30, 1.18it/s] 8/299 3.12G 0.04538 0.01161 0 0.05699 36 640: 26%|██▌ | 12/47 [00:12<00:22, 1.56it/s] 8/299 3.12G 0.04509 0.01167 0 0.05675 29 640: 26%|██▌ | 12/47 [00:12<00:22, 1.56it/s] 8/299 3.12G 0.04509 0.01167 0 0.05675 29 640: 28%|██▊ | 13/47 [00:12<00:16, 2.04it/s] 8/299 3.12G 0.04498 0.0116 0 0.05658 19 640: 28%|██▊ | 13/47 [00:12<00:16, 2.04it/s] 8/299 3.12G 0.04498 0.0116 0 0.05658 19 640: 30%|██▉ | 14/47 [00:12<00:12, 2.67it/s] 8/299 3.12G 0.0451 0.01147 0 0.05657 24 640: 30%|██▉ | 14/47 [00:18<00:12, 2.67it/s] 8/299 3.12G 0.0451 0.01147 0 0.05657 24 640: 32%|███▏ | 15/47 [00:18<01:06, 2.08s/it] 8/299 3.12G 0.04515 0.01143 0 0.05658
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.51it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.872 0.817 0.848 0.447
0%| | 0/47 [00:00<?, ?it/s] 9/299 3.12G 0.03305 0.01253 0 0.04558 34 640: 0%| | 0/47 [00:00<?, ?it/s] 9/299 3.12G 0.03305 0.01253 0 0.04558 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 9/299 3.12G 0.03505 0.01143 0 0.04648 34 640: 2%|▏ | 1/47 [00:06<00:05, 8.62it/s] 9/299 3.12G 0.03505 0.01143 0 0.04648 34 640: 4%|▍ | 2/47 [00:06<03:04, 4.09s/it] 9/299 3.12G 0.03778 0.01108 0 0.04886 22 640: 4%|▍ | 2/47 [00:09<03:04, 4.09s/it] 9/299 3.12G 0.03778 0.01108 0 0.04886 22 640: 6%|▋ | 3/47 [00:09<02:34, 3.52s/it] 9/299 3.12G 0.03833 0.01102 0 0.04935 27 640: 6%|▋ | 3/47 [00:09<02:34, 3.52s/it] 9/299 3.12G 0.03833 0.01102 0 0.04935 27 640: 9%|▊ | 4/47 [00:09<01:34, 2.19s/it] 9/299 3.12G 0.0394 0.01095 0 0.05034 26 640: 9%|▊ | 4/47 [00:10<01:34, 2.19s/it] 9/299 3.12G 0.0394 0.01095 0 0.05034 26 640: 11%|█ | 5/47 [00:10<01:00, 1.44s/it] 9/299 3.12G 0.03997 0.01109 0 0.05105 32 640: 11%|█ | 5/47 [00:10<01:00, 1.44s/it] 9/299 3.12G 0.03997 0.01109 0 0.05105 32 640: 13%|█▎ | 6/47 [00:10<00:40, 1.00it/s] 9/299 3.12G 0.04124 0.01052 0 0.05176 17 640: 13%|█▎ | 6/47 [00:10<00:40, 1.00it/s] 9/299 3.12G 0.04124 0.01052 0 0.05176 17 640: 15%|█▍ | 7/47 [00:10<00:28, 1.41it/s] 9/299 3.12G 0.04152 0.01023 0 0.05175 22 640: 15%|█▍ | 7/47 [00:10<00:28, 1.41it/s] 9/299 3.12G 0.04152 0.01023 0 0.05175 22 640: 17%|█▋ | 8/47 [00:10<00:20, 1.90it/s] 9/299 3.12G 0.04223 0.01007 0 0.05231 24 640: 17%|█▋ | 8/47 [00:10<00:20, 1.90it/s] 9/299 3.12G 0.04223 0.01007 0 0.05231 24 640: 19%|█▉ | 9/47 [00:10<00:15, 2.51it/s] 9/299 3.12G 0.04261 0.009861 0 0.05247 24 640: 19%|█▉ | 9/47 [00:15<00:15, 2.51it/s] 9/299 3.12G 0.04261 0.009861 0 0.05247 24 640: 21%|██▏ | 10/47 [00:15<01:04, 1.73s/it] 9/299 3.12G 0.04231 0.009918 0 0.05223 30 640: 21%|██▏ | 10/47 [00:18<01:04, 1.73s/it] 9/299 3.12G 0.04231 0.009918 0 0.05223 30 640: 23%|██▎ | 11/47 [00:18<01:15, 2.09s/it] 9/299 3.12G 0.04202 0.01003 0 0.05205 25 640: 23%|██▎ | 11/47 [00:18<01:15, 2.09s/it] 9/299 3.12G 0.04202 0.01003 0 0.05205 25 640: 26%|██▌ | 12/47 [00:18<00:52, 1.50s/it] 9/299 3.12G 0.04197 0.01013 0 0.0521 36 640: 26%|██▌ | 12/47 [00:18<00:52, 1.50s/it] 9/299 3.12G 0.04197 0.01013 0 0.0521 36 640: 28%|██▊ | 13/47 [00:18<00:36, 1.08s/it] 9/299 3.12G 0.04175 0.009982 0 0.05174 24 640: 28%|██▊ | 13/47 [00:18<00:36, 1.08s/it] 9/299 3.12G 0.04175 0.009982 0 0.05174 24 640: 30%|██▉ | 14/47 [00:18<00:26, 1.25it/s] 9/299 3.12G 0.04282 0.01011 0 0.05293 44 640: 30%|██▉ | 14/47 [00:18<00:26, 1.25it/s] 9/299 3.12G 0.04282 0.01011 0 0.05293 44 640: 32%|███▏ | 15/47 [00:18<00:18, 1.69it/s] 9/299 3.12G 0.04316 0.01023 0 0.05339
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.598 0.779 0.631 0.236
0%| | 0/47 [00:00<?, ?it/s] 10/299 3.12G 0.04527 0.01097 0 0.05624 34 640: 0%| | 0/47 [00:00<?, ?it/s] 10/299 3.12G 0.04527 0.01097 0 0.05624 34 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 10/299 3.12G 0.04051 0.01085 0 0.05136 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 10/299 3.12G 0.04051 0.01085 0 0.05136 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.90it/s] 10/299 3.12G 0.03948 0.009802 0 0.04929 21 640: 4%|▍ | 2/47 [00:03<00:05, 7.90it/s] 10/299 3.12G 0.03948 0.009802 0 0.04929 21 640: 6%|▋ | 3/47 [00:03<01:12, 1.65s/it] 10/299 3.12G 0.0412 0.009091 0 0.05029 22 640: 6%|▋ | 3/47 [00:09<01:12, 1.65s/it] 10/299 3.12G 0.0412 0.009091 0 0.05029 22 640: 9%|▊ | 4/47 [00:09<02:21, 3.29s/it] 10/299 3.12G 0.04171 0.0103 0 0.05202 37 640: 9%|▊ | 4/47 [00:09<02:21, 3.29s/it] 10/299 3.12G 0.04171 0.0103 0 0.05202 37 640: 11%|█ | 5/47 [00:09<01:30, 2.16s/it] 10/299 3.12G 0.04225 0.009648 0 0.0519 20 640: 11%|█ | 5/47 [00:09<01:30, 2.16s/it] 10/299 3.12G 0.04225 0.009648 0 0.0519 20 640: 13%|█▎ | 6/47 [00:09<01:00, 1.47s/it] 10/299 3.12G 0.04187 0.009695 0 0.05157 22 640: 13%|█▎ | 6/47 [00:09<01:00, 1.47s/it] 10/299 3.12G 0.04187 0.009695 0 0.05157 22 640: 15%|█▍ | 7/47 [00:09<00:41, 1.03s/it] 10/299 3.12G 0.04117 0.009567 0 0.05074 23 640: 15%|█▍ | 7/47 [00:10<00:41, 1.03s/it] 10/299 3.12G 0.04117 0.009567 0 0.05074 23 640: 17%|█▋ | 8/47 [00:10<00:28, 1.36it/s] 10/299 3.12G 0.0409 0.00962 0 0.05052 26 640: 17%|█▋ | 8/47 [00:10<00:28, 1.36it/s] 10/299 3.12G 0.0409 0.00962 0 0.05052 26 640: 19%|█▉ | 9/47 [00:10<00:20, 1.82it/s] 10/299 3.12G 0.04056 0.009544 0 0.0501 23 640: 19%|█▉ | 9/47 [00:10<00:20, 1.82it/s] 10/299 3.12G 0.04056 0.009544 0 0.0501 23 640: 21%|██▏ | 10/47 [00:10<00:15, 2.41it/s] 10/299 3.12G 0.04056 0.009581 0 0.05014 27 640: 21%|██▏ | 10/47 [00:12<00:15, 2.41it/s] 10/299 3.12G 0.04056 0.009581 0 0.05014 27 640: 23%|██▎ | 11/47 [00:12<00:31, 1.14it/s] 10/299 3.12G 0.04042 0.01006 0 0.05048 39 640: 23%|██▎ | 11/47 [00:18<00:31, 1.14it/s] 10/299 3.12G 0.04042 0.01006 0 0.05048 39 640: 26%|██▌ | 12/47 [00:18<01:23, 2.38s/it] 10/299 3.12G 0.0403 0.01014 0 0.05043 36 640: 26%|██▌ | 12/47 [00:18<01:23, 2.38s/it] 10/299 3.12G 0.0403 0.01014 0 0.05043 36 640: 28%|██▊ | 13/47 [00:18<00:58, 1.71s/it] 10/299 3.12G 0.04068 0.01022 0 0.0509 36 640: 28%|██▊ | 13/47 [00:18<00:58, 1.71s/it] 10/299 3.12G 0.04068 0.01022 0 0.0509 36 640: 30%|██▉ | 14/47 [00:18<00:40, 1.23s/it] 10/299 3.12G 0.04059 0.01024 0 0.05083 33 640: 30%|██▉ | 14/47 [00:18<00:40, 1.23s/it] 10/299 3.12G 0.04059 0.01024 0 0.05083 33 640: 32%|███▏ | 15/47 [00:18<00:28, 1.11it/s] 10/299 3.12G 0.0404 0.01027 0 0.05067
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.798 0.807 0.855 0.427
0%| | 0/47 [00:00<?, ?it/s] 11/299 3.12G 0.04605 0.008345 0 0.0544 25 640: 0%| | 0/47 [00:00<?, ?it/s] 11/299 3.12G 0.04605 0.008345 0 0.0544 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.87it/s] 11/299 3.12G 0.04606 0.009076 0 0.05513 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.87it/s] 11/299 3.12G 0.04606 0.009076 0 0.05513 33 640: 4%|▍ | 2/47 [00:00<00:04, 9.01it/s] 11/299 3.12G 0.04755 0.009416 0 0.05696 32 640: 4%|▍ | 2/47 [00:00<00:04, 9.01it/s] 11/299 3.12G 0.04755 0.009416 0 0.05696 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.31it/s] 11/299 3.12G 0.0479 0.009376 0 0.05727 37 640: 6%|▋ | 3/47 [00:01<00:05, 8.31it/s] 11/299 3.12G 0.0479 0.009376 0 0.05727 37 640: 9%|▊ | 4/47 [00:01<00:31, 1.39it/s] 11/299 3.12G 0.0476 0.009305 0 0.0569 24 640: 9%|▊ | 4/47 [00:10<00:31, 1.39it/s] 11/299 3.12G 0.0476 0.009305 0 0.0569 24 640: 11%|█ | 5/47 [00:10<02:25, 3.47s/it] 11/299 3.12G 0.04741 0.009236 0 0.05664 27 640: 11%|█ | 5/47 [00:10<02:25, 3.47s/it] 11/299 3.12G 0.04741 0.009236 0 0.05664 27 640: 13%|█▎ | 6/47 [00:10<01:35, 2.34s/it] 11/299 3.12G 0.04796 0.00921 0 0.05717 33 640: 13%|█▎ | 6/47 [00:10<01:35, 2.34s/it] 11/299 3.12G 0.04796 0.00921 0 0.05717 33 640: 15%|█▍ | 7/47 [00:10<01:04, 1.61s/it] 11/299 3.12G 0.0479 0.009567 0 0.05747 38 640: 15%|█▍ | 7/47 [00:10<01:04, 1.61s/it] 11/299 3.12G 0.0479 0.009567 0 0.05747 38 640: 17%|█▋ | 8/47 [00:10<00:44, 1.13s/it] 11/299 3.12G 0.04788 0.009454 0 0.05733 33 640: 17%|█▋ | 8/47 [00:10<00:44, 1.13s/it] 11/299 3.12G 0.04788 0.009454 0 0.05733 33 640: 19%|█▉ | 9/47 [00:10<00:31, 1.22it/s] 11/299 3.12G 0.04767 0.009187 0 0.05686 22 640: 19%|█▉ | 9/47 [00:10<00:31, 1.22it/s] 11/299 3.12G 0.04767 0.009187 0 0.05686 22 640: 21%|██▏ | 10/47 [00:10<00:22, 1.67it/s] 11/299 3.12G 0.04708 0.009205 0 0.05629 19 640: 21%|██▏ | 10/47 [00:11<00:22, 1.67it/s] 11/299 3.12G 0.04708 0.009205 0 0.05629 19 640: 23%|██▎ | 11/47 [00:11<00:16, 2.22it/s] 11/299 3.12G 0.04675 0.009355 0 0.05611 31 640: 23%|██▎ | 11/47 [00:12<00:16, 2.22it/s] 11/299 3.12G 0.04675 0.009355 0 0.05611 31 640: 26%|██▌ | 12/47 [00:12<00:30, 1.15it/s] 11/299 3.12G 0.04666 0.009386 0 0.05604 32 640: 26%|██▌ | 12/47 [00:18<00:30, 1.15it/s] 11/299 3.12G 0.04666 0.009386 0 0.05604 32 640: 28%|██▊ | 13/47 [00:18<01:22, 2.42s/it] 11/299 3.12G 0.04679 0.009525 0 0.05631 37 640: 28%|██▊ | 13/47 [00:19<01:22, 2.42s/it] 11/299 3.12G 0.04679 0.009525 0 0.05631 37 640: 30%|██▉ | 14/47 [00:19<00:57, 1.73s/it] 11/299 3.12G 0.04718 0.009579 0 0.05676 31 640: 30%|██▉ | 14/47 [00:19<00:57, 1.73s/it] 11/299 3.12G 0.04718 0.009579 0 0.05676 31 640: 32%|███▏ | 15/47 [00:19<00:40, 1.25s/it] 11/299 3.12G 0.04696 0.009538 0 0.05649
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.666 0.844 0.657 0.223
0%| | 0/47 [00:00<?, ?it/s] 12/299 3.12G 0.04112 0.009753 0 0.05087 25 640: 0%| | 0/47 [00:00<?, ?it/s] 12/299 3.12G 0.04112 0.009753 0 0.05087 25 640: 2%|▏ | 1/47 [00:00<00:17, 2.65it/s] 12/299 3.12G 0.04161 0.008272 0 0.04988 25 640: 2%|▏ | 1/47 [00:00<00:17, 2.65it/s] 12/299 3.12G 0.04161 0.008272 0 0.04988 25 640: 4%|▍ | 2/47 [00:00<00:09, 4.51it/s] 12/299 3.12G 0.04145 0.007912 0 0.04937 32 640: 4%|▍ | 2/47 [00:00<00:09, 4.51it/s] 12/299 3.12G 0.04145 0.007912 0 0.04937 32 640: 6%|▋ | 3/47 [00:00<00:07, 5.82it/s] 12/299 3.12G 0.04179 0.008344 0 0.05013 30 640: 6%|▋ | 3/47 [00:00<00:07, 5.82it/s] 12/299 3.12G 0.04179 0.008344 0 0.05013 30 640: 9%|▊ | 4/47 [00:00<00:06, 6.24it/s] 12/299 3.12G 0.04187 0.008033 0 0.04991 26 640: 9%|▊ | 4/47 [00:02<00:06, 6.24it/s] 12/299 3.12G 0.04187 0.008033 0 0.04991 26 640: 11%|█ | 5/47 [00:02<00:29, 1.40it/s] 12/299 3.12G 0.04157 0.008027 0 0.04959 23 640: 11%|█ | 5/47 [00:07<00:29, 1.40it/s] 12/299 3.12G 0.04157 0.008027 0 0.04959 23 640: 13%|█▎ | 6/47 [00:07<01:32, 2.25s/it] 12/299 3.12G 0.04188 0.008195 0 0.05007 33 640: 13%|█▎ | 6/47 [00:07<01:32, 2.25s/it] 12/299 3.12G 0.04188 0.008195 0 0.05007 33 640: 15%|█▍ | 7/47 [00:07<01:02, 1.57s/it] 12/299 3.12G 0.04265 0.00826 0 0.05091 32 640: 15%|█▍ | 7/47 [00:07<01:02, 1.57s/it] 12/299 3.12G 0.04265 0.00826 0 0.05091 32 640: 17%|█▋ | 8/47 [00:07<00:43, 1.10s/it] 12/299 3.12G 0.04276 0.008169 0 0.05093 22 640: 17%|█▋ | 8/47 [00:08<00:43, 1.10s/it] 12/299 3.12G 0.04276 0.008169 0 0.05093 22 640: 19%|█▉ | 9/47 [00:08<00:30, 1.26it/s] 12/299 3.12G 0.04256 0.008081 0 0.05064 21 640: 19%|█▉ | 9/47 [00:08<00:30, 1.26it/s] 12/299 3.12G 0.04256 0.008081 0 0.05064 21 640: 21%|██▏ | 10/47 [00:08<00:21, 1.69it/s] 12/299 3.12G 0.04343 0.008367 0 0.0518 34 640: 21%|██▏ | 10/47 [00:08<00:21, 1.69it/s] 12/299 3.12G 0.04343 0.008367 0 0.0518 34 640: 23%|██▎ | 11/47 [00:08<00:16, 2.25it/s] 12/299 3.12G 0.04402 0.008496 0 0.05252 26 640: 23%|██▎ | 11/47 [00:08<00:16, 2.25it/s] 12/299 3.12G 0.04402 0.008496 0 0.05252 26 640: 26%|██▌ | 12/47 [00:08<00:12, 2.91it/s] 12/299 3.12G 0.04456 0.00851 0 0.05307 23 640: 26%|██▌ | 12/47 [00:12<00:12, 2.91it/s] 12/299 3.12G 0.04456 0.00851 0 0.05307 23 640: 28%|██▊ | 13/47 [00:12<00:49, 1.46s/it] 12/299 3.12G 0.04482 0.008633 0 0.05345 33 640: 28%|██▊ | 13/47 [00:16<00:49, 1.46s/it] 12/299 3.12G 0.04482 0.008633 0 0.05345 33 640: 30%|██▉ | 14/47 [00:16<01:14, 2.25s/it] 12/299 3.12G 0.04491 0.008609 0 0.05352 32 640: 30%|██▉ | 14/47 [00:16<01:14, 2.25s/it] 12/299 3.12G 0.04491 0.008609 0 0.05352 32 640: 32%|███▏ | 15/47 [00:16<00:51, 1.61s/it] 12/299 3.12G 0.04528 0.008499 0 0.05378
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.869 0.917 0.906 0.507
0%| | 0/47 [00:00<?, ?it/s] 13/299 3.12G 0.04036 0.009167 0 0.04952 30 640: 0%| | 0/47 [00:00<?, ?it/s] 13/299 3.12G 0.04036 0.009167 0 0.04952 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 13/299 3.12G 0.03976 0.009254 0 0.04901 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 13/299 3.12G 0.03976 0.009254 0 0.04901 33 640: 4%|▍ | 2/47 [00:00<00:05, 7.78it/s] 13/299 3.12G 0.03862 0.008589 0 0.04721 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.78it/s] 13/299 3.12G 0.03862 0.008589 0 0.04721 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.25it/s] 13/299 3.12G 0.03673 0.008165 0 0.0449 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.25it/s] 13/299 3.12G 0.03673 0.008165 0 0.0449 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.46it/s] 13/299 3.12G 0.03689 0.008011 0 0.0449 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.46it/s] 13/299 3.12G 0.03689 0.008011 0 0.0449 24 640: 11%|█ | 5/47 [00:00<00:05, 7.88it/s] 13/299 3.12G 0.03714 0.00836 0 0.0455 30 640: 11%|█ | 5/47 [00:02<00:05, 7.88it/s] 13/299 3.12G 0.03714 0.00836 0 0.0455 30 640: 13%|█▎ | 6/47 [00:02<00:32, 1.25it/s] 13/299 3.12G 0.03781 0.008076 0 0.04589 21 640: 13%|█▎ | 6/47 [00:10<00:32, 1.25it/s] 13/299 3.12G 0.03781 0.008076 0 0.04589 21 640: 15%|█▍ | 7/47 [00:10<02:07, 3.18s/it] 13/299 3.12G 0.03812 0.007949 0 0.04607 25 640: 15%|█▍ | 7/47 [00:10<02:07, 3.18s/it] 13/299 3.12G 0.03812 0.007949 0 0.04607 25 640: 17%|█▋ | 8/47 [00:10<01:26, 2.21s/it] 13/299 3.12G 0.03928 0.007782 0 0.04707 26 640: 17%|█▋ | 8/47 [00:11<01:26, 2.21s/it] 13/299 3.12G 0.03928 0.007782 0 0.04707 26 640: 19%|█▉ | 9/47 [00:11<00:58, 1.55s/it] 13/299 3.12G 0.04024 0.007675 0 0.04792 30 640: 19%|█▉ | 9/47 [00:11<00:58, 1.55s/it] 13/299 3.12G 0.04024 0.007675 0 0.04792 30 640: 21%|██▏ | 10/47 [00:11<00:40, 1.11s/it] 13/299 3.12G 0.04128 0.007742 0 0.04902 32 640: 21%|██▏ | 10/47 [00:11<00:40, 1.11s/it] 13/299 3.12G 0.04128 0.007742 0 0.04902 32 640: 23%|██▎ | 11/47 [00:11<00:29, 1.24it/s] 13/299 3.12G 0.04193 0.007919 0 0.04984 37 640: 23%|██▎ | 11/47 [00:11<00:29, 1.24it/s] 13/299 3.12G 0.04193 0.007919 0 0.04984 37 640: 26%|██▌ | 12/47 [00:11<00:20, 1.68it/s] 13/299 3.12G 0.04199 0.007962 0 0.04995 25 640: 26%|██▌ | 12/47 [00:11<00:20, 1.68it/s] 13/299 3.12G 0.04199 0.007962 0 0.04995 25 640: 28%|██▊ | 13/47 [00:11<00:15, 2.23it/s] 13/299 3.12G 0.04195 0.008146 0 0.0501 31 640: 28%|██▊ | 13/47 [00:11<00:15, 2.23it/s] 13/299 3.12G 0.04195 0.008146 0 0.0501 31 640: 30%|██▉ | 14/47 [00:11<00:11, 2.83it/s] 13/299 3.12G 0.0422 0.00818 0 0.05038 29 640: 30%|██▉ | 14/47 [00:19<00:11, 2.83it/s] 13/299 3.12G 0.0422 0.00818 0 0.05038 29 640: 32%|███▏ | 15/47 [00:19<01:19, 2.50s/it] 13/299 3.12G 0.04243 0.008189 0 0.05062
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.31it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.847 0.917 0.92 0.534
0%| | 0/47 [00:00<?, ?it/s] 14/299 3.12G 0.03698 0.008443 0 0.04542 24 640: 0%| | 0/47 [00:00<?, ?it/s] 14/299 3.12G 0.03698 0.008443 0 0.04542 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 14/299 3.12G 0.0352 0.007805 0 0.04301 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 14/299 3.12G 0.0352 0.007805 0 0.04301 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 14/299 3.12G 0.03566 0.007781 0 0.04344 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 14/299 3.12G 0.03566 0.007781 0 0.04344 31 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 14/299 3.12G 0.03753 0.008085 0 0.04562 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 14/299 3.12G 0.03753 0.008085 0 0.04562 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 14/299 3.12G 0.03817 0.008228 0 0.0464 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 14/299 3.12G 0.03817 0.008228 0 0.0464 29 640: 11%|█ | 5/47 [00:00<00:04, 8.46it/s] 14/299 3.12G 0.03946 0.008195 0 0.04765 27 640: 11%|█ | 5/47 [00:00<00:04, 8.46it/s] 14/299 3.12G 0.03946 0.008195 0 0.04765 27 640: 13%|█▎ | 6/47 [00:00<00:05, 7.90it/s] 14/299 3.12G 0.03983 0.008344 0 0.04818 37 640: 13%|█▎ | 6/47 [00:09<00:05, 7.90it/s] 14/299 3.12G 0.03983 0.008344 0 0.04818 37 640: 15%|█▍ | 7/47 [00:09<02:04, 3.11s/it] 14/299 3.12G 0.03964 0.008176 0 0.04781 33 640: 15%|█▍ | 7/47 [00:10<02:04, 3.11s/it] 14/299 3.12G 0.03964 0.008176 0 0.04781 33 640: 17%|█▋ | 8/47 [00:10<01:24, 2.16s/it] 14/299 3.12G 0.04028 0.007984 0 0.04827 25 640: 17%|█▋ | 8/47 [00:10<01:24, 2.16s/it] 14/299 3.12G 0.04028 0.007984 0 0.04827 25 640: 19%|█▉ | 9/47 [00:10<00:58, 1.53s/it] 14/299 3.12G 0.04107 0.007875 0 0.04894 30 640: 19%|█▉ | 9/47 [00:10<00:58, 1.53s/it] 14/299 3.12G 0.04107 0.007875 0 0.04894 30 640: 21%|██▏ | 10/47 [00:10<00:40, 1.09s/it] 14/299 3.12G 0.04098 0.007869 0 0.04885 21 640: 21%|██▏ | 10/47 [00:10<00:40, 1.09s/it] 14/299 3.12G 0.04098 0.007869 0 0.04885 21 640: 23%|██▎ | 11/47 [00:10<00:28, 1.26it/s] 14/299 3.12G 0.04103 0.007929 0 0.04896 25 640: 23%|██▎ | 11/47 [00:10<00:28, 1.26it/s] 14/299 3.12G 0.04103 0.007929 0 0.04896 25 640: 26%|██▌ | 12/47 [00:10<00:20, 1.68it/s] 14/299 3.12G 0.04086 0.007994 0 0.04886 26 640: 26%|██▌ | 12/47 [00:10<00:20, 1.68it/s] 14/299 3.12G 0.04086 0.007994 0 0.04886 26 640: 28%|██▊ | 13/47 [00:10<00:15, 2.23it/s] 14/299 3.12G 0.0403 0.008211 0 0.04851 39 640: 28%|██▊ | 13/47 [00:10<00:15, 2.23it/s] 14/299 3.12G 0.0403 0.008211 0 0.04851 39 640: 30%|██▉ | 14/47 [00:10<00:11, 2.88it/s] 14/299 3.12G 0.04009 0.008251 0 0.04834 41 640: 30%|██▉ | 14/47 [00:18<00:11, 2.88it/s] 14/299 3.12G 0.04009 0.008251 0 0.04834 41 640: 32%|███▏ | 15/47 [00:18<01:21, 2.55s/it] 14/299 3.12G 0.03993 0.008064 0 0.04799
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.87 0.917 0.928 0.505
0%| | 0/47 [00:00<?, ?it/s] 15/299 3.12G 0.03743 0.009355 0 0.04678 33 640: 0%| | 0/47 [00:07<?, ?it/s] 15/299 3.12G 0.03743 0.009355 0 0.04678 33 640: 2%|▏ | 1/47 [00:07<05:52, 7.65s/it] 15/299 3.12G 0.03749 0.009173 0 0.04666 30 640: 2%|▏ | 1/47 [00:07<05:52, 7.65s/it] 15/299 3.12G 0.03749 0.009173 0 0.04666 30 640: 4%|▍ | 2/47 [00:07<02:25, 3.23s/it] 15/299 3.12G 0.03588 0.008922 0 0.0448 31 640: 4%|▍ | 2/47 [00:07<02:25, 3.23s/it] 15/299 3.12G 0.03588 0.008922 0 0.0448 31 640: 6%|▋ | 3/47 [00:07<01:19, 1.81s/it] 15/299 3.12G 0.03463 0.008074 0 0.04271 28 640: 6%|▋ | 3/47 [00:08<01:19, 1.81s/it] 15/299 3.12G 0.03463 0.008074 0 0.04271 28 640: 9%|▊ | 4/47 [00:08<00:49, 1.15s/it] 15/299 3.12G 0.03664 0.007937 0 0.04458 29 640: 9%|▊ | 4/47 [00:08<00:49, 1.15s/it] 15/299 3.12G 0.03664 0.007937 0 0.04458 29 640: 11%|█ | 5/47 [00:08<00:32, 1.29it/s] 15/299 3.12G 0.0376 0.007666 0 0.04527 33 640: 11%|█ | 5/47 [00:08<00:32, 1.29it/s] 15/299 3.12G 0.0376 0.007666 0 0.04527 33 640: 13%|█▎ | 6/47 [00:08<00:22, 1.82it/s] 15/299 3.12G 0.03838 0.007487 0 0.04587 29 640: 13%|█▎ | 6/47 [00:08<00:22, 1.82it/s] 15/299 3.12G 0.03838 0.007487 0 0.04587 29 640: 15%|█▍ | 7/47 [00:08<00:16, 2.40it/s] 15/299 3.12G 0.03827 0.007405 0 0.04567 32 640: 15%|█▍ | 7/47 [00:08<00:16, 2.40it/s] 15/299 3.12G 0.03827 0.007405 0 0.04567 32 640: 17%|█▋ | 8/47 [00:08<00:12, 3.13it/s] 15/299 3.12G 0.03814 0.007527 0 0.04566 32 640: 17%|█▋ | 8/47 [00:16<00:12, 3.13it/s] 15/299 3.12G 0.03814 0.007527 0 0.04566 32 640: 19%|█▉ | 9/47 [00:16<01:39, 2.62s/it] 15/299 3.12G 0.0382 0.007286 0 0.04549 14 640: 19%|█▉ | 9/47 [00:16<01:39, 2.62s/it] 15/299 3.12G 0.0382 0.007286 0 0.04549 14 640: 21%|██▏ | 10/47 [00:16<01:08, 1.86s/it] 15/299 3.12G 0.0394 0.007316 0 0.04671 33 640: 21%|██▏ | 10/47 [00:16<01:08, 1.86s/it] 15/299 3.12G 0.0394 0.007316 0 0.04671 33 640: 23%|██▎ | 11/47 [00:16<00:47, 1.32s/it] 15/299 3.12G 0.04009 0.007383 0 0.04747 32 640: 23%|██▎ | 11/47 [00:16<00:47, 1.32s/it] 15/299 3.12G 0.04009 0.007383 0 0.04747 32 640: 26%|██▌ | 12/47 [00:16<00:33, 1.05it/s] 15/299 3.12G 0.04005 0.007649 0 0.0477 38 640: 26%|██▌ | 12/47 [00:16<00:33, 1.05it/s] 15/299 3.12G 0.04005 0.007649 0 0.0477 38 640: 28%|██▊ | 13/47 [00:16<00:24, 1.41it/s] 15/299 3.12G 0.04017 0.007548 0 0.04771 24 640: 28%|██▊ | 13/47 [00:16<00:24, 1.41it/s] 15/299 3.12G 0.04017 0.007548 0 0.04771 24 640: 30%|██▉ | 14/47 [00:16<00:17, 1.89it/s] 15/299 3.12G 0.04049 0.007622 0 0.04811 35 640: 30%|██▉ | 14/47 [00:16<00:17, 1.89it/s] 15/299 3.12G 0.04049 0.007622 0 0.04811 35 640: 32%|███▏ | 15/47 [00:16<00:12, 2.48it/s] 15/299 3.12G 0.04039 0.007629 0 0.04802
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.85 0.936 0.93 0.57
0%| | 0/47 [00:00<?, ?it/s] 16/299 3.12G 0.03839 0.009335 0 0.04772 29 640: 0%| | 0/47 [00:00<?, ?it/s] 16/299 3.12G 0.03839 0.009335 0 0.04772 29 640: 2%|▏ | 1/47 [00:00<00:32, 1.42it/s] 16/299 3.12G 0.03928 0.008344 0 0.04763 27 640: 2%|▏ | 1/47 [00:07<00:32, 1.42it/s] 16/299 3.12G 0.03928 0.008344 0 0.04763 27 640: 4%|▍ | 2/47 [00:07<03:06, 4.13s/it] 16/299 3.12G 0.03768 0.008004 0 0.04568 31 640: 4%|▍ | 2/47 [00:07<03:06, 4.13s/it] 16/299 3.12G 0.03768 0.008004 0 0.04568 31 640: 6%|▋ | 3/47 [00:07<01:41, 2.30s/it] 16/299 3.12G 0.03654 0.007967 0 0.0445 31 640: 6%|▋ | 3/47 [00:07<01:41, 2.30s/it] 16/299 3.12G 0.03654 0.007967 0 0.0445 31 640: 9%|▊ | 4/47 [00:07<01:01, 1.44s/it] 16/299 3.12G 0.03549 0.008315 0 0.0438 36 640: 9%|▊ | 4/47 [00:07<01:01, 1.44s/it] 16/299 3.12G 0.03549 0.008315 0 0.0438 36 640: 11%|█ | 5/47 [00:07<00:40, 1.03it/s] 16/299 3.12G 0.03651 0.008156 0 0.04467 31 640: 11%|█ | 5/47 [00:09<00:40, 1.03it/s] 16/299 3.12G 0.03651 0.008156 0 0.04467 31 640: 13%|█▎ | 6/47 [00:09<00:58, 1.42s/it] 16/299 3.12G 0.03712 0.008232 0 0.04535 32 640: 13%|█▎ | 6/47 [00:10<00:58, 1.42s/it] 16/299 3.12G 0.03712 0.008232 0 0.04535 32 640: 15%|█▍ | 7/47 [00:10<00:39, 1.00it/s] 16/299 3.12G 0.03765 0.008172 0 0.04582 31 640: 15%|█▍ | 7/47 [00:10<00:39, 1.00it/s] 16/299 3.12G 0.03765 0.008172 0 0.04582 31 640: 17%|█▋ | 8/47 [00:10<00:28, 1.38it/s] 16/299 3.12G 0.0377 0.008115 0 0.04581 34 640: 17%|█▋ | 8/47 [00:11<00:28, 1.38it/s] 16/299 3.12G 0.0377 0.008115 0 0.04581 34 640: 19%|█▉ | 9/47 [00:11<00:38, 1.02s/it] 16/299 3.12G 0.03788 0.007928 0 0.04581 24 640: 19%|█▉ | 9/47 [00:15<00:38, 1.02s/it] 16/299 3.12G 0.03788 0.007928 0 0.04581 24 640: 21%|██▏ | 10/47 [00:15<01:08, 1.86s/it] 16/299 3.12G 0.03761 0.0079 0 0.04551 25 640: 21%|██▏ | 10/47 [00:15<01:08, 1.86s/it] 16/299 3.12G 0.03761 0.0079 0 0.04551 25 640: 23%|██▎ | 11/47 [00:15<00:48, 1.34s/it] 16/299 3.12G 0.03813 0.007978 0 0.0461 30 640: 23%|██▎ | 11/47 [00:15<00:48, 1.34s/it] 16/299 3.12G 0.03813 0.007978 0 0.0461 30 640: 26%|██▌ | 12/47 [00:15<00:33, 1.04it/s] 16/299 3.12G 0.03845 0.007979 0 0.04643 31 640: 26%|██▌ | 12/47 [00:15<00:33, 1.04it/s] 16/299 3.12G 0.03845 0.007979 0 0.04643 31 640: 28%|██▊ | 13/47 [00:15<00:24, 1.41it/s] 16/299 3.12G 0.03824 0.008097 0 0.04634 36 640: 28%|██▊ | 13/47 [00:18<00:24, 1.41it/s] 16/299 3.12G 0.03824 0.008097 0 0.04634 36 640: 30%|██▉ | 14/47 [00:18<00:40, 1.23s/it] 16/299 3.12G 0.03835 0.007889 0 0.04624 29 640: 30%|██▉ | 14/47 [00:18<00:40, 1.23s/it] 16/299 3.12G 0.03835 0.007889 0 0.04624 29 640: 32%|███▏ | 15/47 [00:18<00:28, 1.11it/s] 16/299 3.12G 0.03835 0.007696 0 0.04605
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.923 0.881 0.95 0.576
0%| | 0/47 [00:00<?, ?it/s] 17/299 3.12G 0.02933 0.005436 0 0.03477 32 640: 0%| | 0/47 [00:00<?, ?it/s] 17/299 3.12G 0.02933 0.005436 0 0.03477 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 17/299 3.12G 0.03111 0.006132 0 0.03724 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 17/299 3.12G 0.03111 0.006132 0 0.03724 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 17/299 3.12G 0.03085 0.006807 0 0.03766 32 640: 4%|▍ | 2/47 [00:03<00:05, 8.71it/s] 17/299 3.12G 0.03085 0.006807 0 0.03766 32 640: 6%|▋ | 3/47 [00:03<01:12, 1.64s/it] 17/299 3.12G 0.03508 0.006786 0 0.04186 30 640: 6%|▋ | 3/47 [00:03<01:12, 1.64s/it] 17/299 3.12G 0.03508 0.006786 0 0.04186 30 640: 9%|▊ | 4/47 [00:03<00:44, 1.04s/it] 17/299 3.12G 0.03717 0.006539 0 0.04371 35 640: 9%|▊ | 4/47 [00:03<00:44, 1.04s/it] 17/299 3.12G 0.03717 0.006539 0 0.04371 35 640: 11%|█ | 5/47 [00:03<00:29, 1.42it/s] 17/299 3.12G 0.03938 0.006615 0 0.04599 34 640: 11%|█ | 5/47 [00:04<00:29, 1.42it/s] 17/299 3.12G 0.03938 0.006615 0 0.04599 34 640: 13%|█▎ | 6/47 [00:04<00:21, 1.95it/s] 17/299 3.12G 0.04053 0.006437 0 0.04697 32 640: 13%|█▎ | 6/47 [00:09<00:21, 1.95it/s] 17/299 3.12G 0.04053 0.006437 0 0.04697 32 640: 15%|█▍ | 7/47 [00:09<01:20, 2.01s/it] 17/299 3.12G 0.04073 0.006351 0 0.04708 28 640: 15%|█▍ | 7/47 [00:09<01:20, 2.01s/it] 17/299 3.12G 0.04073 0.006351 0 0.04708 28 640: 17%|█▋ | 8/47 [00:09<00:55, 1.41s/it] 17/299 3.12G 0.04073 0.006311 0 0.04704 29 640: 17%|█▋ | 8/47 [00:09<00:55, 1.41s/it] 17/299 3.12G 0.04073 0.006311 0 0.04704 29 640: 19%|█▉ | 9/47 [00:09<00:38, 1.02s/it] 17/299 3.12G 0.04044 0.006744 0 0.04719 30 640: 19%|█▉ | 9/47 [00:09<00:38, 1.02s/it] 17/299 3.12G 0.04044 0.006744 0 0.04719 30 640: 21%|██▏ | 10/47 [00:09<00:27, 1.36it/s] 17/299 3.12G 0.04017 0.007047 0 0.04722 36 640: 21%|██▏ | 10/47 [00:12<00:27, 1.36it/s] 17/299 3.12G 0.04017 0.007047 0 0.04722 36 640: 23%|██▎ | 11/47 [00:12<00:48, 1.35s/it] 17/299 3.12G 0.03992 0.007195 0 0.04711 34 640: 23%|██▎ | 11/47 [00:12<00:48, 1.35s/it] 17/299 3.12G 0.03992 0.007195 0 0.04711 34 640: 26%|██▌ | 12/47 [00:12<00:34, 1.02it/s] 17/299 3.12G 0.03947 0.007166 0 0.04664 24 640: 26%|██▌ | 12/47 [00:13<00:34, 1.02it/s] 17/299 3.12G 0.03947 0.007166 0 0.04664 24 640: 28%|██▊ | 13/47 [00:13<00:29, 1.16it/s] 17/299 3.12G 0.03912 0.007155 0 0.04628 24 640: 28%|██▊ | 13/47 [00:13<00:29, 1.16it/s] 17/299 3.12G 0.03912 0.007155 0 0.04628 24 640: 30%|██▉ | 14/47 [00:13<00:20, 1.57it/s] 17/299 3.12G 0.03901 0.007052 0 0.04606 27 640: 30%|██▉ | 14/47 [00:17<00:20, 1.57it/s] 17/299 3.12G 0.03901 0.007052 0 0.04606 27 640: 32%|███▏ | 15/47 [00:17<00:56, 1.76s/it] 17/299 3.12G 0.03902 0.006893 0 0.04591
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.932 0.877 0.949 0.513
0%| | 0/47 [00:00<?, ?it/s] 18/299 3.12G 0.03635 0.006437 0 0.04278 21 640: 0%| | 0/47 [00:00<?, ?it/s] 18/299 3.12G 0.03635 0.006437 0 0.04278 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 18/299 3.12G 0.03558 0.006389 0 0.04197 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 18/299 3.12G 0.03558 0.006389 0 0.04197 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 18/299 3.12G 0.03304 0.005788 0 0.03883 37 640: 4%|▍ | 2/47 [00:03<00:05, 8.75it/s] 18/299 3.12G 0.03304 0.005788 0 0.03883 37 640: 6%|▋ | 3/47 [00:03<01:01, 1.40s/it] 18/299 3.12G 0.03323 0.005833 0 0.03907 26 640: 6%|▋ | 3/47 [00:07<01:01, 1.40s/it] 18/299 3.12G 0.03323 0.005833 0 0.03907 26 640: 9%|▊ | 4/47 [00:07<01:53, 2.63s/it] 18/299 3.12G 0.0339 0.006039 0 0.03994 25 640: 9%|▊ | 4/47 [00:07<01:53, 2.63s/it] 18/299 3.12G 0.0339 0.006039 0 0.03994 25 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 18/299 3.12G 0.03415 0.006195 0 0.04034 29 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 18/299 3.12G 0.03415 0.006195 0 0.04034 29 640: 13%|█▎ | 6/47 [00:07<00:48, 1.18s/it] 18/299 3.12G 0.03412 0.006464 0 0.04058 30 640: 13%|█▎ | 6/47 [00:08<00:48, 1.18s/it] 18/299 3.12G 0.03412 0.006464 0 0.04058 30 640: 15%|█▍ | 7/47 [00:08<00:33, 1.19it/s] 18/299 3.12G 0.03488 0.006571 0 0.04145 35 640: 15%|█▍ | 7/47 [00:09<00:33, 1.19it/s] 18/299 3.12G 0.03488 0.006571 0 0.04145 35 640: 17%|█▋ | 8/47 [00:09<00:36, 1.06it/s] 18/299 3.12G 0.03529 0.006568 0 0.04186 38 640: 17%|█▋ | 8/47 [00:09<00:36, 1.06it/s] 18/299 3.12G 0.03529 0.006568 0 0.04186 38 640: 19%|█▉ | 9/47 [00:09<00:25, 1.47it/s] 18/299 3.12G 0.03577 0.00641 0 0.04218 22 640: 19%|█▉ | 9/47 [00:09<00:25, 1.47it/s] 18/299 3.12G 0.03577 0.00641 0 0.04218 22 640: 21%|██▏ | 10/47 [00:09<00:18, 1.98it/s] 18/299 3.12G 0.03584 0.006557 0 0.0424 27 640: 21%|██▏ | 10/47 [00:11<00:18, 1.98it/s] 18/299 3.12G 0.03584 0.006557 0 0.0424 27 640: 23%|██▎ | 11/47 [00:11<00:39, 1.11s/it] 18/299 3.12G 0.03607 0.006661 0 0.04273 23 640: 23%|██▎ | 11/47 [00:16<00:39, 1.11s/it] 18/299 3.12G 0.03607 0.006661 0 0.04273 23 640: 26%|██▌ | 12/47 [00:16<01:15, 2.17s/it] 18/299 3.12G 0.03648 0.006786 0 0.04327 36 640: 26%|██▌ | 12/47 [00:16<01:15, 2.17s/it] 18/299 3.12G 0.03648 0.006786 0 0.04327 36 640: 28%|██▊ | 13/47 [00:16<00:52, 1.55s/it] 18/299 3.12G 0.03682 0.006874 0 0.04369 35 640: 28%|██▊ | 13/47 [00:16<00:52, 1.55s/it] 18/299 3.12G 0.03682 0.006874 0 0.04369 35 640: 30%|██▉ | 14/47 [00:16<00:36, 1.12s/it] 18/299 3.12G 0.03736 0.006856 0 0.04421 32 640: 30%|██▉ | 14/47 [00:16<00:36, 1.12s/it] 18/299 3.12G 0.03736 0.006856 0 0.04421 32 640: 32%|███▏ | 15/47 [00:16<00:26, 1.22it/s] 18/299 3.12G 0.03798 0.006845 0 0.04482
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.818 0.907 0.899 0.507
0%| | 0/47 [00:00<?, ?it/s] 19/299 3.12G 0.03325 0.007583 0 0.04083 25 640: 0%| | 0/47 [00:00<?, ?it/s] 19/299 3.12G 0.03325 0.007583 0 0.04083 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 19/299 3.12G 0.03429 0.006223 0 0.04051 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 19/299 3.12G 0.03429 0.006223 0 0.04051 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 19/299 3.12G 0.03464 0.006132 0 0.04077 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 19/299 3.12G 0.03464 0.006132 0 0.04077 28 640: 6%|▋ | 3/47 [00:00<00:04, 8.81it/s] 19/299 3.12G 0.03537 0.006123 0 0.04149 25 640: 6%|▋ | 3/47 [00:02<00:04, 8.81it/s] 19/299 3.12G 0.03537 0.006123 0 0.04149 25 640: 9%|▊ | 4/47 [00:02<00:42, 1.02it/s] 19/299 3.12G 0.03536 0.006539 0 0.0419 27 640: 9%|▊ | 4/47 [00:09<00:42, 1.02it/s] 19/299 3.12G 0.03536 0.006539 0 0.0419 27 640: 11%|█ | 5/47 [00:09<02:17, 3.27s/it] 19/299 3.12G 0.03517 0.00687 0 0.04204 35 640: 11%|█ | 5/47 [00:10<02:17, 3.27s/it] 19/299 3.12G 0.03517 0.00687 0 0.04204 35 640: 13%|█▎ | 6/47 [00:10<01:30, 2.20s/it] 19/299 3.12G 0.03494 0.006808 0 0.04175 25 640: 13%|█▎ | 6/47 [00:10<01:30, 2.20s/it] 19/299 3.12G 0.03494 0.006808 0 0.04175 25 640: 15%|█▍ | 7/47 [00:10<01:00, 1.52s/it] 19/299 3.12G 0.03615 0.006814 0 0.04297 32 640: 15%|█▍ | 7/47 [00:10<01:00, 1.52s/it] 19/299 3.12G 0.03615 0.006814 0 0.04297 32 640: 17%|█▋ | 8/47 [00:10<00:42, 1.08s/it] 19/299 3.12G 0.03594 0.006787 0 0.04273 25 640: 17%|█▋ | 8/47 [00:11<00:42, 1.08s/it] 19/299 3.12G 0.03594 0.006787 0 0.04273 25 640: 19%|█▉ | 9/47 [00:11<00:38, 1.00s/it] 19/299 3.12G 0.03565 0.006792 0 0.04244 32 640: 19%|█▉ | 9/47 [00:11<00:38, 1.00s/it] 19/299 3.12G 0.03565 0.006792 0 0.04244 32 640: 21%|██▏ | 10/47 [00:11<00:26, 1.37it/s] 19/299 3.12G 0.03542 0.007023 0 0.04245 37 640: 21%|██▏ | 10/47 [00:11<00:26, 1.37it/s] 19/299 3.12G 0.03542 0.007023 0 0.04245 37 640: 23%|██▎ | 11/47 [00:11<00:19, 1.86it/s] 19/299 3.12G 0.03506 0.007338 0 0.04239 48 640: 23%|██▎ | 11/47 [00:11<00:19, 1.86it/s] 19/299 3.12G 0.03506 0.007338 0 0.04239 48 640: 26%|██▌ | 12/47 [00:11<00:16, 2.18it/s] 19/299 3.12G 0.03496 0.007165 0 0.04212 19 640: 26%|██▌ | 12/47 [00:18<00:16, 2.18it/s] 19/299 3.12G 0.03496 0.007165 0 0.04212 19 640: 28%|██▊ | 13/47 [00:18<01:22, 2.42s/it] 19/299 3.12G 0.03498 0.006984 0 0.04197 22 640: 28%|██▊ | 13/47 [00:18<01:22, 2.42s/it] 19/299 3.12G 0.03498 0.006984 0 0.04197 22 640: 30%|██▉ | 14/47 [00:18<00:56, 1.73s/it] 19/299 3.12G 0.03478 0.006968 0 0.04175 29 640: 30%|██▉ | 14/47 [00:18<00:56, 1.73s/it] 19/299 3.12G 0.03478 0.006968 0 0.04175 29 640: 32%|███▏ | 15/47 [00:18<00:39, 1.24s/it] 19/299 3.12G 0.0349 0.006897 0 0.0418
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.917 0.908 0.92 0.451
0%| | 0/47 [00:00<?, ?it/s] 20/299 3.12G 0.04055 0.00598 0 0.04653 31 640: 0%| | 0/47 [00:00<?, ?it/s] 20/299 3.12G 0.04055 0.00598 0 0.04653 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.88it/s] 20/299 3.12G 0.04016 0.006548 0 0.04671 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.88it/s] 20/299 3.12G 0.04016 0.006548 0 0.04671 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.93it/s] 20/299 3.12G 0.04084 0.006296 0 0.04713 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.93it/s] 20/299 3.12G 0.04084 0.006296 0 0.04713 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 20/299 3.12G 0.04095 0.006373 0 0.04732 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 20/299 3.12G 0.04095 0.006373 0 0.04732 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.55it/s] 20/299 3.12G 0.04049 0.006476 0 0.04697 37 640: 9%|▊ | 4/47 [00:01<00:05, 8.55it/s] 20/299 3.12G 0.04049 0.006476 0 0.04697 37 640: 11%|█ | 5/47 [00:01<00:15, 2.70it/s] 20/299 3.12G 0.04061 0.00687 0 0.04748 30 640: 11%|█ | 5/47 [00:09<00:15, 2.70it/s] 20/299 3.12G 0.04061 0.00687 0 0.04748 30 640: 13%|█▎ | 6/47 [00:09<02:02, 2.99s/it] 20/299 3.12G 0.04079 0.006967 0 0.04776 28 640: 13%|█▎ | 6/47 [00:09<02:02, 2.99s/it] 20/299 3.12G 0.04079 0.006967 0 0.04776 28 640: 15%|█▍ | 7/47 [00:09<01:22, 2.05s/it] 20/299 3.12G 0.041 0.006982 0 0.04798 38 640: 15%|█▍ | 7/47 [00:09<01:22, 2.05s/it] 20/299 3.12G 0.041 0.006982 0 0.04798 38 640: 17%|█▋ | 8/47 [00:09<00:55, 1.44s/it] 20/299 3.12G 0.04099 0.007001 0 0.048 30 640: 17%|█▋ | 8/47 [00:09<00:55, 1.44s/it] 20/299 3.12G 0.04099 0.007001 0 0.048 30 640: 19%|█▉ | 9/47 [00:09<00:39, 1.03s/it] 20/299 3.12G 0.04068 0.00712 0 0.0478 36 640: 19%|█▉ | 9/47 [00:09<00:39, 1.03s/it] 20/299 3.12G 0.04068 0.00712 0 0.0478 36 640: 21%|██▏ | 10/47 [00:09<00:27, 1.34it/s] 20/299 3.12G 0.04004 0.007012 0 0.04706 27 640: 21%|██▏ | 10/47 [00:09<00:27, 1.34it/s] 20/299 3.12G 0.04004 0.007012 0 0.04706 27 640: 23%|██▎ | 11/47 [00:09<00:19, 1.81it/s] 20/299 3.12G 0.03953 0.006982 0 0.04651 26 640: 23%|██▎ | 11/47 [00:10<00:19, 1.81it/s] 20/299 3.12G 0.03953 0.006982 0 0.04651 26 640: 26%|██▌ | 12/47 [00:10<00:14, 2.39it/s] 20/299 3.12G 0.03919 0.00695 0 0.04614 21 640: 26%|██▌ | 12/47 [00:10<00:14, 2.39it/s] 20/299 3.12G 0.03919 0.00695 0 0.04614 21 640: 28%|██▊ | 13/47 [00:10<00:11, 3.00it/s] 20/299 3.12G 0.03904 0.007022 0 0.04606 33 640: 28%|██▊ | 13/47 [00:17<00:11, 3.00it/s] 20/299 3.12G 0.03904 0.007022 0 0.04606 33 640: 30%|██▉ | 14/47 [00:17<01:23, 2.53s/it] 20/299 3.12G 0.03897 0.006956 0 0.04593 33 640: 30%|██▉ | 14/47 [00:17<01:23, 2.53s/it] 20/299 3.12G 0.03897 0.006956 0 0.04593 33 640: 32%|███▏ | 15/47 [00:17<00:57, 1.81s/it] 20/299 3.12G 0.03877 0.006963 0 0.04574
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.916 0.908 0.941 0.526
0%| | 0/47 [00:00<?, ?it/s] 21/299 3.12G 0.03371 0.005787 0 0.03949 26 640: 0%| | 0/47 [00:00<?, ?it/s] 21/299 3.12G 0.03371 0.005787 0 0.03949 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 21/299 3.12G 0.035 0.006193 0 0.04119 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 21/299 3.12G 0.035 0.006193 0 0.04119 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 21/299 3.12G 0.03426 0.005981 0 0.04024 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 21/299 3.12G 0.03426 0.005981 0 0.04024 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.12it/s] 21/299 3.12G 0.03262 0.006186 0 0.03881 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.12it/s] 21/299 3.12G 0.03262 0.006186 0 0.03881 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 21/299 3.12G 0.03195 0.006224 0 0.03818 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 21/299 3.12G 0.03195 0.006224 0 0.03818 34 640: 11%|█ | 5/47 [00:00<00:04, 8.58it/s] 21/299 3.12G 0.03198 0.006624 0 0.0386 35 640: 11%|█ | 5/47 [00:00<00:04, 8.58it/s] 21/299 3.12G 0.03198 0.006624 0 0.0386 35 640: 13%|█▎ | 6/47 [00:00<00:05, 7.98it/s] 21/299 3.12G 0.03209 0.006572 0 0.03866 27 640: 13%|█▎ | 6/47 [00:10<00:05, 7.98it/s] 21/299 3.12G 0.03209 0.006572 0 0.03866 27 640: 15%|█▍ | 7/47 [00:10<02:12, 3.32s/it] 21/299 3.12G 0.03265 0.006406 0 0.03906 22 640: 15%|█▍ | 7/47 [00:10<02:12, 3.32s/it] 21/299 3.12G 0.03265 0.006406 0 0.03906 22 640: 17%|█▋ | 8/47 [00:10<01:29, 2.30s/it] 21/299 3.12G 0.03303 0.006416 0 0.03945 30 640: 17%|█▋ | 8/47 [00:10<01:29, 2.30s/it] 21/299 3.12G 0.03303 0.006416 0 0.03945 30 640: 19%|█▉ | 9/47 [00:10<01:01, 1.62s/it] 21/299 3.12G 0.03309 0.006335 0 0.03942 30 640: 19%|█▉ | 9/47 [00:11<01:01, 1.62s/it] 21/299 3.12G 0.03309 0.006335 0 0.03942 30 640: 21%|██▏ | 10/47 [00:11<00:42, 1.16s/it] 21/299 3.12G 0.03405 0.006256 0 0.04031 31 640: 21%|██▏ | 10/47 [00:11<00:42, 1.16s/it] 21/299 3.12G 0.03405 0.006256 0 0.04031 31 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 21/299 3.12G 0.03464 0.006356 0 0.04099 31 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 21/299 3.12G 0.03464 0.006356 0 0.04099 31 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 21/299 3.12G 0.0354 0.006287 0 0.04168 26 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 21/299 3.12G 0.0354 0.006287 0 0.04168 26 640: 28%|██▊ | 13/47 [00:11<00:15, 2.16it/s] 21/299 3.12G 0.0364 0.00624 0 0.04264 36 640: 28%|██▊ | 13/47 [00:11<00:15, 2.16it/s] 21/299 3.12G 0.0364 0.00624 0 0.04264 36 640: 30%|██▉ | 14/47 [00:11<00:12, 2.72it/s] 21/299 3.12G 0.03652 0.006328 0 0.04285 41 640: 30%|██▉ | 14/47 [00:19<00:12, 2.72it/s] 21/299 3.12G 0.03652 0.006328 0 0.04285 41 640: 32%|███▏ | 15/47 [00:19<01:22, 2.58s/it] 21/299 3.12G 0.03672 0.006406 0 0.04313
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.874 0.954 0.954 0.637
0%| | 0/47 [00:00<?, ?it/s] 22/299 3.12G 0.03066 0.004957 0 0.03562 23 640: 0%| | 0/47 [00:00<?, ?it/s] 22/299 3.12G 0.03066 0.004957 0 0.03562 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 22/299 3.12G 0.03284 0.007 0 0.03984 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 22/299 3.12G 0.03284 0.007 0 0.03984 36 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 22/299 3.12G 0.03399 0.00659 0 0.04058 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 22/299 3.12G 0.03399 0.00659 0 0.04058 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 22/299 3.12G 0.03291 0.006267 0 0.03918 27 640: 6%|▋ | 3/47 [00:01<00:05, 7.88it/s] 22/299 3.12G 0.03291 0.006267 0 0.03918 27 640: 9%|▊ | 4/47 [00:01<00:23, 1.80it/s] 22/299 3.12G 0.03387 0.006357 0 0.04023 30 640: 9%|▊ | 4/47 [00:01<00:23, 1.80it/s] 22/299 3.12G 0.03387 0.006357 0 0.04023 30 640: 11%|█ | 5/47 [00:01<00:16, 2.53it/s] 22/299 3.12G 0.03409 0.006181 0 0.04027 32 640: 11%|█ | 5/47 [00:01<00:16, 2.53it/s] 22/299 3.12G 0.03409 0.006181 0 0.04027 32 640: 13%|█▎ | 6/47 [00:01<00:12, 3.34it/s] 22/299 3.12G 0.03398 0.006349 0 0.04033 34 640: 13%|█▎ | 6/47 [00:05<00:12, 3.34it/s] 22/299 3.12G 0.03398 0.006349 0 0.04033 34 640: 15%|█▍ | 7/47 [00:05<01:00, 1.51s/it] 22/299 3.12G 0.03457 0.006111 0 0.04068 24 640: 15%|█▍ | 7/47 [00:07<01:00, 1.51s/it] 22/299 3.12G 0.03457 0.006111 0 0.04068 24 640: 17%|█▋ | 8/47 [00:07<01:04, 1.66s/it] 22/299 3.12G 0.035 0.006076 0 0.04107 29 640: 17%|█▋ | 8/47 [00:08<01:04, 1.66s/it] 22/299 3.12G 0.035 0.006076 0 0.04107 29 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 22/299 3.12G 0.03517 0.006085 0 0.04126 27 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 22/299 3.12G 0.03517 0.006085 0 0.04126 27 640: 21%|██▏ | 10/47 [00:08<00:37, 1.01s/it] 22/299 3.12G 0.03577 0.006011 0 0.04178 28 640: 21%|██▏ | 10/47 [00:08<00:37, 1.01s/it] 22/299 3.12G 0.03577 0.006011 0 0.04178 28 640: 23%|██▎ | 11/47 [00:08<00:26, 1.34it/s] 22/299 3.12G 0.03587 0.006063 0 0.04193 25 640: 23%|██▎ | 11/47 [00:10<00:26, 1.34it/s] 22/299 3.12G 0.03587 0.006063 0 0.04193 25 640: 26%|██▌ | 12/47 [00:10<00:36, 1.04s/it] 22/299 3.12G 0.03591 0.006095 0 0.04201 30 640: 26%|██▌ | 12/47 [00:10<00:36, 1.04s/it] 22/299 3.12G 0.03591 0.006095 0 0.04201 30 640: 28%|██▊ | 13/47 [00:10<00:25, 1.32it/s] 22/299 3.12G 0.03584 0.006109 0 0.04195 27 640: 28%|██▊ | 13/47 [00:10<00:25, 1.32it/s] 22/299 3.12G 0.03584 0.006109 0 0.04195 27 640: 30%|██▉ | 14/47 [00:10<00:18, 1.77it/s] 22/299 3.12G 0.03591 0.006116 0 0.04203 28 640: 30%|██▉ | 14/47 [00:14<00:18, 1.77it/s] 22/299 3.12G 0.03591 0.006116 0 0.04203 28 640: 32%|███▏ | 15/47 [00:14<00:51, 1.60s/it] 22/299 3.12G 0.03581 0.006179 0 0.04198
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.889 0.881 0.915 0.582
0%| | 0/47 [00:00<?, ?it/s] 23/299 3.12G 0.03405 0.00509 0 0.03914 25 640: 0%| | 0/47 [00:05<?, ?it/s] 23/299 3.12G 0.03405 0.00509 0 0.03914 25 640: 2%|▏ | 1/47 [00:05<04:03, 5.29s/it] 23/299 3.12G 0.03284 0.006605 0 0.03945 44 640: 2%|▏ | 1/47 [00:05<04:03, 5.29s/it] 23/299 3.12G 0.03284 0.006605 0 0.03945 44 640: 4%|▍ | 2/47 [00:05<01:41, 2.25s/it] 23/299 3.12G 0.03398 0.006163 0 0.04015 17 640: 4%|▍ | 2/47 [00:08<01:41, 2.25s/it] 23/299 3.12G 0.03398 0.006163 0 0.04015 17 640: 6%|▋ | 3/47 [00:08<01:59, 2.72s/it] 23/299 3.12G 0.03242 0.006201 0 0.03863 32 640: 6%|▋ | 3/47 [00:08<01:59, 2.72s/it] 23/299 3.12G 0.03242 0.006201 0 0.03863 32 640: 9%|▊ | 4/47 [00:08<01:13, 1.70s/it] 23/299 3.12G 0.03308 0.006281 0 0.03936 34 640: 9%|▊ | 4/47 [00:10<01:13, 1.70s/it] 23/299 3.12G 0.03308 0.006281 0 0.03936 34 640: 11%|█ | 5/47 [00:10<01:11, 1.69s/it] 23/299 3.12G 0.03431 0.006187 0 0.0405 33 640: 11%|█ | 5/47 [00:10<01:11, 1.69s/it] 23/299 3.12G 0.03431 0.006187 0 0.0405 33 640: 13%|█▎ | 6/47 [00:10<00:47, 1.15s/it] 23/299 3.12G 0.03417 0.006381 0 0.04055 37 640: 13%|█▎ | 6/47 [00:10<00:47, 1.15s/it] 23/299 3.12G 0.03417 0.006381 0 0.04055 37 640: 15%|█▍ | 7/47 [00:10<00:32, 1.23it/s] 23/299 3.12G 0.03471 0.006374 0 0.04108 33 640: 15%|█▍ | 7/47 [00:10<00:32, 1.23it/s] 23/299 3.12G 0.03471 0.006374 0 0.04108 33 640: 17%|█▋ | 8/47 [00:10<00:23, 1.67it/s] 23/299 3.12G 0.03379 0.006195 0 0.03998 30 640: 17%|█▋ | 8/47 [00:14<00:23, 1.67it/s] 23/299 3.12G 0.03379 0.006195 0 0.03998 30 640: 19%|█▉ | 9/47 [00:14<00:53, 1.41s/it] 23/299 3.12G 0.03393 0.006109 0 0.04004 33 640: 19%|█▉ | 9/47 [00:14<00:53, 1.41s/it] 23/299 3.12G 0.03393 0.006109 0 0.04004 33 640: 21%|██▏ | 10/47 [00:14<00:37, 1.02s/it] 23/299 3.12G 0.03416 0.006076 0 0.04024 18 640: 21%|██▏ | 10/47 [00:17<00:37, 1.02s/it] 23/299 3.12G 0.03416 0.006076 0 0.04024 18 640: 23%|██▎ | 11/47 [00:17<00:58, 1.64s/it] 23/299 3.12G 0.03437 0.006211 0 0.04058 27 640: 23%|██▎ | 11/47 [00:17<00:58, 1.64s/it] 23/299 3.12G 0.03437 0.006211 0 0.04058 27 640: 26%|██▌ | 12/47 [00:17<00:41, 1.18s/it] 23/299 3.12G 0.03417 0.006202 0 0.04037 30 640: 26%|██▌ | 12/47 [00:19<00:41, 1.18s/it] 23/299 3.12G 0.03417 0.006202 0 0.04037 30 640: 28%|██▊ | 13/47 [00:19<00:47, 1.38s/it] 23/299 3.12G 0.03415 0.006319 0 0.04046 35 640: 28%|██▊ | 13/47 [00:19<00:47, 1.38s/it] 23/299 3.12G 0.03415 0.006319 0 0.04046 35 640: 30%|██▉ | 14/47 [00:19<00:32, 1.00it/s] 23/299 3.12G 0.03418 0.006371 0 0.04055 37 640: 30%|██▉ | 14/47 [00:19<00:32, 1.00it/s] 23/299 3.12G 0.03418 0.006371 0 0.04055 37 640: 32%|███▏ | 15/47 [00:19<00:23, 1.37it/s] 23/299 3.12G 0.03405 0.006378 0 0.04043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.942 0.899 0.944 0.514
0%| | 0/47 [00:00<?, ?it/s] 24/299 3.12G 0.03292 0.005957 0 0.03888 27 640: 0%| | 0/47 [00:00<?, ?it/s] 24/299 3.12G 0.03292 0.005957 0 0.03888 27 640: 2%|▏ | 1/47 [00:00<00:06, 6.87it/s] 24/299 3.12G 0.03445 0.005811 0 0.04026 28 640: 2%|▏ | 1/47 [00:02<00:06, 6.87it/s] 24/299 3.12G 0.03445 0.005811 0 0.04026 28 640: 4%|▍ | 2/47 [00:02<01:06, 1.47s/it] 24/299 3.12G 0.03432 0.005941 0 0.04026 24 640: 4%|▍ | 2/47 [00:02<01:06, 1.47s/it] 24/299 3.12G 0.03432 0.005941 0 0.04026 24 640: 6%|▋ | 3/47 [00:02<00:37, 1.17it/s] 24/299 3.12G 0.035 0.006324 0 0.04132 35 640: 6%|▋ | 3/47 [00:08<00:37, 1.17it/s] 24/299 3.12G 0.035 0.006324 0 0.04132 35 640: 9%|▊ | 4/47 [00:08<01:54, 2.67s/it] 24/299 3.12G 0.03498 0.00641 0 0.04139 29 640: 9%|▊ | 4/47 [00:08<01:54, 2.67s/it] 24/299 3.12G 0.03498 0.00641 0 0.04139 29 640: 11%|█ | 5/47 [00:08<01:13, 1.76s/it] 24/299 3.12G 0.034 0.006336 0 0.04034 34 640: 11%|█ | 5/47 [00:10<01:13, 1.76s/it] 24/299 3.12G 0.034 0.006336 0 0.04034 34 640: 13%|█▎ | 6/47 [00:10<01:16, 1.86s/it] 24/299 3.12G 0.03378 0.006326 0 0.04011 29 640: 13%|█▎ | 6/47 [00:10<01:16, 1.86s/it] 24/299 3.12G 0.03378 0.006326 0 0.04011 29 640: 15%|█▍ | 7/47 [00:10<00:51, 1.29s/it] 24/299 3.12G 0.03423 0.0064 0 0.04063 28 640: 15%|█▍ | 7/47 [00:10<00:51, 1.29s/it] 24/299 3.12G 0.03423 0.0064 0 0.04063 28 640: 17%|█▋ | 8/47 [00:10<00:35, 1.09it/s] 24/299 3.12G 0.03377 0.006196 0 0.03997 24 640: 17%|█▋ | 8/47 [00:10<00:35, 1.09it/s] 24/299 3.12G 0.03377 0.006196 0 0.03997 24 640: 19%|█▉ | 9/47 [00:10<00:25, 1.48it/s] 24/299 3.12G 0.03322 0.006333 0 0.03956 30 640: 19%|█▉ | 9/47 [00:11<00:25, 1.48it/s] 24/299 3.12G 0.03322 0.006333 0 0.03956 30 640: 21%|██▏ | 10/47 [00:11<00:21, 1.74it/s] 24/299 3.12G 0.03286 0.006269 0 0.03912 33 640: 21%|██▏ | 10/47 [00:11<00:21, 1.74it/s] 24/299 3.12G 0.03286 0.006269 0 0.03912 33 640: 23%|██▎ | 11/47 [00:11<00:15, 2.31it/s] 24/299 3.12G 0.03269 0.006352 0 0.03905 37 640: 23%|██▎ | 11/47 [00:16<00:15, 2.31it/s] 24/299 3.12G 0.03269 0.006352 0 0.03905 37 640: 26%|██▌ | 12/47 [00:16<01:09, 1.98s/it] 24/299 3.12G 0.0327 0.006262 0 0.03896 22 640: 26%|██▌ | 12/47 [00:16<01:09, 1.98s/it] 24/299 3.12G 0.0327 0.006262 0 0.03896 22 640: 28%|██▊ | 13/47 [00:16<00:48, 1.42s/it] 24/299 3.12G 0.03283 0.006269 0 0.0391 23 640: 28%|██▊ | 13/47 [00:18<00:48, 1.42s/it] 24/299 3.12G 0.03283 0.006269 0 0.0391 23 640: 30%|██▉ | 14/47 [00:18<00:53, 1.63s/it] 24/299 3.12G 0.03279 0.006303 0 0.03909 36 640: 30%|██▉ | 14/47 [00:19<00:53, 1.63s/it] 24/299 3.12G 0.03279 0.006303 0 0.03909 36 640: 32%|███▏ | 15/47 [00:19<00:37, 1.17s/it] 24/299 3.12G 0.03281 0.006241 0 0.03905
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.925 0.908 0.949 0.571
0%| | 0/47 [00:00<?, ?it/s] 25/299 3.12G 0.03355 0.00633 0 0.03988 26 640: 0%| | 0/47 [00:00<?, ?it/s] 25/299 3.12G 0.03355 0.00633 0 0.03988 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 25/299 3.12G 0.03019 0.00573 0 0.03592 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 25/299 3.12G 0.03019 0.00573 0 0.03592 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.73it/s] 25/299 3.12G 0.02942 0.005807 0 0.03523 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.73it/s] 25/299 3.12G 0.02942 0.005807 0 0.03523 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.22it/s] 25/299 3.12G 0.02916 0.006329 0 0.03549 38 640: 6%|▋ | 3/47 [00:00<00:05, 8.22it/s] 25/299 3.12G 0.02916 0.006329 0 0.03549 38 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 25/299 3.12G 0.02884 0.006377 0 0.03522 34 640: 9%|▊ | 4/47 [00:08<00:05, 8.47it/s] 25/299 3.12G 0.02884 0.006377 0 0.03522 34 640: 11%|█ | 5/47 [00:08<01:58, 2.83s/it] 25/299 3.12G 0.02961 0.006469 0 0.03608 31 640: 11%|█ | 5/47 [00:08<01:58, 2.83s/it] 25/299 3.12G 0.02961 0.006469 0 0.03608 31 640: 13%|█▎ | 6/47 [00:08<01:18, 1.92s/it] 25/299 3.12G 0.03078 0.00645 0 0.03723 32 640: 13%|█▎ | 6/47 [00:08<01:18, 1.92s/it] 25/299 3.12G 0.03078 0.00645 0 0.03723 32 640: 15%|█▍ | 7/47 [00:08<00:53, 1.33s/it] 25/299 3.12G 0.03127 0.006319 0 0.03759 29 640: 15%|█▍ | 7/47 [00:08<00:53, 1.33s/it] 25/299 3.12G 0.03127 0.006319 0 0.03759 29 640: 17%|█▋ | 8/47 [00:08<00:36, 1.06it/s] 25/299 3.12G 0.03145 0.006314 0 0.03776 42 640: 17%|█▋ | 8/47 [00:08<00:36, 1.06it/s] 25/299 3.12G 0.03145 0.006314 0 0.03776 42 640: 19%|█▉ | 9/47 [00:08<00:25, 1.46it/s] 25/299 3.12G 0.03182 0.006249 0 0.03807 33 640: 19%|█▉ | 9/47 [00:08<00:25, 1.46it/s] 25/299 3.12G 0.03182 0.006249 0 0.03807 33 640: 21%|██▏ | 10/47 [00:08<00:19, 1.94it/s] 25/299 3.12G 0.03192 0.006303 0 0.03822 35 640: 21%|██▏ | 10/47 [00:08<00:19, 1.94it/s] 25/299 3.12G 0.03192 0.006303 0 0.03822 35 640: 23%|██▎ | 11/47 [00:08<00:14, 2.54it/s] 25/299 3.12G 0.03228 0.006478 0 0.03876 39 640: 23%|██▎ | 11/47 [00:08<00:14, 2.54it/s] 25/299 3.12G 0.03228 0.006478 0 0.03876 39 640: 26%|██▌ | 12/47 [00:08<00:10, 3.24it/s] 25/299 3.12G 0.03246 0.006565 0 0.03902 31 640: 26%|██▌ | 12/47 [00:16<00:10, 3.24it/s] 25/299 3.12G 0.03246 0.006565 0 0.03902 31 640: 28%|██▊ | 13/47 [00:16<01:29, 2.63s/it] 25/299 3.12G 0.03261 0.00649 0 0.0391 35 640: 28%|██▊ | 13/47 [00:17<01:29, 2.63s/it] 25/299 3.12G 0.03261 0.00649 0 0.0391 35 640: 30%|██▉ | 14/47 [00:17<01:02, 1.88s/it] 25/299 3.12G 0.03269 0.0065 0 0.03919 33 640: 30%|██▉ | 14/47 [00:17<01:02, 1.88s/it] 25/299 3.12G 0.03269 0.0065 0 0.03919 33 640: 32%|███▏ | 15/47 [00:17<00:43, 1.35s/it] 25/299 3.12G 0.03251 0.006485 0 0.039
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.903 0.945 0.957 0.613
0%| | 0/47 [00:00<?, ?it/s] 26/299 3.12G 0.03786 0.004736 0 0.04259 24 640: 0%| | 0/47 [00:00<?, ?it/s] 26/299 3.12G 0.03786 0.004736 0 0.04259 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.73it/s] 26/299 3.12G 0.03556 0.005334 0 0.04089 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.73it/s] 26/299 3.12G 0.03556 0.005334 0 0.04089 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.83it/s] 26/299 3.12G 0.03539 0.005609 0 0.041 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.83it/s] 26/299 3.12G 0.03539 0.005609 0 0.041 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 26/299 3.12G 0.03405 0.005621 0 0.03967 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 26/299 3.12G 0.03405 0.005621 0 0.03967 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.27it/s] 26/299 3.12G 0.03469 0.005769 0 0.04046 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.27it/s] 26/299 3.12G 0.03469 0.005769 0 0.04046 33 640: 11%|█ | 5/47 [00:00<00:04, 8.44it/s] 26/299 3.12G 0.0337 0.005709 0 0.0394 29 640: 11%|█ | 5/47 [00:10<00:04, 8.44it/s] 26/299 3.12G 0.0337 0.005709 0 0.0394 29 640: 13%|█▎ | 6/47 [00:10<02:21, 3.45s/it] 26/299 3.12G 0.03386 0.005769 0 0.03963 27 640: 13%|█▎ | 6/47 [00:10<02:21, 3.45s/it] 26/299 3.12G 0.03386 0.005769 0 0.03963 27 640: 15%|█▍ | 7/47 [00:10<01:34, 2.37s/it] 26/299 3.12G 0.03336 0.0056 0 0.03896 24 640: 15%|█▍ | 7/47 [00:10<01:34, 2.37s/it] 26/299 3.12G 0.03336 0.0056 0 0.03896 24 640: 17%|█▋ | 8/47 [00:10<01:04, 1.65s/it] 26/299 3.12G 0.03303 0.005875 0 0.0389 49 640: 17%|█▋ | 8/47 [00:10<01:04, 1.65s/it] 26/299 3.12G 0.03303 0.005875 0 0.0389 49 640: 19%|█▉ | 9/47 [00:10<00:44, 1.17s/it] 26/299 3.12G 0.03375 0.005824 0 0.03958 25 640: 19%|█▉ | 9/47 [00:10<00:44, 1.17s/it] 26/299 3.12G 0.03375 0.005824 0 0.03958 25 640: 21%|██▏ | 10/47 [00:10<00:31, 1.19it/s] 26/299 3.12G 0.03331 0.005913 0 0.03922 29 640: 21%|██▏ | 10/47 [00:11<00:31, 1.19it/s] 26/299 3.12G 0.03331 0.005913 0 0.03922 29 640: 23%|██▎ | 11/47 [00:11<00:22, 1.60it/s] 26/299 3.12G 0.03345 0.005876 0 0.03933 23 640: 23%|██▎ | 11/47 [00:11<00:22, 1.60it/s] 26/299 3.12G 0.03345 0.005876 0 0.03933 23 640: 26%|██▌ | 12/47 [00:11<00:16, 2.14it/s] 26/299 3.12G 0.03332 0.005786 0 0.0391 26 640: 26%|██▌ | 12/47 [00:11<00:16, 2.14it/s] 26/299 3.12G 0.03332 0.005786 0 0.0391 26 640: 28%|██▊ | 13/47 [00:11<00:12, 2.78it/s] 26/299 3.12G 0.03339 0.005908 0 0.0393 33 640: 28%|██▊ | 13/47 [00:19<00:12, 2.78it/s] 26/299 3.12G 0.03339 0.005908 0 0.0393 33 640: 30%|██▉ | 14/47 [00:19<01:25, 2.58s/it] 26/299 3.12G 0.03341 0.005825 0 0.03923 24 640: 30%|██▉ | 14/47 [00:19<01:25, 2.58s/it] 26/299 3.12G 0.03341 0.005825 0 0.03923 24 640: 32%|███▏ | 15/47 [00:19<00:59, 1.85s/it] 26/299 3.12G 0.0335 0.005852 0 0.03936
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.944 0.936 0.972 0.665
0%| | 0/47 [00:00<?, ?it/s] 27/299 3.12G 0.02367 0.004934 0 0.0286 24 640: 0%| | 0/47 [00:00<?, ?it/s] 27/299 3.12G 0.02367 0.004934 0 0.0286 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.86it/s] 27/299 3.12G 0.02377 0.004826 0 0.02859 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.86it/s] 27/299 3.12G 0.02377 0.004826 0 0.02859 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.87it/s] 27/299 3.12G 0.02434 0.004855 0 0.02919 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.87it/s] 27/299 3.12G 0.02434 0.004855 0 0.02919 20 640: 6%|▋ | 3/47 [00:00<00:04, 8.87it/s] 27/299 3.12G 0.02485 0.005023 0 0.02988 28 640: 6%|▋ | 3/47 [00:00<00:04, 8.87it/s] 27/299 3.12G 0.02485 0.005023 0 0.02988 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 27/299 3.12G 0.02598 0.004976 0 0.03096 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 27/299 3.12G 0.02598 0.004976 0 0.03096 27 640: 11%|█ | 5/47 [00:00<00:05, 8.30it/s] 27/299 3.12G 0.02713 0.005 0 0.03213 30 640: 11%|█ | 5/47 [00:00<00:05, 8.30it/s] 27/299 3.12G 0.02713 0.005 0 0.03213 30 640: 13%|█▎ | 6/47 [00:00<00:04, 8.47it/s] 27/299 3.12G 0.02786 0.005115 0 0.03297 24 640: 13%|█▎ | 6/47 [00:08<00:04, 8.47it/s] 27/299 3.12G 0.02786 0.005115 0 0.03297 24 640: 15%|█▍ | 7/47 [00:08<01:39, 2.48s/it] 27/299 3.12G 0.02848 0.005174 0 0.03365 29 640: 15%|█▍ | 7/47 [00:08<01:39, 2.48s/it] 27/299 3.12G 0.02848 0.005174 0 0.03365 29 640: 17%|█▋ | 8/47 [00:08<01:07, 1.74s/it] 27/299 3.12G 0.02979 0.00512 0 0.03491 26 640: 17%|█▋ | 8/47 [00:08<01:07, 1.74s/it] 27/299 3.12G 0.02979 0.00512 0 0.03491 26 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 27/299 3.12G 0.03099 0.005148 0 0.03614 27 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 27/299 3.12G 0.03099 0.005148 0 0.03614 27 640: 21%|██▏ | 10/47 [00:08<00:32, 1.13it/s] 27/299 3.12G 0.0316 0.005185 0 0.03678 26 640: 21%|██▏ | 10/47 [00:08<00:32, 1.13it/s] 27/299 3.12G 0.0316 0.005185 0 0.03678 26 640: 23%|██▎ | 11/47 [00:08<00:23, 1.54it/s] 27/299 3.12G 0.03225 0.005225 0 0.03747 23 640: 23%|██▎ | 11/47 [00:08<00:23, 1.54it/s] 27/299 3.12G 0.03225 0.005225 0 0.03747 23 640: 26%|██▌ | 12/47 [00:08<00:17, 2.03it/s] 27/299 3.12G 0.03259 0.005201 0 0.03779 27 640: 26%|██▌ | 12/47 [00:08<00:17, 2.03it/s] 27/299 3.12G 0.03259 0.005201 0 0.03779 27 640: 28%|██▊ | 13/47 [00:08<00:12, 2.65it/s] 27/299 3.12G 0.03238 0.005378 0 0.03776 33 640: 28%|██▊ | 13/47 [00:09<00:12, 2.65it/s] 27/299 3.12G 0.03238 0.005378 0 0.03776 33 640: 30%|██▉ | 14/47 [00:09<00:12, 2.60it/s] 27/299 3.12G 0.032 0.005392 0 0.0374 38 640: 30%|██▉ | 14/47 [00:16<00:12, 2.60it/s] 27/299 3.12G 0.032 0.005392 0 0.0374 38 640: 32%|███▏ | 15/47 [00:16<01:19, 2.49s/it] 27/299 3.12G 0.03185 0.005461 0 0.03731
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.936 0.936 0.96 0.612
0%| | 0/47 [00:00<?, ?it/s] 28/299 3.12G 0.03361 0.007418 0 0.04102 41 640: 0%| | 0/47 [00:00<?, ?it/s] 28/299 3.12G 0.03361 0.007418 0 0.04102 41 640: 2%|▏ | 1/47 [00:00<00:06, 6.72it/s] 28/299 3.12G 0.03304 0.006043 0 0.03909 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.72it/s] 28/299 3.12G 0.03304 0.006043 0 0.03909 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.84it/s] 28/299 3.12G 0.03202 0.005881 0 0.0379 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.84it/s] 28/299 3.12G 0.03202 0.005881 0 0.0379 38 640: 6%|▋ | 3/47 [00:00<00:05, 8.28it/s] 28/299 3.12G 0.03219 0.005643 0 0.03783 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.28it/s] 28/299 3.12G 0.03219 0.005643 0 0.03783 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 28/299 3.12G 0.03179 0.005236 0 0.03702 19 640: 9%|▊ | 4/47 [00:02<00:05, 8.48it/s] 28/299 3.12G 0.03179 0.005236 0 0.03702 19 640: 11%|█ | 5/47 [00:02<00:40, 1.05it/s] 28/299 3.12G 0.03208 0.005525 0 0.03761 28 640: 11%|█ | 5/47 [00:04<00:40, 1.05it/s] 28/299 3.12G 0.03208 0.005525 0 0.03761 28 640: 13%|█▎ | 6/47 [00:04<00:42, 1.02s/it] 28/299 3.12G 0.03219 0.005564 0 0.03775 25 640: 13%|█▎ | 6/47 [00:09<00:42, 1.02s/it] 28/299 3.12G 0.03219 0.005564 0 0.03775 25 640: 15%|█▍ | 7/47 [00:09<01:34, 2.36s/it] 28/299 3.12G 0.03252 0.00563 0 0.03815 32 640: 15%|█▍ | 7/47 [00:09<01:34, 2.36s/it] 28/299 3.12G 0.03252 0.00563 0 0.03815 32 640: 17%|█▋ | 8/47 [00:09<01:04, 1.65s/it] 28/299 3.12G 0.03243 0.005539 0 0.03797 24 640: 17%|█▋ | 8/47 [00:09<01:04, 1.65s/it] 28/299 3.12G 0.03243 0.005539 0 0.03797 24 640: 19%|█▉ | 9/47 [00:09<00:44, 1.18s/it] 28/299 3.12G 0.03214 0.005459 0 0.03759 31 640: 19%|█▉ | 9/47 [00:10<00:44, 1.18s/it] 28/299 3.12G 0.03214 0.005459 0 0.03759 31 640: 21%|██▏ | 10/47 [00:10<00:44, 1.21s/it] 28/299 3.12G 0.03218 0.005517 0 0.0377 36 640: 21%|██▏ | 10/47 [00:10<00:44, 1.21s/it] 28/299 3.12G 0.03218 0.005517 0 0.0377 36 640: 23%|██▎ | 11/47 [00:10<00:31, 1.14it/s] 28/299 3.12G 0.03218 0.00566 0 0.03784 25 640: 23%|██▎ | 11/47 [00:10<00:31, 1.14it/s] 28/299 3.12G 0.03218 0.00566 0 0.03784 25 640: 26%|██▌ | 12/47 [00:10<00:22, 1.55it/s] 28/299 3.12G 0.03224 0.005764 0 0.03801 33 640: 26%|██▌ | 12/47 [00:11<00:22, 1.55it/s] 28/299 3.12G 0.03224 0.005764 0 0.03801 33 640: 28%|██▊ | 13/47 [00:11<00:25, 1.34it/s] 28/299 3.12G 0.03193 0.005665 0 0.03759 23 640: 28%|██▊ | 13/47 [00:14<00:25, 1.34it/s] 28/299 3.12G 0.03193 0.005665 0 0.03759 23 640: 30%|██▉ | 14/47 [00:14<00:38, 1.17s/it] 28/299 3.12G 0.0315 0.005687 0 0.03718 33 640: 30%|██▉ | 14/47 [00:17<00:38, 1.17s/it] 28/299 3.12G 0.0315 0.005687 0 0.03718 33 640: 32%|███▏ | 15/47 [00:17<01:01, 1.93s/it] 28/299 3.12G 0.03137 0.005572 0 0.03694
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.909 0.917 0.957 0.643
0%| | 0/47 [00:00<?, ?it/s] 29/299 3.12G 0.03935 0.005335 0 0.04469 31 640: 0%| | 0/47 [00:02<?, ?it/s] 29/299 3.12G 0.03935 0.005335 0 0.04469 31 640: 2%|▏ | 1/47 [00:02<02:01, 2.65s/it] 29/299 3.12G 0.03384 0.005008 0 0.03885 27 640: 2%|▏ | 1/47 [00:02<02:01, 2.65s/it] 29/299 3.12G 0.03384 0.005008 0 0.03885 27 640: 4%|▍ | 2/47 [00:02<00:52, 1.17s/it] 29/299 3.12G 0.03159 0.00478 0 0.03637 39 640: 4%|▍ | 2/47 [00:04<00:52, 1.17s/it] 29/299 3.12G 0.03159 0.00478 0 0.03637 39 640: 6%|▋ | 3/47 [00:04<01:01, 1.41s/it] 29/299 3.12G 0.02937 0.004687 0 0.03406 23 640: 6%|▋ | 3/47 [00:04<01:01, 1.41s/it] 29/299 3.12G 0.02937 0.004687 0 0.03406 23 640: 9%|▊ | 4/47 [00:04<00:38, 1.12it/s] 29/299 3.12G 0.02822 0.004711 0 0.03293 24 640: 9%|▊ | 4/47 [00:04<00:38, 1.12it/s] 29/299 3.12G 0.02822 0.004711 0 0.03293 24 640: 11%|█ | 5/47 [00:04<00:25, 1.63it/s] 29/299 3.12G 0.02813 0.004847 0 0.03298 26 640: 11%|█ | 5/47 [00:08<00:25, 1.63it/s] 29/299 3.12G 0.02813 0.004847 0 0.03298 26 640: 13%|█▎ | 6/47 [00:08<01:13, 1.78s/it] 29/299 3.12G 0.02901 0.005034 0 0.03404 29 640: 13%|█▎ | 6/47 [00:08<01:13, 1.78s/it] 29/299 3.12G 0.02901 0.005034 0 0.03404 29 640: 15%|█▍ | 7/47 [00:08<00:49, 1.24s/it] 29/299 3.12G 0.02955 0.005015 0 0.03456 29 640: 15%|█▍ | 7/47 [00:08<00:49, 1.24s/it] 29/299 3.12G 0.02955 0.005015 0 0.03456 29 640: 17%|█▋ | 8/47 [00:08<00:34, 1.13it/s] 29/299 3.12G 0.02959 0.005093 0 0.03468 28 640: 17%|█▋ | 8/47 [00:11<00:34, 1.13it/s] 29/299 3.12G 0.02959 0.005093 0 0.03468 28 640: 19%|█▉ | 9/47 [00:11<00:46, 1.24s/it] 29/299 3.12G 0.02954 0.005089 0 0.03463 31 640: 19%|█▉ | 9/47 [00:12<00:46, 1.24s/it] 29/299 3.12G 0.02954 0.005089 0 0.03463 31 640: 21%|██▏ | 10/47 [00:12<00:45, 1.23s/it] 29/299 3.12G 0.02968 0.00506 0 0.03474 32 640: 21%|██▏ | 10/47 [00:13<00:45, 1.23s/it] 29/299 3.12G 0.02968 0.00506 0 0.03474 32 640: 23%|██▎ | 11/47 [00:13<00:41, 1.16s/it] 29/299 3.12G 0.02972 0.005372 0 0.0351 39 640: 23%|██▎ | 11/47 [00:13<00:41, 1.16s/it] 29/299 3.12G 0.02972 0.005372 0 0.0351 39 640: 26%|██▌ | 12/47 [00:13<00:29, 1.19it/s] 29/299 3.12G 0.02971 0.005495 0 0.0352 34 640: 26%|██▌ | 12/47 [00:13<00:29, 1.19it/s] 29/299 3.12G 0.02971 0.005495 0 0.0352 34 640: 28%|██▊ | 13/47 [00:13<00:21, 1.61it/s] 29/299 3.12G 0.02962 0.005472 0 0.03509 28 640: 28%|██▊ | 13/47 [00:17<00:21, 1.61it/s] 29/299 3.12G 0.02962 0.005472 0 0.03509 28 640: 30%|██▉ | 14/47 [00:17<00:50, 1.54s/it] 29/299 3.12G 0.02941 0.005491 0 0.0349 35 640: 30%|██▉ | 14/47 [00:17<00:50, 1.54s/it] 29/299 3.12G 0.02941 0.005491 0 0.0349 35 640: 32%|███▏ | 15/47 [00:17<00:35, 1.11s/it] 29/299 3.12G 0.02918 0.00551 0 0.03469
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.97s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.933 0.899 0.947 0.666
0%| | 0/47 [00:00<?, ?it/s] 30/299 3.12G 0.03225 0.007159 0 0.0394 34 640: 0%| | 0/47 [00:00<?, ?it/s] 30/299 3.12G 0.03225 0.007159 0 0.0394 34 640: 2%|▏ | 1/47 [00:00<00:06, 7.29it/s] 30/299 3.12G 0.03055 0.005576 0 0.03613 28 640: 2%|▏ | 1/47 [00:00<00:06, 7.29it/s] 30/299 3.12G 0.03055 0.005576 0 0.03613 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 30/299 3.12G 0.02924 0.005182 0 0.03442 28 640: 4%|▍ | 2/47 [00:01<00:05, 7.58it/s] 30/299 3.12G 0.02924 0.005182 0 0.03442 28 640: 6%|▋ | 3/47 [00:01<00:18, 2.34it/s] 30/299 3.12G 0.02835 0.005518 0 0.03387 35 640: 6%|▋ | 3/47 [00:04<00:18, 2.34it/s] 30/299 3.12G 0.02835 0.005518 0 0.03387 35 640: 9%|▊ | 4/47 [00:04<01:01, 1.43s/it] 30/299 3.12G 0.02762 0.005231 0 0.03285 26 640: 9%|▊ | 4/47 [00:04<01:01, 1.43s/it] 30/299 3.12G 0.02762 0.005231 0 0.03285 26 640: 11%|█ | 5/47 [00:04<00:40, 1.05it/s] 30/299 3.12G 0.02783 0.005262 0 0.03309 24 640: 11%|█ | 5/47 [00:04<00:40, 1.05it/s] 30/299 3.12G 0.02783 0.005262 0 0.03309 24 640: 13%|█▎ | 6/47 [00:04<00:27, 1.49it/s] 30/299 3.12G 0.0287 0.005266 0 0.03396 28 640: 13%|█▎ | 6/47 [00:07<00:27, 1.49it/s] 30/299 3.12G 0.0287 0.005266 0 0.03396 28 640: 15%|█▍ | 7/47 [00:07<01:03, 1.59s/it] 30/299 3.12G 0.02876 0.00537 0 0.03413 30 640: 15%|█▍ | 7/47 [00:07<01:03, 1.59s/it] 30/299 3.12G 0.02876 0.00537 0 0.03413 30 640: 17%|█▋ | 8/47 [00:07<00:44, 1.13s/it] 30/299 3.12G 0.02876 0.005344 0 0.03411 28 640: 17%|█▋ | 8/47 [00:07<00:44, 1.13s/it] 30/299 3.12G 0.02876 0.005344 0 0.03411 28 640: 19%|█▉ | 9/47 [00:07<00:30, 1.23it/s] 30/299 3.12G 0.02905 0.005347 0 0.03439 33 640: 19%|█▉ | 9/47 [00:08<00:30, 1.23it/s] 30/299 3.12G 0.02905 0.005347 0 0.03439 33 640: 21%|██▏ | 10/47 [00:08<00:22, 1.68it/s] 30/299 3.12G 0.02948 0.005372 0 0.03485 29 640: 21%|██▏ | 10/47 [00:11<00:22, 1.68it/s] 30/299 3.12G 0.02948 0.005372 0 0.03485 29 640: 23%|██▎ | 11/47 [00:11<00:55, 1.55s/it] 30/299 3.12G 0.02954 0.005528 0 0.03506 33 640: 23%|██▎ | 11/47 [00:13<00:55, 1.55s/it] 30/299 3.12G 0.02954 0.005528 0 0.03506 33 640: 26%|██▌ | 12/47 [00:13<00:57, 1.63s/it] 30/299 3.12G 0.02951 0.005547 0 0.03506 27 640: 26%|██▌ | 12/47 [00:13<00:57, 1.63s/it] 30/299 3.12G 0.02951 0.005547 0 0.03506 27 640: 28%|██▊ | 13/47 [00:13<00:39, 1.18s/it] 30/299 3.12G 0.0295 0.00548 0 0.03498 23 640: 28%|██▊ | 13/47 [00:13<00:39, 1.18s/it] 30/299 3.12G 0.0295 0.00548 0 0.03498 23 640: 30%|██▉ | 14/47 [00:13<00:28, 1.17it/s] 30/299 3.12G 0.02935 0.00544 0 0.03478 28 640: 30%|██▉ | 14/47 [00:16<00:28, 1.17it/s] 30/299 3.12G 0.02935 0.00544 0 0.03478 28 640: 32%|███▏ | 15/47 [00:16<00:41, 1.31s/it] 30/299 3.12G 0.02914 0.005333 0 0.03447
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.916 0.899 0.951 0.668
0%| | 0/47 [00:00<?, ?it/s] 31/299 3.12G 0.02688 0.005571 0 0.03245 31 640: 0%| | 0/47 [00:00<?, ?it/s] 31/299 3.12G 0.02688 0.005571 0 0.03245 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 31/299 3.12G 0.02688 0.004951 0 0.03183 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 31/299 3.12G 0.02688 0.004951 0 0.03183 29 640: 4%|▍ | 2/47 [00:00<00:13, 3.30it/s] 31/299 3.12G 0.02675 0.005112 0 0.03186 36 640: 4%|▍ | 2/47 [00:02<00:13, 3.30it/s] 31/299 3.12G 0.02675 0.005112 0 0.03186 36 640: 6%|▋ | 3/47 [00:02<00:53, 1.22s/it] 31/299 3.12G 0.02753 0.00544 0 0.03297 31 640: 6%|▋ | 3/47 [00:06<00:53, 1.22s/it] 31/299 3.12G 0.02753 0.00544 0 0.03297 31 640: 9%|▊ | 4/47 [00:06<01:31, 2.14s/it] 31/299 3.12G 0.02775 0.005529 0 0.03327 34 640: 9%|▊ | 4/47 [00:07<01:31, 2.14s/it] 31/299 3.12G 0.02775 0.005529 0 0.03327 34 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 31/299 3.12G 0.02833 0.005474 0 0.03381 28 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 31/299 3.12G 0.02833 0.005474 0 0.03381 28 640: 13%|█▎ | 6/47 [00:07<00:48, 1.18s/it] 31/299 3.12G 0.02831 0.005402 0 0.03371 35 640: 13%|█▎ | 6/47 [00:07<00:48, 1.18s/it] 31/299 3.12G 0.02831 0.005402 0 0.03371 35 640: 15%|█▍ | 7/47 [00:07<00:33, 1.21it/s] 31/299 3.12G 0.02854 0.005399 0 0.03394 30 640: 15%|█▍ | 7/47 [00:07<00:33, 1.21it/s] 31/299 3.12G 0.02854 0.005399 0 0.03394 30 640: 17%|█▋ | 8/47 [00:07<00:23, 1.63it/s] 31/299 3.12G 0.0284 0.005481 0 0.03388 42 640: 17%|█▋ | 8/47 [00:07<00:23, 1.63it/s] 31/299 3.12G 0.0284 0.005481 0 0.03388 42 640: 19%|█▉ | 9/47 [00:07<00:17, 2.19it/s] 31/299 3.12G 0.02799 0.005375 0 0.03336 29 640: 19%|█▉ | 9/47 [00:11<00:17, 2.19it/s] 31/299 3.12G 0.02799 0.005375 0 0.03336 29 640: 21%|██▏ | 10/47 [00:11<00:57, 1.56s/it] 31/299 3.12G 0.02785 0.005258 0 0.03311 23 640: 21%|██▏ | 10/47 [00:13<00:57, 1.56s/it] 31/299 3.12G 0.02785 0.005258 0 0.03311 23 640: 23%|██▎ | 11/47 [00:13<00:54, 1.53s/it] 31/299 3.12G 0.02781 0.005399 0 0.03321 35 640: 23%|██▎ | 11/47 [00:15<00:54, 1.53s/it] 31/299 3.12G 0.02781 0.005399 0 0.03321 35 640: 26%|██▌ | 12/47 [00:15<00:55, 1.58s/it] 31/299 3.12G 0.02807 0.005349 0 0.03342 30 640: 26%|██▌ | 12/47 [00:16<00:55, 1.58s/it] 31/299 3.12G 0.02807 0.005349 0 0.03342 30 640: 28%|██▊ | 13/47 [00:16<00:48, 1.41s/it] 31/299 3.12G 0.02811 0.005226 0 0.03333 23 640: 28%|██▊ | 13/47 [00:16<00:48, 1.41s/it] 31/299 3.12G 0.02811 0.005226 0 0.03333 23 640: 30%|██▉ | 14/47 [00:16<00:33, 1.02s/it] 31/299 3.12G 0.02808 0.005243 0 0.03332 35 640: 30%|██▉ | 14/47 [00:16<00:33, 1.02s/it] 31/299 3.12G 0.02808 0.005243 0 0.03332 35 640: 32%|███▏ | 15/47 [00:16<00:23, 1.34it/s] 31/299 3.12G 0.02828 0.005352 0 0.03363
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.935 0.926 0.957 0.672
0%| | 0/47 [00:00<?, ?it/s] 32/299 3.12G 0.02394 0.004659 0 0.0286 27 640: 0%| | 0/47 [00:00<?, ?it/s] 32/299 3.12G 0.02394 0.004659 0 0.0286 27 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 32/299 3.12G 0.02701 0.005366 0 0.03238 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 32/299 3.12G 0.02701 0.005366 0 0.03238 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.85it/s] 32/299 3.12G 0.02632 0.00533 0 0.03165 28 640: 4%|▍ | 2/47 [00:05<00:05, 7.85it/s] 32/299 3.12G 0.02632 0.00533 0 0.03165 28 640: 6%|▋ | 3/47 [00:05<01:55, 2.62s/it] 32/299 3.12G 0.02768 0.005408 0 0.03309 42 640: 6%|▋ | 3/47 [00:08<01:55, 2.62s/it] 32/299 3.12G 0.02768 0.005408 0 0.03309 42 640: 9%|▊ | 4/47 [00:08<01:48, 2.53s/it] 32/299 3.12G 0.02788 0.005503 0 0.03338 27 640: 9%|▊ | 4/47 [00:08<01:48, 2.53s/it] 32/299 3.12G 0.02788 0.005503 0 0.03338 27 640: 11%|█ | 5/47 [00:08<01:10, 1.67s/it] 32/299 3.12G 0.02858 0.005591 0 0.03417 38 640: 11%|█ | 5/47 [00:08<01:10, 1.67s/it] 32/299 3.12G 0.02858 0.005591 0 0.03417 38 640: 13%|█▎ | 6/47 [00:08<00:46, 1.14s/it] 32/299 3.12G 0.0292 0.005492 0 0.0347 22 640: 13%|█▎ | 6/47 [00:08<00:46, 1.14s/it] 32/299 3.12G 0.0292 0.005492 0 0.0347 22 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 32/299 3.12G 0.02969 0.005568 0 0.03525 27 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 32/299 3.12G 0.02969 0.005568 0 0.03525 27 640: 17%|█▋ | 8/47 [00:08<00:22, 1.71it/s] 32/299 3.12G 0.03019 0.005471 0 0.03566 20 640: 17%|█▋ | 8/47 [00:08<00:22, 1.71it/s] 32/299 3.12G 0.03019 0.005471 0 0.03566 20 640: 19%|█▉ | 9/47 [00:08<00:16, 2.25it/s] 32/299 3.12G 0.02943 0.005245 0 0.03468 26 640: 19%|█▉ | 9/47 [00:08<00:16, 2.25it/s] 32/299 3.12G 0.02943 0.005245 0 0.03468 26 640: 21%|██▏ | 10/47 [00:08<00:12, 2.93it/s] 32/299 3.12G 0.02911 0.00523 0 0.03434 24 640: 21%|██▏ | 10/47 [00:14<00:12, 2.93it/s] 32/299 3.12G 0.02911 0.00523 0 0.03434 24 640: 23%|██▎ | 11/47 [00:14<01:14, 2.06s/it] 32/299 3.12G 0.02909 0.005316 0 0.0344 40 640: 23%|██▎ | 11/47 [00:16<01:14, 2.06s/it] 32/299 3.12G 0.02909 0.005316 0 0.0344 40 640: 26%|██▌ | 12/47 [00:16<01:10, 2.01s/it] 32/299 3.12G 0.02875 0.005309 0 0.03406 33 640: 26%|██▌ | 12/47 [00:16<01:10, 2.01s/it] 32/299 3.12G 0.02875 0.005309 0 0.03406 33 640: 28%|██▊ | 13/47 [00:16<00:49, 1.45s/it] 32/299 3.12G 0.02912 0.005183 0 0.03431 19 640: 28%|██▊ | 13/47 [00:17<00:49, 1.45s/it] 32/299 3.12G 0.02912 0.005183 0 0.03431 19 640: 30%|██▉ | 14/47 [00:17<00:34, 1.04s/it] 32/299 3.12G 0.02907 0.005081 0 0.03415 27 640: 30%|██▉ | 14/47 [00:17<00:34, 1.04s/it] 32/299 3.12G 0.02907 0.005081 0 0.03415 27 640: 32%|███▏ | 15/47 [00:17<00:24, 1.31it/s] 32/299 3.12G 0.02929 0.005088 0 0.03437
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.935 0.917 0.96 0.582
0%| | 0/47 [00:00<?, ?it/s] 33/299 3.12G 0.03044 0.005791 0 0.03623 34 640: 0%| | 0/47 [00:00<?, ?it/s] 33/299 3.12G 0.03044 0.005791 0 0.03623 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 33/299 3.12G 0.02893 0.005165 0 0.03409 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 33/299 3.12G 0.02893 0.005165 0 0.03409 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 33/299 3.12G 0.02709 0.005008 0 0.03209 21 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 33/299 3.12G 0.02709 0.005008 0 0.03209 21 640: 6%|▋ | 3/47 [00:00<00:05, 8.12it/s] 33/299 3.12G 0.02862 0.005133 0 0.03375 23 640: 6%|▋ | 3/47 [00:08<00:05, 8.12it/s] 33/299 3.12G 0.02862 0.005133 0 0.03375 23 640: 9%|▊ | 4/47 [00:08<02:21, 3.29s/it] 33/299 3.12G 0.02836 0.005728 0 0.03408 34 640: 9%|▊ | 4/47 [00:08<02:21, 3.29s/it] 33/299 3.12G 0.02836 0.005728 0 0.03408 34 640: 11%|█ | 5/47 [00:08<01:30, 2.15s/it] 33/299 3.12G 0.02762 0.00566 0 0.03328 40 640: 11%|█ | 5/47 [00:08<01:30, 2.15s/it] 33/299 3.12G 0.02762 0.00566 0 0.03328 40 640: 13%|█▎ | 6/47 [00:08<01:00, 1.46s/it] 33/299 3.12G 0.02841 0.00573 0 0.03414 39 640: 13%|█▎ | 6/47 [00:09<01:00, 1.46s/it] 33/299 3.12G 0.02841 0.00573 0 0.03414 39 640: 15%|█▍ | 7/47 [00:09<00:51, 1.30s/it] 33/299 3.12G 0.02849 0.005563 0 0.03406 29 640: 15%|█▍ | 7/47 [00:09<00:51, 1.30s/it] 33/299 3.12G 0.02849 0.005563 0 0.03406 29 640: 17%|█▋ | 8/47 [00:09<00:35, 1.09it/s] 33/299 3.12G 0.02883 0.005441 0 0.03427 28 640: 17%|█▋ | 8/47 [00:09<00:35, 1.09it/s] 33/299 3.12G 0.02883 0.005441 0 0.03427 28 640: 19%|█▉ | 9/47 [00:09<00:25, 1.50it/s] 33/299 3.12G 0.03002 0.005333 0 0.03535 28 640: 19%|█▉ | 9/47 [00:10<00:25, 1.50it/s] 33/299 3.12G 0.03002 0.005333 0 0.03535 28 640: 21%|██▏ | 10/47 [00:10<00:18, 1.98it/s] 33/299 3.12G 0.03033 0.005436 0 0.03577 34 640: 21%|██▏ | 10/47 [00:10<00:18, 1.98it/s] 33/299 3.12G 0.03033 0.005436 0 0.03577 34 640: 23%|██▎ | 11/47 [00:10<00:13, 2.60it/s] 33/299 3.12G 0.03041 0.005589 0 0.036 25 640: 23%|██▎ | 11/47 [00:17<00:13, 2.60it/s] 33/299 3.12G 0.03041 0.005589 0 0.036 25 640: 26%|██▌ | 12/47 [00:17<01:22, 2.35s/it] 33/299 3.12G 0.03036 0.00555 0 0.03591 31 640: 26%|██▌ | 12/47 [00:17<01:22, 2.35s/it] 33/299 3.12G 0.03036 0.00555 0 0.03591 31 640: 28%|██▊ | 13/47 [00:17<00:57, 1.68s/it] 33/299 3.12G 0.03075 0.005596 0 0.03635 26 640: 28%|██▊ | 13/47 [00:17<00:57, 1.68s/it] 33/299 3.12G 0.03075 0.005596 0 0.03635 26 640: 30%|██▉ | 14/47 [00:17<00:40, 1.21s/it] 33/299 3.12G 0.03067 0.005666 0 0.03634 39 640: 30%|██▉ | 14/47 [00:18<00:40, 1.21s/it] 33/299 3.12G 0.03067 0.005666 0 0.03634 39 640: 32%|███▏ | 15/47 [00:18<00:34, 1.08s/it] 33/299 3.12G 0.0307 0.005646 0 0.03635
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.45it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.953 0.927 0.965 0.667
0%| | 0/47 [00:00<?, ?it/s] 34/299 3.12G 0.02656 0.004083 0 0.03064 23 640: 0%| | 0/47 [00:00<?, ?it/s] 34/299 3.12G 0.02656 0.004083 0 0.03064 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 34/299 3.12G 0.02811 0.004255 0 0.03236 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 34/299 3.12G 0.02811 0.004255 0 0.03236 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.65it/s] 34/299 3.12G 0.02652 0.004047 0 0.03057 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.65it/s] 34/299 3.12G 0.02652 0.004047 0 0.03057 22 640: 6%|▋ | 3/47 [00:00<00:05, 7.79it/s] 34/299 3.12G 0.02647 0.004198 0 0.03067 33 640: 6%|▋ | 3/47 [00:00<00:05, 7.79it/s] 34/299 3.12G 0.02647 0.004198 0 0.03067 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.16it/s] 34/299 3.12G 0.02714 0.004296 0 0.03143 30 640: 9%|▊ | 4/47 [00:07<00:05, 8.16it/s] 34/299 3.12G 0.02714 0.004296 0 0.03143 30 640: 11%|█ | 5/47 [00:07<01:51, 2.65s/it] 34/299 3.12G 0.02628 0.004619 0 0.0309 29 640: 11%|█ | 5/47 [00:07<01:51, 2.65s/it] 34/299 3.12G 0.02628 0.004619 0 0.0309 29 640: 13%|█▎ | 6/47 [00:07<01:13, 1.79s/it] 34/299 3.12G 0.02592 0.004739 0 0.03066 41 640: 13%|█▎ | 6/47 [00:08<01:13, 1.79s/it] 34/299 3.12G 0.02592 0.004739 0 0.03066 41 640: 15%|█▍ | 7/47 [00:08<00:57, 1.45s/it] 34/299 3.12G 0.02611 0.00456 0 0.03067 25 640: 15%|█▍ | 7/47 [00:08<00:57, 1.45s/it] 34/299 3.12G 0.02611 0.00456 0 0.03067 25 640: 17%|█▋ | 8/47 [00:08<00:39, 1.02s/it] 34/299 3.12G 0.02662 0.004605 0 0.03122 27 640: 17%|█▋ | 8/47 [00:08<00:39, 1.02s/it] 34/299 3.12G 0.02662 0.004605 0 0.03122 27 640: 19%|█▉ | 9/47 [00:08<00:28, 1.36it/s] 34/299 3.12G 0.02682 0.00457 0 0.03139 26 640: 19%|█▉ | 9/47 [00:08<00:28, 1.36it/s] 34/299 3.12G 0.02682 0.00457 0 0.03139 26 640: 21%|██▏ | 10/47 [00:08<00:20, 1.84it/s] 34/299 3.12G 0.0267 0.004583 0 0.03128 28 640: 21%|██▏ | 10/47 [00:08<00:20, 1.84it/s] 34/299 3.12G 0.0267 0.004583 0 0.03128 28 640: 23%|██▎ | 11/47 [00:08<00:15, 2.38it/s] 34/299 3.12G 0.02695 0.004732 0 0.03168 30 640: 23%|██▎ | 11/47 [00:09<00:15, 2.38it/s] 34/299 3.12G 0.02695 0.004732 0 0.03168 30 640: 26%|██▌ | 12/47 [00:09<00:11, 3.06it/s] 34/299 3.12G 0.02727 0.004918 0 0.03219 32 640: 26%|██▌ | 12/47 [00:16<00:11, 3.06it/s] 34/299 3.12G 0.02727 0.004918 0 0.03219 32 640: 28%|██▊ | 13/47 [00:16<01:25, 2.52s/it] 34/299 3.12G 0.02756 0.00487 0 0.03243 25 640: 28%|██▊ | 13/47 [00:16<01:25, 2.52s/it] 34/299 3.12G 0.02756 0.00487 0 0.03243 25 640: 30%|██▉ | 14/47 [00:16<00:59, 1.80s/it] 34/299 3.12G 0.02758 0.004907 0 0.03249 27 640: 30%|██▉ | 14/47 [00:16<00:59, 1.80s/it] 34/299 3.12G 0.02758 0.004907 0 0.03249 27 640: 32%|███▏ | 15/47 [00:16<00:41, 1.30s/it] 34/299 3.12G 0.02769 0.004903 0 0.03259
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.936 0.936 0.964 0.67
0%| | 0/47 [00:00<?, ?it/s] 35/299 3.12G 0.02876 0.004516 0 0.03327 22 640: 0%| | 0/47 [00:00<?, ?it/s] 35/299 3.12G 0.02876 0.004516 0 0.03327 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 35/299 3.12G 0.02723 0.005545 0 0.03278 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 35/299 3.12G 0.02723 0.005545 0 0.03278 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 35/299 3.12G 0.0279 0.005421 0 0.03332 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 35/299 3.12G 0.0279 0.005421 0 0.03332 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.79it/s] 35/299 3.12G 0.0278 0.005416 0 0.03322 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.79it/s] 35/299 3.12G 0.0278 0.005416 0 0.03322 25 640: 9%|▊ | 4/47 [00:00<00:05, 7.93it/s] 35/299 3.12G 0.02792 0.005504 0 0.03342 29 640: 9%|▊ | 4/47 [00:00<00:05, 7.93it/s] 35/299 3.12G 0.02792 0.005504 0 0.03342 29 640: 11%|█ | 5/47 [00:00<00:05, 8.25it/s] 35/299 3.12G 0.02818 0.005588 0 0.03377 38 640: 11%|█ | 5/47 [00:08<00:05, 8.25it/s] 35/299 3.12G 0.02818 0.005588 0 0.03377 38 640: 13%|█▎ | 6/47 [00:08<01:51, 2.71s/it] 35/299 3.12G 0.0283 0.005574 0 0.03387 37 640: 13%|█▎ | 6/47 [00:08<01:51, 2.71s/it] 35/299 3.12G 0.0283 0.005574 0 0.03387 37 640: 15%|█▍ | 7/47 [00:08<01:14, 1.87s/it] 35/299 3.12G 0.02754 0.005439 0 0.03297 41 640: 15%|█▍ | 7/47 [00:08<01:14, 1.87s/it] 35/299 3.12G 0.02754 0.005439 0 0.03297 41 640: 17%|█▋ | 8/47 [00:08<00:51, 1.32s/it] 35/299 3.12G 0.02768 0.005309 0 0.03299 29 640: 17%|█▋ | 8/47 [00:08<00:51, 1.32s/it] 35/299 3.12G 0.02768 0.005309 0 0.03299 29 640: 19%|█▉ | 9/47 [00:08<00:35, 1.06it/s] 35/299 3.12G 0.02851 0.005194 0 0.0337 29 640: 19%|█▉ | 9/47 [00:08<00:35, 1.06it/s] 35/299 3.12G 0.02851 0.005194 0 0.0337 29 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 35/299 3.12G 0.02876 0.005061 0 0.03382 28 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 35/299 3.12G 0.02876 0.005061 0 0.03382 28 640: 23%|██▎ | 11/47 [00:08<00:18, 1.96it/s] 35/299 3.12G 0.02876 0.005338 0 0.0341 38 640: 23%|██▎ | 11/47 [00:09<00:18, 1.96it/s] 35/299 3.12G 0.02876 0.005338 0 0.0341 38 640: 26%|██▌ | 12/47 [00:09<00:13, 2.51it/s] 35/299 3.12G 0.02853 0.005366 0 0.03389 36 640: 26%|██▌ | 12/47 [00:09<00:13, 2.51it/s] 35/299 3.12G 0.02853 0.005366 0 0.03389 36 640: 28%|██▊ | 13/47 [00:09<00:10, 3.21it/s] 35/299 3.12G 0.02846 0.005341 0 0.0338 27 640: 28%|██▊ | 13/47 [00:16<00:10, 3.21it/s] 35/299 3.12G 0.02846 0.005341 0 0.0338 27 640: 30%|██▉ | 14/47 [00:16<01:21, 2.47s/it] 35/299 3.12G 0.02824 0.005333 0 0.03357 33 640: 30%|██▉ | 14/47 [00:16<01:21, 2.47s/it] 35/299 3.12G 0.02824 0.005333 0 0.03357 33 640: 32%|███▏ | 15/47 [00:16<00:56, 1.76s/it] 35/299 3.12G 0.0281 0.005323 0 0.03343
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.43it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.944 0.936 0.971 0.661
0%| | 0/47 [00:00<?, ?it/s] 36/299 3.12G 0.03277 0.004817 0 0.03759 29 640: 0%| | 0/47 [00:00<?, ?it/s] 36/299 3.12G 0.03277 0.004817 0 0.03759 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.83it/s] 36/299 3.12G 0.03148 0.004536 0 0.03602 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.83it/s] 36/299 3.12G 0.03148 0.004536 0 0.03602 33 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 36/299 3.12G 0.02912 0.004104 0 0.03323 19 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 36/299 3.12G 0.02912 0.004104 0 0.03323 19 640: 6%|▋ | 3/47 [00:00<00:05, 8.28it/s] 36/299 3.12G 0.0289 0.004569 0 0.03347 36 640: 6%|▋ | 3/47 [00:00<00:05, 8.28it/s] 36/299 3.12G 0.0289 0.004569 0 0.03347 36 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 36/299 3.12G 0.02867 0.004219 0 0.03289 17 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 36/299 3.12G 0.02867 0.004219 0 0.03289 17 640: 11%|█ | 5/47 [00:00<00:09, 4.27it/s] 36/299 3.12G 0.02913 0.004115 0 0.03324 22 640: 11%|█ | 5/47 [00:01<00:09, 4.27it/s] 36/299 3.12G 0.02913 0.004115 0 0.03324 22 640: 13%|█▎ | 6/47 [00:01<00:07, 5.19it/s] 36/299 3.12G 0.02924 0.004088 0 0.03333 27 640: 13%|█▎ | 6/47 [00:07<00:07, 5.19it/s] 36/299 3.12G 0.02924 0.004088 0 0.03333 27 640: 15%|█▍ | 7/47 [00:07<01:34, 2.37s/it] 36/299 3.12G 0.02954 0.004287 0 0.03383 35 640: 15%|█▍ | 7/47 [00:08<01:34, 2.37s/it] 36/299 3.12G 0.02954 0.004287 0 0.03383 35 640: 17%|█▋ | 8/47 [00:08<01:04, 1.65s/it] 36/299 3.12G 0.0298 0.004372 0 0.03417 33 640: 17%|█▋ | 8/47 [00:08<01:04, 1.65s/it] 36/299 3.12G 0.0298 0.004372 0 0.03417 33 640: 19%|█▉ | 9/47 [00:08<00:44, 1.18s/it] 36/299 3.12G 0.02967 0.004387 0 0.03406 32 640: 19%|█▉ | 9/47 [00:08<00:44, 1.18s/it] 36/299 3.12G 0.02967 0.004387 0 0.03406 32 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 36/299 3.12G 0.02961 0.004296 0 0.0339 26 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 36/299 3.12G 0.02961 0.004296 0 0.0339 26 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 36/299 3.12G 0.02979 0.004409 0 0.0342 26 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 36/299 3.12G 0.02979 0.004409 0 0.0342 26 640: 26%|██▌ | 12/47 [00:08<00:17, 2.02it/s] 36/299 3.12G 0.02975 0.004464 0 0.03422 27 640: 26%|██▌ | 12/47 [00:12<00:17, 2.02it/s] 36/299 3.12G 0.02975 0.004464 0 0.03422 27 640: 28%|██▊ | 13/47 [00:12<00:52, 1.53s/it] 36/299 3.12G 0.02951 0.004483 0 0.03399 33 640: 28%|██▊ | 13/47 [00:12<00:52, 1.53s/it] 36/299 3.12G 0.02951 0.004483 0 0.03399 33 640: 30%|██▉ | 14/47 [00:12<00:36, 1.10s/it] 36/299 3.12G 0.02989 0.004468 0 0.03436 31 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 36/299 3.12G 0.02989 0.004468 0 0.03436 31 640: 32%|███▏ | 15/47 [00:16<01:01, 1.91s/it] 36/299 3.12G 0.02986 0.004401 0 0.03426
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.912 0.954 0.954 0.632
0%| | 0/47 [00:00<?, ?it/s] 37/299 3.12G 0.02769 0.004096 0 0.03179 25 640: 0%| | 0/47 [00:00<?, ?it/s] 37/299 3.12G 0.02769 0.004096 0 0.03179 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 37/299 3.12G 0.02682 0.004985 0 0.0318 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 37/299 3.12G 0.02682 0.004985 0 0.0318 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 37/299 3.12G 0.02703 0.00473 0 0.03176 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 37/299 3.12G 0.02703 0.00473 0 0.03176 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.19it/s] 37/299 3.12G 0.0281 0.004525 0 0.03262 27 640: 6%|▋ | 3/47 [00:03<00:05, 8.19it/s] 37/299 3.12G 0.0281 0.004525 0 0.03262 27 640: 9%|▊ | 4/47 [00:03<00:58, 1.36s/it] 37/299 3.12G 0.0277 0.004592 0 0.03229 25 640: 9%|▊ | 4/47 [00:03<00:58, 1.36s/it] 37/299 3.12G 0.0277 0.004592 0 0.03229 25 640: 11%|█ | 5/47 [00:03<00:38, 1.09it/s] 37/299 3.12G 0.02732 0.004436 0 0.03176 22 640: 11%|█ | 5/47 [00:08<00:38, 1.09it/s] 37/299 3.12G 0.02732 0.004436 0 0.03176 22 640: 13%|█▎ | 6/47 [00:08<01:27, 2.13s/it] 37/299 3.12G 0.02724 0.004298 0 0.03154 20 640: 13%|█▎ | 6/47 [00:08<01:27, 2.13s/it] 37/299 3.12G 0.02724 0.004298 0 0.03154 20 640: 15%|█▍ | 7/47 [00:08<00:58, 1.47s/it] 37/299 3.12G 0.02729 0.004415 0 0.0317 26 640: 15%|█▍ | 7/47 [00:08<00:58, 1.47s/it] 37/299 3.12G 0.02729 0.004415 0 0.0317 26 640: 17%|█▋ | 8/47 [00:08<00:40, 1.04s/it] 37/299 3.12G 0.02727 0.00448 0 0.03175 30 640: 17%|█▋ | 8/47 [00:08<00:40, 1.04s/it] 37/299 3.12G 0.02727 0.00448 0 0.03175 30 640: 19%|█▉ | 9/47 [00:08<00:28, 1.33it/s] 37/299 3.12G 0.02791 0.004493 0 0.0324 26 640: 19%|█▉ | 9/47 [00:08<00:28, 1.33it/s] 37/299 3.12G 0.02791 0.004493 0 0.0324 26 640: 21%|██▏ | 10/47 [00:08<00:20, 1.78it/s] 37/299 3.12G 0.02835 0.004443 0 0.0328 21 640: 21%|██▏ | 10/47 [00:08<00:20, 1.78it/s] 37/299 3.12G 0.02835 0.004443 0 0.0328 21 640: 23%|██▎ | 11/47 [00:08<00:15, 2.35it/s] 37/299 3.12G 0.02847 0.004576 0 0.03304 29 640: 23%|██▎ | 11/47 [00:13<00:15, 2.35it/s] 37/299 3.12G 0.02847 0.004576 0 0.03304 29 640: 26%|██▌ | 12/47 [00:13<01:00, 1.72s/it] 37/299 3.12G 0.02888 0.004707 0 0.03358 32 640: 26%|██▌ | 12/47 [00:13<01:00, 1.72s/it] 37/299 3.12G 0.02888 0.004707 0 0.03358 32 640: 28%|██▊ | 13/47 [00:13<00:42, 1.24s/it] 37/299 3.12G 0.02893 0.004808 0 0.03374 47 640: 28%|██▊ | 13/47 [00:16<00:42, 1.24s/it] 37/299 3.12G 0.02893 0.004808 0 0.03374 47 640: 30%|██▉ | 14/47 [00:16<01:01, 1.87s/it] 37/299 3.12G 0.02883 0.004802 0 0.03363 32 640: 30%|██▉ | 14/47 [00:17<01:01, 1.87s/it] 37/299 3.12G 0.02883 0.004802 0 0.03363 32 640: 32%|███▏ | 15/47 [00:17<00:43, 1.35s/it] 37/299 3.12G 0.02865 0.004739 0 0.03339
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.945 0.945 0.97 0.696
0%| | 0/47 [00:00<?, ?it/s] 38/299 3.12G 0.02707 0.004873 0 0.03194 28 640: 0%| | 0/47 [00:00<?, ?it/s] 38/299 3.12G 0.02707 0.004873 0 0.03194 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 38/299 3.12G 0.02501 0.004403 0 0.02941 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 38/299 3.12G 0.02501 0.004403 0 0.02941 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 38/299 3.12G 0.02422 0.004513 0 0.02873 37 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 38/299 3.12G 0.02422 0.004513 0 0.02873 37 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 38/299 3.12G 0.02388 0.00462 0 0.0285 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 38/299 3.12G 0.02388 0.00462 0 0.0285 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.26it/s] 38/299 3.12G 0.02479 0.004737 0 0.02953 28 640: 9%|▊ | 4/47 [00:04<00:05, 8.26it/s] 38/299 3.12G 0.02479 0.004737 0 0.02953 28 640: 11%|█ | 5/47 [00:04<01:07, 1.61s/it] 38/299 3.12G 0.02472 0.004629 0 0.02935 29 640: 11%|█ | 5/47 [00:04<01:07, 1.61s/it] 38/299 3.12G 0.02472 0.004629 0 0.02935 29 640: 13%|█▎ | 6/47 [00:04<00:45, 1.10s/it] 38/299 3.12G 0.0246 0.004431 0 0.02903 23 640: 13%|█▎ | 6/47 [00:10<00:45, 1.10s/it] 38/299 3.12G 0.0246 0.004431 0 0.02903 23 640: 15%|█▍ | 7/47 [00:10<01:38, 2.47s/it] 38/299 3.12G 0.02487 0.004449 0 0.02932 32 640: 15%|█▍ | 7/47 [00:10<01:38, 2.47s/it] 38/299 3.12G 0.02487 0.004449 0 0.02932 32 640: 17%|█▋ | 8/47 [00:10<01:07, 1.73s/it] 38/299 3.12G 0.02487 0.004498 0 0.02937 28 640: 17%|█▋ | 8/47 [00:10<01:07, 1.73s/it] 38/299 3.12G 0.02487 0.004498 0 0.02937 28 640: 19%|█▉ | 9/47 [00:10<00:46, 1.22s/it] 38/299 3.12G 0.02475 0.00461 0 0.02936 30 640: 19%|█▉ | 9/47 [00:10<00:46, 1.22s/it] 38/299 3.12G 0.02475 0.00461 0 0.02936 30 640: 21%|██▏ | 10/47 [00:10<00:32, 1.14it/s] 38/299 3.12G 0.02476 0.004648 0 0.02941 32 640: 21%|██▏ | 10/47 [00:10<00:32, 1.14it/s] 38/299 3.12G 0.02476 0.004648 0 0.02941 32 640: 23%|██▎ | 11/47 [00:10<00:23, 1.53it/s] 38/299 3.12G 0.0251 0.004775 0 0.02987 32 640: 23%|██▎ | 11/47 [00:10<00:23, 1.53it/s] 38/299 3.12G 0.0251 0.004775 0 0.02987 32 640: 26%|██▌ | 12/47 [00:10<00:17, 2.04it/s] 38/299 3.12G 0.02553 0.004911 0 0.03044 37 640: 26%|██▌ | 12/47 [00:13<00:17, 2.04it/s] 38/299 3.12G 0.02553 0.004911 0 0.03044 37 640: 28%|██▊ | 13/47 [00:13<00:40, 1.19s/it] 38/299 3.12G 0.02563 0.004981 0 0.03061 41 640: 28%|██▊ | 13/47 [00:13<00:40, 1.19s/it] 38/299 3.12G 0.02563 0.004981 0 0.03061 41 640: 30%|██▉ | 14/47 [00:13<00:28, 1.15it/s] 38/299 3.12G 0.02572 0.004909 0 0.03063 28 640: 30%|██▉ | 14/47 [00:18<00:28, 1.15it/s] 38/299 3.12G 0.02572 0.004909 0 0.03063 28 640: 32%|███▏ | 15/47 [00:18<01:06, 2.07s/it] 38/299 3.12G 0.02573 0.00489 0 0.03062
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.954 0.974 0.664
0%| | 0/47 [00:00<?, ?it/s] 39/299 3.12G 0.02065 0.003923 0 0.02457 28 640: 0%| | 0/47 [00:00<?, ?it/s] 39/299 3.12G 0.02065 0.003923 0 0.02457 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 39/299 3.12G 0.02395 0.003616 0 0.02756 24 640: 2%|▏ | 1/47 [00:05<00:05, 8.63it/s] 39/299 3.12G 0.02395 0.003616 0 0.02756 24 640: 4%|▍ | 2/47 [00:05<02:28, 3.30s/it] 39/299 3.12G 0.02367 0.003696 0 0.02737 21 640: 4%|▍ | 2/47 [00:05<02:28, 3.30s/it] 39/299 3.12G 0.02367 0.003696 0 0.02737 21 640: 6%|▋ | 3/47 [00:05<01:21, 1.85s/it] 39/299 3.12G 0.0242 0.004375 0 0.02857 38 640: 6%|▋ | 3/47 [00:05<01:21, 1.85s/it] 39/299 3.12G 0.0242 0.004375 0 0.02857 38 640: 9%|▊ | 4/47 [00:05<00:50, 1.17s/it] 39/299 3.12G 0.02433 0.004369 0 0.0287 31 640: 9%|▊ | 4/47 [00:06<00:50, 1.17s/it] 39/299 3.12G 0.02433 0.004369 0 0.0287 31 640: 11%|█ | 5/47 [00:06<00:33, 1.26it/s] 39/299 3.12G 0.02489 0.004523 0 0.02941 33 640: 11%|█ | 5/47 [00:08<00:33, 1.26it/s] 39/299 3.12G 0.02489 0.004523 0 0.02941 33 640: 13%|█▎ | 6/47 [00:08<01:01, 1.49s/it] 39/299 3.12G 0.02507 0.004573 0 0.02965 29 640: 13%|█▎ | 6/47 [00:08<01:01, 1.49s/it] 39/299 3.12G 0.02507 0.004573 0 0.02965 29 640: 15%|█▍ | 7/47 [00:08<00:41, 1.04s/it] 39/299 3.12G 0.02497 0.004542 0 0.02952 31 640: 15%|█▍ | 7/47 [00:09<00:41, 1.04s/it] 39/299 3.12G 0.02497 0.004542 0 0.02952 31 640: 17%|█▋ | 8/47 [00:09<00:29, 1.33it/s] 39/299 3.12G 0.02535 0.0045 0 0.02985 22 640: 17%|█▋ | 8/47 [00:09<00:29, 1.33it/s] 39/299 3.12G 0.02535 0.0045 0 0.02985 22 640: 19%|█▉ | 9/47 [00:09<00:21, 1.81it/s] 39/299 3.12G 0.02494 0.004403 0 0.02934 25 640: 19%|█▉ | 9/47 [00:14<00:21, 1.81it/s] 39/299 3.12G 0.02494 0.004403 0 0.02934 25 640: 21%|██▏ | 10/47 [00:14<01:15, 2.05s/it] 39/299 3.12G 0.02496 0.004528 0 0.02949 31 640: 21%|██▏ | 10/47 [00:14<01:15, 2.05s/it] 39/299 3.12G 0.02496 0.004528 0 0.02949 31 640: 23%|██▎ | 11/47 [00:14<00:52, 1.46s/it] 39/299 3.12G 0.02502 0.004602 0 0.02962 27 640: 23%|██▎ | 11/47 [00:14<00:52, 1.46s/it] 39/299 3.12G 0.02502 0.004602 0 0.02962 27 640: 26%|██▌ | 12/47 [00:14<00:37, 1.06s/it] 39/299 3.12G 0.02486 0.004579 0 0.02944 24 640: 26%|██▌ | 12/47 [00:15<00:37, 1.06s/it] 39/299 3.12G 0.02486 0.004579 0 0.02944 24 640: 28%|██▊ | 13/47 [00:15<00:26, 1.29it/s] 39/299 3.12G 0.02513 0.004568 0 0.0297 32 640: 28%|██▊ | 13/47 [00:17<00:26, 1.29it/s] 39/299 3.12G 0.02513 0.004568 0 0.0297 32 640: 30%|██▉ | 14/47 [00:17<00:40, 1.23s/it] 39/299 3.12G 0.02497 0.004507 0 0.02948 25 640: 30%|██▉ | 14/47 [00:17<00:40, 1.23s/it] 39/299 3.12G 0.02497 0.004507 0 0.02948 25 640: 32%|███▏ | 15/47 [00:17<00:28, 1.11it/s] 39/299 3.12G 0.02506 0.004458 0 0.02952
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.56it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.962 0.935 0.977 0.689
0%| | 0/47 [00:00<?, ?it/s] 40/299 3.12G 0.0242 0.006303 0 0.0305 28 640: 0%| | 0/47 [00:00<?, ?it/s] 40/299 3.12G 0.0242 0.006303 0 0.0305 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 40/299 3.12G 0.02729 0.005809 0 0.0331 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 40/299 3.12G 0.02729 0.005809 0 0.0331 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.88it/s] 40/299 3.12G 0.0281 0.005221 0 0.03332 28 640: 4%|▍ | 2/47 [00:08<00:05, 7.88it/s] 40/299 3.12G 0.0281 0.005221 0 0.03332 28 640: 6%|▋ | 3/47 [00:08<02:49, 3.84s/it] 40/299 3.12G 0.02908 0.00502 0 0.0341 33 640: 6%|▋ | 3/47 [00:08<02:49, 3.84s/it] 40/299 3.12G 0.02908 0.00502 0 0.0341 33 640: 9%|▊ | 4/47 [00:08<01:41, 2.37s/it] 40/299 3.12G 0.02898 0.005142 0 0.03412 35 640: 9%|▊ | 4/47 [00:08<01:41, 2.37s/it] 40/299 3.12G 0.02898 0.005142 0 0.03412 35 640: 11%|█ | 5/47 [00:08<01:05, 1.57s/it] 40/299 3.12G 0.02858 0.004943 0 0.03352 23 640: 11%|█ | 5/47 [00:08<01:05, 1.57s/it] 40/299 3.12G 0.02858 0.004943 0 0.03352 23 640: 13%|█▎ | 6/47 [00:08<00:44, 1.07s/it] 40/299 3.12G 0.02865 0.004969 0 0.03362 31 640: 13%|█▎ | 6/47 [00:09<00:44, 1.07s/it] 40/299 3.12G 0.02865 0.004969 0 0.03362 31 640: 15%|█▍ | 7/47 [00:09<00:30, 1.32it/s] 40/299 3.12G 0.02863 0.00503 0 0.03367 33 640: 15%|█▍ | 7/47 [00:09<00:30, 1.32it/s] 40/299 3.12G 0.02863 0.00503 0 0.03367 33 640: 17%|█▋ | 8/47 [00:09<00:21, 1.81it/s] 40/299 3.12G 0.02895 0.005039 0 0.03399 31 640: 17%|█▋ | 8/47 [00:09<00:21, 1.81it/s] 40/299 3.12G 0.02895 0.005039 0 0.03399 31 640: 19%|█▉ | 9/47 [00:09<00:16, 2.36it/s] 40/299 3.12G 0.02855 0.005026 0 0.03358 34 640: 19%|█▉ | 9/47 [00:09<00:16, 2.36it/s] 40/299 3.12G 0.02855 0.005026 0 0.03358 34 640: 21%|██▏ | 10/47 [00:09<00:12, 3.05it/s] 40/299 3.12G 0.02817 0.005002 0 0.03318 23 640: 21%|██▏ | 10/47 [00:17<00:12, 3.05it/s] 40/299 3.12G 0.02817 0.005002 0 0.03318 23 640: 23%|██▎ | 11/47 [00:17<01:34, 2.62s/it] 40/299 3.12G 0.02814 0.005099 0 0.03324 35 640: 23%|██▎ | 11/47 [00:17<01:34, 2.62s/it] 40/299 3.12G 0.02814 0.005099 0 0.03324 35 640: 26%|██▌ | 12/47 [00:17<01:05, 1.86s/it] 40/299 3.12G 0.028 0.005072 0 0.03307 30 640: 26%|██▌ | 12/47 [00:17<01:05, 1.86s/it] 40/299 3.12G 0.028 0.005072 0 0.03307 30 640: 28%|██▊ | 13/47 [00:17<00:45, 1.34s/it] 40/299 3.12G 0.02794 0.005123 0 0.03306 22 640: 28%|██▊ | 13/47 [00:17<00:45, 1.34s/it] 40/299 3.12G 0.02794 0.005123 0 0.03306 22 640: 30%|██▉ | 14/47 [00:17<00:31, 1.03it/s] 40/299 3.12G 0.02786 0.005123 0 0.03298 36 640: 30%|██▉ | 14/47 [00:17<00:31, 1.03it/s] 40/299 3.12G 0.02786 0.005123 0 0.03298 36 640: 32%|███▏ | 15/47 [00:17<00:22, 1.41it/s] 40/299 3.12G 0.02771 0.005064 0 0.03277
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.952 0.917 0.968 0.684
0%| | 0/47 [00:00<?, ?it/s] 41/299 3.12G 0.02421 0.004456 0 0.02866 27 640: 0%| | 0/47 [00:00<?, ?it/s] 41/299 3.12G 0.02421 0.004456 0 0.02866 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 41/299 3.12G 0.02522 0.004688 0 0.02991 38 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 41/299 3.12G 0.02522 0.004688 0 0.02991 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 41/299 3.12G 0.02419 0.004556 0 0.02874 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 41/299 3.12G 0.02419 0.004556 0 0.02874 35 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 41/299 3.12G 0.0236 0.004819 0 0.02842 38 640: 6%|▋ | 3/47 [00:07<00:05, 8.13it/s] 41/299 3.12G 0.0236 0.004819 0 0.02842 38 640: 9%|▊ | 4/47 [00:07<01:59, 2.79s/it] 41/299 3.12G 0.02288 0.005171 0 0.02805 41 640: 9%|▊ | 4/47 [00:07<01:59, 2.79s/it] 41/299 3.12G 0.02288 0.005171 0 0.02805 41 640: 11%|█ | 5/47 [00:07<01:16, 1.83s/it] 41/299 3.12G 0.02366 0.00516 0 0.02882 29 640: 11%|█ | 5/47 [00:07<01:16, 1.83s/it] 41/299 3.12G 0.02366 0.00516 0 0.02882 29 640: 13%|█▎ | 6/47 [00:07<00:51, 1.25s/it] 41/299 3.12G 0.02342 0.005224 0 0.02865 41 640: 13%|█▎ | 6/47 [00:07<00:51, 1.25s/it] 41/299 3.12G 0.02342 0.005224 0 0.02865 41 640: 15%|█▍ | 7/47 [00:07<00:35, 1.13it/s] 41/299 3.12G 0.02319 0.004986 0 0.02817 24 640: 15%|█▍ | 7/47 [00:07<00:35, 1.13it/s] 41/299 3.12G 0.02319 0.004986 0 0.02817 24 640: 17%|█▋ | 8/47 [00:07<00:24, 1.57it/s] 41/299 3.12G 0.02344 0.00498 0 0.02842 29 640: 17%|█▋ | 8/47 [00:07<00:24, 1.57it/s] 41/299 3.12G 0.02344 0.00498 0 0.02842 29 640: 19%|█▉ | 9/47 [00:07<00:17, 2.11it/s] 41/299 3.12G 0.02357 0.00486 0 0.02843 21 640: 19%|█▉ | 9/47 [00:08<00:17, 2.11it/s] 41/299 3.12G 0.02357 0.00486 0 0.02843 21 640: 21%|██▏ | 10/47 [00:08<00:16, 2.28it/s] 41/299 3.12G 0.02405 0.004846 0 0.0289 39 640: 21%|██▏ | 10/47 [00:08<00:16, 2.28it/s] 41/299 3.12G 0.02405 0.004846 0 0.0289 39 640: 23%|██▎ | 11/47 [00:08<00:12, 2.96it/s] 41/299 3.12G 0.02414 0.00485 0 0.02899 28 640: 23%|██▎ | 11/47 [00:15<00:12, 2.96it/s] 41/299 3.12G 0.02414 0.00485 0 0.02899 28 640: 26%|██▌ | 12/47 [00:15<01:27, 2.50s/it] 41/299 3.12G 0.02422 0.004791 0 0.02901 26 640: 26%|██▌ | 12/47 [00:15<01:27, 2.50s/it] 41/299 3.12G 0.02422 0.004791 0 0.02901 26 640: 28%|██▊ | 13/47 [00:15<01:00, 1.78s/it] 41/299 3.12G 0.02438 0.004891 0 0.02927 33 640: 28%|██▊ | 13/47 [00:16<01:00, 1.78s/it] 41/299 3.12G 0.02438 0.004891 0 0.02927 33 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 41/299 3.12G 0.02499 0.004847 0 0.02983 35 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 41/299 3.12G 0.02499 0.004847 0 0.02983 35 640: 32%|███▏ | 15/47 [00:16<00:29, 1.07it/s] 41/299 3.12G 0.02505 0.004779 0 0.02983
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.945 0.977 0.703
0%| | 0/47 [00:00<?, ?it/s] 42/299 3.12G 0.03133 0.004982 0 0.03632 32 640: 0%| | 0/47 [00:00<?, ?it/s] 42/299 3.12G 0.03133 0.004982 0 0.03632 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.42it/s] 42/299 3.12G 0.02738 0.00462 0 0.032 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.42it/s] 42/299 3.12G 0.02738 0.00462 0 0.032 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.66it/s] 42/299 3.12G 0.02608 0.004858 0 0.03094 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.66it/s] 42/299 3.12G 0.02608 0.004858 0 0.03094 35 640: 6%|▋ | 3/47 [00:00<00:05, 7.81it/s] 42/299 3.12G 0.02514 0.004573 0 0.02971 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.81it/s] 42/299 3.12G 0.02514 0.004573 0 0.02971 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.17it/s] 42/299 3.12G 0.0246 0.004774 0 0.02938 31 640: 9%|▊ | 4/47 [00:07<00:05, 8.17it/s] 42/299 3.12G 0.0246 0.004774 0 0.02938 31 640: 11%|█ | 5/47 [00:07<01:42, 2.44s/it] 42/299 3.12G 0.02431 0.004624 0 0.02894 28 640: 11%|█ | 5/47 [00:07<01:42, 2.44s/it] 42/299 3.12G 0.02431 0.004624 0 0.02894 28 640: 13%|█▎ | 6/47 [00:07<01:07, 1.65s/it] 42/299 3.12G 0.02413 0.004594 0 0.02872 33 640: 13%|█▎ | 6/47 [00:07<01:07, 1.65s/it] 42/299 3.12G 0.02413 0.004594 0 0.02872 33 640: 15%|█▍ | 7/47 [00:07<00:46, 1.16s/it] 42/299 3.12G 0.02437 0.004564 0 0.02894 26 640: 15%|█▍ | 7/47 [00:07<00:46, 1.16s/it] 42/299 3.12G 0.02437 0.004564 0 0.02894 26 640: 17%|█▋ | 8/47 [00:07<00:32, 1.21it/s] 42/299 3.12G 0.02446 0.004632 0 0.02909 36 640: 17%|█▋ | 8/47 [00:07<00:32, 1.21it/s] 42/299 3.12G 0.02446 0.004632 0 0.02909 36 640: 19%|█▉ | 9/47 [00:07<00:22, 1.66it/s] 42/299 3.12G 0.02498 0.004754 0 0.02973 26 640: 19%|█▉ | 9/47 [00:07<00:22, 1.66it/s] 42/299 3.12G 0.02498 0.004754 0 0.02973 26 640: 21%|██▏ | 10/47 [00:07<00:16, 2.21it/s] 42/299 3.12G 0.02519 0.004726 0 0.02992 29 640: 21%|██▏ | 10/47 [00:11<00:16, 2.21it/s] 42/299 3.12G 0.02519 0.004726 0 0.02992 29 640: 23%|██▎ | 11/47 [00:11<00:52, 1.45s/it] 42/299 3.12G 0.02527 0.004734 0 0.03001 30 640: 23%|██▎ | 11/47 [00:11<00:52, 1.45s/it] 42/299 3.12G 0.02527 0.004734 0 0.03001 30 640: 26%|██▌ | 12/47 [00:11<00:36, 1.04s/it] 42/299 3.12G 0.02545 0.004808 0 0.03026 41 640: 26%|██▌ | 12/47 [00:15<00:36, 1.04s/it] 42/299 3.12G 0.02545 0.004808 0 0.03026 41 640: 28%|██▊ | 13/47 [00:15<01:07, 1.99s/it] 42/299 3.12G 0.02539 0.004795 0 0.03018 31 640: 28%|██▊ | 13/47 [00:15<01:07, 1.99s/it] 42/299 3.12G 0.02539 0.004795 0 0.03018 31 640: 30%|██▉ | 14/47 [00:15<00:47, 1.43s/it] 42/299 3.12G 0.02553 0.004761 0 0.03029 30 640: 30%|██▉ | 14/47 [00:15<00:47, 1.43s/it] 42/299 3.12G 0.02553 0.004761 0 0.03029 30 640: 32%|███▏ | 15/47 [00:15<00:33, 1.04s/it] 42/299 3.12G 0.02569 0.00485 0 0.03054
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.917 0.975 0.712
0%| | 0/47 [00:00<?, ?it/s] 43/299 3.12G 0.02125 0.003203 0 0.02445 21 640: 0%| | 0/47 [00:00<?, ?it/s] 43/299 3.12G 0.02125 0.003203 0 0.02445 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 43/299 3.12G 0.02367 0.003265 0 0.02694 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 43/299 3.12G 0.02367 0.003265 0 0.02694 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 43/299 3.12G 0.02439 0.003362 0 0.02775 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 43/299 3.12G 0.02439 0.003362 0 0.02775 22 640: 6%|▋ | 3/47 [00:00<00:05, 8.72it/s] 43/299 3.12G 0.02363 0.003544 0 0.02717 26 640: 6%|▋ | 3/47 [00:02<00:05, 8.72it/s] 43/299 3.12G 0.02363 0.003544 0 0.02717 26 640: 9%|▊ | 4/47 [00:02<00:47, 1.10s/it] 43/299 3.12G 0.02495 0.003808 0 0.02876 35 640: 9%|▊ | 4/47 [00:03<00:47, 1.10s/it] 43/299 3.12G 0.02495 0.003808 0 0.02876 35 640: 11%|█ | 5/47 [00:03<00:31, 1.34it/s] 43/299 3.12G 0.0254 0.00386 0 0.02926 26 640: 11%|█ | 5/47 [00:09<00:31, 1.34it/s] 43/299 3.12G 0.0254 0.00386 0 0.02926 26 640: 13%|█▎ | 6/47 [00:09<01:47, 2.63s/it] 43/299 3.12G 0.0254 0.004045 0 0.02944 34 640: 13%|█▎ | 6/47 [00:09<01:47, 2.63s/it] 43/299 3.12G 0.0254 0.004045 0 0.02944 34 640: 15%|█▍ | 7/47 [00:09<01:12, 1.81s/it] 43/299 3.12G 0.02574 0.004075 0 0.02982 29 640: 15%|█▍ | 7/47 [00:09<01:12, 1.81s/it] 43/299 3.12G 0.02574 0.004075 0 0.02982 29 640: 17%|█▋ | 8/47 [00:09<00:49, 1.28s/it] 43/299 3.12G 0.02552 0.004156 0 0.02968 26 640: 17%|█▋ | 8/47 [00:09<00:49, 1.28s/it] 43/299 3.12G 0.02552 0.004156 0 0.02968 26 640: 19%|█▉ | 9/47 [00:09<00:34, 1.10it/s] 43/299 3.12G 0.02536 0.004243 0 0.0296 29 640: 19%|█▉ | 9/47 [00:09<00:34, 1.10it/s] 43/299 3.12G 0.02536 0.004243 0 0.0296 29 640: 21%|██▏ | 10/47 [00:09<00:24, 1.50it/s] 43/299 3.12G 0.02515 0.004309 0 0.02946 28 640: 21%|██▏ | 10/47 [00:09<00:24, 1.50it/s] 43/299 3.12G 0.02515 0.004309 0 0.02946 28 640: 23%|██▎ | 11/47 [00:09<00:17, 2.02it/s] 43/299 3.12G 0.02545 0.004437 0 0.02988 29 640: 23%|██▎ | 11/47 [00:12<00:17, 2.02it/s] 43/299 3.12G 0.02545 0.004437 0 0.02988 29 640: 26%|██▌ | 12/47 [00:12<00:36, 1.03s/it] 43/299 3.12G 0.02578 0.00451 0 0.03029 38 640: 26%|██▌ | 12/47 [00:12<00:36, 1.03s/it] 43/299 3.12G 0.02578 0.00451 0 0.03029 38 640: 28%|██▊ | 13/47 [00:12<00:25, 1.32it/s] 43/299 3.12G 0.02601 0.00468 0 0.03069 36 640: 28%|██▊ | 13/47 [00:17<00:25, 1.32it/s] 43/299 3.12G 0.02601 0.00468 0 0.03069 36 640: 30%|██▉ | 14/47 [00:17<01:12, 2.21s/it] 43/299 3.12G 0.02622 0.004792 0 0.03101 35 640: 30%|██▉ | 14/47 [00:18<01:12, 2.21s/it] 43/299 3.12G 0.02622 0.004792 0 0.03101 35 640: 32%|███▏ | 15/47 [00:18<00:50, 1.58s/it] 43/299 3.12G 0.02683 0.004698 0 0.03153
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.952 0.927 0.967 0.683
0%| | 0/47 [00:00<?, ?it/s] 44/299 3.12G 0.0238 0.004707 0 0.02851 33 640: 0%| | 0/47 [00:00<?, ?it/s] 44/299 3.12G 0.0238 0.004707 0 0.02851 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.62it/s] 44/299 3.12G 0.02375 0.00513 0 0.02888 38 640: 2%|▏ | 1/47 [00:00<00:06, 6.62it/s] 44/299 3.12G 0.02375 0.00513 0 0.02888 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.88it/s] 44/299 3.12G 0.02449 0.005003 0 0.0295 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.88it/s] 44/299 3.12G 0.02449 0.005003 0 0.0295 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 44/299 3.12G 0.02428 0.005083 0 0.02936 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 44/299 3.12G 0.02428 0.005083 0 0.02936 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.55it/s] 44/299 3.12G 0.02429 0.005086 0 0.02938 26 640: 9%|▊ | 4/47 [00:01<00:05, 8.55it/s] 44/299 3.12G 0.02429 0.005086 0 0.02938 26 640: 11%|█ | 5/47 [00:01<00:24, 1.68it/s] 44/299 3.12G 0.02447 0.004974 0 0.02944 30 640: 11%|█ | 5/47 [00:02<00:24, 1.68it/s] 44/299 3.12G 0.02447 0.004974 0 0.02944 30 640: 13%|█▎ | 6/47 [00:02<00:17, 2.32it/s] 44/299 3.12G 0.02566 0.004829 0 0.03049 25 640: 13%|█▎ | 6/47 [00:08<00:17, 2.32it/s] 44/299 3.12G 0.02566 0.004829 0 0.03049 25 640: 15%|█▍ | 7/47 [00:08<01:29, 2.25s/it] 44/299 3.12G 0.02617 0.004817 0 0.03099 29 640: 15%|█▍ | 7/47 [00:08<01:29, 2.25s/it] 44/299 3.12G 0.02617 0.004817 0 0.03099 29 640: 17%|█▋ | 8/47 [00:08<01:01, 1.57s/it] 44/299 3.12G 0.02652 0.004933 0 0.03145 34 640: 17%|█▋ | 8/47 [00:08<01:01, 1.57s/it] 44/299 3.12G 0.02652 0.004933 0 0.03145 34 640: 19%|█▉ | 9/47 [00:08<00:42, 1.12s/it] 44/299 3.12G 0.02624 0.004817 0 0.03106 22 640: 19%|█▉ | 9/47 [00:08<00:42, 1.12s/it] 44/299 3.12G 0.02624 0.004817 0 0.03106 22 640: 21%|██▏ | 10/47 [00:08<00:29, 1.23it/s] 44/299 3.12G 0.02631 0.004937 0 0.03125 36 640: 21%|██▏ | 10/47 [00:08<00:29, 1.23it/s] 44/299 3.12G 0.02631 0.004937 0 0.03125 36 640: 23%|██▎ | 11/47 [00:08<00:21, 1.68it/s] 44/299 3.12G 0.0263 0.004851 0 0.03116 20 640: 23%|██▎ | 11/47 [00:08<00:21, 1.68it/s] 44/299 3.12G 0.0263 0.004851 0 0.03116 20 640: 26%|██▌ | 12/47 [00:08<00:15, 2.24it/s] 44/299 3.12G 0.02617 0.004876 0 0.03105 32 640: 26%|██▌ | 12/47 [00:10<00:15, 2.24it/s] 44/299 3.12G 0.02617 0.004876 0 0.03105 32 640: 28%|██▊ | 13/47 [00:10<00:33, 1.02it/s] 44/299 3.12G 0.02613 0.004836 0 0.03096 27 640: 28%|██▊ | 13/47 [00:10<00:33, 1.02it/s] 44/299 3.12G 0.02613 0.004836 0 0.03096 27 640: 30%|██▉ | 14/47 [00:10<00:23, 1.38it/s] 44/299 3.12G 0.0261 0.004863 0 0.03096 28 640: 30%|██▉ | 14/47 [00:16<00:23, 1.38it/s] 44/299 3.12G 0.0261 0.004863 0 0.03096 28 640: 32%|███▏ | 15/47 [00:16<01:08, 2.14s/it] 44/299 3.12G 0.02605 0.004796 0 0.03084
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.945 0.945 0.963 0.706
0%| | 0/47 [00:00<?, ?it/s] 45/299 3.12G 0.02228 0.004663 0 0.02695 24 640: 0%| | 0/47 [00:00<?, ?it/s] 45/299 3.12G 0.02228 0.004663 0 0.02695 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 45/299 3.12G 0.02294 0.004254 0 0.02719 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 45/299 3.12G 0.02294 0.004254 0 0.02719 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.54it/s] 45/299 3.12G 0.02278 0.003971 0 0.02675 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.54it/s] 45/299 3.12G 0.02278 0.003971 0 0.02675 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 45/299 3.12G 0.02263 0.004609 0 0.02724 44 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 45/299 3.12G 0.02263 0.004609 0 0.02724 44 640: 9%|▊ | 4/47 [00:00<00:05, 8.39it/s] 45/299 3.12G 0.02241 0.004472 0 0.02688 31 640: 9%|▊ | 4/47 [00:01<00:05, 8.39it/s] 45/299 3.12G 0.02241 0.004472 0 0.02688 31 640: 11%|█ | 5/47 [00:01<00:20, 2.05it/s] 45/299 3.12G 0.02199 0.004567 0 0.02655 38 640: 11%|█ | 5/47 [00:07<00:20, 2.05it/s] 45/299 3.12G 0.02199 0.004567 0 0.02655 38 640: 13%|█▎ | 6/47 [00:07<01:37, 2.38s/it] 45/299 3.12G 0.02193 0.004308 0 0.02624 19 640: 13%|█▎ | 6/47 [00:10<01:37, 2.38s/it] 45/299 3.12G 0.02193 0.004308 0 0.02624 19 640: 15%|█▍ | 7/47 [00:10<01:38, 2.47s/it] 45/299 3.12G 0.02184 0.004262 0 0.0261 31 640: 15%|█▍ | 7/47 [00:10<01:38, 2.47s/it] 45/299 3.12G 0.02184 0.004262 0 0.0261 31 640: 17%|█▋ | 8/47 [00:10<01:07, 1.72s/it] 45/299 3.12G 0.02176 0.004292 0 0.02606 36 640: 17%|█▋ | 8/47 [00:10<01:07, 1.72s/it] 45/299 3.12G 0.02176 0.004292 0 0.02606 36 640: 19%|█▉ | 9/47 [00:10<00:46, 1.22s/it] 45/299 3.12G 0.02224 0.004148 0 0.02639 23 640: 19%|█▉ | 9/47 [00:10<00:46, 1.22s/it] 45/299 3.12G 0.02224 0.004148 0 0.02639 23 640: 21%|██▏ | 10/47 [00:10<00:32, 1.13it/s] 45/299 3.12G 0.02264 0.004113 0 0.02676 26 640: 21%|██▏ | 10/47 [00:11<00:32, 1.13it/s] 45/299 3.12G 0.02264 0.004113 0 0.02676 26 640: 23%|██▎ | 11/47 [00:11<00:34, 1.05it/s] 45/299 3.12G 0.0228 0.004198 0 0.027 34 640: 23%|██▎ | 11/47 [00:11<00:34, 1.05it/s] 45/299 3.12G 0.0228 0.004198 0 0.027 34 640: 26%|██▌ | 12/47 [00:11<00:24, 1.43it/s] 45/299 3.12G 0.02295 0.004161 0 0.02711 24 640: 26%|██▌ | 12/47 [00:12<00:24, 1.43it/s] 45/299 3.12G 0.02295 0.004161 0 0.02711 24 640: 28%|██▊ | 13/47 [00:12<00:17, 1.92it/s] 45/299 3.12G 0.02351 0.004247 0 0.02775 26 640: 28%|██▊ | 13/47 [00:16<00:17, 1.92it/s] 45/299 3.12G 0.02351 0.004247 0 0.02775 26 640: 30%|██▉ | 14/47 [00:16<00:54, 1.64s/it] 45/299 3.12G 0.02369 0.004278 0 0.02797 30 640: 30%|██▉ | 14/47 [00:18<00:54, 1.64s/it] 45/299 3.12G 0.02369 0.004278 0 0.02797 30 640: 32%|███▏ | 15/47 [00:18<01:01, 1.93s/it] 45/299 3.12G 0.02354 0.004299 0 0.02784
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.936 0.945 0.977 0.706
0%| | 0/47 [00:00<?, ?it/s] 46/299 3.12G 0.02291 0.004157 0 0.02707 32 640: 0%| | 0/47 [00:02<?, ?it/s] 46/299 3.12G 0.02291 0.004157 0 0.02707 32 640: 2%|▏ | 1/47 [00:02<02:05, 2.73s/it] 46/299 3.12G 0.02416 0.00489 0 0.02905 39 640: 2%|▏ | 1/47 [00:02<02:05, 2.73s/it] 46/299 3.12G 0.02416 0.00489 0 0.02905 39 640: 4%|▍ | 2/47 [00:02<00:53, 1.19s/it] 46/299 3.12G 0.02409 0.004567 0 0.02866 25 640: 4%|▍ | 2/47 [00:02<00:53, 1.19s/it] 46/299 3.12G 0.02409 0.004567 0 0.02866 25 640: 6%|▋ | 3/47 [00:02<00:31, 1.40it/s] 46/299 3.12G 0.02444 0.004733 0 0.02917 32 640: 6%|▋ | 3/47 [00:03<00:31, 1.40it/s] 46/299 3.12G 0.02444 0.004733 0 0.02917 32 640: 9%|▊ | 4/47 [00:03<00:20, 2.10it/s] 46/299 3.12G 0.02378 0.004919 0 0.02869 39 640: 9%|▊ | 4/47 [00:03<00:20, 2.10it/s] 46/299 3.12G 0.02378 0.004919 0 0.02869 39 640: 11%|█ | 5/47 [00:03<00:14, 2.90it/s] 46/299 3.12G 0.02383 0.004626 0 0.02846 26 640: 11%|█ | 5/47 [00:03<00:14, 2.90it/s] 46/299 3.12G 0.02383 0.004626 0 0.02846 26 640: 13%|█▎ | 6/47 [00:03<00:10, 3.76it/s] 46/299 3.12G 0.02339 0.004433 0 0.02782 25 640: 13%|█▎ | 6/47 [00:08<00:10, 3.76it/s] 46/299 3.12G 0.02339 0.004433 0 0.02782 25 640: 15%|█▍ | 7/47 [00:08<01:09, 1.73s/it] 46/299 3.12G 0.02413 0.004377 0 0.02851 33 640: 15%|█▍ | 7/47 [00:08<01:09, 1.73s/it] 46/299 3.12G 0.02413 0.004377 0 0.02851 33 640: 17%|█▋ | 8/47 [00:08<00:47, 1.22s/it] 46/299 3.12G 0.02436 0.00432 0 0.02868 31 640: 17%|█▋ | 8/47 [00:13<00:47, 1.22s/it] 46/299 3.12G 0.02436 0.00432 0 0.02868 31 640: 19%|█▉ | 9/47 [00:13<01:30, 2.39s/it] 46/299 3.12G 0.02468 0.004333 0 0.02901 25 640: 19%|█▉ | 9/47 [00:13<01:30, 2.39s/it] 46/299 3.12G 0.02468 0.004333 0 0.02901 25 640: 21%|██▏ | 10/47 [00:13<01:02, 1.69s/it] 46/299 3.12G 0.02474 0.004212 0 0.02896 20 640: 21%|██▏ | 10/47 [00:13<01:02, 1.69s/it] 46/299 3.12G 0.02474 0.004212 0 0.02896 20 640: 23%|██▎ | 11/47 [00:13<00:43, 1.21s/it] 46/299 3.12G 0.02466 0.00422 0 0.02888 30 640: 23%|██▎ | 11/47 [00:13<00:43, 1.21s/it] 46/299 3.12G 0.02466 0.00422 0 0.02888 30 640: 26%|██▌ | 12/47 [00:13<00:30, 1.14it/s] 46/299 3.12G 0.02465 0.004185 0 0.02884 25 640: 26%|██▌ | 12/47 [00:13<00:30, 1.14it/s] 46/299 3.12G 0.02465 0.004185 0 0.02884 25 640: 28%|██▊ | 13/47 [00:13<00:21, 1.55it/s] 46/299 3.12G 0.02508 0.004219 0 0.0293 31 640: 28%|██▊ | 13/47 [00:13<00:21, 1.55it/s] 46/299 3.12G 0.02508 0.004219 0 0.0293 31 640: 30%|██▉ | 14/47 [00:13<00:16, 2.06it/s] 46/299 3.12G 0.02527 0.004244 0 0.02951 31 640: 30%|██▉ | 14/47 [00:16<00:16, 2.06it/s] 46/299 3.12G 0.02527 0.004244 0 0.02951 31 640: 32%|███▏ | 15/47 [00:16<00:38, 1.21s/it] 46/299 3.12G 0.02537 0.004217 0 0.02959
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.97 0.705
0%| | 0/47 [00:00<?, ?it/s] 47/299 3.12G 0.02631 0.003996 0 0.0303 28 640: 0%| | 0/47 [00:01<?, ?it/s] 47/299 3.12G 0.02631 0.003996 0 0.0303 28 640: 2%|▏ | 1/47 [00:01<01:14, 1.63s/it] 47/299 3.12G 0.02407 0.004053 0 0.02813 28 640: 2%|▏ | 1/47 [00:07<01:14, 1.63s/it] 47/299 3.12G 0.02407 0.004053 0 0.02813 28 640: 4%|▍ | 2/47 [00:07<02:59, 3.98s/it] 47/299 3.12G 0.0237 0.004471 0 0.02817 34 640: 4%|▍ | 2/47 [00:07<02:59, 3.98s/it] 47/299 3.12G 0.0237 0.004471 0 0.02817 34 640: 6%|▋ | 3/47 [00:07<01:37, 2.22s/it] 47/299 3.12G 0.02262 0.004303 0 0.02693 26 640: 6%|▋ | 3/47 [00:07<01:37, 2.22s/it] 47/299 3.12G 0.02262 0.004303 0 0.02693 26 640: 9%|▊ | 4/47 [00:07<01:00, 1.40s/it] 47/299 3.12G 0.02282 0.004663 0 0.02749 44 640: 9%|▊ | 4/47 [00:07<01:00, 1.40s/it] 47/299 3.12G 0.02282 0.004663 0 0.02749 44 640: 11%|█ | 5/47 [00:07<00:39, 1.07it/s] 47/299 3.12G 0.02264 0.004564 0 0.02721 32 640: 11%|█ | 5/47 [00:07<00:39, 1.07it/s] 47/299 3.12G 0.02264 0.004564 0 0.02721 32 640: 13%|█▎ | 6/47 [00:07<00:29, 1.38it/s] 47/299 3.12G 0.02274 0.004459 0 0.0272 33 640: 13%|█▎ | 6/47 [00:08<00:29, 1.38it/s] 47/299 3.12G 0.02274 0.004459 0 0.0272 33 640: 15%|█▍ | 7/47 [00:08<00:20, 1.91it/s] 47/299 3.12G 0.0231 0.004344 0 0.02745 21 640: 15%|█▍ | 7/47 [00:08<00:20, 1.91it/s] 47/299 3.12G 0.0231 0.004344 0 0.02745 21 640: 17%|█▋ | 8/47 [00:08<00:15, 2.49it/s] 47/299 3.12G 0.023 0.004224 0 0.02722 28 640: 17%|█▋ | 8/47 [00:10<00:15, 2.49it/s] 47/299 3.12G 0.023 0.004224 0 0.02722 28 640: 19%|█▉ | 9/47 [00:10<00:35, 1.07it/s] 47/299 3.12G 0.02299 0.004315 0 0.0273 30 640: 19%|█▉ | 9/47 [00:15<00:35, 1.07it/s] 47/299 3.12G 0.02299 0.004315 0 0.0273 30 640: 21%|██▏ | 10/47 [00:15<01:27, 2.37s/it] 47/299 3.12G 0.02315 0.004263 0 0.02742 28 640: 21%|██▏ | 10/47 [00:15<01:27, 2.37s/it] 47/299 3.12G 0.02315 0.004263 0 0.02742 28 640: 23%|██▎ | 11/47 [00:15<01:00, 1.68s/it] 47/299 3.12G 0.02329 0.004435 0 0.02773 36 640: 23%|██▎ | 11/47 [00:16<01:00, 1.68s/it] 47/299 3.12G 0.02329 0.004435 0 0.02773 36 640: 26%|██▌ | 12/47 [00:16<00:42, 1.21s/it] 47/299 3.12G 0.02342 0.004438 0 0.02786 35 640: 26%|██▌ | 12/47 [00:16<00:42, 1.21s/it] 47/299 3.12G 0.02342 0.004438 0 0.02786 35 640: 28%|██▊ | 13/47 [00:16<00:29, 1.14it/s] 47/299 3.12G 0.02349 0.004561 0 0.02805 39 640: 28%|██▊ | 13/47 [00:16<00:29, 1.14it/s] 47/299 3.12G 0.02349 0.004561 0 0.02805 39 640: 30%|██▉ | 14/47 [00:16<00:21, 1.52it/s] 47/299 3.12G 0.02356 0.004546 0 0.02811 26 640: 30%|██▉ | 14/47 [00:16<00:21, 1.52it/s] 47/299 3.12G 0.02356 0.004546 0 0.02811 26 640: 32%|███▏ | 15/47 [00:16<00:15, 2.03it/s] 47/299 3.12G 0.02359 0.004479 0 0.02806
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.963 0.965 0.715
0%| | 0/47 [00:00<?, ?it/s] 48/299 3.12G 0.02629 0.00477 0 0.03106 35 640: 0%| | 0/47 [00:00<?, ?it/s] 48/299 3.12G 0.02629 0.00477 0 0.03106 35 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 48/299 3.12G 0.0275 0.004787 0 0.03228 38 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 48/299 3.12G 0.0275 0.004787 0 0.03228 38 640: 4%|▍ | 2/47 [00:00<00:15, 2.89it/s] 48/299 3.12G 0.02639 0.004456 0 0.03085 29 640: 4%|▍ | 2/47 [00:07<00:15, 2.89it/s] 48/299 3.12G 0.02639 0.004456 0 0.03085 29 640: 6%|▋ | 3/47 [00:07<02:25, 3.30s/it] 48/299 3.12G 0.02554 0.004628 0 0.03017 37 640: 6%|▋ | 3/47 [00:07<02:25, 3.30s/it] 48/299 3.12G 0.02554 0.004628 0 0.03017 37 640: 9%|▊ | 4/47 [00:07<01:28, 2.05s/it] 48/299 3.12G 0.02574 0.004578 0 0.03032 35 640: 9%|▊ | 4/47 [00:07<01:28, 2.05s/it] 48/299 3.12G 0.02574 0.004578 0 0.03032 35 640: 11%|█ | 5/47 [00:07<00:57, 1.36s/it] 48/299 3.12G 0.02522 0.004544 0 0.02976 37 640: 11%|█ | 5/47 [00:08<00:57, 1.36s/it] 48/299 3.12G 0.02522 0.004544 0 0.02976 37 640: 13%|█▎ | 6/47 [00:08<00:41, 1.02s/it] 48/299 3.12G 0.02382 0.004273 0 0.02809 28 640: 13%|█▎ | 6/47 [00:08<00:41, 1.02s/it] 48/299 3.12G 0.02382 0.004273 0 0.02809 28 640: 15%|█▍ | 7/47 [00:08<00:28, 1.38it/s] 48/299 3.12G 0.02382 0.004293 0 0.02812 28 640: 15%|█▍ | 7/47 [00:08<00:28, 1.38it/s] 48/299 3.12G 0.02382 0.004293 0 0.02812 28 640: 17%|█▋ | 8/47 [00:08<00:20, 1.89it/s] 48/299 3.12G 0.02388 0.004235 0 0.02811 27 640: 17%|█▋ | 8/47 [00:08<00:20, 1.89it/s] 48/299 3.12G 0.02388 0.004235 0 0.02811 27 640: 19%|█▉ | 9/47 [00:08<00:15, 2.45it/s] 48/299 3.12G 0.02444 0.00424 0 0.02868 32 640: 19%|█▉ | 9/47 [00:09<00:15, 2.45it/s] 48/299 3.12G 0.02444 0.00424 0 0.02868 32 640: 21%|██▏ | 10/47 [00:09<00:19, 1.90it/s] 48/299 3.12G 0.02442 0.004274 0 0.02869 23 640: 21%|██▏ | 10/47 [00:16<00:19, 1.90it/s] 48/299 3.12G 0.02442 0.004274 0 0.02869 23 640: 23%|██▎ | 11/47 [00:16<01:28, 2.46s/it] 48/299 3.12G 0.02473 0.004489 0 0.02922 38 640: 23%|██▎ | 11/47 [00:16<01:28, 2.46s/it] 48/299 3.12G 0.02473 0.004489 0 0.02922 38 640: 26%|██▌ | 12/47 [00:16<01:01, 1.75s/it] 48/299 3.12G 0.02534 0.004407 0 0.02975 20 640: 26%|██▌ | 12/47 [00:16<01:01, 1.75s/it] 48/299 3.12G 0.02534 0.004407 0 0.02975 20 640: 28%|██▊ | 13/47 [00:16<00:42, 1.26s/it] 48/299 3.12G 0.02556 0.004541 0 0.0301 35 640: 28%|██▊ | 13/47 [00:16<00:42, 1.26s/it] 48/299 3.12G 0.02556 0.004541 0 0.0301 35 640: 30%|██▉ | 14/47 [00:16<00:31, 1.06it/s] 48/299 3.12G 0.02583 0.004511 0 0.03034 35 640: 30%|██▉ | 14/47 [00:16<00:31, 1.06it/s] 48/299 3.12G 0.02583 0.004511 0 0.03034 35 640: 32%|███▏ | 15/47 [00:16<00:22, 1.45it/s] 48/299 3.12G 0.02614 0.00451 0 0.03065
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.929 0.954 0.965 0.685
0%| | 0/47 [00:00<?, ?it/s] 49/299 3.12G 0.02306 0.00439 0 0.02745 27 640: 0%| | 0/47 [00:00<?, ?it/s] 49/299 3.12G 0.02306 0.00439 0 0.02745 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 49/299 3.12G 0.02408 0.004451 0 0.02853 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 49/299 3.12G 0.02408 0.004451 0 0.02853 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.56it/s] 49/299 3.12G 0.02465 0.004413 0 0.02907 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.56it/s] 49/299 3.12G 0.02465 0.004413 0 0.02907 35 640: 6%|▋ | 3/47 [00:00<00:05, 8.08it/s] 49/299 3.12G 0.02383 0.004457 0 0.02828 29 640: 6%|▋ | 3/47 [00:09<00:05, 8.08it/s] 49/299 3.12G 0.02383 0.004457 0 0.02828 29 640: 9%|▊ | 4/47 [00:09<02:43, 3.80s/it] 49/299 3.12G 0.02384 0.004271 0 0.02811 24 640: 9%|▊ | 4/47 [00:09<02:43, 3.80s/it] 49/299 3.12G 0.02384 0.004271 0 0.02811 24 640: 11%|█ | 5/47 [00:09<01:43, 2.47s/it] 49/299 3.12G 0.02348 0.004244 0 0.02773 25 640: 11%|█ | 5/47 [00:10<01:43, 2.47s/it] 49/299 3.12G 0.02348 0.004244 0 0.02773 25 640: 13%|█▎ | 6/47 [00:10<01:08, 1.67s/it] 49/299 3.12G 0.02441 0.004159 0 0.02856 27 640: 13%|█▎ | 6/47 [00:10<01:08, 1.67s/it] 49/299 3.12G 0.02441 0.004159 0 0.02856 27 640: 15%|█▍ | 7/47 [00:10<00:46, 1.16s/it] 49/299 3.12G 0.02489 0.004089 0 0.02898 24 640: 15%|█▍ | 7/47 [00:10<00:46, 1.16s/it] 49/299 3.12G 0.02489 0.004089 0 0.02898 24 640: 17%|█▋ | 8/47 [00:10<00:32, 1.21it/s] 49/299 3.12G 0.02485 0.004187 0 0.02904 26 640: 17%|█▋ | 8/47 [00:10<00:32, 1.21it/s] 49/299 3.12G 0.02485 0.004187 0 0.02904 26 640: 19%|█▉ | 9/47 [00:10<00:22, 1.66it/s] 49/299 3.12G 0.0247 0.004108 0 0.02881 29 640: 19%|█▉ | 9/47 [00:10<00:22, 1.66it/s] 49/299 3.12G 0.0247 0.004108 0 0.02881 29 640: 21%|██▏ | 10/47 [00:10<00:16, 2.20it/s] 49/299 3.12G 0.0247 0.004066 0 0.02877 24 640: 21%|██▏ | 10/47 [00:10<00:16, 2.20it/s] 49/299 3.12G 0.0247 0.004066 0 0.02877 24 640: 23%|██▎ | 11/47 [00:10<00:12, 2.87it/s] 49/299 3.12G 0.02482 0.004106 0 0.02893 34 640: 23%|██▎ | 11/47 [00:18<00:12, 2.87it/s] 49/299 3.12G 0.02482 0.004106 0 0.02893 34 640: 26%|██▌ | 12/47 [00:18<01:30, 2.59s/it] 49/299 3.12G 0.02488 0.004233 0 0.02911 39 640: 26%|██▌ | 12/47 [00:18<01:30, 2.59s/it] 49/299 3.12G 0.02488 0.004233 0 0.02911 39 640: 28%|██▊ | 13/47 [00:18<01:02, 1.84s/it] 49/299 3.12G 0.02498 0.004276 0 0.02925 33 640: 28%|██▊ | 13/47 [00:18<01:02, 1.84s/it] 49/299 3.12G 0.02498 0.004276 0 0.02925 33 640: 30%|██▉ | 14/47 [00:18<00:43, 1.33s/it] 49/299 3.12G 0.02482 0.004321 0 0.02914 33 640: 30%|██▉ | 14/47 [00:18<00:43, 1.33s/it] 49/299 3.12G 0.02482 0.004321 0 0.02914 33 640: 32%|███▏ | 15/47 [00:18<00:30, 1.04it/s] 49/299 3.12G 0.02483 0.004329 0 0.02916
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.36it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.945 0.973 0.699
0%| | 0/47 [00:00<?, ?it/s] 50/299 3.12G 0.02389 0.004087 0 0.02797 29 640: 0%| | 0/47 [00:00<?, ?it/s] 50/299 3.12G 0.02389 0.004087 0 0.02797 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 50/299 3.12G 0.02302 0.004479 0 0.0275 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 50/299 3.12G 0.02302 0.004479 0 0.0275 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 50/299 3.12G 0.02393 0.004591 0 0.02853 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 50/299 3.12G 0.02393 0.004591 0 0.02853 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.79it/s] 50/299 3.12G 0.02288 0.005089 0 0.02797 38 640: 6%|▋ | 3/47 [00:00<00:05, 7.79it/s] 50/299 3.12G 0.02288 0.005089 0 0.02797 38 640: 9%|▊ | 4/47 [00:00<00:05, 8.21it/s] 50/299 3.12G 0.02275 0.004917 0 0.02767 28 640: 9%|▊ | 4/47 [00:09<00:05, 8.21it/s] 50/299 3.12G 0.02275 0.004917 0 0.02767 28 640: 11%|█ | 5/47 [00:09<02:20, 3.35s/it] 50/299 3.12G 0.02262 0.004866 0 0.02749 30 640: 11%|█ | 5/47 [00:09<02:20, 3.35s/it] 50/299 3.12G 0.02262 0.004866 0 0.02749 30 640: 13%|█▎ | 6/47 [00:09<01:32, 2.25s/it] 50/299 3.12G 0.02286 0.004841 0 0.0277 31 640: 13%|█▎ | 6/47 [00:09<01:32, 2.25s/it] 50/299 3.12G 0.02286 0.004841 0 0.0277 31 640: 15%|█▍ | 7/47 [00:09<01:02, 1.56s/it] 50/299 3.12G 0.02246 0.004892 0 0.02735 28 640: 15%|█▍ | 7/47 [00:09<01:02, 1.56s/it] 50/299 3.12G 0.02246 0.004892 0 0.02735 28 640: 17%|█▋ | 8/47 [00:09<00:42, 1.10s/it] 50/299 3.12G 0.02235 0.00488 0 0.02723 31 640: 17%|█▋ | 8/47 [00:10<00:42, 1.10s/it] 50/299 3.12G 0.02235 0.00488 0 0.02723 31 640: 19%|█▉ | 9/47 [00:10<00:30, 1.27it/s] 50/299 3.12G 0.02243 0.004768 0 0.0272 29 640: 19%|█▉ | 9/47 [00:10<00:30, 1.27it/s] 50/299 3.12G 0.02243 0.004768 0 0.0272 29 640: 21%|██▏ | 10/47 [00:10<00:21, 1.72it/s] 50/299 3.12G 0.02222 0.004793 0 0.02702 31 640: 21%|██▏ | 10/47 [00:10<00:21, 1.72it/s] 50/299 3.12G 0.02222 0.004793 0 0.02702 31 640: 23%|██▎ | 11/47 [00:10<00:16, 2.24it/s] 50/299 3.12G 0.02205 0.004737 0 0.02679 23 640: 23%|██▎ | 11/47 [00:10<00:16, 2.24it/s] 50/299 3.12G 0.02205 0.004737 0 0.02679 23 640: 26%|██▌ | 12/47 [00:10<00:12, 2.90it/s] 50/299 3.12G 0.02184 0.004684 0 0.02652 32 640: 26%|██▌ | 12/47 [00:18<00:12, 2.90it/s] 50/299 3.12G 0.02184 0.004684 0 0.02652 32 640: 28%|██▊ | 13/47 [00:18<01:27, 2.59s/it] 50/299 3.12G 0.0219 0.004734 0 0.02664 30 640: 28%|██▊ | 13/47 [00:18<01:27, 2.59s/it] 50/299 3.12G 0.0219 0.004734 0 0.02664 30 640: 30%|██▉ | 14/47 [00:18<01:00, 1.84s/it] 50/299 3.12G 0.02182 0.004702 0 0.02652 35 640: 30%|██▉ | 14/47 [00:18<01:00, 1.84s/it] 50/299 3.12G 0.02182 0.004702 0 0.02652 35 640: 32%|███▏ | 15/47 [00:18<00:42, 1.33s/it] 50/299 3.12G 0.02179 0.00464 0 0.02642
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.945 0.945 0.969 0.71
0%| | 0/47 [00:00<?, ?it/s] 51/299 3.12G 0.02496 0.003509 0 0.02846 28 640: 0%| | 0/47 [00:00<?, ?it/s] 51/299 3.12G 0.02496 0.003509 0 0.02846 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.88it/s] 51/299 3.12G 0.02369 0.00371 0 0.0274 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.88it/s] 51/299 3.12G 0.02369 0.00371 0 0.0274 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.86it/s] 51/299 3.12G 0.02273 0.004489 0 0.02722 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.86it/s] 51/299 3.12G 0.02273 0.004489 0 0.02722 32 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 51/299 3.12G 0.02307 0.004571 0 0.02764 31 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 51/299 3.12G 0.02307 0.004571 0 0.02764 31 640: 9%|▊ | 4/47 [00:00<00:05, 7.93it/s] 51/299 3.12G 0.02291 0.004377 0 0.02729 22 640: 9%|▊ | 4/47 [00:00<00:05, 7.93it/s] 51/299 3.12G 0.02291 0.004377 0 0.02729 22 640: 11%|█ | 5/47 [00:00<00:05, 8.25it/s] 51/299 3.12G 0.02363 0.0045 0 0.02813 33 640: 11%|█ | 5/47 [00:07<00:05, 8.25it/s] 51/299 3.12G 0.02363 0.0045 0 0.02813 33 640: 13%|█▎ | 6/47 [00:07<01:45, 2.56s/it] 51/299 3.12G 0.02391 0.004562 0 0.02848 34 640: 13%|█▎ | 6/47 [00:08<01:45, 2.56s/it] 51/299 3.12G 0.02391 0.004562 0 0.02848 34 640: 15%|█▍ | 7/47 [00:08<01:10, 1.77s/it] 51/299 3.12G 0.02432 0.004649 0 0.02897 32 640: 15%|█▍ | 7/47 [00:08<01:10, 1.77s/it] 51/299 3.12G 0.02432 0.004649 0 0.02897 32 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 51/299 3.12G 0.02449 0.004805 0 0.0293 39 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 51/299 3.12G 0.02449 0.004805 0 0.0293 39 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 51/299 3.12G 0.02456 0.004743 0 0.02931 23 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 51/299 3.12G 0.02456 0.004743 0 0.02931 23 640: 21%|██▏ | 10/47 [00:08<00:24, 1.54it/s] 51/299 3.12G 0.02453 0.004754 0 0.02929 26 640: 21%|██▏ | 10/47 [00:08<00:24, 1.54it/s] 51/299 3.12G 0.02453 0.004754 0 0.02929 26 640: 23%|██▎ | 11/47 [00:08<00:17, 2.07it/s] 51/299 3.12G 0.02452 0.00476 0 0.02928 26 640: 23%|██▎ | 11/47 [00:08<00:17, 2.07it/s] 51/299 3.12G 0.02452 0.00476 0 0.02928 26 640: 26%|██▌ | 12/47 [00:08<00:13, 2.66it/s] 51/299 3.12G 0.02439 0.004727 0 0.02911 34 640: 26%|██▌ | 12/47 [00:08<00:13, 2.66it/s] 51/299 3.12G 0.02439 0.004727 0 0.02911 34 640: 28%|██▊ | 13/47 [00:08<00:10, 3.39it/s] 51/299 3.12G 0.02446 0.00475 0 0.02921 25 640: 28%|██▊ | 13/47 [00:16<00:10, 3.39it/s] 51/299 3.12G 0.02446 0.00475 0 0.02921 25 640: 30%|██▉ | 14/47 [00:16<01:23, 2.54s/it] 51/299 3.12G 0.02441 0.004729 0 0.02914 29 640: 30%|██▉ | 14/47 [00:16<01:23, 2.54s/it] 51/299 3.12G 0.02441 0.004729 0 0.02914 29 640: 32%|███▏ | 15/47 [00:16<00:57, 1.81s/it] 51/299 3.12G 0.02448 0.004692 0 0.02917
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.927 0.954 0.962 0.685
0%| | 0/47 [00:00<?, ?it/s] 52/299 3.12G 0.02276 0.006143 0 0.0289 26 640: 0%| | 0/47 [00:00<?, ?it/s] 52/299 3.12G 0.02276 0.006143 0 0.0289 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 52/299 3.12G 0.02474 0.004798 0 0.02954 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 52/299 3.12G 0.02474 0.004798 0 0.02954 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 52/299 3.12G 0.02291 0.00449 0 0.0274 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 52/299 3.12G 0.02291 0.00449 0 0.0274 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 52/299 3.12G 0.02316 0.004466 0 0.02763 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 52/299 3.12G 0.02316 0.004466 0 0.02763 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.56it/s] 52/299 3.12G 0.02374 0.004715 0 0.02845 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.56it/s] 52/299 3.12G 0.02374 0.004715 0 0.02845 32 640: 11%|█ | 5/47 [00:00<00:05, 7.95it/s] 52/299 3.12G 0.02376 0.004575 0 0.02834 26 640: 11%|█ | 5/47 [00:00<00:05, 7.95it/s] 52/299 3.12G 0.02376 0.004575 0 0.02834 26 640: 13%|█▎ | 6/47 [00:00<00:04, 8.24it/s] 52/299 3.12G 0.02363 0.00454 0 0.02817 30 640: 13%|█▎ | 6/47 [00:10<00:04, 8.24it/s] 52/299 3.12G 0.02363 0.00454 0 0.02817 30 640: 15%|█▍ | 7/47 [00:10<02:13, 3.33s/it] 52/299 3.12G 0.02353 0.004399 0 0.02793 23 640: 15%|█▍ | 7/47 [00:10<02:13, 3.33s/it] 52/299 3.12G 0.02353 0.004399 0 0.02793 23 640: 17%|█▋ | 8/47 [00:10<01:29, 2.31s/it] 52/299 3.12G 0.02328 0.004386 0 0.02766 33 640: 17%|█▋ | 8/47 [00:10<01:29, 2.31s/it] 52/299 3.12G 0.02328 0.004386 0 0.02766 33 640: 19%|█▉ | 9/47 [00:10<01:01, 1.63s/it] 52/299 3.12G 0.02378 0.004341 0 0.02812 30 640: 19%|█▉ | 9/47 [00:11<01:01, 1.63s/it] 52/299 3.12G 0.02378 0.004341 0 0.02812 30 640: 21%|██▏ | 10/47 [00:11<00:42, 1.16s/it] 52/299 3.12G 0.02365 0.00429 0 0.02794 28 640: 21%|██▏ | 10/47 [00:11<00:42, 1.16s/it] 52/299 3.12G 0.02365 0.00429 0 0.02794 28 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 52/299 3.12G 0.0235 0.004255 0 0.02776 29 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 52/299 3.12G 0.0235 0.004255 0 0.02776 29 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 52/299 3.12G 0.0237 0.004306 0 0.02801 35 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 52/299 3.12G 0.0237 0.004306 0 0.02801 35 640: 28%|██▊ | 13/47 [00:11<00:16, 2.11it/s] 52/299 3.12G 0.02339 0.004337 0 0.02773 35 640: 28%|██▊ | 13/47 [00:11<00:16, 2.11it/s] 52/299 3.12G 0.02339 0.004337 0 0.02773 35 640: 30%|██▉ | 14/47 [00:11<00:12, 2.74it/s] 52/299 3.12G 0.02336 0.004321 0 0.02768 33 640: 30%|██▉ | 14/47 [00:19<00:12, 2.74it/s] 52/299 3.12G 0.02336 0.004321 0 0.02768 33 640: 32%|███▏ | 15/47 [00:19<01:22, 2.57s/it] 52/299 3.12G 0.02311 0.004305 0 0.02741
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.27it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.49it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.42it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.971 0.927 0.976 0.731
0%| | 0/47 [00:00<?, ?it/s] 53/299 3.12G 0.02018 0.004161 0 0.02434 31 640: 0%| | 0/47 [00:00<?, ?it/s] 53/299 3.12G 0.02018 0.004161 0 0.02434 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 53/299 3.12G 0.0224 0.003971 0 0.02637 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 53/299 3.12G 0.0224 0.003971 0 0.02637 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 53/299 3.12G 0.0217 0.003988 0 0.02569 36 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 53/299 3.12G 0.0217 0.003988 0 0.02569 36 640: 6%|▋ | 3/47 [00:00<00:05, 8.18it/s] 53/299 3.12G 0.02135 0.003717 0 0.02507 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.18it/s] 53/299 3.12G 0.02135 0.003717 0 0.02507 20 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 53/299 3.12G 0.02115 0.003977 0 0.02512 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 53/299 3.12G 0.02115 0.003977 0 0.02512 34 640: 11%|█ | 5/47 [00:00<00:04, 8.62it/s] 53/299 3.12G 0.02266 0.004145 0 0.0268 35 640: 11%|█ | 5/47 [00:00<00:04, 8.62it/s] 53/299 3.12G 0.02266 0.004145 0 0.0268 35 640: 13%|█▎ | 6/47 [00:00<00:05, 8.00it/s] 53/299 3.12G 0.02284 0.004074 0 0.02691 22 640: 13%|█▎ | 6/47 [00:02<00:05, 8.00it/s] 53/299 3.12G 0.02284 0.004074 0 0.02691 22 640: 15%|█▍ | 7/47 [00:02<00:29, 1.37it/s] 53/299 3.12G 0.02401 0.004149 0 0.02816 33 640: 15%|█▍ | 7/47 [00:10<00:29, 1.37it/s] 53/299 3.12G 0.02401 0.004149 0 0.02816 33 640: 17%|█▋ | 8/47 [00:10<01:55, 2.96s/it] 53/299 3.12G 0.02483 0.004053 0 0.02888 22 640: 17%|█▋ | 8/47 [00:10<01:55, 2.96s/it] 53/299 3.12G 0.02483 0.004053 0 0.02888 22 640: 19%|█▉ | 9/47 [00:10<01:18, 2.08s/it] 53/299 3.12G 0.02495 0.003927 0 0.02888 19 640: 19%|█▉ | 9/47 [00:10<01:18, 2.08s/it] 53/299 3.12G 0.02495 0.003927 0 0.02888 19 640: 21%|██▏ | 10/47 [00:10<00:54, 1.48s/it] 53/299 3.12G 0.02505 0.004053 0 0.0291 38 640: 21%|██▏ | 10/47 [00:10<00:54, 1.48s/it] 53/299 3.12G 0.02505 0.004053 0 0.0291 38 640: 23%|██▎ | 11/47 [00:10<00:38, 1.06s/it] 53/299 3.12G 0.02538 0.004276 0 0.02966 34 640: 23%|██▎ | 11/47 [00:11<00:38, 1.06s/it] 53/299 3.12G 0.02538 0.004276 0 0.02966 34 640: 26%|██▌ | 12/47 [00:11<00:29, 1.20it/s] 53/299 3.12G 0.02553 0.004327 0 0.02986 34 640: 26%|██▌ | 12/47 [00:11<00:29, 1.20it/s] 53/299 3.12G 0.02553 0.004327 0 0.02986 34 640: 28%|██▊ | 13/47 [00:11<00:20, 1.62it/s] 53/299 3.12G 0.02578 0.00434 0 0.03012 38 640: 28%|██▊ | 13/47 [00:11<00:20, 1.62it/s] 53/299 3.12G 0.02578 0.00434 0 0.03012 38 640: 30%|██▉ | 14/47 [00:11<00:15, 2.11it/s] 53/299 3.12G 0.02569 0.004358 0 0.03005 27 640: 30%|██▉ | 14/47 [00:11<00:15, 2.11it/s] 53/299 3.12G 0.02569 0.004358 0 0.03005 27 640: 32%|███▏ | 15/47 [00:11<00:11, 2.75it/s] 53/299 3.12G 0.0257 0.004367 0 0.03007
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.929 0.963 0.968 0.725
0%| | 0/47 [00:00<?, ?it/s] 54/299 3.12G 0.02077 0.00373 0 0.0245 24 640: 0%| | 0/47 [00:07<?, ?it/s] 54/299 3.12G 0.02077 0.00373 0 0.0245 24 640: 2%|▏ | 1/47 [00:07<05:29, 7.17s/it] 54/299 3.12G 0.02163 0.00403 0 0.02566 30 640: 2%|▏ | 1/47 [00:07<05:29, 7.17s/it] 54/299 3.12G 0.02163 0.00403 0 0.02566 30 640: 4%|▍ | 2/47 [00:07<02:16, 3.03s/it] 54/299 3.12G 0.02062 0.003916 0 0.02453 22 640: 4%|▍ | 2/47 [00:07<02:16, 3.03s/it] 54/299 3.12G 0.02062 0.003916 0 0.02453 22 640: 6%|▋ | 3/47 [00:07<01:15, 1.71s/it] 54/299 3.12G 0.02112 0.004113 0 0.02523 37 640: 6%|▋ | 3/47 [00:07<01:15, 1.71s/it] 54/299 3.12G 0.02112 0.004113 0 0.02523 37 640: 9%|▊ | 4/47 [00:07<00:46, 1.08s/it] 54/299 3.12G 0.02128 0.003929 0 0.0252 22 640: 9%|▊ | 4/47 [00:07<00:46, 1.08s/it] 54/299 3.12G 0.02128 0.003929 0 0.0252 22 640: 11%|█ | 5/47 [00:07<00:30, 1.37it/s] 54/299 3.12G 0.02128 0.003952 0 0.02524 25 640: 11%|█ | 5/47 [00:07<00:30, 1.37it/s] 54/299 3.12G 0.02128 0.003952 0 0.02524 25 640: 13%|█▎ | 6/47 [00:07<00:21, 1.92it/s] 54/299 3.12G 0.02153 0.003767 0 0.02529 19 640: 13%|█▎ | 6/47 [00:07<00:21, 1.92it/s] 54/299 3.12G 0.02153 0.003767 0 0.02529 19 640: 15%|█▍ | 7/47 [00:07<00:15, 2.52it/s] 54/299 3.12G 0.02138 0.003808 0 0.02519 35 640: 15%|█▍ | 7/47 [00:08<00:15, 2.52it/s] 54/299 3.12G 0.02138 0.003808 0 0.02519 35 640: 17%|█▋ | 8/47 [00:08<00:11, 3.26it/s] 54/299 3.12G 0.02129 0.00371 0 0.025 19 640: 17%|█▋ | 8/47 [00:15<00:11, 3.26it/s] 54/299 3.12G 0.02129 0.00371 0 0.025 19 640: 19%|█▉ | 9/47 [00:15<01:37, 2.57s/it] 54/299 3.12G 0.02175 0.003765 0 0.02551 33 640: 19%|█▉ | 9/47 [00:15<01:37, 2.57s/it] 54/299 3.12G 0.02175 0.003765 0 0.02551 33 640: 21%|██▏ | 10/47 [00:15<01:06, 1.81s/it] 54/299 3.12G 0.02188 0.003797 0 0.02568 31 640: 21%|██▏ | 10/47 [00:15<01:06, 1.81s/it] 54/299 3.12G 0.02188 0.003797 0 0.02568 31 640: 23%|██▎ | 11/47 [00:15<00:46, 1.30s/it] 54/299 3.12G 0.02221 0.003959 0 0.02617 30 640: 23%|██▎ | 11/47 [00:15<00:46, 1.30s/it] 54/299 3.12G 0.02221 0.003959 0 0.02617 30 640: 26%|██▌ | 12/47 [00:15<00:32, 1.06it/s] 54/299 3.12G 0.02248 0.003999 0 0.02648 31 640: 26%|██▌ | 12/47 [00:16<00:32, 1.06it/s] 54/299 3.12G 0.02248 0.003999 0 0.02648 31 640: 28%|██▊ | 13/47 [00:16<00:23, 1.44it/s] 54/299 3.12G 0.02316 0.003925 0 0.02708 19 640: 28%|██▊ | 13/47 [00:16<00:23, 1.44it/s] 54/299 3.12G 0.02316 0.003925 0 0.02708 19 640: 30%|██▉ | 14/47 [00:16<00:17, 1.93it/s] 54/299 3.12G 0.02341 0.00393 0 0.02734 33 640: 30%|██▉ | 14/47 [00:16<00:17, 1.93it/s] 54/299 3.12G 0.02341 0.00393 0 0.02734 33 640: 32%|███▏ | 15/47 [00:16<00:12, 2.47it/s] 54/299 3.12G 0.02347 0.003902 0 0.02738
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.945 0.972 0.721
0%| | 0/47 [00:00<?, ?it/s] 55/299 3.12G 0.02218 0.004798 0 0.02697 34 640: 0%| | 0/47 [00:00<?, ?it/s] 55/299 3.12G 0.02218 0.004798 0 0.02697 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 55/299 3.12G 0.02275 0.003848 0 0.0266 26 640: 2%|▏ | 1/47 [00:07<00:05, 8.62it/s] 55/299 3.12G 0.02275 0.003848 0 0.0266 26 640: 4%|▍ | 2/47 [00:07<03:20, 4.45s/it] 55/299 3.12G 0.02228 0.003449 0 0.02573 19 640: 4%|▍ | 2/47 [00:07<03:20, 4.45s/it] 55/299 3.12G 0.02228 0.003449 0 0.02573 19 640: 6%|▋ | 3/47 [00:07<01:49, 2.48s/it] 55/299 3.12G 0.02204 0.003719 0 0.02576 29 640: 6%|▋ | 3/47 [00:07<01:49, 2.48s/it] 55/299 3.12G 0.02204 0.003719 0 0.02576 29 640: 9%|▊ | 4/47 [00:07<01:06, 1.56s/it] 55/299 3.12G 0.02202 0.003913 0 0.02593 24 640: 9%|▊ | 4/47 [00:07<01:06, 1.56s/it] 55/299 3.12G 0.02202 0.003913 0 0.02593 24 640: 11%|█ | 5/47 [00:07<00:43, 1.04s/it] 55/299 3.12G 0.02294 0.004087 0 0.02702 36 640: 11%|█ | 5/47 [00:09<00:43, 1.04s/it] 55/299 3.12G 0.02294 0.004087 0 0.02702 36 640: 13%|█▎ | 6/47 [00:09<00:54, 1.33s/it] 55/299 3.12G 0.02297 0.004055 0 0.02702 29 640: 13%|█▎ | 6/47 [00:10<00:54, 1.33s/it] 55/299 3.12G 0.02297 0.004055 0 0.02702 29 640: 15%|█▍ | 7/47 [00:10<00:37, 1.07it/s] 55/299 3.12G 0.02353 0.003999 0 0.02753 24 640: 15%|█▍ | 7/47 [00:10<00:37, 1.07it/s] 55/299 3.12G 0.02353 0.003999 0 0.02753 24 640: 17%|█▋ | 8/47 [00:10<00:26, 1.47it/s] 55/299 3.12G 0.02341 0.004118 0 0.02753 34 640: 17%|█▋ | 8/47 [00:10<00:26, 1.47it/s] 55/299 3.12G 0.02341 0.004118 0 0.02753 34 640: 19%|█▉ | 9/47 [00:10<00:19, 1.99it/s] 55/299 3.12G 0.0238 0.00448 0 0.02828 39 640: 19%|█▉ | 9/47 [00:16<00:19, 1.99it/s] 55/299 3.12G 0.0238 0.00448 0 0.02828 39 640: 21%|██▏ | 10/47 [00:16<01:21, 2.21s/it] 55/299 3.12G 0.02401 0.004578 0 0.02859 38 640: 21%|██▏ | 10/47 [00:16<01:21, 2.21s/it] 55/299 3.12G 0.02401 0.004578 0 0.02859 38 640: 23%|██▎ | 11/47 [00:16<00:56, 1.57s/it] 55/299 3.12G 0.02394 0.004585 0 0.02852 25 640: 23%|██▎ | 11/47 [00:16<00:56, 1.57s/it] 55/299 3.12G 0.02394 0.004585 0 0.02852 25 640: 26%|██▌ | 12/47 [00:16<00:39, 1.14s/it] 55/299 3.12G 0.02372 0.00453 0 0.02825 34 640: 26%|██▌ | 12/47 [00:16<00:39, 1.14s/it] 55/299 3.12G 0.02372 0.00453 0 0.02825 34 640: 28%|██▊ | 13/47 [00:16<00:28, 1.21it/s] 55/299 3.12G 0.02381 0.004496 0 0.02831 30 640: 28%|██▊ | 13/47 [00:18<00:28, 1.21it/s] 55/299 3.12G 0.02381 0.004496 0 0.02831 30 640: 30%|██▉ | 14/47 [00:18<00:37, 1.13s/it] 55/299 3.12G 0.02353 0.004456 0 0.02799 35 640: 30%|██▉ | 14/47 [00:18<00:37, 1.13s/it] 55/299 3.12G 0.02353 0.004456 0 0.02799 35 640: 32%|███▏ | 15/47 [00:18<00:26, 1.21it/s] 55/299 3.12G 0.02344 0.004344 0 0.02778
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.921 0.963 0.972 0.738
0%| | 0/47 [00:00<?, ?it/s] 56/299 3.12G 0.02261 0.003169 0 0.02578 26 640: 0%| | 0/47 [00:00<?, ?it/s] 56/299 3.12G 0.02261 0.003169 0 0.02578 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 56/299 3.12G 0.02234 0.00328 0 0.02562 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 56/299 3.12G 0.02234 0.00328 0 0.02562 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.93it/s] 56/299 3.12G 0.02169 0.003147 0 0.02484 24 640: 4%|▍ | 2/47 [00:06<00:05, 7.93it/s] 56/299 3.12G 0.02169 0.003147 0 0.02484 24 640: 6%|▋ | 3/47 [00:06<02:00, 2.74s/it] 56/299 3.12G 0.02207 0.003254 0 0.02532 30 640: 6%|▋ | 3/47 [00:06<02:00, 2.74s/it] 56/299 3.12G 0.02207 0.003254 0 0.02532 30 640: 9%|▊ | 4/47 [00:06<01:13, 1.71s/it] 56/299 3.12G 0.02167 0.003376 0 0.02504 28 640: 9%|▊ | 4/47 [00:09<01:13, 1.71s/it] 56/299 3.12G 0.02167 0.003376 0 0.02504 28 640: 11%|█ | 5/47 [00:09<01:29, 2.12s/it] 56/299 3.12G 0.02326 0.003606 0 0.02686 33 640: 11%|█ | 5/47 [00:09<01:29, 2.12s/it] 56/299 3.12G 0.02326 0.003606 0 0.02686 33 640: 13%|█▎ | 6/47 [00:09<00:58, 1.44s/it] 56/299 3.12G 0.02355 0.003875 0 0.02742 37 640: 13%|█▎ | 6/47 [00:09<00:58, 1.44s/it] 56/299 3.12G 0.02355 0.003875 0 0.02742 37 640: 15%|█▍ | 7/47 [00:09<00:40, 1.00s/it] 56/299 3.12G 0.02356 0.003798 0 0.02736 27 640: 15%|█▍ | 7/47 [00:09<00:40, 1.00s/it] 56/299 3.12G 0.02356 0.003798 0 0.02736 27 640: 17%|█▋ | 8/47 [00:09<00:28, 1.39it/s] 56/299 3.12G 0.02393 0.003686 0 0.02761 24 640: 17%|█▋ | 8/47 [00:09<00:28, 1.39it/s] 56/299 3.12G 0.02393 0.003686 0 0.02761 24 640: 19%|█▉ | 9/47 [00:09<00:20, 1.87it/s] 56/299 3.12G 0.02378 0.003656 0 0.02743 27 640: 19%|█▉ | 9/47 [00:09<00:20, 1.87it/s] 56/299 3.12G 0.02378 0.003656 0 0.02743 27 640: 21%|██▏ | 10/47 [00:09<00:14, 2.48it/s] 56/299 3.12G 0.02372 0.0037 0 0.02742 27 640: 21%|██▏ | 10/47 [00:14<00:14, 2.48it/s] 56/299 3.12G 0.02372 0.0037 0 0.02742 27 640: 23%|██▎ | 11/47 [00:14<01:05, 1.82s/it] 56/299 3.12G 0.02389 0.003841 0 0.02773 32 640: 23%|██▎ | 11/47 [00:14<01:05, 1.82s/it] 56/299 3.12G 0.02389 0.003841 0 0.02773 32 640: 26%|██▌ | 12/47 [00:14<00:45, 1.30s/it] 56/299 3.12G 0.02403 0.003744 0 0.02778 23 640: 26%|██▌ | 12/47 [00:17<00:45, 1.30s/it] 56/299 3.12G 0.02403 0.003744 0 0.02778 23 640: 28%|██▊ | 13/47 [00:17<01:00, 1.78s/it] 56/299 3.12G 0.02415 0.003745 0 0.0279 23 640: 28%|██▊ | 13/47 [00:17<01:00, 1.78s/it] 56/299 3.12G 0.02415 0.003745 0 0.0279 23 640: 30%|██▉ | 14/47 [00:17<00:42, 1.28s/it] 56/299 3.12G 0.02411 0.003748 0 0.02786 31 640: 30%|██▉ | 14/47 [00:17<00:42, 1.28s/it] 56/299 3.12G 0.02411 0.003748 0 0.02786 31 640: 32%|███▏ | 15/47 [00:17<00:29, 1.08it/s] 56/299 3.12G 0.02424 0.003804 0 0.02804
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.928 0.954 0.961 0.616
0%| | 0/47 [00:00<?, ?it/s] 57/299 3.12G 0.02282 0.002883 0 0.0257 25 640: 0%| | 0/47 [00:00<?, ?it/s] 57/299 3.12G 0.02282 0.002883 0 0.0257 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 57/299 3.12G 0.0251 0.003926 0 0.02902 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 57/299 3.12G 0.0251 0.003926 0 0.02902 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 57/299 3.12G 0.0245 0.004037 0 0.02854 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 57/299 3.12G 0.0245 0.004037 0 0.02854 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 57/299 3.12G 0.02351 0.003925 0 0.02743 26 640: 6%|▋ | 3/47 [00:06<00:05, 8.13it/s] 57/299 3.12G 0.02351 0.003925 0 0.02743 26 640: 9%|▊ | 4/47 [00:06<01:49, 2.55s/it] 57/299 3.12G 0.02271 0.003924 0 0.02663 29 640: 9%|▊ | 4/47 [00:06<01:49, 2.55s/it] 57/299 3.12G 0.02271 0.003924 0 0.02663 29 640: 11%|█ | 5/47 [00:06<01:10, 1.67s/it] 57/299 3.12G 0.02229 0.004212 0 0.0265 33 640: 11%|█ | 5/47 [00:10<01:10, 1.67s/it] 57/299 3.12G 0.02229 0.004212 0 0.0265 33 640: 13%|█▎ | 6/47 [00:10<01:43, 2.52s/it] 57/299 3.12G 0.02226 0.004148 0 0.02641 27 640: 13%|█▎ | 6/47 [00:11<01:43, 2.52s/it] 57/299 3.12G 0.02226 0.004148 0 0.02641 27 640: 15%|█▍ | 7/47 [00:11<01:09, 1.73s/it] 57/299 3.12G 0.02229 0.004282 0 0.02657 26 640: 15%|█▍ | 7/47 [00:11<01:09, 1.73s/it] 57/299 3.12G 0.02229 0.004282 0 0.02657 26 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 57/299 3.12G 0.02219 0.004199 0 0.02639 27 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 57/299 3.12G 0.02219 0.004199 0 0.02639 27 640: 19%|█▉ | 9/47 [00:11<00:33, 1.15it/s] 57/299 3.12G 0.02252 0.004259 0 0.02678 38 640: 19%|█▉ | 9/47 [00:11<00:33, 1.15it/s] 57/299 3.12G 0.02252 0.004259 0 0.02678 38 640: 21%|██▏ | 10/47 [00:11<00:23, 1.56it/s] 57/299 3.12G 0.0223 0.004258 0 0.02656 35 640: 21%|██▏ | 10/47 [00:11<00:23, 1.56it/s] 57/299 3.12G 0.0223 0.004258 0 0.02656 35 640: 23%|██▎ | 11/47 [00:11<00:17, 2.09it/s] 57/299 3.12G 0.02209 0.004269 0 0.02635 28 640: 23%|██▎ | 11/47 [00:15<00:17, 2.09it/s] 57/299 3.12G 0.02209 0.004269 0 0.02635 28 640: 26%|██▌ | 12/47 [00:15<00:53, 1.54s/it] 57/299 3.12G 0.02204 0.004287 0 0.02632 29 640: 26%|██▌ | 12/47 [00:15<00:53, 1.54s/it] 57/299 3.12G 0.02204 0.004287 0 0.02632 29 640: 28%|██▊ | 13/47 [00:15<00:37, 1.11s/it] 57/299 3.12G 0.02191 0.004306 0 0.02622 28 640: 28%|██▊ | 13/47 [00:19<00:37, 1.11s/it] 57/299 3.12G 0.02191 0.004306 0 0.02622 28 640: 30%|██▉ | 14/47 [00:19<01:04, 1.95s/it] 57/299 3.12G 0.0221 0.004262 0 0.02636 28 640: 30%|██▉ | 14/47 [00:19<01:04, 1.95s/it] 57/299 3.12G 0.0221 0.004262 0 0.02636 28 640: 32%|███▏ | 15/47 [00:19<00:44, 1.40s/it] 57/299 3.12G 0.02206 0.004233 0 0.0263
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.58it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.971 0.693
0%| | 0/47 [00:00<?, ?it/s] 58/299 3.12G 0.0228 0.004005 0 0.02681 28 640: 0%| | 0/47 [00:00<?, ?it/s] 58/299 3.12G 0.0228 0.004005 0 0.02681 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 58/299 3.12G 0.02213 0.003633 0 0.02576 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 58/299 3.12G 0.02213 0.003633 0 0.02576 21 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 58/299 3.12G 0.02304 0.004038 0 0.02708 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 58/299 3.12G 0.02304 0.004038 0 0.02708 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 58/299 3.12G 0.02168 0.00393 0 0.02561 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 58/299 3.12G 0.02168 0.00393 0 0.02561 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.26it/s] 58/299 3.12G 0.02195 0.004155 0 0.02611 32 640: 9%|▊ | 4/47 [00:04<00:05, 8.26it/s] 58/299 3.12G 0.02195 0.004155 0 0.02611 32 640: 11%|█ | 5/47 [00:04<01:06, 1.58s/it] 58/299 3.12G 0.0216 0.004171 0 0.02577 33 640: 11%|█ | 5/47 [00:04<01:06, 1.58s/it] 58/299 3.12G 0.0216 0.004171 0 0.02577 33 640: 13%|█▎ | 6/47 [00:04<00:44, 1.09s/it] 58/299 3.12G 0.02134 0.004157 0 0.02549 31 640: 13%|█▎ | 6/47 [00:08<00:44, 1.09s/it] 58/299 3.12G 0.02134 0.004157 0 0.02549 31 640: 15%|█▍ | 7/47 [00:08<01:13, 1.83s/it] 58/299 3.12G 0.02137 0.004185 0 0.02556 22 640: 15%|█▍ | 7/47 [00:08<01:13, 1.83s/it] 58/299 3.12G 0.02137 0.004185 0 0.02556 22 640: 17%|█▋ | 8/47 [00:08<00:50, 1.29s/it] 58/299 3.12G 0.02163 0.004309 0 0.02594 39 640: 17%|█▋ | 8/47 [00:08<00:50, 1.29s/it] 58/299 3.12G 0.02163 0.004309 0 0.02594 39 640: 19%|█▉ | 9/47 [00:08<00:34, 1.09it/s] 58/299 3.12G 0.02166 0.004274 0 0.02594 28 640: 19%|█▉ | 9/47 [00:08<00:34, 1.09it/s] 58/299 3.12G 0.02166 0.004274 0 0.02594 28 640: 21%|██▏ | 10/47 [00:08<00:24, 1.49it/s] 58/299 3.12G 0.02205 0.004209 0 0.02626 20 640: 21%|██▏ | 10/47 [00:08<00:24, 1.49it/s] 58/299 3.12G 0.02205 0.004209 0 0.02626 20 640: 23%|██▎ | 11/47 [00:08<00:18, 1.97it/s] 58/299 3.12G 0.02233 0.004264 0 0.02659 31 640: 23%|██▎ | 11/47 [00:08<00:18, 1.97it/s] 58/299 3.12G 0.02233 0.004264 0 0.02659 31 640: 26%|██▌ | 12/47 [00:08<00:13, 2.58it/s] 58/299 3.12G 0.02234 0.004266 0 0.02661 32 640: 26%|██▌ | 12/47 [00:13<00:13, 2.58it/s] 58/299 3.12G 0.02234 0.004266 0 0.02661 32 640: 28%|██▊ | 13/47 [00:13<01:01, 1.82s/it] 58/299 3.12G 0.02222 0.004297 0 0.02652 30 640: 28%|██▊ | 13/47 [00:13<01:01, 1.82s/it] 58/299 3.12G 0.02222 0.004297 0 0.02652 30 640: 30%|██▉ | 14/47 [00:13<00:43, 1.31s/it] 58/299 3.12G 0.02219 0.004276 0 0.02646 28 640: 30%|██▉ | 14/47 [00:18<00:43, 1.31s/it] 58/299 3.12G 0.02219 0.004276 0 0.02646 28 640: 32%|███▏ | 15/47 [00:18<01:09, 2.17s/it] 58/299 3.12G 0.0224 0.004233 0 0.02663
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.921 0.963 0.961 0.733
0%| | 0/47 [00:00<?, ?it/s] 59/299 3.12G 0.01944 0.003192 0 0.02263 32 640: 0%| | 0/47 [00:00<?, ?it/s] 59/299 3.12G 0.01944 0.003192 0 0.02263 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.93it/s] 59/299 3.12G 0.01875 0.003951 0 0.0227 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.93it/s] 59/299 3.12G 0.01875 0.003951 0 0.0227 33 640: 4%|▍ | 2/47 [00:00<00:04, 9.05it/s] 59/299 3.12G 0.01892 0.004004 0 0.02293 31 640: 4%|▍ | 2/47 [00:00<00:04, 9.05it/s] 59/299 3.12G 0.01892 0.004004 0 0.02293 31 640: 6%|▋ | 3/47 [00:00<00:04, 9.06it/s] 59/299 3.12G 0.01855 0.00412 0 0.02267 29 640: 6%|▋ | 3/47 [00:00<00:04, 9.06it/s] 59/299 3.12G 0.01855 0.00412 0 0.02267 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.44it/s] 59/299 3.12G 0.01856 0.004311 0 0.02287 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.44it/s] 59/299 3.12G 0.01856 0.004311 0 0.02287 35 640: 11%|█ | 5/47 [00:00<00:04, 8.65it/s] 59/299 3.12G 0.01883 0.004119 0 0.02295 23 640: 11%|█ | 5/47 [00:07<00:04, 8.65it/s] 59/299 3.12G 0.01883 0.004119 0 0.02295 23 640: 13%|█▎ | 6/47 [00:07<01:43, 2.53s/it] 59/299 3.12G 0.01901 0.003988 0 0.023 22 640: 13%|█▎ | 6/47 [00:08<01:43, 2.53s/it] 59/299 3.12G 0.01901 0.003988 0 0.023 22 640: 15%|█▍ | 7/47 [00:08<01:14, 1.85s/it] 59/299 3.12G 0.01926 0.004041 0 0.0233 35 640: 15%|█▍ | 7/47 [00:08<01:14, 1.85s/it] 59/299 3.12G 0.01926 0.004041 0 0.0233 35 640: 17%|█▋ | 8/47 [00:08<00:51, 1.31s/it] 59/299 3.12G 0.01923 0.004063 0 0.02329 36 640: 17%|█▋ | 8/47 [00:08<00:51, 1.31s/it] 59/299 3.12G 0.01923 0.004063 0 0.02329 36 640: 19%|█▉ | 9/47 [00:08<00:35, 1.06it/s] 59/299 3.12G 0.01946 0.004031 0 0.02349 28 640: 19%|█▉ | 9/47 [00:08<00:35, 1.06it/s] 59/299 3.12G 0.01946 0.004031 0 0.02349 28 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 59/299 3.12G 0.0196 0.004007 0 0.02361 33 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 59/299 3.12G 0.0196 0.004007 0 0.02361 33 640: 23%|██▎ | 11/47 [00:08<00:18, 1.97it/s] 59/299 3.12G 0.01966 0.004086 0 0.02375 34 640: 23%|██▎ | 11/47 [00:08<00:18, 1.97it/s] 59/299 3.12G 0.01966 0.004086 0 0.02375 34 640: 26%|██▌ | 12/47 [00:08<00:13, 2.52it/s] 59/299 3.12G 0.0198 0.004132 0 0.02393 31 640: 26%|██▌ | 12/47 [00:09<00:13, 2.52it/s] 59/299 3.12G 0.0198 0.004132 0 0.02393 31 640: 28%|██▊ | 13/47 [00:09<00:10, 3.22it/s] 59/299 3.12G 0.01989 0.004158 0 0.02405 35 640: 28%|██▊ | 13/47 [00:16<00:10, 3.22it/s] 59/299 3.12G 0.01989 0.004158 0 0.02405 35 640: 30%|██▉ | 14/47 [00:16<01:19, 2.41s/it] 59/299 3.12G 0.02008 0.004209 0 0.02429 36 640: 30%|██▉ | 14/47 [00:16<01:19, 2.41s/it] 59/299 3.12G 0.02008 0.004209 0 0.02429 36 640: 32%|███▏ | 15/47 [00:16<00:58, 1.83s/it] 59/299 3.12G 0.0205 0.004184 0 0.02469
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.91s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.954 0.978 0.72
0%| | 0/47 [00:00<?, ?it/s] 60/299 3.12G 0.01897 0.003536 0 0.02251 29 640: 0%| | 0/47 [00:00<?, ?it/s] 60/299 3.12G 0.01897 0.003536 0 0.02251 29 640: 2%|▏ | 1/47 [00:00<00:07, 5.93it/s] 60/299 3.12G 0.02099 0.004048 0 0.02504 29 640: 2%|▏ | 1/47 [00:00<00:07, 5.93it/s] 60/299 3.12G 0.02099 0.004048 0 0.02504 29 640: 4%|▍ | 2/47 [00:00<00:06, 6.87it/s] 60/299 3.12G 0.02146 0.004065 0 0.02552 32 640: 4%|▍ | 2/47 [00:00<00:06, 6.87it/s] 60/299 3.12G 0.02146 0.004065 0 0.02552 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.65it/s] 60/299 3.12G 0.02261 0.004302 0 0.02691 31 640: 6%|▋ | 3/47 [00:00<00:05, 7.65it/s] 60/299 3.12G 0.02261 0.004302 0 0.02691 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.10it/s] 60/299 3.12G 0.02296 0.004566 0 0.02752 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.10it/s] 60/299 3.12G 0.02296 0.004566 0 0.02752 35 640: 11%|█ | 5/47 [00:00<00:05, 7.69it/s] 60/299 3.12G 0.02292 0.004492 0 0.02742 27 640: 11%|█ | 5/47 [00:00<00:05, 7.69it/s] 60/299 3.12G 0.02292 0.004492 0 0.02742 27 640: 13%|█▎ | 6/47 [00:00<00:05, 8.06it/s] 60/299 3.12G 0.02327 0.004338 0 0.02761 26 640: 13%|█▎ | 6/47 [00:06<00:05, 8.06it/s] 60/299 3.12G 0.02327 0.004338 0 0.02761 26 640: 15%|█▍ | 7/47 [00:06<01:12, 1.82s/it] 60/299 3.12G 0.02303 0.004353 0 0.02739 29 640: 15%|█▍ | 7/47 [00:06<01:12, 1.82s/it] 60/299 3.12G 0.02303 0.004353 0 0.02739 29 640: 17%|█▋ | 8/47 [00:06<00:49, 1.28s/it] 60/299 3.12G 0.02346 0.004275 0 0.02774 29 640: 17%|█▋ | 8/47 [00:06<00:49, 1.28s/it] 60/299 3.12G 0.02346 0.004275 0 0.02774 29 640: 19%|█▉ | 9/47 [00:06<00:35, 1.08it/s] 60/299 3.12G 0.02345 0.004317 0 0.02776 32 640: 19%|█▉ | 9/47 [00:06<00:35, 1.08it/s] 60/299 3.12G 0.02345 0.004317 0 0.02776 32 640: 21%|██▏ | 10/47 [00:06<00:25, 1.48it/s] 60/299 3.12G 0.02335 0.004324 0 0.02768 29 640: 21%|██▏ | 10/47 [00:06<00:25, 1.48it/s] 60/299 3.12G 0.02335 0.004324 0 0.02768 29 640: 23%|██▎ | 11/47 [00:06<00:18, 1.98it/s] 60/299 3.12G 0.02354 0.004501 0 0.02804 45 640: 23%|██▎ | 11/47 [00:08<00:18, 1.98it/s] 60/299 3.12G 0.02354 0.004501 0 0.02804 45 640: 26%|██▌ | 12/47 [00:08<00:34, 1.02it/s] 60/299 3.12G 0.02359 0.004451 0 0.02804 28 640: 26%|██▌ | 12/47 [00:08<00:34, 1.02it/s] 60/299 3.12G 0.02359 0.004451 0 0.02804 28 640: 28%|██▊ | 13/47 [00:08<00:24, 1.38it/s] 60/299 3.12G 0.02331 0.004414 0 0.02772 26 640: 28%|██▊ | 13/47 [00:08<00:24, 1.38it/s] 60/299 3.12G 0.02331 0.004414 0 0.02772 26 640: 30%|██▉ | 14/47 [00:08<00:17, 1.85it/s] 60/299 3.12G 0.02346 0.004335 0 0.02779 32 640: 30%|██▉ | 14/47 [00:14<00:17, 1.85it/s] 60/299 3.12G 0.02346 0.004335 0 0.02779 32 640: 32%|███▏ | 15/47 [00:14<01:06, 2.07s/it] 60/299 3.12G 0.02381 0.004297 0 0.0281
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.945 0.987 0.716
0%| | 0/47 [00:00<?, ?it/s] 61/299 3.12G 0.02039 0.004423 0 0.02481 35 640: 0%| | 0/47 [00:01<?, ?it/s] 61/299 3.12G 0.02039 0.004423 0 0.02481 35 640: 2%|▏ | 1/47 [00:01<01:31, 1.98s/it] 61/299 3.12G 0.01909 0.003774 0 0.02287 23 640: 2%|▏ | 1/47 [00:08<01:31, 1.98s/it] 61/299 3.12G 0.01909 0.003774 0 0.02287 23 640: 4%|▍ | 2/47 [00:08<03:26, 4.58s/it] 61/299 3.12G 0.01922 0.003668 0 0.02289 34 640: 4%|▍ | 2/47 [00:08<03:26, 4.58s/it] 61/299 3.12G 0.01922 0.003668 0 0.02289 34 640: 6%|▋ | 3/47 [00:08<01:51, 2.54s/it] 61/299 3.12G 0.01942 0.003645 0 0.02307 25 640: 6%|▋ | 3/47 [00:08<01:51, 2.54s/it] 61/299 3.12G 0.01942 0.003645 0 0.02307 25 640: 9%|▊ | 4/47 [00:08<01:08, 1.58s/it] 61/299 3.12G 0.01988 0.003659 0 0.02354 31 640: 9%|▊ | 4/47 [00:08<01:08, 1.58s/it] 61/299 3.12G 0.01988 0.003659 0 0.02354 31 640: 11%|█ | 5/47 [00:08<00:44, 1.05s/it] 61/299 3.12G 0.0197 0.003746 0 0.02344 27 640: 11%|█ | 5/47 [00:08<00:44, 1.05s/it] 61/299 3.12G 0.0197 0.003746 0 0.02344 27 640: 13%|█▎ | 6/47 [00:08<00:30, 1.35it/s] 61/299 3.12G 0.02062 0.003764 0 0.02439 22 640: 13%|█▎ | 6/47 [00:08<00:30, 1.35it/s] 61/299 3.12G 0.02062 0.003764 0 0.02439 22 640: 15%|█▍ | 7/47 [00:08<00:21, 1.87it/s] 61/299 3.12G 0.02135 0.003734 0 0.02508 24 640: 15%|█▍ | 7/47 [00:09<00:21, 1.87it/s] 61/299 3.12G 0.02135 0.003734 0 0.02508 24 640: 17%|█▋ | 8/47 [00:09<00:15, 2.49it/s] 61/299 3.12G 0.02198 0.003862 0 0.02585 29 640: 17%|█▋ | 8/47 [00:10<00:15, 2.49it/s] 61/299 3.12G 0.02198 0.003862 0 0.02585 29 640: 19%|█▉ | 9/47 [00:10<00:27, 1.39it/s] 61/299 3.12G 0.0225 0.003783 0 0.02628 25 640: 19%|█▉ | 9/47 [00:16<00:27, 1.39it/s] 61/299 3.12G 0.0225 0.003783 0 0.02628 25 640: 21%|██▏ | 10/47 [00:16<01:29, 2.43s/it] 61/299 3.12G 0.02336 0.003912 0 0.02728 31 640: 21%|██▏ | 10/47 [00:16<01:29, 2.43s/it] 61/299 3.12G 0.02336 0.003912 0 0.02728 31 640: 23%|██▎ | 11/47 [00:16<01:01, 1.72s/it] 61/299 3.12G 0.0234 0.003951 0 0.02735 26 640: 23%|██▎ | 11/47 [00:16<01:01, 1.72s/it] 61/299 3.12G 0.0234 0.003951 0 0.02735 26 640: 26%|██▌ | 12/47 [00:16<00:43, 1.23s/it] 61/299 3.12G 0.02367 0.004057 0 0.02773 38 640: 26%|██▌ | 12/47 [00:17<00:43, 1.23s/it] 61/299 3.12G 0.02367 0.004057 0 0.02773 38 640: 28%|██▊ | 13/47 [00:17<00:30, 1.12it/s] 61/299 3.12G 0.02367 0.004053 0 0.02772 26 640: 28%|██▊ | 13/47 [00:17<00:30, 1.12it/s] 61/299 3.12G 0.02367 0.004053 0 0.02772 26 640: 30%|██▉ | 14/47 [00:17<00:21, 1.50it/s] 61/299 3.12G 0.02327 0.003998 0 0.02727 26 640: 30%|██▉ | 14/47 [00:17<00:21, 1.50it/s] 61/299 3.12G 0.02327 0.003998 0 0.02727 26 640: 32%|███▏ | 15/47 [00:17<00:15, 2.01it/s] 61/299 3.12G 0.02318 0.0041 0 0.02728
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.987 0.723
0%| | 0/47 [00:00<?, ?it/s] 62/299 3.12G 0.01992 0.003085 0 0.02301 21 640: 0%| | 0/47 [00:01<?, ?it/s] 62/299 3.12G 0.01992 0.003085 0 0.02301 21 640: 2%|▏ | 1/47 [00:01<01:18, 1.71s/it] 62/299 3.12G 0.01987 0.003631 0 0.0235 34 640: 2%|▏ | 1/47 [00:01<01:18, 1.71s/it] 62/299 3.12G 0.01987 0.003631 0 0.0235 34 640: 4%|▍ | 2/47 [00:01<00:35, 1.28it/s] 62/299 3.12G 0.02037 0.003869 0 0.02424 26 640: 4%|▍ | 2/47 [00:10<00:35, 1.28it/s] 62/299 3.12G 0.02037 0.003869 0 0.02424 26 640: 6%|▋ | 3/47 [00:10<03:07, 4.26s/it] 62/299 3.12G 0.0204 0.003693 0 0.0241 25 640: 6%|▋ | 3/47 [00:10<03:07, 4.26s/it] 62/299 3.12G 0.0204 0.003693 0 0.0241 25 640: 9%|▊ | 4/47 [00:10<01:52, 2.62s/it] 62/299 3.12G 0.02012 0.003796 0 0.02391 33 640: 9%|▊ | 4/47 [00:10<01:52, 2.62s/it] 62/299 3.12G 0.02012 0.003796 0 0.02391 33 640: 11%|█ | 5/47 [00:10<01:12, 1.72s/it] 62/299 3.12G 0.02016 0.003882 0 0.02404 28 640: 11%|█ | 5/47 [00:10<01:12, 1.72s/it] 62/299 3.12G 0.02016 0.003882 0 0.02404 28 640: 13%|█▎ | 6/47 [00:10<00:48, 1.17s/it] 62/299 3.12G 0.02017 0.003986 0 0.02416 32 640: 13%|█▎ | 6/47 [00:10<00:48, 1.17s/it] 62/299 3.12G 0.02017 0.003986 0 0.02416 32 640: 15%|█▍ | 7/47 [00:10<00:33, 1.20it/s] 62/299 3.12G 0.01998 0.004037 0 0.02402 33 640: 15%|█▍ | 7/47 [00:10<00:33, 1.20it/s] 62/299 3.12G 0.01998 0.004037 0 0.02402 33 640: 17%|█▋ | 8/47 [00:10<00:23, 1.65it/s] 62/299 3.12G 0.01999 0.004197 0 0.02418 41 640: 17%|█▋ | 8/47 [00:12<00:23, 1.65it/s] 62/299 3.12G 0.01999 0.004197 0 0.02418 41 640: 19%|█▉ | 9/47 [00:12<00:35, 1.06it/s] 62/299 3.12G 0.02001 0.004153 0 0.02416 23 640: 19%|█▉ | 9/47 [00:14<00:35, 1.06it/s] 62/299 3.12G 0.02001 0.004153 0 0.02416 23 640: 21%|██▏ | 10/47 [00:14<00:43, 1.18s/it] 62/299 3.12G 0.01998 0.004174 0 0.02415 28 640: 21%|██▏ | 10/47 [00:18<00:43, 1.18s/it] 62/299 3.12G 0.01998 0.004174 0 0.02415 28 640: 23%|██▎ | 11/47 [00:18<01:20, 2.23s/it] 62/299 3.12G 0.01995 0.004266 0 0.02421 41 640: 23%|██▎ | 11/47 [00:18<01:20, 2.23s/it] 62/299 3.12G 0.01995 0.004266 0 0.02421 41 640: 26%|██▌ | 12/47 [00:18<00:55, 1.59s/it] 62/299 3.12G 0.02029 0.004347 0 0.02463 33 640: 26%|██▌ | 12/47 [00:19<00:55, 1.59s/it] 62/299 3.12G 0.02029 0.004347 0 0.02463 33 640: 28%|██▊ | 13/47 [00:19<00:38, 1.14s/it] 62/299 3.12G 0.02051 0.004379 0 0.02489 35 640: 28%|██▊ | 13/47 [00:19<00:38, 1.14s/it] 62/299 3.12G 0.02051 0.004379 0 0.02489 35 640: 30%|██▉ | 14/47 [00:19<00:27, 1.21it/s] 62/299 3.12G 0.02049 0.004366 0 0.02485 38 640: 30%|██▉ | 14/47 [00:19<00:27, 1.21it/s] 62/299 3.12G 0.02049 0.004366 0 0.02485 38 640: 32%|███▏ | 15/47 [00:19<00:19, 1.61it/s] 62/299 3.12G 0.02064 0.004276 0 0.02492
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.927 0.985 0.745
0%| | 0/47 [00:00<?, ?it/s] 63/299 3.12G 0.02432 0.005421 0 0.02974 40 640: 0%| | 0/47 [00:00<?, ?it/s] 63/299 3.12G 0.02432 0.005421 0 0.02974 40 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 63/299 3.12G 0.02298 0.004811 0 0.02779 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 63/299 3.12G 0.02298 0.004811 0 0.02779 32 640: 4%|▍ | 2/47 [00:00<00:10, 4.23it/s] 63/299 3.12G 0.02258 0.004614 0 0.02719 28 640: 4%|▍ | 2/47 [00:03<00:10, 4.23it/s] 63/299 3.12G 0.02258 0.004614 0 0.02719 28 640: 6%|▋ | 3/47 [00:03<00:57, 1.31s/it] 63/299 3.12G 0.02315 0.004298 0 0.02745 25 640: 6%|▋ | 3/47 [00:10<00:57, 1.31s/it] 63/299 3.12G 0.02315 0.004298 0 0.02745 25 640: 9%|▊ | 4/47 [00:10<02:35, 3.61s/it] 63/299 3.12G 0.023 0.004344 0 0.02734 32 640: 9%|▊ | 4/47 [00:10<02:35, 3.61s/it] 63/299 3.12G 0.023 0.004344 0 0.02734 32 640: 11%|█ | 5/47 [00:10<01:38, 2.35s/it] 63/299 3.12G 0.02259 0.004428 0 0.02702 34 640: 11%|█ | 5/47 [00:10<01:38, 2.35s/it] 63/299 3.12G 0.02259 0.004428 0 0.02702 34 640: 13%|█▎ | 6/47 [00:10<01:05, 1.59s/it] 63/299 3.12G 0.02256 0.004334 0 0.02689 26 640: 13%|█▎ | 6/47 [00:10<01:05, 1.59s/it] 63/299 3.12G 0.02256 0.004334 0 0.02689 26 640: 15%|█▍ | 7/47 [00:10<00:44, 1.10s/it] 63/299 3.12G 0.02224 0.004235 0 0.02647 34 640: 15%|█▍ | 7/47 [00:10<00:44, 1.10s/it] 63/299 3.12G 0.02224 0.004235 0 0.02647 34 640: 17%|█▋ | 8/47 [00:10<00:30, 1.26it/s] 63/299 3.12G 0.02235 0.004192 0 0.02654 32 640: 17%|█▋ | 8/47 [00:10<00:30, 1.26it/s] 63/299 3.12G 0.02235 0.004192 0 0.02654 32 640: 19%|█▉ | 9/47 [00:10<00:22, 1.73it/s] 63/299 3.12G 0.02236 0.004142 0 0.0265 33 640: 19%|█▉ | 9/47 [00:10<00:22, 1.73it/s] 63/299 3.12G 0.02236 0.004142 0 0.0265 33 640: 21%|██▏ | 10/47 [00:10<00:16, 2.31it/s] 63/299 3.12G 0.02242 0.004202 0 0.02663 30 640: 21%|██▏ | 10/47 [00:12<00:16, 2.31it/s] 63/299 3.12G 0.02242 0.004202 0 0.02663 30 640: 23%|██▎ | 11/47 [00:12<00:28, 1.27it/s] 63/299 3.12G 0.02251 0.004249 0 0.02676 36 640: 23%|██▎ | 11/47 [00:18<00:28, 1.27it/s] 63/299 3.12G 0.02251 0.004249 0 0.02676 36 640: 26%|██▌ | 12/47 [00:18<01:26, 2.47s/it] 63/299 3.12G 0.02228 0.0042 0 0.02648 25 640: 26%|██▌ | 12/47 [00:18<01:26, 2.47s/it] 63/299 3.12G 0.02228 0.0042 0 0.02648 25 640: 28%|██▊ | 13/47 [00:18<00:59, 1.76s/it] 63/299 3.12G 0.02223 0.004262 0 0.0265 37 640: 28%|██▊ | 13/47 [00:18<00:59, 1.76s/it] 63/299 3.12G 0.02223 0.004262 0 0.0265 37 640: 30%|██▉ | 14/47 [00:18<00:41, 1.26s/it] 63/299 3.12G 0.02208 0.004228 0 0.02631 25 640: 30%|██▉ | 14/47 [00:19<00:41, 1.26s/it] 63/299 3.12G 0.02208 0.004228 0 0.02631 25 640: 32%|███▏ | 15/47 [00:19<00:29, 1.09it/s] 63/299 3.12G 0.02206 0.00424 0 0.0263
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.953 0.945 0.975 0.721
0%| | 0/47 [00:00<?, ?it/s] 64/299 3.12G 0.02817 0.004633 0 0.0328 31 640: 0%| | 0/47 [00:00<?, ?it/s] 64/299 3.12G 0.02817 0.004633 0 0.0328 31 640: 2%|▏ | 1/47 [00:00<00:06, 7.39it/s] 64/299 3.12G 0.02735 0.004125 0 0.03147 28 640: 2%|▏ | 1/47 [00:00<00:06, 7.39it/s] 64/299 3.12G 0.02735 0.004125 0 0.03147 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.25it/s] 64/299 3.12G 0.02677 0.003758 0 0.03052 19 640: 4%|▍ | 2/47 [00:00<00:05, 8.25it/s] 64/299 3.12G 0.02677 0.003758 0 0.03052 19 640: 6%|▋ | 3/47 [00:00<00:05, 8.61it/s] 64/299 3.12G 0.02673 0.00372 0 0.03045 28 640: 6%|▋ | 3/47 [00:01<00:05, 8.61it/s] 64/299 3.12G 0.02673 0.00372 0 0.03045 28 640: 9%|▊ | 4/47 [00:01<00:15, 2.82it/s] 64/299 3.12G 0.02602 0.003874 0 0.02989 29 640: 9%|▊ | 4/47 [00:07<00:15, 2.82it/s] 64/299 3.12G 0.02602 0.003874 0 0.02989 29 640: 11%|█ | 5/47 [00:07<01:47, 2.56s/it] 64/299 3.12G 0.02638 0.003993 0 0.03038 32 640: 11%|█ | 5/47 [00:07<01:47, 2.56s/it] 64/299 3.12G 0.02638 0.003993 0 0.03038 32 640: 13%|█▎ | 6/47 [00:07<01:10, 1.73s/it] 64/299 3.12G 0.02599 0.004125 0 0.03012 39 640: 13%|█▎ | 6/47 [00:07<01:10, 1.73s/it] 64/299 3.12G 0.02599 0.004125 0 0.03012 39 640: 15%|█▍ | 7/47 [00:07<00:47, 1.20s/it] 64/299 3.12G 0.02633 0.004147 0 0.03048 26 640: 15%|█▍ | 7/47 [00:07<00:47, 1.20s/it] 64/299 3.12G 0.02633 0.004147 0 0.03048 26 640: 17%|█▋ | 8/47 [00:07<00:33, 1.17it/s] 64/299 3.12G 0.02587 0.004205 0 0.03008 31 640: 17%|█▋ | 8/47 [00:08<00:33, 1.17it/s] 64/299 3.12G 0.02587 0.004205 0 0.03008 31 640: 19%|█▉ | 9/47 [00:08<00:23, 1.58it/s] 64/299 3.12G 0.02502 0.004188 0 0.02921 36 640: 19%|█▉ | 9/47 [00:08<00:23, 1.58it/s] 64/299 3.12G 0.02502 0.004188 0 0.02921 36 640: 21%|██▏ | 10/47 [00:08<00:17, 2.12it/s] 64/299 3.12G 0.02507 0.004283 0 0.02935 31 640: 21%|██▏ | 10/47 [00:08<00:17, 2.12it/s] 64/299 3.12G 0.02507 0.004283 0 0.02935 31 640: 23%|██▎ | 11/47 [00:08<00:13, 2.77it/s] 64/299 3.12G 0.02495 0.004352 0 0.0293 33 640: 23%|██▎ | 11/47 [00:09<00:13, 2.77it/s] 64/299 3.12G 0.02495 0.004352 0 0.0293 33 640: 26%|██▌ | 12/47 [00:09<00:24, 1.42it/s] 64/299 3.12G 0.02466 0.004277 0 0.02893 28 640: 26%|██▌ | 12/47 [00:16<00:24, 1.42it/s] 64/299 3.12G 0.02466 0.004277 0 0.02893 28 640: 28%|██▊ | 13/47 [00:16<01:23, 2.45s/it] 64/299 3.12G 0.0243 0.004251 0 0.02855 35 640: 28%|██▊ | 13/47 [00:16<01:23, 2.45s/it] 64/299 3.12G 0.0243 0.004251 0 0.02855 35 640: 30%|██▉ | 14/47 [00:16<00:57, 1.74s/it] 64/299 3.12G 0.02406 0.004226 0 0.02829 27 640: 30%|██▉ | 14/47 [00:16<00:57, 1.74s/it] 64/299 3.12G 0.02406 0.004226 0 0.02829 27 640: 32%|███▏ | 15/47 [00:16<00:40, 1.25s/it] 64/299 3.12G 0.02381 0.004188 0 0.028
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.983 0.727
0%| | 0/47 [00:00<?, ?it/s] 65/299 3.12G 0.0203 0.004728 0 0.02503 39 640: 0%| | 0/47 [00:00<?, ?it/s] 65/299 3.12G 0.0203 0.004728 0 0.02503 39 640: 2%|▏ | 1/47 [00:00<00:05, 8.88it/s] 65/299 3.12G 0.02259 0.004174 0 0.02676 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.88it/s] 65/299 3.12G 0.02259 0.004174 0 0.02676 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.05it/s] 65/299 3.12G 0.02208 0.0044 0 0.02648 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.05it/s] 65/299 3.12G 0.02208 0.0044 0 0.02648 35 640: 6%|▋ | 3/47 [00:00<00:05, 8.49it/s] 65/299 3.12G 0.02114 0.004134 0 0.02527 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.49it/s] 65/299 3.12G 0.02114 0.004134 0 0.02527 27 640: 9%|▊ | 4/47 [00:00<00:04, 8.71it/s] 65/299 3.12G 0.02032 0.003917 0 0.02423 21 640: 9%|▊ | 4/47 [00:01<00:04, 8.71it/s] 65/299 3.12G 0.02032 0.003917 0 0.02423 21 640: 11%|█ | 5/47 [00:01<00:24, 1.71it/s] 65/299 3.12G 0.01998 0.004005 0 0.02399 31 640: 11%|█ | 5/47 [00:07<00:24, 1.71it/s] 65/299 3.12G 0.01998 0.004005 0 0.02399 31 640: 13%|█▎ | 6/47 [00:07<01:39, 2.42s/it] 65/299 3.12G 0.02018 0.004067 0 0.02425 37 640: 13%|█▎ | 6/47 [00:10<01:39, 2.42s/it] 65/299 3.12G 0.02018 0.004067 0 0.02425 37 640: 15%|█▍ | 7/47 [00:10<01:36, 2.42s/it] 65/299 3.12G 0.0203 0.003978 0 0.02428 28 640: 15%|█▍ | 7/47 [00:10<01:36, 2.42s/it] 65/299 3.12G 0.0203 0.003978 0 0.02428 28 640: 17%|█▋ | 8/47 [00:10<01:05, 1.69s/it] 65/299 3.12G 0.02047 0.003957 0 0.02443 23 640: 17%|█▋ | 8/47 [00:10<01:05, 1.69s/it] 65/299 3.12G 0.02047 0.003957 0 0.02443 23 640: 19%|█▉ | 9/47 [00:10<00:45, 1.20s/it] 65/299 3.12G 0.02063 0.00393 0 0.02456 28 640: 19%|█▉ | 9/47 [00:10<00:45, 1.20s/it] 65/299 3.12G 0.02063 0.00393 0 0.02456 28 640: 21%|██▏ | 10/47 [00:10<00:32, 1.15it/s] 65/299 3.12G 0.02087 0.003854 0 0.02472 27 640: 21%|██▏ | 10/47 [00:10<00:32, 1.15it/s] 65/299 3.12G 0.02087 0.003854 0 0.02472 27 640: 23%|██▎ | 11/47 [00:10<00:22, 1.57it/s] 65/299 3.12G 0.02071 0.003956 0 0.02467 36 640: 23%|██▎ | 11/47 [00:10<00:22, 1.57it/s] 65/299 3.12G 0.02071 0.003956 0 0.02467 36 640: 26%|██▌ | 12/47 [00:10<00:16, 2.09it/s] 65/299 3.12G 0.0206 0.00389 0 0.02449 23 640: 26%|██▌ | 12/47 [00:11<00:16, 2.09it/s] 65/299 3.12G 0.0206 0.00389 0 0.02449 23 640: 28%|██▊ | 13/47 [00:11<00:12, 2.72it/s] 65/299 3.12G 0.02068 0.004014 0 0.02469 41 640: 28%|██▊ | 13/47 [00:16<00:12, 2.72it/s] 65/299 3.12G 0.02068 0.004014 0 0.02469 41 640: 30%|██▉ | 14/47 [00:16<01:03, 1.92s/it] 65/299 3.12G 0.02069 0.00399 0 0.02468 28 640: 30%|██▉ | 14/47 [00:18<01:03, 1.92s/it] 65/299 3.12G 0.02069 0.00399 0 0.02468 28 640: 32%|███▏ | 15/47 [00:18<01:03, 1.99s/it] 65/299 3.12G 0.02074 0.003931 0 0.02467
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.98 0.945 0.972 0.742
0%| | 0/47 [00:00<?, ?it/s] 66/299 3.12G 0.02132 0.0033 0 0.02462 25 640: 0%| | 0/47 [00:00<?, ?it/s] 66/299 3.12G 0.02132 0.0033 0 0.02462 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 66/299 3.12G 0.02167 0.003796 0 0.02547 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 66/299 3.12G 0.02167 0.003796 0 0.02547 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 66/299 3.12G 0.02194 0.004404 0 0.02634 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 66/299 3.12G 0.02194 0.004404 0 0.02634 34 640: 6%|▋ | 3/47 [00:00<00:05, 7.84it/s] 66/299 3.12G 0.02086 0.004324 0 0.02519 30 640: 6%|▋ | 3/47 [00:00<00:05, 7.84it/s] 66/299 3.12G 0.02086 0.004324 0 0.02519 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.21it/s] 66/299 3.12G 0.02081 0.003986 0 0.0248 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.21it/s] 66/299 3.12G 0.02081 0.003986 0 0.0248 23 640: 11%|█ | 5/47 [00:00<00:05, 8.39it/s] 66/299 3.12G 0.02058 0.00407 0 0.02465 30 640: 11%|█ | 5/47 [00:02<00:05, 8.39it/s] 66/299 3.12G 0.02058 0.00407 0 0.02465 30 640: 13%|█▎ | 6/47 [00:02<00:31, 1.29it/s] 66/299 3.12G 0.02033 0.004225 0 0.02455 29 640: 13%|█▎ | 6/47 [00:08<00:31, 1.29it/s] 66/299 3.12G 0.02033 0.004225 0 0.02455 29 640: 15%|█▍ | 7/47 [00:08<01:33, 2.34s/it] 66/299 3.12G 0.02084 0.004181 0 0.02502 27 640: 15%|█▍ | 7/47 [00:08<01:33, 2.34s/it] 66/299 3.12G 0.02084 0.004181 0 0.02502 27 640: 17%|█▋ | 8/47 [00:08<01:03, 1.63s/it] 66/299 3.12G 0.02095 0.004049 0 0.025 26 640: 17%|█▋ | 8/47 [00:08<01:03, 1.63s/it] 66/299 3.12G 0.02095 0.004049 0 0.025 26 640: 19%|█▉ | 9/47 [00:08<00:44, 1.16s/it] 66/299 3.12G 0.02108 0.004017 0 0.0251 29 640: 19%|█▉ | 9/47 [00:08<00:44, 1.16s/it] 66/299 3.12G 0.02108 0.004017 0 0.0251 29 640: 21%|██▏ | 10/47 [00:08<00:30, 1.20it/s] 66/299 3.12G 0.02167 0.003954 0 0.02563 20 640: 21%|██▏ | 10/47 [00:08<00:30, 1.20it/s] 66/299 3.12G 0.02167 0.003954 0 0.02563 20 640: 23%|██▎ | 11/47 [00:08<00:22, 1.61it/s] 66/299 3.12G 0.02152 0.004002 0 0.02552 27 640: 23%|██▎ | 11/47 [00:08<00:22, 1.61it/s] 66/299 3.12G 0.02152 0.004002 0 0.02552 27 640: 26%|██▌ | 12/47 [00:08<00:16, 2.14it/s] 66/299 3.12G 0.02148 0.004046 0 0.02552 33 640: 26%|██▌ | 12/47 [00:08<00:16, 2.14it/s] 66/299 3.12G 0.02148 0.004046 0 0.02552 33 640: 28%|██▊ | 13/47 [00:08<00:12, 2.78it/s] 66/299 3.12G 0.02138 0.004092 0 0.02547 37 640: 28%|██▊ | 13/47 [00:11<00:12, 2.78it/s] 66/299 3.12G 0.02138 0.004092 0 0.02547 37 640: 30%|██▉ | 14/47 [00:11<00:33, 1.01s/it] 66/299 3.12G 0.0213 0.004142 0 0.02544 32 640: 30%|██▉ | 14/47 [00:16<00:33, 1.01s/it] 66/299 3.12G 0.0213 0.004142 0 0.02544 32 640: 32%|███▏ | 15/47 [00:16<01:11, 2.24s/it] 66/299 3.12G 0.0213 0.004065 0 0.02537
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.908 0.976 0.703
0%| | 0/47 [00:00<?, ?it/s] 67/299 3.12G 0.01982 0.003406 0 0.02322 24 640: 0%| | 0/47 [00:00<?, ?it/s] 67/299 3.12G 0.01982 0.003406 0 0.02322 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 67/299 3.12G 0.01919 0.003185 0 0.02238 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 67/299 3.12G 0.01919 0.003185 0 0.02238 29 640: 4%|▍ | 2/47 [00:00<00:07, 5.70it/s] 67/299 3.12G 0.02012 0.003076 0 0.0232 30 640: 4%|▍ | 2/47 [00:05<00:07, 5.70it/s] 67/299 3.12G 0.02012 0.003076 0 0.0232 30 640: 6%|▋ | 3/47 [00:05<01:40, 2.28s/it] 67/299 3.12G 0.02046 0.003333 0 0.0238 30 640: 6%|▋ | 3/47 [00:05<01:40, 2.28s/it] 67/299 3.12G 0.02046 0.003333 0 0.0238 30 640: 9%|▊ | 4/47 [00:05<01:01, 1.44s/it] 67/299 3.12G 0.02067 0.003456 0 0.02413 30 640: 9%|▊ | 4/47 [00:05<01:01, 1.44s/it] 67/299 3.12G 0.02067 0.003456 0 0.02413 30 640: 11%|█ | 5/47 [00:05<00:40, 1.04it/s] 67/299 3.12G 0.02065 0.003329 0 0.02398 28 640: 11%|█ | 5/47 [00:05<00:40, 1.04it/s] 67/299 3.12G 0.02065 0.003329 0 0.02398 28 640: 13%|█▎ | 6/47 [00:05<00:27, 1.48it/s] 67/299 3.12G 0.02071 0.003341 0 0.02405 33 640: 13%|█▎ | 6/47 [00:08<00:27, 1.48it/s] 67/299 3.12G 0.02071 0.003341 0 0.02405 33 640: 15%|█▍ | 7/47 [00:08<00:54, 1.35s/it] 67/299 3.12G 0.02061 0.003325 0 0.02394 32 640: 15%|█▍ | 7/47 [00:08<00:54, 1.35s/it] 67/299 3.12G 0.02061 0.003325 0 0.02394 32 640: 17%|█▋ | 8/47 [00:08<00:37, 1.03it/s] 67/299 3.12G 0.0208 0.003329 0 0.02413 24 640: 17%|█▋ | 8/47 [00:08<00:37, 1.03it/s] 67/299 3.12G 0.0208 0.003329 0 0.02413 24 640: 19%|█▉ | 9/47 [00:08<00:26, 1.43it/s] 67/299 3.12G 0.02123 0.003315 0 0.02455 27 640: 19%|█▉ | 9/47 [00:08<00:26, 1.43it/s] 67/299 3.12G 0.02123 0.003315 0 0.02455 27 640: 21%|██▏ | 10/47 [00:08<00:22, 1.65it/s] 67/299 3.12G 0.02155 0.003395 0 0.02495 27 640: 21%|██▏ | 10/47 [00:14<00:22, 1.65it/s] 67/299 3.12G 0.02155 0.003395 0 0.02495 27 640: 23%|██▎ | 11/47 [00:14<01:19, 2.20s/it] 67/299 3.12G 0.02182 0.003496 0 0.02531 38 640: 23%|██▎ | 11/47 [00:14<01:19, 2.20s/it] 67/299 3.12G 0.02182 0.003496 0 0.02531 38 640: 26%|██▌ | 12/47 [00:14<00:55, 1.58s/it] 67/299 3.12G 0.0223 0.003576 0 0.02587 28 640: 26%|██▌ | 12/47 [00:14<00:55, 1.58s/it] 67/299 3.12G 0.0223 0.003576 0 0.02587 28 640: 28%|██▊ | 13/47 [00:14<00:38, 1.13s/it] 67/299 3.12G 0.02231 0.00357 0 0.02588 28 640: 28%|██▊ | 13/47 [00:15<00:38, 1.13s/it] 67/299 3.12G 0.02231 0.00357 0 0.02588 28 640: 30%|██▉ | 14/47 [00:15<00:27, 1.21it/s] 67/299 3.12G 0.02233 0.003592 0 0.02592 33 640: 30%|██▉ | 14/47 [00:16<00:27, 1.21it/s] 67/299 3.12G 0.02233 0.003592 0 0.02592 33 640: 32%|███▏ | 15/47 [00:16<00:35, 1.11s/it] 67/299 3.12G 0.0223 0.003664 0 0.02596
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.979 0.927 0.971 0.74
0%| | 0/47 [00:00<?, ?it/s] 68/299 3.12G 0.01959 0.003831 0 0.02342 33 640: 0%| | 0/47 [00:00<?, ?it/s] 68/299 3.12G 0.01959 0.003831 0 0.02342 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 68/299 3.12G 0.0188 0.003201 0 0.022 23 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 68/299 3.12G 0.0188 0.003201 0 0.022 23 640: 4%|▍ | 2/47 [00:00<00:09, 4.77it/s] 68/299 3.12G 0.01911 0.003438 0 0.02255 29 640: 4%|▍ | 2/47 [00:01<00:09, 4.77it/s] 68/299 3.12G 0.01911 0.003438 0 0.02255 29 640: 6%|▋ | 3/47 [00:01<00:21, 2.02it/s] 68/299 3.12G 0.01957 0.00355 0 0.02312 27 640: 6%|▋ | 3/47 [00:07<00:21, 2.02it/s] 68/299 3.12G 0.01957 0.00355 0 0.02312 27 640: 9%|▊ | 4/47 [00:07<01:57, 2.72s/it] 68/299 3.12G 0.01944 0.003816 0 0.02325 36 640: 9%|▊ | 4/47 [00:09<01:57, 2.72s/it] 68/299 3.12G 0.01944 0.003816 0 0.02325 36 640: 11%|█ | 5/47 [00:09<01:45, 2.51s/it] 68/299 3.12G 0.01946 0.004039 0 0.0235 36 640: 11%|█ | 5/47 [00:09<01:45, 2.51s/it] 68/299 3.12G 0.01946 0.004039 0 0.0235 36 640: 13%|█▎ | 6/47 [00:09<01:09, 1.69s/it] 68/299 3.12G 0.01952 0.004203 0 0.02372 43 640: 13%|█▎ | 6/47 [00:09<01:09, 1.69s/it] 68/299 3.12G 0.01952 0.004203 0 0.02372 43 640: 15%|█▍ | 7/47 [00:09<00:47, 1.18s/it] 68/299 3.12G 0.01993 0.004171 0 0.0241 37 640: 15%|█▍ | 7/47 [00:09<00:47, 1.18s/it] 68/299 3.12G 0.01993 0.004171 0 0.0241 37 640: 17%|█▋ | 8/47 [00:09<00:32, 1.19it/s] 68/299 3.12G 0.02008 0.004041 0 0.02412 22 640: 17%|█▋ | 8/47 [00:09<00:32, 1.19it/s] 68/299 3.12G 0.02008 0.004041 0 0.02412 22 640: 19%|█▉ | 9/47 [00:09<00:23, 1.61it/s] 68/299 3.12G 0.02016 0.004034 0 0.02419 36 640: 19%|█▉ | 9/47 [00:10<00:23, 1.61it/s] 68/299 3.12G 0.02016 0.004034 0 0.02419 36 640: 21%|██▏ | 10/47 [00:10<00:17, 2.15it/s] 68/299 3.12G 0.02055 0.004023 0 0.02457 28 640: 21%|██▏ | 10/47 [00:10<00:17, 2.15it/s] 68/299 3.12G 0.02055 0.004023 0 0.02457 28 640: 23%|██▎ | 11/47 [00:10<00:12, 2.80it/s] 68/299 3.12G 0.02047 0.004074 0 0.02455 34 640: 23%|██▎ | 11/47 [00:16<00:12, 2.80it/s] 68/299 3.12G 0.02047 0.004074 0 0.02455 34 640: 26%|██▌ | 12/47 [00:16<01:10, 2.02s/it] 68/299 3.12G 0.02062 0.004045 0 0.02466 28 640: 26%|██▌ | 12/47 [00:18<01:10, 2.02s/it] 68/299 3.12G 0.02062 0.004045 0 0.02466 28 640: 28%|██▊ | 13/47 [00:18<01:08, 2.03s/it] 68/299 3.12G 0.02051 0.004053 0 0.02456 34 640: 28%|██▊ | 13/47 [00:18<01:08, 2.03s/it] 68/299 3.12G 0.02051 0.004053 0 0.02456 34 640: 30%|██▉ | 14/47 [00:18<00:47, 1.45s/it] 68/299 3.12G 0.02038 0.004035 0 0.02441 37 640: 30%|██▉ | 14/47 [00:18<00:47, 1.45s/it] 68/299 3.12G 0.02038 0.004035 0 0.02441 37 640: 32%|███▏ | 15/47 [00:18<00:33, 1.05s/it] 68/299 3.12G 0.02037 0.004032 0 0.0244
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.927 0.971 0.722
0%| | 0/47 [00:00<?, ?it/s] 69/299 3.12G 0.02363 0.002785 0 0.02642 22 640: 0%| | 0/47 [00:00<?, ?it/s] 69/299 3.12G 0.02363 0.002785 0 0.02642 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 69/299 3.12G 0.02194 0.003174 0 0.02512 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 69/299 3.12G 0.02194 0.003174 0 0.02512 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.55it/s] 69/299 3.12G 0.02034 0.003394 0 0.02374 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.55it/s] 69/299 3.12G 0.02034 0.003394 0 0.02374 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 69/299 3.12G 0.02056 0.003534 0 0.02409 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 69/299 3.12G 0.02056 0.003534 0 0.02409 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.35it/s] 69/299 3.12G 0.02044 0.00353 0 0.02398 29 640: 9%|▊ | 4/47 [00:09<00:05, 8.35it/s] 69/299 3.12G 0.02044 0.00353 0 0.02398 29 640: 11%|█ | 5/47 [00:09<02:13, 3.17s/it] 69/299 3.12G 0.02046 0.003647 0 0.02411 34 640: 11%|█ | 5/47 [00:09<02:13, 3.17s/it] 69/299 3.12G 0.02046 0.003647 0 0.02411 34 640: 13%|█▎ | 6/47 [00:09<01:28, 2.15s/it] 69/299 3.12G 0.02068 0.003574 0 0.02426 29 640: 13%|█▎ | 6/47 [00:09<01:28, 2.15s/it] 69/299 3.12G 0.02068 0.003574 0 0.02426 29 640: 15%|█▍ | 7/47 [00:09<00:59, 1.48s/it] 69/299 3.12G 0.02043 0.003545 0 0.02398 28 640: 15%|█▍ | 7/47 [00:09<00:59, 1.48s/it] 69/299 3.12G 0.02043 0.003545 0 0.02398 28 640: 17%|█▋ | 8/47 [00:09<00:40, 1.05s/it] 69/299 3.12G 0.02067 0.0036 0 0.02426 33 640: 17%|█▋ | 8/47 [00:09<00:40, 1.05s/it] 69/299 3.12G 0.02067 0.0036 0 0.02426 33 640: 19%|█▉ | 9/47 [00:09<00:28, 1.33it/s] 69/299 3.12G 0.02052 0.003638 0 0.02415 30 640: 19%|█▉ | 9/47 [00:09<00:28, 1.33it/s] 69/299 3.12G 0.02052 0.003638 0 0.02415 30 640: 21%|██▏ | 10/47 [00:09<00:20, 1.77it/s] 69/299 3.12G 0.02061 0.003666 0 0.02428 20 640: 21%|██▏ | 10/47 [00:09<00:20, 1.77it/s] 69/299 3.12G 0.02061 0.003666 0 0.02428 20 640: 23%|██▎ | 11/47 [00:09<00:15, 2.35it/s] 69/299 3.12G 0.0207 0.003768 0 0.02446 32 640: 23%|██▎ | 11/47 [00:09<00:15, 2.35it/s] 69/299 3.12G 0.0207 0.003768 0 0.02446 32 640: 26%|██▌ | 12/47 [00:09<00:11, 3.02it/s] 69/299 3.12G 0.0207 0.003805 0 0.0245 36 640: 26%|██▌ | 12/47 [00:17<00:11, 3.02it/s] 69/299 3.12G 0.0207 0.003805 0 0.0245 36 640: 28%|██▊ | 13/47 [00:17<01:27, 2.56s/it] 69/299 3.12G 0.02074 0.003815 0 0.02455 31 640: 28%|██▊ | 13/47 [00:17<01:27, 2.56s/it] 69/299 3.12G 0.02074 0.003815 0 0.02455 31 640: 30%|██▉ | 14/47 [00:17<01:00, 1.84s/it] 69/299 3.12G 0.02064 0.003774 0 0.02441 28 640: 30%|██▉ | 14/47 [00:17<01:00, 1.84s/it] 69/299 3.12G 0.02064 0.003774 0 0.02441 28 640: 32%|███▏ | 15/47 [00:17<00:42, 1.32s/it] 69/299 3.12G 0.02075 0.003774 0 0.02452
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.945 0.987 0.753
0%| | 0/47 [00:00<?, ?it/s] 70/299 3.12G 0.02082 0.003347 0 0.02416 28 640: 0%| | 0/47 [00:00<?, ?it/s] 70/299 3.12G 0.02082 0.003347 0 0.02416 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 70/299 3.12G 0.02095 0.003217 0 0.02417 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 70/299 3.12G 0.02095 0.003217 0 0.02417 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 70/299 3.12G 0.02122 0.00332 0 0.02455 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 70/299 3.12G 0.02122 0.00332 0 0.02455 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 70/299 3.12G 0.02094 0.00342 0 0.02436 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 70/299 3.12G 0.02094 0.00342 0 0.02436 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 70/299 3.12G 0.02052 0.003649 0 0.02417 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 70/299 3.12G 0.02052 0.003649 0 0.02417 35 640: 11%|█ | 5/47 [00:00<00:04, 8.43it/s] 70/299 3.12G 0.02001 0.003583 0 0.02359 24 640: 11%|█ | 5/47 [00:10<00:04, 8.43it/s] 70/299 3.12G 0.02001 0.003583 0 0.02359 24 640: 13%|█▎ | 6/47 [00:10<02:17, 3.36s/it] 70/299 3.12G 0.0197 0.003497 0 0.0232 22 640: 13%|█▎ | 6/47 [00:10<02:17, 3.36s/it] 70/299 3.12G 0.0197 0.003497 0 0.0232 22 640: 15%|█▍ | 7/47 [00:10<01:32, 2.31s/it] 70/299 3.12G 0.01962 0.003403 0 0.02303 24 640: 15%|█▍ | 7/47 [00:10<01:32, 2.31s/it] 70/299 3.12G 0.01962 0.003403 0 0.02303 24 640: 17%|█▋ | 8/47 [00:10<01:02, 1.61s/it] 70/299 3.12G 0.01944 0.003457 0 0.02289 26 640: 17%|█▋ | 8/47 [00:10<01:02, 1.61s/it] 70/299 3.12G 0.01944 0.003457 0 0.02289 26 640: 19%|█▉ | 9/47 [00:10<00:43, 1.14s/it] 70/299 3.12G 0.01946 0.003565 0 0.02302 29 640: 19%|█▉ | 9/47 [00:10<00:43, 1.14s/it] 70/299 3.12G 0.01946 0.003565 0 0.02302 29 640: 21%|██▏ | 10/47 [00:10<00:30, 1.22it/s] 70/299 3.12G 0.01961 0.003674 0 0.02328 31 640: 21%|██▏ | 10/47 [00:10<00:30, 1.22it/s] 70/299 3.12G 0.01961 0.003674 0 0.02328 31 640: 23%|██▎ | 11/47 [00:10<00:22, 1.63it/s] 70/299 3.12G 0.01985 0.003761 0 0.02361 25 640: 23%|██▎ | 11/47 [00:10<00:22, 1.63it/s] 70/299 3.12G 0.01985 0.003761 0 0.02361 25 640: 26%|██▌ | 12/47 [00:10<00:16, 2.18it/s] 70/299 3.12G 0.01997 0.003693 0 0.02366 24 640: 26%|██▌ | 12/47 [00:11<00:16, 2.18it/s] 70/299 3.12G 0.01997 0.003693 0 0.02366 24 640: 28%|██▊ | 13/47 [00:11<00:12, 2.83it/s] 70/299 3.12G 0.01987 0.003777 0 0.02365 36 640: 28%|██▊ | 13/47 [00:18<00:12, 2.83it/s] 70/299 3.12G 0.01987 0.003777 0 0.02365 36 640: 30%|██▉ | 14/47 [00:18<01:23, 2.53s/it] 70/299 3.12G 0.01982 0.003764 0 0.02358 23 640: 30%|██▉ | 14/47 [00:18<01:23, 2.53s/it] 70/299 3.12G 0.01982 0.003764 0 0.02358 23 640: 32%|███▏ | 15/47 [00:18<00:58, 1.82s/it] 70/299 3.12G 0.01988 0.003763 0 0.02365
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.52it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.963 0.981 0.741
0%| | 0/47 [00:00<?, ?it/s] 71/299 3.12G 0.01641 0.004011 0 0.02043 30 640: 0%| | 0/47 [00:00<?, ?it/s] 71/299 3.12G 0.01641 0.004011 0 0.02043 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.77it/s] 71/299 3.12G 0.01784 0.003642 0 0.02149 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.77it/s] 71/299 3.12G 0.01784 0.003642 0 0.02149 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.82it/s] 71/299 3.12G 0.01807 0.004137 0 0.0222 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.82it/s] 71/299 3.12G 0.01807 0.004137 0 0.0222 29 640: 6%|▋ | 3/47 [00:00<00:04, 8.87it/s] 71/299 3.12G 0.01816 0.004015 0 0.02218 27 640: 6%|▋ | 3/47 [00:00<00:04, 8.87it/s] 71/299 3.12G 0.01816 0.004015 0 0.02218 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 71/299 3.12G 0.01855 0.003994 0 0.02255 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 71/299 3.12G 0.01855 0.003994 0 0.02255 33 640: 11%|█ | 5/47 [00:00<00:05, 8.34it/s] 71/299 3.12G 0.01932 0.003934 0 0.02326 34 640: 11%|█ | 5/47 [00:00<00:05, 8.34it/s] 71/299 3.12G 0.01932 0.003934 0 0.02326 34 640: 13%|█▎ | 6/47 [00:00<00:04, 8.52it/s] 71/299 3.12G 0.01914 0.003994 0 0.02314 41 640: 13%|█▎ | 6/47 [00:07<00:04, 8.52it/s] 71/299 3.12G 0.01914 0.003994 0 0.02314 41 640: 15%|█▍ | 7/47 [00:07<01:36, 2.42s/it] 71/299 3.12G 0.01994 0.004118 0 0.02406 31 640: 15%|█▍ | 7/47 [00:08<01:36, 2.42s/it] 71/299 3.12G 0.01994 0.004118 0 0.02406 31 640: 17%|█▋ | 8/47 [00:08<01:06, 1.70s/it] 71/299 3.12G 0.01987 0.004069 0 0.02394 28 640: 17%|█▋ | 8/47 [00:08<01:06, 1.70s/it] 71/299 3.12G 0.01987 0.004069 0 0.02394 28 640: 19%|█▉ | 9/47 [00:08<00:45, 1.21s/it] 71/299 3.12G 0.01964 0.003988 0 0.02363 25 640: 19%|█▉ | 9/47 [00:08<00:45, 1.21s/it] 71/299 3.12G 0.01964 0.003988 0 0.02363 25 640: 21%|██▏ | 10/47 [00:08<00:32, 1.15it/s] 71/299 3.12G 0.01955 0.004114 0 0.02367 37 640: 21%|██▏ | 10/47 [00:08<00:32, 1.15it/s] 71/299 3.12G 0.01955 0.004114 0 0.02367 37 640: 23%|██▎ | 11/47 [00:08<00:22, 1.57it/s] 71/299 3.12G 0.01946 0.004125 0 0.02359 30 640: 23%|██▎ | 11/47 [00:08<00:22, 1.57it/s] 71/299 3.12G 0.01946 0.004125 0 0.02359 30 640: 26%|██▌ | 12/47 [00:08<00:16, 2.06it/s] 71/299 3.12G 0.01919 0.004129 0 0.02332 33 640: 26%|██▌ | 12/47 [00:08<00:16, 2.06it/s] 71/299 3.12G 0.01919 0.004129 0 0.02332 33 640: 28%|██▊ | 13/47 [00:08<00:12, 2.68it/s] 71/299 3.12G 0.01917 0.004177 0 0.02334 42 640: 28%|██▊ | 13/47 [00:08<00:12, 2.68it/s] 71/299 3.12G 0.01917 0.004177 0 0.02334 42 640: 30%|██▉ | 14/47 [00:08<00:10, 3.07it/s] 71/299 3.12G 0.01907 0.004144 0 0.02322 32 640: 30%|██▉ | 14/47 [00:16<00:10, 3.07it/s] 71/299 3.12G 0.01907 0.004144 0 0.02322 32 640: 32%|███▏ | 15/47 [00:16<01:19, 2.48s/it] 71/299 3.12G 0.01929 0.004155 0 0.02344
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.971 0.733
0%| | 0/47 [00:00<?, ?it/s] 72/299 3.12G 0.01931 0.003675 0 0.02298 26 640: 0%| | 0/47 [00:00<?, ?it/s] 72/299 3.12G 0.01931 0.003675 0 0.02298 26 640: 2%|▏ | 1/47 [00:00<00:08, 5.49it/s] 72/299 3.12G 0.01933 0.003377 0 0.0227 29 640: 2%|▏ | 1/47 [00:00<00:08, 5.49it/s] 72/299 3.12G 0.01933 0.003377 0 0.0227 29 640: 4%|▍ | 2/47 [00:00<00:06, 7.05it/s] 72/299 3.12G 0.02058 0.003662 0 0.02424 29 640: 4%|▍ | 2/47 [00:00<00:06, 7.05it/s] 72/299 3.12G 0.02058 0.003662 0 0.02424 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.78it/s] 72/299 3.12G 0.02006 0.003579 0 0.02364 31 640: 6%|▋ | 3/47 [00:00<00:05, 7.78it/s] 72/299 3.12G 0.02006 0.003579 0 0.02364 31 640: 9%|▊ | 4/47 [00:00<00:07, 5.82it/s] 72/299 3.12G 0.02046 0.003509 0 0.02397 29 640: 9%|▊ | 4/47 [00:02<00:07, 5.82it/s] 72/299 3.12G 0.02046 0.003509 0 0.02397 29 640: 11%|█ | 5/47 [00:02<00:36, 1.15it/s] 72/299 3.12G 0.02106 0.003854 0 0.02492 40 640: 11%|█ | 5/47 [00:04<00:36, 1.15it/s] 72/299 3.12G 0.02106 0.003854 0 0.02492 40 640: 13%|█▎ | 6/47 [00:04<00:52, 1.28s/it] 72/299 3.12G 0.02136 0.00383 0 0.02519 28 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 72/299 3.12G 0.02136 0.00383 0 0.02519 28 640: 15%|█▍ | 7/47 [00:07<01:06, 1.66s/it] 72/299 3.12G 0.02187 0.003962 0 0.02584 37 640: 15%|█▍ | 7/47 [00:11<01:06, 1.66s/it] 72/299 3.12G 0.02187 0.003962 0 0.02584 37 640: 17%|█▋ | 8/47 [00:11<01:32, 2.37s/it] 72/299 3.12G 0.0225 0.003947 0 0.02645 28 640: 17%|█▋ | 8/47 [00:11<01:32, 2.37s/it] 72/299 3.12G 0.0225 0.003947 0 0.02645 28 640: 19%|█▉ | 9/47 [00:11<01:03, 1.67s/it] 72/299 3.12G 0.02245 0.004003 0 0.02646 27 640: 19%|█▉ | 9/47 [00:11<01:03, 1.67s/it] 72/299 3.12G 0.02245 0.004003 0 0.02646 27 640: 21%|██▏ | 10/47 [00:11<00:44, 1.19s/it] 72/299 3.12G 0.02249 0.004101 0 0.02659 44 640: 21%|██▏ | 10/47 [00:11<00:44, 1.19s/it] 72/299 3.12G 0.02249 0.004101 0 0.02659 44 640: 23%|██▎ | 11/47 [00:11<00:30, 1.16it/s] 72/299 3.12G 0.02216 0.00412 0 0.02628 23 640: 23%|██▎ | 11/47 [00:11<00:30, 1.16it/s] 72/299 3.12G 0.02216 0.00412 0 0.02628 23 640: 26%|██▌ | 12/47 [00:11<00:22, 1.58it/s] 72/299 3.12G 0.02197 0.00417 0 0.02614 37 640: 26%|██▌ | 12/47 [00:11<00:22, 1.58it/s] 72/299 3.12G 0.02197 0.00417 0 0.02614 37 640: 28%|██▊ | 13/47 [00:11<00:16, 2.06it/s] 72/299 3.12G 0.0219 0.004182 0 0.02608 31 640: 28%|██▊ | 13/47 [00:13<00:16, 2.06it/s] 72/299 3.12G 0.0219 0.004182 0 0.02608 31 640: 30%|██▉ | 14/47 [00:13<00:30, 1.07it/s] 72/299 3.12G 0.02169 0.004198 0 0.02589 33 640: 30%|██▉ | 14/47 [00:15<00:30, 1.07it/s] 72/299 3.12G 0.02169 0.004198 0 0.02589 33 640: 32%|███▏ | 15/47 [00:15<00:40, 1.27s/it] 72/299 3.12G 0.02157 0.004138 0 0.02571
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 1 0.908 0.977 0.709
0%| | 0/47 [00:00<?, ?it/s] 73/299 3.12G 0.01916 0.004433 0 0.0236 38 640: 0%| | 0/47 [00:04<?, ?it/s] 73/299 3.12G 0.01916 0.004433 0 0.0236 38 640: 2%|▏ | 1/47 [00:04<03:15, 4.26s/it] 73/299 3.12G 0.02041 0.004031 0 0.02444 26 640: 2%|▏ | 1/47 [00:04<03:15, 4.26s/it] 73/299 3.12G 0.02041 0.004031 0 0.02444 26 640: 4%|▍ | 2/47 [00:04<01:23, 1.85s/it] 73/299 3.12G 0.02058 0.003952 0 0.02453 29 640: 4%|▍ | 2/47 [00:04<01:23, 1.85s/it] 73/299 3.12G 0.02058 0.003952 0 0.02453 29 640: 6%|▋ | 3/47 [00:04<00:46, 1.06s/it] 73/299 3.12G 0.01956 0.004109 0 0.02367 29 640: 6%|▋ | 3/47 [00:04<00:46, 1.06s/it] 73/299 3.12G 0.01956 0.004109 0 0.02367 29 640: 9%|▊ | 4/47 [00:04<00:29, 1.46it/s] 73/299 3.12G 0.01931 0.004093 0 0.02341 31 640: 9%|▊ | 4/47 [00:04<00:29, 1.46it/s] 73/299 3.12G 0.01931 0.004093 0 0.02341 31 640: 11%|█ | 5/47 [00:04<00:20, 2.09it/s] 73/299 3.12G 0.01893 0.003949 0 0.02288 24 640: 11%|█ | 5/47 [00:07<00:20, 2.09it/s] 73/299 3.12G 0.01893 0.003949 0 0.02288 24 640: 13%|█▎ | 6/47 [00:07<00:49, 1.20s/it] 73/299 3.12G 0.01952 0.003955 0 0.02348 37 640: 13%|█▎ | 6/47 [00:08<00:49, 1.20s/it] 73/299 3.12G 0.01952 0.003955 0 0.02348 37 640: 15%|█▍ | 7/47 [00:08<00:40, 1.02s/it] 73/299 3.12G 0.01987 0.0039 0 0.02377 34 640: 15%|█▍ | 7/47 [00:08<00:40, 1.02s/it] 73/299 3.12G 0.01987 0.0039 0 0.02377 34 640: 17%|█▋ | 8/47 [00:08<00:28, 1.36it/s] 73/299 3.12G 0.01968 0.003826 0 0.0235 33 640: 17%|█▋ | 8/47 [00:13<00:28, 1.36it/s] 73/299 3.12G 0.01968 0.003826 0 0.0235 33 640: 19%|█▉ | 9/47 [00:13<01:17, 2.05s/it] 73/299 3.12G 0.01996 0.003738 0 0.0237 28 640: 19%|█▉ | 9/47 [00:13<01:17, 2.05s/it] 73/299 3.12G 0.01996 0.003738 0 0.0237 28 640: 21%|██▏ | 10/47 [00:13<00:54, 1.47s/it] 73/299 3.12G 0.02007 0.003818 0 0.02389 40 640: 21%|██▏ | 10/47 [00:13<00:54, 1.47s/it] 73/299 3.12G 0.02007 0.003818 0 0.02389 40 640: 23%|██▎ | 11/47 [00:13<00:37, 1.05s/it] 73/299 3.12G 0.02065 0.003863 0 0.02451 30 640: 23%|██▎ | 11/47 [00:14<00:37, 1.05s/it] 73/299 3.12G 0.02065 0.003863 0 0.02451 30 640: 26%|██▌ | 12/47 [00:14<00:35, 1.00s/it] 73/299 3.12G 0.02099 0.003866 0 0.02486 36 640: 26%|██▌ | 12/47 [00:14<00:35, 1.00s/it] 73/299 3.12G 0.02099 0.003866 0 0.02486 36 640: 28%|██▊ | 13/47 [00:14<00:24, 1.37it/s] 73/299 3.12G 0.02124 0.003976 0 0.02522 40 640: 28%|██▊ | 13/47 [00:15<00:24, 1.37it/s] 73/299 3.12G 0.02124 0.003976 0 0.02522 40 640: 30%|██▉ | 14/47 [00:15<00:32, 1.03it/s] 73/299 3.12G 0.02122 0.00399 0 0.02521 36 640: 30%|██▉ | 14/47 [00:16<00:32, 1.03it/s] 73/299 3.12G 0.02122 0.00399 0 0.02521 36 640: 32%|███▏ | 15/47 [00:16<00:27, 1.16it/s] 73/299 3.12G 0.02121 0.003986 0 0.02519
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.61it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.976 0.745
0%| | 0/47 [00:00<?, ?it/s] 74/299 3.12G 0.02274 0.004131 0 0.02687 30 640: 0%| | 0/47 [00:00<?, ?it/s] 74/299 3.12G 0.02274 0.004131 0 0.02687 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 74/299 3.12G 0.02222 0.003518 0 0.02573 29 640: 2%|▏ | 1/47 [00:05<00:05, 8.52it/s] 74/299 3.12G 0.02222 0.003518 0 0.02573 29 640: 4%|▍ | 2/47 [00:05<02:35, 3.46s/it] 74/299 3.12G 0.0231 0.003434 0 0.02654 25 640: 4%|▍ | 2/47 [00:06<02:35, 3.46s/it] 74/299 3.12G 0.0231 0.003434 0 0.02654 25 640: 6%|▋ | 3/47 [00:06<01:26, 1.95s/it] 74/299 3.12G 0.02234 0.003747 0 0.02609 31 640: 6%|▋ | 3/47 [00:06<01:26, 1.95s/it] 74/299 3.12G 0.02234 0.003747 0 0.02609 31 640: 9%|▊ | 4/47 [00:06<00:52, 1.23s/it] 74/299 3.12G 0.02178 0.003838 0 0.02562 35 640: 9%|▊ | 4/47 [00:06<00:52, 1.23s/it] 74/299 3.12G 0.02178 0.003838 0 0.02562 35 640: 11%|█ | 5/47 [00:06<00:39, 1.07it/s] 74/299 3.12G 0.02147 0.003743 0 0.02522 22 640: 11%|█ | 5/47 [00:06<00:39, 1.07it/s] 74/299 3.12G 0.02147 0.003743 0 0.02522 22 640: 13%|█▎ | 6/47 [00:06<00:26, 1.53it/s] 74/299 3.12G 0.0212 0.003743 0 0.02495 39 640: 13%|█▎ | 6/47 [00:10<00:26, 1.53it/s] 74/299 3.12G 0.0212 0.003743 0 0.02495 39 640: 15%|█▍ | 7/47 [00:10<01:08, 1.72s/it] 74/299 3.12G 0.02087 0.003696 0 0.02457 24 640: 15%|█▍ | 7/47 [00:10<01:08, 1.72s/it] 74/299 3.12G 0.02087 0.003696 0 0.02457 24 640: 17%|█▋ | 8/47 [00:10<00:47, 1.21s/it] 74/299 3.12G 0.02062 0.003692 0 0.02431 25 640: 17%|█▋ | 8/47 [00:10<00:47, 1.21s/it] 74/299 3.12G 0.02062 0.003692 0 0.02431 25 640: 19%|█▉ | 9/47 [00:10<00:32, 1.15it/s] 74/299 3.12G 0.0207 0.003661 0 0.02436 31 640: 19%|█▉ | 9/47 [00:14<00:32, 1.15it/s] 74/299 3.12G 0.0207 0.003661 0 0.02436 31 640: 21%|██▏ | 10/47 [00:14<01:01, 1.66s/it] 74/299 3.12G 0.02053 0.003697 0 0.02423 31 640: 21%|██▏ | 10/47 [00:14<01:01, 1.66s/it] 74/299 3.12G 0.02053 0.003697 0 0.02423 31 640: 23%|██▎ | 11/47 [00:14<00:43, 1.20s/it] 74/299 3.12G 0.02034 0.003945 0 0.02428 43 640: 23%|██▎ | 11/47 [00:14<00:43, 1.20s/it] 74/299 3.12G 0.02034 0.003945 0 0.02428 43 640: 26%|██▌ | 12/47 [00:14<00:30, 1.15it/s] 74/299 3.12G 0.02058 0.004118 0 0.0247 41 640: 26%|██▌ | 12/47 [00:15<00:30, 1.15it/s] 74/299 3.12G 0.02058 0.004118 0 0.0247 41 640: 28%|██▊ | 13/47 [00:15<00:28, 1.19it/s] 74/299 3.12G 0.02053 0.004056 0 0.02458 26 640: 28%|██▊ | 13/47 [00:15<00:28, 1.19it/s] 74/299 3.12G 0.02053 0.004056 0 0.02458 26 640: 30%|██▉ | 14/47 [00:15<00:20, 1.61it/s] 74/299 3.12G 0.02057 0.004119 0 0.02469 35 640: 30%|██▉ | 14/47 [00:19<00:20, 1.61it/s] 74/299 3.12G 0.02057 0.004119 0 0.02469 35 640: 32%|███▏ | 15/47 [00:19<00:48, 1.51s/it] 74/299 3.12G 0.02043 0.004053 0 0.02448
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.973 0.721
0%| | 0/47 [00:00<?, ?it/s] 75/299 3.12G 0.02235 0.003582 0 0.02593 24 640: 0%| | 0/47 [00:00<?, ?it/s] 75/299 3.12G 0.02235 0.003582 0 0.02593 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 75/299 3.12G 0.02269 0.003395 0 0.02609 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 75/299 3.12G 0.02269 0.003395 0 0.02609 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 75/299 3.12G 0.02265 0.00353 0 0.02618 27 640: 4%|▍ | 2/47 [00:06<00:05, 8.74it/s] 75/299 3.12G 0.02265 0.00353 0 0.02618 27 640: 6%|▋ | 3/47 [00:06<02:11, 3.00s/it] 75/299 3.12G 0.02179 0.003521 0 0.02531 30 640: 6%|▋ | 3/47 [00:06<02:11, 3.00s/it] 75/299 3.12G 0.02179 0.003521 0 0.02531 30 640: 9%|▊ | 4/47 [00:06<01:20, 1.88s/it] 75/299 3.12G 0.02108 0.003473 0 0.02456 31 640: 9%|▊ | 4/47 [00:06<01:20, 1.88s/it] 75/299 3.12G 0.02108 0.003473 0 0.02456 31 640: 11%|█ | 5/47 [00:06<00:52, 1.24s/it] 75/299 3.12G 0.02166 0.003774 0 0.02544 32 640: 11%|█ | 5/47 [00:11<00:52, 1.24s/it] 75/299 3.12G 0.02166 0.003774 0 0.02544 32 640: 13%|█▎ | 6/47 [00:11<01:30, 2.21s/it] 75/299 3.12G 0.02149 0.00381 0 0.0253 30 640: 13%|█▎ | 6/47 [00:11<01:30, 2.21s/it] 75/299 3.12G 0.02149 0.00381 0 0.0253 30 640: 15%|█▍ | 7/47 [00:11<01:00, 1.52s/it] 75/299 3.12G 0.02176 0.003716 0 0.02548 22 640: 15%|█▍ | 7/47 [00:11<01:00, 1.52s/it] 75/299 3.12G 0.02176 0.003716 0 0.02548 22 640: 17%|█▋ | 8/47 [00:11<00:42, 1.08s/it] 75/299 3.12G 0.02216 0.003643 0 0.02581 25 640: 17%|█▋ | 8/47 [00:11<00:42, 1.08s/it] 75/299 3.12G 0.02216 0.003643 0 0.02581 25 640: 19%|█▉ | 9/47 [00:11<00:29, 1.28it/s] 75/299 3.12G 0.02203 0.003595 0 0.02563 27 640: 19%|█▉ | 9/47 [00:11<00:29, 1.28it/s] 75/299 3.12G 0.02203 0.003595 0 0.02563 27 640: 21%|██▏ | 10/47 [00:11<00:21, 1.74it/s] 75/299 3.12G 0.02201 0.003609 0 0.02562 27 640: 21%|██▏ | 10/47 [00:15<00:21, 1.74it/s] 75/299 3.12G 0.02201 0.003609 0 0.02562 27 640: 23%|██▎ | 11/47 [00:15<00:57, 1.61s/it] 75/299 3.12G 0.02197 0.003644 0 0.02561 32 640: 23%|██▎ | 11/47 [00:15<00:57, 1.61s/it] 75/299 3.12G 0.02197 0.003644 0 0.02561 32 640: 26%|██▌ | 12/47 [00:15<00:40, 1.17s/it] 75/299 3.12G 0.02191 0.003744 0 0.02565 30 640: 26%|██▌ | 12/47 [00:15<00:40, 1.17s/it] 75/299 3.12G 0.02191 0.003744 0 0.02565 30 640: 28%|██▊ | 13/47 [00:15<00:29, 1.17it/s] 75/299 3.12G 0.0218 0.003765 0 0.02557 36 640: 28%|██▊ | 13/47 [00:19<00:29, 1.17it/s] 75/299 3.12G 0.0218 0.003765 0 0.02557 36 640: 30%|██▉ | 14/47 [00:19<00:56, 1.72s/it] 75/299 3.12G 0.02167 0.003746 0 0.02541 34 640: 30%|██▉ | 14/47 [00:19<00:56, 1.72s/it] 75/299 3.12G 0.02167 0.003746 0 0.02541 34 640: 32%|███▏ | 15/47 [00:19<00:39, 1.24s/it] 75/299 3.12G 0.02168 0.003729 0 0.0254
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.35it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.971 0.936 0.978 0.704
0%| | 0/47 [00:00<?, ?it/s] 76/299 3.12G 0.02386 0.003958 0 0.02782 28 640: 0%| | 0/47 [00:00<?, ?it/s] 76/299 3.12G 0.02386 0.003958 0 0.02782 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 76/299 3.12G 0.02329 0.003463 0 0.02675 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 76/299 3.12G 0.02329 0.003463 0 0.02675 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.90it/s] 76/299 3.12G 0.02304 0.003999 0 0.02704 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.90it/s] 76/299 3.12G 0.02304 0.003999 0 0.02704 38 640: 6%|▋ | 3/47 [00:00<00:05, 8.33it/s] 76/299 3.12G 0.02344 0.003483 0 0.02692 18 640: 6%|▋ | 3/47 [00:03<00:05, 8.33it/s] 76/299 3.12G 0.02344 0.003483 0 0.02692 18 640: 9%|▊ | 4/47 [00:03<00:48, 1.13s/it] 76/299 3.12G 0.02385 0.00371 0 0.02756 29 640: 9%|▊ | 4/47 [00:03<00:48, 1.13s/it] 76/299 3.12G 0.02385 0.00371 0 0.02756 29 640: 11%|█ | 5/47 [00:03<00:32, 1.28it/s] 76/299 3.12G 0.02374 0.003795 0 0.02754 30 640: 11%|█ | 5/47 [00:03<00:32, 1.28it/s] 76/299 3.12G 0.02374 0.003795 0 0.02754 30 640: 13%|█▎ | 6/47 [00:03<00:22, 1.81it/s] 76/299 3.12G 0.02339 0.003769 0 0.02716 27 640: 13%|█▎ | 6/47 [00:10<00:22, 1.81it/s] 76/299 3.12G 0.02339 0.003769 0 0.02716 27 640: 15%|█▍ | 7/47 [00:10<01:55, 2.88s/it] 76/299 3.12G 0.02355 0.003768 0 0.02732 25 640: 15%|█▍ | 7/47 [00:11<01:55, 2.88s/it] 76/299 3.12G 0.02355 0.003768 0 0.02732 25 640: 17%|█▋ | 8/47 [00:11<01:17, 1.99s/it] 76/299 3.12G 0.02327 0.003695 0 0.02697 22 640: 17%|█▋ | 8/47 [00:11<01:17, 1.99s/it] 76/299 3.12G 0.02327 0.003695 0 0.02697 22 640: 19%|█▉ | 9/47 [00:11<00:53, 1.41s/it] 76/299 3.12G 0.0232 0.003715 0 0.02692 25 640: 19%|█▉ | 9/47 [00:11<00:53, 1.41s/it] 76/299 3.12G 0.0232 0.003715 0 0.02692 25 640: 21%|██▏ | 10/47 [00:11<00:37, 1.01s/it] 76/299 3.12G 0.023 0.00382 0 0.02682 43 640: 21%|██▏ | 10/47 [00:11<00:37, 1.01s/it] 76/299 3.12G 0.023 0.00382 0 0.02682 43 640: 23%|██▎ | 11/47 [00:11<00:26, 1.36it/s] 76/299 3.12G 0.02281 0.003791 0 0.0266 28 640: 23%|██▎ | 11/47 [00:11<00:26, 1.36it/s] 76/299 3.12G 0.02281 0.003791 0 0.0266 28 640: 26%|██▌ | 12/47 [00:11<00:19, 1.78it/s] 76/299 3.12G 0.02259 0.003841 0 0.02643 32 640: 26%|██▌ | 12/47 [00:11<00:19, 1.78it/s] 76/299 3.12G 0.02259 0.003841 0 0.02643 32 640: 28%|██▊ | 13/47 [00:11<00:14, 2.30it/s] 76/299 3.12G 0.02256 0.003882 0 0.02645 41 640: 28%|██▊ | 13/47 [00:11<00:14, 2.30it/s] 76/299 3.12G 0.02256 0.003882 0 0.02645 41 640: 30%|██▉ | 14/47 [00:11<00:11, 2.96it/s] 76/299 3.12G 0.0226 0.003853 0 0.02645 27 640: 30%|██▉ | 14/47 [00:19<00:11, 2.96it/s] 76/299 3.12G 0.0226 0.003853 0 0.02645 27 640: 32%|███▏ | 15/47 [00:19<01:20, 2.52s/it] 76/299 3.12G 0.0225 0.003813 0 0.02631
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.929 0.963 0.972 0.741
0%| | 0/47 [00:00<?, ?it/s] 77/299 3.12G 0.02137 0.002918 0 0.02429 22 640: 0%| | 0/47 [00:00<?, ?it/s] 77/299 3.12G 0.02137 0.002918 0 0.02429 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 77/299 3.12G 0.02099 0.003376 0 0.02437 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 77/299 3.12G 0.02099 0.003376 0 0.02437 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 77/299 3.12G 0.02073 0.003252 0 0.02398 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 77/299 3.12G 0.02073 0.003252 0 0.02398 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 77/299 3.12G 0.01986 0.003586 0 0.02345 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 77/299 3.12G 0.01986 0.003586 0 0.02345 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 77/299 3.12G 0.01902 0.003563 0 0.02259 24 640: 9%|▊ | 4/47 [00:06<00:05, 8.42it/s] 77/299 3.12G 0.01902 0.003563 0 0.02259 24 640: 11%|█ | 5/47 [00:06<01:34, 2.25s/it] 77/299 3.12G 0.01952 0.003579 0 0.0231 25 640: 11%|█ | 5/47 [00:07<01:34, 2.25s/it] 77/299 3.12G 0.01952 0.003579 0 0.0231 25 640: 13%|█▎ | 6/47 [00:07<01:16, 1.86s/it] 77/299 3.12G 0.01957 0.003678 0 0.02325 33 640: 13%|█▎ | 6/47 [00:07<01:16, 1.86s/it] 77/299 3.12G 0.01957 0.003678 0 0.02325 33 640: 15%|█▍ | 7/47 [00:07<00:51, 1.29s/it] 77/299 3.12G 0.01961 0.003608 0 0.02322 27 640: 15%|█▍ | 7/47 [00:08<00:51, 1.29s/it] 77/299 3.12G 0.01961 0.003608 0 0.02322 27 640: 17%|█▋ | 8/47 [00:08<00:38, 1.00it/s] 77/299 3.12G 0.01978 0.00373 0 0.02351 33 640: 17%|█▋ | 8/47 [00:09<00:38, 1.00it/s] 77/299 3.12G 0.01978 0.00373 0 0.02351 33 640: 19%|█▉ | 9/47 [00:09<00:36, 1.03it/s] 77/299 3.12G 0.01973 0.00371 0 0.02344 26 640: 19%|█▉ | 9/47 [00:09<00:36, 1.03it/s] 77/299 3.12G 0.01973 0.00371 0 0.02344 26 640: 21%|██▏ | 10/47 [00:09<00:26, 1.41it/s] 77/299 3.12G 0.01959 0.003744 0 0.02333 28 640: 21%|██▏ | 10/47 [00:09<00:26, 1.41it/s] 77/299 3.12G 0.01959 0.003744 0 0.02333 28 640: 23%|██▎ | 11/47 [00:09<00:19, 1.89it/s] 77/299 3.12G 0.01968 0.003786 0 0.02347 33 640: 23%|██▎ | 11/47 [00:11<00:19, 1.89it/s] 77/299 3.12G 0.01968 0.003786 0 0.02347 33 640: 26%|██▌ | 12/47 [00:11<00:41, 1.20s/it] 77/299 3.12G 0.01982 0.003709 0 0.02353 27 640: 26%|██▌ | 12/47 [00:15<00:41, 1.20s/it] 77/299 3.12G 0.01982 0.003709 0 0.02353 27 640: 28%|██▊ | 13/47 [00:15<01:02, 1.85s/it] 77/299 3.12G 0.01998 0.003794 0 0.02378 38 640: 28%|██▊ | 13/47 [00:16<01:02, 1.85s/it] 77/299 3.12G 0.01998 0.003794 0 0.02378 38 640: 30%|██▉ | 14/47 [00:16<00:51, 1.58s/it] 77/299 3.12G 0.02005 0.003867 0 0.02392 42 640: 30%|██▉ | 14/47 [00:16<00:51, 1.58s/it] 77/299 3.12G 0.02005 0.003867 0 0.02392 42 640: 32%|███▏ | 15/47 [00:16<00:36, 1.13s/it] 77/299 3.12G 0.02046 0.003807 0 0.02427
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.975 0.719
0%| | 0/47 [00:00<?, ?it/s] 78/299 3.12G 0.01225 0.002998 0 0.01525 33 640: 0%| | 0/47 [00:00<?, ?it/s] 78/299 3.12G 0.01225 0.002998 0 0.01525 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 78/299 3.12G 0.01417 0.003004 0 0.01718 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 78/299 3.12G 0.01417 0.003004 0 0.01718 21 640: 4%|▍ | 2/47 [00:00<00:23, 1.90it/s] 78/299 3.12G 0.01595 0.003107 0 0.01905 28 640: 4%|▍ | 2/47 [00:01<00:23, 1.90it/s] 78/299 3.12G 0.01595 0.003107 0 0.01905 28 640: 6%|▋ | 3/47 [00:01<00:15, 2.85it/s] 78/299 3.12G 0.01647 0.003115 0 0.01958 26 640: 6%|▋ | 3/47 [00:01<00:15, 2.85it/s] 78/299 3.12G 0.01647 0.003115 0 0.01958 26 640: 9%|▊ | 4/47 [00:01<00:11, 3.89it/s] 78/299 3.12G 0.01707 0.003187 0 0.02026 27 640: 9%|▊ | 4/47 [00:03<00:11, 3.89it/s] 78/299 3.12G 0.01707 0.003187 0 0.02026 27 640: 11%|█ | 5/47 [00:03<00:42, 1.00s/it] 78/299 3.12G 0.01732 0.003181 0 0.0205 28 640: 11%|█ | 5/47 [00:10<00:42, 1.00s/it] 78/299 3.12G 0.01732 0.003181 0 0.0205 28 640: 13%|█▎ | 6/47 [00:10<02:02, 3.00s/it] 78/299 3.12G 0.01768 0.003493 0 0.02117 40 640: 13%|█▎ | 6/47 [00:11<02:02, 3.00s/it] 78/299 3.12G 0.01768 0.003493 0 0.02117 40 640: 15%|█▍ | 7/47 [00:11<01:29, 2.23s/it] 78/299 3.12G 0.01786 0.003599 0 0.02146 35 640: 15%|█▍ | 7/47 [00:11<01:29, 2.23s/it] 78/299 3.12G 0.01786 0.003599 0 0.02146 35 640: 17%|█▋ | 8/47 [00:11<01:00, 1.55s/it] 78/299 3.12G 0.01787 0.003547 0 0.02142 34 640: 17%|█▋ | 8/47 [00:11<01:00, 1.55s/it] 78/299 3.12G 0.01787 0.003547 0 0.02142 34 640: 19%|█▉ | 9/47 [00:11<00:41, 1.10s/it] 78/299 3.12G 0.01779 0.003577 0 0.02137 24 640: 19%|█▉ | 9/47 [00:11<00:41, 1.10s/it] 78/299 3.12G 0.01779 0.003577 0 0.02137 24 640: 21%|██▏ | 10/47 [00:11<00:29, 1.25it/s] 78/299 3.12G 0.01775 0.003665 0 0.02142 30 640: 21%|██▏ | 10/47 [00:11<00:29, 1.25it/s] 78/299 3.12G 0.01775 0.003665 0 0.02142 30 640: 23%|██▎ | 11/47 [00:11<00:21, 1.68it/s] 78/299 3.12G 0.01816 0.003738 0 0.02189 29 640: 23%|██▎ | 11/47 [00:11<00:21, 1.68it/s] 78/299 3.12G 0.01816 0.003738 0 0.02189 29 640: 26%|██▌ | 12/47 [00:11<00:15, 2.23it/s] 78/299 3.12G 0.018 0.003678 0 0.02167 31 640: 26%|██▌ | 12/47 [00:13<00:15, 2.23it/s] 78/299 3.12G 0.018 0.003678 0 0.02167 31 640: 28%|██▊ | 13/47 [00:13<00:27, 1.26it/s] 78/299 3.12G 0.01795 0.003662 0 0.02161 24 640: 28%|██▊ | 13/47 [00:18<00:27, 1.26it/s] 78/299 3.12G 0.01795 0.003662 0 0.02161 24 640: 30%|██▉ | 14/47 [00:18<01:13, 2.22s/it] 78/299 3.12G 0.01811 0.003671 0 0.02178 35 640: 30%|██▉ | 14/47 [00:19<01:13, 2.22s/it] 78/299 3.12G 0.01811 0.003671 0 0.02178 35 640: 32%|███▏ | 15/47 [00:19<00:58, 1.82s/it] 78/299 3.12G 0.01813 0.003679 0 0.02181
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.981 0.75
0%| | 0/47 [00:00<?, ?it/s] 79/299 3.12G 0.01918 0.003346 0 0.02253 24 640: 0%| | 0/47 [00:00<?, ?it/s] 79/299 3.12G 0.01918 0.003346 0 0.02253 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 79/299 3.12G 0.01815 0.002835 0 0.02099 17 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 79/299 3.12G 0.01815 0.002835 0 0.02099 17 640: 4%|▍ | 2/47 [00:00<00:05, 8.64it/s] 79/299 3.12G 0.01883 0.002676 0 0.02151 21 640: 4%|▍ | 2/47 [00:00<00:05, 8.64it/s] 79/299 3.12G 0.01883 0.002676 0 0.02151 21 640: 6%|▋ | 3/47 [00:00<00:05, 8.72it/s] 79/299 3.12G 0.01872 0.003016 0 0.02173 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.72it/s] 79/299 3.12G 0.01872 0.003016 0 0.02173 34 640: 9%|▊ | 4/47 [00:00<00:05, 7.87it/s] 79/299 3.12G 0.01897 0.00299 0 0.02196 22 640: 9%|▊ | 4/47 [00:00<00:05, 7.87it/s] 79/299 3.12G 0.01897 0.00299 0 0.02196 22 640: 11%|█ | 5/47 [00:00<00:05, 8.20it/s] 79/299 3.12G 0.01892 0.003111 0 0.02204 30 640: 11%|█ | 5/47 [00:02<00:05, 8.20it/s] 79/299 3.12G 0.01892 0.003111 0 0.02204 30 640: 13%|█▎ | 6/47 [00:02<00:31, 1.32it/s] 79/299 3.12G 0.01908 0.003232 0 0.02231 33 640: 13%|█▎ | 6/47 [00:10<00:31, 1.32it/s] 79/299 3.12G 0.01908 0.003232 0 0.02231 33 640: 15%|█▍ | 7/47 [00:10<02:08, 3.22s/it] 79/299 3.12G 0.01942 0.003486 0 0.02291 27 640: 15%|█▍ | 7/47 [00:11<02:08, 3.22s/it] 79/299 3.12G 0.01942 0.003486 0 0.02291 27 640: 17%|█▋ | 8/47 [00:11<01:27, 2.24s/it] 79/299 3.12G 0.01927 0.00335 0 0.02262 23 640: 17%|█▋ | 8/47 [00:11<01:27, 2.24s/it] 79/299 3.12G 0.01927 0.00335 0 0.02262 23 640: 19%|█▉ | 9/47 [00:11<00:59, 1.58s/it] 79/299 3.12G 0.01919 0.003299 0 0.02248 30 640: 19%|█▉ | 9/47 [00:11<00:59, 1.58s/it] 79/299 3.12G 0.01919 0.003299 0 0.02248 30 640: 21%|██▏ | 10/47 [00:11<00:41, 1.13s/it] 79/299 3.12G 0.01923 0.003313 0 0.02254 34 640: 21%|██▏ | 10/47 [00:11<00:41, 1.13s/it] 79/299 3.12G 0.01923 0.003313 0 0.02254 34 640: 23%|██▎ | 11/47 [00:11<00:29, 1.23it/s] 79/299 3.12G 0.01928 0.003339 0 0.02262 35 640: 23%|██▎ | 11/47 [00:11<00:29, 1.23it/s] 79/299 3.12G 0.01928 0.003339 0 0.02262 35 640: 26%|██▌ | 12/47 [00:11<00:21, 1.64it/s] 79/299 3.12G 0.01929 0.003342 0 0.02264 20 640: 26%|██▌ | 12/47 [00:11<00:21, 1.64it/s] 79/299 3.12G 0.01929 0.003342 0 0.02264 20 640: 28%|██▊ | 13/47 [00:11<00:15, 2.18it/s] 79/299 3.12G 0.01962 0.003342 0 0.02296 33 640: 28%|██▊ | 13/47 [00:11<00:15, 2.18it/s] 79/299 3.12G 0.01962 0.003342 0 0.02296 33 640: 30%|██▉ | 14/47 [00:11<00:11, 2.82it/s] 79/299 3.12G 0.02003 0.003383 0 0.02342 32 640: 30%|██▉ | 14/47 [00:19<00:11, 2.82it/s] 79/299 3.12G 0.02003 0.003383 0 0.02342 32 640: 32%|███▏ | 15/47 [00:19<01:19, 2.49s/it] 79/299 3.12G 0.02024 0.00342 0 0.02366
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.986 0.732
0%| | 0/47 [00:00<?, ?it/s] 80/299 3.12G 0.02053 0.003419 0 0.02395 26 640: 0%| | 0/47 [00:00<?, ?it/s] 80/299 3.12G 0.02053 0.003419 0 0.02395 26 640: 2%|▏ | 1/47 [00:00<00:27, 1.64it/s] 80/299 3.12G 0.02049 0.003708 0 0.0242 27 640: 2%|▏ | 1/47 [00:00<00:27, 1.64it/s] 80/299 3.12G 0.02049 0.003708 0 0.0242 27 640: 4%|▍ | 2/47 [00:00<00:14, 3.16it/s] 80/299 3.12G 0.02019 0.003956 0 0.02415 34 640: 4%|▍ | 2/47 [00:01<00:14, 3.16it/s] 80/299 3.12G 0.02019 0.003956 0 0.02415 34 640: 6%|▋ | 3/47 [00:01<00:28, 1.55it/s] 80/299 3.12G 0.02026 0.004059 0 0.02432 38 640: 6%|▋ | 3/47 [00:03<00:28, 1.55it/s] 80/299 3.12G 0.02026 0.004059 0 0.02432 38 640: 9%|▊ | 4/47 [00:03<00:48, 1.12s/it] 80/299 3.12G 0.02106 0.003986 0 0.02505 27 640: 9%|▊ | 4/47 [00:05<00:48, 1.12s/it] 80/299 3.12G 0.02106 0.003986 0 0.02505 27 640: 11%|█ | 5/47 [00:05<01:00, 1.43s/it] 80/299 3.12G 0.02135 0.004102 0 0.02545 37 640: 11%|█ | 5/47 [00:05<01:00, 1.43s/it] 80/299 3.12G 0.02135 0.004102 0 0.02545 37 640: 13%|█▎ | 6/47 [00:05<00:40, 1.02it/s] 80/299 3.12G 0.02162 0.004144 0 0.02576 33 640: 13%|█▎ | 6/47 [00:06<00:40, 1.02it/s] 80/299 3.12G 0.02162 0.004144 0 0.02576 33 640: 15%|█▍ | 7/47 [00:06<00:37, 1.07it/s] 80/299 3.12G 0.0218 0.0041 0 0.0259 26 640: 15%|█▍ | 7/47 [00:10<00:37, 1.07it/s] 80/299 3.12G 0.0218 0.0041 0 0.0259 26 640: 17%|█▋ | 8/47 [00:10<01:11, 1.84s/it] 80/299 3.12G 0.02181 0.004101 0 0.02591 43 640: 17%|█▋ | 8/47 [00:10<01:11, 1.84s/it] 80/299 3.12G 0.02181 0.004101 0 0.02591 43 640: 19%|█▉ | 9/47 [00:10<00:49, 1.31s/it] 80/299 3.12G 0.02169 0.003985 0 0.02567 26 640: 19%|█▉ | 9/47 [00:10<00:49, 1.31s/it] 80/299 3.12G 0.02169 0.003985 0 0.02567 26 640: 21%|██▏ | 10/47 [00:10<00:34, 1.06it/s] 80/299 3.12G 0.02136 0.003855 0 0.02522 27 640: 21%|██▏ | 10/47 [00:12<00:34, 1.06it/s] 80/299 3.12G 0.02136 0.003855 0 0.02522 27 640: 23%|██▎ | 11/47 [00:12<00:48, 1.35s/it] 80/299 3.12G 0.02096 0.003883 0 0.02484 30 640: 23%|██▎ | 11/47 [00:13<00:48, 1.35s/it] 80/299 3.12G 0.02096 0.003883 0 0.02484 30 640: 26%|██▌ | 12/47 [00:13<00:41, 1.19s/it] 80/299 3.12G 0.02068 0.003836 0 0.02451 27 640: 26%|██▌ | 12/47 [00:14<00:41, 1.19s/it] 80/299 3.12G 0.02068 0.003836 0 0.02451 27 640: 28%|██▊ | 13/47 [00:14<00:37, 1.11s/it] 80/299 3.12G 0.02049 0.003865 0 0.02436 36 640: 28%|██▊ | 13/47 [00:14<00:37, 1.11s/it] 80/299 3.12G 0.02049 0.003865 0 0.02436 36 640: 30%|██▉ | 14/47 [00:14<00:26, 1.23it/s] 80/299 3.12G 0.02027 0.003848 0 0.02412 30 640: 30%|██▉ | 14/47 [00:15<00:26, 1.23it/s] 80/299 3.12G 0.02027 0.003848 0 0.02412 30 640: 32%|███▏ | 15/47 [00:15<00:21, 1.46it/s] 80/299 3.12G 0.02029 0.003843 0 0.02413
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.988 0.741
0%| | 0/47 [00:00<?, ?it/s] 81/299 3.12G 0.01987 0.002594 0 0.02246 20 640: 0%| | 0/47 [00:03<?, ?it/s] 81/299 3.12G 0.01987 0.002594 0 0.02246 20 640: 2%|▏ | 1/47 [00:03<02:18, 3.02s/it] 81/299 3.12G 0.01903 0.00299 0 0.02202 27 640: 2%|▏ | 1/47 [00:03<02:18, 3.02s/it] 81/299 3.12G 0.01903 0.00299 0 0.02202 27 640: 4%|▍ | 2/47 [00:03<00:59, 1.33s/it] 81/299 3.12G 0.01946 0.003144 0 0.0226 34 640: 4%|▍ | 2/47 [00:03<00:59, 1.33s/it] 81/299 3.12G 0.01946 0.003144 0 0.0226 34 640: 6%|▋ | 3/47 [00:03<00:34, 1.29it/s] 81/299 3.12G 0.01852 0.003313 0 0.02184 28 640: 6%|▋ | 3/47 [00:05<00:34, 1.29it/s] 81/299 3.12G 0.01852 0.003313 0 0.02184 28 640: 9%|▊ | 4/47 [00:05<00:54, 1.27s/it] 81/299 3.12G 0.01825 0.003381 0 0.02163 26 640: 9%|▊ | 4/47 [00:07<00:54, 1.27s/it] 81/299 3.12G 0.01825 0.003381 0 0.02163 26 640: 11%|█ | 5/47 [00:07<01:03, 1.51s/it] 81/299 3.12G 0.01815 0.003522 0 0.02167 34 640: 11%|█ | 5/47 [00:07<01:03, 1.51s/it] 81/299 3.12G 0.01815 0.003522 0 0.02167 34 640: 13%|█▎ | 6/47 [00:07<00:49, 1.20s/it] 81/299 3.12G 0.01843 0.003522 0 0.02196 28 640: 13%|█▎ | 6/47 [00:08<00:49, 1.20s/it] 81/299 3.12G 0.01843 0.003522 0 0.02196 28 640: 15%|█▍ | 7/47 [00:08<00:41, 1.04s/it] 81/299 3.12G 0.01862 0.003565 0 0.02218 23 640: 15%|█▍ | 7/47 [00:08<00:41, 1.04s/it] 81/299 3.12G 0.01862 0.003565 0 0.02218 23 640: 17%|█▋ | 8/47 [00:08<00:28, 1.35it/s] 81/299 3.12G 0.01886 0.003591 0 0.02245 30 640: 17%|█▋ | 8/47 [00:11<00:28, 1.35it/s] 81/299 3.12G 0.01886 0.003591 0 0.02245 30 640: 19%|█▉ | 9/47 [00:11<00:53, 1.41s/it] 81/299 3.12G 0.01872 0.003627 0 0.02234 31 640: 19%|█▉ | 9/47 [00:12<00:53, 1.41s/it] 81/299 3.12G 0.01872 0.003627 0 0.02234 31 640: 21%|██▏ | 10/47 [00:12<00:52, 1.41s/it] 81/299 3.12G 0.01877 0.003588 0 0.02236 27 640: 21%|██▏ | 10/47 [00:13<00:52, 1.41s/it] 81/299 3.12G 0.01877 0.003588 0 0.02236 27 640: 23%|██▎ | 11/47 [00:13<00:36, 1.02s/it] 81/299 3.12G 0.01875 0.003714 0 0.02246 37 640: 23%|██▎ | 11/47 [00:14<00:36, 1.02s/it] 81/299 3.12G 0.01875 0.003714 0 0.02246 37 640: 26%|██▌ | 12/47 [00:14<00:35, 1.03s/it] 81/299 3.12G 0.01877 0.00377 0 0.02254 33 640: 26%|██▌ | 12/47 [00:16<00:35, 1.03s/it] 81/299 3.12G 0.01877 0.00377 0 0.02254 33 640: 28%|██▊ | 13/47 [00:16<00:44, 1.32s/it] 81/299 3.12G 0.01879 0.003822 0 0.02261 31 640: 28%|██▊ | 13/47 [00:16<00:44, 1.32s/it] 81/299 3.12G 0.01879 0.003822 0 0.02261 31 640: 30%|██▉ | 14/47 [00:16<00:32, 1.02it/s] 81/299 3.12G 0.01865 0.003815 0 0.02246 31 640: 30%|██▉ | 14/47 [00:16<00:32, 1.02it/s] 81/299 3.12G 0.01865 0.003815 0 0.02246 31 640: 32%|███▏ | 15/47 [00:16<00:28, 1.12it/s] 81/299 3.12G 0.01848 0.003779 0 0.02226
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.999 0.917 0.99 0.758
0%| | 0/47 [00:00<?, ?it/s] 82/299 3.12G 0.01954 0.003154 0 0.02269 29 640: 0%| | 0/47 [00:00<?, ?it/s] 82/299 3.12G 0.01954 0.003154 0 0.02269 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 82/299 3.12G 0.01924 0.00336 0 0.0226 31 640: 2%|▏ | 1/47 [00:03<00:05, 8.66it/s] 82/299 3.12G 0.01924 0.00336 0 0.0226 31 640: 4%|▍ | 2/47 [00:03<01:42, 2.28s/it] 82/299 3.12G 0.01871 0.00371 0 0.02242 38 640: 4%|▍ | 2/47 [00:04<01:42, 2.28s/it] 82/299 3.12G 0.01871 0.00371 0 0.02242 38 640: 6%|▋ | 3/47 [00:04<01:01, 1.39s/it] 82/299 3.12G 0.01843 0.003971 0 0.0224 36 640: 6%|▋ | 3/47 [00:04<01:01, 1.39s/it] 82/299 3.12G 0.01843 0.003971 0 0.0224 36 640: 9%|▊ | 4/47 [00:04<00:38, 1.13it/s] 82/299 3.12G 0.01852 0.003843 0 0.02237 32 640: 9%|▊ | 4/47 [00:06<00:38, 1.13it/s] 82/299 3.12G 0.01852 0.003843 0 0.02237 32 640: 11%|█ | 5/47 [00:06<00:49, 1.17s/it] 82/299 3.12G 0.01832 0.003784 0 0.02211 30 640: 11%|█ | 5/47 [00:07<00:49, 1.17s/it] 82/299 3.12G 0.01832 0.003784 0 0.02211 30 640: 13%|█▎ | 6/47 [00:07<00:52, 1.29s/it] 82/299 3.12G 0.01847 0.003765 0 0.02223 28 640: 13%|█▎ | 6/47 [00:10<00:52, 1.29s/it] 82/299 3.12G 0.01847 0.003765 0 0.02223 28 640: 15%|█▍ | 7/47 [00:10<01:15, 1.88s/it] 82/299 3.12G 0.01854 0.003801 0 0.02234 33 640: 15%|█▍ | 7/47 [00:10<01:15, 1.88s/it] 82/299 3.12G 0.01854 0.003801 0 0.02234 33 640: 17%|█▋ | 8/47 [00:10<00:51, 1.32s/it] 82/299 3.12G 0.01834 0.003791 0 0.02213 26 640: 17%|█▋ | 8/47 [00:10<00:51, 1.32s/it] 82/299 3.12G 0.01834 0.003791 0 0.02213 26 640: 19%|█▉ | 9/47 [00:10<00:35, 1.06it/s] 82/299 3.12G 0.01841 0.003732 0 0.02214 31 640: 19%|█▉ | 9/47 [00:12<00:35, 1.06it/s] 82/299 3.12G 0.01841 0.003732 0 0.02214 31 640: 21%|██▏ | 10/47 [00:12<00:43, 1.17s/it] 82/299 3.12G 0.01836 0.00362 0 0.02198 19 640: 21%|██▏ | 10/47 [00:12<00:43, 1.17s/it] 82/299 3.12G 0.01836 0.00362 0 0.02198 19 640: 23%|██▎ | 11/47 [00:12<00:32, 1.11it/s] 82/299 3.12G 0.01844 0.003659 0 0.0221 38 640: 23%|██▎ | 11/47 [00:12<00:32, 1.11it/s] 82/299 3.12G 0.01844 0.003659 0 0.0221 38 640: 26%|██▌ | 12/47 [00:12<00:23, 1.52it/s] 82/299 3.12G 0.01856 0.003618 0 0.02218 22 640: 26%|██▌ | 12/47 [00:14<00:23, 1.52it/s] 82/299 3.12G 0.01856 0.003618 0 0.02218 22 640: 28%|██▊ | 13/47 [00:14<00:33, 1.00it/s] 82/299 3.12G 0.01864 0.003652 0 0.02229 30 640: 28%|██▊ | 13/47 [00:15<00:33, 1.00it/s] 82/299 3.12G 0.01864 0.003652 0 0.02229 30 640: 30%|██▉ | 14/47 [00:15<00:33, 1.02s/it] 82/299 3.12G 0.0185 0.003635 0 0.02214 30 640: 30%|██▉ | 14/47 [00:18<00:33, 1.02s/it] 82/299 3.12G 0.0185 0.003635 0 0.02214 30 640: 32%|███▏ | 15/47 [00:18<00:53, 1.68s/it] 82/299 3.12G 0.01871 0.003687 0 0.02239
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.988 0.747
0%| | 0/47 [00:00<?, ?it/s] 83/299 3.12G 0.01765 0.003665 0 0.02132 33 640: 0%| | 0/47 [00:00<?, ?it/s] 83/299 3.12G 0.01765 0.003665 0 0.02132 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.45it/s] 83/299 3.12G 0.01649 0.003478 0 0.01996 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.45it/s] 83/299 3.12G 0.01649 0.003478 0 0.01996 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.63it/s] 83/299 3.12G 0.01643 0.003458 0 0.01989 27 640: 4%|▍ | 2/47 [00:08<00:05, 8.63it/s] 83/299 3.12G 0.01643 0.003458 0 0.01989 27 640: 6%|▋ | 3/47 [00:08<02:48, 3.83s/it] 83/299 3.12G 0.01647 0.003367 0 0.01984 26 640: 6%|▋ | 3/47 [00:08<02:48, 3.83s/it] 83/299 3.12G 0.01647 0.003367 0 0.01984 26 640: 9%|▊ | 4/47 [00:08<01:42, 2.38s/it] 83/299 3.12G 0.01656 0.003529 0 0.02009 30 640: 9%|▊ | 4/47 [00:08<01:42, 2.38s/it] 83/299 3.12G 0.01656 0.003529 0 0.02009 30 640: 11%|█ | 5/47 [00:08<01:05, 1.56s/it] 83/299 3.12G 0.01678 0.003373 0 0.02015 25 640: 11%|█ | 5/47 [00:08<01:05, 1.56s/it] 83/299 3.12G 0.01678 0.003373 0 0.02015 25 640: 13%|█▎ | 6/47 [00:08<00:43, 1.07s/it] 83/299 3.12G 0.01713 0.003385 0 0.02051 30 640: 13%|█▎ | 6/47 [00:11<00:43, 1.07s/it] 83/299 3.12G 0.01713 0.003385 0 0.02051 30 640: 15%|█▍ | 7/47 [00:11<00:57, 1.43s/it] 83/299 3.12G 0.01776 0.003435 0 0.02119 33 640: 15%|█▍ | 7/47 [00:11<00:57, 1.43s/it] 83/299 3.12G 0.01776 0.003435 0 0.02119 33 640: 17%|█▋ | 8/47 [00:11<00:39, 1.02s/it] 83/299 3.12G 0.01775 0.003461 0 0.02121 34 640: 17%|█▋ | 8/47 [00:11<00:39, 1.02s/it] 83/299 3.12G 0.01775 0.003461 0 0.02121 34 640: 19%|█▉ | 9/47 [00:11<00:27, 1.36it/s] 83/299 3.12G 0.01797 0.003447 0 0.02141 25 640: 19%|█▉ | 9/47 [00:11<00:27, 1.36it/s] 83/299 3.12G 0.01797 0.003447 0 0.02141 25 640: 21%|██▏ | 10/47 [00:11<00:20, 1.84it/s] 83/299 3.12G 0.01815 0.003425 0 0.02158 29 640: 21%|██▏ | 10/47 [00:16<00:20, 1.84it/s] 83/299 3.12G 0.01815 0.003425 0 0.02158 29 640: 23%|██▎ | 11/47 [00:16<01:13, 2.05s/it] 83/299 3.12G 0.01806 0.003472 0 0.02153 25 640: 23%|██▎ | 11/47 [00:16<01:13, 2.05s/it] 83/299 3.12G 0.01806 0.003472 0 0.02153 25 640: 26%|██▌ | 12/47 [00:16<00:51, 1.47s/it] 83/299 3.12G 0.0181 0.00342 0 0.02152 28 640: 26%|██▌ | 12/47 [00:17<00:51, 1.47s/it] 83/299 3.12G 0.0181 0.00342 0 0.02152 28 640: 28%|██▊ | 13/47 [00:17<00:35, 1.06s/it] 83/299 3.12G 0.01811 0.003474 0 0.02158 32 640: 28%|██▊ | 13/47 [00:17<00:35, 1.06s/it] 83/299 3.12G 0.01811 0.003474 0 0.02158 32 640: 30%|██▉ | 14/47 [00:17<00:25, 1.29it/s] 83/299 3.12G 0.01823 0.00347 0 0.0217 29 640: 30%|██▉ | 14/47 [00:19<00:25, 1.29it/s] 83/299 3.12G 0.01823 0.00347 0 0.0217 29 640: 32%|███▏ | 15/47 [00:19<00:37, 1.18s/it] 83/299 3.12G 0.01827 0.003524 0 0.02179
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.963 0.987 0.743
0%| | 0/47 [00:00<?, ?it/s] 84/299 3.12G 0.02216 0.004593 0 0.02675 34 640: 0%| | 0/47 [00:00<?, ?it/s] 84/299 3.12G 0.02216 0.004593 0 0.02675 34 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 84/299 3.12G 0.02132 0.003413 0 0.02473 20 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 84/299 3.12G 0.02132 0.003413 0 0.02473 20 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 84/299 3.12G 0.02105 0.002977 0 0.02403 18 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 84/299 3.12G 0.02105 0.002977 0 0.02403 18 640: 6%|▋ | 3/47 [00:00<00:05, 8.38it/s] 84/299 3.12G 0.0213 0.003256 0 0.02455 38 640: 6%|▋ | 3/47 [00:10<00:05, 8.38it/s] 84/299 3.12G 0.0213 0.003256 0 0.02455 38 640: 9%|▊ | 4/47 [00:10<02:57, 4.13s/it] 84/299 3.12G 0.02232 0.00338 0 0.0257 37 640: 9%|▊ | 4/47 [00:10<02:57, 4.13s/it] 84/299 3.12G 0.02232 0.00338 0 0.0257 37 640: 11%|█ | 5/47 [00:10<01:53, 2.70s/it] 84/299 3.12G 0.02207 0.003364 0 0.02543 24 640: 11%|█ | 5/47 [00:10<01:53, 2.70s/it] 84/299 3.12G 0.02207 0.003364 0 0.02543 24 640: 13%|█▎ | 6/47 [00:10<01:14, 1.82s/it] 84/299 3.12G 0.02188 0.003421 0 0.0253 32 640: 13%|█▎ | 6/47 [00:11<01:14, 1.82s/it] 84/299 3.12G 0.02188 0.003421 0 0.0253 32 640: 15%|█▍ | 7/47 [00:11<00:50, 1.26s/it] 84/299 3.12G 0.02155 0.003436 0 0.02498 27 640: 15%|█▍ | 7/47 [00:11<00:50, 1.26s/it] 84/299 3.12G 0.02155 0.003436 0 0.02498 27 640: 17%|█▋ | 8/47 [00:11<00:34, 1.12it/s] 84/299 3.12G 0.02169 0.00344 0 0.02513 38 640: 17%|█▋ | 8/47 [00:11<00:34, 1.12it/s] 84/299 3.12G 0.02169 0.00344 0 0.02513 38 640: 19%|█▉ | 9/47 [00:11<00:25, 1.52it/s] 84/299 3.12G 0.02135 0.003414 0 0.02476 20 640: 19%|█▉ | 9/47 [00:11<00:25, 1.52it/s] 84/299 3.12G 0.02135 0.003414 0 0.02476 20 640: 21%|██▏ | 10/47 [00:11<00:18, 2.04it/s] 84/299 3.12G 0.02151 0.003414 0 0.02493 30 640: 21%|██▏ | 10/47 [00:11<00:18, 2.04it/s] 84/299 3.12G 0.02151 0.003414 0 0.02493 30 640: 23%|██▎ | 11/47 [00:11<00:13, 2.67it/s] 84/299 3.12G 0.02134 0.003547 0 0.02489 30 640: 23%|██▎ | 11/47 [00:19<00:13, 2.67it/s] 84/299 3.12G 0.02134 0.003547 0 0.02489 30 640: 26%|██▌ | 12/47 [00:19<01:31, 2.62s/it] 84/299 3.12G 0.02111 0.003614 0 0.02473 33 640: 26%|██▌ | 12/47 [00:19<01:31, 2.62s/it] 84/299 3.12G 0.02111 0.003614 0 0.02473 33 640: 28%|██▊ | 13/47 [00:19<01:03, 1.87s/it] 84/299 3.12G 0.02117 0.003685 0 0.02485 33 640: 28%|██▊ | 13/47 [00:19<01:03, 1.87s/it] 84/299 3.12G 0.02117 0.003685 0 0.02485 33 640: 30%|██▉ | 14/47 [00:19<00:44, 1.34s/it] 84/299 3.12G 0.02101 0.00369 0 0.0247 39 640: 30%|██▉ | 14/47 [00:19<00:44, 1.34s/it] 84/299 3.12G 0.02101 0.00369 0 0.0247 39 640: 32%|███▏ | 15/47 [00:19<00:31, 1.03it/s] 84/299 3.12G 0.02101 0.003698 0 0.02471
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.982 0.742
0%| | 0/47 [00:00<?, ?it/s] 85/299 3.12G 0.02144 0.002996 0 0.02443 24 640: 0%| | 0/47 [00:00<?, ?it/s] 85/299 3.12G 0.02144 0.002996 0 0.02443 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 85/299 3.12G 0.01956 0.002969 0 0.02253 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 85/299 3.12G 0.01956 0.002969 0 0.02253 24 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 85/299 3.12G 0.01865 0.00305 0 0.0217 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 85/299 3.12G 0.01865 0.00305 0 0.0217 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 85/299 3.12G 0.01862 0.002824 0 0.02145 17 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 85/299 3.12G 0.01862 0.002824 0 0.02145 17 640: 9%|▊ | 4/47 [00:00<00:05, 8.44it/s] 85/299 3.12G 0.01785 0.002974 0 0.02083 30 640: 9%|▊ | 4/47 [00:07<00:05, 8.44it/s] 85/299 3.12G 0.01785 0.002974 0 0.02083 30 640: 11%|█ | 5/47 [00:07<01:48, 2.59s/it] 85/299 3.12G 0.01781 0.0032 0 0.02101 31 640: 11%|█ | 5/47 [00:07<01:48, 2.59s/it] 85/299 3.12G 0.01781 0.0032 0 0.02101 31 640: 13%|█▎ | 6/47 [00:07<01:12, 1.76s/it] 85/299 3.12G 0.01806 0.003287 0 0.02134 34 640: 13%|█▎ | 6/47 [00:07<01:12, 1.76s/it] 85/299 3.12G 0.01806 0.003287 0 0.02134 34 640: 15%|█▍ | 7/47 [00:07<00:48, 1.22s/it] 85/299 3.12G 0.01799 0.003453 0 0.02144 42 640: 15%|█▍ | 7/47 [00:07<00:48, 1.22s/it] 85/299 3.12G 0.01799 0.003453 0 0.02144 42 640: 17%|█▋ | 8/47 [00:07<00:33, 1.15it/s] 85/299 3.12G 0.0183 0.003605 0 0.02191 33 640: 17%|█▋ | 8/47 [00:07<00:33, 1.15it/s] 85/299 3.12G 0.0183 0.003605 0 0.02191 33 640: 19%|█▉ | 9/47 [00:07<00:23, 1.58it/s] 85/299 3.12G 0.01815 0.003603 0 0.02175 32 640: 19%|█▉ | 9/47 [00:08<00:23, 1.58it/s] 85/299 3.12G 0.01815 0.003603 0 0.02175 32 640: 21%|██▏ | 10/47 [00:08<00:17, 2.08it/s] 85/299 3.12G 0.01857 0.003478 0 0.02205 21 640: 21%|██▏ | 10/47 [00:08<00:17, 2.08it/s] 85/299 3.12G 0.01857 0.003478 0 0.02205 21 640: 23%|██▎ | 11/47 [00:08<00:13, 2.72it/s] 85/299 3.12G 0.01859 0.003549 0 0.02214 37 640: 23%|██▎ | 11/47 [00:08<00:13, 2.72it/s] 85/299 3.12G 0.01859 0.003549 0 0.02214 37 640: 26%|██▌ | 12/47 [00:08<00:10, 3.45it/s] 85/299 3.12G 0.0188 0.003572 0 0.02237 29 640: 26%|██▌ | 12/47 [00:16<00:10, 3.45it/s] 85/299 3.12G 0.0188 0.003572 0 0.02237 29 640: 28%|██▊ | 13/47 [00:16<01:28, 2.60s/it] 85/299 3.12G 0.01886 0.003589 0 0.02245 26 640: 28%|██▊ | 13/47 [00:16<01:28, 2.60s/it] 85/299 3.12G 0.01886 0.003589 0 0.02245 26 640: 30%|██▉ | 14/47 [00:16<01:01, 1.86s/it] 85/299 3.12G 0.01895 0.003557 0 0.0225 24 640: 30%|██▉ | 14/47 [00:16<01:01, 1.86s/it] 85/299 3.12G 0.01895 0.003557 0 0.0225 24 640: 32%|███▏ | 15/47 [00:16<00:42, 1.33s/it] 85/299 3.12G 0.01898 0.003545 0 0.02253
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.987 0.734
0%| | 0/47 [00:00<?, ?it/s] 86/299 3.12G 0.01894 0.003976 0 0.02291 37 640: 0%| | 0/47 [00:00<?, ?it/s] 86/299 3.12G 0.01894 0.003976 0 0.02291 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 86/299 3.12G 0.01881 0.003862 0 0.02267 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 86/299 3.12G 0.01881 0.003862 0 0.02267 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 86/299 3.12G 0.0189 0.003741 0 0.02264 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 86/299 3.12G 0.0189 0.003741 0 0.02264 33 640: 6%|▋ | 3/47 [00:00<00:15, 2.90it/s] 86/299 3.12G 0.0186 0.003607 0 0.02221 31 640: 6%|▋ | 3/47 [00:00<00:15, 2.90it/s] 86/299 3.12G 0.0186 0.003607 0 0.02221 31 640: 9%|▊ | 4/47 [00:00<00:10, 3.96it/s] 86/299 3.12G 0.01832 0.003614 0 0.02193 34 640: 9%|▊ | 4/47 [00:01<00:10, 3.96it/s] 86/299 3.12G 0.01832 0.003614 0 0.02193 34 640: 11%|█ | 5/47 [00:01<00:08, 4.95it/s] 86/299 3.12G 0.01864 0.003651 0 0.02229 36 640: 11%|█ | 5/47 [00:07<00:08, 4.95it/s] 86/299 3.12G 0.01864 0.003651 0 0.02229 36 640: 13%|█▎ | 6/47 [00:07<01:39, 2.42s/it] 86/299 3.12G 0.01861 0.003668 0 0.02228 34 640: 13%|█▎ | 6/47 [00:07<01:39, 2.42s/it] 86/299 3.12G 0.01861 0.003668 0 0.02228 34 640: 15%|█▍ | 7/47 [00:07<01:07, 1.68s/it] 86/299 3.12G 0.01874 0.003681 0 0.02242 33 640: 15%|█▍ | 7/47 [00:08<01:07, 1.68s/it] 86/299 3.12G 0.01874 0.003681 0 0.02242 33 640: 17%|█▋ | 8/47 [00:08<00:45, 1.18s/it] 86/299 3.12G 0.01837 0.003681 0 0.02205 25 640: 17%|█▋ | 8/47 [00:08<00:45, 1.18s/it] 86/299 3.12G 0.01837 0.003681 0 0.02205 25 640: 19%|█▉ | 9/47 [00:08<00:32, 1.18it/s] 86/299 3.12G 0.0184 0.003654 0 0.02205 26 640: 19%|█▉ | 9/47 [00:08<00:32, 1.18it/s] 86/299 3.12G 0.0184 0.003654 0 0.02205 26 640: 21%|██▏ | 10/47 [00:08<00:22, 1.62it/s] 86/299 3.12G 0.01873 0.003704 0 0.02243 35 640: 21%|██▏ | 10/47 [00:08<00:22, 1.62it/s] 86/299 3.12G 0.01873 0.003704 0 0.02243 35 640: 23%|██▎ | 11/47 [00:08<00:17, 2.12it/s] 86/299 3.12G 0.01879 0.003765 0 0.02256 28 640: 23%|██▎ | 11/47 [00:08<00:17, 2.12it/s] 86/299 3.12G 0.01879 0.003765 0 0.02256 28 640: 26%|██▌ | 12/47 [00:08<00:16, 2.17it/s] 86/299 3.12G 0.01878 0.003779 0 0.02256 27 640: 26%|██▌ | 12/47 [00:08<00:16, 2.17it/s] 86/299 3.12G 0.01878 0.003779 0 0.02256 27 640: 28%|██▊ | 13/47 [00:08<00:12, 2.82it/s] 86/299 3.12G 0.01865 0.003731 0 0.02239 28 640: 28%|██▊ | 13/47 [00:16<00:12, 2.82it/s] 86/299 3.12G 0.01865 0.003731 0 0.02239 28 640: 30%|██▉ | 14/47 [00:16<01:23, 2.52s/it] 86/299 3.12G 0.01864 0.00371 0 0.02235 35 640: 30%|██▉ | 14/47 [00:16<01:23, 2.52s/it] 86/299 3.12G 0.01864 0.00371 0 0.02235 35 640: 32%|███▏ | 15/47 [00:16<00:57, 1.81s/it] 86/299 3.12G 0.01876 0.003793 0 0.02255
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.989 0.749
0%| | 0/47 [00:00<?, ?it/s] 87/299 3.12G 0.01862 0.00279 0 0.02141 26 640: 0%| | 0/47 [00:00<?, ?it/s] 87/299 3.12G 0.01862 0.00279 0 0.02141 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 87/299 3.12G 0.02201 0.002888 0 0.0249 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 87/299 3.12G 0.02201 0.002888 0 0.0249 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 87/299 3.12G 0.02112 0.003232 0 0.02435 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 87/299 3.12G 0.02112 0.003232 0 0.02435 33 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 87/299 3.12G 0.01979 0.003319 0 0.02311 31 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 87/299 3.12G 0.01979 0.003319 0 0.02311 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 87/299 3.12G 0.01969 0.003185 0 0.02288 21 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 87/299 3.12G 0.01969 0.003185 0 0.02288 21 640: 11%|█ | 5/47 [00:00<00:05, 8.33it/s] 87/299 3.12G 0.01931 0.003251 0 0.02256 32 640: 11%|█ | 5/47 [00:00<00:05, 8.33it/s] 87/299 3.12G 0.01931 0.003251 0 0.02256 32 640: 13%|█▎ | 6/47 [00:00<00:04, 8.51it/s] 87/299 3.12G 0.01948 0.003213 0 0.0227 26 640: 13%|█▎ | 6/47 [00:07<00:04, 8.51it/s] 87/299 3.12G 0.01948 0.003213 0 0.0227 26 640: 15%|█▍ | 7/47 [00:07<01:35, 2.38s/it] 87/299 3.12G 0.01953 0.003175 0 0.0227 24 640: 15%|█▍ | 7/47 [00:07<01:35, 2.38s/it] 87/299 3.12G 0.01953 0.003175 0 0.0227 24 640: 17%|█▋ | 8/47 [00:07<01:05, 1.68s/it] 87/299 3.12G 0.01967 0.003184 0 0.02285 28 640: 17%|█▋ | 8/47 [00:08<01:05, 1.68s/it] 87/299 3.12G 0.01967 0.003184 0 0.02285 28 640: 19%|█▉ | 9/47 [00:08<00:45, 1.19s/it] 87/299 3.12G 0.01989 0.003211 0 0.0231 28 640: 19%|█▉ | 9/47 [00:08<00:45, 1.19s/it] 87/299 3.12G 0.01989 0.003211 0 0.0231 28 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 87/299 3.12G 0.02052 0.003271 0 0.02379 35 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 87/299 3.12G 0.02052 0.003271 0 0.02379 35 640: 23%|██▎ | 11/47 [00:08<00:22, 1.59it/s] 87/299 3.12G 0.0208 0.003418 0 0.02422 32 640: 23%|██▎ | 11/47 [00:08<00:22, 1.59it/s] 87/299 3.12G 0.0208 0.003418 0 0.02422 32 640: 26%|██▌ | 12/47 [00:08<00:16, 2.08it/s] 87/299 3.12G 0.02053 0.003482 0 0.02401 41 640: 26%|██▌ | 12/47 [00:11<00:16, 2.08it/s] 87/299 3.12G 0.02053 0.003482 0 0.02401 41 640: 28%|██▊ | 13/47 [00:11<00:48, 1.42s/it] 87/299 3.12G 0.02049 0.003595 0 0.02409 35 640: 28%|██▊ | 13/47 [00:12<00:48, 1.42s/it] 87/299 3.12G 0.02049 0.003595 0 0.02409 35 640: 30%|██▉ | 14/47 [00:12<00:33, 1.03s/it] 87/299 3.12G 0.02033 0.003609 0 0.02394 35 640: 30%|██▉ | 14/47 [00:16<00:33, 1.03s/it] 87/299 3.12G 0.02033 0.003609 0 0.02394 35 640: 32%|███▏ | 15/47 [00:16<01:01, 1.93s/it] 87/299 3.12G 0.02015 0.003552 0 0.0237
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.989 0.746
0%| | 0/47 [00:00<?, ?it/s] 88/299 3.12G 0.02042 0.003537 0 0.02396 36 640: 0%| | 0/47 [00:00<?, ?it/s] 88/299 3.12G 0.02042 0.003537 0 0.02396 36 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 88/299 3.12G 0.02044 0.003541 0 0.02398 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 88/299 3.12G 0.02044 0.003541 0 0.02398 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 88/299 3.12G 0.02047 0.00346 0 0.02393 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 88/299 3.12G 0.02047 0.00346 0 0.02393 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 88/299 3.12G 0.0205 0.003608 0 0.02411 33 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 88/299 3.12G 0.0205 0.003608 0 0.02411 33 640: 9%|▊ | 4/47 [00:00<00:05, 7.71it/s] 88/299 3.12G 0.01978 0.003399 0 0.02318 23 640: 9%|▊ | 4/47 [00:00<00:05, 7.71it/s] 88/299 3.12G 0.01978 0.003399 0 0.02318 23 640: 11%|█ | 5/47 [00:00<00:05, 7.45it/s] 88/299 3.12G 0.01996 0.00346 0 0.02342 25 640: 11%|█ | 5/47 [00:10<00:05, 7.45it/s] 88/299 3.12G 0.01996 0.00346 0 0.02342 25 640: 13%|█▎ | 6/47 [00:10<02:20, 3.42s/it] 88/299 3.12G 0.02068 0.003526 0 0.0242 24 640: 13%|█▎ | 6/47 [00:10<02:20, 3.42s/it] 88/299 3.12G 0.02068 0.003526 0 0.0242 24 640: 15%|█▍ | 7/47 [00:10<01:33, 2.34s/it] 88/299 3.12G 0.02034 0.003503 0 0.02384 30 640: 15%|█▍ | 7/47 [00:10<01:33, 2.34s/it] 88/299 3.12G 0.02034 0.003503 0 0.02384 30 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 88/299 3.12G 0.01996 0.00347 0 0.02343 22 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 88/299 3.12G 0.01996 0.00347 0 0.02343 22 640: 19%|█▉ | 9/47 [00:10<00:44, 1.16s/it] 88/299 3.12G 0.01968 0.003442 0 0.02312 24 640: 19%|█▉ | 9/47 [00:10<00:44, 1.16s/it] 88/299 3.12G 0.01968 0.003442 0 0.02312 24 640: 21%|██▏ | 10/47 [00:10<00:30, 1.20it/s] 88/299 3.12G 0.01927 0.003436 0 0.0227 26 640: 21%|██▏ | 10/47 [00:11<00:30, 1.20it/s] 88/299 3.12G 0.01927 0.003436 0 0.0227 26 640: 23%|██▎ | 11/47 [00:11<00:22, 1.63it/s] 88/299 3.12G 0.01888 0.003516 0 0.0224 28 640: 23%|██▎ | 11/47 [00:11<00:22, 1.63it/s] 88/299 3.12G 0.01888 0.003516 0 0.0224 28 640: 26%|██▌ | 12/47 [00:11<00:16, 2.17it/s] 88/299 3.12G 0.01873 0.00348 0 0.02221 26 640: 26%|██▌ | 12/47 [00:11<00:16, 2.17it/s] 88/299 3.12G 0.01873 0.00348 0 0.02221 26 640: 28%|██▊ | 13/47 [00:11<00:13, 2.52it/s] 88/299 3.12G 0.01855 0.003578 0 0.02212 38 640: 28%|██▊ | 13/47 [00:18<00:13, 2.52it/s] 88/299 3.12G 0.01855 0.003578 0 0.02212 38 640: 30%|██▉ | 14/47 [00:18<01:23, 2.54s/it] 88/299 3.12G 0.01855 0.003579 0 0.02213 36 640: 30%|██▉ | 14/47 [00:19<01:23, 2.54s/it] 88/299 3.12G 0.01855 0.003579 0 0.02213 36 640: 32%|███▏ | 15/47 [00:19<00:58, 1.81s/it] 88/299 3.12G 0.01839 0.003603 0 0.02199
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.42it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.97 0.735
0%| | 0/47 [00:00<?, ?it/s] 89/299 3.12G 0.0168 0.003565 0 0.02037 32 640: 0%| | 0/47 [00:00<?, ?it/s] 89/299 3.12G 0.0168 0.003565 0 0.02037 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 89/299 3.12G 0.0174 0.003314 0 0.02071 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 89/299 3.12G 0.0174 0.003314 0 0.02071 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 89/299 3.12G 0.01679 0.002964 0 0.01976 20 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 89/299 3.12G 0.01679 0.002964 0 0.01976 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 89/299 3.12G 0.01683 0.003005 0 0.01984 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 89/299 3.12G 0.01683 0.003005 0 0.01984 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.45it/s] 89/299 3.12G 0.01644 0.003081 0 0.01952 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.45it/s] 89/299 3.12G 0.01644 0.003081 0 0.01952 24 640: 11%|█ | 5/47 [00:00<00:04, 8.61it/s] 89/299 3.12G 0.0163 0.003427 0 0.01972 36 640: 11%|█ | 5/47 [00:00<00:04, 8.61it/s] 89/299 3.12G 0.0163 0.003427 0 0.01972 36 640: 13%|█▎ | 6/47 [00:00<00:05, 8.03it/s] 89/299 3.12G 0.0168 0.003382 0 0.02019 25 640: 13%|█▎ | 6/47 [00:07<00:05, 8.03it/s] 89/299 3.12G 0.0168 0.003382 0 0.02019 25 640: 15%|█▍ | 7/47 [00:07<01:37, 2.45s/it] 89/299 3.12G 0.01715 0.003378 0 0.02052 33 640: 15%|█▍ | 7/47 [00:08<01:37, 2.45s/it] 89/299 3.12G 0.01715 0.003378 0 0.02052 33 640: 17%|█▋ | 8/47 [00:08<01:06, 1.70s/it] 89/299 3.12G 0.01726 0.003402 0 0.02066 30 640: 17%|█▋ | 8/47 [00:08<01:06, 1.70s/it] 89/299 3.12G 0.01726 0.003402 0 0.02066 30 640: 19%|█▉ | 9/47 [00:08<00:45, 1.21s/it] 89/299 3.12G 0.01752 0.003405 0 0.02092 39 640: 19%|█▉ | 9/47 [00:08<00:45, 1.21s/it] 89/299 3.12G 0.01752 0.003405 0 0.02092 39 640: 21%|██▏ | 10/47 [00:08<00:32, 1.14it/s] 89/299 3.12G 0.0174 0.003413 0 0.02082 30 640: 21%|██▏ | 10/47 [00:08<00:32, 1.14it/s] 89/299 3.12G 0.0174 0.003413 0 0.02082 30 640: 23%|██▎ | 11/47 [00:08<00:23, 1.55it/s] 89/299 3.12G 0.01733 0.003505 0 0.02083 26 640: 23%|██▎ | 11/47 [00:08<00:23, 1.55it/s] 89/299 3.12G 0.01733 0.003505 0 0.02083 26 640: 26%|██▌ | 12/47 [00:08<00:16, 2.08it/s] 89/299 3.12G 0.0172 0.003441 0 0.02064 23 640: 26%|██▌ | 12/47 [00:09<00:16, 2.08it/s] 89/299 3.12G 0.0172 0.003441 0 0.02064 23 640: 28%|██▊ | 13/47 [00:09<00:24, 1.40it/s] 89/299 3.12G 0.01729 0.003439 0 0.02073 28 640: 28%|██▊ | 13/47 [00:09<00:24, 1.40it/s] 89/299 3.12G 0.01729 0.003439 0 0.02073 28 640: 30%|██▉ | 14/47 [00:09<00:17, 1.85it/s] 89/299 3.12G 0.01742 0.003474 0 0.0209 38 640: 30%|██▉ | 14/47 [00:16<00:17, 1.85it/s] 89/299 3.12G 0.01742 0.003474 0 0.0209 38 640: 32%|███▏ | 15/47 [00:16<01:14, 2.32s/it] 89/299 3.12G 0.01754 0.003484 0 0.02103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.97s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.31it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.944 0.983 0.738
0%| | 0/47 [00:00<?, ?it/s] 90/299 3.12G 0.02323 0.003534 0 0.02677 30 640: 0%| | 0/47 [00:00<?, ?it/s] 90/299 3.12G 0.02323 0.003534 0 0.02677 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.33it/s] 90/299 3.12G 0.02223 0.004002 0 0.02623 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.33it/s] 90/299 3.12G 0.02223 0.004002 0 0.02623 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.58it/s] 90/299 3.12G 0.02191 0.003758 0 0.02566 32 640: 4%|▍ | 2/47 [00:02<00:05, 8.58it/s] 90/299 3.12G 0.02191 0.003758 0 0.02566 32 640: 6%|▋ | 3/47 [00:02<00:40, 1.08it/s] 90/299 3.12G 0.02059 0.003611 0 0.0242 27 640: 6%|▋ | 3/47 [00:05<00:40, 1.08it/s] 90/299 3.12G 0.02059 0.003611 0 0.0242 27 640: 9%|▊ | 4/47 [00:05<01:15, 1.76s/it] 90/299 3.12G 0.01961 0.00352 0 0.02313 26 640: 9%|▊ | 4/47 [00:05<01:15, 1.76s/it] 90/299 3.12G 0.01961 0.00352 0 0.02313 26 640: 11%|█ | 5/47 [00:05<00:49, 1.17s/it] 90/299 3.12G 0.01955 0.003685 0 0.02324 37 640: 11%|█ | 5/47 [00:07<00:49, 1.17s/it] 90/299 3.12G 0.01955 0.003685 0 0.02324 37 640: 13%|█▎ | 6/47 [00:07<01:00, 1.47s/it] 90/299 3.12G 0.01906 0.003562 0 0.02262 27 640: 13%|█▎ | 6/47 [00:07<01:00, 1.47s/it] 90/299 3.12G 0.01906 0.003562 0 0.02262 27 640: 15%|█▍ | 7/47 [00:07<00:41, 1.04s/it] 90/299 3.12G 0.01904 0.003664 0 0.0227 35 640: 15%|█▍ | 7/47 [00:07<00:41, 1.04s/it] 90/299 3.12G 0.01904 0.003664 0 0.0227 35 640: 17%|█▋ | 8/47 [00:07<00:28, 1.35it/s] 90/299 3.12G 0.01897 0.003584 0 0.02256 28 640: 17%|█▋ | 8/47 [00:07<00:28, 1.35it/s] 90/299 3.12G 0.01897 0.003584 0 0.02256 28 640: 19%|█▉ | 9/47 [00:07<00:23, 1.65it/s] 90/299 3.12G 0.01915 0.003549 0 0.0227 29 640: 19%|█▉ | 9/47 [00:08<00:23, 1.65it/s] 90/299 3.12G 0.01915 0.003549 0 0.0227 29 640: 21%|██▏ | 10/47 [00:08<00:17, 2.06it/s] 90/299 3.12G 0.01898 0.003434 0 0.02241 20 640: 21%|██▏ | 10/47 [00:11<00:17, 2.06it/s] 90/299 3.12G 0.01898 0.003434 0 0.02241 20 640: 23%|██▎ | 11/47 [00:11<00:52, 1.45s/it] 90/299 3.12G 0.01904 0.003438 0 0.02247 21 640: 23%|██▎ | 11/47 [00:14<00:52, 1.45s/it] 90/299 3.12G 0.01904 0.003438 0 0.02247 21 640: 26%|██▌ | 12/47 [00:14<01:07, 1.94s/it] 90/299 3.12G 0.0189 0.003438 0 0.02233 24 640: 26%|██▌ | 12/47 [00:14<01:07, 1.94s/it] 90/299 3.12G 0.0189 0.003438 0 0.02233 24 640: 28%|██▊ | 13/47 [00:14<00:47, 1.39s/it] 90/299 3.12G 0.01877 0.003506 0 0.02228 42 640: 28%|██▊ | 13/47 [00:15<00:47, 1.39s/it] 90/299 3.12G 0.01877 0.003506 0 0.02228 42 640: 30%|██▉ | 14/47 [00:15<00:39, 1.20s/it] 90/299 3.12G 0.01878 0.003573 0 0.02235 32 640: 30%|██▉ | 14/47 [00:15<00:39, 1.20s/it] 90/299 3.12G 0.01878 0.003573 0 0.02235 32 640: 32%|███▏ | 15/47 [00:15<00:28, 1.13it/s] 90/299 3.12G 0.01865 0.003559 0 0.02221
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.954 0.973 0.728
0%| | 0/47 [00:00<?, ?it/s] 91/299 3.12G 0.01554 0.00306 0 0.0186 28 640: 0%| | 0/47 [00:00<?, ?it/s] 91/299 3.12G 0.01554 0.00306 0 0.0186 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 91/299 3.12G 0.01798 0.003228 0 0.02121 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 91/299 3.12G 0.01798 0.003228 0 0.02121 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 91/299 3.12G 0.01768 0.003495 0 0.02117 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 91/299 3.12G 0.01768 0.003495 0 0.02117 34 640: 6%|▋ | 3/47 [00:00<00:04, 8.80it/s] 91/299 3.12G 0.01726 0.003355 0 0.02061 26 640: 6%|▋ | 3/47 [00:05<00:04, 8.80it/s] 91/299 3.12G 0.01726 0.003355 0 0.02061 26 640: 9%|▊ | 4/47 [00:05<01:33, 2.18s/it] 91/299 3.12G 0.01813 0.003448 0 0.02158 28 640: 9%|▊ | 4/47 [00:07<01:33, 2.18s/it] 91/299 3.12G 0.01813 0.003448 0 0.02158 28 640: 11%|█ | 5/47 [00:07<01:27, 2.09s/it] 91/299 3.12G 0.01886 0.00342 0 0.02228 27 640: 11%|█ | 5/47 [00:07<01:27, 2.09s/it] 91/299 3.12G 0.01886 0.00342 0 0.02228 27 640: 13%|█▎ | 6/47 [00:07<00:58, 1.43s/it] 91/299 3.12G 0.01956 0.00344 0 0.023 31 640: 13%|█▎ | 6/47 [00:10<00:58, 1.43s/it] 91/299 3.12G 0.01956 0.00344 0 0.023 31 640: 15%|█▍ | 7/47 [00:10<01:20, 2.01s/it] 91/299 3.12G 0.02003 0.003392 0 0.02343 28 640: 15%|█▍ | 7/47 [00:11<01:20, 2.01s/it] 91/299 3.12G 0.02003 0.003392 0 0.02343 28 640: 17%|█▋ | 8/47 [00:11<00:55, 1.41s/it] 91/299 3.12G 0.02004 0.003353 0 0.02339 31 640: 17%|█▋ | 8/47 [00:11<00:55, 1.41s/it] 91/299 3.12G 0.02004 0.003353 0 0.02339 31 640: 19%|█▉ | 9/47 [00:11<00:38, 1.01s/it] 91/299 3.12G 0.01967 0.003264 0 0.02293 24 640: 19%|█▉ | 9/47 [00:11<00:38, 1.01s/it] 91/299 3.12G 0.01967 0.003264 0 0.02293 24 640: 21%|██▏ | 10/47 [00:11<00:27, 1.37it/s] 91/299 3.12G 0.01949 0.003291 0 0.02278 29 640: 21%|██▏ | 10/47 [00:11<00:27, 1.37it/s] 91/299 3.12G 0.01949 0.003291 0 0.02278 29 640: 23%|██▎ | 11/47 [00:11<00:19, 1.85it/s] 91/299 3.12G 0.01946 0.003413 0 0.02288 31 640: 23%|██▎ | 11/47 [00:14<00:19, 1.85it/s] 91/299 3.12G 0.01946 0.003413 0 0.02288 31 640: 26%|██▌ | 12/47 [00:14<00:50, 1.44s/it] 91/299 3.12G 0.01931 0.003372 0 0.02268 21 640: 26%|██▌ | 12/47 [00:16<00:50, 1.44s/it] 91/299 3.12G 0.01931 0.003372 0 0.02268 21 640: 28%|██▊ | 13/47 [00:16<00:49, 1.46s/it] 91/299 3.12G 0.01914 0.00338 0 0.02252 28 640: 28%|██▊ | 13/47 [00:16<00:49, 1.46s/it] 91/299 3.12G 0.01914 0.00338 0 0.02252 28 640: 30%|██▉ | 14/47 [00:16<00:34, 1.05s/it] 91/299 3.12G 0.01909 0.003369 0 0.02246 32 640: 30%|██▉ | 14/47 [00:19<00:34, 1.05s/it] 91/299 3.12G 0.01909 0.003369 0 0.02246 32 640: 32%|███▏ | 15/47 [00:19<00:52, 1.63s/it] 91/299 3.12G 0.01898 0.003375 0 0.02236
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.971 0.936 0.984 0.711
0%| | 0/47 [00:00<?, ?it/s] 92/299 3.12G 0.02055 0.003394 0 0.02394 30 640: 0%| | 0/47 [00:00<?, ?it/s] 92/299 3.12G 0.02055 0.003394 0 0.02394 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.84it/s] 92/299 3.12G 0.02106 0.003446 0 0.0245 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.84it/s] 92/299 3.12G 0.02106 0.003446 0 0.0245 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 92/299 3.12G 0.02018 0.003206 0 0.02339 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 92/299 3.12G 0.02018 0.003206 0 0.02339 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.37it/s] 92/299 3.12G 0.02 0.003462 0 0.02346 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.37it/s] 92/299 3.12G 0.02 0.003462 0 0.02346 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.58it/s] 92/299 3.12G 0.01977 0.003543 0 0.02332 36 640: 9%|▊ | 4/47 [00:08<00:05, 8.58it/s] 92/299 3.12G 0.01977 0.003543 0 0.02332 36 640: 11%|█ | 5/47 [00:08<02:11, 3.14s/it] 92/299 3.12G 0.01977 0.003592 0 0.02337 26 640: 11%|█ | 5/47 [00:09<02:11, 3.14s/it] 92/299 3.12G 0.01977 0.003592 0 0.02337 26 640: 13%|█▎ | 6/47 [00:09<01:34, 2.31s/it] 92/299 3.12G 0.01951 0.003509 0 0.02302 30 640: 13%|█▎ | 6/47 [00:09<01:34, 2.31s/it] 92/299 3.12G 0.01951 0.003509 0 0.02302 30 640: 15%|█▍ | 7/47 [00:09<01:03, 1.59s/it] 92/299 3.12G 0.01957 0.003536 0 0.0231 29 640: 15%|█▍ | 7/47 [00:09<01:03, 1.59s/it] 92/299 3.12G 0.01957 0.003536 0 0.0231 29 640: 17%|█▋ | 8/47 [00:09<00:43, 1.12s/it] 92/299 3.12G 0.01935 0.003399 0 0.02275 18 640: 17%|█▋ | 8/47 [00:10<00:43, 1.12s/it] 92/299 3.12G 0.01935 0.003399 0 0.02275 18 640: 19%|█▉ | 9/47 [00:10<00:30, 1.23it/s] 92/299 3.12G 0.01865 0.00328 0 0.02193 27 640: 19%|█▉ | 9/47 [00:10<00:30, 1.23it/s] 92/299 3.12G 0.01865 0.00328 0 0.02193 27 640: 21%|██▏ | 10/47 [00:10<00:22, 1.68it/s] 92/299 3.12G 0.01873 0.003408 0 0.02214 32 640: 21%|██▏ | 10/47 [00:10<00:22, 1.68it/s] 92/299 3.12G 0.01873 0.003408 0 0.02214 32 640: 23%|██▎ | 11/47 [00:10<00:16, 2.23it/s] 92/299 3.12G 0.01862 0.003442 0 0.02206 31 640: 23%|██▎ | 11/47 [00:10<00:16, 2.23it/s] 92/299 3.12G 0.01862 0.003442 0 0.02206 31 640: 26%|██▌ | 12/47 [00:10<00:12, 2.89it/s] 92/299 3.12G 0.01853 0.003473 0 0.02201 34 640: 26%|██▌ | 12/47 [00:17<00:12, 2.89it/s] 92/299 3.12G 0.01853 0.003473 0 0.02201 34 640: 28%|██▊ | 13/47 [00:17<01:22, 2.43s/it] 92/299 3.12G 0.0186 0.003466 0 0.02207 34 640: 28%|██▊ | 13/47 [00:18<01:22, 2.43s/it] 92/299 3.12G 0.0186 0.003466 0 0.02207 34 640: 30%|██▉ | 14/47 [00:18<01:01, 1.85s/it] 92/299 3.12G 0.01841 0.003444 0 0.02186 32 640: 30%|██▉ | 14/47 [00:18<01:01, 1.85s/it] 92/299 3.12G 0.01841 0.003444 0 0.02186 32 640: 32%|███▏ | 15/47 [00:18<00:42, 1.33s/it] 92/299 3.12G 0.01828 0.003432 0 0.02171
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.962 0.954 0.988 0.742
0%| | 0/47 [00:00<?, ?it/s] 93/299 3.12G 0.01732 0.003711 0 0.02103 38 640: 0%| | 0/47 [00:00<?, ?it/s] 93/299 3.12G 0.01732 0.003711 0 0.02103 38 640: 2%|▏ | 1/47 [00:00<00:05, 8.85it/s] 93/299 3.12G 0.01761 0.003218 0 0.02083 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.85it/s] 93/299 3.12G 0.01761 0.003218 0 0.02083 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.80it/s] 93/299 3.12G 0.01814 0.003347 0 0.02149 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.80it/s] 93/299 3.12G 0.01814 0.003347 0 0.02149 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.26it/s] 93/299 3.12G 0.01811 0.003418 0 0.02153 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.26it/s] 93/299 3.12G 0.01811 0.003418 0 0.02153 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.50it/s] 93/299 3.12G 0.01773 0.003531 0 0.02126 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.50it/s] 93/299 3.12G 0.01773 0.003531 0 0.02126 25 640: 11%|█ | 5/47 [00:00<00:04, 8.63it/s] 93/299 3.12G 0.01757 0.003619 0 0.02119 35 640: 11%|█ | 5/47 [00:07<00:04, 8.63it/s] 93/299 3.12G 0.01757 0.003619 0 0.02119 35 640: 13%|█▎ | 6/47 [00:07<01:41, 2.48s/it] 93/299 3.12G 0.01814 0.003419 0 0.02156 20 640: 13%|█▎ | 6/47 [00:08<01:41, 2.48s/it] 93/299 3.12G 0.01814 0.003419 0 0.02156 20 640: 15%|█▍ | 7/47 [00:08<01:11, 1.80s/it] 93/299 3.12G 0.01847 0.003448 0 0.02192 23 640: 15%|█▍ | 7/47 [00:08<01:11, 1.80s/it] 93/299 3.12G 0.01847 0.003448 0 0.02192 23 640: 17%|█▋ | 8/47 [00:08<00:49, 1.26s/it] 93/299 3.12G 0.01871 0.003435 0 0.02215 24 640: 17%|█▋ | 8/47 [00:08<00:49, 1.26s/it] 93/299 3.12G 0.01871 0.003435 0 0.02215 24 640: 19%|█▉ | 9/47 [00:08<00:34, 1.11it/s] 93/299 3.12G 0.0185 0.003428 0 0.02193 34 640: 19%|█▉ | 9/47 [00:08<00:34, 1.11it/s] 93/299 3.12G 0.0185 0.003428 0 0.02193 34 640: 21%|██▏ | 10/47 [00:08<00:24, 1.50it/s] 93/299 3.12G 0.01873 0.003357 0 0.02209 31 640: 21%|██▏ | 10/47 [00:08<00:24, 1.50it/s] 93/299 3.12G 0.01873 0.003357 0 0.02209 31 640: 23%|██▎ | 11/47 [00:08<00:17, 2.01it/s] 93/299 3.12G 0.01892 0.003448 0 0.02237 34 640: 23%|██▎ | 11/47 [00:08<00:17, 2.01it/s] 93/299 3.12G 0.01892 0.003448 0 0.02237 34 640: 26%|██▌ | 12/47 [00:08<00:13, 2.62it/s] 93/299 3.12G 0.01901 0.003547 0 0.02255 37 640: 26%|██▌ | 12/47 [00:09<00:13, 2.62it/s] 93/299 3.12G 0.01901 0.003547 0 0.02255 37 640: 28%|██▊ | 13/47 [00:09<00:22, 1.52it/s] 93/299 3.12G 0.01933 0.003436 0 0.02277 20 640: 28%|██▊ | 13/47 [00:16<00:22, 1.52it/s] 93/299 3.12G 0.01933 0.003436 0 0.02277 20 640: 30%|██▉ | 14/47 [00:16<01:16, 2.33s/it] 93/299 3.12G 0.01926 0.003478 0 0.02274 42 640: 30%|██▉ | 14/47 [00:16<01:16, 2.33s/it] 93/299 3.12G 0.01926 0.003478 0 0.02274 42 640: 32%|███▏ | 15/47 [00:16<00:56, 1.76s/it] 93/299 3.12G 0.01925 0.003528 0 0.02277
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.971 0.936 0.979 0.775
0%| | 0/47 [00:00<?, ?it/s] 94/299 3.12G 0.01578 0.002839 0 0.01862 20 640: 0%| | 0/47 [00:00<?, ?it/s] 94/299 3.12G 0.01578 0.002839 0 0.01862 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.45it/s] 94/299 3.12G 0.01701 0.003022 0 0.02003 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.45it/s] 94/299 3.12G 0.01701 0.003022 0 0.02003 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 94/299 3.12G 0.01771 0.003069 0 0.02078 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 94/299 3.12G 0.01771 0.003069 0 0.02078 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 94/299 3.12G 0.01719 0.00349 0 0.02068 35 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 94/299 3.12G 0.01719 0.00349 0 0.02068 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 94/299 3.12G 0.01708 0.003432 0 0.02052 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 94/299 3.12G 0.01708 0.003432 0 0.02052 24 640: 11%|█ | 5/47 [00:00<00:04, 8.45it/s] 94/299 3.12G 0.01703 0.003661 0 0.02069 40 640: 11%|█ | 5/47 [00:01<00:04, 8.45it/s] 94/299 3.12G 0.01703 0.003661 0 0.02069 40 640: 13%|█▎ | 6/47 [00:01<00:14, 2.78it/s] 94/299 3.12G 0.01701 0.003562 0 0.02057 23 640: 13%|█▎ | 6/47 [00:08<00:14, 2.78it/s] 94/299 3.12G 0.01701 0.003562 0 0.02057 23 640: 15%|█▍ | 7/47 [00:08<01:39, 2.48s/it] 94/299 3.12G 0.01733 0.003579 0 0.0209 30 640: 15%|█▍ | 7/47 [00:08<01:39, 2.48s/it] 94/299 3.12G 0.01733 0.003579 0 0.0209 30 640: 17%|█▋ | 8/47 [00:08<01:07, 1.73s/it] 94/299 3.12G 0.01729 0.003511 0 0.0208 32 640: 17%|█▋ | 8/47 [00:08<01:07, 1.73s/it] 94/299 3.12G 0.01729 0.003511 0 0.0208 32 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 94/299 3.12G 0.01724 0.003432 0 0.02067 20 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 94/299 3.12G 0.01724 0.003432 0 0.02067 20 640: 21%|██▏ | 10/47 [00:08<00:32, 1.13it/s] 94/299 3.12G 0.01747 0.003398 0 0.02087 24 640: 21%|██▏ | 10/47 [00:11<00:32, 1.13it/s] 94/299 3.12G 0.01747 0.003398 0 0.02087 24 640: 23%|██▎ | 11/47 [00:11<00:48, 1.34s/it] 94/299 3.12G 0.01737 0.003454 0 0.02082 27 640: 23%|██▎ | 11/47 [00:11<00:48, 1.34s/it] 94/299 3.12G 0.01737 0.003454 0 0.02082 27 640: 26%|██▌ | 12/47 [00:11<00:33, 1.04it/s] 94/299 3.12G 0.01736 0.003454 0 0.02082 25 640: 26%|██▌ | 12/47 [00:11<00:33, 1.04it/s] 94/299 3.12G 0.01736 0.003454 0 0.02082 25 640: 28%|██▊ | 13/47 [00:11<00:24, 1.41it/s] 94/299 3.12G 0.01744 0.003455 0 0.0209 31 640: 28%|██▊ | 13/47 [00:11<00:24, 1.41it/s] 94/299 3.12G 0.01744 0.003455 0 0.0209 31 640: 30%|██▉ | 14/47 [00:11<00:17, 1.90it/s] 94/299 3.12G 0.0174 0.003508 0 0.02091 38 640: 30%|██▉ | 14/47 [00:16<00:17, 1.90it/s] 94/299 3.12G 0.0174 0.003508 0 0.02091 38 640: 32%|███▏ | 15/47 [00:16<01:06, 2.07s/it] 94/299 3.12G 0.01762 0.003486 0 0.02111
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.48it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.57it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.945 0.987 0.737
0%| | 0/47 [00:00<?, ?it/s] 95/299 3.12G 0.01896 0.004511 0 0.02347 45 640: 0%| | 0/47 [00:02<?, ?it/s] 95/299 3.12G 0.01896 0.004511 0 0.02347 45 640: 2%|▏ | 1/47 [00:02<02:05, 2.73s/it] 95/299 3.12G 0.01732 0.00344 0 0.02076 21 640: 2%|▏ | 1/47 [00:02<02:05, 2.73s/it] 95/299 3.12G 0.01732 0.00344 0 0.02076 21 640: 4%|▍ | 2/47 [00:02<00:53, 1.20s/it] 95/299 3.12G 0.01774 0.003432 0 0.02117 34 640: 4%|▍ | 2/47 [00:03<00:53, 1.20s/it] 95/299 3.12G 0.01774 0.003432 0 0.02117 34 640: 6%|▋ | 3/47 [00:03<00:35, 1.24it/s] 95/299 3.12G 0.0178 0.003342 0 0.02115 25 640: 6%|▋ | 3/47 [00:07<00:35, 1.24it/s] 95/299 3.12G 0.0178 0.003342 0 0.02115 25 640: 9%|▊ | 4/47 [00:07<01:37, 2.28s/it] 95/299 3.12G 0.01785 0.003512 0 0.02136 28 640: 9%|▊ | 4/47 [00:07<01:37, 2.28s/it] 95/299 3.12G 0.01785 0.003512 0 0.02136 28 640: 11%|█ | 5/47 [00:07<01:03, 1.50s/it] 95/299 3.12G 0.01783 0.003541 0 0.02137 36 640: 11%|█ | 5/47 [00:07<01:03, 1.50s/it] 95/299 3.12G 0.01783 0.003541 0 0.02137 36 640: 13%|█▎ | 6/47 [00:07<00:42, 1.03s/it] 95/299 3.12G 0.01784 0.003479 0 0.02132 34 640: 13%|█▎ | 6/47 [00:08<00:42, 1.03s/it] 95/299 3.12G 0.01784 0.003479 0 0.02132 34 640: 15%|█▍ | 7/47 [00:08<00:29, 1.37it/s] 95/299 3.12G 0.01806 0.003477 0 0.02154 34 640: 15%|█▍ | 7/47 [00:08<00:29, 1.37it/s] 95/299 3.12G 0.01806 0.003477 0 0.02154 34 640: 17%|█▋ | 8/47 [00:08<00:27, 1.43it/s] 95/299 3.12G 0.01819 0.003385 0 0.02157 26 640: 17%|█▋ | 8/47 [00:13<00:27, 1.43it/s] 95/299 3.12G 0.01819 0.003385 0 0.02157 26 640: 19%|█▉ | 9/47 [00:13<01:10, 1.84s/it] 95/299 3.12G 0.01859 0.003373 0 0.02197 30 640: 19%|█▉ | 9/47 [00:13<01:10, 1.84s/it] 95/299 3.12G 0.01859 0.003373 0 0.02197 30 640: 21%|██▏ | 10/47 [00:13<00:48, 1.31s/it] 95/299 3.12G 0.01867 0.003271 0 0.02194 18 640: 21%|██▏ | 10/47 [00:13<00:48, 1.31s/it] 95/299 3.12G 0.01867 0.003271 0 0.02194 18 640: 23%|██▎ | 11/47 [00:13<00:34, 1.06it/s] 95/299 3.12G 0.01903 0.003388 0 0.02242 31 640: 23%|██▎ | 11/47 [00:16<00:34, 1.06it/s] 95/299 3.12G 0.01903 0.003388 0 0.02242 31 640: 26%|██▌ | 12/47 [00:16<00:56, 1.61s/it] 95/299 3.12G 0.01904 0.003422 0 0.02246 28 640: 26%|██▌ | 12/47 [00:16<00:56, 1.61s/it] 95/299 3.12G 0.01904 0.003422 0 0.02246 28 640: 28%|██▊ | 13/47 [00:16<00:39, 1.16s/it] 95/299 3.12G 0.01906 0.003363 0 0.02243 24 640: 28%|██▊ | 13/47 [00:16<00:39, 1.16s/it] 95/299 3.12G 0.01906 0.003363 0 0.02243 24 640: 30%|██▉ | 14/47 [00:16<00:27, 1.19it/s] 95/299 3.12G 0.01904 0.003414 0 0.02246 33 640: 30%|██▉ | 14/47 [00:16<00:27, 1.19it/s] 95/299 3.12G 0.01904 0.003414 0 0.02246 33 640: 32%|███▏ | 15/47 [00:16<00:19, 1.61it/s] 95/299 3.12G 0.01913 0.003463 0 0.0226
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.954 0.988 0.734
0%| | 0/47 [00:00<?, ?it/s] 96/299 3.12G 0.02329 0.003229 0 0.02652 24 640: 0%| | 0/47 [00:00<?, ?it/s] 96/299 3.12G 0.02329 0.003229 0 0.02652 24 640: 2%|▏ | 1/47 [00:00<00:06, 6.78it/s] 96/299 3.12G 0.02326 0.003146 0 0.0264 26 640: 2%|▏ | 1/47 [00:05<00:06, 6.78it/s] 96/299 3.12G 0.02326 0.003146 0 0.0264 26 640: 4%|▍ | 2/47 [00:05<02:29, 3.32s/it] 96/299 3.12G 0.02314 0.003097 0 0.02623 23 640: 4%|▍ | 2/47 [00:05<02:29, 3.32s/it] 96/299 3.12G 0.02314 0.003097 0 0.02623 23 640: 6%|▋ | 3/47 [00:05<01:22, 1.86s/it] 96/299 3.12G 0.02356 0.003064 0 0.02662 28 640: 6%|▋ | 3/47 [00:05<01:22, 1.86s/it] 96/299 3.12G 0.02356 0.003064 0 0.02662 28 640: 9%|▊ | 4/47 [00:05<00:50, 1.18s/it] 96/299 3.12G 0.02397 0.003403 0 0.02738 35 640: 9%|▊ | 4/47 [00:08<00:50, 1.18s/it] 96/299 3.12G 0.02397 0.003403 0 0.02738 35 640: 11%|█ | 5/47 [00:08<01:13, 1.75s/it] 96/299 3.12G 0.02358 0.003514 0 0.0271 37 640: 11%|█ | 5/47 [00:09<01:13, 1.75s/it] 96/299 3.12G 0.02358 0.003514 0 0.0271 37 640: 13%|█▎ | 6/47 [00:09<00:55, 1.36s/it] 96/299 3.12G 0.02331 0.003428 0 0.02674 23 640: 13%|█▎ | 6/47 [00:09<00:55, 1.36s/it] 96/299 3.12G 0.02331 0.003428 0 0.02674 23 640: 15%|█▍ | 7/47 [00:09<00:38, 1.05it/s] 96/299 3.12G 0.02309 0.003309 0 0.0264 22 640: 15%|█▍ | 7/47 [00:09<00:38, 1.05it/s] 96/299 3.12G 0.02309 0.003309 0 0.0264 22 640: 17%|█▋ | 8/47 [00:09<00:26, 1.46it/s] 96/299 3.12G 0.02285 0.003354 0 0.0262 35 640: 17%|█▋ | 8/47 [00:11<00:26, 1.46it/s] 96/299 3.12G 0.02285 0.003354 0 0.0262 35 640: 19%|█▉ | 9/47 [00:11<00:40, 1.07s/it] 96/299 3.12G 0.0226 0.003363 0 0.02597 26 640: 19%|█▉ | 9/47 [00:14<00:40, 1.07s/it] 96/299 3.12G 0.0226 0.003363 0 0.02597 26 640: 21%|██▏ | 10/47 [00:14<01:05, 1.76s/it] 96/299 3.12G 0.02242 0.003353 0 0.02578 23 640: 21%|██▏ | 10/47 [00:14<01:05, 1.76s/it] 96/299 3.12G 0.02242 0.003353 0 0.02578 23 640: 23%|██▎ | 11/47 [00:14<00:45, 1.26s/it] 96/299 3.12G 0.02199 0.003354 0 0.02534 32 640: 23%|██▎ | 11/47 [00:15<00:45, 1.26s/it] 96/299 3.12G 0.02199 0.003354 0 0.02534 32 640: 26%|██▌ | 12/47 [00:15<00:31, 1.10it/s] 96/299 3.12G 0.0217 0.003439 0 0.02514 31 640: 26%|██▌ | 12/47 [00:17<00:31, 1.10it/s] 96/299 3.12G 0.0217 0.003439 0 0.02514 31 640: 28%|██▊ | 13/47 [00:17<00:47, 1.40s/it] 96/299 3.12G 0.02137 0.003471 0 0.02485 32 640: 28%|██▊ | 13/47 [00:18<00:47, 1.40s/it] 96/299 3.12G 0.02137 0.003471 0 0.02485 32 640: 30%|██▉ | 14/47 [00:18<00:37, 1.12s/it] 96/299 3.12G 0.02132 0.003511 0 0.02483 35 640: 30%|██▉ | 14/47 [00:18<00:37, 1.12s/it] 96/299 3.12G 0.02132 0.003511 0 0.02483 35 640: 32%|███▏ | 15/47 [00:18<00:26, 1.22it/s] 96/299 3.12G 0.02176 0.003524 0 0.02529
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.929 0.963 0.986 0.751
0%| | 0/47 [00:00<?, ?it/s] 97/299 3.12G 0.0167 0.003277 0 0.01997 29 640: 0%| | 0/47 [00:00<?, ?it/s] 97/299 3.12G 0.0167 0.003277 0 0.01997 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 97/299 3.12G 0.01689 0.003095 0 0.01999 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 97/299 3.12G 0.01689 0.003095 0 0.01999 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 97/299 3.12G 0.01699 0.003115 0 0.02011 26 640: 4%|▍ | 2/47 [00:06<00:05, 7.58it/s] 97/299 3.12G 0.01699 0.003115 0 0.02011 26 640: 6%|▋ | 3/47 [00:06<02:16, 3.10s/it] 97/299 3.12G 0.01765 0.003292 0 0.02095 34 640: 6%|▋ | 3/47 [00:07<02:16, 3.10s/it] 97/299 3.12G 0.01765 0.003292 0 0.02095 34 640: 9%|▊ | 4/47 [00:07<01:22, 1.93s/it] 97/299 3.12G 0.01737 0.003353 0 0.02072 26 640: 9%|▊ | 4/47 [00:07<01:22, 1.93s/it] 97/299 3.12G 0.01737 0.003353 0 0.02072 26 640: 11%|█ | 5/47 [00:07<00:53, 1.27s/it] 97/299 3.12G 0.0175 0.00343 0 0.02093 31 640: 11%|█ | 5/47 [00:07<00:53, 1.27s/it] 97/299 3.12G 0.0175 0.00343 0 0.02093 31 640: 13%|█▎ | 6/47 [00:07<00:36, 1.13it/s] 97/299 3.12G 0.01757 0.003329 0 0.0209 25 640: 13%|█▎ | 6/47 [00:07<00:36, 1.13it/s] 97/299 3.12G 0.01757 0.003329 0 0.0209 25 640: 15%|█▍ | 7/47 [00:07<00:30, 1.29it/s] 97/299 3.12G 0.01727 0.003243 0 0.02052 24 640: 15%|█▍ | 7/47 [00:07<00:30, 1.29it/s] 97/299 3.12G 0.01727 0.003243 0 0.02052 24 640: 17%|█▋ | 8/47 [00:07<00:21, 1.78it/s] 97/299 3.12G 0.01734 0.003253 0 0.02059 31 640: 17%|█▋ | 8/47 [00:08<00:21, 1.78it/s] 97/299 3.12G 0.01734 0.003253 0 0.02059 31 640: 19%|█▉ | 9/47 [00:08<00:16, 2.37it/s] 97/299 3.12G 0.01732 0.003266 0 0.02059 30 640: 19%|█▉ | 9/47 [00:08<00:16, 2.37it/s] 97/299 3.12G 0.01732 0.003266 0 0.02059 30 640: 21%|██▏ | 10/47 [00:08<00:20, 1.79it/s] 97/299 3.12G 0.01748 0.003311 0 0.02079 29 640: 21%|██▏ | 10/47 [00:15<00:20, 1.79it/s] 97/299 3.12G 0.01748 0.003311 0 0.02079 29 640: 23%|██▎ | 11/47 [00:15<01:26, 2.39s/it] 97/299 3.12G 0.01775 0.003376 0 0.02112 28 640: 23%|██▎ | 11/47 [00:15<01:26, 2.39s/it] 97/299 3.12G 0.01775 0.003376 0 0.02112 28 640: 26%|██▌ | 12/47 [00:15<00:59, 1.70s/it] 97/299 3.12G 0.0179 0.003334 0 0.02124 19 640: 26%|██▌ | 12/47 [00:15<00:59, 1.70s/it] 97/299 3.12G 0.0179 0.003334 0 0.02124 19 640: 28%|██▊ | 13/47 [00:15<00:41, 1.22s/it] 97/299 3.12G 0.01805 0.003371 0 0.02142 35 640: 28%|██▊ | 13/47 [00:15<00:41, 1.22s/it] 97/299 3.12G 0.01805 0.003371 0 0.02142 35 640: 30%|██▉ | 14/47 [00:15<00:29, 1.12it/s] 97/299 3.12G 0.01809 0.003431 0 0.02152 41 640: 30%|██▉ | 14/47 [00:16<00:29, 1.12it/s] 97/299 3.12G 0.01809 0.003431 0 0.02152 41 640: 32%|███▏ | 15/47 [00:16<00:24, 1.30it/s] 97/299 3.12G 0.01802 0.003405 0 0.02142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.986 0.718
0%| | 0/47 [00:00<?, ?it/s] 98/299 3.12G 0.0213 0.004131 0 0.02543 34 640: 0%| | 0/47 [00:00<?, ?it/s] 98/299 3.12G 0.0213 0.004131 0 0.02543 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 98/299 3.12G 0.02066 0.003221 0 0.02388 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 98/299 3.12G 0.02066 0.003221 0 0.02388 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 98/299 3.12G 0.01981 0.003355 0 0.02317 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 98/299 3.12G 0.01981 0.003355 0 0.02317 30 640: 6%|▋ | 3/47 [00:00<00:14, 3.06it/s] 98/299 3.12G 0.01908 0.003504 0 0.02259 36 640: 6%|▋ | 3/47 [00:07<00:14, 3.06it/s] 98/299 3.12G 0.01908 0.003504 0 0.02259 36 640: 9%|▊ | 4/47 [00:07<02:03, 2.88s/it] 98/299 3.12G 0.01919 0.003294 0 0.02248 23 640: 9%|▊ | 4/47 [00:07<02:03, 2.88s/it] 98/299 3.12G 0.01919 0.003294 0 0.02248 23 640: 11%|█ | 5/47 [00:07<01:19, 1.88s/it] 98/299 3.12G 0.01889 0.003442 0 0.02233 31 640: 11%|█ | 5/47 [00:07<01:19, 1.88s/it] 98/299 3.12G 0.01889 0.003442 0 0.02233 31 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 98/299 3.12G 0.01908 0.003706 0 0.02279 47 640: 13%|█▎ | 6/47 [00:10<00:52, 1.28s/it] 98/299 3.12G 0.01908 0.003706 0 0.02279 47 640: 15%|█▍ | 7/47 [00:10<01:08, 1.71s/it] 98/299 3.12G 0.01909 0.003598 0 0.02269 29 640: 15%|█▍ | 7/47 [00:10<01:08, 1.71s/it] 98/299 3.12G 0.01909 0.003598 0 0.02269 29 640: 17%|█▋ | 8/47 [00:10<00:46, 1.20s/it] 98/299 3.12G 0.01891 0.003555 0 0.02247 23 640: 17%|█▋ | 8/47 [00:10<00:46, 1.20s/it] 98/299 3.12G 0.01891 0.003555 0 0.02247 23 640: 19%|█▉ | 9/47 [00:10<00:32, 1.16it/s] 98/299 3.12G 0.01871 0.003546 0 0.02226 25 640: 19%|█▉ | 9/47 [00:10<00:32, 1.16it/s] 98/299 3.12G 0.01871 0.003546 0 0.02226 25 640: 21%|██▏ | 10/47 [00:10<00:23, 1.59it/s] 98/299 3.12G 0.01857 0.003521 0 0.02209 28 640: 21%|██▏ | 10/47 [00:12<00:23, 1.59it/s] 98/299 3.12G 0.01857 0.003521 0 0.02209 28 640: 23%|██▎ | 11/47 [00:12<00:32, 1.12it/s] 98/299 3.12G 0.01838 0.003541 0 0.02192 34 640: 23%|██▎ | 11/47 [00:15<00:32, 1.12it/s] 98/299 3.12G 0.01838 0.003541 0 0.02192 34 640: 26%|██▌ | 12/47 [00:15<01:01, 1.76s/it] 98/299 3.12G 0.01825 0.003546 0 0.02179 31 640: 26%|██▌ | 12/47 [00:16<01:01, 1.76s/it] 98/299 3.12G 0.01825 0.003546 0 0.02179 31 640: 28%|██▊ | 13/47 [00:16<00:42, 1.26s/it] 98/299 3.12G 0.01845 0.003532 0 0.02198 31 640: 28%|██▊ | 13/47 [00:16<00:42, 1.26s/it] 98/299 3.12G 0.01845 0.003532 0 0.02198 31 640: 30%|██▉ | 14/47 [00:16<00:30, 1.09it/s] 98/299 3.12G 0.01837 0.003594 0 0.02197 36 640: 30%|██▉ | 14/47 [00:19<00:30, 1.09it/s] 98/299 3.12G 0.01837 0.003594 0 0.02197 36 640: 32%|███▏ | 15/47 [00:19<00:48, 1.50s/it] 98/299 3.12G 0.01866 0.003521 0 0.02218
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.963 0.979 0.741
0%| | 0/47 [00:00<?, ?it/s] 99/299 3.12G 0.01808 0.00313 0 0.02121 24 640: 0%| | 0/47 [00:00<?, ?it/s] 99/299 3.12G 0.01808 0.00313 0 0.02121 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 99/299 3.12G 0.01816 0.003124 0 0.02128 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 99/299 3.12G 0.01816 0.003124 0 0.02128 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 99/299 3.12G 0.01766 0.003374 0 0.02104 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 99/299 3.12G 0.01766 0.003374 0 0.02104 34 640: 6%|▋ | 3/47 [00:00<00:13, 3.22it/s] 99/299 3.12G 0.01742 0.003611 0 0.02103 33 640: 6%|▋ | 3/47 [00:06<00:13, 3.22it/s] 99/299 3.12G 0.01742 0.003611 0 0.02103 33 640: 9%|▊ | 4/47 [00:06<01:51, 2.60s/it] 99/299 3.12G 0.01782 0.00337 0 0.02119 26 640: 9%|▊ | 4/47 [00:07<01:51, 2.60s/it] 99/299 3.12G 0.01782 0.00337 0 0.02119 26 640: 11%|█ | 5/47 [00:07<01:22, 1.98s/it] 99/299 3.12G 0.01788 0.003448 0 0.02132 32 640: 11%|█ | 5/47 [00:07<01:22, 1.98s/it] 99/299 3.12G 0.01788 0.003448 0 0.02132 32 640: 13%|█▎ | 6/47 [00:07<00:55, 1.34s/it] 99/299 3.12G 0.01829 0.003327 0 0.02161 24 640: 13%|█▎ | 6/47 [00:07<00:55, 1.34s/it] 99/299 3.12G 0.01829 0.003327 0 0.02161 24 640: 15%|█▍ | 7/47 [00:07<00:37, 1.06it/s] 99/299 3.12G 0.01902 0.003271 0 0.02229 28 640: 15%|█▍ | 7/47 [00:08<00:37, 1.06it/s] 99/299 3.12G 0.01902 0.003271 0 0.02229 28 640: 17%|█▋ | 8/47 [00:08<00:26, 1.46it/s] 99/299 3.12G 0.01943 0.003451 0 0.02288 40 640: 17%|█▋ | 8/47 [00:08<00:26, 1.46it/s] 99/299 3.12G 0.01943 0.003451 0 0.02288 40 640: 19%|█▉ | 9/47 [00:08<00:19, 1.97it/s] 99/299 3.12G 0.0197 0.003518 0 0.02322 35 640: 19%|█▉ | 9/47 [00:08<00:19, 1.97it/s] 99/299 3.12G 0.0197 0.003518 0 0.02322 35 640: 21%|██▏ | 10/47 [00:08<00:14, 2.59it/s] 99/299 3.12G 0.01978 0.003612 0 0.02339 30 640: 21%|██▏ | 10/47 [00:12<00:14, 2.59it/s] 99/299 3.12G 0.01978 0.003612 0 0.02339 30 640: 23%|██▎ | 11/47 [00:12<00:50, 1.39s/it] 99/299 3.12G 0.01955 0.003641 0 0.02319 30 640: 23%|██▎ | 11/47 [00:16<00:50, 1.39s/it] 99/299 3.12G 0.01955 0.003641 0 0.02319 30 640: 26%|██▌ | 12/47 [00:16<01:18, 2.24s/it] 99/299 3.12G 0.01942 0.003587 0 0.02301 21 640: 26%|██▌ | 12/47 [00:16<01:18, 2.24s/it] 99/299 3.12G 0.01942 0.003587 0 0.02301 21 640: 28%|██▊ | 13/47 [00:16<00:56, 1.65s/it] 99/299 3.12G 0.01942 0.003626 0 0.02304 35 640: 28%|██▊ | 13/47 [00:16<00:56, 1.65s/it] 99/299 3.12G 0.01942 0.003626 0 0.02304 35 640: 30%|██▉ | 14/47 [00:16<00:39, 1.19s/it] 99/299 3.12G 0.01925 0.003561 0 0.02281 19 640: 30%|██▉ | 14/47 [00:16<00:39, 1.19s/it] 99/299 3.12G 0.01925 0.003561 0 0.02281 19 640: 32%|███▏ | 15/47 [00:16<00:27, 1.16it/s] 99/299 3.12G 0.01913 0.003565 0 0.0227
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 4.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 5.18it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.963 0.98 0.738
0%| | 0/47 [00:00<?, ?it/s] 100/299 3.12G 0.01953 0.003318 0 0.02284 29 640: 0%| | 0/47 [00:00<?, ?it/s] 100/299 3.12G 0.01953 0.003318 0 0.02284 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.84it/s] 100/299 3.12G 0.01775 0.003289 0 0.02103 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.84it/s] 100/299 3.12G 0.01775 0.003289 0 0.02103 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 100/299 3.12G 0.0178 0.003354 0 0.02115 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 100/299 3.12G 0.0178 0.003354 0 0.02115 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.32it/s] 100/299 3.12G 0.01828 0.003481 0 0.02176 33 640: 6%|▋ | 3/47 [00:04<00:05, 8.32it/s] 100/299 3.12G 0.01828 0.003481 0 0.02176 33 640: 9%|▊ | 4/47 [00:04<01:04, 1.51s/it] 100/299 3.12G 0.01833 0.003596 0 0.02193 23 640: 9%|▊ | 4/47 [00:06<01:04, 1.51s/it] 100/299 3.12G 0.01833 0.003596 0 0.02193 23 640: 11%|█ | 5/47 [00:06<01:25, 2.04s/it] 100/299 3.12G 0.01823 0.003677 0 0.02191 38 640: 11%|█ | 5/47 [00:08<01:25, 2.04s/it] 100/299 3.12G 0.01823 0.003677 0 0.02191 38 640: 13%|█▎ | 6/47 [00:08<01:11, 1.74s/it] 100/299 3.12G 0.01791 0.003722 0 0.02163 35 640: 13%|█▎ | 6/47 [00:08<01:11, 1.74s/it] 100/299 3.12G 0.01791 0.003722 0 0.02163 35 640: 15%|█▍ | 7/47 [00:08<00:48, 1.21s/it] 100/299 3.12G 0.01839 0.003719 0 0.02211 25 640: 15%|█▍ | 7/47 [00:08<00:48, 1.21s/it] 100/299 3.12G 0.01839 0.003719 0 0.02211 25 640: 17%|█▋ | 8/47 [00:08<00:33, 1.16it/s] 100/299 3.12G 0.01872 0.003779 0 0.0225 33 640: 17%|█▋ | 8/47 [00:08<00:33, 1.16it/s] 100/299 3.12G 0.01872 0.003779 0 0.0225 33 640: 19%|█▉ | 9/47 [00:08<00:24, 1.58it/s] 100/299 3.12G 0.01926 0.003734 0 0.023 23 640: 19%|█▉ | 9/47 [00:08<00:24, 1.58it/s] 100/299 3.12G 0.01926 0.003734 0 0.023 23 640: 21%|██▏ | 10/47 [00:08<00:17, 2.12it/s] 100/299 3.12G 0.01933 0.003723 0 0.02306 26 640: 21%|██▏ | 10/47 [00:08<00:17, 2.12it/s] 100/299 3.12G 0.01933 0.003723 0 0.02306 26 640: 23%|██▎ | 11/47 [00:08<00:12, 2.78it/s] 100/299 3.12G 0.01914 0.003792 0 0.02293 33 640: 23%|██▎ | 11/47 [00:14<00:12, 2.78it/s] 100/299 3.12G 0.01914 0.003792 0 0.02293 33 640: 26%|██▌ | 12/47 [00:14<01:05, 1.87s/it] 100/299 3.12G 0.01913 0.003831 0 0.02296 33 640: 26%|██▌ | 12/47 [00:15<01:05, 1.87s/it] 100/299 3.12G 0.01913 0.003831 0 0.02296 33 640: 28%|██▊ | 13/47 [00:15<00:59, 1.74s/it] 100/299 3.12G 0.01902 0.003846 0 0.02287 38 640: 28%|██▊ | 13/47 [00:16<00:59, 1.74s/it] 100/299 3.12G 0.01902 0.003846 0 0.02287 38 640: 30%|██▉ | 14/47 [00:16<00:54, 1.65s/it] 100/299 3.12G 0.01893 0.003812 0 0.02275 27 640: 30%|██▉ | 14/47 [00:17<00:54, 1.65s/it] 100/299 3.12G 0.01893 0.003812 0 0.02275 27 640: 32%|███▏ | 15/47 [00:17<00:37, 1.18s/it] 100/299 3.12G 0.01881 0.003792 0 0.0226
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.982 0.731
0%| | 0/47 [00:00<?, ?it/s] 101/299 3.12G 0.01381 0.003146 0 0.01696 30 640: 0%| | 0/47 [00:00<?, ?it/s] 101/299 3.12G 0.01381 0.003146 0 0.01696 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 101/299 3.12G 0.01585 0.003468 0 0.01932 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 101/299 3.12G 0.01585 0.003468 0 0.01932 36 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 101/299 3.12G 0.01503 0.003328 0 0.01836 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 101/299 3.12G 0.01503 0.003328 0 0.01836 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.18it/s] 101/299 3.12G 0.01462 0.003227 0 0.01784 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.18it/s] 101/299 3.12G 0.01462 0.003227 0 0.01784 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.45it/s] 101/299 3.12G 0.01473 0.003145 0 0.01788 24 640: 9%|▊ | 4/47 [00:04<00:05, 8.45it/s] 101/299 3.12G 0.01473 0.003145 0 0.01788 24 640: 11%|█ | 5/47 [00:04<01:03, 1.51s/it] 101/299 3.12G 0.01489 0.003181 0 0.01807 30 640: 11%|█ | 5/47 [00:08<01:03, 1.51s/it] 101/299 3.12G 0.01489 0.003181 0 0.01807 30 640: 13%|█▎ | 6/47 [00:08<01:37, 2.39s/it] 101/299 3.12G 0.01524 0.003089 0 0.01833 19 640: 13%|█▎ | 6/47 [00:10<01:37, 2.39s/it] 101/299 3.12G 0.01524 0.003089 0 0.01833 19 640: 15%|█▍ | 7/47 [00:10<01:33, 2.33s/it] 101/299 3.12G 0.01583 0.003227 0 0.01906 31 640: 15%|█▍ | 7/47 [00:10<01:33, 2.33s/it] 101/299 3.12G 0.01583 0.003227 0 0.01906 31 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 101/299 3.12G 0.01608 0.003217 0 0.0193 30 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 101/299 3.12G 0.01608 0.003217 0 0.0193 30 640: 19%|█▉ | 9/47 [00:10<00:43, 1.15s/it] 101/299 3.12G 0.01646 0.003263 0 0.01973 36 640: 19%|█▉ | 9/47 [00:11<00:43, 1.15s/it] 101/299 3.12G 0.01646 0.003263 0 0.01973 36 640: 21%|██▏ | 10/47 [00:11<00:30, 1.19it/s] 101/299 3.12G 0.01663 0.003301 0 0.01993 33 640: 21%|██▏ | 10/47 [00:11<00:30, 1.19it/s] 101/299 3.12G 0.01663 0.003301 0 0.01993 33 640: 23%|██▎ | 11/47 [00:11<00:22, 1.63it/s] 101/299 3.12G 0.01676 0.003383 0 0.02014 29 640: 23%|██▎ | 11/47 [00:11<00:22, 1.63it/s] 101/299 3.12G 0.01676 0.003383 0 0.02014 29 640: 26%|██▌ | 12/47 [00:11<00:16, 2.17it/s] 101/299 3.12G 0.01683 0.003345 0 0.02017 28 640: 26%|██▌ | 12/47 [00:14<00:16, 2.17it/s] 101/299 3.12G 0.01683 0.003345 0 0.02017 28 640: 28%|██▊ | 13/47 [00:14<00:42, 1.24s/it] 101/299 3.12G 0.01694 0.003405 0 0.02034 34 640: 28%|██▊ | 13/47 [00:17<00:42, 1.24s/it] 101/299 3.12G 0.01694 0.003405 0 0.02034 34 640: 30%|██▉ | 14/47 [00:17<00:55, 1.69s/it] 101/299 3.12G 0.01708 0.003448 0 0.02053 27 640: 30%|██▉ | 14/47 [00:19<00:55, 1.69s/it] 101/299 3.12G 0.01708 0.003448 0 0.02053 27 640: 32%|███▏ | 15/47 [00:19<00:57, 1.80s/it] 101/299 3.12G 0.01718 0.003446 0 0.02063
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.945 0.981 0.754
0%| | 0/47 [00:00<?, ?it/s] 102/299 3.12G 0.01904 0.003268 0 0.02231 23 640: 0%| | 0/47 [00:00<?, ?it/s] 102/299 3.12G 0.01904 0.003268 0 0.02231 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 102/299 3.12G 0.01832 0.003166 0 0.02149 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 102/299 3.12G 0.01832 0.003166 0 0.02149 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 102/299 3.12G 0.01776 0.003235 0 0.021 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 102/299 3.12G 0.01776 0.003235 0 0.021 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 102/299 3.12G 0.01788 0.003427 0 0.0213 39 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 102/299 3.12G 0.01788 0.003427 0 0.0213 39 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 102/299 3.12G 0.01779 0.003328 0 0.02112 21 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 102/299 3.12G 0.01779 0.003328 0 0.02112 21 640: 11%|█ | 5/47 [00:00<00:04, 8.46it/s] 102/299 3.12G 0.01856 0.003498 0 0.02205 39 640: 11%|█ | 5/47 [00:04<00:04, 8.46it/s] 102/299 3.12G 0.01856 0.003498 0 0.02205 39 640: 13%|█▎ | 6/47 [00:04<01:04, 1.57s/it] 102/299 3.12G 0.01837 0.003482 0 0.02185 25 640: 13%|█▎ | 6/47 [00:07<01:04, 1.57s/it] 102/299 3.12G 0.01837 0.003482 0 0.02185 25 640: 15%|█▍ | 7/47 [00:07<01:21, 2.03s/it] 102/299 3.12G 0.01805 0.003462 0 0.02152 36 640: 15%|█▍ | 7/47 [00:08<01:21, 2.03s/it] 102/299 3.12G 0.01805 0.003462 0 0.02152 36 640: 17%|█▋ | 8/47 [00:08<00:55, 1.42s/it] 102/299 3.12G 0.01799 0.003474 0 0.02146 34 640: 17%|█▋ | 8/47 [00:08<00:55, 1.42s/it] 102/299 3.12G 0.01799 0.003474 0 0.02146 34 640: 19%|█▉ | 9/47 [00:08<00:38, 1.01s/it] 102/299 3.12G 0.01786 0.003402 0 0.02127 26 640: 19%|█▉ | 9/47 [00:08<00:38, 1.01s/it] 102/299 3.12G 0.01786 0.003402 0 0.02127 26 640: 21%|██▏ | 10/47 [00:08<00:27, 1.36it/s] 102/299 3.12G 0.01805 0.003399 0 0.02145 27 640: 21%|██▏ | 10/47 [00:08<00:27, 1.36it/s] 102/299 3.12G 0.01805 0.003399 0 0.02145 27 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 102/299 3.12G 0.01793 0.003464 0 0.0214 37 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 102/299 3.12G 0.01793 0.003464 0 0.0214 37 640: 26%|██▌ | 12/47 [00:08<00:16, 2.10it/s] 102/299 3.12G 0.01785 0.003471 0 0.02132 33 640: 26%|██▌ | 12/47 [00:08<00:16, 2.10it/s] 102/299 3.12G 0.01785 0.003471 0 0.02132 33 640: 28%|██▊ | 13/47 [00:08<00:12, 2.74it/s] 102/299 3.12G 0.01807 0.003479 0 0.02155 36 640: 28%|██▊ | 13/47 [00:13<00:12, 2.74it/s] 102/299 3.12G 0.01807 0.003479 0 0.02155 36 640: 30%|██▉ | 14/47 [00:13<00:53, 1.61s/it] 102/299 3.12G 0.01807 0.003521 0 0.02159 39 640: 30%|██▉ | 14/47 [00:16<00:53, 1.61s/it] 102/299 3.12G 0.01807 0.003521 0 0.02159 39 640: 32%|███▏ | 15/47 [00:16<01:05, 2.05s/it] 102/299 3.12G 0.01793 0.003526 0 0.02146
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.988 0.76
0%| | 0/47 [00:00<?, ?it/s] 103/299 3.12G 0.01861 0.003236 0 0.02184 26 640: 0%| | 0/47 [00:00<?, ?it/s] 103/299 3.12G 0.01861 0.003236 0 0.02184 26 640: 2%|▏ | 1/47 [00:00<00:28, 1.62it/s] 103/299 3.12G 0.01839 0.003337 0 0.02172 24 640: 2%|▏ | 1/47 [00:00<00:28, 1.62it/s] 103/299 3.12G 0.01839 0.003337 0 0.02172 24 640: 4%|▍ | 2/47 [00:00<00:14, 3.12it/s] 103/299 3.12G 0.01819 0.00337 0 0.02156 29 640: 4%|▍ | 2/47 [00:00<00:14, 3.12it/s] 103/299 3.12G 0.01819 0.00337 0 0.02156 29 640: 6%|▋ | 3/47 [00:00<00:09, 4.43it/s] 103/299 3.12G 0.01762 0.003583 0 0.0212 33 640: 6%|▋ | 3/47 [00:02<00:09, 4.43it/s] 103/299 3.12G 0.01762 0.003583 0 0.0212 33 640: 9%|▊ | 4/47 [00:02<00:40, 1.06it/s] 103/299 3.12G 0.01726 0.003691 0 0.02095 42 640: 9%|▊ | 4/47 [00:02<00:40, 1.06it/s] 103/299 3.12G 0.01726 0.003691 0 0.02095 42 640: 11%|█ | 5/47 [00:02<00:26, 1.56it/s] 103/299 3.12G 0.01697 0.003526 0 0.0205 24 640: 11%|█ | 5/47 [00:03<00:26, 1.56it/s] 103/299 3.12G 0.01697 0.003526 0 0.0205 24 640: 13%|█▎ | 6/47 [00:03<00:18, 2.17it/s] 103/299 3.12G 0.01742 0.003706 0 0.02113 35 640: 13%|█▎ | 6/47 [00:07<00:18, 2.17it/s] 103/299 3.12G 0.01742 0.003706 0 0.02113 35 640: 15%|█▍ | 7/47 [00:07<01:15, 1.89s/it] 103/299 3.12G 0.01758 0.003883 0 0.02146 40 640: 15%|█▍ | 7/47 [00:08<01:15, 1.89s/it] 103/299 3.12G 0.01758 0.003883 0 0.02146 40 640: 17%|█▋ | 8/47 [00:08<00:52, 1.34s/it] 103/299 3.12G 0.01754 0.003737 0 0.02128 29 640: 17%|█▋ | 8/47 [00:10<00:52, 1.34s/it] 103/299 3.12G 0.01754 0.003737 0 0.02128 29 640: 19%|█▉ | 9/47 [00:10<00:57, 1.52s/it] 103/299 3.12G 0.01746 0.003721 0 0.02118 35 640: 19%|█▉ | 9/47 [00:10<00:57, 1.52s/it] 103/299 3.12G 0.01746 0.003721 0 0.02118 35 640: 21%|██▏ | 10/47 [00:10<00:47, 1.29s/it] 103/299 3.12G 0.01752 0.003659 0 0.02118 35 640: 21%|██▏ | 10/47 [00:10<00:47, 1.29s/it] 103/299 3.12G 0.01752 0.003659 0 0.02118 35 640: 23%|██▎ | 11/47 [00:10<00:33, 1.08it/s] 103/299 3.12G 0.01762 0.003666 0 0.02128 36 640: 23%|██▎ | 11/47 [00:11<00:33, 1.08it/s] 103/299 3.12G 0.01762 0.003666 0 0.02128 36 640: 26%|██▌ | 12/47 [00:11<00:31, 1.12it/s] 103/299 3.12G 0.01763 0.003666 0 0.02129 31 640: 26%|██▌ | 12/47 [00:11<00:31, 1.12it/s] 103/299 3.12G 0.01763 0.003666 0 0.02129 31 640: 28%|██▊ | 13/47 [00:11<00:22, 1.52it/s] 103/299 3.12G 0.01772 0.003595 0 0.02132 25 640: 28%|██▊ | 13/47 [00:11<00:22, 1.52it/s] 103/299 3.12G 0.01772 0.003595 0 0.02132 25 640: 30%|██▉ | 14/47 [00:11<00:16, 2.03it/s] 103/299 3.12G 0.01772 0.003548 0 0.02127 27 640: 30%|██▉ | 14/47 [00:16<00:16, 2.03it/s] 103/299 3.12G 0.01772 0.003548 0 0.02127 27 640: 32%|███▏ | 15/47 [00:16<00:53, 1.67s/it] 103/299 3.12G 0.01765 0.003606 0 0.02126
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.936 0.981 0.736
0%| | 0/47 [00:00<?, ?it/s] 104/299 3.12G 0.01795 0.004497 0 0.02245 41 640: 0%| | 0/47 [00:00<?, ?it/s] 104/299 3.12G 0.01795 0.004497 0 0.02245 41 640: 2%|▏ | 1/47 [00:00<00:43, 1.05it/s] 104/299 3.12G 0.01963 0.003591 0 0.02322 25 640: 2%|▏ | 1/47 [00:05<00:43, 1.05it/s] 104/299 3.12G 0.01963 0.003591 0 0.02322 25 640: 4%|▍ | 2/47 [00:05<02:22, 3.17s/it] 104/299 3.12G 0.0205 0.003307 0 0.02381 16 640: 4%|▍ | 2/47 [00:06<02:22, 3.17s/it] 104/299 3.12G 0.0205 0.003307 0 0.02381 16 640: 6%|▋ | 3/47 [00:06<01:27, 1.98s/it] 104/299 3.12G 0.02009 0.003401 0 0.0235 34 640: 6%|▋ | 3/47 [00:06<01:27, 1.98s/it] 104/299 3.12G 0.02009 0.003401 0 0.0235 34 640: 9%|▊ | 4/47 [00:06<00:53, 1.25s/it] 104/299 3.12G 0.01981 0.003529 0 0.02334 30 640: 9%|▊ | 4/47 [00:10<00:53, 1.25s/it] 104/299 3.12G 0.01981 0.003529 0 0.02334 30 640: 11%|█ | 5/47 [00:10<01:42, 2.45s/it] 104/299 3.12G 0.0192 0.003481 0 0.02268 32 640: 11%|█ | 5/47 [00:11<01:42, 2.45s/it] 104/299 3.12G 0.0192 0.003481 0 0.02268 32 640: 13%|█▎ | 6/47 [00:11<01:07, 1.66s/it] 104/299 3.12G 0.01899 0.003567 0 0.02256 23 640: 13%|█▎ | 6/47 [00:11<01:07, 1.66s/it] 104/299 3.12G 0.01899 0.003567 0 0.02256 23 640: 15%|█▍ | 7/47 [00:11<00:46, 1.15s/it] 104/299 3.12G 0.01867 0.003572 0 0.02224 34 640: 15%|█▍ | 7/47 [00:11<00:46, 1.15s/it] 104/299 3.12G 0.01867 0.003572 0 0.02224 34 640: 17%|█▋ | 8/47 [00:11<00:32, 1.22it/s] 104/299 3.12G 0.01873 0.003601 0 0.02233 38 640: 17%|█▋ | 8/47 [00:11<00:32, 1.22it/s] 104/299 3.12G 0.01873 0.003601 0 0.02233 38 640: 19%|█▉ | 9/47 [00:11<00:23, 1.64it/s] 104/299 3.12G 0.01862 0.003515 0 0.02214 21 640: 19%|█▉ | 9/47 [00:14<00:23, 1.64it/s] 104/299 3.12G 0.01862 0.003515 0 0.02214 21 640: 21%|██▏ | 10/47 [00:14<00:46, 1.25s/it] 104/299 3.12G 0.01868 0.003592 0 0.02227 33 640: 21%|██▏ | 10/47 [00:14<00:46, 1.25s/it] 104/299 3.12G 0.01868 0.003592 0 0.02227 33 640: 23%|██▎ | 11/47 [00:14<00:37, 1.05s/it] 104/299 3.12G 0.01878 0.003733 0 0.02252 38 640: 23%|██▎ | 11/47 [00:14<00:37, 1.05s/it] 104/299 3.12G 0.01878 0.003733 0 0.02252 38 640: 26%|██▌ | 12/47 [00:14<00:26, 1.31it/s] 104/299 3.12G 0.0186 0.003699 0 0.0223 25 640: 26%|██▌ | 12/47 [00:19<00:26, 1.31it/s] 104/299 3.12G 0.0186 0.003699 0 0.0223 25 640: 28%|██▊ | 13/47 [00:19<01:08, 2.02s/it] 104/299 3.12G 0.01862 0.003706 0 0.02233 30 640: 28%|██▊ | 13/47 [00:19<01:08, 2.02s/it] 104/299 3.12G 0.01862 0.003706 0 0.02233 30 640: 30%|██▉ | 14/47 [00:19<00:47, 1.45s/it] 104/299 3.12G 0.01856 0.003745 0 0.02231 46 640: 30%|██▉ | 14/47 [00:19<00:47, 1.45s/it] 104/299 3.12G 0.01856 0.003745 0 0.02231 46 640: 32%|███▏ | 15/47 [00:19<00:33, 1.05s/it] 104/299 3.12G 0.01851 0.003694 0 0.02221
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.17it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.99 0.736
0%| | 0/47 [00:00<?, ?it/s] 105/299 3.12G 0.01949 0.003191 0 0.02268 31 640: 0%| | 0/47 [00:00<?, ?it/s] 105/299 3.12G 0.01949 0.003191 0 0.02268 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 105/299 3.12G 0.02177 0.002979 0 0.02475 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 105/299 3.12G 0.02177 0.002979 0 0.02475 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.07it/s] 105/299 3.12G 0.01936 0.002742 0 0.0221 23 640: 4%|▍ | 2/47 [00:01<00:05, 8.07it/s] 105/299 3.12G 0.01936 0.002742 0 0.0221 23 640: 6%|▋ | 3/47 [00:01<00:35, 1.24it/s] 105/299 3.12G 0.01881 0.002802 0 0.02161 24 640: 6%|▋ | 3/47 [00:03<00:35, 1.24it/s] 105/299 3.12G 0.01881 0.002802 0 0.02161 24 640: 9%|▊ | 4/47 [00:03<00:47, 1.10s/it] 105/299 3.12G 0.01768 0.00278 0 0.02046 30 640: 9%|▊ | 4/47 [00:03<00:47, 1.10s/it] 105/299 3.12G 0.01768 0.00278 0 0.02046 30 640: 11%|█ | 5/47 [00:03<00:38, 1.10it/s] 105/299 3.12G 0.01738 0.003012 0 0.02039 39 640: 11%|█ | 5/47 [00:07<00:38, 1.10it/s] 105/299 3.12G 0.01738 0.003012 0 0.02039 39 640: 13%|█▎ | 6/47 [00:07<01:20, 1.96s/it] 105/299 3.12G 0.01757 0.002967 0 0.02054 20 640: 13%|█▎ | 6/47 [00:09<01:20, 1.96s/it] 105/299 3.12G 0.01757 0.002967 0 0.02054 20 640: 15%|█▍ | 7/47 [00:09<01:13, 1.83s/it] 105/299 3.12G 0.01781 0.002949 0 0.02076 21 640: 15%|█▍ | 7/47 [00:09<01:13, 1.83s/it] 105/299 3.12G 0.01781 0.002949 0 0.02076 21 640: 17%|█▋ | 8/47 [00:09<00:50, 1.29s/it] 105/299 3.12G 0.01792 0.003051 0 0.02097 36 640: 17%|█▋ | 8/47 [00:09<00:50, 1.29s/it] 105/299 3.12G 0.01792 0.003051 0 0.02097 36 640: 19%|█▉ | 9/47 [00:09<00:34, 1.09it/s] 105/299 3.12G 0.01784 0.003034 0 0.02087 24 640: 19%|█▉ | 9/47 [00:09<00:34, 1.09it/s] 105/299 3.12G 0.01784 0.003034 0 0.02087 24 640: 21%|██▏ | 10/47 [00:09<00:25, 1.47it/s] 105/299 3.12G 0.018 0.003092 0 0.02109 31 640: 21%|██▏ | 10/47 [00:10<00:25, 1.47it/s] 105/299 3.12G 0.018 0.003092 0 0.02109 31 640: 23%|██▎ | 11/47 [00:10<00:24, 1.47it/s] 105/299 3.12G 0.01795 0.003248 0 0.0212 33 640: 23%|██▎ | 11/47 [00:12<00:24, 1.47it/s] 105/299 3.12G 0.01795 0.003248 0 0.0212 33 640: 26%|██▌ | 12/47 [00:12<00:35, 1.01s/it] 105/299 3.12G 0.01797 0.003261 0 0.02123 26 640: 26%|██▌ | 12/47 [00:14<00:35, 1.01s/it] 105/299 3.12G 0.01797 0.003261 0 0.02123 26 640: 28%|██▊ | 13/47 [00:14<00:41, 1.21s/it] 105/299 3.12G 0.01809 0.003294 0 0.02139 26 640: 28%|██▊ | 13/47 [00:16<00:41, 1.21s/it] 105/299 3.12G 0.01809 0.003294 0 0.02139 26 640: 30%|██▉ | 14/47 [00:16<00:53, 1.61s/it] 105/299 3.12G 0.01803 0.00332 0 0.02135 34 640: 30%|██▉ | 14/47 [00:18<00:53, 1.61s/it] 105/299 3.12G 0.01803 0.00332 0 0.02135 34 640: 32%|███▏ | 15/47 [00:18<00:50, 1.57s/it] 105/299 3.12G 0.01815 0.003332 0 0.02148
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.989 0.764
0%| | 0/47 [00:00<?, ?it/s] 106/299 3.12G 0.01994 0.003136 0 0.02307 24 640: 0%| | 0/47 [00:00<?, ?it/s] 106/299 3.12G 0.01994 0.003136 0 0.02307 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 106/299 3.12G 0.01803 0.00385 0 0.02188 40 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 106/299 3.12G 0.01803 0.00385 0 0.02188 40 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 106/299 3.12G 0.01745 0.003893 0 0.02134 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 106/299 3.12G 0.01745 0.003893 0 0.02134 35 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 106/299 3.12G 0.01713 0.00382 0 0.02095 36 640: 6%|▋ | 3/47 [00:01<00:05, 7.88it/s] 106/299 3.12G 0.01713 0.00382 0 0.02095 36 640: 9%|▊ | 4/47 [00:01<00:30, 1.41it/s] 106/299 3.12G 0.01652 0.003742 0 0.02026 29 640: 9%|▊ | 4/47 [00:04<00:30, 1.41it/s] 106/299 3.12G 0.01652 0.003742 0 0.02026 29 640: 11%|█ | 5/47 [00:04<00:55, 1.31s/it] 106/299 3.12G 0.01645 0.003473 0 0.01992 21 640: 11%|█ | 5/47 [00:04<00:55, 1.31s/it] 106/299 3.12G 0.01645 0.003473 0 0.01992 21 640: 13%|█▎ | 6/47 [00:04<00:43, 1.07s/it] 106/299 3.12G 0.01702 0.003413 0 0.02043 26 640: 13%|█▎ | 6/47 [00:10<00:43, 1.07s/it] 106/299 3.12G 0.01702 0.003413 0 0.02043 26 640: 15%|█▍ | 7/47 [00:10<01:46, 2.66s/it] 106/299 3.12G 0.01735 0.003411 0 0.02077 28 640: 15%|█▍ | 7/47 [00:10<01:46, 2.66s/it] 106/299 3.12G 0.01735 0.003411 0 0.02077 28 640: 17%|█▋ | 8/47 [00:10<01:12, 1.85s/it] 106/299 3.12G 0.01726 0.003257 0 0.02052 17 640: 17%|█▋ | 8/47 [00:11<01:12, 1.85s/it] 106/299 3.12G 0.01726 0.003257 0 0.02052 17 640: 19%|█▉ | 9/47 [00:11<00:49, 1.31s/it] 106/299 3.12G 0.0171 0.003264 0 0.02036 28 640: 19%|█▉ | 9/47 [00:11<00:49, 1.31s/it] 106/299 3.12G 0.0171 0.003264 0 0.02036 28 640: 21%|██▏ | 10/47 [00:11<00:34, 1.07it/s] 106/299 3.12G 0.0172 0.00333 0 0.02053 38 640: 21%|██▏ | 10/47 [00:11<00:34, 1.07it/s] 106/299 3.12G 0.0172 0.00333 0 0.02053 38 640: 23%|██▎ | 11/47 [00:11<00:26, 1.37it/s] 106/299 3.12G 0.01731 0.00335 0 0.02066 30 640: 23%|██▎ | 11/47 [00:11<00:26, 1.37it/s] 106/299 3.12G 0.01731 0.00335 0 0.02066 30 640: 26%|██▌ | 12/47 [00:11<00:18, 1.84it/s] 106/299 3.12G 0.0173 0.003395 0 0.0207 36 640: 26%|██▌ | 12/47 [00:13<00:18, 1.84it/s] 106/299 3.12G 0.0173 0.003395 0 0.0207 36 640: 28%|██▊ | 13/47 [00:13<00:28, 1.20it/s] 106/299 3.12G 0.01754 0.003471 0 0.02101 42 640: 28%|██▊ | 13/47 [00:13<00:28, 1.20it/s] 106/299 3.12G 0.01754 0.003471 0 0.02101 42 640: 30%|██▉ | 14/47 [00:13<00:24, 1.37it/s] 106/299 3.12G 0.01748 0.003491 0 0.02097 40 640: 30%|██▉ | 14/47 [00:19<00:24, 1.37it/s] 106/299 3.12G 0.01748 0.003491 0 0.02097 40 640: 32%|███▏ | 15/47 [00:19<01:10, 2.22s/it] 106/299 3.12G 0.01749 0.003442 0 0.02094
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.954 0.989 0.753
0%| | 0/47 [00:00<?, ?it/s] 107/299 3.12G 0.0152 0.003293 0 0.0185 25 640: 0%| | 0/47 [00:00<?, ?it/s] 107/299 3.12G 0.0152 0.003293 0 0.0185 25 640: 2%|▏ | 1/47 [00:00<00:13, 3.47it/s] 107/299 3.12G 0.01607 0.002958 0 0.01903 21 640: 2%|▏ | 1/47 [00:00<00:13, 3.47it/s] 107/299 3.12G 0.01607 0.002958 0 0.01903 21 640: 4%|▍ | 2/47 [00:00<00:08, 5.42it/s] 107/299 3.12G 0.01613 0.00325 0 0.01938 35 640: 4%|▍ | 2/47 [00:00<00:08, 5.42it/s] 107/299 3.12G 0.01613 0.00325 0 0.01938 35 640: 6%|▋ | 3/47 [00:00<00:06, 6.59it/s] 107/299 3.12G 0.01574 0.0034 0 0.01914 36 640: 6%|▋ | 3/47 [00:08<00:06, 6.59it/s] 107/299 3.12G 0.01574 0.0034 0 0.01914 36 640: 9%|▊ | 4/47 [00:08<02:26, 3.42s/it] 107/299 3.12G 0.01587 0.003279 0 0.01915 32 640: 9%|▊ | 4/47 [00:09<02:26, 3.42s/it] 107/299 3.12G 0.01587 0.003279 0 0.01915 32 640: 11%|█ | 5/47 [00:09<01:33, 2.23s/it] 107/299 3.12G 0.01559 0.003355 0 0.01894 35 640: 11%|█ | 5/47 [00:09<01:33, 2.23s/it] 107/299 3.12G 0.01559 0.003355 0 0.01894 35 640: 13%|█▎ | 6/47 [00:09<01:01, 1.51s/it] 107/299 3.12G 0.01577 0.003398 0 0.01917 38 640: 13%|█▎ | 6/47 [00:09<01:01, 1.51s/it] 107/299 3.12G 0.01577 0.003398 0 0.01917 38 640: 15%|█▍ | 7/47 [00:09<00:42, 1.05s/it] 107/299 3.12G 0.01606 0.003428 0 0.01949 25 640: 15%|█▍ | 7/47 [00:09<00:42, 1.05s/it] 107/299 3.12G 0.01606 0.003428 0 0.01949 25 640: 17%|█▋ | 8/47 [00:09<00:29, 1.31it/s] 107/299 3.12G 0.01637 0.003303 0 0.01967 22 640: 17%|█▋ | 8/47 [00:09<00:29, 1.31it/s] 107/299 3.12G 0.01637 0.003303 0 0.01967 22 640: 19%|█▉ | 9/47 [00:09<00:21, 1.79it/s] 107/299 3.12G 0.01664 0.003225 0 0.01987 26 640: 19%|█▉ | 9/47 [00:09<00:21, 1.79it/s] 107/299 3.12G 0.01664 0.003225 0 0.01987 26 640: 21%|██▏ | 10/47 [00:09<00:15, 2.38it/s] 107/299 3.12G 0.01671 0.003227 0 0.01993 26 640: 21%|██▏ | 10/47 [00:09<00:15, 2.38it/s] 107/299 3.12G 0.01671 0.003227 0 0.01993 26 640: 23%|██▎ | 11/47 [00:09<00:11, 3.06it/s] 107/299 3.12G 0.01669 0.003267 0 0.01995 32 640: 23%|██▎ | 11/47 [00:17<00:11, 3.06it/s] 107/299 3.12G 0.01669 0.003267 0 0.01995 32 640: 26%|██▌ | 12/47 [00:17<01:29, 2.56s/it] 107/299 3.12G 0.01684 0.003328 0 0.02017 29 640: 26%|██▌ | 12/47 [00:17<01:29, 2.56s/it] 107/299 3.12G 0.01684 0.003328 0 0.02017 29 640: 28%|██▊ | 13/47 [00:17<01:01, 1.82s/it] 107/299 3.12G 0.01696 0.003269 0 0.02023 19 640: 28%|██▊ | 13/47 [00:17<01:01, 1.82s/it] 107/299 3.12G 0.01696 0.003269 0 0.02023 19 640: 30%|██▉ | 14/47 [00:17<00:42, 1.30s/it] 107/299 3.12G 0.01718 0.00325 0 0.02043 30 640: 30%|██▉ | 14/47 [00:17<00:42, 1.30s/it] 107/299 3.12G 0.01718 0.00325 0 0.02043 30 640: 32%|███▏ | 15/47 [00:17<00:30, 1.06it/s] 107/299 3.12G 0.01717 0.003249 0 0.02041
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.972 0.988 0.72
0%| | 0/47 [00:00<?, ?it/s] 108/299 3.12G 0.01778 0.003145 0 0.02093 38 640: 0%| | 0/47 [00:00<?, ?it/s] 108/299 3.12G 0.01778 0.003145 0 0.02093 38 640: 2%|▏ | 1/47 [00:00<00:06, 6.74it/s] 108/299 3.12G 0.0176 0.003266 0 0.02087 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.74it/s] 108/299 3.12G 0.0176 0.003266 0 0.02087 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.87it/s] 108/299 3.12G 0.01873 0.003688 0 0.02242 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.87it/s] 108/299 3.12G 0.01873 0.003688 0 0.02242 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.29it/s] 108/299 3.12G 0.01895 0.00366 0 0.02261 33 640: 6%|▋ | 3/47 [00:00<00:05, 8.29it/s] 108/299 3.12G 0.01895 0.00366 0 0.02261 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.53it/s] 108/299 3.12G 0.01837 0.003494 0 0.02186 31 640: 9%|▊ | 4/47 [00:08<00:05, 8.53it/s] 108/299 3.12G 0.01837 0.003494 0 0.02186 31 640: 11%|█ | 5/47 [00:08<01:57, 2.80s/it] 108/299 3.12G 0.01852 0.003448 0 0.02197 25 640: 11%|█ | 5/47 [00:08<01:57, 2.80s/it] 108/299 3.12G 0.01852 0.003448 0 0.02197 25 640: 13%|█▎ | 6/47 [00:08<01:17, 1.88s/it] 108/299 3.12G 0.01887 0.00345 0 0.02232 24 640: 13%|█▎ | 6/47 [00:08<01:17, 1.88s/it] 108/299 3.12G 0.01887 0.00345 0 0.02232 24 640: 15%|█▍ | 7/47 [00:08<00:56, 1.42s/it] 108/299 3.12G 0.01883 0.0034 0 0.02223 25 640: 15%|█▍ | 7/47 [00:08<00:56, 1.42s/it] 108/299 3.12G 0.01883 0.0034 0 0.02223 25 640: 17%|█▋ | 8/47 [00:08<00:39, 1.00s/it] 108/299 3.12G 0.01863 0.003473 0 0.0221 33 640: 17%|█▋ | 8/47 [00:08<00:39, 1.00s/it] 108/299 3.12G 0.01863 0.003473 0 0.0221 33 640: 19%|█▉ | 9/47 [00:08<00:27, 1.36it/s] 108/299 3.12G 0.01897 0.003439 0 0.02241 22 640: 19%|█▉ | 9/47 [00:10<00:27, 1.36it/s] 108/299 3.12G 0.01897 0.003439 0 0.02241 22 640: 21%|██▏ | 10/47 [00:10<00:38, 1.04s/it] 108/299 3.12G 0.01898 0.003386 0 0.02237 24 640: 21%|██▏ | 10/47 [00:10<00:38, 1.04s/it] 108/299 3.12G 0.01898 0.003386 0 0.02237 24 640: 23%|██▎ | 11/47 [00:10<00:27, 1.32it/s] 108/299 3.12G 0.01875 0.003465 0 0.02221 37 640: 23%|██▎ | 11/47 [00:10<00:27, 1.32it/s] 108/299 3.12G 0.01875 0.003465 0 0.02221 37 640: 26%|██▌ | 12/47 [00:10<00:19, 1.78it/s] 108/299 3.12G 0.01857 0.003555 0 0.02213 44 640: 26%|██▌ | 12/47 [00:17<00:19, 1.78it/s] 108/299 3.12G 0.01857 0.003555 0 0.02213 44 640: 28%|██▊ | 13/47 [00:17<01:17, 2.27s/it] 108/299 3.12G 0.01865 0.003573 0 0.02222 26 640: 28%|██▊ | 13/47 [00:17<01:17, 2.27s/it] 108/299 3.12G 0.01865 0.003573 0 0.02222 26 640: 30%|██▉ | 14/47 [00:17<00:53, 1.62s/it] 108/299 3.12G 0.0189 0.003514 0 0.02241 22 640: 30%|██▉ | 14/47 [00:17<00:53, 1.62s/it] 108/299 3.12G 0.0189 0.003514 0 0.02241 22 640: 32%|███▏ | 15/47 [00:17<00:37, 1.17s/it] 108/299 3.12G 0.01884 0.003478 0 0.02232
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.991 0.741
0%| | 0/47 [00:00<?, ?it/s] 109/299 3.12G 0.01773 0.003017 0 0.02075 25 640: 0%| | 0/47 [00:00<?, ?it/s] 109/299 3.12G 0.01773 0.003017 0 0.02075 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 109/299 3.12G 0.0198 0.002809 0 0.02261 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 109/299 3.12G 0.0198 0.002809 0 0.02261 21 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 109/299 3.12G 0.0193 0.00288 0 0.02218 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 109/299 3.12G 0.0193 0.00288 0 0.02218 30 640: 6%|▋ | 3/47 [00:00<00:09, 4.58it/s] 109/299 3.12G 0.01864 0.002871 0 0.02151 27 640: 6%|▋ | 3/47 [00:00<00:09, 4.58it/s] 109/299 3.12G 0.01864 0.002871 0 0.02151 27 640: 9%|▊ | 4/47 [00:00<00:07, 5.67it/s] 109/299 3.12G 0.01808 0.002901 0 0.02098 27 640: 9%|▊ | 4/47 [00:00<00:07, 5.67it/s] 109/299 3.12G 0.01808 0.002901 0 0.02098 27 640: 11%|█ | 5/47 [00:00<00:06, 6.52it/s] 109/299 3.12G 0.01857 0.002791 0 0.02136 21 640: 11%|█ | 5/47 [00:10<00:06, 6.52it/s] 109/299 3.12G 0.01857 0.002791 0 0.02136 21 640: 13%|█▎ | 6/47 [00:10<02:23, 3.49s/it] 109/299 3.12G 0.01874 0.00279 0 0.02153 33 640: 13%|█▎ | 6/47 [00:10<02:23, 3.49s/it] 109/299 3.12G 0.01874 0.00279 0 0.02153 33 640: 15%|█▍ | 7/47 [00:10<01:35, 2.39s/it] 109/299 3.12G 0.01891 0.002853 0 0.02176 30 640: 15%|█▍ | 7/47 [00:11<01:35, 2.39s/it] 109/299 3.12G 0.01891 0.002853 0 0.02176 30 640: 17%|█▋ | 8/47 [00:11<01:04, 1.66s/it] 109/299 3.12G 0.01867 0.002886 0 0.02156 26 640: 17%|█▋ | 8/47 [00:11<01:04, 1.66s/it] 109/299 3.12G 0.01867 0.002886 0 0.02156 26 640: 19%|█▉ | 9/47 [00:11<00:44, 1.18s/it] 109/299 3.12G 0.01855 0.002931 0 0.02148 25 640: 19%|█▉ | 9/47 [00:11<00:44, 1.18s/it] 109/299 3.12G 0.01855 0.002931 0 0.02148 25 640: 21%|██▏ | 10/47 [00:11<00:31, 1.17it/s] 109/299 3.12G 0.01834 0.002928 0 0.02126 29 640: 21%|██▏ | 10/47 [00:11<00:31, 1.17it/s] 109/299 3.12G 0.01834 0.002928 0 0.02126 29 640: 23%|██▎ | 11/47 [00:11<00:22, 1.59it/s] 109/299 3.12G 0.01814 0.002987 0 0.02112 31 640: 23%|██▎ | 11/47 [00:11<00:22, 1.59it/s] 109/299 3.12G 0.01814 0.002987 0 0.02112 31 640: 26%|██▌ | 12/47 [00:11<00:16, 2.12it/s] 109/299 3.12G 0.01804 0.003076 0 0.02112 45 640: 26%|██▌ | 12/47 [00:11<00:16, 2.12it/s] 109/299 3.12G 0.01804 0.003076 0 0.02112 45 640: 28%|██▊ | 13/47 [00:11<00:12, 2.75it/s] 109/299 3.12G 0.01798 0.003101 0 0.02108 37 640: 28%|██▊ | 13/47 [00:19<00:12, 2.75it/s] 109/299 3.12G 0.01798 0.003101 0 0.02108 37 640: 30%|██▉ | 14/47 [00:19<01:23, 2.54s/it] 109/299 3.12G 0.01783 0.003098 0 0.02093 30 640: 30%|██▉ | 14/47 [00:19<01:23, 2.54s/it] 109/299 3.12G 0.01783 0.003098 0 0.02093 30 640: 32%|███▏ | 15/47 [00:19<00:58, 1.82s/it] 109/299 3.12G 0.01784 0.003095 0 0.02093
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.963 0.987 0.745
0%| | 0/47 [00:00<?, ?it/s] 110/299 3.12G 0.02001 0.003246 0 0.02326 30 640: 0%| | 0/47 [00:00<?, ?it/s] 110/299 3.12G 0.02001 0.003246 0 0.02326 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.79it/s] 110/299 3.12G 0.01892 0.003177 0 0.0221 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.79it/s] 110/299 3.12G 0.01892 0.003177 0 0.0221 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 110/299 3.12G 0.01917 0.003073 0 0.02225 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 110/299 3.12G 0.01917 0.003073 0 0.02225 24 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 110/299 3.12G 0.01843 0.003175 0 0.02161 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.90it/s] 110/299 3.12G 0.01843 0.003175 0 0.02161 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.26it/s] 110/299 3.12G 0.01786 0.003126 0 0.02099 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.26it/s] 110/299 3.12G 0.01786 0.003126 0 0.02099 29 640: 11%|█ | 5/47 [00:00<00:04, 8.48it/s] 110/299 3.12G 0.01814 0.003247 0 0.02138 34 640: 11%|█ | 5/47 [00:00<00:04, 8.48it/s] 110/299 3.12G 0.01814 0.003247 0 0.02138 34 640: 13%|█▎ | 6/47 [00:00<00:04, 8.61it/s] 110/299 3.12G 0.01832 0.003199 0 0.02152 32 640: 13%|█▎ | 6/47 [00:08<00:04, 8.61it/s] 110/299 3.12G 0.01832 0.003199 0 0.02152 32 640: 15%|█▍ | 7/47 [00:08<01:40, 2.51s/it] 110/299 3.12G 0.01815 0.00318 0 0.02133 30 640: 15%|█▍ | 7/47 [00:08<01:40, 2.51s/it] 110/299 3.12G 0.01815 0.00318 0 0.02133 30 640: 17%|█▋ | 8/47 [00:08<01:08, 1.75s/it] 110/299 3.12G 0.01806 0.003091 0 0.02115 20 640: 17%|█▋ | 8/47 [00:08<01:08, 1.75s/it] 110/299 3.12G 0.01806 0.003091 0 0.02115 20 640: 19%|█▉ | 9/47 [00:08<00:46, 1.24s/it] 110/299 3.12G 0.0178 0.00315 0 0.02095 29 640: 19%|█▉ | 9/47 [00:08<00:46, 1.24s/it] 110/299 3.12G 0.0178 0.00315 0 0.02095 29 640: 21%|██▏ | 10/47 [00:08<00:32, 1.12it/s] 110/299 3.12G 0.01796 0.003279 0 0.02124 33 640: 21%|██▏ | 10/47 [00:08<00:32, 1.12it/s] 110/299 3.12G 0.01796 0.003279 0 0.02124 33 640: 23%|██▎ | 11/47 [00:08<00:23, 1.52it/s] 110/299 3.12G 0.01816 0.003326 0 0.02149 26 640: 23%|██▎ | 11/47 [00:08<00:23, 1.52it/s] 110/299 3.12G 0.01816 0.003326 0 0.02149 26 640: 26%|██▌ | 12/47 [00:08<00:19, 1.83it/s] 110/299 3.12G 0.01818 0.003323 0 0.0215 31 640: 26%|██▌ | 12/47 [00:09<00:19, 1.83it/s] 110/299 3.12G 0.01818 0.003323 0 0.0215 31 640: 28%|██▊ | 13/47 [00:09<00:14, 2.41it/s] 110/299 3.12G 0.01849 0.003394 0 0.02189 28 640: 28%|██▊ | 13/47 [00:09<00:14, 2.41it/s] 110/299 3.12G 0.01849 0.003394 0 0.02189 28 640: 30%|██▉ | 14/47 [00:09<00:12, 2.71it/s] 110/299 3.12G 0.01859 0.003421 0 0.02201 37 640: 30%|██▉ | 14/47 [00:16<00:12, 2.71it/s] 110/299 3.12G 0.01859 0.003421 0 0.02201 37 640: 32%|███▏ | 15/47 [00:16<01:18, 2.45s/it] 110/299 3.12G 0.01853 0.003302 0 0.02184
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.984 0.747
0%| | 0/47 [00:00<?, ?it/s] 111/299 3.12G 0.01764 0.002612 0 0.02025 29 640: 0%| | 0/47 [00:00<?, ?it/s] 111/299 3.12G 0.01764 0.002612 0 0.02025 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 111/299 3.12G 0.01693 0.003043 0 0.01998 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 111/299 3.12G 0.01693 0.003043 0 0.01998 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 111/299 3.12G 0.01647 0.003003 0 0.01947 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.78it/s] 111/299 3.12G 0.01647 0.003003 0 0.01947 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.65it/s] 111/299 3.12G 0.01646 0.003279 0 0.01974 34 640: 6%|▋ | 3/47 [00:03<00:05, 7.65it/s] 111/299 3.12G 0.01646 0.003279 0 0.01974 34 640: 9%|▊ | 4/47 [00:03<00:57, 1.35s/it] 111/299 3.12G 0.01663 0.003241 0 0.01987 30 640: 9%|▊ | 4/47 [00:07<00:57, 1.35s/it] 111/299 3.12G 0.01663 0.003241 0 0.01987 30 640: 11%|█ | 5/47 [00:07<01:38, 2.35s/it] 111/299 3.12G 0.01687 0.00332 0 0.02019 34 640: 11%|█ | 5/47 [00:07<01:38, 2.35s/it] 111/299 3.12G 0.01687 0.00332 0 0.02019 34 640: 13%|█▎ | 6/47 [00:07<01:05, 1.59s/it] 111/299 3.12G 0.01682 0.003277 0 0.0201 26 640: 13%|█▎ | 6/47 [00:07<01:05, 1.59s/it] 111/299 3.12G 0.01682 0.003277 0 0.0201 26 640: 15%|█▍ | 7/47 [00:07<00:44, 1.11s/it] 111/299 3.12G 0.01677 0.003324 0 0.02009 36 640: 15%|█▍ | 7/47 [00:10<00:44, 1.11s/it] 111/299 3.12G 0.01677 0.003324 0 0.02009 36 640: 17%|█▋ | 8/47 [00:10<01:02, 1.59s/it] 111/299 3.12G 0.01669 0.003273 0 0.01996 26 640: 17%|█▋ | 8/47 [00:10<01:02, 1.59s/it] 111/299 3.12G 0.01669 0.003273 0 0.01996 26 640: 19%|█▉ | 9/47 [00:10<00:42, 1.13s/it] 111/299 3.12G 0.01665 0.003337 0 0.01999 39 640: 19%|█▉ | 9/47 [00:10<00:42, 1.13s/it] 111/299 3.12G 0.01665 0.003337 0 0.01999 39 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 111/299 3.12G 0.01684 0.003293 0 0.02014 26 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 111/299 3.12G 0.01684 0.003293 0 0.02014 26 640: 23%|██▎ | 11/47 [00:10<00:21, 1.67it/s] 111/299 3.12G 0.01677 0.003293 0 0.02006 32 640: 23%|██▎ | 11/47 [00:12<00:21, 1.67it/s] 111/299 3.12G 0.01677 0.003293 0 0.02006 32 640: 26%|██▌ | 12/47 [00:12<00:30, 1.15it/s] 111/299 3.12G 0.01669 0.0034 0 0.02009 42 640: 26%|██▌ | 12/47 [00:16<00:30, 1.15it/s] 111/299 3.12G 0.01669 0.0034 0 0.02009 42 640: 28%|██▊ | 13/47 [00:16<01:03, 1.86s/it] 111/299 3.12G 0.01674 0.00339 0 0.02013 36 640: 28%|██▊ | 13/47 [00:16<01:03, 1.86s/it] 111/299 3.12G 0.01674 0.00339 0 0.02013 36 640: 30%|██▉ | 14/47 [00:16<00:43, 1.33s/it] 111/299 3.12G 0.0167 0.003422 0 0.02012 27 640: 30%|██▉ | 14/47 [00:16<00:43, 1.33s/it] 111/299 3.12G 0.0167 0.003422 0 0.02012 27 640: 32%|███▏ | 15/47 [00:16<00:30, 1.04it/s] 111/299 3.12G 0.01679 0.003449 0 0.02024
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.963 0.979 0.731
0%| | 0/47 [00:00<?, ?it/s] 112/299 3.12G 0.01827 0.004179 0 0.02245 35 640: 0%| | 0/47 [00:03<?, ?it/s] 112/299 3.12G 0.01827 0.004179 0 0.02245 35 640: 2%|▏ | 1/47 [00:03<02:38, 3.45s/it] 112/299 3.12G 0.01815 0.003574 0 0.02172 26 640: 2%|▏ | 1/47 [00:03<02:38, 3.45s/it] 112/299 3.12G 0.01815 0.003574 0 0.02172 26 640: 4%|▍ | 2/47 [00:03<01:07, 1.49s/it] 112/299 3.12G 0.01762 0.003499 0 0.02112 33 640: 4%|▍ | 2/47 [00:03<01:07, 1.49s/it] 112/299 3.12G 0.01762 0.003499 0 0.02112 33 640: 6%|▋ | 3/47 [00:03<00:37, 1.16it/s] 112/299 3.12G 0.01777 0.003424 0 0.02119 26 640: 6%|▋ | 3/47 [00:03<00:37, 1.16it/s] 112/299 3.12G 0.01777 0.003424 0 0.02119 26 640: 9%|▊ | 4/47 [00:03<00:24, 1.76it/s] 112/299 3.12G 0.01743 0.00337 0 0.0208 24 640: 9%|▊ | 4/47 [00:03<00:24, 1.76it/s] 112/299 3.12G 0.01743 0.00337 0 0.0208 24 640: 11%|█ | 5/47 [00:03<00:17, 2.41it/s] 112/299 3.12G 0.01765 0.003411 0 0.02106 33 640: 11%|█ | 5/47 [00:10<00:17, 2.41it/s] 112/299 3.12G 0.01765 0.003411 0 0.02106 33 640: 13%|█▎ | 6/47 [00:10<01:38, 2.40s/it] 112/299 3.12G 0.01774 0.003371 0 0.02111 31 640: 13%|█▎ | 6/47 [00:10<01:38, 2.40s/it] 112/299 3.12G 0.01774 0.003371 0 0.02111 31 640: 15%|█▍ | 7/47 [00:10<01:06, 1.65s/it] 112/299 3.12G 0.01815 0.003496 0 0.02165 34 640: 15%|█▍ | 7/47 [00:10<01:06, 1.65s/it] 112/299 3.12G 0.01815 0.003496 0 0.02165 34 640: 17%|█▋ | 8/47 [00:10<00:45, 1.16s/it] 112/299 3.12G 0.01783 0.00341 0 0.02124 24 640: 17%|█▋ | 8/47 [00:13<00:45, 1.16s/it] 112/299 3.12G 0.01783 0.00341 0 0.02124 24 640: 19%|█▉ | 9/47 [00:13<01:09, 1.83s/it] 112/299 3.12G 0.01823 0.003395 0 0.02162 32 640: 19%|█▉ | 9/47 [00:13<01:09, 1.83s/it] 112/299 3.12G 0.01823 0.003395 0 0.02162 32 640: 21%|██▏ | 10/47 [00:13<00:48, 1.30s/it] 112/299 3.12G 0.01858 0.003361 0 0.02194 32 640: 21%|██▏ | 10/47 [00:13<00:48, 1.30s/it] 112/299 3.12G 0.01858 0.003361 0 0.02194 32 640: 23%|██▎ | 11/47 [00:13<00:33, 1.07it/s] 112/299 3.12G 0.01876 0.003423 0 0.02219 31 640: 23%|██▎ | 11/47 [00:14<00:33, 1.07it/s] 112/299 3.12G 0.01876 0.003423 0 0.02219 31 640: 26%|██▌ | 12/47 [00:14<00:24, 1.45it/s] 112/299 3.12G 0.01888 0.003366 0 0.02225 23 640: 26%|██▌ | 12/47 [00:14<00:24, 1.45it/s] 112/299 3.12G 0.01888 0.003366 0 0.02225 23 640: 28%|██▊ | 13/47 [00:14<00:17, 1.90it/s] 112/299 3.12G 0.01878 0.003472 0 0.02226 41 640: 28%|██▊ | 13/47 [00:18<00:17, 1.90it/s] 112/299 3.12G 0.01878 0.003472 0 0.02226 41 640: 30%|██▉ | 14/47 [00:18<00:58, 1.79s/it] 112/299 3.12G 0.01861 0.003554 0 0.02217 39 640: 30%|██▉ | 14/47 [00:19<00:58, 1.79s/it] 112/299 3.12G 0.01861 0.003554 0 0.02217 39 640: 32%|███▏ | 15/47 [00:19<00:41, 1.29s/it] 112/299 3.12G 0.01854 0.003539 0 0.02208
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.26it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.47it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.963 0.988 0.734
0%| | 0/47 [00:00<?, ?it/s] 113/299 3.12G 0.01649 0.003605 0 0.02009 38 640: 0%| | 0/47 [00:00<?, ?it/s] 113/299 3.12G 0.01649 0.003605 0 0.02009 38 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 113/299 3.12G 0.01705 0.00383 0 0.02088 30 640: 2%|▏ | 1/47 [00:02<00:05, 8.55it/s] 113/299 3.12G 0.01705 0.00383 0 0.02088 30 640: 4%|▍ | 2/47 [00:02<00:57, 1.28s/it] 113/299 3.12G 0.01639 0.003713 0 0.02011 34 640: 4%|▍ | 2/47 [00:02<00:57, 1.28s/it] 113/299 3.12G 0.01639 0.003713 0 0.02011 34 640: 6%|▋ | 3/47 [00:02<00:33, 1.33it/s] 113/299 3.12G 0.01606 0.003398 0 0.01946 17 640: 6%|▋ | 3/47 [00:02<00:33, 1.33it/s] 113/299 3.12G 0.01606 0.003398 0 0.01946 17 640: 9%|▊ | 4/47 [00:02<00:21, 2.00it/s] 113/299 3.12G 0.01597 0.003221 0 0.0192 24 640: 9%|▊ | 4/47 [00:02<00:21, 2.00it/s] 113/299 3.12G 0.01597 0.003221 0 0.0192 24 640: 11%|█ | 5/47 [00:02<00:15, 2.77it/s] 113/299 3.12G 0.01631 0.003297 0 0.01961 24 640: 11%|█ | 5/47 [00:02<00:15, 2.77it/s] 113/299 3.12G 0.01631 0.003297 0 0.01961 24 640: 13%|█▎ | 6/47 [00:02<00:11, 3.49it/s] 113/299 3.12G 0.01678 0.003355 0 0.02013 37 640: 13%|█▎ | 6/47 [00:10<00:11, 3.49it/s] 113/299 3.12G 0.01678 0.003355 0 0.02013 37 640: 15%|█▍ | 7/47 [00:10<01:51, 2.79s/it] 113/299 3.12G 0.01663 0.003312 0 0.01994 27 640: 15%|█▍ | 7/47 [00:10<01:51, 2.79s/it] 113/299 3.12G 0.01663 0.003312 0 0.01994 27 640: 17%|█▋ | 8/47 [00:10<01:15, 1.95s/it] 113/299 3.12G 0.01712 0.003315 0 0.02044 32 640: 17%|█▋ | 8/47 [00:10<01:15, 1.95s/it] 113/299 3.12G 0.01712 0.003315 0 0.02044 32 640: 19%|█▉ | 9/47 [00:10<00:52, 1.37s/it] 113/299 3.12G 0.01729 0.003217 0 0.0205 26 640: 19%|█▉ | 9/47 [00:11<00:52, 1.37s/it] 113/299 3.12G 0.01729 0.003217 0 0.0205 26 640: 21%|██▏ | 10/47 [00:11<00:36, 1.01it/s] 113/299 3.12G 0.01783 0.003302 0 0.02113 33 640: 21%|██▏ | 10/47 [00:11<00:36, 1.01it/s] 113/299 3.12G 0.01783 0.003302 0 0.02113 33 640: 23%|██▎ | 11/47 [00:11<00:26, 1.38it/s] 113/299 3.12G 0.01777 0.003254 0 0.02103 25 640: 23%|██▎ | 11/47 [00:11<00:26, 1.38it/s] 113/299 3.12G 0.01777 0.003254 0 0.02103 25 640: 26%|██▌ | 12/47 [00:11<00:18, 1.86it/s] 113/299 3.12G 0.01785 0.003274 0 0.02112 26 640: 26%|██▌ | 12/47 [00:11<00:18, 1.86it/s] 113/299 3.12G 0.01785 0.003274 0 0.02112 26 640: 28%|██▊ | 13/47 [00:11<00:13, 2.45it/s] 113/299 3.12G 0.018 0.003305 0 0.02131 23 640: 28%|██▊ | 13/47 [00:12<00:13, 2.45it/s] 113/299 3.12G 0.018 0.003305 0 0.02131 23 640: 30%|██▉ | 14/47 [00:12<00:22, 1.44it/s] 113/299 3.12G 0.01797 0.003347 0 0.02131 38 640: 30%|██▉ | 14/47 [00:19<00:22, 1.44it/s] 113/299 3.12G 0.01797 0.003347 0 0.02131 38 640: 32%|███▏ | 15/47 [00:19<01:17, 2.41s/it] 113/299 3.12G 0.01793 0.003362 0 0.0213
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.954 0.979 0.753
0%| | 0/47 [00:00<?, ?it/s] 114/299 3.12G 0.01746 0.003536 0 0.021 29 640: 0%| | 0/47 [00:00<?, ?it/s] 114/299 3.12G 0.01746 0.003536 0 0.021 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 114/299 3.12G 0.01857 0.003476 0 0.02205 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 114/299 3.12G 0.01857 0.003476 0 0.02205 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.67it/s] 114/299 3.12G 0.01832 0.003608 0 0.02193 33 640: 4%|▍ | 2/47 [00:08<00:05, 8.67it/s] 114/299 3.12G 0.01832 0.003608 0 0.02193 33 640: 6%|▋ | 3/47 [00:08<02:43, 3.72s/it] 114/299 3.12G 0.01705 0.003444 0 0.02049 24 640: 6%|▋ | 3/47 [00:08<02:43, 3.72s/it] 114/299 3.12G 0.01705 0.003444 0 0.02049 24 640: 9%|▊ | 4/47 [00:08<01:38, 2.30s/it] 114/299 3.12G 0.01677 0.003616 0 0.02039 35 640: 9%|▊ | 4/47 [00:08<01:38, 2.30s/it] 114/299 3.12G 0.01677 0.003616 0 0.02039 35 640: 11%|█ | 5/47 [00:08<01:03, 1.51s/it] 114/299 3.12G 0.01654 0.003502 0 0.02004 29 640: 11%|█ | 5/47 [00:08<01:03, 1.51s/it] 114/299 3.12G 0.01654 0.003502 0 0.02004 29 640: 13%|█▎ | 6/47 [00:08<00:42, 1.03s/it] 114/299 3.12G 0.01652 0.003467 0 0.01999 31 640: 13%|█▎ | 6/47 [00:08<00:42, 1.03s/it] 114/299 3.12G 0.01652 0.003467 0 0.01999 31 640: 15%|█▍ | 7/47 [00:08<00:29, 1.35it/s] 114/299 3.12G 0.0164 0.003463 0 0.01986 35 640: 15%|█▍ | 7/47 [00:11<00:29, 1.35it/s] 114/299 3.12G 0.0164 0.003463 0 0.01986 35 640: 17%|█▋ | 8/47 [00:11<00:49, 1.28s/it] 114/299 3.12G 0.01639 0.00341 0 0.0198 28 640: 17%|█▋ | 8/47 [00:11<00:49, 1.28s/it] 114/299 3.12G 0.01639 0.00341 0 0.0198 28 640: 19%|█▉ | 9/47 [00:11<00:34, 1.09it/s] 114/299 3.12G 0.01661 0.003464 0 0.02007 36 640: 19%|█▉ | 9/47 [00:11<00:34, 1.09it/s] 114/299 3.12G 0.01661 0.003464 0 0.02007 36 640: 21%|██▏ | 10/47 [00:11<00:24, 1.49it/s] 114/299 3.12G 0.01648 0.003402 0 0.01988 22 640: 21%|██▏ | 10/47 [00:16<00:24, 1.49it/s] 114/299 3.12G 0.01648 0.003402 0 0.01988 22 640: 23%|██▎ | 11/47 [00:16<01:15, 2.10s/it] 114/299 3.12G 0.01642 0.003389 0 0.01981 28 640: 23%|██▎ | 11/47 [00:16<01:15, 2.10s/it] 114/299 3.12G 0.01642 0.003389 0 0.01981 28 640: 26%|██▌ | 12/47 [00:16<00:52, 1.50s/it] 114/299 3.12G 0.0165 0.003327 0 0.01983 26 640: 26%|██▌ | 12/47 [00:16<00:52, 1.50s/it] 114/299 3.12G 0.0165 0.003327 0 0.01983 26 640: 28%|██▊ | 13/47 [00:16<00:36, 1.08s/it] 114/299 3.12G 0.0165 0.003337 0 0.01984 32 640: 28%|██▊ | 13/47 [00:17<00:36, 1.08s/it] 114/299 3.12G 0.0165 0.003337 0 0.01984 32 640: 30%|██▉ | 14/47 [00:17<00:26, 1.27it/s] 114/299 3.12G 0.01636 0.003319 0 0.01968 27 640: 30%|██▉ | 14/47 [00:17<00:26, 1.27it/s] 114/299 3.12G 0.01636 0.003319 0 0.01968 27 640: 32%|███▏ | 15/47 [00:17<00:18, 1.69it/s] 114/299 3.12G 0.01638 0.003332 0 0.01971
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.945 0.945 0.978 0.755
0%| | 0/47 [00:00<?, ?it/s] 115/299 3.12G 0.01645 0.002486 0 0.01894 31 640: 0%| | 0/47 [00:01<?, ?it/s] 115/299 3.12G 0.01645 0.002486 0 0.01894 31 640: 2%|▏ | 1/47 [00:01<01:11, 1.56s/it] 115/299 3.12G 0.01686 0.002982 0 0.01984 36 640: 2%|▏ | 1/47 [00:01<01:11, 1.56s/it] 115/299 3.12G 0.01686 0.002982 0 0.01984 36 640: 4%|▍ | 2/47 [00:01<00:31, 1.41it/s] 115/299 3.12G 0.01619 0.002944 0 0.01913 32 640: 4%|▍ | 2/47 [00:01<00:31, 1.41it/s] 115/299 3.12G 0.01619 0.002944 0 0.01913 32 640: 6%|▋ | 3/47 [00:01<00:19, 2.29it/s] 115/299 3.12G 0.01623 0.002876 0 0.0191 23 640: 6%|▋ | 3/47 [00:10<00:19, 2.29it/s] 115/299 3.12G 0.01623 0.002876 0 0.0191 23 640: 9%|▊ | 4/47 [00:10<02:37, 3.65s/it] 115/299 3.12G 0.01618 0.003036 0 0.01922 30 640: 9%|▊ | 4/47 [00:10<02:37, 3.65s/it] 115/299 3.12G 0.01618 0.003036 0 0.01922 30 640: 11%|█ | 5/47 [00:10<01:39, 2.38s/it] 115/299 3.12G 0.01581 0.003019 0 0.01883 29 640: 11%|█ | 5/47 [00:10<01:39, 2.38s/it] 115/299 3.12G 0.01581 0.003019 0 0.01883 29 640: 13%|█▎ | 6/47 [00:10<01:05, 1.61s/it] 115/299 3.12G 0.0158 0.003102 0 0.0189 36 640: 13%|█▎ | 6/47 [00:10<01:05, 1.61s/it] 115/299 3.12G 0.0158 0.003102 0 0.0189 36 640: 15%|█▍ | 7/47 [00:10<00:44, 1.12s/it] 115/299 3.12G 0.01583 0.003227 0 0.01905 38 640: 15%|█▍ | 7/47 [00:10<00:44, 1.12s/it] 115/299 3.12G 0.01583 0.003227 0 0.01905 38 640: 17%|█▋ | 8/47 [00:10<00:31, 1.24it/s] 115/299 3.12G 0.01568 0.003176 0 0.01885 27 640: 17%|█▋ | 8/47 [00:10<00:31, 1.24it/s] 115/299 3.12G 0.01568 0.003176 0 0.01885 27 640: 19%|█▉ | 9/47 [00:10<00:22, 1.70it/s] 115/299 3.12G 0.01641 0.003215 0 0.01963 30 640: 19%|█▉ | 9/47 [00:11<00:22, 1.70it/s] 115/299 3.12G 0.01641 0.003215 0 0.01963 30 640: 21%|██▏ | 10/47 [00:11<00:16, 2.26it/s] 115/299 3.12G 0.01628 0.003189 0 0.01947 31 640: 21%|██▏ | 10/47 [00:11<00:16, 2.26it/s] 115/299 3.12G 0.01628 0.003189 0 0.01947 31 640: 23%|██▎ | 11/47 [00:11<00:12, 2.93it/s] 115/299 3.12G 0.0164 0.003182 0 0.01958 19 640: 23%|██▎ | 11/47 [00:18<00:12, 2.93it/s] 115/299 3.12G 0.0164 0.003182 0 0.01958 19 640: 26%|██▌ | 12/47 [00:18<01:29, 2.55s/it] 115/299 3.12G 0.01625 0.003183 0 0.01944 35 640: 26%|██▌ | 12/47 [00:18<01:29, 2.55s/it] 115/299 3.12G 0.01625 0.003183 0 0.01944 35 640: 28%|██▊ | 13/47 [00:18<01:01, 1.81s/it] 115/299 3.12G 0.01628 0.003196 0 0.01947 33 640: 28%|██▊ | 13/47 [00:19<01:01, 1.81s/it] 115/299 3.12G 0.01628 0.003196 0 0.01947 33 640: 30%|██▉ | 14/47 [00:19<00:42, 1.30s/it] 115/299 3.12G 0.01619 0.003174 0 0.01937 28 640: 30%|██▉ | 14/47 [00:19<00:42, 1.30s/it] 115/299 3.12G 0.01619 0.003174 0 0.01937 28 640: 32%|███▏ | 15/47 [00:19<00:30, 1.06it/s] 115/299 3.12G 0.01602 0.003139 0 0.01916
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.937 0.954 0.988 0.721
0%| | 0/47 [00:00<?, ?it/s] 116/299 3.12G 0.02088 0.00359 0 0.02447 32 640: 0%| | 0/47 [00:00<?, ?it/s] 116/299 3.12G 0.02088 0.00359 0 0.02447 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.71it/s] 116/299 3.12G 0.02045 0.003648 0 0.02409 34 640: 2%|▏ | 1/47 [00:00<00:06, 6.71it/s] 116/299 3.12G 0.02045 0.003648 0 0.02409 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.83it/s] 116/299 3.12G 0.02024 0.003231 0 0.02347 22 640: 4%|▍ | 2/47 [00:00<00:05, 7.83it/s] 116/299 3.12G 0.02024 0.003231 0 0.02347 22 640: 6%|▋ | 3/47 [00:00<00:05, 8.27it/s] 116/299 3.12G 0.02023 0.003439 0 0.02367 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.27it/s] 116/299 3.12G 0.02023 0.003439 0 0.02367 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 116/299 3.12G 0.02073 0.003622 0 0.02435 26 640: 9%|▊ | 4/47 [00:07<00:05, 8.48it/s] 116/299 3.12G 0.02073 0.003622 0 0.02435 26 640: 11%|█ | 5/47 [00:07<01:50, 2.64s/it] 116/299 3.12G 0.02037 0.003475 0 0.02385 21 640: 11%|█ | 5/47 [00:07<01:50, 2.64s/it] 116/299 3.12G 0.02037 0.003475 0 0.02385 21 640: 13%|█▎ | 6/47 [00:07<01:13, 1.78s/it] 116/299 3.12G 0.02047 0.003303 0 0.02377 24 640: 13%|█▎ | 6/47 [00:07<01:13, 1.78s/it] 116/299 3.12G 0.02047 0.003303 0 0.02377 24 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 116/299 3.12G 0.02039 0.003235 0 0.02362 24 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 116/299 3.12G 0.02039 0.003235 0 0.02362 24 640: 17%|█▋ | 8/47 [00:07<00:34, 1.14it/s] 116/299 3.12G 0.02025 0.003348 0 0.0236 37 640: 17%|█▋ | 8/47 [00:08<00:34, 1.14it/s] 116/299 3.12G 0.02025 0.003348 0 0.0236 37 640: 19%|█▉ | 9/47 [00:08<00:24, 1.54it/s] 116/299 3.12G 0.01981 0.003279 0 0.02309 30 640: 19%|█▉ | 9/47 [00:08<00:24, 1.54it/s] 116/299 3.12G 0.01981 0.003279 0 0.02309 30 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 116/299 3.12G 0.02009 0.003318 0 0.02341 33 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 116/299 3.12G 0.02009 0.003318 0 0.02341 33 640: 23%|██▎ | 11/47 [00:08<00:13, 2.70it/s] 116/299 3.12G 0.01994 0.003466 0 0.0234 29 640: 23%|██▎ | 11/47 [00:09<00:13, 2.70it/s] 116/299 3.12G 0.01994 0.003466 0 0.0234 29 640: 26%|██▌ | 12/47 [00:09<00:17, 2.06it/s] 116/299 3.12G 0.01965 0.00348 0 0.02313 31 640: 26%|██▌ | 12/47 [00:16<00:17, 2.06it/s] 116/299 3.12G 0.01965 0.00348 0 0.02313 31 640: 28%|██▊ | 13/47 [00:16<01:28, 2.62s/it] 116/299 3.12G 0.01928 0.00345 0 0.02273 24 640: 28%|██▊ | 13/47 [00:16<01:28, 2.62s/it] 116/299 3.12G 0.01928 0.00345 0 0.02273 24 640: 30%|██▉ | 14/47 [00:16<01:01, 1.87s/it] 116/299 3.12G 0.01898 0.003453 0 0.02244 41 640: 30%|██▉ | 14/47 [00:16<01:01, 1.87s/it] 116/299 3.12G 0.01898 0.003453 0 0.02244 41 640: 32%|███▏ | 15/47 [00:16<00:42, 1.34s/it] 116/299 3.12G 0.01879 0.003461 0 0.02225
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.908 0.988 0.752
0%| | 0/47 [00:00<?, ?it/s] 117/299 3.12G 0.01435 0.002541 0 0.01689 25 640: 0%| | 0/47 [00:00<?, ?it/s] 117/299 3.12G 0.01435 0.002541 0 0.01689 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.98it/s] 117/299 3.12G 0.01359 0.003076 0 0.01667 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.98it/s] 117/299 3.12G 0.01359 0.003076 0 0.01667 36 640: 4%|▍ | 2/47 [00:00<00:05, 7.73it/s] 117/299 3.12G 0.01417 0.003125 0 0.01729 36 640: 4%|▍ | 2/47 [00:00<00:05, 7.73it/s] 117/299 3.12G 0.01417 0.003125 0 0.01729 36 640: 6%|▋ | 3/47 [00:00<00:05, 8.17it/s] 117/299 3.12G 0.01429 0.003335 0 0.01763 40 640: 6%|▋ | 3/47 [00:00<00:05, 8.17it/s] 117/299 3.12G 0.01429 0.003335 0 0.01763 40 640: 9%|▊ | 4/47 [00:00<00:05, 8.44it/s] 117/299 3.12G 0.01444 0.003258 0 0.0177 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.44it/s] 117/299 3.12G 0.01444 0.003258 0 0.0177 35 640: 11%|█ | 5/47 [00:00<00:04, 8.58it/s] 117/299 3.12G 0.01496 0.003142 0 0.0181 21 640: 11%|█ | 5/47 [00:10<00:04, 8.58it/s] 117/299 3.12G 0.01496 0.003142 0 0.0181 21 640: 13%|█▎ | 6/47 [00:10<02:14, 3.28s/it] 117/299 3.12G 0.01536 0.003051 0 0.01841 28 640: 13%|█▎ | 6/47 [00:10<02:14, 3.28s/it] 117/299 3.12G 0.01536 0.003051 0 0.01841 28 640: 15%|█▍ | 7/47 [00:10<01:30, 2.25s/it] 117/299 3.12G 0.0159 0.003322 0 0.01922 46 640: 15%|█▍ | 7/47 [00:10<01:30, 2.25s/it] 117/299 3.12G 0.0159 0.003322 0 0.01922 46 640: 17%|█▋ | 8/47 [00:10<01:01, 1.57s/it] 117/299 3.12G 0.01607 0.003266 0 0.01934 27 640: 17%|█▋ | 8/47 [00:10<01:01, 1.57s/it] 117/299 3.12G 0.01607 0.003266 0 0.01934 27 640: 19%|█▉ | 9/47 [00:10<00:42, 1.11s/it] 117/299 3.12G 0.01614 0.003236 0 0.01938 21 640: 19%|█▉ | 9/47 [00:10<00:42, 1.11s/it] 117/299 3.12G 0.01614 0.003236 0 0.01938 21 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 117/299 3.12G 0.01619 0.003243 0 0.01944 27 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 117/299 3.12G 0.01619 0.003243 0 0.01944 27 640: 23%|██▎ | 11/47 [00:10<00:21, 1.67it/s] 117/299 3.12G 0.01629 0.003221 0 0.01951 29 640: 23%|██▎ | 11/47 [00:10<00:21, 1.67it/s] 117/299 3.12G 0.01629 0.003221 0 0.01951 29 640: 26%|██▌ | 12/47 [00:10<00:15, 2.23it/s] 117/299 3.12G 0.01632 0.00323 0 0.01955 36 640: 26%|██▌ | 12/47 [00:10<00:15, 2.23it/s] 117/299 3.12G 0.01632 0.00323 0 0.01955 36 640: 28%|██▊ | 13/47 [00:10<00:11, 2.89it/s] 117/299 3.12G 0.01638 0.003266 0 0.01964 30 640: 28%|██▊ | 13/47 [00:19<00:11, 2.89it/s] 117/299 3.12G 0.01638 0.003266 0 0.01964 30 640: 30%|██▉ | 14/47 [00:19<01:29, 2.71s/it] 117/299 3.12G 0.01628 0.003302 0 0.01958 37 640: 30%|██▉ | 14/47 [00:19<01:29, 2.71s/it] 117/299 3.12G 0.01628 0.003302 0 0.01958 37 640: 32%|███▏ | 15/47 [00:19<01:01, 1.93s/it] 117/299 3.12G 0.0164 0.003283 0 0.01969
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.992 0.756
0%| | 0/47 [00:00<?, ?it/s] 118/299 3.12G 0.01816 0.003423 0 0.02158 34 640: 0%| | 0/47 [00:00<?, ?it/s] 118/299 3.12G 0.01816 0.003423 0 0.02158 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 118/299 3.12G 0.01696 0.002673 0 0.01964 17 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 118/299 3.12G 0.01696 0.002673 0 0.01964 17 640: 4%|▍ | 2/47 [00:00<00:05, 8.72it/s] 118/299 3.12G 0.01687 0.00301 0 0.01988 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.72it/s] 118/299 3.12G 0.01687 0.00301 0 0.01988 30 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 118/299 3.12G 0.01701 0.003276 0 0.02028 37 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 118/299 3.12G 0.01701 0.003276 0 0.02028 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 118/299 3.12G 0.0178 0.003241 0 0.02104 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 118/299 3.12G 0.0178 0.003241 0 0.02104 24 640: 11%|█ | 5/47 [00:00<00:04, 8.47it/s] 118/299 3.12G 0.0173 0.003286 0 0.02059 29 640: 11%|█ | 5/47 [00:00<00:04, 8.47it/s] 118/299 3.12G 0.0173 0.003286 0 0.02059 29 640: 13%|█▎ | 6/47 [00:00<00:04, 8.58it/s] 118/299 3.12G 0.01725 0.003173 0 0.02042 24 640: 13%|█▎ | 6/47 [00:07<00:04, 8.58it/s] 118/299 3.12G 0.01725 0.003173 0 0.02042 24 640: 15%|█▍ | 7/47 [00:07<01:35, 2.38s/it] 118/299 3.12G 0.01817 0.003224 0 0.02139 28 640: 15%|█▍ | 7/47 [00:07<01:35, 2.38s/it] 118/299 3.12G 0.01817 0.003224 0 0.02139 28 640: 17%|█▋ | 8/47 [00:07<01:04, 1.66s/it] 118/299 3.12G 0.01799 0.003297 0 0.02128 30 640: 17%|█▋ | 8/47 [00:07<01:04, 1.66s/it] 118/299 3.12G 0.01799 0.003297 0 0.02128 30 640: 19%|█▉ | 9/47 [00:07<00:44, 1.18s/it] 118/299 3.12G 0.01799 0.003319 0 0.02131 32 640: 19%|█▉ | 9/47 [00:08<00:44, 1.18s/it] 118/299 3.12G 0.01799 0.003319 0 0.02131 32 640: 21%|██▏ | 10/47 [00:08<00:31, 1.18it/s] 118/299 3.12G 0.01792 0.003332 0 0.02125 27 640: 21%|██▏ | 10/47 [00:08<00:31, 1.18it/s] 118/299 3.12G 0.01792 0.003332 0 0.02125 27 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 118/299 3.12G 0.01783 0.003362 0 0.02119 33 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 118/299 3.12G 0.01783 0.003362 0 0.02119 33 640: 26%|██▌ | 12/47 [00:08<00:19, 1.83it/s] 118/299 3.12G 0.01781 0.003348 0 0.02116 27 640: 26%|██▌ | 12/47 [00:08<00:19, 1.83it/s] 118/299 3.12G 0.01781 0.003348 0 0.02116 27 640: 28%|██▊ | 13/47 [00:08<00:14, 2.41it/s] 118/299 3.12G 0.01778 0.003387 0 0.02117 28 640: 28%|██▊ | 13/47 [00:09<00:14, 2.41it/s] 118/299 3.12G 0.01778 0.003387 0 0.02117 28 640: 30%|██▉ | 14/47 [00:09<00:14, 2.34it/s] 118/299 3.12G 0.01782 0.003372 0 0.02119 28 640: 30%|██▉ | 14/47 [00:16<00:14, 2.34it/s] 118/299 3.12G 0.01782 0.003372 0 0.02119 28 640: 32%|███▏ | 15/47 [00:16<01:17, 2.41s/it] 118/299 3.12G 0.0177 0.003389 0 0.02109
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.972 0.99 0.744
0%| | 0/47 [00:00<?, ?it/s] 119/299 3.12G 0.01967 0.002752 0 0.02242 21 640: 0%| | 0/47 [00:00<?, ?it/s] 119/299 3.12G 0.01967 0.002752 0 0.02242 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 119/299 3.12G 0.01853 0.002579 0 0.02111 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 119/299 3.12G 0.01853 0.002579 0 0.02111 21 640: 4%|▍ | 2/47 [00:00<00:05, 8.11it/s] 119/299 3.12G 0.01802 0.002872 0 0.0209 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.11it/s] 119/299 3.12G 0.01802 0.002872 0 0.0209 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.42it/s] 119/299 3.12G 0.01834 0.003179 0 0.02152 34 640: 6%|▋ | 3/47 [00:01<00:05, 8.42it/s] 119/299 3.12G 0.01834 0.003179 0 0.02152 34 640: 9%|▊ | 4/47 [00:01<00:21, 2.00it/s] 119/299 3.12G 0.01782 0.003311 0 0.02113 39 640: 9%|▊ | 4/47 [00:09<00:21, 2.00it/s] 119/299 3.12G 0.01782 0.003311 0 0.02113 39 640: 11%|█ | 5/47 [00:09<02:15, 3.22s/it] 119/299 3.12G 0.0179 0.003376 0 0.02127 28 640: 11%|█ | 5/47 [00:09<02:15, 3.22s/it] 119/299 3.12G 0.0179 0.003376 0 0.02127 28 640: 13%|█▎ | 6/47 [00:09<01:29, 2.17s/it] 119/299 3.12G 0.01766 0.003404 0 0.02106 25 640: 13%|█▎ | 6/47 [00:09<01:29, 2.17s/it] 119/299 3.12G 0.01766 0.003404 0 0.02106 25 640: 15%|█▍ | 7/47 [00:09<00:59, 1.50s/it] 119/299 3.12G 0.01757 0.003292 0 0.02086 25 640: 15%|█▍ | 7/47 [00:09<00:59, 1.50s/it] 119/299 3.12G 0.01757 0.003292 0 0.02086 25 640: 17%|█▋ | 8/47 [00:09<00:41, 1.07s/it] 119/299 3.12G 0.01769 0.003263 0 0.02095 26 640: 17%|█▋ | 8/47 [00:09<00:41, 1.07s/it] 119/299 3.12G 0.01769 0.003263 0 0.02095 26 640: 19%|█▉ | 9/47 [00:09<00:29, 1.30it/s] 119/299 3.12G 0.0175 0.003251 0 0.02076 28 640: 19%|█▉ | 9/47 [00:10<00:29, 1.30it/s] 119/299 3.12G 0.0175 0.003251 0 0.02076 28 640: 21%|██▏ | 10/47 [00:10<00:20, 1.77it/s] 119/299 3.12G 0.01782 0.003221 0 0.02104 24 640: 21%|██▏ | 10/47 [00:11<00:20, 1.77it/s] 119/299 3.12G 0.01782 0.003221 0 0.02104 24 640: 23%|██▎ | 11/47 [00:11<00:33, 1.09it/s] 119/299 3.12G 0.01771 0.003265 0 0.02097 33 640: 23%|██▎ | 11/47 [00:11<00:33, 1.09it/s] 119/299 3.12G 0.01771 0.003265 0 0.02097 33 640: 26%|██▌ | 12/47 [00:11<00:23, 1.46it/s] 119/299 3.12G 0.01751 0.00319 0 0.0207 22 640: 26%|██▌ | 12/47 [00:18<00:23, 1.46it/s] 119/299 3.12G 0.01751 0.00319 0 0.0207 22 640: 28%|██▊ | 13/47 [00:18<01:19, 2.33s/it] 119/299 3.12G 0.01734 0.003282 0 0.02062 41 640: 28%|██▊ | 13/47 [00:18<01:19, 2.33s/it] 119/299 3.12G 0.01734 0.003282 0 0.02062 41 640: 30%|██▉ | 14/47 [00:18<00:54, 1.66s/it] 119/299 3.12G 0.01721 0.003338 0 0.02055 30 640: 30%|██▉ | 14/47 [00:18<00:54, 1.66s/it] 119/299 3.12G 0.01721 0.003338 0 0.02055 30 640: 32%|███▏ | 15/47 [00:18<00:38, 1.19s/it] 119/299 3.12G 0.01705 0.003352 0 0.0204
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.95s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.11it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.32it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.991 0.766
0%| | 0/47 [00:00<?, ?it/s] 120/299 3.12G 0.01935 0.003417 0 0.02277 31 640: 0%| | 0/47 [00:00<?, ?it/s] 120/299 3.12G 0.01935 0.003417 0 0.02277 31 640: 2%|▏ | 1/47 [00:00<00:07, 6.07it/s] 120/299 3.12G 0.02007 0.002995 0 0.02307 24 640: 2%|▏ | 1/47 [00:00<00:07, 6.07it/s] 120/299 3.12G 0.02007 0.002995 0 0.02307 24 640: 4%|▍ | 2/47 [00:00<00:06, 6.98it/s] 120/299 3.12G 0.01944 0.003257 0 0.0227 39 640: 4%|▍ | 2/47 [00:00<00:06, 6.98it/s] 120/299 3.12G 0.01944 0.003257 0 0.0227 39 640: 6%|▋ | 3/47 [00:00<00:05, 7.71it/s] 120/299 3.12G 0.01836 0.003262 0 0.02162 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.71it/s] 120/299 3.12G 0.01836 0.003262 0 0.02162 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.13it/s] 120/299 3.12G 0.01808 0.003188 0 0.02127 26 640: 9%|▊ | 4/47 [00:01<00:05, 8.13it/s] 120/299 3.12G 0.01808 0.003188 0 0.02127 26 640: 11%|█ | 5/47 [00:01<00:12, 3.41it/s] 120/299 3.12G 0.01865 0.00325 0 0.0219 29 640: 11%|█ | 5/47 [00:05<00:12, 3.41it/s] 120/299 3.12G 0.01865 0.00325 0 0.0219 29 640: 13%|█▎ | 6/47 [00:05<01:15, 1.85s/it] 120/299 3.12G 0.01863 0.003082 0 0.02171 20 640: 13%|█▎ | 6/47 [00:06<01:15, 1.85s/it] 120/299 3.12G 0.01863 0.003082 0 0.02171 20 640: 15%|█▍ | 7/47 [00:06<00:51, 1.29s/it] 120/299 3.12G 0.01833 0.003221 0 0.02155 39 640: 15%|█▍ | 7/47 [00:06<00:51, 1.29s/it] 120/299 3.12G 0.01833 0.003221 0 0.02155 39 640: 17%|█▋ | 8/47 [00:06<00:35, 1.09it/s] 120/299 3.12G 0.01827 0.003162 0 0.02143 28 640: 17%|█▋ | 8/47 [00:07<00:35, 1.09it/s] 120/299 3.12G 0.01827 0.003162 0 0.02143 28 640: 19%|█▉ | 9/47 [00:07<00:33, 1.12it/s] 120/299 3.12G 0.01817 0.003043 0 0.02121 17 640: 19%|█▉ | 9/47 [00:07<00:33, 1.12it/s] 120/299 3.12G 0.01817 0.003043 0 0.02121 17 640: 21%|██▏ | 10/47 [00:07<00:24, 1.53it/s] 120/299 3.12G 0.01855 0.003095 0 0.02164 37 640: 21%|██▏ | 10/47 [00:07<00:24, 1.53it/s] 120/299 3.12G 0.01855 0.003095 0 0.02164 37 640: 23%|██▎ | 11/47 [00:07<00:17, 2.05it/s] 120/299 3.12G 0.01863 0.003083 0 0.02171 31 640: 23%|██▎ | 11/47 [00:08<00:17, 2.05it/s] 120/299 3.12G 0.01863 0.003083 0 0.02171 31 640: 26%|██▌ | 12/47 [00:08<00:27, 1.28it/s] 120/299 3.12G 0.01868 0.003085 0 0.02176 32 640: 26%|██▌ | 12/47 [00:11<00:27, 1.28it/s] 120/299 3.12G 0.01868 0.003085 0 0.02176 32 640: 28%|██▊ | 13/47 [00:11<00:49, 1.46s/it] 120/299 3.12G 0.01879 0.003102 0 0.02189 31 640: 28%|██▊ | 13/47 [00:14<00:49, 1.46s/it] 120/299 3.12G 0.01879 0.003102 0 0.02189 31 640: 30%|██▉ | 14/47 [00:14<01:02, 1.91s/it] 120/299 3.12G 0.01869 0.003088 0 0.02178 31 640: 30%|██▉ | 14/47 [00:14<01:02, 1.91s/it] 120/299 3.12G 0.01869 0.003088 0 0.02178 31 640: 32%|███▏ | 15/47 [00:14<00:43, 1.37s/it] 120/299 3.12G 0.0185 0.003044 0 0.02154
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.62it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.99 0.762
0%| | 0/47 [00:00<?, ?it/s] 121/299 3.12G 0.01796 0.004026 0 0.02199 45 640: 0%| | 0/47 [00:00<?, ?it/s] 121/299 3.12G 0.01796 0.004026 0 0.02199 45 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 121/299 3.12G 0.01659 0.003315 0 0.01991 22 640: 2%|▏ | 1/47 [00:01<00:05, 8.61it/s] 121/299 3.12G 0.01659 0.003315 0 0.01991 22 640: 4%|▍ | 2/47 [00:01<00:29, 1.51it/s] 121/299 3.12G 0.0152 0.003097 0 0.0183 31 640: 4%|▍ | 2/47 [00:01<00:29, 1.51it/s] 121/299 3.12G 0.0152 0.003097 0 0.0183 31 640: 6%|▋ | 3/47 [00:01<00:18, 2.44it/s] 121/299 3.12G 0.0149 0.003104 0 0.018 31 640: 6%|▋ | 3/47 [00:01<00:18, 2.44it/s] 121/299 3.12G 0.0149 0.003104 0 0.018 31 640: 9%|▊ | 4/47 [00:01<00:12, 3.41it/s] 121/299 3.12G 0.01451 0.003263 0 0.01777 31 640: 9%|▊ | 4/47 [00:03<00:12, 3.41it/s] 121/299 3.12G 0.01451 0.003263 0 0.01777 31 640: 11%|█ | 5/47 [00:03<00:46, 1.11s/it] 121/299 3.12G 0.01435 0.003301 0 0.01765 33 640: 11%|█ | 5/47 [00:05<00:46, 1.11s/it] 121/299 3.12G 0.01435 0.003301 0 0.01765 33 640: 13%|█▎ | 6/47 [00:05<00:46, 1.14s/it] 121/299 3.12G 0.01442 0.003356 0 0.01778 36 640: 13%|█▎ | 6/47 [00:10<00:46, 1.14s/it] 121/299 3.12G 0.01442 0.003356 0 0.01778 36 640: 15%|█▍ | 7/47 [00:10<01:36, 2.41s/it] 121/299 3.12G 0.01429 0.003341 0 0.01763 28 640: 15%|█▍ | 7/47 [00:10<01:36, 2.41s/it] 121/299 3.12G 0.01429 0.003341 0 0.01763 28 640: 17%|█▋ | 8/47 [00:10<01:05, 1.68s/it] 121/299 3.12G 0.01442 0.00328 0 0.0177 27 640: 17%|█▋ | 8/47 [00:10<01:05, 1.68s/it] 121/299 3.12G 0.01442 0.00328 0 0.0177 27 640: 19%|█▉ | 9/47 [00:10<00:45, 1.19s/it] 121/299 3.12G 0.01451 0.003348 0 0.01786 33 640: 19%|█▉ | 9/47 [00:10<00:45, 1.19s/it] 121/299 3.12G 0.01451 0.003348 0 0.01786 33 640: 21%|██▏ | 10/47 [00:10<00:32, 1.15it/s] 121/299 3.12G 0.01469 0.003323 0 0.01801 26 640: 21%|██▏ | 10/47 [00:10<00:32, 1.15it/s] 121/299 3.12G 0.01469 0.003323 0 0.01801 26 640: 23%|██▎ | 11/47 [00:10<00:22, 1.57it/s] 121/299 3.12G 0.01512 0.003312 0 0.01844 22 640: 23%|██▎ | 11/47 [00:10<00:22, 1.57it/s] 121/299 3.12G 0.01512 0.003312 0 0.01844 22 640: 26%|██▌ | 12/47 [00:10<00:16, 2.10it/s] 121/299 3.12G 0.01519 0.00333 0 0.01852 31 640: 26%|██▌ | 12/47 [00:13<00:16, 2.10it/s] 121/299 3.12G 0.01519 0.00333 0 0.01852 31 640: 28%|██▊ | 13/47 [00:13<00:35, 1.05s/it] 121/299 3.12G 0.01521 0.003344 0 0.01855 27 640: 28%|██▊ | 13/47 [00:13<00:35, 1.05s/it] 121/299 3.12G 0.01521 0.003344 0 0.01855 27 640: 30%|██▉ | 14/47 [00:13<00:29, 1.11it/s] 121/299 3.12G 0.01544 0.00332 0 0.01876 23 640: 30%|██▉ | 14/47 [00:18<00:29, 1.11it/s] 121/299 3.12G 0.01544 0.00332 0 0.01876 23 640: 32%|███▏ | 15/47 [00:18<01:07, 2.11s/it] 121/299 3.12G 0.01568 0.003336 0 0.01901
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 1 0.917 0.99 0.764
0%| | 0/47 [00:00<?, ?it/s] 122/299 3.12G 0.01587 0.003414 0 0.01928 38 640: 0%| | 0/47 [00:00<?, ?it/s] 122/299 3.12G 0.01587 0.003414 0 0.01928 38 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 122/299 3.12G 0.0176 0.003276 0 0.02087 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 122/299 3.12G 0.0176 0.003276 0 0.02087 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 122/299 3.12G 0.01775 0.00325 0 0.021 28 640: 4%|▍ | 2/47 [00:03<00:05, 8.74it/s] 122/299 3.12G 0.01775 0.00325 0 0.021 28 640: 6%|▋ | 3/47 [00:03<01:12, 1.64s/it] 122/299 3.12G 0.01719 0.003165 0 0.02036 25 640: 6%|▋ | 3/47 [00:03<01:12, 1.64s/it] 122/299 3.12G 0.01719 0.003165 0 0.02036 25 640: 9%|▊ | 4/47 [00:03<00:44, 1.04s/it] 122/299 3.12G 0.0169 0.00321 0 0.02011 31 640: 9%|▊ | 4/47 [00:03<00:44, 1.04s/it] 122/299 3.12G 0.0169 0.00321 0 0.02011 31 640: 11%|█ | 5/47 [00:03<00:29, 1.41it/s] 122/299 3.12G 0.01663 0.003216 0 0.01984 29 640: 11%|█ | 5/47 [00:10<00:29, 1.41it/s] 122/299 3.12G 0.01663 0.003216 0 0.01984 29 640: 13%|█▎ | 6/47 [00:10<01:56, 2.83s/it] 122/299 3.12G 0.01622 0.00318 0 0.0194 29 640: 13%|█▎ | 6/47 [00:11<01:56, 2.83s/it] 122/299 3.12G 0.01622 0.00318 0 0.0194 29 640: 15%|█▍ | 7/47 [00:11<01:18, 1.96s/it] 122/299 3.12G 0.01594 0.003229 0 0.01917 34 640: 15%|█▍ | 7/47 [00:11<01:18, 1.96s/it] 122/299 3.12G 0.01594 0.003229 0 0.01917 34 640: 17%|█▋ | 8/47 [00:11<00:53, 1.37s/it] 122/299 3.12G 0.01571 0.003275 0 0.01898 36 640: 17%|█▋ | 8/47 [00:11<00:53, 1.37s/it] 122/299 3.12G 0.01571 0.003275 0 0.01898 36 640: 19%|█▉ | 9/47 [00:11<00:37, 1.02it/s] 122/299 3.12G 0.01592 0.003137 0 0.01905 21 640: 19%|█▉ | 9/47 [00:11<00:37, 1.02it/s] 122/299 3.12G 0.01592 0.003137 0 0.01905 21 640: 21%|██▏ | 10/47 [00:11<00:26, 1.41it/s] 122/299 3.12G 0.01605 0.003091 0 0.01914 31 640: 21%|██▏ | 10/47 [00:12<00:26, 1.41it/s] 122/299 3.12G 0.01605 0.003091 0 0.01914 31 640: 23%|██▎ | 11/47 [00:12<00:27, 1.32it/s] 122/299 3.12G 0.01616 0.003176 0 0.01934 40 640: 23%|██▎ | 11/47 [00:12<00:27, 1.32it/s] 122/299 3.12G 0.01616 0.003176 0 0.01934 40 640: 26%|██▌ | 12/47 [00:12<00:19, 1.79it/s] 122/299 3.12G 0.01637 0.003206 0 0.01957 32 640: 26%|██▌ | 12/47 [00:12<00:19, 1.79it/s] 122/299 3.12G 0.01637 0.003206 0 0.01957 32 640: 28%|██▊ | 13/47 [00:12<00:14, 2.29it/s] 122/299 3.12G 0.01644 0.003289 0 0.01973 36 640: 28%|██▊ | 13/47 [00:19<00:14, 2.29it/s] 122/299 3.12G 0.01644 0.003289 0 0.01973 36 640: 30%|██▉ | 14/47 [00:19<01:19, 2.41s/it] 122/299 3.12G 0.01661 0.00329 0 0.0199 42 640: 30%|██▉ | 14/47 [00:19<01:19, 2.41s/it] 122/299 3.12G 0.01661 0.00329 0 0.0199 42 640: 32%|███▏ | 15/47 [00:19<00:55, 1.73s/it] 122/299 3.12G 0.01662 0.003282 0 0.0199
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.954 0.99 0.757
0%| | 0/47 [00:00<?, ?it/s] 123/299 3.12G 0.01497 0.003004 0 0.01797 27 640: 0%| | 0/47 [00:00<?, ?it/s] 123/299 3.12G 0.01497 0.003004 0 0.01797 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 123/299 3.12G 0.01547 0.002984 0 0.01846 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 123/299 3.12G 0.01547 0.002984 0 0.01846 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 123/299 3.12G 0.01514 0.003078 0 0.01821 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 123/299 3.12G 0.01514 0.003078 0 0.01821 30 640: 6%|▋ | 3/47 [00:00<00:04, 8.81it/s] 123/299 3.12G 0.01428 0.002994 0 0.01728 24 640: 6%|▋ | 3/47 [00:01<00:04, 8.81it/s] 123/299 3.12G 0.01428 0.002994 0 0.01728 24 640: 9%|▊ | 4/47 [00:01<00:14, 3.02it/s] 123/299 3.12G 0.01421 0.002894 0 0.01711 26 640: 9%|▊ | 4/47 [00:01<00:14, 3.02it/s] 123/299 3.12G 0.01421 0.002894 0 0.01711 26 640: 11%|█ | 5/47 [00:01<00:10, 3.97it/s] 123/299 3.12G 0.01466 0.003014 0 0.01768 30 640: 11%|█ | 5/47 [00:01<00:10, 3.97it/s] 123/299 3.12G 0.01466 0.003014 0 0.01768 30 640: 13%|█▎ | 6/47 [00:01<00:08, 4.90it/s] 123/299 3.12G 0.01519 0.003093 0 0.01828 26 640: 13%|█▎ | 6/47 [00:07<00:08, 4.90it/s] 123/299 3.12G 0.01519 0.003093 0 0.01828 26 640: 15%|█▍ | 7/47 [00:07<01:31, 2.28s/it] 123/299 3.12G 0.01538 0.003219 0 0.0186 31 640: 15%|█▍ | 7/47 [00:07<01:31, 2.28s/it] 123/299 3.12G 0.01538 0.003219 0 0.0186 31 640: 17%|█▋ | 8/47 [00:07<01:02, 1.60s/it] 123/299 3.12G 0.01517 0.00325 0 0.01842 40 640: 17%|█▋ | 8/47 [00:08<01:02, 1.60s/it] 123/299 3.12G 0.01517 0.00325 0 0.01842 40 640: 19%|█▉ | 9/47 [00:08<00:43, 1.14s/it] 123/299 3.12G 0.01531 0.003159 0 0.01847 25 640: 19%|█▉ | 9/47 [00:08<00:43, 1.14s/it] 123/299 3.12G 0.01531 0.003159 0 0.01847 25 640: 21%|██▏ | 10/47 [00:08<00:30, 1.22it/s] 123/299 3.12G 0.01558 0.003182 0 0.01876 38 640: 21%|██▏ | 10/47 [00:08<00:30, 1.22it/s] 123/299 3.12G 0.01558 0.003182 0 0.01876 38 640: 23%|██▎ | 11/47 [00:08<00:21, 1.66it/s] 123/299 3.12G 0.01592 0.003235 0 0.01916 34 640: 23%|██▎ | 11/47 [00:12<00:21, 1.66it/s] 123/299 3.12G 0.01592 0.003235 0 0.01916 34 640: 26%|██▌ | 12/47 [00:12<00:57, 1.64s/it] 123/299 3.12G 0.01608 0.003284 0 0.01936 32 640: 26%|██▌ | 12/47 [00:12<00:57, 1.64s/it] 123/299 3.12G 0.01608 0.003284 0 0.01936 32 640: 28%|██▊ | 13/47 [00:12<00:40, 1.18s/it] 123/299 3.12G 0.01612 0.00333 0 0.01945 35 640: 28%|██▊ | 13/47 [00:12<00:40, 1.18s/it] 123/299 3.12G 0.01612 0.00333 0 0.01945 35 640: 30%|██▉ | 14/47 [00:12<00:28, 1.16it/s] 123/299 3.12G 0.01616 0.003333 0 0.01949 36 640: 30%|██▉ | 14/47 [00:16<00:28, 1.16it/s] 123/299 3.12G 0.01616 0.003333 0 0.01949 36 640: 32%|███▏ | 15/47 [00:16<00:54, 1.72s/it] 123/299 3.12G 0.0161 0.003366 0 0.01947
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.972 0.991 0.756
0%| | 0/47 [00:00<?, ?it/s] 124/299 3.12G 0.01682 0.004158 0 0.02098 39 640: 0%| | 0/47 [00:00<?, ?it/s] 124/299 3.12G 0.01682 0.004158 0 0.02098 39 640: 2%|▏ | 1/47 [00:00<00:06, 6.82it/s] 124/299 3.12G 0.01771 0.00385 0 0.02157 29 640: 2%|▏ | 1/47 [00:02<00:06, 6.82it/s] 124/299 3.12G 0.01771 0.00385 0 0.02157 29 640: 4%|▍ | 2/47 [00:02<01:15, 1.69s/it] 124/299 3.12G 0.01822 0.003813 0 0.02203 36 640: 4%|▍ | 2/47 [00:03<01:15, 1.69s/it] 124/299 3.12G 0.01822 0.003813 0 0.02203 36 640: 6%|▋ | 3/47 [00:03<00:42, 1.03it/s] 124/299 3.12G 0.01846 0.003623 0 0.02209 29 640: 6%|▋ | 3/47 [00:03<00:42, 1.03it/s] 124/299 3.12G 0.01846 0.003623 0 0.02209 29 640: 9%|▊ | 4/47 [00:03<00:27, 1.58it/s] 124/299 3.12G 0.01835 0.003495 0 0.02184 23 640: 9%|▊ | 4/47 [00:07<00:27, 1.58it/s] 124/299 3.12G 0.01835 0.003495 0 0.02184 23 640: 11%|█ | 5/47 [00:07<01:28, 2.12s/it] 124/299 3.12G 0.01843 0.003185 0 0.02161 15 640: 11%|█ | 5/47 [00:10<01:28, 2.12s/it] 124/299 3.12G 0.01843 0.003185 0 0.02161 15 640: 13%|█▎ | 6/47 [00:10<01:27, 2.14s/it] 124/299 3.12G 0.01853 0.003125 0 0.02165 25 640: 13%|█▎ | 6/47 [00:10<01:27, 2.14s/it] 124/299 3.12G 0.01853 0.003125 0 0.02165 25 640: 15%|█▍ | 7/47 [00:10<00:59, 1.48s/it] 124/299 3.12G 0.0187 0.003178 0 0.02188 28 640: 15%|█▍ | 7/47 [00:10<00:59, 1.48s/it] 124/299 3.12G 0.0187 0.003178 0 0.02188 28 640: 17%|█▋ | 8/47 [00:10<00:40, 1.05s/it] 124/299 3.12G 0.01879 0.003192 0 0.02198 33 640: 17%|█▋ | 8/47 [00:10<00:40, 1.05s/it] 124/299 3.12G 0.01879 0.003192 0 0.02198 33 640: 19%|█▉ | 9/47 [00:10<00:28, 1.31it/s] 124/299 3.12G 0.01868 0.003123 0 0.0218 33 640: 19%|█▉ | 9/47 [00:12<00:28, 1.31it/s] 124/299 3.12G 0.01868 0.003123 0 0.0218 33 640: 21%|██▏ | 10/47 [00:12<00:46, 1.25s/it] 124/299 3.12G 0.0187 0.003197 0 0.0219 41 640: 21%|██▏ | 10/47 [00:12<00:46, 1.25s/it] 124/299 3.12G 0.0187 0.003197 0 0.0219 41 640: 23%|██▎ | 11/47 [00:12<00:32, 1.10it/s] 124/299 3.12G 0.01838 0.003219 0 0.0216 35 640: 23%|██▎ | 11/47 [00:13<00:32, 1.10it/s] 124/299 3.12G 0.01838 0.003219 0 0.0216 35 640: 26%|██▌ | 12/47 [00:13<00:23, 1.50it/s] 124/299 3.12G 0.01831 0.003228 0 0.02154 29 640: 26%|██▌ | 12/47 [00:16<00:23, 1.50it/s] 124/299 3.12G 0.01831 0.003228 0 0.02154 29 640: 28%|██▊ | 13/47 [00:16<00:51, 1.51s/it] 124/299 3.12G 0.0182 0.003186 0 0.02139 27 640: 28%|██▊ | 13/47 [00:18<00:51, 1.51s/it] 124/299 3.12G 0.0182 0.003186 0 0.02139 27 640: 30%|██▉ | 14/47 [00:18<00:58, 1.77s/it] 124/299 3.12G 0.01826 0.003216 0 0.02148 41 640: 30%|██▉ | 14/47 [00:18<00:58, 1.77s/it] 124/299 3.12G 0.01826 0.003216 0 0.02148 41 640: 32%|███▏ | 15/47 [00:18<00:40, 1.27s/it] 124/299 3.12G 0.01812 0.003229 0 0.02135
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.992 0.745
0%| | 0/47 [00:00<?, ?it/s] 125/299 3.12G 0.01552 0.003579 0 0.0191 35 640: 0%| | 0/47 [00:00<?, ?it/s] 125/299 3.12G 0.01552 0.003579 0 0.0191 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 125/299 3.12G 0.01758 0.003247 0 0.02082 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 125/299 3.12G 0.01758 0.003247 0 0.02082 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 125/299 3.12G 0.01739 0.003167 0 0.02056 33 640: 4%|▍ | 2/47 [00:02<00:05, 7.62it/s] 125/299 3.12G 0.01739 0.003167 0 0.02056 33 640: 6%|▋ | 3/47 [00:02<00:43, 1.00it/s] 125/299 3.12G 0.01705 0.003054 0 0.02011 27 640: 6%|▋ | 3/47 [00:02<00:43, 1.00it/s] 125/299 3.12G 0.01705 0.003054 0 0.02011 27 640: 9%|▊ | 4/47 [00:02<00:28, 1.52it/s] 125/299 3.12G 0.01674 0.003306 0 0.02005 30 640: 9%|▊ | 4/47 [00:02<00:28, 1.52it/s] 125/299 3.12G 0.01674 0.003306 0 0.02005 30 640: 11%|█ | 5/47 [00:02<00:19, 2.17it/s] 125/299 3.12G 0.01673 0.003398 0 0.02012 38 640: 11%|█ | 5/47 [00:08<00:19, 2.17it/s] 125/299 3.12G 0.01673 0.003398 0 0.02012 38 640: 13%|█▎ | 6/47 [00:08<01:31, 2.22s/it] 125/299 3.12G 0.01648 0.003404 0 0.01988 33 640: 13%|█▎ | 6/47 [00:08<01:31, 2.22s/it] 125/299 3.12G 0.01648 0.003404 0 0.01988 33 640: 15%|█▍ | 7/47 [00:08<01:01, 1.54s/it] 125/299 3.12G 0.01662 0.003351 0 0.01997 23 640: 15%|█▍ | 7/47 [00:08<01:01, 1.54s/it] 125/299 3.12G 0.01662 0.003351 0 0.01997 23 640: 17%|█▋ | 8/47 [00:08<00:42, 1.08s/it] 125/299 3.12G 0.01643 0.003363 0 0.01979 31 640: 17%|█▋ | 8/47 [00:08<00:42, 1.08s/it] 125/299 3.12G 0.01643 0.003363 0 0.01979 31 640: 19%|█▉ | 9/47 [00:08<00:29, 1.28it/s] 125/299 3.12G 0.01675 0.003319 0 0.02007 31 640: 19%|█▉ | 9/47 [00:08<00:29, 1.28it/s] 125/299 3.12G 0.01675 0.003319 0 0.02007 31 640: 21%|██▏ | 10/47 [00:08<00:21, 1.72it/s] 125/299 3.12G 0.01672 0.003287 0 0.02001 31 640: 21%|██▏ | 10/47 [00:13<00:21, 1.72it/s] 125/299 3.12G 0.01672 0.003287 0 0.02001 31 640: 23%|██▎ | 11/47 [00:13<01:03, 1.75s/it] 125/299 3.12G 0.01661 0.003348 0 0.01996 40 640: 23%|██▎ | 11/47 [00:13<01:03, 1.75s/it] 125/299 3.12G 0.01661 0.003348 0 0.01996 40 640: 26%|██▌ | 12/47 [00:13<00:44, 1.26s/it] 125/299 3.12G 0.01641 0.003342 0 0.01975 27 640: 26%|██▌ | 12/47 [00:13<00:44, 1.26s/it] 125/299 3.12G 0.01641 0.003342 0 0.01975 27 640: 28%|██▊ | 13/47 [00:13<00:30, 1.10it/s] 125/299 3.12G 0.01631 0.003359 0 0.01967 38 640: 28%|██▊ | 13/47 [00:16<00:30, 1.10it/s] 125/299 3.12G 0.01631 0.003359 0 0.01967 38 640: 30%|██▉ | 14/47 [00:16<00:55, 1.69s/it] 125/299 3.12G 0.01613 0.003308 0 0.01944 33 640: 30%|██▉ | 14/47 [00:16<00:55, 1.69s/it] 125/299 3.12G 0.01613 0.003308 0 0.01944 33 640: 32%|███▏ | 15/47 [00:16<00:39, 1.22s/it] 125/299 3.12G 0.01609 0.003324 0 0.01941
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.99 0.737
0%| | 0/47 [00:00<?, ?it/s] 126/299 3.12G 0.01696 0.00306 0 0.02002 37 640: 0%| | 0/47 [00:00<?, ?it/s] 126/299 3.12G 0.01696 0.00306 0 0.02002 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.75it/s] 126/299 3.12G 0.01655 0.002771 0 0.01932 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.75it/s] 126/299 3.12G 0.01655 0.002771 0 0.01932 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 126/299 3.12G 0.01603 0.002645 0 0.01868 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 126/299 3.12G 0.01603 0.002645 0 0.01868 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.91it/s] 126/299 3.12G 0.01609 0.002838 0 0.01893 34 640: 6%|▋ | 3/47 [00:06<00:05, 7.91it/s] 126/299 3.12G 0.01609 0.002838 0 0.01893 34 640: 9%|▊ | 4/47 [00:06<01:53, 2.63s/it] 126/299 3.12G 0.01654 0.003098 0 0.01964 35 640: 9%|▊ | 4/47 [00:06<01:53, 2.63s/it] 126/299 3.12G 0.01654 0.003098 0 0.01964 35 640: 11%|█ | 5/47 [00:06<01:12, 1.73s/it] 126/299 3.12G 0.01663 0.003196 0 0.01983 36 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 126/299 3.12G 0.01663 0.003196 0 0.01983 36 640: 13%|█▎ | 6/47 [00:07<00:48, 1.18s/it] 126/299 3.12G 0.01676 0.003186 0 0.01995 33 640: 13%|█▎ | 6/47 [00:08<00:48, 1.18s/it] 126/299 3.12G 0.01676 0.003186 0 0.01995 33 640: 15%|█▍ | 7/47 [00:08<00:44, 1.12s/it] 126/299 3.12G 0.01696 0.003187 0 0.02014 37 640: 15%|█▍ | 7/47 [00:08<00:44, 1.12s/it] 126/299 3.12G 0.01696 0.003187 0 0.02014 37 640: 17%|█▋ | 8/47 [00:08<00:31, 1.25it/s] 126/299 3.12G 0.01688 0.003109 0 0.01999 25 640: 17%|█▋ | 8/47 [00:08<00:31, 1.25it/s] 126/299 3.12G 0.01688 0.003109 0 0.01999 25 640: 19%|█▉ | 9/47 [00:08<00:22, 1.71it/s] 126/299 3.12G 0.01678 0.003143 0 0.01992 39 640: 19%|█▉ | 9/47 [00:08<00:22, 1.71it/s] 126/299 3.12G 0.01678 0.003143 0 0.01992 39 640: 21%|██▏ | 10/47 [00:08<00:16, 2.28it/s] 126/299 3.12G 0.01686 0.003282 0 0.02014 49 640: 21%|██▏ | 10/47 [00:08<00:16, 2.28it/s] 126/299 3.12G 0.01686 0.003282 0 0.02014 49 640: 23%|██▎ | 11/47 [00:08<00:12, 2.88it/s] 126/299 3.12G 0.01676 0.003283 0 0.02004 34 640: 23%|██▎ | 11/47 [00:15<00:12, 2.88it/s] 126/299 3.12G 0.01676 0.003283 0 0.02004 34 640: 26%|██▌ | 12/47 [00:15<01:24, 2.40s/it] 126/299 3.12G 0.01682 0.003217 0 0.02003 28 640: 26%|██▌ | 12/47 [00:15<01:24, 2.40s/it] 126/299 3.12G 0.01682 0.003217 0 0.02003 28 640: 28%|██▊ | 13/47 [00:15<00:58, 1.71s/it] 126/299 3.12G 0.01677 0.003235 0 0.02 35 640: 28%|██▊ | 13/47 [00:15<00:58, 1.71s/it] 126/299 3.12G 0.01677 0.003235 0 0.02 35 640: 30%|██▉ | 14/47 [00:15<00:40, 1.23s/it] 126/299 3.12G 0.01663 0.003215 0 0.01985 36 640: 30%|██▉ | 14/47 [00:16<00:40, 1.23s/it] 126/299 3.12G 0.01663 0.003215 0 0.01985 36 640: 32%|███▏ | 15/47 [00:16<00:33, 1.04s/it] 126/299 3.12G 0.01673 0.003263 0 0.01999
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.991 0.743
0%| | 0/47 [00:00<?, ?it/s] 127/299 3.12G 0.01443 0.003217 0 0.01765 30 640: 0%| | 0/47 [00:00<?, ?it/s] 127/299 3.12G 0.01443 0.003217 0 0.01765 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 127/299 3.12G 0.01559 0.003389 0 0.01898 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 127/299 3.12G 0.01559 0.003389 0 0.01898 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 127/299 3.12G 0.01541 0.003537 0 0.01894 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 127/299 3.12G 0.01541 0.003537 0 0.01894 35 640: 6%|▋ | 3/47 [00:00<00:04, 8.84it/s] 127/299 3.12G 0.015 0.003487 0 0.01849 32 640: 6%|▋ | 3/47 [00:00<00:04, 8.84it/s] 127/299 3.12G 0.015 0.003487 0 0.01849 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.01it/s] 127/299 3.12G 0.01519 0.003414 0 0.0186 26 640: 9%|▊ | 4/47 [00:09<00:05, 8.01it/s] 127/299 3.12G 0.01519 0.003414 0 0.0186 26 640: 11%|█ | 5/47 [00:09<02:17, 3.28s/it] 127/299 3.12G 0.01585 0.003229 0 0.01908 24 640: 11%|█ | 5/47 [00:09<02:17, 3.28s/it] 127/299 3.12G 0.01585 0.003229 0 0.01908 24 640: 13%|█▎ | 6/47 [00:09<01:30, 2.21s/it] 127/299 3.12G 0.01611 0.003149 0 0.01926 24 640: 13%|█▎ | 6/47 [00:09<01:30, 2.21s/it] 127/299 3.12G 0.01611 0.003149 0 0.01926 24 640: 15%|█▍ | 7/47 [00:09<01:00, 1.52s/it] 127/299 3.12G 0.01646 0.003285 0 0.01974 35 640: 15%|█▍ | 7/47 [00:09<01:00, 1.52s/it] 127/299 3.12G 0.01646 0.003285 0 0.01974 35 640: 17%|█▋ | 8/47 [00:09<00:42, 1.08s/it] 127/299 3.12G 0.01655 0.003327 0 0.01987 29 640: 17%|█▋ | 8/47 [00:09<00:42, 1.08s/it] 127/299 3.12G 0.01655 0.003327 0 0.01987 29 640: 19%|█▉ | 9/47 [00:09<00:29, 1.29it/s] 127/299 3.12G 0.01645 0.003237 0 0.01969 29 640: 19%|█▉ | 9/47 [00:09<00:29, 1.29it/s] 127/299 3.12G 0.01645 0.003237 0 0.01969 29 640: 21%|██▏ | 10/47 [00:09<00:21, 1.75it/s] 127/299 3.12G 0.01639 0.003203 0 0.01959 27 640: 21%|██▏ | 10/47 [00:10<00:21, 1.75it/s] 127/299 3.12G 0.01639 0.003203 0 0.01959 27 640: 23%|██▎ | 11/47 [00:10<00:15, 2.32it/s] 127/299 3.12G 0.01644 0.003238 0 0.01968 25 640: 23%|██▎ | 11/47 [00:10<00:15, 2.32it/s] 127/299 3.12G 0.01644 0.003238 0 0.01968 25 640: 26%|██▌ | 12/47 [00:10<00:11, 2.92it/s] 127/299 3.12G 0.01636 0.003167 0 0.01953 20 640: 26%|██▌ | 12/47 [00:18<00:11, 2.92it/s] 127/299 3.12G 0.01636 0.003167 0 0.01953 20 640: 28%|██▊ | 13/47 [00:18<01:29, 2.62s/it] 127/299 3.12G 0.01636 0.003131 0 0.01949 30 640: 28%|██▊ | 13/47 [00:18<01:29, 2.62s/it] 127/299 3.12G 0.01636 0.003131 0 0.01949 30 640: 30%|██▉ | 14/47 [00:18<01:01, 1.87s/it] 127/299 3.12G 0.01628 0.00313 0 0.01941 32 640: 30%|██▉ | 14/47 [00:18<01:01, 1.87s/it] 127/299 3.12G 0.01628 0.00313 0 0.01941 32 640: 32%|███▏ | 15/47 [00:18<00:42, 1.34s/it] 127/299 3.12G 0.01618 0.003099 0 0.01928
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.06it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.991 0.739
0%| | 0/47 [00:00<?, ?it/s] 128/299 3.12G 0.01761 0.003289 0 0.0209 36 640: 0%| | 0/47 [00:00<?, ?it/s] 128/299 3.12G 0.01761 0.003289 0 0.0209 36 640: 2%|▏ | 1/47 [00:00<00:06, 7.46it/s] 128/299 3.12G 0.01785 0.003083 0 0.02093 26 640: 2%|▏ | 1/47 [00:00<00:06, 7.46it/s] 128/299 3.12G 0.01785 0.003083 0 0.02093 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.30it/s] 128/299 3.12G 0.01638 0.002964 0 0.01934 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.30it/s] 128/299 3.12G 0.01638 0.002964 0 0.01934 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.65it/s] 128/299 3.12G 0.01638 0.003022 0 0.0194 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.65it/s] 128/299 3.12G 0.01638 0.003022 0 0.0194 30 640: 9%|▊ | 4/47 [00:00<00:04, 8.82it/s] 128/299 3.12G 0.01627 0.002966 0 0.01924 27 640: 9%|▊ | 4/47 [00:00<00:04, 8.82it/s] 128/299 3.12G 0.01627 0.002966 0 0.01924 27 640: 11%|█ | 5/47 [00:00<00:05, 8.33it/s] 128/299 3.12G 0.01627 0.003136 0 0.01941 34 640: 11%|█ | 5/47 [00:09<00:05, 8.33it/s] 128/299 3.12G 0.01627 0.003136 0 0.01941 34 640: 13%|█▎ | 6/47 [00:09<02:04, 3.03s/it] 128/299 3.12G 0.01612 0.003103 0 0.01923 34 640: 13%|█▎ | 6/47 [00:09<02:04, 3.03s/it] 128/299 3.12G 0.01612 0.003103 0 0.01923 34 640: 15%|█▍ | 7/47 [00:09<01:23, 2.08s/it] 128/299 3.12G 0.01623 0.003084 0 0.01931 26 640: 15%|█▍ | 7/47 [00:09<01:23, 2.08s/it] 128/299 3.12G 0.01623 0.003084 0 0.01931 26 640: 17%|█▋ | 8/47 [00:09<00:56, 1.45s/it] 128/299 3.12G 0.01626 0.00305 0 0.01931 29 640: 17%|█▋ | 8/47 [00:09<00:56, 1.45s/it] 128/299 3.12G 0.01626 0.00305 0 0.01931 29 640: 19%|█▉ | 9/47 [00:09<00:39, 1.04s/it] 128/299 3.12G 0.01626 0.002989 0 0.01925 25 640: 19%|█▉ | 9/47 [00:09<00:39, 1.04s/it] 128/299 3.12G 0.01626 0.002989 0 0.01925 25 640: 21%|██▏ | 10/47 [00:09<00:27, 1.32it/s] 128/299 3.12G 0.01678 0.003042 0 0.01982 31 640: 21%|██▏ | 10/47 [00:09<00:27, 1.32it/s] 128/299 3.12G 0.01678 0.003042 0 0.01982 31 640: 23%|██▎ | 11/47 [00:09<00:20, 1.79it/s] 128/299 3.12G 0.01703 0.003056 0 0.02008 33 640: 23%|██▎ | 11/47 [00:09<00:20, 1.79it/s] 128/299 3.12G 0.01703 0.003056 0 0.02008 33 640: 26%|██▌ | 12/47 [00:09<00:14, 2.36it/s] 128/299 3.12G 0.01698 0.003046 0 0.02002 32 640: 26%|██▌ | 12/47 [00:10<00:14, 2.36it/s] 128/299 3.12G 0.01698 0.003046 0 0.02002 32 640: 28%|██▊ | 13/47 [00:10<00:11, 2.96it/s] 128/299 3.12G 0.01684 0.003097 0 0.01994 28 640: 28%|██▊ | 13/47 [00:17<00:11, 2.96it/s] 128/299 3.12G 0.01684 0.003097 0 0.01994 28 640: 30%|██▉ | 14/47 [00:17<01:24, 2.56s/it] 128/299 3.12G 0.01709 0.003085 0 0.02018 37 640: 30%|██▉ | 14/47 [00:17<01:24, 2.56s/it] 128/299 3.12G 0.01709 0.003085 0 0.02018 37 640: 32%|███▏ | 15/47 [00:17<00:58, 1.82s/it] 128/299 3.12G 0.0173 0.003059 0 0.02036
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.38it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.50it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.99 0.752
0%| | 0/47 [00:00<?, ?it/s] 129/299 3.12G 0.01448 0.003386 0 0.01787 30 640: 0%| | 0/47 [00:00<?, ?it/s] 129/299 3.12G 0.01448 0.003386 0 0.01787 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 129/299 3.12G 0.01444 0.002802 0 0.01724 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 129/299 3.12G 0.01444 0.002802 0 0.01724 24 640: 4%|▍ | 2/47 [00:00<00:05, 7.52it/s] 129/299 3.12G 0.01445 0.002681 0 0.01714 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.52it/s] 129/299 3.12G 0.01445 0.002681 0 0.01714 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 129/299 3.12G 0.01431 0.00267 0 0.01698 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 129/299 3.12G 0.01431 0.00267 0 0.01698 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.38it/s] 129/299 3.12G 0.0141 0.00293 0 0.01703 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.38it/s] 129/299 3.12G 0.0141 0.00293 0 0.01703 35 640: 11%|█ | 5/47 [00:00<00:04, 8.56it/s] 129/299 3.12G 0.01504 0.003011 0 0.01805 32 640: 11%|█ | 5/47 [00:00<00:04, 8.56it/s] 129/299 3.12G 0.01504 0.003011 0 0.01805 32 640: 13%|█▎ | 6/47 [00:00<00:05, 7.97it/s] 129/299 3.12G 0.01545 0.003014 0 0.01846 25 640: 13%|█▎ | 6/47 [00:11<00:05, 7.97it/s] 129/299 3.12G 0.01545 0.003014 0 0.01846 25 640: 15%|█▍ | 7/47 [00:11<02:17, 3.44s/it] 129/299 3.12G 0.01537 0.00305 0 0.01842 31 640: 15%|█▍ | 7/47 [00:11<02:17, 3.44s/it] 129/299 3.12G 0.01537 0.00305 0 0.01842 31 640: 17%|█▋ | 8/47 [00:11<01:32, 2.38s/it] 129/299 3.12G 0.01554 0.003022 0 0.01856 21 640: 17%|█▋ | 8/47 [00:11<01:32, 2.38s/it] 129/299 3.12G 0.01554 0.003022 0 0.01856 21 640: 19%|█▉ | 9/47 [00:11<01:03, 1.67s/it] 129/299 3.12G 0.01534 0.002974 0 0.01831 31 640: 19%|█▉ | 9/47 [00:11<01:03, 1.67s/it] 129/299 3.12G 0.01534 0.002974 0 0.01831 31 640: 21%|██▏ | 10/47 [00:11<00:44, 1.20s/it] 129/299 3.12G 0.01572 0.003031 0 0.01875 40 640: 21%|██▏ | 10/47 [00:11<00:44, 1.20s/it] 129/299 3.12G 0.01572 0.003031 0 0.01875 40 640: 23%|██▎ | 11/47 [00:11<00:31, 1.16it/s] 129/299 3.12G 0.01581 0.003144 0 0.01895 31 640: 23%|██▎ | 11/47 [00:11<00:31, 1.16it/s] 129/299 3.12G 0.01581 0.003144 0 0.01895 31 640: 26%|██▌ | 12/47 [00:11<00:22, 1.58it/s] 129/299 3.12G 0.01561 0.003143 0 0.01875 35 640: 26%|██▌ | 12/47 [00:11<00:22, 1.58it/s] 129/299 3.12G 0.01561 0.003143 0 0.01875 35 640: 28%|██▊ | 13/47 [00:11<00:16, 2.11it/s] 129/299 3.12G 0.01567 0.003203 0 0.01887 37 640: 28%|██▊ | 13/47 [00:11<00:16, 2.11it/s] 129/299 3.12G 0.01567 0.003203 0 0.01887 37 640: 30%|██▉ | 14/47 [00:11<00:12, 2.70it/s] 129/299 3.12G 0.01567 0.003195 0 0.01887 28 640: 30%|██▉ | 14/47 [00:19<00:12, 2.70it/s] 129/299 3.12G 0.01567 0.003195 0 0.01887 28 640: 32%|███▏ | 15/47 [00:19<01:19, 2.50s/it] 129/299 3.12G 0.01571 0.003132 0 0.01884
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.992 0.747
0%| | 0/47 [00:00<?, ?it/s] 130/299 3.12G 0.01763 0.002332 0 0.01996 28 640: 0%| | 0/47 [00:00<?, ?it/s] 130/299 3.12G 0.01763 0.002332 0 0.01996 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 130/299 3.12G 0.01688 0.002712 0 0.0196 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 130/299 3.12G 0.01688 0.002712 0 0.0196 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 130/299 3.12G 0.01587 0.002548 0 0.01842 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 130/299 3.12G 0.01587 0.002548 0 0.01842 22 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 130/299 3.12G 0.01631 0.002576 0 0.01888 22 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 130/299 3.12G 0.01631 0.002576 0 0.01888 22 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 130/299 3.12G 0.01582 0.002709 0 0.01853 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 130/299 3.12G 0.01582 0.002709 0 0.01853 34 640: 11%|█ | 5/47 [00:00<00:04, 8.45it/s] 130/299 3.12G 0.01537 0.002763 0 0.01813 29 640: 11%|█ | 5/47 [00:01<00:04, 8.45it/s] 130/299 3.12G 0.01537 0.002763 0 0.01813 29 640: 13%|█▎ | 6/47 [00:01<00:10, 3.92it/s] 130/299 3.12G 0.01518 0.002943 0 0.01812 36 640: 13%|█▎ | 6/47 [00:01<00:10, 3.92it/s] 130/299 3.12G 0.01518 0.002943 0 0.01812 36 640: 15%|█▍ | 7/47 [00:01<00:08, 4.58it/s] 130/299 3.12G 0.0151 0.002991 0 0.01809 34 640: 15%|█▍ | 7/47 [00:07<00:08, 4.58it/s] 130/299 3.12G 0.0151 0.002991 0 0.01809 34 640: 17%|█▋ | 8/47 [00:07<01:27, 2.25s/it] 130/299 3.12G 0.01509 0.003048 0 0.01814 25 640: 17%|█▋ | 8/47 [00:07<01:27, 2.25s/it] 130/299 3.12G 0.01509 0.003048 0 0.01814 25 640: 19%|█▉ | 9/47 [00:07<01:00, 1.58s/it] 130/299 3.12G 0.015 0.003111 0 0.01811 33 640: 19%|█▉ | 9/47 [00:08<01:00, 1.58s/it] 130/299 3.12G 0.015 0.003111 0 0.01811 33 640: 21%|██▏ | 10/47 [00:08<00:41, 1.13s/it] 130/299 3.12G 0.01507 0.003086 0 0.01815 29 640: 21%|██▏ | 10/47 [00:09<00:41, 1.13s/it] 130/299 3.12G 0.01507 0.003086 0 0.01815 29 640: 23%|██▎ | 11/47 [00:09<00:38, 1.08s/it] 130/299 3.12G 0.01514 0.003075 0 0.01822 28 640: 23%|██▎ | 11/47 [00:09<00:38, 1.08s/it] 130/299 3.12G 0.01514 0.003075 0 0.01822 28 640: 26%|██▌ | 12/47 [00:09<00:27, 1.27it/s] 130/299 3.12G 0.01523 0.003049 0 0.01828 27 640: 26%|██▌ | 12/47 [00:09<00:27, 1.27it/s] 130/299 3.12G 0.01523 0.003049 0 0.01828 27 640: 28%|██▊ | 13/47 [00:09<00:26, 1.29it/s] 130/299 3.12G 0.01519 0.003057 0 0.01825 26 640: 28%|██▊ | 13/47 [00:10<00:26, 1.29it/s] 130/299 3.12G 0.01519 0.003057 0 0.01825 26 640: 30%|██▉ | 14/47 [00:10<00:18, 1.74it/s] 130/299 3.12G 0.01511 0.003073 0 0.01818 34 640: 30%|██▉ | 14/47 [00:10<00:18, 1.74it/s] 130/299 3.12G 0.01511 0.003073 0 0.01818 34 640: 32%|███▏ | 15/47 [00:10<00:14, 2.25it/s] 130/299 3.12G 0.01517 0.003169 0 0.01834
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.936 0.991 0.75
0%| | 0/47 [00:00<?, ?it/s] 131/299 3.12G 0.01441 0.003458 0 0.01787 36 640: 0%| | 0/47 [00:06<?, ?it/s] 131/299 3.12G 0.01441 0.003458 0 0.01787 36 640: 2%|▏ | 1/47 [00:06<04:46, 6.22s/it] 131/299 3.12G 0.01615 0.003223 0 0.01937 31 640: 2%|▏ | 1/47 [00:06<04:46, 6.22s/it] 131/299 3.12G 0.01615 0.003223 0 0.01937 31 640: 4%|▍ | 2/47 [00:06<01:58, 2.64s/it] 131/299 3.12G 0.01608 0.003506 0 0.01959 42 640: 4%|▍ | 2/47 [00:06<01:58, 2.64s/it] 131/299 3.12G 0.01608 0.003506 0 0.01959 42 640: 6%|▋ | 3/47 [00:06<01:05, 1.49s/it] 131/299 3.12G 0.01565 0.003468 0 0.01912 22 640: 6%|▋ | 3/47 [00:06<01:05, 1.49s/it] 131/299 3.12G 0.01565 0.003468 0 0.01912 22 640: 9%|▊ | 4/47 [00:06<00:44, 1.04s/it] 131/299 3.12G 0.0154 0.003555 0 0.01896 30 640: 9%|▊ | 4/47 [00:06<00:44, 1.04s/it] 131/299 3.12G 0.0154 0.003555 0 0.01896 30 640: 11%|█ | 5/47 [00:06<00:29, 1.42it/s] 131/299 3.12G 0.01514 0.003367 0 0.0185 23 640: 11%|█ | 5/47 [00:10<00:29, 1.42it/s] 131/299 3.12G 0.01514 0.003367 0 0.0185 23 640: 13%|█▎ | 6/47 [00:10<01:04, 1.56s/it] 131/299 3.12G 0.0149 0.003218 0 0.01811 24 640: 13%|█▎ | 6/47 [00:10<01:04, 1.56s/it] 131/299 3.12G 0.0149 0.003218 0 0.01811 24 640: 15%|█▍ | 7/47 [00:10<00:46, 1.16s/it] 131/299 3.12G 0.01512 0.003058 0 0.01818 19 640: 15%|█▍ | 7/47 [00:10<00:46, 1.16s/it] 131/299 3.12G 0.01512 0.003058 0 0.01818 19 640: 17%|█▋ | 8/47 [00:10<00:32, 1.20it/s] 131/299 3.12G 0.01505 0.003154 0 0.0182 37 640: 17%|█▋ | 8/47 [00:14<00:32, 1.20it/s] 131/299 3.12G 0.01505 0.003154 0 0.0182 37 640: 19%|█▉ | 9/47 [00:14<01:11, 1.88s/it] 131/299 3.12G 0.0151 0.003084 0 0.01818 23 640: 19%|█▉ | 9/47 [00:15<01:11, 1.88s/it] 131/299 3.12G 0.0151 0.003084 0 0.01818 23 640: 21%|██▏ | 10/47 [00:15<00:54, 1.48s/it] 131/299 3.12G 0.01557 0.003135 0 0.01871 30 640: 21%|██▏ | 10/47 [00:15<00:54, 1.48s/it] 131/299 3.12G 0.01557 0.003135 0 0.01871 30 640: 23%|██▎ | 11/47 [00:15<00:38, 1.06s/it] 131/299 3.12G 0.01555 0.003154 0 0.0187 31 640: 23%|██▎ | 11/47 [00:15<00:38, 1.06s/it] 131/299 3.12G 0.01555 0.003154 0 0.0187 31 640: 26%|██▌ | 12/47 [00:15<00:27, 1.28it/s] 131/299 3.12G 0.01559 0.003105 0 0.01869 20 640: 26%|██▌ | 12/47 [00:15<00:27, 1.28it/s] 131/299 3.12G 0.01559 0.003105 0 0.01869 20 640: 28%|██▊ | 13/47 [00:15<00:19, 1.72it/s] 131/299 3.12G 0.01565 0.00303 0 0.01868 20 640: 28%|██▊ | 13/47 [00:18<00:19, 1.72it/s] 131/299 3.12G 0.01565 0.00303 0 0.01868 20 640: 30%|██▉ | 14/47 [00:18<00:42, 1.30s/it] 131/299 3.12G 0.01573 0.003114 0 0.01885 34 640: 30%|██▉ | 14/47 [00:18<00:42, 1.30s/it] 131/299 3.12G 0.01573 0.003114 0 0.01885 34 640: 32%|███▏ | 15/47 [00:18<00:30, 1.04it/s] 131/299 3.12G 0.0158 0.003135 0 0.01894
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.98 0.954 0.991 0.759
0%| | 0/47 [00:00<?, ?it/s] 132/299 3.12G 0.01583 0.00317 0 0.019 33 640: 0%| | 0/47 [00:00<?, ?it/s] 132/299 3.12G 0.01583 0.00317 0 0.019 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 132/299 3.12G 0.01616 0.003499 0 0.01966 38 640: 2%|▏ | 1/47 [00:05<00:06, 6.91it/s] 132/299 3.12G 0.01616 0.003499 0 0.01966 38 640: 4%|▍ | 2/47 [00:05<02:19, 3.10s/it] 132/299 3.12G 0.01721 0.003089 0 0.02029 21 640: 4%|▍ | 2/47 [00:06<02:19, 3.10s/it] 132/299 3.12G 0.01721 0.003089 0 0.02029 21 640: 6%|▋ | 3/47 [00:06<01:47, 2.44s/it] 132/299 3.12G 0.01652 0.002943 0 0.01946 22 640: 6%|▋ | 3/47 [00:07<01:47, 2.44s/it] 132/299 3.12G 0.01652 0.002943 0 0.01946 22 640: 9%|▊ | 4/47 [00:07<01:05, 1.52s/it] 132/299 3.12G 0.01636 0.002851 0 0.01921 28 640: 9%|▊ | 4/47 [00:07<01:05, 1.52s/it] 132/299 3.12G 0.01636 0.002851 0 0.01921 28 640: 11%|█ | 5/47 [00:07<00:42, 1.02s/it] 132/299 3.12G 0.01617 0.002783 0 0.01895 21 640: 11%|█ | 5/47 [00:07<00:42, 1.02s/it] 132/299 3.12G 0.01617 0.002783 0 0.01895 21 640: 13%|█▎ | 6/47 [00:07<00:29, 1.40it/s] 132/299 3.12G 0.01617 0.002771 0 0.01894 25 640: 13%|█▎ | 6/47 [00:10<00:29, 1.40it/s] 132/299 3.12G 0.01617 0.002771 0 0.01894 25 640: 15%|█▍ | 7/47 [00:10<00:57, 1.44s/it] 132/299 3.12G 0.016 0.002898 0 0.0189 42 640: 15%|█▍ | 7/47 [00:10<00:57, 1.44s/it] 132/299 3.12G 0.016 0.002898 0 0.0189 42 640: 17%|█▋ | 8/47 [00:10<00:39, 1.02s/it] 132/299 3.12G 0.01599 0.002933 0 0.01893 34 640: 17%|█▋ | 8/47 [00:10<00:39, 1.02s/it] 132/299 3.12G 0.01599 0.002933 0 0.01893 34 640: 19%|█▉ | 9/47 [00:10<00:28, 1.34it/s] 132/299 3.12G 0.01592 0.002828 0 0.01875 19 640: 19%|█▉ | 9/47 [00:13<00:28, 1.34it/s] 132/299 3.12G 0.01592 0.002828 0 0.01875 19 640: 21%|██▏ | 10/47 [00:13<00:55, 1.50s/it] 132/299 3.12G 0.01583 0.002881 0 0.01871 32 640: 21%|██▏ | 10/47 [00:15<00:55, 1.50s/it] 132/299 3.12G 0.01583 0.002881 0 0.01871 32 640: 23%|██▎ | 11/47 [00:15<00:56, 1.56s/it] 132/299 3.12G 0.01579 0.00288 0 0.01867 24 640: 23%|██▎ | 11/47 [00:15<00:56, 1.56s/it] 132/299 3.12G 0.01579 0.00288 0 0.01867 24 640: 26%|██▌ | 12/47 [00:15<00:40, 1.16s/it] 132/299 3.12G 0.01571 0.002858 0 0.01857 27 640: 26%|██▌ | 12/47 [00:15<00:40, 1.16s/it] 132/299 3.12G 0.01571 0.002858 0 0.01857 27 640: 28%|██▊ | 13/47 [00:15<00:28, 1.18it/s] 132/299 3.12G 0.01575 0.002928 0 0.01868 39 640: 28%|██▊ | 13/47 [00:15<00:28, 1.18it/s] 132/299 3.12G 0.01575 0.002928 0 0.01868 39 640: 30%|██▉ | 14/47 [00:15<00:20, 1.60it/s] 132/299 3.12G 0.01578 0.0029 0 0.01868 25 640: 30%|██▉ | 14/47 [00:18<00:20, 1.60it/s] 132/299 3.12G 0.01578 0.0029 0 0.01868 25 640: 32%|███▏ | 15/47 [00:18<00:40, 1.26s/it] 132/299 3.12G 0.01588 0.002927 0 0.0188
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 1 0.953 0.992 0.748
0%| | 0/47 [00:00<?, ?it/s] 133/299 3.12G 0.0157 0.003491 0 0.01919 27 640: 0%| | 0/47 [00:00<?, ?it/s] 133/299 3.12G 0.0157 0.003491 0 0.01919 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 133/299 3.12G 0.01553 0.003002 0 0.01853 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 133/299 3.12G 0.01553 0.003002 0 0.01853 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.67it/s] 133/299 3.12G 0.01539 0.002977 0 0.01837 29 640: 4%|▍ | 2/47 [00:04<00:05, 7.67it/s] 133/299 3.12G 0.01539 0.002977 0 0.01837 29 640: 6%|▋ | 3/47 [00:04<01:34, 2.15s/it] 133/299 3.12G 0.01497 0.002871 0 0.01784 27 640: 6%|▋ | 3/47 [00:10<01:34, 2.15s/it] 133/299 3.12G 0.01497 0.002871 0 0.01784 27 640: 9%|▊ | 4/47 [00:10<02:29, 3.49s/it] 133/299 3.12G 0.01489 0.003005 0 0.0179 38 640: 9%|▊ | 4/47 [00:10<02:29, 3.49s/it] 133/299 3.12G 0.01489 0.003005 0 0.0179 38 640: 11%|█ | 5/47 [00:10<01:35, 2.27s/it] 133/299 3.12G 0.01513 0.003099 0 0.01823 38 640: 11%|█ | 5/47 [00:10<01:35, 2.27s/it] 133/299 3.12G 0.01513 0.003099 0 0.01823 38 640: 13%|█▎ | 6/47 [00:10<01:03, 1.55s/it] 133/299 3.12G 0.01489 0.003083 0 0.01797 31 640: 13%|█▎ | 6/47 [00:10<01:03, 1.55s/it] 133/299 3.12G 0.01489 0.003083 0 0.01797 31 640: 15%|█▍ | 7/47 [00:10<00:43, 1.08s/it] 133/299 3.12G 0.01478 0.003002 0 0.01778 24 640: 15%|█▍ | 7/47 [00:10<00:43, 1.08s/it] 133/299 3.12G 0.01478 0.003002 0 0.01778 24 640: 17%|█▋ | 8/47 [00:10<00:29, 1.30it/s] 133/299 3.12G 0.01462 0.003022 0 0.01764 33 640: 17%|█▋ | 8/47 [00:10<00:29, 1.30it/s] 133/299 3.12G 0.01462 0.003022 0 0.01764 33 640: 19%|█▉ | 9/47 [00:10<00:21, 1.78it/s] 133/299 3.12G 0.01458 0.002981 0 0.01756 28 640: 19%|█▉ | 9/47 [00:11<00:21, 1.78it/s] 133/299 3.12G 0.01458 0.002981 0 0.01756 28 640: 21%|██▏ | 10/47 [00:11<00:15, 2.34it/s] 133/299 3.12G 0.01493 0.003034 0 0.01796 27 640: 21%|██▏ | 10/47 [00:13<00:15, 2.34it/s] 133/299 3.12G 0.01493 0.003034 0 0.01796 27 640: 23%|██▎ | 11/47 [00:13<00:35, 1.02it/s] 133/299 3.12G 0.01517 0.003182 0 0.01835 35 640: 23%|██▎ | 11/47 [00:18<00:35, 1.02it/s] 133/299 3.12G 0.01517 0.003182 0 0.01835 35 640: 26%|██▌ | 12/47 [00:18<01:21, 2.34s/it] 133/299 3.12G 0.01497 0.003188 0 0.01815 30 640: 26%|██▌ | 12/47 [00:18<01:21, 2.34s/it] 133/299 3.12G 0.01497 0.003188 0 0.01815 30 640: 28%|██▊ | 13/47 [00:18<00:56, 1.67s/it] 133/299 3.12G 0.01501 0.003246 0 0.01825 36 640: 28%|██▊ | 13/47 [00:18<00:56, 1.67s/it] 133/299 3.12G 0.01501 0.003246 0 0.01825 36 640: 30%|██▉ | 14/47 [00:18<00:39, 1.21s/it] 133/299 3.12G 0.01502 0.00325 0 0.01827 31 640: 30%|██▉ | 14/47 [00:19<00:39, 1.21s/it] 133/299 3.12G 0.01502 0.00325 0 0.01827 31 640: 32%|███▏ | 15/47 [00:19<00:28, 1.14it/s] 133/299 3.12G 0.01501 0.003194 0 0.0182
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.991 0.756
0%| | 0/47 [00:00<?, ?it/s] 134/299 3.12G 0.01308 0.00277 0 0.01585 31 640: 0%| | 0/47 [00:00<?, ?it/s] 134/299 3.12G 0.01308 0.00277 0 0.01585 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 134/299 3.12G 0.01444 0.002876 0 0.01731 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 134/299 3.12G 0.01444 0.002876 0 0.01731 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 134/299 3.12G 0.01529 0.002825 0 0.01812 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 134/299 3.12G 0.01529 0.002825 0 0.01812 22 640: 6%|▋ | 3/47 [00:00<00:05, 7.84it/s] 134/299 3.12G 0.01487 0.002801 0 0.01767 30 640: 6%|▋ | 3/47 [00:02<00:05, 7.84it/s] 134/299 3.12G 0.01487 0.002801 0 0.01767 30 640: 9%|▊ | 4/47 [00:02<00:38, 1.12it/s] 134/299 3.12G 0.01567 0.002866 0 0.01853 32 640: 9%|▊ | 4/47 [00:09<00:38, 1.12it/s] 134/299 3.12G 0.01567 0.002866 0 0.01853 32 640: 11%|█ | 5/47 [00:09<02:16, 3.25s/it] 134/299 3.12G 0.01557 0.002926 0 0.0185 28 640: 11%|█ | 5/47 [00:10<02:16, 3.25s/it] 134/299 3.12G 0.01557 0.002926 0 0.0185 28 640: 13%|█▎ | 6/47 [00:10<01:29, 2.19s/it] 134/299 3.12G 0.01534 0.002977 0 0.01831 31 640: 13%|█▎ | 6/47 [00:10<01:29, 2.19s/it] 134/299 3.12G 0.01534 0.002977 0 0.01831 31 640: 15%|█▍ | 7/47 [00:10<01:00, 1.52s/it] 134/299 3.12G 0.01557 0.002954 0 0.01852 23 640: 15%|█▍ | 7/47 [00:10<01:00, 1.52s/it] 134/299 3.12G 0.01557 0.002954 0 0.01852 23 640: 17%|█▋ | 8/47 [00:10<00:41, 1.07s/it] 134/299 3.12G 0.01575 0.002885 0 0.01863 21 640: 17%|█▋ | 8/47 [00:10<00:41, 1.07s/it] 134/299 3.12G 0.01575 0.002885 0 0.01863 21 640: 19%|█▉ | 9/47 [00:10<00:29, 1.30it/s] 134/299 3.12G 0.01616 0.002893 0 0.01905 38 640: 19%|█▉ | 9/47 [00:10<00:29, 1.30it/s] 134/299 3.12G 0.01616 0.002893 0 0.01905 38 640: 21%|██▏ | 10/47 [00:10<00:20, 1.76it/s] 134/299 3.12G 0.01646 0.002926 0 0.01938 33 640: 21%|██▏ | 10/47 [00:10<00:20, 1.76it/s] 134/299 3.12G 0.01646 0.002926 0 0.01938 33 640: 23%|██▎ | 11/47 [00:10<00:15, 2.29it/s] 134/299 3.12G 0.01657 0.002932 0 0.0195 25 640: 23%|██▎ | 11/47 [00:11<00:15, 2.29it/s] 134/299 3.12G 0.01657 0.002932 0 0.0195 25 640: 26%|██▌ | 12/47 [00:11<00:15, 2.20it/s] 134/299 3.12G 0.01647 0.002931 0 0.0194 30 640: 26%|██▌ | 12/47 [00:18<00:15, 2.20it/s] 134/299 3.12G 0.01647 0.002931 0 0.0194 30 640: 28%|██▊ | 13/47 [00:18<01:26, 2.56s/it] 134/299 3.12G 0.01635 0.00291 0 0.01926 28 640: 28%|██▊ | 13/47 [00:18<01:26, 2.56s/it] 134/299 3.12G 0.01635 0.00291 0 0.01926 28 640: 30%|██▉ | 14/47 [00:18<01:00, 1.83s/it] 134/299 3.12G 0.01629 0.002873 0 0.01917 23 640: 30%|██▉ | 14/47 [00:18<01:00, 1.83s/it] 134/299 3.12G 0.01629 0.002873 0 0.01917 23 640: 32%|███▏ | 15/47 [00:18<00:42, 1.32s/it] 134/299 3.12G 0.01618 0.002862 0 0.01904
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.758
0%| | 0/47 [00:00<?, ?it/s] 135/299 3.12G 0.01724 0.002108 0 0.01935 19 640: 0%| | 0/47 [00:00<?, ?it/s] 135/299 3.12G 0.01724 0.002108 0 0.01935 19 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 135/299 3.12G 0.01809 0.002381 0 0.02047 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 135/299 3.12G 0.01809 0.002381 0 0.02047 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 135/299 3.12G 0.01661 0.002538 0 0.01915 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 135/299 3.12G 0.01661 0.002538 0 0.01915 27 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 135/299 3.12G 0.01688 0.002584 0 0.01946 33 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 135/299 3.12G 0.01688 0.002584 0 0.01946 33 640: 9%|▊ | 4/47 [00:00<00:05, 7.98it/s] 135/299 3.12G 0.01685 0.00254 0 0.01939 21 640: 9%|▊ | 4/47 [00:00<00:05, 7.98it/s] 135/299 3.12G 0.01685 0.00254 0 0.01939 21 640: 11%|█ | 5/47 [00:00<00:10, 3.86it/s] 135/299 3.12G 0.01708 0.002613 0 0.01969 32 640: 11%|█ | 5/47 [00:07<00:10, 3.86it/s] 135/299 3.12G 0.01708 0.002613 0 0.01969 32 640: 13%|█▎ | 6/47 [00:07<01:39, 2.44s/it] 135/299 3.12G 0.01716 0.002626 0 0.01979 28 640: 13%|█▎ | 6/47 [00:07<01:39, 2.44s/it] 135/299 3.12G 0.01716 0.002626 0 0.01979 28 640: 15%|█▍ | 7/47 [00:07<01:07, 1.68s/it] 135/299 3.12G 0.01775 0.00277 0 0.02052 22 640: 15%|█▍ | 7/47 [00:07<01:07, 1.68s/it] 135/299 3.12G 0.01775 0.00277 0 0.02052 22 640: 17%|█▋ | 8/47 [00:07<00:46, 1.19s/it] 135/299 3.12G 0.01776 0.002871 0 0.02063 29 640: 17%|█▋ | 8/47 [00:08<00:46, 1.19s/it] 135/299 3.12G 0.01776 0.002871 0 0.02063 29 640: 19%|█▉ | 9/47 [00:08<00:32, 1.17it/s] 135/299 3.12G 0.01773 0.002902 0 0.02063 27 640: 19%|█▉ | 9/47 [00:08<00:32, 1.17it/s] 135/299 3.12G 0.01773 0.002902 0 0.02063 27 640: 21%|██▏ | 10/47 [00:08<00:23, 1.60it/s] 135/299 3.12G 0.0177 0.002877 0 0.02057 22 640: 21%|██▏ | 10/47 [00:08<00:23, 1.60it/s] 135/299 3.12G 0.0177 0.002877 0 0.02057 22 640: 23%|██▎ | 11/47 [00:08<00:16, 2.14it/s] 135/299 3.12G 0.01775 0.002973 0 0.02072 36 640: 23%|██▎ | 11/47 [00:08<00:16, 2.14it/s] 135/299 3.12G 0.01775 0.002973 0 0.02072 36 640: 26%|██▌ | 12/47 [00:08<00:12, 2.70it/s] 135/299 3.12G 0.01751 0.003023 0 0.02053 38 640: 26%|██▌ | 12/47 [00:09<00:12, 2.70it/s] 135/299 3.12G 0.01751 0.003023 0 0.02053 38 640: 28%|██▊ | 13/47 [00:09<00:23, 1.46it/s] 135/299 3.12G 0.0176 0.003094 0 0.02069 28 640: 28%|██▊ | 13/47 [00:16<00:23, 1.46it/s] 135/299 3.12G 0.0176 0.003094 0 0.02069 28 640: 30%|██▉ | 14/47 [00:16<01:18, 2.37s/it] 135/299 3.12G 0.01741 0.00306 0 0.02047 25 640: 30%|██▉ | 14/47 [00:16<01:18, 2.37s/it] 135/299 3.12G 0.01741 0.00306 0 0.02047 25 640: 32%|███▏ | 15/47 [00:16<00:54, 1.69s/it] 135/299 3.12G 0.01741 0.003174 0 0.02059
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.983 0.744
0%| | 0/47 [00:00<?, ?it/s] 136/299 3.12G 0.01649 0.004028 0 0.02051 38 640: 0%| | 0/47 [00:00<?, ?it/s] 136/299 3.12G 0.01649 0.004028 0 0.02051 38 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 136/299 3.12G 0.0167 0.003557 0 0.02025 39 640: 2%|▏ | 1/47 [00:00<00:06, 6.81it/s] 136/299 3.12G 0.0167 0.003557 0 0.02025 39 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 136/299 3.12G 0.0169 0.003342 0 0.02024 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 136/299 3.12G 0.0169 0.003342 0 0.02024 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.33it/s] 136/299 3.12G 0.01629 0.003165 0 0.01945 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.33it/s] 136/299 3.12G 0.01629 0.003165 0 0.01945 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.52it/s] 136/299 3.12G 0.01695 0.003237 0 0.02019 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.52it/s] 136/299 3.12G 0.01695 0.003237 0 0.02019 33 640: 11%|█ | 5/47 [00:00<00:05, 7.89it/s] 136/299 3.12G 0.01687 0.003328 0 0.0202 34 640: 11%|█ | 5/47 [00:03<00:05, 7.89it/s] 136/299 3.12G 0.01687 0.003328 0 0.0202 34 640: 13%|█▎ | 6/47 [00:03<00:41, 1.01s/it] 136/299 3.12G 0.01697 0.003329 0 0.02029 36 640: 13%|█▎ | 6/47 [00:07<00:41, 1.01s/it] 136/299 3.12G 0.01697 0.003329 0 0.02029 36 640: 15%|█▍ | 7/47 [00:07<01:25, 2.14s/it] 136/299 3.12G 0.01698 0.003347 0 0.02033 31 640: 15%|█▍ | 7/47 [00:07<01:25, 2.14s/it] 136/299 3.12G 0.01698 0.003347 0 0.02033 31 640: 17%|█▋ | 8/47 [00:07<00:58, 1.50s/it] 136/299 3.12G 0.017 0.003335 0 0.02034 35 640: 17%|█▋ | 8/47 [00:08<00:58, 1.50s/it] 136/299 3.12G 0.017 0.003335 0 0.02034 35 640: 19%|█▉ | 9/47 [00:08<00:40, 1.08s/it] 136/299 3.12G 0.01693 0.003352 0 0.02028 34 640: 19%|█▉ | 9/47 [00:08<00:40, 1.08s/it] 136/299 3.12G 0.01693 0.003352 0 0.02028 34 640: 21%|██▏ | 10/47 [00:08<00:28, 1.28it/s] 136/299 3.12G 0.01708 0.003363 0 0.02045 37 640: 21%|██▏ | 10/47 [00:09<00:28, 1.28it/s] 136/299 3.12G 0.01708 0.003363 0 0.02045 37 640: 23%|██▎ | 11/47 [00:09<00:29, 1.21it/s] 136/299 3.12G 0.01712 0.00342 0 0.02054 36 640: 23%|██▎ | 11/47 [00:09<00:29, 1.21it/s] 136/299 3.12G 0.01712 0.00342 0 0.02054 36 640: 26%|██▌ | 12/47 [00:09<00:21, 1.64it/s] 136/299 3.12G 0.0171 0.003392 0 0.02049 31 640: 26%|██▌ | 12/47 [00:09<00:21, 1.64it/s] 136/299 3.12G 0.0171 0.003392 0 0.02049 31 640: 28%|██▊ | 13/47 [00:09<00:15, 2.14it/s] 136/299 3.12G 0.01709 0.003422 0 0.02051 37 640: 28%|██▊ | 13/47 [00:11<00:15, 2.14it/s] 136/299 3.12G 0.01709 0.003422 0 0.02051 37 640: 30%|██▉ | 14/47 [00:11<00:36, 1.11s/it] 136/299 3.12G 0.01699 0.00343 0 0.02042 37 640: 30%|██▉ | 14/47 [00:16<00:36, 1.11s/it] 136/299 3.12G 0.01699 0.00343 0 0.02042 37 640: 32%|███▏ | 15/47 [00:16<01:06, 2.07s/it] 136/299 3.12G 0.01706 0.003368 0 0.02043
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.991 0.746
0%| | 0/47 [00:00<?, ?it/s] 137/299 3.12G 0.01659 0.002989 0 0.01958 26 640: 0%| | 0/47 [00:00<?, ?it/s] 137/299 3.12G 0.01659 0.002989 0 0.01958 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 137/299 3.12G 0.01532 0.003224 0 0.01854 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 137/299 3.12G 0.01532 0.003224 0 0.01854 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 137/299 3.12G 0.01503 0.003179 0 0.01821 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 137/299 3.12G 0.01503 0.003179 0 0.01821 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.12it/s] 137/299 3.12G 0.01454 0.003173 0 0.01772 31 640: 6%|▋ | 3/47 [00:05<00:05, 8.12it/s] 137/299 3.12G 0.01454 0.003173 0 0.01772 31 640: 9%|▊ | 4/47 [00:05<01:30, 2.10s/it] 137/299 3.12G 0.01424 0.003042 0 0.01728 23 640: 9%|▊ | 4/47 [00:05<01:30, 2.10s/it] 137/299 3.12G 0.01424 0.003042 0 0.01728 23 640: 11%|█ | 5/47 [00:05<00:58, 1.38s/it] 137/299 3.12G 0.01411 0.002891 0 0.017 24 640: 11%|█ | 5/47 [00:05<00:58, 1.38s/it] 137/299 3.12G 0.01411 0.002891 0 0.017 24 640: 13%|█▎ | 6/47 [00:05<00:39, 1.04it/s] 137/299 3.12G 0.01471 0.003001 0 0.01771 36 640: 13%|█▎ | 6/47 [00:10<00:39, 1.04it/s] 137/299 3.12G 0.01471 0.003001 0 0.01771 36 640: 15%|█▍ | 7/47 [00:10<01:28, 2.21s/it] 137/299 3.12G 0.01487 0.002958 0 0.01783 29 640: 15%|█▍ | 7/47 [00:10<01:28, 2.21s/it] 137/299 3.12G 0.01487 0.002958 0 0.01783 29 640: 17%|█▋ | 8/47 [00:10<01:00, 1.54s/it] 137/299 3.12G 0.01495 0.002993 0 0.01794 36 640: 17%|█▋ | 8/47 [00:10<01:00, 1.54s/it] 137/299 3.12G 0.01495 0.002993 0 0.01794 36 640: 19%|█▉ | 9/47 [00:10<00:41, 1.09s/it] 137/299 3.12G 0.01502 0.002932 0 0.01795 27 640: 19%|█▉ | 9/47 [00:10<00:41, 1.09s/it] 137/299 3.12G 0.01502 0.002932 0 0.01795 27 640: 21%|██▏ | 10/47 [00:10<00:29, 1.25it/s] 137/299 3.12G 0.01522 0.003002 0 0.01822 35 640: 21%|██▏ | 10/47 [00:11<00:29, 1.25it/s] 137/299 3.12G 0.01522 0.003002 0 0.01822 35 640: 23%|██▎ | 11/47 [00:11<00:21, 1.70it/s] 137/299 3.12G 0.01516 0.003034 0 0.0182 36 640: 23%|██▎ | 11/47 [00:14<00:21, 1.70it/s] 137/299 3.12G 0.01516 0.003034 0 0.0182 36 640: 26%|██▌ | 12/47 [00:14<00:50, 1.45s/it] 137/299 3.12G 0.01506 0.003083 0 0.01814 31 640: 26%|██▌ | 12/47 [00:14<00:50, 1.45s/it] 137/299 3.12G 0.01506 0.003083 0 0.01814 31 640: 28%|██▊ | 13/47 [00:14<00:38, 1.12s/it] 137/299 3.12G 0.01526 0.003039 0 0.0183 16 640: 28%|██▊ | 13/47 [00:14<00:38, 1.12s/it] 137/299 3.12G 0.01526 0.003039 0 0.0183 16 640: 30%|██▉ | 14/47 [00:14<00:27, 1.21it/s] 137/299 3.12G 0.01524 0.003082 0 0.01833 35 640: 30%|██▉ | 14/47 [00:18<00:27, 1.21it/s] 137/299 3.12G 0.01524 0.003082 0 0.01833 35 640: 32%|███▏ | 15/47 [00:18<00:57, 1.80s/it] 137/299 3.12G 0.0152 0.00304 0 0.01824
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.991 0.759
0%| | 0/47 [00:00<?, ?it/s] 138/299 3.12G 0.01555 0.002776 0 0.01833 31 640: 0%| | 0/47 [00:02<?, ?it/s] 138/299 3.12G 0.01555 0.002776 0 0.01833 31 640: 2%|▏ | 1/47 [00:02<02:10, 2.83s/it] 138/299 3.12G 0.01737 0.003279 0 0.02065 32 640: 2%|▏ | 1/47 [00:02<02:10, 2.83s/it] 138/299 3.12G 0.01737 0.003279 0 0.02065 32 640: 4%|▍ | 2/47 [00:02<00:55, 1.24s/it] 138/299 3.12G 0.01578 0.003079 0 0.01886 29 640: 4%|▍ | 2/47 [00:03<00:55, 1.24s/it] 138/299 3.12G 0.01578 0.003079 0 0.01886 29 640: 6%|▋ | 3/47 [00:03<00:32, 1.36it/s] 138/299 3.12G 0.01528 0.002975 0 0.01825 26 640: 6%|▋ | 3/47 [00:03<00:32, 1.36it/s] 138/299 3.12G 0.01528 0.002975 0 0.01825 26 640: 9%|▊ | 4/47 [00:03<00:21, 2.04it/s] 138/299 3.12G 0.01495 0.00314 0 0.01809 25 640: 9%|▊ | 4/47 [00:10<00:21, 2.04it/s] 138/299 3.12G 0.01495 0.00314 0 0.01809 25 640: 11%|█ | 5/47 [00:10<02:00, 2.87s/it] 138/299 3.12G 0.01474 0.003066 0 0.01781 25 640: 11%|█ | 5/47 [00:10<02:00, 2.87s/it] 138/299 3.12G 0.01474 0.003066 0 0.01781 25 640: 13%|█▎ | 6/47 [00:10<01:19, 1.93s/it] 138/299 3.12G 0.01451 0.002909 0 0.01742 27 640: 13%|█▎ | 6/47 [00:10<01:19, 1.93s/it] 138/299 3.12G 0.01451 0.002909 0 0.01742 27 640: 15%|█▍ | 7/47 [00:10<00:53, 1.35s/it] 138/299 3.12G 0.01479 0.003008 0 0.0178 27 640: 15%|█▍ | 7/47 [00:10<00:53, 1.35s/it] 138/299 3.12G 0.01479 0.003008 0 0.0178 27 640: 17%|█▋ | 8/47 [00:10<00:37, 1.05it/s] 138/299 3.12G 0.0147 0.003063 0 0.01776 36 640: 17%|█▋ | 8/47 [00:13<00:37, 1.05it/s] 138/299 3.12G 0.0147 0.003063 0 0.01776 36 640: 19%|█▉ | 9/47 [00:13<00:54, 1.43s/it] 138/299 3.12G 0.01477 0.003111 0 0.01788 36 640: 19%|█▉ | 9/47 [00:13<00:54, 1.43s/it] 138/299 3.12G 0.01477 0.003111 0 0.01788 36 640: 21%|██▏ | 10/47 [00:13<00:38, 1.03s/it] 138/299 3.12G 0.01488 0.003074 0 0.01796 28 640: 21%|██▏ | 10/47 [00:13<00:38, 1.03s/it] 138/299 3.12G 0.01488 0.003074 0 0.01796 28 640: 23%|██▎ | 11/47 [00:13<00:27, 1.32it/s] 138/299 3.12G 0.01504 0.003072 0 0.01812 30 640: 23%|██▎ | 11/47 [00:13<00:27, 1.32it/s] 138/299 3.12G 0.01504 0.003072 0 0.01812 30 640: 26%|██▌ | 12/47 [00:13<00:19, 1.78it/s] 138/299 3.12G 0.0147 0.003017 0 0.01772 32 640: 26%|██▌ | 12/47 [00:18<00:19, 1.78it/s] 138/299 3.12G 0.0147 0.003017 0 0.01772 32 640: 28%|██▊ | 13/47 [00:18<01:09, 2.05s/it] 138/299 3.12G 0.01475 0.003007 0 0.01776 30 640: 28%|██▊ | 13/47 [00:19<01:09, 2.05s/it] 138/299 3.12G 0.01475 0.003007 0 0.01776 30 640: 30%|██▉ | 14/47 [00:19<00:48, 1.47s/it] 138/299 3.12G 0.01487 0.002992 0 0.01786 24 640: 30%|██▉ | 14/47 [00:19<00:48, 1.47s/it] 138/299 3.12G 0.01487 0.002992 0 0.01786 24 640: 32%|███▏ | 15/47 [00:19<00:34, 1.07s/it] 138/299 3.12G 0.01486 0.003022 0 0.01789
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.992 0.746
0%| | 0/47 [00:00<?, ?it/s] 139/299 3.12G 0.01279 0.002548 0 0.01534 21 640: 0%| | 0/47 [00:00<?, ?it/s] 139/299 3.12G 0.01279 0.002548 0 0.01534 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 139/299 3.12G 0.01374 0.00261 0 0.01635 26 640: 2%|▏ | 1/47 [00:01<00:05, 8.66it/s] 139/299 3.12G 0.01374 0.00261 0 0.01635 26 640: 4%|▍ | 2/47 [00:01<00:34, 1.29it/s] 139/299 3.12G 0.01366 0.002654 0 0.01632 30 640: 4%|▍ | 2/47 [00:01<00:34, 1.29it/s] 139/299 3.12G 0.01366 0.002654 0 0.01632 30 640: 6%|▋ | 3/47 [00:01<00:20, 2.12it/s] 139/299 3.12G 0.0142 0.00273 0 0.01693 23 640: 6%|▋ | 3/47 [00:01<00:20, 2.12it/s] 139/299 3.12G 0.0142 0.00273 0 0.01693 23 640: 9%|▊ | 4/47 [00:01<00:14, 2.93it/s] 139/299 3.12G 0.01422 0.002893 0 0.01711 35 640: 9%|▊ | 4/47 [00:01<00:14, 2.93it/s] 139/299 3.12G 0.01422 0.002893 0 0.01711 35 640: 11%|█ | 5/47 [00:01<00:10, 3.86it/s] 139/299 3.12G 0.01405 0.002891 0 0.01694 24 640: 11%|█ | 5/47 [00:07<00:10, 3.86it/s] 139/299 3.12G 0.01405 0.002891 0 0.01694 24 640: 13%|█▎ | 6/47 [00:07<01:30, 2.20s/it] 139/299 3.12G 0.01421 0.002883 0 0.01709 30 640: 13%|█▎ | 6/47 [00:07<01:30, 2.20s/it] 139/299 3.12G 0.01421 0.002883 0 0.01709 30 640: 15%|█▍ | 7/47 [00:07<01:00, 1.51s/it] 139/299 3.12G 0.01432 0.00299 0 0.01731 36 640: 15%|█▍ | 7/47 [00:07<01:00, 1.51s/it] 139/299 3.12G 0.01432 0.00299 0 0.01731 36 640: 17%|█▋ | 8/47 [00:07<00:42, 1.08s/it] 139/299 3.12G 0.01447 0.002999 0 0.01747 37 640: 17%|█▋ | 8/47 [00:08<00:42, 1.08s/it] 139/299 3.12G 0.01447 0.002999 0 0.01747 37 640: 19%|█▉ | 9/47 [00:08<00:29, 1.29it/s] 139/299 3.12G 0.01448 0.002988 0 0.01747 26 640: 19%|█▉ | 9/47 [00:11<00:29, 1.29it/s] 139/299 3.12G 0.01448 0.002988 0 0.01747 26 640: 21%|██▏ | 10/47 [00:11<00:57, 1.57s/it] 139/299 3.12G 0.01462 0.003059 0 0.01768 35 640: 21%|██▏ | 10/47 [00:11<00:57, 1.57s/it] 139/299 3.12G 0.01462 0.003059 0 0.01768 35 640: 23%|██▎ | 11/47 [00:11<00:40, 1.13s/it] 139/299 3.12G 0.01455 0.003053 0 0.0176 30 640: 23%|██▎ | 11/47 [00:12<00:40, 1.13s/it] 139/299 3.12G 0.01455 0.003053 0 0.0176 30 640: 26%|██▌ | 12/47 [00:12<00:34, 1.02it/s] 139/299 3.12G 0.01448 0.003016 0 0.01749 32 640: 26%|██▌ | 12/47 [00:12<00:34, 1.02it/s] 139/299 3.12G 0.01448 0.003016 0 0.01749 32 640: 28%|██▊ | 13/47 [00:12<00:24, 1.39it/s] 139/299 3.12G 0.01454 0.003008 0 0.01755 22 640: 28%|██▊ | 13/47 [00:16<00:24, 1.39it/s] 139/299 3.12G 0.01454 0.003008 0 0.01755 22 640: 30%|██▉ | 14/47 [00:16<00:57, 1.75s/it] 139/299 3.12G 0.0146 0.003068 0 0.01767 41 640: 30%|██▉ | 14/47 [00:16<00:57, 1.75s/it] 139/299 3.12G 0.0146 0.003068 0 0.01767 41 640: 32%|███▏ | 15/47 [00:16<00:40, 1.26s/it] 139/299 3.12G 0.01462 0.003053 0 0.01767
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.44it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.49it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.992 0.757
0%| | 0/47 [00:00<?, ?it/s] 140/299 3.12G 0.01346 0.002969 0 0.01643 33 640: 0%| | 0/47 [00:00<?, ?it/s] 140/299 3.12G 0.01346 0.002969 0 0.01643 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.82it/s] 140/299 3.12G 0.01231 0.002792 0 0.0151 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.82it/s] 140/299 3.12G 0.01231 0.002792 0 0.0151 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 140/299 3.12G 0.01395 0.002866 0 0.01682 22 640: 4%|▍ | 2/47 [00:02<00:05, 7.91it/s] 140/299 3.12G 0.01395 0.002866 0 0.01682 22 640: 6%|▋ | 3/47 [00:02<00:44, 1.02s/it] 140/299 3.12G 0.01418 0.002838 0 0.01702 22 640: 6%|▋ | 3/47 [00:02<00:44, 1.02s/it] 140/299 3.12G 0.01418 0.002838 0 0.01702 22 640: 9%|▊ | 4/47 [00:02<00:28, 1.50it/s] 140/299 3.12G 0.01398 0.002846 0 0.01683 26 640: 9%|▊ | 4/47 [00:02<00:28, 1.50it/s] 140/299 3.12G 0.01398 0.002846 0 0.01683 26 640: 11%|█ | 5/47 [00:02<00:20, 2.04it/s] 140/299 3.12G 0.01474 0.002961 0 0.0177 39 640: 11%|█ | 5/47 [00:02<00:20, 2.04it/s] 140/299 3.12G 0.01474 0.002961 0 0.0177 39 640: 13%|█▎ | 6/47 [00:02<00:14, 2.76it/s] 140/299 3.12G 0.01491 0.002879 0 0.01779 27 640: 13%|█▎ | 6/47 [00:07<00:14, 2.76it/s] 140/299 3.12G 0.01491 0.002879 0 0.01779 27 640: 15%|█▍ | 7/47 [00:07<01:16, 1.92s/it] 140/299 3.12G 0.01534 0.002994 0 0.01833 38 640: 15%|█▍ | 7/47 [00:08<01:16, 1.92s/it] 140/299 3.12G 0.01534 0.002994 0 0.01833 38 640: 17%|█▋ | 8/47 [00:08<00:52, 1.35s/it] 140/299 3.12G 0.01605 0.00294 0 0.01899 27 640: 17%|█▋ | 8/47 [00:08<00:52, 1.35s/it] 140/299 3.12G 0.01605 0.00294 0 0.01899 27 640: 19%|█▉ | 9/47 [00:08<00:36, 1.03it/s] 140/299 3.12G 0.0162 0.00294 0 0.01914 35 640: 19%|█▉ | 9/47 [00:08<00:36, 1.03it/s] 140/299 3.12G 0.0162 0.00294 0 0.01914 35 640: 21%|██▏ | 10/47 [00:08<00:26, 1.41it/s] 140/299 3.12G 0.01655 0.002979 0 0.01953 38 640: 21%|██▏ | 10/47 [00:11<00:26, 1.41it/s] 140/299 3.12G 0.01655 0.002979 0 0.01953 38 640: 23%|██▎ | 11/47 [00:11<00:50, 1.41s/it] 140/299 3.12G 0.01657 0.003115 0 0.01968 39 640: 23%|██▎ | 11/47 [00:11<00:50, 1.41s/it] 140/299 3.12G 0.01657 0.003115 0 0.01968 39 640: 26%|██▌ | 12/47 [00:11<00:39, 1.11s/it] 140/299 3.12G 0.0166 0.003086 0 0.01968 17 640: 26%|██▌ | 12/47 [00:11<00:39, 1.11s/it] 140/299 3.12G 0.0166 0.003086 0 0.01968 17 640: 28%|██▊ | 13/47 [00:11<00:27, 1.22it/s] 140/299 3.12G 0.01655 0.003121 0 0.01968 28 640: 28%|██▊ | 13/47 [00:11<00:27, 1.22it/s] 140/299 3.12G 0.01655 0.003121 0 0.01968 28 640: 30%|██▉ | 14/47 [00:11<00:19, 1.65it/s] 140/299 3.12G 0.01642 0.003178 0 0.01959 35 640: 30%|██▉ | 14/47 [00:16<00:19, 1.65it/s] 140/299 3.12G 0.01642 0.003178 0 0.01959 35 640: 32%|███▏ | 15/47 [00:16<00:57, 1.80s/it] 140/299 3.12G 0.01624 0.003147 0 0.01938
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.992 0.737
0%| | 0/47 [00:00<?, ?it/s] 141/299 3.12G 0.0147 0.002622 0 0.01732 27 640: 0%| | 0/47 [00:00<?, ?it/s] 141/299 3.12G 0.0147 0.002622 0 0.01732 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 141/299 3.12G 0.01472 0.002711 0 0.01743 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 141/299 3.12G 0.01472 0.002711 0 0.01743 22 640: 4%|▍ | 2/47 [00:00<00:07, 5.93it/s] 141/299 3.12G 0.01489 0.003004 0 0.0179 37 640: 4%|▍ | 2/47 [00:02<00:07, 5.93it/s] 141/299 3.12G 0.01489 0.003004 0 0.0179 37 640: 6%|▋ | 3/47 [00:02<00:45, 1.03s/it] 141/299 3.12G 0.01457 0.002948 0 0.01752 27 640: 6%|▋ | 3/47 [00:10<00:45, 1.03s/it] 141/299 3.12G 0.01457 0.002948 0 0.01752 27 640: 9%|▊ | 4/47 [00:10<02:40, 3.72s/it] 141/299 3.12G 0.01474 0.002729 0 0.01747 20 640: 9%|▊ | 4/47 [00:10<02:40, 3.72s/it] 141/299 3.12G 0.01474 0.002729 0 0.01747 20 640: 11%|█ | 5/47 [00:10<01:48, 2.58s/it] 141/299 3.12G 0.01478 0.002841 0 0.01762 27 640: 11%|█ | 5/47 [00:10<01:48, 2.58s/it] 141/299 3.12G 0.01478 0.002841 0 0.01762 27 640: 13%|█▎ | 6/47 [00:10<01:11, 1.75s/it] 141/299 3.12G 0.01483 0.00276 0 0.01759 24 640: 13%|█▎ | 6/47 [00:11<01:11, 1.75s/it] 141/299 3.12G 0.01483 0.00276 0 0.01759 24 640: 15%|█▍ | 7/47 [00:11<00:48, 1.21s/it] 141/299 3.12G 0.01474 0.002901 0 0.01764 27 640: 15%|█▍ | 7/47 [00:11<00:48, 1.21s/it] 141/299 3.12G 0.01474 0.002901 0 0.01764 27 640: 17%|█▋ | 8/47 [00:11<00:33, 1.16it/s] 141/299 3.12G 0.01506 0.00295 0 0.01801 31 640: 17%|█▋ | 8/47 [00:11<00:33, 1.16it/s] 141/299 3.12G 0.01506 0.00295 0 0.01801 31 640: 19%|█▉ | 9/47 [00:11<00:23, 1.59it/s] 141/299 3.12G 0.01508 0.002948 0 0.01803 35 640: 19%|█▉ | 9/47 [00:11<00:23, 1.59it/s] 141/299 3.12G 0.01508 0.002948 0 0.01803 35 640: 21%|██▏ | 10/47 [00:11<00:17, 2.10it/s] 141/299 3.12G 0.01494 0.003048 0 0.01799 39 640: 21%|██▏ | 10/47 [00:13<00:17, 2.10it/s] 141/299 3.12G 0.01494 0.003048 0 0.01799 39 640: 23%|██▎ | 11/47 [00:13<00:31, 1.13it/s] 141/299 3.12G 0.01498 0.003033 0 0.01801 27 640: 23%|██▎ | 11/47 [00:18<00:31, 1.13it/s] 141/299 3.12G 0.01498 0.003033 0 0.01801 27 640: 26%|██▌ | 12/47 [00:18<01:20, 2.30s/it] 141/299 3.12G 0.01483 0.003007 0 0.01784 29 640: 26%|██▌ | 12/47 [00:19<01:20, 2.30s/it] 141/299 3.12G 0.01483 0.003007 0 0.01784 29 640: 28%|██▊ | 13/47 [00:19<01:01, 1.82s/it] 141/299 3.12G 0.01477 0.002975 0 0.01775 24 640: 28%|██▊ | 13/47 [00:19<01:01, 1.82s/it] 141/299 3.12G 0.01477 0.002975 0 0.01775 24 640: 30%|██▉ | 14/47 [00:19<00:43, 1.31s/it] 141/299 3.12G 0.01478 0.002918 0 0.0177 24 640: 30%|██▉ | 14/47 [00:19<00:43, 1.31s/it] 141/299 3.12G 0.01478 0.002918 0 0.0177 24 640: 32%|███▏ | 15/47 [00:19<00:30, 1.05it/s] 141/299 3.12G 0.01486 0.00286 0 0.01772
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.991 0.747
0%| | 0/47 [00:00<?, ?it/s] 142/299 3.12G 0.01599 0.002143 0 0.01814 26 640: 0%| | 0/47 [00:00<?, ?it/s] 142/299 3.12G 0.01599 0.002143 0 0.01814 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 142/299 3.12G 0.01543 0.002574 0 0.018 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 142/299 3.12G 0.01543 0.002574 0 0.018 27 640: 4%|▍ | 2/47 [00:00<00:04, 9.02it/s] 142/299 3.12G 0.01521 0.002575 0 0.01778 25 640: 4%|▍ | 2/47 [00:00<00:04, 9.02it/s] 142/299 3.12G 0.01521 0.002575 0 0.01778 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.96it/s] 142/299 3.12G 0.01515 0.002646 0 0.01779 21 640: 6%|▋ | 3/47 [00:01<00:05, 7.96it/s] 142/299 3.12G 0.01515 0.002646 0 0.01779 21 640: 9%|▊ | 4/47 [00:01<00:15, 2.78it/s] 142/299 3.12G 0.01496 0.002676 0 0.01763 24 640: 9%|▊ | 4/47 [00:10<00:15, 2.78it/s] 142/299 3.12G 0.01496 0.002676 0 0.01763 24 640: 11%|█ | 5/47 [00:10<02:26, 3.49s/it] 142/299 3.12G 0.01513 0.00273 0 0.01786 33 640: 11%|█ | 5/47 [00:11<02:26, 3.49s/it] 142/299 3.12G 0.01513 0.00273 0 0.01786 33 640: 13%|█▎ | 6/47 [00:11<01:47, 2.62s/it] 142/299 3.12G 0.01498 0.002741 0 0.01772 27 640: 13%|█▎ | 6/47 [00:11<01:47, 2.62s/it] 142/299 3.12G 0.01498 0.002741 0 0.01772 27 640: 15%|█▍ | 7/47 [00:11<01:12, 1.81s/it] 142/299 3.12G 0.01501 0.002832 0 0.01784 38 640: 15%|█▍ | 7/47 [00:11<01:12, 1.81s/it] 142/299 3.12G 0.01501 0.002832 0 0.01784 38 640: 17%|█▋ | 8/47 [00:11<00:49, 1.27s/it] 142/299 3.12G 0.01489 0.002848 0 0.01774 34 640: 17%|█▋ | 8/47 [00:11<00:49, 1.27s/it] 142/299 3.12G 0.01489 0.002848 0 0.01774 34 640: 19%|█▉ | 9/47 [00:11<00:34, 1.10it/s] 142/299 3.12G 0.0149 0.002857 0 0.01776 27 640: 19%|█▉ | 9/47 [00:11<00:34, 1.10it/s] 142/299 3.12G 0.0149 0.002857 0 0.01776 27 640: 21%|██▏ | 10/47 [00:11<00:24, 1.51it/s] 142/299 3.12G 0.01477 0.002872 0 0.01764 28 640: 21%|██▏ | 10/47 [00:11<00:24, 1.51it/s] 142/299 3.12G 0.01477 0.002872 0 0.01764 28 640: 23%|██▎ | 11/47 [00:11<00:18, 2.00it/s] 142/299 3.12G 0.01468 0.002991 0 0.01767 36 640: 23%|██▎ | 11/47 [00:11<00:18, 2.00it/s] 142/299 3.12G 0.01468 0.002991 0 0.01767 36 640: 26%|██▌ | 12/47 [00:11<00:13, 2.61it/s] 142/299 3.12G 0.01471 0.003062 0 0.01777 38 640: 26%|██▌ | 12/47 [00:18<00:13, 2.61it/s] 142/299 3.12G 0.01471 0.003062 0 0.01777 38 640: 28%|██▊ | 13/47 [00:18<01:21, 2.39s/it] 142/299 3.12G 0.01472 0.003099 0 0.01782 31 640: 28%|██▊ | 13/47 [00:19<01:21, 2.39s/it] 142/299 3.12G 0.01472 0.003099 0 0.01782 31 640: 30%|██▉ | 14/47 [00:19<01:03, 1.92s/it] 142/299 3.12G 0.01478 0.003068 0 0.01784 28 640: 30%|██▉ | 14/47 [00:19<01:03, 1.92s/it] 142/299 3.12G 0.01478 0.003068 0 0.01784 28 640: 32%|███▏ | 15/47 [00:19<00:44, 1.39s/it] 142/299 3.12G 0.01477 0.003045 0 0.01781
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.992 0.755
0%| | 0/47 [00:00<?, ?it/s] 143/299 3.12G 0.01575 0.00393 0 0.01968 32 640: 0%| | 0/47 [00:00<?, ?it/s] 143/299 3.12G 0.01575 0.00393 0 0.01968 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.67it/s] 143/299 3.12G 0.01422 0.003586 0 0.01781 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.67it/s] 143/299 3.12G 0.01422 0.003586 0 0.01781 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 143/299 3.12G 0.01474 0.003124 0 0.01786 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 143/299 3.12G 0.01474 0.003124 0 0.01786 24 640: 6%|▋ | 3/47 [00:00<00:05, 8.80it/s] 143/299 3.12G 0.01513 0.003128 0 0.01826 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.80it/s] 143/299 3.12G 0.01513 0.003128 0 0.01826 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 143/299 3.12G 0.0148 0.003195 0 0.018 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 143/299 3.12G 0.0148 0.003195 0 0.018 32 640: 11%|█ | 5/47 [00:00<00:05, 8.32it/s] 143/299 3.12G 0.01499 0.003249 0 0.01824 29 640: 11%|█ | 5/47 [00:07<00:05, 8.32it/s] 143/299 3.12G 0.01499 0.003249 0 0.01824 29 640: 13%|█▎ | 6/47 [00:07<01:39, 2.42s/it] 143/299 3.12G 0.01483 0.003185 0 0.01802 33 640: 13%|█▎ | 6/47 [00:07<01:39, 2.42s/it] 143/299 3.12G 0.01483 0.003185 0 0.01802 33 640: 15%|█▍ | 7/47 [00:07<01:10, 1.76s/it] 143/299 3.12G 0.01489 0.003204 0 0.0181 35 640: 15%|█▍ | 7/47 [00:08<01:10, 1.76s/it] 143/299 3.12G 0.01489 0.003204 0 0.0181 35 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 143/299 3.12G 0.0148 0.003175 0 0.01797 29 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 143/299 3.12G 0.0148 0.003175 0 0.01797 29 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 143/299 3.12G 0.01482 0.003123 0 0.01794 26 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 143/299 3.12G 0.01482 0.003123 0 0.01794 26 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 143/299 3.12G 0.01515 0.003055 0 0.01821 28 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 143/299 3.12G 0.01515 0.003055 0 0.01821 28 640: 23%|██▎ | 11/47 [00:08<00:17, 2.05it/s] 143/299 3.12G 0.0153 0.003105 0 0.0184 28 640: 23%|██▎ | 11/47 [00:08<00:17, 2.05it/s] 143/299 3.12G 0.0153 0.003105 0 0.0184 28 640: 26%|██▌ | 12/47 [00:08<00:13, 2.61it/s] 143/299 3.12G 0.0155 0.003085 0 0.01859 27 640: 26%|██▌ | 12/47 [00:10<00:13, 2.61it/s] 143/299 3.12G 0.0155 0.003085 0 0.01859 27 640: 28%|██▊ | 13/47 [00:10<00:30, 1.11it/s] 143/299 3.12G 0.01544 0.003125 0 0.01856 32 640: 28%|██▊ | 13/47 [00:16<00:30, 1.11it/s] 143/299 3.12G 0.01544 0.003125 0 0.01856 32 640: 30%|██▉ | 14/47 [00:16<01:15, 2.30s/it] 143/299 3.12G 0.01528 0.003123 0 0.01841 41 640: 30%|██▉ | 14/47 [00:16<01:15, 2.30s/it] 143/299 3.12G 0.01528 0.003123 0 0.01841 41 640: 32%|███▏ | 15/47 [00:16<00:53, 1.66s/it] 143/299 3.12G 0.01517 0.003126 0 0.0183
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.37it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.60it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.992 0.776
0%| | 0/47 [00:00<?, ?it/s] 144/299 3.12G 0.01286 0.003088 0 0.01595 33 640: 0%| | 0/47 [00:00<?, ?it/s] 144/299 3.12G 0.01286 0.003088 0 0.01595 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.94it/s] 144/299 3.12G 0.01319 0.002556 0 0.01575 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.94it/s] 144/299 3.12G 0.01319 0.002556 0 0.01575 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.99it/s] 144/299 3.12G 0.01475 0.002719 0 0.01747 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.99it/s] 144/299 3.12G 0.01475 0.002719 0 0.01747 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.39it/s] 144/299 3.12G 0.01563 0.002723 0 0.01835 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.39it/s] 144/299 3.12G 0.01563 0.002723 0 0.01835 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.58it/s] 144/299 3.12G 0.01554 0.00268 0 0.01822 21 640: 9%|▊ | 4/47 [00:00<00:05, 8.58it/s] 144/299 3.12G 0.01554 0.00268 0 0.01822 21 640: 11%|█ | 5/47 [00:00<00:05, 7.92it/s] 144/299 3.12G 0.01579 0.002853 0 0.01864 34 640: 11%|█ | 5/47 [00:03<00:05, 7.92it/s] 144/299 3.12G 0.01579 0.002853 0 0.01864 34 640: 13%|█▎ | 6/47 [00:03<00:43, 1.05s/it] 144/299 3.12G 0.01576 0.002854 0 0.01861 27 640: 13%|█▎ | 6/47 [00:07<00:43, 1.05s/it] 144/299 3.12G 0.01576 0.002854 0 0.01861 27 640: 15%|█▍ | 7/47 [00:07<01:21, 2.05s/it] 144/299 3.12G 0.01575 0.002895 0 0.01865 34 640: 15%|█▍ | 7/47 [00:07<01:21, 2.05s/it] 144/299 3.12G 0.01575 0.002895 0 0.01865 34 640: 17%|█▋ | 8/47 [00:07<00:55, 1.43s/it] 144/299 3.12G 0.01579 0.002879 0 0.01867 31 640: 17%|█▋ | 8/47 [00:07<00:55, 1.43s/it] 144/299 3.12G 0.01579 0.002879 0 0.01867 31 640: 19%|█▉ | 9/47 [00:07<00:39, 1.03s/it] 144/299 3.12G 0.01604 0.002916 0 0.01895 32 640: 19%|█▉ | 9/47 [00:07<00:39, 1.03s/it] 144/299 3.12G 0.01604 0.002916 0 0.01895 32 640: 21%|██▏ | 10/47 [00:07<00:27, 1.34it/s] 144/299 3.12G 0.01625 0.002881 0 0.01913 28 640: 21%|██▏ | 10/47 [00:08<00:27, 1.34it/s] 144/299 3.12G 0.01625 0.002881 0 0.01913 28 640: 23%|██▎ | 11/47 [00:08<00:19, 1.81it/s] 144/299 3.12G 0.01621 0.00291 0 0.01912 34 640: 23%|██▎ | 11/47 [00:08<00:19, 1.81it/s] 144/299 3.12G 0.01621 0.00291 0 0.01912 34 640: 26%|██▌ | 12/47 [00:08<00:14, 2.39it/s] 144/299 3.12G 0.01615 0.00291 0 0.01906 29 640: 26%|██▌ | 12/47 [00:08<00:14, 2.39it/s] 144/299 3.12G 0.01615 0.00291 0 0.01906 29 640: 28%|██▊ | 13/47 [00:08<00:11, 2.99it/s] 144/299 3.12G 0.01593 0.002919 0 0.01885 22 640: 28%|██▊ | 13/47 [00:13<00:11, 2.99it/s] 144/299 3.12G 0.01593 0.002919 0 0.01885 22 640: 30%|██▉ | 14/47 [00:13<01:01, 1.87s/it] 144/299 3.12G 0.01586 0.002909 0 0.01877 23 640: 30%|██▉ | 14/47 [00:15<01:01, 1.87s/it] 144/299 3.12G 0.01586 0.002909 0 0.01877 23 640: 32%|███▏ | 15/47 [00:15<01:02, 1.96s/it] 144/299 3.12G 0.01582 0.002871 0 0.01869
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.938 0.982 0.991 0.748
0%| | 0/47 [00:00<?, ?it/s] 145/299 3.12G 0.01714 0.002506 0 0.01965 24 640: 0%| | 0/47 [00:00<?, ?it/s] 145/299 3.12G 0.01714 0.002506 0 0.01965 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 145/299 3.12G 0.01658 0.002589 0 0.01917 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 145/299 3.12G 0.01658 0.002589 0 0.01917 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.67it/s] 145/299 3.12G 0.01527 0.002647 0 0.01792 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.67it/s] 145/299 3.12G 0.01527 0.002647 0 0.01792 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.19it/s] 145/299 3.12G 0.01499 0.002846 0 0.01783 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.19it/s] 145/299 3.12G 0.01499 0.002846 0 0.01783 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 145/299 3.12G 0.01459 0.002656 0 0.01725 19 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 145/299 3.12G 0.01459 0.002656 0 0.01725 19 640: 11%|█ | 5/47 [00:00<00:04, 8.61it/s] 145/299 3.12G 0.01476 0.00268 0 0.01743 34 640: 11%|█ | 5/47 [00:00<00:04, 8.61it/s] 145/299 3.12G 0.01476 0.00268 0 0.01743 34 640: 13%|█▎ | 6/47 [00:00<00:05, 8.03it/s] 145/299 3.12G 0.01487 0.002625 0 0.0175 24 640: 13%|█▎ | 6/47 [00:10<00:05, 8.03it/s] 145/299 3.12G 0.01487 0.002625 0 0.0175 24 640: 15%|█▍ | 7/47 [00:10<02:12, 3.30s/it] 145/299 3.12G 0.01488 0.002664 0 0.01754 30 640: 15%|█▍ | 7/47 [00:10<02:12, 3.30s/it] 145/299 3.12G 0.01488 0.002664 0 0.01754 30 640: 17%|█▋ | 8/47 [00:10<01:29, 2.29s/it] 145/299 3.12G 0.01532 0.002726 0 0.01804 34 640: 17%|█▋ | 8/47 [00:10<01:29, 2.29s/it] 145/299 3.12G 0.01532 0.002726 0 0.01804 34 640: 19%|█▉ | 9/47 [00:10<01:01, 1.61s/it] 145/299 3.12G 0.01531 0.002763 0 0.01808 34 640: 19%|█▉ | 9/47 [00:10<01:01, 1.61s/it] 145/299 3.12G 0.01531 0.002763 0 0.01808 34 640: 21%|██▏ | 10/47 [00:10<00:42, 1.16s/it] 145/299 3.12G 0.01513 0.0028 0 0.01793 38 640: 21%|██▏ | 10/47 [00:11<00:42, 1.16s/it] 145/299 3.12G 0.01513 0.0028 0 0.01793 38 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 145/299 3.12G 0.01506 0.002926 0 0.01799 37 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 145/299 3.12G 0.01506 0.002926 0 0.01799 37 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 145/299 3.12G 0.01507 0.00294 0 0.01801 30 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 145/299 3.12G 0.01507 0.00294 0 0.01801 30 640: 28%|██▊ | 13/47 [00:11<00:15, 2.15it/s] 145/299 3.12G 0.01516 0.002932 0 0.01809 24 640: 28%|██▊ | 13/47 [00:11<00:15, 2.15it/s] 145/299 3.12G 0.01516 0.002932 0 0.01809 24 640: 30%|██▉ | 14/47 [00:11<00:12, 2.73it/s] 145/299 3.12G 0.01519 0.002927 0 0.01812 34 640: 30%|██▉ | 14/47 [00:19<00:12, 2.73it/s] 145/299 3.12G 0.01519 0.002927 0 0.01812 34 640: 32%|███▏ | 15/47 [00:19<01:21, 2.54s/it] 145/299 3.12G 0.01519 0.002907 0 0.0181
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.991 0.768
0%| | 0/47 [00:00<?, ?it/s] 146/299 3.12G 0.01427 0.003533 0 0.0178 32 640: 0%| | 0/47 [00:00<?, ?it/s] 146/299 3.12G 0.01427 0.003533 0 0.0178 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 146/299 3.12G 0.01505 0.003542 0 0.01859 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 146/299 3.12G 0.01505 0.003542 0 0.01859 36 640: 4%|▍ | 2/47 [00:00<00:14, 3.15it/s] 146/299 3.12G 0.01494 0.003328 0 0.01827 27 640: 4%|▍ | 2/47 [00:01<00:14, 3.15it/s] 146/299 3.12G 0.01494 0.003328 0 0.01827 27 640: 6%|▋ | 3/47 [00:01<00:35, 1.24it/s] 146/299 3.12G 0.01499 0.003196 0 0.01819 30 640: 6%|▋ | 3/47 [00:03<00:35, 1.24it/s] 146/299 3.12G 0.01499 0.003196 0 0.01819 30 640: 9%|▊ | 4/47 [00:03<00:40, 1.05it/s] 146/299 3.12G 0.01514 0.003361 0 0.0185 28 640: 9%|▊ | 4/47 [00:07<00:40, 1.05it/s] 146/299 3.12G 0.01514 0.003361 0 0.0185 28 640: 11%|█ | 5/47 [00:07<01:30, 2.16s/it] 146/299 3.12G 0.01521 0.003344 0 0.01856 26 640: 11%|█ | 5/47 [00:07<01:30, 2.16s/it] 146/299 3.12G 0.01521 0.003344 0 0.01856 26 640: 13%|█▎ | 6/47 [00:07<01:00, 1.46s/it] 146/299 3.12G 0.01552 0.003204 0 0.01873 27 640: 13%|█▎ | 6/47 [00:07<01:00, 1.46s/it] 146/299 3.12G 0.01552 0.003204 0 0.01873 27 640: 15%|█▍ | 7/47 [00:07<00:41, 1.03s/it] 146/299 3.12G 0.01548 0.003339 0 0.01882 39 640: 15%|█▍ | 7/47 [00:07<00:41, 1.03s/it] 146/299 3.12G 0.01548 0.003339 0 0.01882 39 640: 17%|█▋ | 8/47 [00:07<00:29, 1.30it/s] 146/299 3.12G 0.01548 0.003328 0 0.01881 32 640: 17%|█▋ | 8/47 [00:10<00:29, 1.30it/s] 146/299 3.12G 0.01548 0.003328 0 0.01881 32 640: 19%|█▉ | 9/47 [00:10<00:51, 1.35s/it] 146/299 3.12G 0.01563 0.003212 0 0.01884 25 640: 19%|█▉ | 9/47 [00:11<00:51, 1.35s/it] 146/299 3.12G 0.01563 0.003212 0 0.01884 25 640: 21%|██▏ | 10/47 [00:11<00:41, 1.11s/it] 146/299 3.12G 0.01576 0.003225 0 0.01898 30 640: 21%|██▏ | 10/47 [00:11<00:41, 1.11s/it] 146/299 3.12G 0.01576 0.003225 0 0.01898 30 640: 23%|██▎ | 11/47 [00:11<00:29, 1.22it/s] 146/299 3.12G 0.01557 0.003234 0 0.0188 31 640: 23%|██▎ | 11/47 [00:11<00:29, 1.22it/s] 146/299 3.12G 0.01557 0.003234 0 0.0188 31 640: 26%|██▌ | 12/47 [00:11<00:26, 1.33it/s] 146/299 3.12G 0.01564 0.003261 0 0.0189 34 640: 26%|██▌ | 12/47 [00:16<00:26, 1.33it/s] 146/299 3.12G 0.01564 0.003261 0 0.0189 34 640: 28%|██▊ | 13/47 [00:16<01:01, 1.80s/it] 146/299 3.12G 0.01558 0.003235 0 0.01882 20 640: 28%|██▊ | 13/47 [00:16<01:01, 1.80s/it] 146/299 3.12G 0.01558 0.003235 0 0.01882 20 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 146/299 3.12G 0.01549 0.003239 0 0.01873 35 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 146/299 3.12G 0.01549 0.003239 0 0.01873 35 640: 32%|███▏ | 15/47 [00:16<00:30, 1.06it/s] 146/299 3.12G 0.01546 0.003193 0 0.01866
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.99 0.767
0%| | 0/47 [00:00<?, ?it/s] 147/299 3.12G 0.01687 0.002643 0 0.01951 23 640: 0%| | 0/47 [00:00<?, ?it/s] 147/299 3.12G 0.01687 0.002643 0 0.01951 23 640: 2%|▏ | 1/47 [00:00<00:25, 1.82it/s] 147/299 3.12G 0.01554 0.003029 0 0.01857 36 640: 2%|▏ | 1/47 [00:03<00:25, 1.82it/s] 147/299 3.12G 0.01554 0.003029 0 0.01857 36 640: 4%|▍ | 2/47 [00:03<01:24, 1.87s/it] 147/299 3.12G 0.01442 0.002972 0 0.01739 34 640: 4%|▍ | 2/47 [00:04<01:24, 1.87s/it] 147/299 3.12G 0.01442 0.002972 0 0.01739 34 640: 6%|▋ | 3/47 [00:04<01:10, 1.60s/it] 147/299 3.12G 0.01445 0.002833 0 0.01728 29 640: 6%|▋ | 3/47 [00:04<01:10, 1.60s/it] 147/299 3.12G 0.01445 0.002833 0 0.01728 29 640: 9%|▊ | 4/47 [00:04<00:44, 1.03s/it] 147/299 3.12G 0.01525 0.002793 0 0.01805 30 640: 9%|▊ | 4/47 [00:04<00:44, 1.03s/it] 147/299 3.12G 0.01525 0.002793 0 0.01805 30 640: 11%|█ | 5/47 [00:04<00:29, 1.43it/s] 147/299 3.12G 0.01505 0.002826 0 0.01788 29 640: 11%|█ | 5/47 [00:07<00:29, 1.43it/s] 147/299 3.12G 0.01505 0.002826 0 0.01788 29 640: 13%|█▎ | 6/47 [00:07<00:58, 1.42s/it] 147/299 3.12G 0.01513 0.002858 0 0.01799 32 640: 13%|█▎ | 6/47 [00:07<00:58, 1.42s/it] 147/299 3.12G 0.01513 0.002858 0 0.01799 32 640: 15%|█▍ | 7/47 [00:07<00:39, 1.00it/s] 147/299 3.12G 0.01529 0.002891 0 0.01818 25 640: 15%|█▍ | 7/47 [00:07<00:39, 1.00it/s] 147/299 3.12G 0.01529 0.002891 0 0.01818 25 640: 17%|█▋ | 8/47 [00:07<00:28, 1.38it/s] 147/299 3.12G 0.0151 0.002893 0 0.01799 37 640: 17%|█▋ | 8/47 [00:11<00:28, 1.38it/s] 147/299 3.12G 0.0151 0.002893 0 0.01799 37 640: 19%|█▉ | 9/47 [00:11<01:05, 1.72s/it] 147/299 3.12G 0.01502 0.002944 0 0.01796 45 640: 19%|█▉ | 9/47 [00:13<01:05, 1.72s/it] 147/299 3.12G 0.01502 0.002944 0 0.01796 45 640: 21%|██▏ | 10/47 [00:13<00:59, 1.62s/it] 147/299 3.12G 0.01511 0.002906 0 0.01802 26 640: 21%|██▏ | 10/47 [00:13<00:59, 1.62s/it] 147/299 3.12G 0.01511 0.002906 0 0.01802 26 640: 23%|██▎ | 11/47 [00:13<00:46, 1.29s/it] 147/299 3.12G 0.01523 0.002945 0 0.01817 29 640: 23%|██▎ | 11/47 [00:13<00:46, 1.29s/it] 147/299 3.12G 0.01523 0.002945 0 0.01817 29 640: 26%|██▌ | 12/47 [00:13<00:32, 1.06it/s] 147/299 3.12G 0.01527 0.002998 0 0.01827 37 640: 26%|██▌ | 12/47 [00:14<00:32, 1.06it/s] 147/299 3.12G 0.01527 0.002998 0 0.01827 37 640: 28%|██▊ | 13/47 [00:14<00:23, 1.45it/s] 147/299 3.12G 0.01515 0.002992 0 0.01815 31 640: 28%|██▊ | 13/47 [00:16<00:23, 1.45it/s] 147/299 3.12G 0.01515 0.002992 0 0.01815 31 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 147/299 3.12G 0.01503 0.003011 0 0.01804 38 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 147/299 3.12G 0.01503 0.003011 0 0.01804 38 640: 32%|███▏ | 15/47 [00:16<00:25, 1.24it/s] 147/299 3.12G 0.01503 0.003002 0 0.01803
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.945 0.991 0.762
0%| | 0/47 [00:00<?, ?it/s] 148/299 3.12G 0.01653 0.00288 0 0.01941 27 640: 0%| | 0/47 [00:00<?, ?it/s] 148/299 3.12G 0.01653 0.00288 0 0.01941 27 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 148/299 3.12G 0.01507 0.003056 0 0.01813 31 640: 2%|▏ | 1/47 [00:04<00:06, 6.85it/s] 148/299 3.12G 0.01507 0.003056 0 0.01813 31 640: 4%|▍ | 2/47 [00:04<01:59, 2.66s/it] 148/299 3.12G 0.01537 0.003076 0 0.01844 33 640: 4%|▍ | 2/47 [00:04<01:59, 2.66s/it] 148/299 3.12G 0.01537 0.003076 0 0.01844 33 640: 6%|▋ | 3/47 [00:04<01:07, 1.54s/it] 148/299 3.12G 0.01505 0.002607 0 0.01766 14 640: 6%|▋ | 3/47 [00:06<01:07, 1.54s/it] 148/299 3.12G 0.01505 0.002607 0 0.01766 14 640: 9%|▊ | 4/47 [00:06<01:10, 1.65s/it] 148/299 3.12G 0.01514 0.002786 0 0.01792 35 640: 9%|▊ | 4/47 [00:06<01:10, 1.65s/it] 148/299 3.12G 0.01514 0.002786 0 0.01792 35 640: 11%|█ | 5/47 [00:06<00:46, 1.10s/it] 148/299 3.12G 0.01541 0.002675 0 0.01808 30 640: 11%|█ | 5/47 [00:06<00:46, 1.10s/it] 148/299 3.12G 0.01541 0.002675 0 0.01808 30 640: 13%|█▎ | 6/47 [00:06<00:31, 1.30it/s] 148/299 3.12G 0.01526 0.002613 0 0.01788 26 640: 13%|█▎ | 6/47 [00:07<00:31, 1.30it/s] 148/299 3.12G 0.01526 0.002613 0 0.01788 26 640: 15%|█▍ | 7/47 [00:07<00:34, 1.15it/s] 148/299 3.12G 0.01568 0.002741 0 0.01842 32 640: 15%|█▍ | 7/47 [00:08<00:34, 1.15it/s] 148/299 3.12G 0.01568 0.002741 0 0.01842 32 640: 17%|█▋ | 8/47 [00:08<00:24, 1.59it/s] 148/299 3.12G 0.0156 0.002738 0 0.01833 27 640: 17%|█▋ | 8/47 [00:08<00:24, 1.59it/s] 148/299 3.12G 0.0156 0.002738 0 0.01833 27 640: 19%|█▉ | 9/47 [00:08<00:18, 2.09it/s] 148/299 3.12G 0.01569 0.002742 0 0.01843 21 640: 19%|█▉ | 9/47 [00:13<00:18, 2.09it/s] 148/299 3.12G 0.01569 0.002742 0 0.01843 21 640: 21%|██▏ | 10/47 [00:13<01:18, 2.11s/it] 148/299 3.12G 0.01606 0.00275 0 0.01881 37 640: 21%|██▏ | 10/47 [00:14<01:18, 2.11s/it] 148/299 3.12G 0.01606 0.00275 0 0.01881 37 640: 23%|██▎ | 11/47 [00:14<00:54, 1.51s/it] 148/299 3.12G 0.0162 0.002831 0 0.01903 30 640: 23%|██▎ | 11/47 [00:15<00:54, 1.51s/it] 148/299 3.12G 0.0162 0.002831 0 0.01903 30 640: 26%|██▌ | 12/47 [00:15<00:47, 1.36s/it] 148/299 3.12G 0.01617 0.0028 0 0.01897 22 640: 26%|██▌ | 12/47 [00:15<00:47, 1.36s/it] 148/299 3.12G 0.01617 0.0028 0 0.01897 22 640: 28%|██▊ | 13/47 [00:15<00:33, 1.01it/s] 148/299 3.12G 0.01605 0.002837 0 0.01888 37 640: 28%|██▊ | 13/47 [00:15<00:33, 1.01it/s] 148/299 3.12G 0.01605 0.002837 0 0.01888 37 640: 30%|██▉ | 14/47 [00:15<00:23, 1.38it/s] 148/299 3.12G 0.016 0.002814 0 0.01881 25 640: 30%|██▉ | 14/47 [00:16<00:23, 1.38it/s] 148/299 3.12G 0.016 0.002814 0 0.01881 25 640: 32%|███▏ | 15/47 [00:16<00:26, 1.19it/s] 148/299 3.12G 0.0159 0.002859 0 0.01875
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.99 0.746
0%| | 0/47 [00:00<?, ?it/s] 149/299 3.12G 0.01978 0.003549 0 0.02332 33 640: 0%| | 0/47 [00:00<?, ?it/s] 149/299 3.12G 0.01978 0.003549 0 0.02332 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.50it/s] 149/299 3.12G 0.01975 0.003263 0 0.02301 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.50it/s] 149/299 3.12G 0.01975 0.003263 0 0.02301 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 149/299 3.12G 0.01754 0.003217 0 0.02076 27 640: 4%|▍ | 2/47 [00:06<00:05, 7.59it/s] 149/299 3.12G 0.01754 0.003217 0 0.02076 27 640: 6%|▋ | 3/47 [00:06<02:05, 2.85s/it] 149/299 3.12G 0.01664 0.00314 0 0.01978 27 640: 6%|▋ | 3/47 [00:09<02:05, 2.85s/it] 149/299 3.12G 0.01664 0.00314 0 0.01978 27 640: 9%|▊ | 4/47 [00:09<02:00, 2.80s/it] 149/299 3.12G 0.01611 0.003141 0 0.01925 30 640: 9%|▊ | 4/47 [00:09<02:00, 2.80s/it] 149/299 3.12G 0.01611 0.003141 0 0.01925 30 640: 11%|█ | 5/47 [00:09<01:17, 1.84s/it] 149/299 3.12G 0.01571 0.003225 0 0.01893 38 640: 11%|█ | 5/47 [00:09<01:17, 1.84s/it] 149/299 3.12G 0.01571 0.003225 0 0.01893 38 640: 13%|█▎ | 6/47 [00:09<00:51, 1.26s/it] 149/299 3.12G 0.01633 0.003337 0 0.01967 27 640: 13%|█▎ | 6/47 [00:09<00:51, 1.26s/it] 149/299 3.12G 0.01633 0.003337 0 0.01967 27 640: 15%|█▍ | 7/47 [00:09<00:35, 1.13it/s] 149/299 3.12G 0.01603 0.003298 0 0.01933 32 640: 15%|█▍ | 7/47 [00:09<00:35, 1.13it/s] 149/299 3.12G 0.01603 0.003298 0 0.01933 32 640: 17%|█▋ | 8/47 [00:09<00:24, 1.57it/s] 149/299 3.12G 0.0157 0.003169 0 0.01887 26 640: 17%|█▋ | 8/47 [00:09<00:24, 1.57it/s] 149/299 3.12G 0.0157 0.003169 0 0.01887 26 640: 19%|█▉ | 9/47 [00:09<00:18, 2.11it/s] 149/299 3.12G 0.01552 0.003176 0 0.01869 29 640: 19%|█▉ | 9/47 [00:09<00:18, 2.11it/s] 149/299 3.12G 0.01552 0.003176 0 0.01869 29 640: 21%|██▏ | 10/47 [00:09<00:13, 2.69it/s] 149/299 3.12G 0.01563 0.003136 0 0.01877 25 640: 21%|██▏ | 10/47 [00:14<00:13, 2.69it/s] 149/299 3.12G 0.01563 0.003136 0 0.01877 25 640: 23%|██▎ | 11/47 [00:14<01:04, 1.79s/it] 149/299 3.12G 0.01565 0.003158 0 0.01881 31 640: 23%|██▎ | 11/47 [00:17<01:04, 1.79s/it] 149/299 3.12G 0.01565 0.003158 0 0.01881 31 640: 26%|██▌ | 12/47 [00:17<01:12, 2.06s/it] 149/299 3.12G 0.01573 0.003233 0 0.01896 44 640: 26%|██▌ | 12/47 [00:17<01:12, 2.06s/it] 149/299 3.12G 0.01573 0.003233 0 0.01896 44 640: 28%|██▊ | 13/47 [00:17<00:50, 1.48s/it] 149/299 3.12G 0.01574 0.003282 0 0.01902 38 640: 28%|██▊ | 13/47 [00:17<00:50, 1.48s/it] 149/299 3.12G 0.01574 0.003282 0 0.01902 38 640: 30%|██▉ | 14/47 [00:17<00:35, 1.07s/it] 149/299 3.12G 0.01568 0.003279 0 0.01896 37 640: 30%|██▉ | 14/47 [00:17<00:35, 1.07s/it] 149/299 3.12G 0.01568 0.003279 0 0.01896 37 640: 32%|███▏ | 15/47 [00:17<00:25, 1.28it/s] 149/299 3.12G 0.01568 0.003298 0 0.01898
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.50s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:01<00:00, 1.45it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:01<00:00, 2.32it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:01<00:00, 1.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.99 0.745
0%| | 0/47 [00:00<?, ?it/s] 150/299 3.12G 0.01537 0.002333 0 0.0177 23 640: 0%| | 0/47 [00:00<?, ?it/s] 150/299 3.12G 0.01537 0.002333 0 0.0177 23 640: 2%|▏ | 1/47 [00:00<00:06, 7.40it/s] 150/299 3.12G 0.0156 0.002558 0 0.01816 30 640: 2%|▏ | 1/47 [00:00<00:06, 7.40it/s] 150/299 3.12G 0.0156 0.002558 0 0.01816 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.90it/s] 150/299 3.12G 0.01623 0.002517 0 0.01874 19 640: 4%|▍ | 2/47 [00:00<00:05, 7.90it/s] 150/299 3.12G 0.01623 0.002517 0 0.01874 19 640: 6%|▋ | 3/47 [00:00<00:05, 7.46it/s] 150/299 3.12G 0.0159 0.002687 0 0.01858 37 640: 6%|▋ | 3/47 [00:03<00:05, 7.46it/s] 150/299 3.12G 0.0159 0.002687 0 0.01858 37 640: 9%|▊ | 4/47 [00:03<00:54, 1.27s/it] 150/299 3.12G 0.0153 0.002774 0 0.01807 30 640: 9%|▊ | 4/47 [00:09<00:54, 1.27s/it] 150/299 3.12G 0.0153 0.002774 0 0.01807 30 640: 11%|█ | 5/47 [00:09<01:59, 2.85s/it] 150/299 3.12G 0.01497 0.002852 0 0.01782 31 640: 11%|█ | 5/47 [00:09<01:59, 2.85s/it] 150/299 3.12G 0.01497 0.002852 0 0.01782 31 640: 13%|█▎ | 6/47 [00:09<01:18, 1.92s/it] 150/299 3.12G 0.01486 0.003046 0 0.0179 35 640: 13%|█▎ | 6/47 [00:09<01:18, 1.92s/it] 150/299 3.12G 0.01486 0.003046 0 0.0179 35 640: 15%|█▍ | 7/47 [00:09<00:53, 1.34s/it] 150/299 3.12G 0.01502 0.003099 0 0.01812 38 640: 15%|█▍ | 7/47 [00:09<00:53, 1.34s/it] 150/299 3.12G 0.01502 0.003099 0 0.01812 38 640: 17%|█▋ | 8/47 [00:09<00:37, 1.05it/s] 150/299 3.12G 0.01499 0.003146 0 0.01814 32 640: 17%|█▋ | 8/47 [00:09<00:37, 1.05it/s] 150/299 3.12G 0.01499 0.003146 0 0.01814 32 640: 19%|█▉ | 9/47 [00:09<00:26, 1.45it/s] 150/299 3.12G 0.01523 0.003132 0 0.01837 26 640: 19%|█▉ | 9/47 [00:09<00:26, 1.45it/s] 150/299 3.12G 0.01523 0.003132 0 0.01837 26 640: 21%|██▏ | 10/47 [00:09<00:18, 1.95it/s] 150/299 3.12G 0.01516 0.003131 0 0.01829 26 640: 21%|██▏ | 10/47 [00:09<00:18, 1.95it/s] 150/299 3.12G 0.01516 0.003131 0 0.01829 26 640: 23%|██▎ | 11/47 [00:09<00:14, 2.51it/s] 150/299 3.12G 0.01512 0.003196 0 0.01832 32 640: 23%|██▎ | 11/47 [00:11<00:14, 2.51it/s] 150/299 3.12G 0.01512 0.003196 0 0.01832 32 640: 26%|██▌ | 12/47 [00:11<00:32, 1.09it/s] 150/299 3.12G 0.01514 0.003218 0 0.01836 28 640: 26%|██▌ | 12/47 [00:17<00:32, 1.09it/s] 150/299 3.12G 0.01514 0.003218 0 0.01836 28 640: 28%|██▊ | 13/47 [00:17<01:21, 2.38s/it] 150/299 3.12G 0.01517 0.003164 0 0.01834 23 640: 28%|██▊ | 13/47 [00:17<01:21, 2.38s/it] 150/299 3.12G 0.01517 0.003164 0 0.01834 23 640: 30%|██▉ | 14/47 [00:17<00:56, 1.70s/it] 150/299 3.12G 0.01533 0.003168 0 0.0185 45 640: 30%|██▉ | 14/47 [00:17<00:56, 1.70s/it] 150/299 3.12G 0.01533 0.003168 0 0.0185 45 640: 32%|███▏ | 15/47 [00:17<00:39, 1.23s/it] 150/299 3.12G 0.01531 0.003127 0 0.01844
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.07it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.989 0.761
0%| | 0/47 [00:00<?, ?it/s] 151/299 3.12G 0.01381 0.003691 0 0.0175 39 640: 0%| | 0/47 [00:00<?, ?it/s] 151/299 3.12G 0.01381 0.003691 0 0.0175 39 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 151/299 3.12G 0.01382 0.003604 0 0.01742 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 151/299 3.12G 0.01382 0.003604 0 0.01742 37 640: 4%|▍ | 2/47 [00:00<00:05, 8.87it/s] 151/299 3.12G 0.01433 0.003329 0 0.01766 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.87it/s] 151/299 3.12G 0.01433 0.003329 0 0.01766 27 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 151/299 3.12G 0.01442 0.003335 0 0.01775 37 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 151/299 3.12G 0.01442 0.003335 0 0.01775 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.10it/s] 151/299 3.12G 0.01403 0.003347 0 0.01738 39 640: 9%|▊ | 4/47 [00:02<00:05, 8.10it/s] 151/299 3.12G 0.01403 0.003347 0 0.01738 39 640: 11%|█ | 5/47 [00:02<00:38, 1.10it/s] 151/299 3.12G 0.01415 0.00332 0 0.01747 40 640: 11%|█ | 5/47 [00:10<00:38, 1.10it/s] 151/299 3.12G 0.01415 0.00332 0 0.01747 40 640: 13%|█▎ | 6/47 [00:10<02:12, 3.24s/it] 151/299 3.12G 0.01414 0.003346 0 0.01749 31 640: 13%|█▎ | 6/47 [00:10<02:12, 3.24s/it] 151/299 3.12G 0.01414 0.003346 0 0.01749 31 640: 15%|█▍ | 7/47 [00:10<01:28, 2.22s/it] 151/299 3.12G 0.01394 0.003224 0 0.01717 26 640: 15%|█▍ | 7/47 [00:10<01:28, 2.22s/it] 151/299 3.12G 0.01394 0.003224 0 0.01717 26 640: 17%|█▋ | 8/47 [00:10<01:00, 1.56s/it] 151/299 3.12G 0.01428 0.003257 0 0.01753 40 640: 17%|█▋ | 8/47 [00:10<01:00, 1.56s/it] 151/299 3.12G 0.01428 0.003257 0 0.01753 40 640: 19%|█▉ | 9/47 [00:10<00:41, 1.10s/it] 151/299 3.12G 0.01426 0.003197 0 0.01746 31 640: 19%|█▉ | 9/47 [00:11<00:41, 1.10s/it] 151/299 3.12G 0.01426 0.003197 0 0.01746 31 640: 21%|██▏ | 10/47 [00:11<00:29, 1.26it/s] 151/299 3.12G 0.01452 0.003187 0 0.01771 26 640: 21%|██▏ | 10/47 [00:11<00:29, 1.26it/s] 151/299 3.12G 0.01452 0.003187 0 0.01771 26 640: 23%|██▎ | 11/47 [00:11<00:21, 1.70it/s] 151/299 3.12G 0.01441 0.003201 0 0.01761 29 640: 23%|██▎ | 11/47 [00:11<00:21, 1.70it/s] 151/299 3.12G 0.01441 0.003201 0 0.01761 29 640: 26%|██▌ | 12/47 [00:11<00:15, 2.22it/s] 151/299 3.12G 0.01438 0.003211 0 0.01759 31 640: 26%|██▌ | 12/47 [00:12<00:15, 2.22it/s] 151/299 3.12G 0.01438 0.003211 0 0.01759 31 640: 28%|██▊ | 13/47 [00:12<00:21, 1.55it/s] 151/299 3.12G 0.01434 0.003185 0 0.01753 27 640: 28%|██▊ | 13/47 [00:19<00:21, 1.55it/s] 151/299 3.12G 0.01434 0.003185 0 0.01753 27 640: 30%|██▉ | 14/47 [00:19<01:21, 2.47s/it] 151/299 3.12G 0.01424 0.003134 0 0.01737 30 640: 30%|██▉ | 14/47 [00:19<01:21, 2.47s/it] 151/299 3.12G 0.01424 0.003134 0 0.01737 30 640: 32%|███▏ | 15/47 [00:19<00:56, 1.76s/it] 151/299 3.12G 0.01424 0.003129 0 0.01737
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.946 0.972 0.991 0.747
0%| | 0/47 [00:00<?, ?it/s] 152/299 3.12G 0.0135 0.002693 0 0.0162 26 640: 0%| | 0/47 [00:00<?, ?it/s] 152/299 3.12G 0.0135 0.002693 0 0.0162 26 640: 2%|▏ | 1/47 [00:00<00:06, 7.37it/s] 152/299 3.12G 0.01389 0.002744 0 0.01664 33 640: 2%|▏ | 1/47 [00:00<00:06, 7.37it/s] 152/299 3.12G 0.01389 0.002744 0 0.01664 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.31it/s] 152/299 3.12G 0.01441 0.002712 0 0.01712 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.31it/s] 152/299 3.12G 0.01441 0.002712 0 0.01712 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.56it/s] 152/299 3.12G 0.01428 0.002601 0 0.01688 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.56it/s] 152/299 3.12G 0.01428 0.002601 0 0.01688 29 640: 9%|▊ | 4/47 [00:00<00:04, 8.66it/s] 152/299 3.12G 0.01414 0.002627 0 0.01677 24 640: 9%|▊ | 4/47 [00:00<00:04, 8.66it/s] 152/299 3.12G 0.01414 0.002627 0 0.01677 24 640: 11%|█ | 5/47 [00:00<00:05, 7.99it/s] 152/299 3.12G 0.01494 0.002727 0 0.01767 30 640: 11%|█ | 5/47 [00:00<00:05, 7.99it/s] 152/299 3.12G 0.01494 0.002727 0 0.01767 30 640: 13%|█▎ | 6/47 [00:00<00:04, 8.27it/s] 152/299 3.12G 0.01461 0.002633 0 0.01724 20 640: 13%|█▎ | 6/47 [00:09<00:04, 8.27it/s] 152/299 3.12G 0.01461 0.002633 0 0.01724 20 640: 15%|█▍ | 7/47 [00:09<01:59, 2.98s/it] 152/299 3.12G 0.01433 0.002687 0 0.01702 32 640: 15%|█▍ | 7/47 [00:09<01:59, 2.98s/it] 152/299 3.12G 0.01433 0.002687 0 0.01702 32 640: 17%|█▋ | 8/47 [00:09<01:20, 2.07s/it] 152/299 3.12G 0.0143 0.002686 0 0.01699 27 640: 17%|█▋ | 8/47 [00:09<01:20, 2.07s/it] 152/299 3.12G 0.0143 0.002686 0 0.01699 27 640: 19%|█▉ | 9/47 [00:09<00:55, 1.47s/it] 152/299 3.12G 0.01444 0.002671 0 0.01711 33 640: 19%|█▉ | 9/47 [00:09<00:55, 1.47s/it] 152/299 3.12G 0.01444 0.002671 0 0.01711 33 640: 21%|██▏ | 10/47 [00:09<00:38, 1.05s/it] 152/299 3.12G 0.01466 0.002701 0 0.01736 34 640: 21%|██▏ | 10/47 [00:10<00:38, 1.05s/it] 152/299 3.12G 0.01466 0.002701 0 0.01736 34 640: 23%|██▎ | 11/47 [00:10<00:27, 1.32it/s] 152/299 3.12G 0.01486 0.002824 0 0.01768 37 640: 23%|██▎ | 11/47 [00:10<00:27, 1.32it/s] 152/299 3.12G 0.01486 0.002824 0 0.01768 37 640: 26%|██▌ | 12/47 [00:10<00:19, 1.78it/s] 152/299 3.12G 0.01474 0.002872 0 0.01761 38 640: 26%|██▌ | 12/47 [00:10<00:19, 1.78it/s] 152/299 3.12G 0.01474 0.002872 0 0.01761 38 640: 28%|██▊ | 13/47 [00:10<00:14, 2.32it/s] 152/299 3.12G 0.01472 0.002907 0 0.01763 33 640: 28%|██▊ | 13/47 [00:10<00:14, 2.32it/s] 152/299 3.12G 0.01472 0.002907 0 0.01763 33 640: 30%|██▉ | 14/47 [00:10<00:11, 3.00it/s] 152/299 3.12G 0.01467 0.002903 0 0.01757 33 640: 30%|██▉ | 14/47 [00:17<00:11, 3.00it/s] 152/299 3.12G 0.01467 0.002903 0 0.01757 33 640: 32%|███▏ | 15/47 [00:17<01:19, 2.47s/it] 152/299 3.12G 0.01457 0.00286 0 0.01743
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.963 0.993 0.755
0%| | 0/47 [00:00<?, ?it/s] 153/299 3.12G 0.01392 0.002973 0 0.01689 35 640: 0%| | 0/47 [00:00<?, ?it/s] 153/299 3.12G 0.01392 0.002973 0 0.01689 35 640: 2%|▏ | 1/47 [00:00<00:05, 7.94it/s] 153/299 3.12G 0.01367 0.002652 0 0.01632 31 640: 2%|▏ | 1/47 [00:00<00:05, 7.94it/s] 153/299 3.12G 0.01367 0.002652 0 0.01632 31 640: 4%|▍ | 2/47 [00:00<00:06, 7.36it/s] 153/299 3.12G 0.01351 0.002686 0 0.01619 26 640: 4%|▍ | 2/47 [00:00<00:06, 7.36it/s] 153/299 3.12G 0.01351 0.002686 0 0.01619 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.00it/s] 153/299 3.12G 0.01379 0.002904 0 0.0167 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.00it/s] 153/299 3.12G 0.01379 0.002904 0 0.0167 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.33it/s] 153/299 3.12G 0.01348 0.002889 0 0.01637 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.33it/s] 153/299 3.12G 0.01348 0.002889 0 0.01637 31 640: 11%|█ | 5/47 [00:00<00:04, 8.54it/s] 153/299 3.12G 0.0142 0.002818 0 0.01702 24 640: 11%|█ | 5/47 [00:00<00:04, 8.54it/s] 153/299 3.12G 0.0142 0.002818 0 0.01702 24 640: 13%|█▎ | 6/47 [00:00<00:08, 5.05it/s] 153/299 3.12G 0.01385 0.002758 0 0.01661 25 640: 13%|█▎ | 6/47 [00:05<00:08, 5.05it/s] 153/299 3.12G 0.01385 0.002758 0 0.01661 25 640: 15%|█▍ | 7/47 [00:05<01:03, 1.58s/it] 153/299 3.12G 0.0137 0.002862 0 0.01656 32 640: 15%|█▍ | 7/47 [00:07<01:03, 1.58s/it] 153/299 3.12G 0.0137 0.002862 0 0.01656 32 640: 17%|█▋ | 8/47 [00:07<01:13, 1.90s/it] 153/299 3.12G 0.01383 0.00286 0 0.01669 29 640: 17%|█▋ | 8/47 [00:08<01:13, 1.90s/it] 153/299 3.12G 0.01383 0.00286 0 0.01669 29 640: 19%|█▉ | 9/47 [00:08<00:50, 1.34s/it] 153/299 3.12G 0.01371 0.002824 0 0.01654 22 640: 19%|█▉ | 9/47 [00:09<00:50, 1.34s/it] 153/299 3.12G 0.01371 0.002824 0 0.01654 22 640: 21%|██▏ | 10/47 [00:09<00:45, 1.22s/it] 153/299 3.12G 0.01428 0.002771 0 0.01705 28 640: 21%|██▏ | 10/47 [00:09<00:45, 1.22s/it] 153/299 3.12G 0.01428 0.002771 0 0.01705 28 640: 23%|██▎ | 11/47 [00:09<00:40, 1.12s/it] 153/299 3.12G 0.01427 0.00279 0 0.01706 30 640: 23%|██▎ | 11/47 [00:10<00:40, 1.12s/it] 153/299 3.12G 0.01427 0.00279 0 0.01706 30 640: 26%|██▌ | 12/47 [00:10<00:28, 1.23it/s] 153/299 3.12G 0.01431 0.002793 0 0.0171 29 640: 26%|██▌ | 12/47 [00:10<00:28, 1.23it/s] 153/299 3.12G 0.01431 0.002793 0 0.0171 29 640: 28%|██▊ | 13/47 [00:10<00:20, 1.66it/s] 153/299 3.12G 0.01426 0.002801 0 0.01707 28 640: 28%|██▊ | 13/47 [00:12<00:20, 1.66it/s] 153/299 3.12G 0.01426 0.002801 0 0.01707 28 640: 30%|██▉ | 14/47 [00:12<00:34, 1.06s/it] 153/299 3.12G 0.01455 0.002814 0 0.01736 29 640: 30%|██▉ | 14/47 [00:13<00:34, 1.06s/it] 153/299 3.12G 0.01455 0.002814 0 0.01736 29 640: 32%|███▏ | 15/47 [00:13<00:40, 1.25s/it] 153/299 3.12G 0.01456 0.002826 0 0.01738
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.945 0.992 0.759
0%| | 0/47 [00:00<?, ?it/s] 154/299 3.12G 0.0152 0.002982 0 0.01818 34 640: 0%| | 0/47 [00:06<?, ?it/s] 154/299 3.12G 0.0152 0.002982 0 0.01818 34 640: 2%|▏ | 1/47 [00:06<04:58, 6.49s/it] 154/299 3.12G 0.01537 0.002854 0 0.01822 33 640: 2%|▏ | 1/47 [00:06<04:58, 6.49s/it] 154/299 3.12G 0.01537 0.002854 0 0.01822 33 640: 4%|▍ | 2/47 [00:06<02:03, 2.74s/it] 154/299 3.12G 0.01526 0.003005 0 0.01827 25 640: 4%|▍ | 2/47 [00:06<02:03, 2.74s/it] 154/299 3.12G 0.01526 0.003005 0 0.01827 25 640: 6%|▋ | 3/47 [00:06<01:08, 1.56s/it] 154/299 3.12G 0.01495 0.003062 0 0.01801 33 640: 6%|▋ | 3/47 [00:09<01:08, 1.56s/it] 154/299 3.12G 0.01495 0.003062 0 0.01801 33 640: 9%|▊ | 4/47 [00:09<01:21, 1.91s/it] 154/299 3.12G 0.01465 0.003071 0 0.01772 30 640: 9%|▊ | 4/47 [00:09<01:21, 1.91s/it] 154/299 3.12G 0.01465 0.003071 0 0.01772 30 640: 11%|█ | 5/47 [00:09<00:53, 1.27s/it] 154/299 3.12G 0.01412 0.003019 0 0.01714 35 640: 11%|█ | 5/47 [00:09<00:53, 1.27s/it] 154/299 3.12G 0.01412 0.003019 0 0.01714 35 640: 13%|█▎ | 6/47 [00:09<00:35, 1.14it/s] 154/299 3.12G 0.01401 0.003042 0 0.01705 32 640: 13%|█▎ | 6/47 [00:09<00:35, 1.14it/s] 154/299 3.12G 0.01401 0.003042 0 0.01705 32 640: 15%|█▍ | 7/47 [00:09<00:25, 1.57it/s] 154/299 3.12G 0.0138 0.002936 0 0.01673 24 640: 15%|█▍ | 7/47 [00:09<00:25, 1.57it/s] 154/299 3.12G 0.0138 0.002936 0 0.01673 24 640: 17%|█▋ | 8/47 [00:09<00:18, 2.13it/s] 154/299 3.12G 0.01407 0.002975 0 0.01705 30 640: 17%|█▋ | 8/47 [00:15<00:18, 2.13it/s] 154/299 3.12G 0.01407 0.002975 0 0.01705 30 640: 19%|█▉ | 9/47 [00:15<01:21, 2.15s/it] 154/299 3.12G 0.01432 0.002933 0 0.01725 26 640: 19%|█▉ | 9/47 [00:15<01:21, 2.15s/it] 154/299 3.12G 0.01432 0.002933 0 0.01725 26 640: 21%|██▏ | 10/47 [00:15<00:56, 1.52s/it] 154/299 3.12G 0.0143 0.002963 0 0.01726 34 640: 21%|██▏ | 10/47 [00:15<00:56, 1.52s/it] 154/299 3.12G 0.0143 0.002963 0 0.01726 34 640: 23%|██▎ | 11/47 [00:15<00:39, 1.10s/it] 154/299 3.12G 0.01434 0.002989 0 0.01733 37 640: 23%|██▎ | 11/47 [00:17<00:39, 1.10s/it] 154/299 3.12G 0.01434 0.002989 0 0.01733 37 640: 26%|██▌ | 12/47 [00:17<00:45, 1.30s/it] 154/299 3.12G 0.01435 0.002978 0 0.01733 25 640: 26%|██▌ | 12/47 [00:17<00:45, 1.30s/it] 154/299 3.12G 0.01435 0.002978 0 0.01733 25 640: 28%|██▊ | 13/47 [00:17<00:31, 1.07it/s] 154/299 3.12G 0.01464 0.002963 0 0.0176 26 640: 28%|██▊ | 13/47 [00:17<00:31, 1.07it/s] 154/299 3.12G 0.01464 0.002963 0 0.0176 26 640: 30%|██▉ | 14/47 [00:17<00:22, 1.45it/s] 154/299 3.12G 0.0146 0.002985 0 0.01759 37 640: 30%|██▉ | 14/47 [00:17<00:22, 1.45it/s] 154/299 3.12G 0.0146 0.002985 0 0.01759 37 640: 32%|███▏ | 15/47 [00:17<00:16, 1.91it/s] 154/299 3.12G 0.0146 0.003023 0 0.01762
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 1 0.936 0.992 0.767
0%| | 0/47 [00:00<?, ?it/s] 155/299 3.12G 0.01461 0.002744 0 0.01736 22 640: 0%| | 0/47 [00:00<?, ?it/s] 155/299 3.12G 0.01461 0.002744 0 0.01736 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 155/299 3.12G 0.01419 0.002709 0 0.0169 24 640: 2%|▏ | 1/47 [00:08<00:05, 8.66it/s] 155/299 3.12G 0.01419 0.002709 0 0.0169 24 640: 4%|▍ | 2/47 [00:08<03:47, 5.06s/it] 155/299 3.12G 0.01472 0.002698 0 0.01742 27 640: 4%|▍ | 2/47 [00:08<03:47, 5.06s/it] 155/299 3.12G 0.01472 0.002698 0 0.01742 27 640: 6%|▋ | 3/47 [00:08<02:03, 2.80s/it] 155/299 3.12G 0.01401 0.002561 0 0.01657 24 640: 6%|▋ | 3/47 [00:08<02:03, 2.80s/it] 155/299 3.12G 0.01401 0.002561 0 0.01657 24 640: 9%|▊ | 4/47 [00:08<01:15, 1.75s/it] 155/299 3.12G 0.01441 0.002829 0 0.01724 41 640: 9%|▊ | 4/47 [00:08<01:15, 1.75s/it] 155/299 3.12G 0.01441 0.002829 0 0.01724 41 640: 11%|█ | 5/47 [00:08<00:48, 1.16s/it] 155/299 3.12G 0.01448 0.002731 0 0.01721 26 640: 11%|█ | 5/47 [00:09<00:48, 1.16s/it] 155/299 3.12G 0.01448 0.002731 0 0.01721 26 640: 13%|█▎ | 6/47 [00:09<00:32, 1.24it/s] 155/299 3.12G 0.01461 0.00277 0 0.01738 26 640: 13%|█▎ | 6/47 [00:09<00:32, 1.24it/s] 155/299 3.12G 0.01461 0.00277 0 0.01738 26 640: 15%|█▍ | 7/47 [00:09<00:23, 1.73it/s] 155/299 3.12G 0.0145 0.002738 0 0.01724 21 640: 15%|█▍ | 7/47 [00:09<00:23, 1.73it/s] 155/299 3.12G 0.0145 0.002738 0 0.01724 21 640: 17%|█▋ | 8/47 [00:09<00:17, 2.28it/s] 155/299 3.12G 0.01475 0.00272 0 0.01747 25 640: 17%|█▋ | 8/47 [00:09<00:17, 2.28it/s] 155/299 3.12G 0.01475 0.00272 0 0.01747 25 640: 19%|█▉ | 9/47 [00:09<00:12, 2.97it/s] 155/299 3.12G 0.01485 0.002797 0 0.01765 32 640: 19%|█▉ | 9/47 [00:17<00:12, 2.97it/s] 155/299 3.12G 0.01485 0.002797 0 0.01765 32 640: 21%|██▏ | 10/47 [00:17<01:36, 2.60s/it] 155/299 3.12G 0.01532 0.002877 0 0.0182 30 640: 21%|██▏ | 10/47 [00:17<01:36, 2.60s/it] 155/299 3.12G 0.01532 0.002877 0 0.0182 30 640: 23%|██▎ | 11/47 [00:17<01:06, 1.84s/it] 155/299 3.12G 0.0152 0.002883 0 0.01809 26 640: 23%|██▎ | 11/47 [00:17<01:06, 1.84s/it] 155/299 3.12G 0.0152 0.002883 0 0.01809 26 640: 26%|██▌ | 12/47 [00:17<00:46, 1.33s/it] 155/299 3.12G 0.01514 0.002901 0 0.01804 30 640: 26%|██▌ | 12/47 [00:17<00:46, 1.33s/it] 155/299 3.12G 0.01514 0.002901 0 0.01804 30 640: 28%|██▊ | 13/47 [00:17<00:32, 1.04it/s] 155/299 3.12G 0.01509 0.002956 0 0.01804 33 640: 28%|██▊ | 13/47 [00:17<00:32, 1.04it/s] 155/299 3.12G 0.01509 0.002956 0 0.01804 33 640: 30%|██▉ | 14/47 [00:17<00:23, 1.42it/s] 155/299 3.12G 0.01493 0.002947 0 0.01788 32 640: 30%|██▉ | 14/47 [00:17<00:23, 1.42it/s] 155/299 3.12G 0.01493 0.002947 0 0.01788 32 640: 32%|███▏ | 15/47 [00:17<00:16, 1.90it/s] 155/299 3.12G 0.01497 0.002933 0 0.01791
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.954 0.99 0.765
0%| | 0/47 [00:00<?, ?it/s] 156/299 3.12G 0.01662 0.003131 0 0.01975 31 640: 0%| | 0/47 [00:00<?, ?it/s] 156/299 3.12G 0.01662 0.003131 0 0.01975 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 156/299 3.12G 0.01524 0.002749 0 0.01799 35 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 156/299 3.12G 0.01524 0.002749 0 0.01799 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.85it/s] 156/299 3.12G 0.01537 0.002757 0 0.01813 29 640: 4%|▍ | 2/47 [00:10<00:05, 7.85it/s] 156/299 3.12G 0.01537 0.002757 0 0.01813 29 640: 6%|▋ | 3/47 [00:10<03:24, 4.65s/it] 156/299 3.12G 0.01505 0.002678 0 0.01773 27 640: 6%|▋ | 3/47 [00:10<03:24, 4.65s/it] 156/299 3.12G 0.01505 0.002678 0 0.01773 27 640: 9%|▊ | 4/47 [00:10<02:03, 2.86s/it] 156/299 3.12G 0.01486 0.002706 0 0.01757 29 640: 9%|▊ | 4/47 [00:10<02:03, 2.86s/it] 156/299 3.12G 0.01486 0.002706 0 0.01757 29 640: 11%|█ | 5/47 [00:10<01:18, 1.88s/it] 156/299 3.12G 0.01559 0.002752 0 0.01834 35 640: 11%|█ | 5/47 [00:10<01:18, 1.88s/it] 156/299 3.12G 0.01559 0.002752 0 0.01834 35 640: 13%|█▎ | 6/47 [00:10<00:52, 1.28s/it] 156/299 3.12G 0.01586 0.002715 0 0.01857 25 640: 13%|█▎ | 6/47 [00:10<00:52, 1.28s/it] 156/299 3.12G 0.01586 0.002715 0 0.01857 25 640: 15%|█▍ | 7/47 [00:10<00:35, 1.12it/s] 156/299 3.12G 0.01595 0.002761 0 0.01871 25 640: 15%|█▍ | 7/47 [00:10<00:35, 1.12it/s] 156/299 3.12G 0.01595 0.002761 0 0.01871 25 640: 17%|█▋ | 8/47 [00:10<00:25, 1.55it/s] 156/299 3.12G 0.0161 0.00269 0 0.01879 21 640: 17%|█▋ | 8/47 [00:11<00:25, 1.55it/s] 156/299 3.12G 0.0161 0.00269 0 0.01879 21 640: 19%|█▉ | 9/47 [00:11<00:18, 2.05it/s] 156/299 3.12G 0.01584 0.002636 0 0.01848 27 640: 19%|█▉ | 9/47 [00:11<00:18, 2.05it/s] 156/299 3.12G 0.01584 0.002636 0 0.01848 27 640: 21%|██▏ | 10/47 [00:11<00:13, 2.69it/s] 156/299 3.12G 0.01582 0.00272 0 0.01854 35 640: 21%|██▏ | 10/47 [00:18<00:13, 2.69it/s] 156/299 3.12G 0.01582 0.00272 0 0.01854 35 640: 23%|██▎ | 11/47 [00:18<01:33, 2.58s/it] 156/299 3.12G 0.01565 0.002773 0 0.01843 24 640: 23%|██▎ | 11/47 [00:18<01:33, 2.58s/it] 156/299 3.12G 0.01565 0.002773 0 0.01843 24 640: 26%|██▌ | 12/47 [00:18<01:04, 1.84s/it] 156/299 3.12G 0.01571 0.002855 0 0.01856 28 640: 26%|██▌ | 12/47 [00:18<01:04, 1.84s/it] 156/299 3.12G 0.01571 0.002855 0 0.01856 28 640: 28%|██▊ | 13/47 [00:18<00:45, 1.32s/it] 156/299 3.12G 0.01566 0.002863 0 0.01852 28 640: 28%|██▊ | 13/47 [00:19<00:45, 1.32s/it] 156/299 3.12G 0.01566 0.002863 0 0.01852 28 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 156/299 3.12G 0.01553 0.002836 0 0.01836 29 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 156/299 3.12G 0.01553 0.002836 0 0.01836 29 640: 32%|███▏ | 15/47 [00:19<00:22, 1.42it/s] 156/299 3.12G 0.01539 0.002811 0 0.01821
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.04it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.945 0.99 0.746
0%| | 0/47 [00:00<?, ?it/s] 157/299 3.12G 0.01345 0.002737 0 0.01618 24 640: 0%| | 0/47 [00:00<?, ?it/s] 157/299 3.12G 0.01345 0.002737 0 0.01618 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 157/299 3.12G 0.01409 0.003083 0 0.01717 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 157/299 3.12G 0.01409 0.003083 0 0.01717 31 640: 4%|▍ | 2/47 [00:00<00:06, 7.41it/s] 157/299 3.12G 0.01513 0.003518 0 0.01865 24 640: 4%|▍ | 2/47 [00:00<00:06, 7.41it/s] 157/299 3.12G 0.01513 0.003518 0 0.01865 24 640: 6%|▋ | 3/47 [00:00<00:05, 8.00it/s] 157/299 3.12G 0.01575 0.003564 0 0.01931 38 640: 6%|▋ | 3/47 [00:07<00:05, 8.00it/s] 157/299 3.12G 0.01575 0.003564 0 0.01931 38 640: 9%|▊ | 4/47 [00:07<02:05, 2.92s/it] 157/299 3.12G 0.01545 0.003341 0 0.01879 23 640: 9%|▊ | 4/47 [00:07<02:05, 2.92s/it] 157/299 3.12G 0.01545 0.003341 0 0.01879 23 640: 11%|█ | 5/47 [00:07<01:20, 1.91s/it] 157/299 3.12G 0.01523 0.003374 0 0.0186 34 640: 11%|█ | 5/47 [00:07<01:20, 1.91s/it] 157/299 3.12G 0.01523 0.003374 0 0.0186 34 640: 13%|█▎ | 6/47 [00:07<00:53, 1.31s/it] 157/299 3.12G 0.01531 0.003306 0 0.01861 27 640: 13%|█▎ | 6/47 [00:07<00:53, 1.31s/it] 157/299 3.12G 0.01531 0.003306 0 0.01861 27 640: 15%|█▍ | 7/47 [00:07<00:36, 1.09it/s] 157/299 3.12G 0.01562 0.003273 0 0.01889 27 640: 15%|█▍ | 7/47 [00:08<00:36, 1.09it/s] 157/299 3.12G 0.01562 0.003273 0 0.01889 27 640: 17%|█▋ | 8/47 [00:08<00:25, 1.51it/s] 157/299 3.12G 0.01551 0.003225 0 0.01873 28 640: 17%|█▋ | 8/47 [00:08<00:25, 1.51it/s] 157/299 3.12G 0.01551 0.003225 0 0.01873 28 640: 19%|█▉ | 9/47 [00:08<00:18, 2.04it/s] 157/299 3.12G 0.0156 0.003203 0 0.0188 30 640: 19%|█▉ | 9/47 [00:08<00:18, 2.04it/s] 157/299 3.12G 0.0156 0.003203 0 0.0188 30 640: 21%|██▏ | 10/47 [00:08<00:14, 2.61it/s] 157/299 3.12G 0.01552 0.003233 0 0.01875 34 640: 21%|██▏ | 10/47 [00:08<00:14, 2.61it/s] 157/299 3.12G 0.01552 0.003233 0 0.01875 34 640: 23%|██▎ | 11/47 [00:08<00:10, 3.33it/s] 157/299 3.12G 0.0155 0.003184 0 0.01869 17 640: 23%|██▎ | 11/47 [00:16<00:10, 3.33it/s] 157/299 3.12G 0.0155 0.003184 0 0.01869 17 640: 26%|██▌ | 12/47 [00:16<01:28, 2.54s/it] 157/299 3.12G 0.01544 0.003184 0 0.01862 32 640: 26%|██▌ | 12/47 [00:16<01:28, 2.54s/it] 157/299 3.12G 0.01544 0.003184 0 0.01862 32 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 157/299 3.12G 0.01548 0.00321 0 0.01869 31 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 157/299 3.12G 0.01548 0.00321 0 0.01869 31 640: 30%|██▉ | 14/47 [00:16<00:43, 1.31s/it] 157/299 3.12G 0.01535 0.00323 0 0.01858 39 640: 30%|██▉ | 14/47 [00:16<00:43, 1.31s/it] 157/299 3.12G 0.01535 0.00323 0 0.01858 39 640: 32%|███▏ | 15/47 [00:16<00:30, 1.06it/s] 157/299 3.12G 0.01519 0.003233 0 0.01843
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.08it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.991 0.754
0%| | 0/47 [00:00<?, ?it/s] 158/299 3.12G 0.01518 0.002393 0 0.01758 26 640: 0%| | 0/47 [00:00<?, ?it/s] 158/299 3.12G 0.01518 0.002393 0 0.01758 26 640: 2%|▏ | 1/47 [00:00<00:05, 9.09it/s] 158/299 3.12G 0.01534 0.002706 0 0.01804 39 640: 2%|▏ | 1/47 [00:00<00:05, 9.09it/s] 158/299 3.12G 0.01534 0.002706 0 0.01804 39 640: 4%|▍ | 2/47 [00:00<00:11, 3.78it/s] 158/299 3.12G 0.01523 0.002838 0 0.01806 32 640: 4%|▍ | 2/47 [00:00<00:11, 3.78it/s] 158/299 3.12G 0.01523 0.002838 0 0.01806 32 640: 6%|▋ | 3/47 [00:00<00:09, 4.81it/s] 158/299 3.12G 0.01469 0.002954 0 0.01764 34 640: 6%|▋ | 3/47 [00:00<00:09, 4.81it/s] 158/299 3.12G 0.01469 0.002954 0 0.01764 34 640: 9%|▊ | 4/47 [00:00<00:07, 5.85it/s] 158/299 3.12G 0.01457 0.002773 0 0.01734 20 640: 9%|▊ | 4/47 [00:07<00:07, 5.85it/s] 158/299 3.12G 0.01457 0.002773 0 0.01734 20 640: 11%|█ | 5/47 [00:07<01:49, 2.62s/it] 158/299 3.12G 0.01461 0.002746 0 0.01735 30 640: 11%|█ | 5/47 [00:07<01:49, 2.62s/it] 158/299 3.12G 0.01461 0.002746 0 0.01735 30 640: 13%|█▎ | 6/47 [00:07<01:12, 1.77s/it] 158/299 3.12G 0.01461 0.002688 0 0.0173 24 640: 13%|█▎ | 6/47 [00:07<01:12, 1.77s/it] 158/299 3.12G 0.01461 0.002688 0 0.0173 24 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 158/299 3.12G 0.0145 0.002817 0 0.01732 39 640: 15%|█▍ | 7/47 [00:08<00:49, 1.24s/it] 158/299 3.12G 0.0145 0.002817 0 0.01732 39 640: 17%|█▋ | 8/47 [00:08<00:34, 1.14it/s] 158/299 3.12G 0.01427 0.002771 0 0.01705 28 640: 17%|█▋ | 8/47 [00:08<00:34, 1.14it/s] 158/299 3.12G 0.01427 0.002771 0 0.01705 28 640: 19%|█▉ | 9/47 [00:08<00:24, 1.56it/s] 158/299 3.12G 0.0141 0.002755 0 0.01685 37 640: 19%|█▉ | 9/47 [00:08<00:24, 1.56it/s] 158/299 3.12G 0.0141 0.002755 0 0.01685 37 640: 21%|██▏ | 10/47 [00:08<00:17, 2.10it/s] 158/299 3.12G 0.01407 0.002703 0 0.01678 21 640: 21%|██▏ | 10/47 [00:08<00:17, 2.10it/s] 158/299 3.12G 0.01407 0.002703 0 0.01678 21 640: 23%|██▎ | 11/47 [00:08<00:13, 2.67it/s] 158/299 3.12G 0.0141 0.00276 0 0.01686 31 640: 23%|██▎ | 11/47 [00:08<00:13, 2.67it/s] 158/299 3.12G 0.0141 0.00276 0 0.01686 31 640: 26%|██▌ | 12/47 [00:08<00:10, 3.39it/s] 158/299 3.12G 0.01417 0.00275 0 0.01692 30 640: 26%|██▌ | 12/47 [00:16<00:10, 3.39it/s] 158/299 3.12G 0.01417 0.00275 0 0.01692 30 640: 28%|██▊ | 13/47 [00:16<01:28, 2.59s/it] 158/299 3.12G 0.01431 0.002727 0 0.01704 20 640: 28%|██▊ | 13/47 [00:16<01:28, 2.59s/it] 158/299 3.12G 0.01431 0.002727 0 0.01704 20 640: 30%|██▉ | 14/47 [00:16<01:00, 1.85s/it] 158/299 3.12G 0.01443 0.002725 0 0.01715 32 640: 30%|██▉ | 14/47 [00:16<01:00, 1.85s/it] 158/299 3.12G 0.01443 0.002725 0 0.01715 32 640: 32%|███▏ | 15/47 [00:16<00:42, 1.33s/it] 158/299 3.12G 0.0145 0.002752 0 0.01726
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.991 0.74
0%| | 0/47 [00:00<?, ?it/s] 159/299 3.12G 0.01312 0.003007 0 0.01613 28 640: 0%| | 0/47 [00:00<?, ?it/s] 159/299 3.12G 0.01312 0.003007 0 0.01613 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 159/299 3.12G 0.0142 0.003269 0 0.01747 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.68it/s] 159/299 3.12G 0.0142 0.003269 0 0.01747 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 159/299 3.12G 0.01411 0.003269 0 0.01738 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 159/299 3.12G 0.01411 0.003269 0 0.01738 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.78it/s] 159/299 3.12G 0.01374 0.002984 0 0.01672 24 640: 6%|▋ | 3/47 [00:00<00:05, 8.78it/s] 159/299 3.12G 0.01374 0.002984 0 0.01672 24 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 159/299 3.12G 0.01354 0.00289 0 0.01643 25 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 159/299 3.12G 0.01354 0.00289 0 0.01643 25 640: 11%|█ | 5/47 [00:00<00:05, 8.29it/s] 159/299 3.12G 0.0134 0.002732 0 0.01613 22 640: 11%|█ | 5/47 [00:10<00:05, 8.29it/s] 159/299 3.12G 0.0134 0.002732 0 0.01613 22 640: 13%|█▎ | 6/47 [00:10<02:25, 3.55s/it] 159/299 3.12G 0.01366 0.002812 0 0.01647 26 640: 13%|█▎ | 6/47 [00:10<02:25, 3.55s/it] 159/299 3.12G 0.01366 0.002812 0 0.01647 26 640: 15%|█▍ | 7/47 [00:10<01:37, 2.43s/it] 159/299 3.12G 0.01366 0.002824 0 0.01648 30 640: 15%|█▍ | 7/47 [00:11<01:37, 2.43s/it] 159/299 3.12G 0.01366 0.002824 0 0.01648 30 640: 17%|█▋ | 8/47 [00:11<01:06, 1.69s/it] 159/299 3.12G 0.01368 0.002821 0 0.01651 26 640: 17%|█▋ | 8/47 [00:11<01:06, 1.69s/it] 159/299 3.12G 0.01368 0.002821 0 0.01651 26 640: 19%|█▉ | 9/47 [00:11<00:45, 1.20s/it] 159/299 3.12G 0.01377 0.002774 0 0.01655 23 640: 19%|█▉ | 9/47 [00:11<00:45, 1.20s/it] 159/299 3.12G 0.01377 0.002774 0 0.01655 23 640: 21%|██▏ | 10/47 [00:11<00:31, 1.16it/s] 159/299 3.12G 0.0138 0.00278 0 0.01658 33 640: 21%|██▏ | 10/47 [00:11<00:31, 1.16it/s] 159/299 3.12G 0.0138 0.00278 0 0.01658 33 640: 23%|██▎ | 11/47 [00:11<00:22, 1.58it/s] 159/299 3.12G 0.01368 0.002862 0 0.01654 37 640: 23%|██▎ | 11/47 [00:11<00:22, 1.58it/s] 159/299 3.12G 0.01368 0.002862 0 0.01654 37 640: 26%|██▌ | 12/47 [00:11<00:16, 2.07it/s] 159/299 3.12G 0.01379 0.002974 0 0.01676 36 640: 26%|██▌ | 12/47 [00:11<00:16, 2.07it/s] 159/299 3.12G 0.01379 0.002974 0 0.01676 36 640: 28%|██▊ | 13/47 [00:11<00:12, 2.70it/s] 159/299 3.12G 0.01385 0.002985 0 0.01684 33 640: 28%|██▊ | 13/47 [00:19<00:12, 2.70it/s] 159/299 3.12G 0.01385 0.002985 0 0.01684 33 640: 30%|██▉ | 14/47 [00:19<01:25, 2.58s/it] 159/299 3.12G 0.01374 0.002982 0 0.01672 31 640: 30%|██▉ | 14/47 [00:19<01:25, 2.58s/it] 159/299 3.12G 0.01374 0.002982 0 0.01672 31 640: 32%|███▏ | 15/47 [00:19<00:58, 1.84s/it] 159/299 3.12G 0.01393 0.003028 0 0.01696
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.25it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.54it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.99 0.765
0%| | 0/47 [00:00<?, ?it/s] 160/299 3.12G 0.01314 0.002472 0 0.01562 26 640: 0%| | 0/47 [00:00<?, ?it/s] 160/299 3.12G 0.01314 0.002472 0 0.01562 26 640: 2%|▏ | 1/47 [00:00<00:06, 7.54it/s] 160/299 3.12G 0.01528 0.002339 0 0.01762 21 640: 2%|▏ | 1/47 [00:00<00:06, 7.54it/s] 160/299 3.12G 0.01528 0.002339 0 0.01762 21 640: 4%|▍ | 2/47 [00:00<00:05, 8.41it/s] 160/299 3.12G 0.01505 0.002471 0 0.01752 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.41it/s] 160/299 3.12G 0.01505 0.002471 0 0.01752 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.63it/s] 160/299 3.12G 0.0152 0.002434 0 0.01763 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.63it/s] 160/299 3.12G 0.0152 0.002434 0 0.01763 26 640: 9%|▊ | 4/47 [00:00<00:04, 8.74it/s] 160/299 3.12G 0.01501 0.0026 0 0.01761 33 640: 9%|▊ | 4/47 [00:00<00:04, 8.74it/s] 160/299 3.12G 0.01501 0.0026 0 0.01761 33 640: 11%|█ | 5/47 [00:00<00:05, 8.07it/s] 160/299 3.12G 0.01506 0.002567 0 0.01763 24 640: 11%|█ | 5/47 [00:00<00:05, 8.07it/s] 160/299 3.12G 0.01506 0.002567 0 0.01763 24 640: 13%|█▎ | 6/47 [00:00<00:04, 8.35it/s] 160/299 3.12G 0.01527 0.002484 0 0.01775 24 640: 13%|█▎ | 6/47 [00:10<00:04, 8.35it/s] 160/299 3.12G 0.01527 0.002484 0 0.01775 24 640: 15%|█▍ | 7/47 [00:10<02:12, 3.32s/it] 160/299 3.12G 0.01571 0.00252 0 0.01823 22 640: 15%|█▍ | 7/47 [00:10<02:12, 3.32s/it] 160/299 3.12G 0.01571 0.00252 0 0.01823 22 640: 17%|█▋ | 8/47 [00:10<01:29, 2.30s/it] 160/299 3.12G 0.01566 0.002695 0 0.01836 39 640: 17%|█▋ | 8/47 [00:10<01:29, 2.30s/it] 160/299 3.12G 0.01566 0.002695 0 0.01836 39 640: 19%|█▉ | 9/47 [00:10<01:01, 1.63s/it] 160/299 3.12G 0.01571 0.002666 0 0.01838 23 640: 19%|█▉ | 9/47 [00:11<01:01, 1.63s/it] 160/299 3.12G 0.01571 0.002666 0 0.01838 23 640: 21%|██▏ | 10/47 [00:11<00:44, 1.21s/it] 160/299 3.12G 0.01586 0.002684 0 0.01854 26 640: 21%|██▏ | 10/47 [00:11<00:44, 1.21s/it] 160/299 3.12G 0.01586 0.002684 0 0.01854 26 640: 23%|██▎ | 11/47 [00:11<00:31, 1.14it/s] 160/299 3.12G 0.01578 0.002735 0 0.01851 22 640: 23%|██▎ | 11/47 [00:11<00:31, 1.14it/s] 160/299 3.12G 0.01578 0.002735 0 0.01851 22 640: 26%|██▌ | 12/47 [00:11<00:22, 1.56it/s] 160/299 3.12G 0.01566 0.002715 0 0.01837 31 640: 26%|██▌ | 12/47 [00:11<00:22, 1.56it/s] 160/299 3.12G 0.01566 0.002715 0 0.01837 31 640: 28%|██▊ | 13/47 [00:11<00:16, 2.04it/s] 160/299 3.12G 0.01556 0.002735 0 0.0183 32 640: 28%|██▊ | 13/47 [00:11<00:16, 2.04it/s] 160/299 3.12G 0.01556 0.002735 0 0.0183 32 640: 30%|██▉ | 14/47 [00:11<00:12, 2.65it/s] 160/299 3.12G 0.01538 0.002689 0 0.01807 24 640: 30%|██▉ | 14/47 [00:19<00:12, 2.65it/s] 160/299 3.12G 0.01538 0.002689 0 0.01807 24 640: 32%|███▏ | 15/47 [00:19<01:19, 2.50s/it] 160/299 3.12G 0.01532 0.002691 0 0.01801
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.63it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.982 0.993 0.756
0%| | 0/47 [00:00<?, ?it/s] 161/299 3.12G 0.01221 0.002869 0 0.01508 30 640: 0%| | 0/47 [00:00<?, ?it/s] 161/299 3.12G 0.01221 0.002869 0 0.01508 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 161/299 3.12G 0.01263 0.002926 0 0.01556 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 161/299 3.12G 0.01263 0.002926 0 0.01556 34 640: 4%|▍ | 2/47 [00:00<00:23, 1.88it/s] 161/299 3.12G 0.01233 0.002868 0 0.0152 26 640: 4%|▍ | 2/47 [00:01<00:23, 1.88it/s] 161/299 3.12G 0.01233 0.002868 0 0.0152 26 640: 6%|▋ | 3/47 [00:01<00:14, 2.93it/s] 161/299 3.12G 0.01274 0.0029 0 0.01564 27 640: 6%|▋ | 3/47 [00:01<00:14, 2.93it/s] 161/299 3.12G 0.01274 0.0029 0 0.01564 27 640: 9%|▊ | 4/47 [00:01<00:10, 3.99it/s] 161/299 3.12G 0.01286 0.002909 0 0.01577 29 640: 9%|▊ | 4/47 [00:01<00:10, 3.99it/s] 161/299 3.12G 0.01286 0.002909 0 0.01577 29 640: 11%|█ | 5/47 [00:01<00:08, 4.98it/s] 161/299 3.12G 0.01263 0.002943 0 0.01558 28 640: 11%|█ | 5/47 [00:01<00:08, 4.98it/s] 161/299 3.12G 0.01263 0.002943 0 0.01558 28 640: 13%|█▎ | 6/47 [00:01<00:07, 5.54it/s] 161/299 3.12G 0.01315 0.002923 0 0.01607 27 640: 13%|█▎ | 6/47 [00:01<00:07, 5.54it/s] 161/299 3.12G 0.01315 0.002923 0 0.01607 27 640: 15%|█▍ | 7/47 [00:01<00:06, 6.32it/s] 161/299 3.12G 0.01297 0.002887 0 0.01585 22 640: 15%|█▍ | 7/47 [00:12<00:06, 6.32it/s] 161/299 3.12G 0.01297 0.002887 0 0.01585 22 640: 17%|█▋ | 8/47 [00:12<02:23, 3.69s/it] 161/299 3.12G 0.01287 0.002876 0 0.01575 31 640: 17%|█▋ | 8/47 [00:12<02:23, 3.69s/it] 161/299 3.12G 0.01287 0.002876 0 0.01575 31 640: 19%|█▉ | 9/47 [00:12<01:37, 2.58s/it] 161/299 3.12G 0.01295 0.002847 0 0.01579 26 640: 19%|█▉ | 9/47 [00:14<01:37, 2.58s/it] 161/299 3.12G 0.01295 0.002847 0 0.01579 26 640: 21%|██▏ | 10/47 [00:14<01:21, 2.22s/it] 161/299 3.12G 0.01284 0.002849 0 0.01569 30 640: 21%|██▏ | 10/47 [00:14<01:21, 2.22s/it] 161/299 3.12G 0.01284 0.002849 0 0.01569 30 640: 23%|██▎ | 11/47 [00:14<00:56, 1.57s/it] 161/299 3.12G 0.01277 0.002873 0 0.01564 29 640: 23%|██▎ | 11/47 [00:14<00:56, 1.57s/it] 161/299 3.12G 0.01277 0.002873 0 0.01564 29 640: 26%|██▌ | 12/47 [00:14<00:39, 1.13s/it] 161/299 3.12G 0.01295 0.002881 0 0.01583 34 640: 26%|██▌ | 12/47 [00:14<00:39, 1.13s/it] 161/299 3.12G 0.01295 0.002881 0 0.01583 34 640: 28%|██▊ | 13/47 [00:14<00:27, 1.22it/s] 161/299 3.12G 0.01287 0.002802 0 0.01568 18 640: 28%|██▊ | 13/47 [00:14<00:27, 1.22it/s] 161/299 3.12G 0.01287 0.002802 0 0.01568 18 640: 30%|██▉ | 14/47 [00:14<00:20, 1.63it/s] 161/299 3.12G 0.01296 0.002869 0 0.01583 48 640: 30%|██▉ | 14/47 [00:14<00:20, 1.63it/s] 161/299 3.12G 0.01296 0.002869 0 0.01583 48 640: 32%|███▏ | 15/47 [00:14<00:14, 2.16it/s] 161/299 3.12G 0.01284 0.002869 0 0.01571
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 162/299 3.12G 0.01495 0.002583 0 0.01753 27 640: 0%| | 0/47 [00:05<?, ?it/s] 162/299 3.12G 0.01495 0.002583 0 0.01753 27 640: 2%|▏ | 1/47 [00:05<04:30, 5.88s/it] 162/299 3.12G 0.01395 0.002599 0 0.01655 26 640: 2%|▏ | 1/47 [00:06<04:30, 5.88s/it] 162/299 3.12G 0.01395 0.002599 0 0.01655 26 640: 4%|▍ | 2/47 [00:06<01:58, 2.63s/it] 162/299 3.12G 0.01418 0.0026 0 0.01678 25 640: 4%|▍ | 2/47 [00:07<01:58, 2.63s/it] 162/299 3.12G 0.01418 0.0026 0 0.01678 25 640: 6%|▋ | 3/47 [00:07<01:30, 2.06s/it] 162/299 3.12G 0.01368 0.002632 0 0.01632 25 640: 6%|▋ | 3/47 [00:07<01:30, 2.06s/it] 162/299 3.12G 0.01368 0.002632 0 0.01632 25 640: 9%|▊ | 4/47 [00:07<00:55, 1.29s/it] 162/299 3.12G 0.01347 0.002702 0 0.01618 38 640: 9%|▊ | 4/47 [00:07<00:55, 1.29s/it] 162/299 3.12G 0.01347 0.002702 0 0.01618 38 640: 11%|█ | 5/47 [00:07<00:36, 1.16it/s] 162/299 3.12G 0.01353 0.002585 0 0.01611 19 640: 11%|█ | 5/47 [00:07<00:36, 1.16it/s] 162/299 3.12G 0.01353 0.002585 0 0.01611 19 640: 13%|█▎ | 6/47 [00:07<00:24, 1.64it/s] 162/299 3.12G 0.01337 0.002561 0 0.01593 39 640: 13%|█▎ | 6/47 [00:08<00:24, 1.64it/s] 162/299 3.12G 0.01337 0.002561 0 0.01593 39 640: 15%|█▍ | 7/47 [00:08<00:18, 2.19it/s] 162/299 3.12G 0.01334 0.002592 0 0.01593 26 640: 15%|█▍ | 7/47 [00:08<00:18, 2.19it/s] 162/299 3.12G 0.01334 0.002592 0 0.01593 26 640: 17%|█▋ | 8/47 [00:08<00:13, 2.89it/s] 162/299 3.12G 0.0133 0.002572 0 0.01588 26 640: 17%|█▋ | 8/47 [00:14<00:13, 2.89it/s] 162/299 3.12G 0.0133 0.002572 0 0.01588 26 640: 19%|█▉ | 9/47 [00:14<01:21, 2.15s/it] 162/299 3.12G 0.01359 0.002688 0 0.01627 41 640: 19%|█▉ | 9/47 [00:15<01:21, 2.15s/it] 162/299 3.12G 0.01359 0.002688 0 0.01627 41 640: 21%|██▏ | 10/47 [00:15<01:03, 1.73s/it] 162/299 3.12G 0.01355 0.002693 0 0.01624 27 640: 21%|██▏ | 10/47 [00:16<01:03, 1.73s/it] 162/299 3.12G 0.01355 0.002693 0 0.01624 27 640: 23%|██▎ | 11/47 [00:16<00:55, 1.54s/it] 162/299 3.12G 0.01359 0.00278 0 0.01637 33 640: 23%|██▎ | 11/47 [00:16<00:55, 1.54s/it] 162/299 3.12G 0.01359 0.00278 0 0.01637 33 640: 26%|██▌ | 12/47 [00:16<00:38, 1.11s/it] 162/299 3.12G 0.01351 0.002764 0 0.01628 29 640: 26%|██▌ | 12/47 [00:16<00:38, 1.11s/it] 162/299 3.12G 0.01351 0.002764 0 0.01628 29 640: 28%|██▊ | 13/47 [00:16<00:27, 1.24it/s] 162/299 3.12G 0.01353 0.002787 0 0.01632 39 640: 28%|██▊ | 13/47 [00:16<00:27, 1.24it/s] 162/299 3.12G 0.01353 0.002787 0 0.01632 39 640: 30%|██▉ | 14/47 [00:16<00:19, 1.67it/s] 162/299 3.12G 0.0138 0.002806 0 0.0166 29 640: 30%|██▉ | 14/47 [00:16<00:19, 1.67it/s] 162/299 3.12G 0.0138 0.002806 0 0.0166 29 640: 32%|███▏ | 15/47 [00:16<00:14, 2.18it/s] 162/299 3.12G 0.01386 0.002763 0 0.01663
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.963 0.992 0.765
0%| | 0/47 [00:00<?, ?it/s] 163/299 3.12G 0.01408 0.003642 0 0.01772 45 640: 0%| | 0/47 [00:00<?, ?it/s] 163/299 3.12G 0.01408 0.003642 0 0.01772 45 640: 2%|▏ | 1/47 [00:00<00:05, 8.48it/s] 163/299 3.12G 0.01451 0.003205 0 0.01772 21 640: 2%|▏ | 1/47 [00:03<00:05, 8.48it/s] 163/299 3.12G 0.01451 0.003205 0 0.01772 21 640: 4%|▍ | 2/47 [00:03<01:20, 1.78s/it] 163/299 3.12G 0.01412 0.003001 0 0.01712 31 640: 4%|▍ | 2/47 [00:03<01:20, 1.78s/it] 163/299 3.12G 0.01412 0.003001 0 0.01712 31 640: 6%|▋ | 3/47 [00:03<00:45, 1.03s/it] 163/299 3.12G 0.01336 0.002881 0 0.01624 28 640: 6%|▋ | 3/47 [00:10<00:45, 1.03s/it] 163/299 3.12G 0.01336 0.002881 0 0.01624 28 640: 9%|▊ | 4/47 [00:10<02:22, 3.32s/it] 163/299 3.12G 0.0134 0.002718 0 0.01612 21 640: 9%|▊ | 4/47 [00:10<02:22, 3.32s/it] 163/299 3.12G 0.0134 0.002718 0 0.01612 21 640: 11%|█ | 5/47 [00:10<01:30, 2.16s/it] 163/299 3.12G 0.01338 0.002741 0 0.01612 28 640: 11%|█ | 5/47 [00:10<01:30, 2.16s/it] 163/299 3.12G 0.01338 0.002741 0 0.01612 28 640: 13%|█▎ | 6/47 [00:10<01:00, 1.47s/it] 163/299 3.12G 0.01357 0.002717 0 0.01629 25 640: 13%|█▎ | 6/47 [00:10<01:00, 1.47s/it] 163/299 3.12G 0.01357 0.002717 0 0.01629 25 640: 15%|█▍ | 7/47 [00:10<00:40, 1.02s/it] 163/299 3.12G 0.01379 0.002851 0 0.01664 39 640: 15%|█▍ | 7/47 [00:10<00:40, 1.02s/it] 163/299 3.12G 0.01379 0.002851 0 0.01664 39 640: 17%|█▋ | 8/47 [00:10<00:28, 1.35it/s] 163/299 3.12G 0.01392 0.00285 0 0.01677 30 640: 17%|█▋ | 8/47 [00:10<00:28, 1.35it/s] 163/299 3.12G 0.01392 0.00285 0 0.01677 30 640: 19%|█▉ | 9/47 [00:10<00:20, 1.83it/s] 163/299 3.12G 0.01392 0.002812 0 0.01673 26 640: 19%|█▉ | 9/47 [00:13<00:20, 1.83it/s] 163/299 3.12G 0.01392 0.002812 0 0.01673 26 640: 21%|██▏ | 10/47 [00:13<00:46, 1.26s/it] 163/299 3.12G 0.01382 0.00279 0 0.01661 23 640: 21%|██▏ | 10/47 [00:13<00:46, 1.26s/it] 163/299 3.12G 0.01382 0.00279 0 0.01661 23 640: 23%|██▎ | 11/47 [00:13<00:32, 1.10it/s] 163/299 3.12G 0.01375 0.002867 0 0.01662 42 640: 23%|██▎ | 11/47 [00:18<00:32, 1.10it/s] 163/299 3.12G 0.01375 0.002867 0 0.01662 42 640: 26%|██▌ | 12/47 [00:18<01:14, 2.12s/it] 163/299 3.12G 0.01363 0.002802 0 0.01643 24 640: 26%|██▌ | 12/47 [00:18<01:14, 2.12s/it] 163/299 3.12G 0.01363 0.002802 0 0.01643 24 640: 28%|██▊ | 13/47 [00:18<00:51, 1.51s/it] 163/299 3.12G 0.01352 0.002782 0 0.01631 26 640: 28%|██▊ | 13/47 [00:18<00:51, 1.51s/it] 163/299 3.12G 0.01352 0.002782 0 0.01631 26 640: 30%|██▉ | 14/47 [00:18<00:35, 1.09s/it] 163/299 3.12G 0.01335 0.002774 0 0.01613 34 640: 30%|██▉ | 14/47 [00:18<00:35, 1.09s/it] 163/299 3.12G 0.01335 0.002774 0 0.01613 34 640: 32%|███▏ | 15/47 [00:18<00:25, 1.26it/s] 163/299 3.12G 0.01329 0.002776 0 0.01606
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.963 0.992 0.765
0%| | 0/47 [00:00<?, ?it/s] 164/299 3.12G 0.01335 0.001863 0 0.01521 24 640: 0%| | 0/47 [00:00<?, ?it/s] 164/299 3.12G 0.01335 0.001863 0 0.01521 24 640: 2%|▏ | 1/47 [00:00<00:06, 7.37it/s] 164/299 3.12G 0.01362 0.002199 0 0.01582 26 640: 2%|▏ | 1/47 [00:00<00:06, 7.37it/s] 164/299 3.12G 0.01362 0.002199 0 0.01582 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.28it/s] 164/299 3.12G 0.01432 0.002579 0 0.0169 43 640: 4%|▍ | 2/47 [00:02<00:05, 8.28it/s] 164/299 3.12G 0.01432 0.002579 0 0.0169 43 640: 6%|▋ | 3/47 [00:02<00:49, 1.13s/it] 164/299 3.12G 0.01491 0.00267 0 0.01758 23 640: 6%|▋ | 3/47 [00:02<00:49, 1.13s/it] 164/299 3.12G 0.01491 0.00267 0 0.01758 23 640: 9%|▊ | 4/47 [00:02<00:31, 1.37it/s] 164/299 3.12G 0.01506 0.002625 0 0.01768 28 640: 9%|▊ | 4/47 [00:09<00:31, 1.37it/s] 164/299 3.12G 0.01506 0.002625 0 0.01768 28 640: 11%|█ | 5/47 [00:09<02:06, 3.01s/it] 164/299 3.12G 0.01511 0.002609 0 0.01772 23 640: 11%|█ | 5/47 [00:09<02:06, 3.01s/it] 164/299 3.12G 0.01511 0.002609 0 0.01772 23 640: 13%|█▎ | 6/47 [00:09<01:23, 2.03s/it] 164/299 3.12G 0.01527 0.002649 0 0.01792 28 640: 13%|█▎ | 6/47 [00:09<01:23, 2.03s/it] 164/299 3.12G 0.01527 0.002649 0 0.01792 28 640: 15%|█▍ | 7/47 [00:09<00:56, 1.40s/it] 164/299 3.12G 0.01516 0.002824 0 0.01799 39 640: 15%|█▍ | 7/47 [00:10<00:56, 1.40s/it] 164/299 3.12G 0.01516 0.002824 0 0.01799 39 640: 17%|█▋ | 8/47 [00:10<00:38, 1.01it/s] 164/299 3.12G 0.01508 0.002871 0 0.01795 37 640: 17%|█▋ | 8/47 [00:10<00:38, 1.01it/s] 164/299 3.12G 0.01508 0.002871 0 0.01795 37 640: 19%|█▉ | 9/47 [00:10<00:27, 1.39it/s] 164/299 3.12G 0.01472 0.002795 0 0.01751 27 640: 19%|█▉ | 9/47 [00:10<00:27, 1.39it/s] 164/299 3.12G 0.01472 0.002795 0 0.01751 27 640: 21%|██▏ | 10/47 [00:10<00:19, 1.88it/s] 164/299 3.12G 0.01458 0.002777 0 0.01736 24 640: 21%|██▏ | 10/47 [00:11<00:19, 1.88it/s] 164/299 3.12G 0.01458 0.002777 0 0.01736 24 640: 23%|██▎ | 11/47 [00:11<00:21, 1.64it/s] 164/299 3.12G 0.01462 0.002847 0 0.01746 36 640: 23%|██▎ | 11/47 [00:11<00:21, 1.64it/s] 164/299 3.12G 0.01462 0.002847 0 0.01746 36 640: 26%|██▌ | 12/47 [00:11<00:16, 2.18it/s] 164/299 3.12G 0.0146 0.002843 0 0.01745 31 640: 26%|██▌ | 12/47 [00:18<00:16, 2.18it/s] 164/299 3.12G 0.0146 0.002843 0 0.01745 31 640: 28%|██▊ | 13/47 [00:18<01:24, 2.49s/it] 164/299 3.12G 0.01461 0.00289 0 0.0175 28 640: 28%|██▊ | 13/47 [00:18<01:24, 2.49s/it] 164/299 3.12G 0.01461 0.00289 0 0.0175 28 640: 30%|██▉ | 14/47 [00:18<00:58, 1.77s/it] 164/299 3.12G 0.01441 0.002867 0 0.01727 32 640: 30%|██▉ | 14/47 [00:18<00:58, 1.77s/it] 164/299 3.12G 0.01441 0.002867 0 0.01727 32 640: 32%|███▏ | 15/47 [00:18<00:40, 1.27s/it] 164/299 3.12G 0.01424 0.002846 0 0.01709
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.972 0.993 0.759
0%| | 0/47 [00:00<?, ?it/s] 165/299 3.12G 0.01465 0.001915 0 0.01656 21 640: 0%| | 0/47 [00:00<?, ?it/s] 165/299 3.12G 0.01465 0.001915 0 0.01656 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 165/299 3.12G 0.01561 0.00241 0 0.01802 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 165/299 3.12G 0.01561 0.00241 0 0.01802 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 165/299 3.12G 0.01561 0.002859 0 0.01847 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 165/299 3.12G 0.01561 0.002859 0 0.01847 35 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 165/299 3.12G 0.01436 0.002636 0 0.017 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 165/299 3.12G 0.01436 0.002636 0 0.017 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 165/299 3.12G 0.01415 0.002915 0 0.01707 36 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 165/299 3.12G 0.01415 0.002915 0 0.01707 36 640: 11%|█ | 5/47 [00:00<00:04, 8.57it/s] 165/299 3.12G 0.01427 0.003003 0 0.01728 32 640: 11%|█ | 5/47 [00:07<00:04, 8.57it/s] 165/299 3.12G 0.01427 0.003003 0 0.01728 32 640: 13%|█▎ | 6/47 [00:07<01:45, 2.57s/it] 165/299 3.12G 0.01414 0.002938 0 0.01708 30 640: 13%|█▎ | 6/47 [00:08<01:45, 2.57s/it] 165/299 3.12G 0.01414 0.002938 0 0.01708 30 640: 15%|█▍ | 7/47 [00:08<01:10, 1.76s/it] 165/299 3.12G 0.01438 0.0029 0 0.01728 23 640: 15%|█▍ | 7/47 [00:08<01:10, 1.76s/it] 165/299 3.12G 0.01438 0.0029 0 0.01728 23 640: 17%|█▋ | 8/47 [00:08<00:48, 1.24s/it] 165/299 3.12G 0.01442 0.00302 0 0.01744 42 640: 17%|█▋ | 8/47 [00:08<00:48, 1.24s/it] 165/299 3.12G 0.01442 0.00302 0 0.01744 42 640: 19%|█▉ | 9/47 [00:08<00:33, 1.13it/s] 165/299 3.12G 0.01433 0.003016 0 0.01735 34 640: 19%|█▉ | 9/47 [00:08<00:33, 1.13it/s] 165/299 3.12G 0.01433 0.003016 0 0.01735 34 640: 21%|██▏ | 10/47 [00:08<00:24, 1.52it/s] 165/299 3.12G 0.01444 0.003006 0 0.01745 28 640: 21%|██▏ | 10/47 [00:08<00:24, 1.52it/s] 165/299 3.12G 0.01444 0.003006 0 0.01745 28 640: 23%|██▎ | 11/47 [00:08<00:17, 2.04it/s] 165/299 3.12G 0.01443 0.00301 0 0.01744 26 640: 23%|██▎ | 11/47 [00:11<00:17, 2.04it/s] 165/299 3.12G 0.01443 0.00301 0 0.01744 26 640: 26%|██▌ | 12/47 [00:11<00:39, 1.12s/it] 165/299 3.12G 0.01443 0.002991 0 0.01742 31 640: 26%|██▌ | 12/47 [00:11<00:39, 1.12s/it] 165/299 3.12G 0.01443 0.002991 0 0.01742 31 640: 28%|██▊ | 13/47 [00:11<00:27, 1.22it/s] 165/299 3.12G 0.0143 0.002987 0 0.01728 29 640: 28%|██▊ | 13/47 [00:16<00:27, 1.22it/s] 165/299 3.12G 0.0143 0.002987 0 0.01728 29 640: 30%|██▉ | 14/47 [00:16<01:14, 2.25s/it] 165/299 3.12G 0.01433 0.002967 0 0.0173 28 640: 30%|██▉ | 14/47 [00:16<01:14, 2.25s/it] 165/299 3.12G 0.01433 0.002967 0 0.0173 28 640: 32%|███▏ | 15/47 [00:16<00:51, 1.61s/it] 165/299 3.12G 0.01423 0.002985 0 0.01721
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.972 0.993 0.765
0%| | 0/47 [00:00<?, ?it/s] 166/299 3.12G 0.01454 0.003222 0 0.01777 31 640: 0%| | 0/47 [00:00<?, ?it/s] 166/299 3.12G 0.01454 0.003222 0 0.01777 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 166/299 3.12G 0.01368 0.002961 0 0.01664 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.56it/s] 166/299 3.12G 0.01368 0.002961 0 0.01664 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 166/299 3.12G 0.01417 0.002657 0 0.01682 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 166/299 3.12G 0.01417 0.002657 0 0.01682 23 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 166/299 3.12G 0.01565 0.002728 0 0.01838 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 166/299 3.12G 0.01565 0.002728 0 0.01838 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 166/299 3.12G 0.01512 0.002668 0 0.01779 22 640: 9%|▊ | 4/47 [00:02<00:05, 8.24it/s] 166/299 3.12G 0.01512 0.002668 0 0.01779 22 640: 11%|█ | 5/47 [00:02<00:28, 1.50it/s] 166/299 3.12G 0.01492 0.002764 0 0.01769 34 640: 11%|█ | 5/47 [00:02<00:28, 1.50it/s] 166/299 3.12G 0.01492 0.002764 0 0.01769 34 640: 13%|█▎ | 6/47 [00:02<00:19, 2.09it/s] 166/299 3.12G 0.01458 0.002758 0 0.01734 32 640: 13%|█▎ | 6/47 [00:10<00:19, 2.09it/s] 166/299 3.12G 0.01458 0.002758 0 0.01734 32 640: 15%|█▍ | 7/47 [00:10<02:05, 3.13s/it] 166/299 3.12G 0.01448 0.002754 0 0.01723 25 640: 15%|█▍ | 7/47 [00:10<02:05, 3.13s/it] 166/299 3.12G 0.01448 0.002754 0 0.01723 25 640: 17%|█▋ | 8/47 [00:10<01:24, 2.18s/it] 166/299 3.12G 0.01456 0.00274 0 0.0173 19 640: 17%|█▋ | 8/47 [00:11<01:24, 2.18s/it] 166/299 3.12G 0.01456 0.00274 0 0.0173 19 640: 19%|█▉ | 9/47 [00:11<00:58, 1.53s/it] 166/299 3.12G 0.01445 0.002753 0 0.0172 30 640: 19%|█▉ | 9/47 [00:11<00:58, 1.53s/it] 166/299 3.12G 0.01445 0.002753 0 0.0172 30 640: 21%|██▏ | 10/47 [00:11<00:40, 1.09s/it] 166/299 3.12G 0.01432 0.002759 0 0.01708 28 640: 21%|██▏ | 10/47 [00:11<00:40, 1.09s/it] 166/299 3.12G 0.01432 0.002759 0 0.01708 28 640: 23%|██▎ | 11/47 [00:11<00:28, 1.26it/s] 166/299 3.12G 0.01433 0.002898 0 0.01723 43 640: 23%|██▎ | 11/47 [00:11<00:28, 1.26it/s] 166/299 3.12G 0.01433 0.002898 0 0.01723 43 640: 26%|██▌ | 12/47 [00:11<00:20, 1.71it/s] 166/299 3.12G 0.01432 0.002901 0 0.01722 31 640: 26%|██▌ | 12/47 [00:11<00:20, 1.71it/s] 166/299 3.12G 0.01432 0.002901 0 0.01722 31 640: 28%|██▊ | 13/47 [00:11<00:15, 2.27it/s] 166/299 3.12G 0.01422 0.002906 0 0.01712 34 640: 28%|██▊ | 13/47 [00:11<00:15, 2.27it/s] 166/299 3.12G 0.01422 0.002906 0 0.01712 34 640: 30%|██▉ | 14/47 [00:11<00:11, 2.94it/s] 166/299 3.12G 0.01411 0.002928 0 0.01704 38 640: 30%|██▉ | 14/47 [00:19<00:11, 2.94it/s] 166/299 3.12G 0.01411 0.002928 0 0.01704 38 640: 32%|███▏ | 15/47 [00:19<01:20, 2.50s/it] 166/299 3.12G 0.01403 0.002966 0 0.017
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.992 0.758
0%| | 0/47 [00:00<?, ?it/s] 167/299 3.12G 0.01361 0.003551 0 0.01717 41 640: 0%| | 0/47 [00:00<?, ?it/s] 167/299 3.12G 0.01361 0.003551 0 0.01717 41 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 167/299 3.12G 0.01224 0.003351 0 0.01559 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 167/299 3.12G 0.01224 0.003351 0 0.01559 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 167/299 3.12G 0.01241 0.003013 0 0.01542 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 167/299 3.12G 0.01241 0.003013 0 0.01542 28 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 167/299 3.12G 0.01231 0.002976 0 0.01529 34 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 167/299 3.12G 0.01231 0.002976 0 0.01529 34 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 167/299 3.12G 0.01292 0.002891 0 0.01581 24 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 167/299 3.12G 0.01292 0.002891 0 0.01581 24 640: 11%|█ | 5/47 [00:00<00:05, 8.28it/s] 167/299 3.12G 0.01317 0.002855 0 0.01603 28 640: 11%|█ | 5/47 [00:05<00:05, 8.28it/s] 167/299 3.12G 0.01317 0.002855 0 0.01603 28 640: 13%|█▎ | 6/47 [00:05<01:12, 1.76s/it] 167/299 3.12G 0.01375 0.003004 0 0.01675 34 640: 13%|█▎ | 6/47 [00:08<01:12, 1.76s/it] 167/299 3.12G 0.01375 0.003004 0 0.01675 34 640: 15%|█▍ | 7/47 [00:08<01:30, 2.27s/it] 167/299 3.12G 0.01406 0.002924 0 0.01698 22 640: 15%|█▍ | 7/47 [00:09<01:30, 2.27s/it] 167/299 3.12G 0.01406 0.002924 0 0.01698 22 640: 17%|█▋ | 8/47 [00:09<01:02, 1.59s/it] 167/299 3.12G 0.01424 0.002923 0 0.01716 30 640: 17%|█▋ | 8/47 [00:09<01:02, 1.59s/it] 167/299 3.12G 0.01424 0.002923 0 0.01716 30 640: 19%|█▉ | 9/47 [00:09<00:42, 1.13s/it] 167/299 3.12G 0.01448 0.002899 0 0.01737 29 640: 19%|█▉ | 9/47 [00:09<00:42, 1.13s/it] 167/299 3.12G 0.01448 0.002899 0 0.01737 29 640: 21%|██▏ | 10/47 [00:09<00:30, 1.22it/s] 167/299 3.12G 0.01454 0.002921 0 0.01746 35 640: 21%|██▏ | 10/47 [00:09<00:30, 1.22it/s] 167/299 3.12G 0.01454 0.002921 0 0.01746 35 640: 23%|██▎ | 11/47 [00:09<00:21, 1.66it/s] 167/299 3.12G 0.01472 0.003025 0 0.01775 36 640: 23%|██▎ | 11/47 [00:09<00:21, 1.66it/s] 167/299 3.12G 0.01472 0.003025 0 0.01775 36 640: 26%|██▌ | 12/47 [00:09<00:16, 2.16it/s] 167/299 3.12G 0.01477 0.002991 0 0.01776 27 640: 26%|██▌ | 12/47 [00:09<00:16, 2.16it/s] 167/299 3.12G 0.01477 0.002991 0 0.01776 27 640: 28%|██▊ | 13/47 [00:09<00:12, 2.74it/s] 167/299 3.12G 0.01474 0.003018 0 0.01776 31 640: 28%|██▊ | 13/47 [00:13<00:12, 2.74it/s] 167/299 3.12G 0.01474 0.003018 0 0.01776 31 640: 30%|██▉ | 14/47 [00:13<00:51, 1.56s/it] 167/299 3.12G 0.0147 0.003015 0 0.01771 31 640: 30%|██▉ | 14/47 [00:17<00:51, 1.56s/it] 167/299 3.12G 0.0147 0.003015 0 0.01771 31 640: 32%|███▏ | 15/47 [00:17<01:06, 2.07s/it] 167/299 3.12G 0.0146 0.002988 0 0.01759
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.963 0.993 0.762
0%| | 0/47 [00:00<?, ?it/s] 168/299 3.12G 0.0148 0.002509 0 0.01731 23 640: 0%| | 0/47 [00:02<?, ?it/s] 168/299 3.12G 0.0148 0.002509 0 0.01731 23 640: 2%|▏ | 1/47 [00:02<01:41, 2.21s/it] 168/299 3.12G 0.01422 0.002699 0 0.01692 31 640: 2%|▏ | 1/47 [00:02<01:41, 2.21s/it] 168/299 3.12G 0.01422 0.002699 0 0.01692 31 640: 4%|▍ | 2/47 [00:02<00:44, 1.02it/s] 168/299 3.12G 0.01445 0.002713 0 0.01717 31 640: 4%|▍ | 2/47 [00:02<00:44, 1.02it/s] 168/299 3.12G 0.01445 0.002713 0 0.01717 31 640: 6%|▋ | 3/47 [00:02<00:30, 1.43it/s] 168/299 3.12G 0.0138 0.002552 0 0.01635 21 640: 6%|▋ | 3/47 [00:03<00:30, 1.43it/s] 168/299 3.12G 0.0138 0.002552 0 0.01635 21 640: 9%|▊ | 4/47 [00:03<00:24, 1.77it/s] 168/299 3.12G 0.01329 0.00237 0 0.01566 23 640: 9%|▊ | 4/47 [00:03<00:24, 1.77it/s] 168/299 3.12G 0.01329 0.00237 0 0.01566 23 640: 11%|█ | 5/47 [00:03<00:17, 2.42it/s] 168/299 3.12G 0.01348 0.002478 0 0.01596 33 640: 11%|█ | 5/47 [00:06<00:17, 2.42it/s] 168/299 3.12G 0.01348 0.002478 0 0.01596 33 640: 13%|█▎ | 6/47 [00:06<01:03, 1.55s/it] 168/299 3.12G 0.01346 0.002526 0 0.01599 27 640: 13%|█▎ | 6/47 [00:07<01:03, 1.55s/it] 168/299 3.12G 0.01346 0.002526 0 0.01599 27 640: 15%|█▍ | 7/47 [00:07<00:55, 1.38s/it] 168/299 3.12G 0.0134 0.00256 0 0.01596 29 640: 15%|█▍ | 7/47 [00:08<00:55, 1.38s/it] 168/299 3.12G 0.0134 0.00256 0 0.01596 29 640: 17%|█▋ | 8/47 [00:08<00:38, 1.02it/s] 168/299 3.12G 0.0134 0.002568 0 0.01597 29 640: 17%|█▋ | 8/47 [00:10<00:38, 1.02it/s] 168/299 3.12G 0.0134 0.002568 0 0.01597 29 640: 19%|█▉ | 9/47 [00:10<00:55, 1.47s/it] 168/299 3.12G 0.01354 0.002557 0 0.0161 30 640: 19%|█▉ | 9/47 [00:11<00:55, 1.47s/it] 168/299 3.12G 0.01354 0.002557 0 0.0161 30 640: 21%|██▏ | 10/47 [00:11<00:43, 1.17s/it] 168/299 3.12G 0.01363 0.002607 0 0.01624 32 640: 21%|██▏ | 10/47 [00:11<00:43, 1.17s/it] 168/299 3.12G 0.01363 0.002607 0 0.01624 32 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 168/299 3.12G 0.01358 0.002589 0 0.01617 24 640: 23%|██▎ | 11/47 [00:13<00:30, 1.19it/s] 168/299 3.12G 0.01358 0.002589 0 0.01617 24 640: 26%|██▌ | 12/47 [00:13<00:42, 1.22s/it] 168/299 3.12G 0.01361 0.002613 0 0.01622 23 640: 26%|██▌ | 12/47 [00:13<00:42, 1.22s/it] 168/299 3.12G 0.01361 0.002613 0 0.01622 23 640: 28%|██▊ | 13/47 [00:13<00:30, 1.11it/s] 168/299 3.12G 0.0135 0.002648 0 0.01614 27 640: 28%|██▊ | 13/47 [00:15<00:30, 1.11it/s] 168/299 3.12G 0.0135 0.002648 0 0.01614 27 640: 30%|██▉ | 14/47 [00:15<00:40, 1.22s/it] 168/299 3.12G 0.01349 0.002672 0 0.01616 34 640: 30%|██▉ | 14/47 [00:16<00:40, 1.22s/it] 168/299 3.12G 0.01349 0.002672 0 0.01616 34 640: 32%|███▏ | 15/47 [00:16<00:37, 1.17s/it] 168/299 3.12G 0.01373 0.002649 0 0.01638
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.752
0%| | 0/47 [00:00<?, ?it/s] 169/299 3.12G 0.01362 0.002463 0 0.01609 29 640: 0%| | 0/47 [00:00<?, ?it/s] 169/299 3.12G 0.01362 0.002463 0 0.01609 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.50it/s] 169/299 3.12G 0.01405 0.002844 0 0.01689 36 640: 2%|▏ | 1/47 [00:04<00:05, 8.50it/s] 169/299 3.12G 0.01405 0.002844 0 0.01689 36 640: 4%|▍ | 2/47 [00:04<01:55, 2.56s/it] 169/299 3.12G 0.01369 0.002977 0 0.01667 36 640: 4%|▍ | 2/47 [00:04<01:55, 2.56s/it] 169/299 3.12G 0.01369 0.002977 0 0.01667 36 640: 6%|▋ | 3/47 [00:04<01:03, 1.45s/it] 169/299 3.12G 0.01308 0.002686 0 0.01576 22 640: 6%|▋ | 3/47 [00:04<01:03, 1.45s/it] 169/299 3.12G 0.01308 0.002686 0 0.01576 22 640: 9%|▊ | 4/47 [00:04<00:39, 1.09it/s] 169/299 3.12G 0.01296 0.002657 0 0.01562 28 640: 9%|▊ | 4/47 [00:09<00:39, 1.09it/s] 169/299 3.12G 0.01296 0.002657 0 0.01562 28 640: 11%|█ | 5/47 [00:09<01:32, 2.20s/it] 169/299 3.12G 0.01267 0.002605 0 0.01528 32 640: 11%|█ | 5/47 [00:09<01:32, 2.20s/it] 169/299 3.12G 0.01267 0.002605 0 0.01528 32 640: 13%|█▎ | 6/47 [00:09<01:01, 1.51s/it] 169/299 3.12G 0.01259 0.002594 0 0.01519 28 640: 13%|█▎ | 6/47 [00:10<01:01, 1.51s/it] 169/299 3.12G 0.01259 0.002594 0 0.01519 28 640: 15%|█▍ | 7/47 [00:10<01:00, 1.50s/it] 169/299 3.12G 0.01276 0.002581 0 0.01534 23 640: 15%|█▍ | 7/47 [00:10<01:00, 1.50s/it] 169/299 3.12G 0.01276 0.002581 0 0.01534 23 640: 17%|█▋ | 8/47 [00:10<00:41, 1.06s/it] 169/299 3.12G 0.01266 0.002608 0 0.01526 32 640: 17%|█▋ | 8/47 [00:10<00:41, 1.06s/it] 169/299 3.12G 0.01266 0.002608 0 0.01526 32 640: 19%|█▉ | 9/47 [00:10<00:29, 1.31it/s] 169/299 3.12G 0.01363 0.002577 0 0.0162 19 640: 19%|█▉ | 9/47 [00:13<00:29, 1.31it/s] 169/299 3.12G 0.01363 0.002577 0 0.0162 19 640: 21%|██▏ | 10/47 [00:13<00:53, 1.44s/it] 169/299 3.12G 0.01373 0.002619 0 0.01635 28 640: 21%|██▏ | 10/47 [00:14<00:53, 1.44s/it] 169/299 3.12G 0.01373 0.002619 0 0.01635 28 640: 23%|██▎ | 11/47 [00:14<00:37, 1.04s/it] 169/299 3.12G 0.01356 0.002647 0 0.01621 24 640: 23%|██▎ | 11/47 [00:14<00:37, 1.04s/it] 169/299 3.12G 0.01356 0.002647 0 0.01621 24 640: 26%|██▌ | 12/47 [00:14<00:26, 1.32it/s] 169/299 3.12G 0.01365 0.0026 0 0.01625 28 640: 26%|██▌ | 12/47 [00:17<00:26, 1.32it/s] 169/299 3.12G 0.01365 0.0026 0 0.01625 28 640: 28%|██▊ | 13/47 [00:17<00:53, 1.58s/it] 169/299 3.12G 0.01353 0.002579 0 0.01611 24 640: 28%|██▊ | 13/47 [00:17<00:53, 1.58s/it] 169/299 3.12G 0.01353 0.002579 0 0.01611 24 640: 30%|██▉ | 14/47 [00:17<00:37, 1.15s/it] 169/299 3.12G 0.01357 0.002578 0 0.01615 32 640: 30%|██▉ | 14/47 [00:19<00:37, 1.15s/it] 169/299 3.12G 0.01357 0.002578 0 0.01615 32 640: 32%|███▏ | 15/47 [00:19<00:37, 1.17s/it] 169/299 3.12G 0.01341 0.002538 0 0.01595
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.963 0.993 0.756
0%| | 0/47 [00:00<?, ?it/s] 170/299 3.12G 0.01222 0.003137 0 0.01536 37 640: 0%| | 0/47 [00:00<?, ?it/s] 170/299 3.12G 0.01222 0.003137 0 0.01536 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 170/299 3.12G 0.01266 0.002784 0 0.01545 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.54it/s] 170/299 3.12G 0.01266 0.002784 0 0.01545 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 170/299 3.12G 0.01282 0.002641 0 0.01546 28 640: 4%|▍ | 2/47 [00:05<00:05, 8.74it/s] 170/299 3.12G 0.01282 0.002641 0 0.01546 28 640: 6%|▋ | 3/47 [00:05<01:38, 2.25s/it] 170/299 3.12G 0.0135 0.00273 0 0.01623 33 640: 6%|▋ | 3/47 [00:05<01:38, 2.25s/it] 170/299 3.12G 0.0135 0.00273 0 0.01623 33 640: 9%|▊ | 4/47 [00:05<01:00, 1.41s/it] 170/299 3.12G 0.01297 0.002724 0 0.0157 25 640: 9%|▊ | 4/47 [00:05<01:00, 1.41s/it] 170/299 3.12G 0.01297 0.002724 0 0.0157 25 640: 11%|█ | 5/47 [00:05<00:39, 1.06it/s] 170/299 3.12G 0.01297 0.002783 0 0.01576 34 640: 11%|█ | 5/47 [00:07<00:39, 1.06it/s] 170/299 3.12G 0.01297 0.002783 0 0.01576 34 640: 13%|█▎ | 6/47 [00:07<01:00, 1.47s/it] 170/299 3.12G 0.01286 0.002726 0 0.01559 23 640: 13%|█▎ | 6/47 [00:07<01:00, 1.47s/it] 170/299 3.12G 0.01286 0.002726 0 0.01559 23 640: 15%|█▍ | 7/47 [00:07<00:41, 1.04s/it] 170/299 3.12G 0.01286 0.002613 0 0.01547 22 640: 15%|█▍ | 7/47 [00:08<00:41, 1.04s/it] 170/299 3.12G 0.01286 0.002613 0 0.01547 22 640: 17%|█▋ | 8/47 [00:08<00:28, 1.35it/s] 170/299 3.12G 0.0129 0.002546 0 0.01544 24 640: 17%|█▋ | 8/47 [00:08<00:28, 1.35it/s] 170/299 3.12G 0.0129 0.002546 0 0.01544 24 640: 19%|█▉ | 9/47 [00:08<00:20, 1.84it/s] 170/299 3.12G 0.01238 0.00244 0 0.01482 19 640: 19%|█▉ | 9/47 [00:08<00:20, 1.84it/s] 170/299 3.12G 0.01238 0.00244 0 0.01482 19 640: 21%|██▏ | 10/47 [00:08<00:15, 2.44it/s] 170/299 3.12G 0.01249 0.002525 0 0.01501 35 640: 21%|██▏ | 10/47 [00:13<00:15, 2.44it/s] 170/299 3.12G 0.01249 0.002525 0 0.01501 35 640: 23%|██▎ | 11/47 [00:13<01:11, 1.98s/it] 170/299 3.12G 0.01245 0.002538 0 0.01499 30 640: 23%|██▎ | 11/47 [00:13<01:11, 1.98s/it] 170/299 3.12G 0.01245 0.002538 0 0.01499 30 640: 26%|██▌ | 12/47 [00:13<00:49, 1.41s/it] 170/299 3.12G 0.01242 0.002513 0 0.01493 25 640: 26%|██▌ | 12/47 [00:13<00:49, 1.41s/it] 170/299 3.12G 0.01242 0.002513 0 0.01493 25 640: 28%|██▊ | 13/47 [00:13<00:34, 1.02s/it] 170/299 3.12G 0.01255 0.002541 0 0.01509 35 640: 28%|██▊ | 13/47 [00:16<00:34, 1.02s/it] 170/299 3.12G 0.01255 0.002541 0 0.01509 35 640: 30%|██▉ | 14/47 [00:16<00:47, 1.44s/it] 170/299 3.12G 0.01257 0.002601 0 0.01517 40 640: 30%|██▉ | 14/47 [00:16<00:47, 1.44s/it] 170/299 3.12G 0.01257 0.002601 0 0.01517 40 640: 32%|███▏ | 15/47 [00:16<00:33, 1.05s/it] 170/299 3.12G 0.01284 0.002591 0 0.01543
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.36it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.991 0.994 0.767
0%| | 0/47 [00:00<?, ?it/s] 171/299 3.12G 0.01138 0.002284 0 0.01367 25 640: 0%| | 0/47 [00:00<?, ?it/s] 171/299 3.12G 0.01138 0.002284 0 0.01367 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 171/299 3.12G 0.01355 0.002644 0 0.0162 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 171/299 3.12G 0.01355 0.002644 0 0.0162 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 171/299 3.12G 0.01347 0.002519 0 0.01599 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 171/299 3.12G 0.01347 0.002519 0 0.01599 25 640: 6%|▋ | 3/47 [00:00<00:04, 8.81it/s] 171/299 3.12G 0.01298 0.002473 0 0.01545 26 640: 6%|▋ | 3/47 [00:05<00:04, 8.81it/s] 171/299 3.12G 0.01298 0.002473 0 0.01545 26 640: 9%|▊ | 4/47 [00:05<01:29, 2.07s/it] 171/299 3.12G 0.01303 0.002578 0 0.01561 27 640: 9%|▊ | 4/47 [00:05<01:29, 2.07s/it] 171/299 3.12G 0.01303 0.002578 0 0.01561 27 640: 11%|█ | 5/47 [00:05<00:57, 1.37s/it] 171/299 3.12G 0.01308 0.002728 0 0.01581 38 640: 11%|█ | 5/47 [00:05<00:57, 1.37s/it] 171/299 3.12G 0.01308 0.002728 0 0.01581 38 640: 13%|█▎ | 6/47 [00:05<00:38, 1.06it/s] 171/299 3.12G 0.01317 0.002789 0 0.01596 31 640: 13%|█▎ | 6/47 [00:08<00:38, 1.06it/s] 171/299 3.12G 0.01317 0.002789 0 0.01596 31 640: 15%|█▍ | 7/47 [00:08<01:04, 1.62s/it] 171/299 3.12G 0.01314 0.002688 0 0.01583 22 640: 15%|█▍ | 7/47 [00:08<01:04, 1.62s/it] 171/299 3.12G 0.01314 0.002688 0 0.01583 22 640: 17%|█▋ | 8/47 [00:08<00:44, 1.15s/it] 171/299 3.12G 0.01298 0.0027 0 0.01568 27 640: 17%|█▋ | 8/47 [00:09<00:44, 1.15s/it] 171/299 3.12G 0.01298 0.0027 0 0.01568 27 640: 19%|█▉ | 9/47 [00:09<00:33, 1.13it/s] 171/299 3.12G 0.01296 0.002657 0 0.01562 27 640: 19%|█▉ | 9/47 [00:09<00:33, 1.13it/s] 171/299 3.12G 0.01296 0.002657 0 0.01562 27 640: 21%|██▏ | 10/47 [00:09<00:23, 1.54it/s] 171/299 3.12G 0.01323 0.002633 0 0.01586 23 640: 21%|██▏ | 10/47 [00:09<00:23, 1.54it/s] 171/299 3.12G 0.01323 0.002633 0 0.01586 23 640: 23%|██▎ | 11/47 [00:09<00:17, 2.07it/s] 171/299 3.12G 0.01331 0.002706 0 0.01602 30 640: 23%|██▎ | 11/47 [00:14<00:17, 2.07it/s] 171/299 3.12G 0.01331 0.002706 0 0.01602 30 640: 26%|██▌ | 12/47 [00:14<01:09, 1.99s/it] 171/299 3.12G 0.01314 0.002691 0 0.01583 29 640: 26%|██▌ | 12/47 [00:14<01:09, 1.99s/it] 171/299 3.12G 0.01314 0.002691 0 0.01583 29 640: 28%|██▊ | 13/47 [00:14<00:48, 1.42s/it] 171/299 3.12G 0.01312 0.002737 0 0.01586 35 640: 28%|██▊ | 13/47 [00:15<00:48, 1.42s/it] 171/299 3.12G 0.01312 0.002737 0 0.01586 35 640: 30%|██▉ | 14/47 [00:15<00:33, 1.03s/it] 171/299 3.12G 0.01296 0.002729 0 0.01569 38 640: 30%|██▉ | 14/47 [00:16<00:33, 1.03s/it] 171/299 3.12G 0.01296 0.002729 0 0.01569 38 640: 32%|███▏ | 15/47 [00:16<00:40, 1.27s/it] 171/299 3.12G 0.01318 0.002718 0 0.01589
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.988 0.963 0.994 0.757
0%| | 0/47 [00:00<?, ?it/s] 172/299 3.12G 0.01253 0.002673 0 0.0152 37 640: 0%| | 0/47 [00:00<?, ?it/s] 172/299 3.12G 0.01253 0.002673 0 0.0152 37 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 172/299 3.12G 0.01363 0.002439 0 0.01607 25 640: 2%|▏ | 1/47 [00:02<00:06, 6.89it/s] 172/299 3.12G 0.01363 0.002439 0 0.01607 25 640: 4%|▍ | 2/47 [00:02<01:02, 1.38s/it] 172/299 3.12G 0.01361 0.002534 0 0.01614 35 640: 4%|▍ | 2/47 [00:02<01:02, 1.38s/it] 172/299 3.12G 0.01361 0.002534 0 0.01614 35 640: 6%|▋ | 3/47 [00:02<00:35, 1.24it/s] 172/299 3.12G 0.01366 0.002524 0 0.01618 28 640: 6%|▋ | 3/47 [00:02<00:35, 1.24it/s] 172/299 3.12G 0.01366 0.002524 0 0.01618 28 640: 9%|▊ | 4/47 [00:02<00:22, 1.88it/s] 172/299 3.12G 0.01387 0.002536 0 0.01641 29 640: 9%|▊ | 4/47 [00:07<00:22, 1.88it/s] 172/299 3.12G 0.01387 0.002536 0 0.01641 29 640: 11%|█ | 5/47 [00:07<01:30, 2.16s/it] 172/299 3.12G 0.01435 0.002672 0 0.01702 30 640: 11%|█ | 5/47 [00:07<01:30, 2.16s/it] 172/299 3.12G 0.01435 0.002672 0 0.01702 30 640: 13%|█▎ | 6/47 [00:07<01:00, 1.46s/it] 172/299 3.12G 0.01459 0.002721 0 0.01731 31 640: 13%|█▎ | 6/47 [00:07<01:00, 1.46s/it] 172/299 3.12G 0.01459 0.002721 0 0.01731 31 640: 15%|█▍ | 7/47 [00:07<00:40, 1.02s/it] 172/299 3.12G 0.01467 0.002729 0 0.0174 22 640: 15%|█▍ | 7/47 [00:08<00:40, 1.02s/it] 172/299 3.12G 0.01467 0.002729 0 0.0174 22 640: 17%|█▋ | 8/47 [00:08<00:28, 1.37it/s] 172/299 3.12G 0.01481 0.002707 0 0.01752 23 640: 17%|█▋ | 8/47 [00:08<00:28, 1.37it/s] 172/299 3.12G 0.01481 0.002707 0 0.01752 23 640: 19%|█▉ | 9/47 [00:08<00:20, 1.83it/s] 172/299 3.12G 0.01467 0.002702 0 0.01737 27 640: 19%|█▉ | 9/47 [00:13<00:20, 1.83it/s] 172/299 3.12G 0.01467 0.002702 0 0.01737 27 640: 21%|██▏ | 10/47 [00:13<01:10, 1.91s/it] 172/299 3.12G 0.01499 0.002716 0 0.01771 31 640: 21%|██▏ | 10/47 [00:13<01:10, 1.91s/it] 172/299 3.12G 0.01499 0.002716 0 0.01771 31 640: 23%|██▎ | 11/47 [00:13<00:49, 1.37s/it] 172/299 3.12G 0.01475 0.002769 0 0.01752 33 640: 23%|██▎ | 11/47 [00:13<00:49, 1.37s/it] 172/299 3.12G 0.01475 0.002769 0 0.01752 33 640: 26%|██▌ | 12/47 [00:13<00:34, 1.01it/s] 172/299 3.12G 0.01478 0.002786 0 0.01757 26 640: 26%|██▌ | 12/47 [00:16<00:34, 1.01it/s] 172/299 3.12G 0.01478 0.002786 0 0.01757 26 640: 28%|██▊ | 13/47 [00:16<00:55, 1.62s/it] 172/299 3.12G 0.0146 0.002795 0 0.0174 38 640: 28%|██▊ | 13/47 [00:16<00:55, 1.62s/it] 172/299 3.12G 0.0146 0.002795 0 0.0174 38 640: 30%|██▉ | 14/47 [00:16<00:38, 1.17s/it] 172/299 3.12G 0.01459 0.002813 0 0.01741 28 640: 30%|██▉ | 14/47 [00:16<00:38, 1.17s/it] 172/299 3.12G 0.01459 0.002813 0 0.01741 28 640: 32%|███▏ | 15/47 [00:16<00:27, 1.18it/s] 172/299 3.12G 0.01458 0.002831 0 0.01741
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.983 0.761
0%| | 0/47 [00:00<?, ?it/s] 173/299 3.12G 0.01492 0.002583 0 0.0175 27 640: 0%| | 0/47 [00:00<?, ?it/s] 173/299 3.12G 0.01492 0.002583 0 0.0175 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 173/299 3.12G 0.01341 0.002069 0 0.01548 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 173/299 3.12G 0.01341 0.002069 0 0.01548 20 640: 4%|▍ | 2/47 [00:00<00:05, 7.56it/s] 173/299 3.12G 0.01339 0.002197 0 0.01558 29 640: 4%|▍ | 2/47 [00:04<00:05, 7.56it/s] 173/299 3.12G 0.01339 0.002197 0 0.01558 29 640: 6%|▋ | 3/47 [00:04<01:33, 2.13s/it] 173/299 3.12G 0.01398 0.002487 0 0.01647 34 640: 6%|▋ | 3/47 [00:04<01:33, 2.13s/it] 173/299 3.12G 0.01398 0.002487 0 0.01647 34 640: 9%|▊ | 4/47 [00:04<00:57, 1.34s/it] 173/299 3.12G 0.01384 0.002442 0 0.01628 32 640: 9%|▊ | 4/47 [00:05<00:57, 1.34s/it] 173/299 3.12G 0.01384 0.002442 0 0.01628 32 640: 11%|█ | 5/47 [00:05<00:37, 1.11it/s] 173/299 3.12G 0.01358 0.002511 0 0.0161 23 640: 11%|█ | 5/47 [00:07<00:37, 1.11it/s] 173/299 3.12G 0.01358 0.002511 0 0.0161 23 640: 13%|█▎ | 6/47 [00:07<01:04, 1.56s/it] 173/299 3.12G 0.01351 0.002505 0 0.01601 24 640: 13%|█▎ | 6/47 [00:09<01:04, 1.56s/it] 173/299 3.12G 0.01351 0.002505 0 0.01601 24 640: 15%|█▍ | 7/47 [00:09<01:00, 1.51s/it] 173/299 3.12G 0.01337 0.002506 0 0.01588 31 640: 15%|█▍ | 7/47 [00:09<01:00, 1.51s/it] 173/299 3.12G 0.01337 0.002506 0 0.01588 31 640: 17%|█▋ | 8/47 [00:09<00:41, 1.06s/it] 173/299 3.12G 0.01326 0.002606 0 0.01587 40 640: 17%|█▋ | 8/47 [00:09<00:41, 1.06s/it] 173/299 3.12G 0.01326 0.002606 0 0.01587 40 640: 19%|█▉ | 9/47 [00:09<00:29, 1.31it/s] 173/299 3.12G 0.01314 0.00251 0 0.01565 24 640: 19%|█▉ | 9/47 [00:09<00:29, 1.31it/s] 173/299 3.12G 0.01314 0.00251 0 0.01565 24 640: 21%|██▏ | 10/47 [00:09<00:24, 1.50it/s] 173/299 3.12G 0.01314 0.002594 0 0.01573 37 640: 21%|██▏ | 10/47 [00:13<00:24, 1.50it/s] 173/299 3.12G 0.01314 0.002594 0 0.01573 37 640: 23%|██▎ | 11/47 [00:13<00:54, 1.52s/it] 173/299 3.12G 0.01324 0.002653 0 0.01589 25 640: 23%|██▎ | 11/47 [00:13<00:54, 1.52s/it] 173/299 3.12G 0.01324 0.002653 0 0.01589 25 640: 26%|██▌ | 12/47 [00:13<00:38, 1.09s/it] 173/299 3.12G 0.01317 0.002615 0 0.01578 23 640: 26%|██▌ | 12/47 [00:13<00:38, 1.09s/it] 173/299 3.12G 0.01317 0.002615 0 0.01578 23 640: 28%|██▊ | 13/47 [00:13<00:27, 1.26it/s] 173/299 3.12G 0.01319 0.002639 0 0.01582 25 640: 28%|██▊ | 13/47 [00:16<00:27, 1.26it/s] 173/299 3.12G 0.01319 0.002639 0 0.01582 25 640: 30%|██▉ | 14/47 [00:16<00:49, 1.50s/it] 173/299 3.12G 0.01321 0.002648 0 0.01586 33 640: 30%|██▉ | 14/47 [00:17<00:49, 1.50s/it] 173/299 3.12G 0.01321 0.002648 0 0.01586 33 640: 32%|███▏ | 15/47 [00:17<00:41, 1.30s/it] 173/299 3.12G 0.01313 0.002679 0 0.01581
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.749
0%| | 0/47 [00:00<?, ?it/s] 174/299 3.12G 0.01407 0.00252 0 0.01659 27 640: 0%| | 0/47 [00:00<?, ?it/s] 174/299 3.12G 0.01407 0.00252 0 0.01659 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.74it/s] 174/299 3.12G 0.0138 0.002757 0 0.01656 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.74it/s] 174/299 3.12G 0.0138 0.002757 0 0.01656 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.82it/s] 174/299 3.12G 0.01339 0.002923 0 0.01631 36 640: 4%|▍ | 2/47 [00:01<00:05, 8.82it/s] 174/299 3.12G 0.01339 0.002923 0 0.01631 36 640: 6%|▋ | 3/47 [00:01<00:20, 2.20it/s] 174/299 3.12G 0.01351 0.002753 0 0.01627 27 640: 6%|▋ | 3/47 [00:04<00:20, 2.20it/s] 174/299 3.12G 0.01351 0.002753 0 0.01627 27 640: 9%|▊ | 4/47 [00:04<01:08, 1.59s/it] 174/299 3.12G 0.01299 0.002757 0 0.01575 30 640: 9%|▊ | 4/47 [00:05<01:08, 1.59s/it] 174/299 3.12G 0.01299 0.002757 0 0.01575 30 640: 11%|█ | 5/47 [00:05<01:05, 1.56s/it] 174/299 3.12G 0.0131 0.002843 0 0.01595 27 640: 11%|█ | 5/47 [00:06<01:05, 1.56s/it] 174/299 3.12G 0.0131 0.002843 0 0.01595 27 640: 13%|█▎ | 6/47 [00:06<00:43, 1.07s/it] 174/299 3.12G 0.01319 0.002784 0 0.01597 25 640: 13%|█▎ | 6/47 [00:07<00:43, 1.07s/it] 174/299 3.12G 0.01319 0.002784 0 0.01597 25 640: 15%|█▍ | 7/47 [00:07<00:52, 1.31s/it] 174/299 3.12G 0.01321 0.002724 0 0.01593 26 640: 15%|█▍ | 7/47 [00:07<00:52, 1.31s/it] 174/299 3.12G 0.01321 0.002724 0 0.01593 26 640: 17%|█▋ | 8/47 [00:07<00:36, 1.08it/s] 174/299 3.12G 0.01367 0.002784 0 0.01645 28 640: 17%|█▋ | 8/47 [00:08<00:36, 1.08it/s] 174/299 3.12G 0.01367 0.002784 0 0.01645 28 640: 19%|█▉ | 9/47 [00:08<00:25, 1.49it/s] 174/299 3.12G 0.01362 0.002791 0 0.01641 39 640: 19%|█▉ | 9/47 [00:08<00:25, 1.49it/s] 174/299 3.12G 0.01362 0.002791 0 0.01641 39 640: 21%|██▏ | 10/47 [00:08<00:18, 2.00it/s] 174/299 3.12G 0.01367 0.002816 0 0.01648 30 640: 21%|██▏ | 10/47 [00:12<00:18, 2.00it/s] 174/299 3.12G 0.01367 0.002816 0 0.01648 30 640: 23%|██▎ | 11/47 [00:12<00:57, 1.60s/it] 174/299 3.12G 0.01382 0.002859 0 0.01668 34 640: 23%|██▎ | 11/47 [00:12<00:57, 1.60s/it] 174/299 3.12G 0.01382 0.002859 0 0.01668 34 640: 26%|██▌ | 12/47 [00:12<00:45, 1.31s/it] 174/299 3.12G 0.01394 0.002865 0 0.01681 34 640: 26%|██▌ | 12/47 [00:15<00:45, 1.31s/it] 174/299 3.12G 0.01394 0.002865 0 0.01681 34 640: 28%|██▊ | 13/47 [00:15<00:53, 1.57s/it] 174/299 3.12G 0.01381 0.002815 0 0.01662 27 640: 28%|██▊ | 13/47 [00:15<00:53, 1.57s/it] 174/299 3.12G 0.01381 0.002815 0 0.01662 27 640: 30%|██▉ | 14/47 [00:15<00:37, 1.13s/it] 174/299 3.12G 0.01372 0.002798 0 0.01652 28 640: 30%|██▉ | 14/47 [00:16<00:37, 1.13s/it] 174/299 3.12G 0.01372 0.002798 0 0.01652 28 640: 32%|███▏ | 15/47 [00:16<00:35, 1.12s/it] 174/299 3.12G 0.01364 0.002816 0 0.01645
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.769
0%| | 0/47 [00:00<?, ?it/s] 175/299 3.12G 0.01146 0.002156 0 0.01361 21 640: 0%| | 0/47 [00:00<?, ?it/s] 175/299 3.12G 0.01146 0.002156 0 0.01361 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 175/299 3.12G 0.01179 0.002551 0 0.01434 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 175/299 3.12G 0.01179 0.002551 0 0.01434 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 175/299 3.12G 0.01219 0.002474 0 0.01467 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 175/299 3.12G 0.01219 0.002474 0 0.01467 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.79it/s] 175/299 3.12G 0.0121 0.002552 0 0.01466 32 640: 6%|▋ | 3/47 [00:05<00:05, 8.79it/s] 175/299 3.12G 0.0121 0.002552 0 0.01466 32 640: 9%|▊ | 4/47 [00:05<01:25, 1.98s/it] 175/299 3.12G 0.01212 0.002587 0 0.01471 35 640: 9%|▊ | 4/47 [00:08<01:25, 1.98s/it] 175/299 3.12G 0.01212 0.002587 0 0.01471 35 640: 11%|█ | 5/47 [00:08<01:39, 2.36s/it] 175/299 3.12G 0.01223 0.002678 0 0.01491 36 640: 11%|█ | 5/47 [00:10<01:39, 2.36s/it] 175/299 3.12G 0.01223 0.002678 0 0.01491 36 640: 13%|█▎ | 6/47 [00:10<01:38, 2.41s/it] 175/299 3.12G 0.01229 0.002761 0 0.01505 34 640: 13%|█▎ | 6/47 [00:10<01:38, 2.41s/it] 175/299 3.12G 0.01229 0.002761 0 0.01505 34 640: 15%|█▍ | 7/47 [00:10<01:06, 1.66s/it] 175/299 3.12G 0.01258 0.002759 0 0.01534 18 640: 15%|█▍ | 7/47 [00:10<01:06, 1.66s/it] 175/299 3.12G 0.01258 0.002759 0 0.01534 18 640: 17%|█▋ | 8/47 [00:10<00:45, 1.18s/it] 175/299 3.12G 0.01274 0.002873 0 0.01561 31 640: 17%|█▋ | 8/47 [00:11<00:45, 1.18s/it] 175/299 3.12G 0.01274 0.002873 0 0.01561 31 640: 19%|█▉ | 9/47 [00:11<00:32, 1.19it/s] 175/299 3.12G 0.01273 0.002824 0 0.01555 25 640: 19%|█▉ | 9/47 [00:11<00:32, 1.19it/s] 175/299 3.12G 0.01273 0.002824 0 0.01555 25 640: 21%|██▏ | 10/47 [00:11<00:22, 1.62it/s] 175/299 3.12G 0.01284 0.002825 0 0.01566 32 640: 21%|██▏ | 10/47 [00:11<00:22, 1.62it/s] 175/299 3.12G 0.01284 0.002825 0 0.01566 32 640: 23%|██▎ | 11/47 [00:11<00:16, 2.16it/s] 175/299 3.12G 0.01274 0.002812 0 0.01555 24 640: 23%|██▎ | 11/47 [00:13<00:16, 2.16it/s] 175/299 3.12G 0.01274 0.002812 0 0.01555 24 640: 26%|██▌ | 12/47 [00:13<00:38, 1.11s/it] 175/299 3.12G 0.0128 0.002801 0 0.0156 31 640: 26%|██▌ | 12/47 [00:16<00:38, 1.11s/it] 175/299 3.12G 0.0128 0.002801 0 0.0156 31 640: 28%|██▊ | 13/47 [00:16<00:56, 1.67s/it] 175/299 3.12G 0.01277 0.002807 0 0.01558 34 640: 28%|██▊ | 13/47 [00:19<00:56, 1.67s/it] 175/299 3.12G 0.01277 0.002807 0 0.01558 34 640: 30%|██▉ | 14/47 [00:19<01:00, 1.84s/it] 175/299 3.12G 0.01266 0.0028 0 0.01546 37 640: 30%|██▉ | 14/47 [00:19<01:00, 1.84s/it] 175/299 3.12G 0.01266 0.0028 0 0.01546 37 640: 32%|███▏ | 15/47 [00:19<00:42, 1.33s/it] 175/299 3.12G 0.01268 0.002766 0 0.01545
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.973 0.757
0%| | 0/47 [00:00<?, ?it/s] 176/299 3.12G 0.01246 0.002683 0 0.01514 33 640: 0%| | 0/47 [00:00<?, ?it/s] 176/299 3.12G 0.01246 0.002683 0 0.01514 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 176/299 3.12G 0.01502 0.003182 0 0.0182 31 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 176/299 3.12G 0.01502 0.003182 0 0.0182 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.95it/s] 176/299 3.12G 0.0149 0.003114 0 0.01801 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.95it/s] 176/299 3.12G 0.0149 0.003114 0 0.01801 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 176/299 3.12G 0.01379 0.00298 0 0.01677 36 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 176/299 3.12G 0.01379 0.00298 0 0.01677 36 640: 9%|▊ | 4/47 [00:00<00:05, 8.51it/s] 176/299 3.12G 0.01424 0.002972 0 0.01722 26 640: 9%|▊ | 4/47 [00:05<00:05, 8.51it/s] 176/299 3.12G 0.01424 0.002972 0 0.01722 26 640: 11%|█ | 5/47 [00:05<01:12, 1.73s/it] 176/299 3.12G 0.0142 0.002999 0 0.01719 30 640: 11%|█ | 5/47 [00:07<01:12, 1.73s/it] 176/299 3.12G 0.0142 0.002999 0 0.01719 30 640: 13%|█▎ | 6/47 [00:07<01:18, 1.91s/it] 176/299 3.12G 0.01437 0.0029 0 0.01727 30 640: 13%|█▎ | 6/47 [00:08<01:18, 1.91s/it] 176/299 3.12G 0.01437 0.0029 0 0.01727 30 640: 15%|█▍ | 7/47 [00:08<01:01, 1.54s/it] 176/299 3.12G 0.01415 0.002932 0 0.01708 31 640: 15%|█▍ | 7/47 [00:08<01:01, 1.54s/it] 176/299 3.12G 0.01415 0.002932 0 0.01708 31 640: 17%|█▋ | 8/47 [00:08<00:42, 1.09s/it] 176/299 3.12G 0.01419 0.002805 0 0.017 25 640: 17%|█▋ | 8/47 [00:08<00:42, 1.09s/it] 176/299 3.12G 0.01419 0.002805 0 0.017 25 640: 19%|█▉ | 9/47 [00:08<00:30, 1.26it/s] 176/299 3.12G 0.0143 0.002763 0 0.01706 30 640: 19%|█▉ | 9/47 [00:08<00:30, 1.26it/s] 176/299 3.12G 0.0143 0.002763 0 0.01706 30 640: 21%|██▏ | 10/47 [00:08<00:21, 1.72it/s] 176/299 3.12G 0.01441 0.002803 0 0.01722 32 640: 21%|██▏ | 10/47 [00:08<00:21, 1.72it/s] 176/299 3.12G 0.01441 0.002803 0 0.01722 32 640: 23%|██▎ | 11/47 [00:08<00:15, 2.28it/s] 176/299 3.12G 0.01452 0.002843 0 0.01737 27 640: 23%|██▎ | 11/47 [00:08<00:15, 2.28it/s] 176/299 3.12G 0.01452 0.002843 0 0.01737 27 640: 26%|██▌ | 12/47 [00:08<00:11, 2.95it/s] 176/299 3.12G 0.01445 0.002753 0 0.01721 17 640: 26%|██▌ | 12/47 [00:14<00:11, 2.95it/s] 176/299 3.12G 0.01445 0.002753 0 0.01721 17 640: 28%|██▊ | 13/47 [00:14<01:10, 2.08s/it] 176/299 3.12G 0.01432 0.002848 0 0.01717 46 640: 28%|██▊ | 13/47 [00:15<01:10, 2.08s/it] 176/299 3.12G 0.01432 0.002848 0 0.01717 46 640: 30%|██▉ | 14/47 [00:15<00:59, 1.79s/it] 176/299 3.12G 0.01429 0.002811 0 0.0171 27 640: 30%|██▉ | 14/47 [00:16<00:59, 1.79s/it] 176/299 3.12G 0.01429 0.002811 0 0.0171 27 640: 32%|███▏ | 15/47 [00:16<00:45, 1.43s/it] 176/299 3.12G 0.01412 0.002825 0 0.01694
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.972 0.984 0.765
0%| | 0/47 [00:00<?, ?it/s] 177/299 3.12G 0.01262 0.002744 0 0.01536 31 640: 0%| | 0/47 [00:00<?, ?it/s] 177/299 3.12G 0.01262 0.002744 0 0.01536 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 177/299 3.12G 0.01249 0.002507 0 0.01499 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 177/299 3.12G 0.01249 0.002507 0 0.01499 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 177/299 3.12G 0.01248 0.002417 0 0.01489 22 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 177/299 3.12G 0.01248 0.002417 0 0.01489 22 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 177/299 3.12G 0.01261 0.002527 0 0.01514 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 177/299 3.12G 0.01261 0.002527 0 0.01514 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.41it/s] 177/299 3.12G 0.0126 0.002486 0 0.01508 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.41it/s] 177/299 3.12G 0.0126 0.002486 0 0.01508 25 640: 11%|█ | 5/47 [00:00<00:04, 8.58it/s] 177/299 3.12G 0.01325 0.002478 0 0.01573 22 640: 11%|█ | 5/47 [00:06<00:04, 8.58it/s] 177/299 3.12G 0.01325 0.002478 0 0.01573 22 640: 13%|█▎ | 6/47 [00:06<01:22, 2.01s/it] 177/299 3.12G 0.0131 0.002457 0 0.01556 26 640: 13%|█▎ | 6/47 [00:10<01:22, 2.01s/it] 177/299 3.12G 0.0131 0.002457 0 0.01556 26 640: 15%|█▍ | 7/47 [00:10<01:49, 2.74s/it] 177/299 3.12G 0.01326 0.00248 0 0.01574 28 640: 15%|█▍ | 7/47 [00:10<01:49, 2.74s/it] 177/299 3.12G 0.01326 0.00248 0 0.01574 28 640: 17%|█▋ | 8/47 [00:10<01:14, 1.91s/it] 177/299 3.12G 0.01319 0.002497 0 0.01569 32 640: 17%|█▋ | 8/47 [00:10<01:14, 1.91s/it] 177/299 3.12G 0.01319 0.002497 0 0.01569 32 640: 19%|█▉ | 9/47 [00:10<00:51, 1.35s/it] 177/299 3.12G 0.01317 0.002484 0 0.01566 27 640: 19%|█▉ | 9/47 [00:10<00:51, 1.35s/it] 177/299 3.12G 0.01317 0.002484 0 0.01566 27 640: 21%|██▏ | 10/47 [00:10<00:36, 1.03it/s] 177/299 3.12G 0.01334 0.002548 0 0.01589 32 640: 21%|██▏ | 10/47 [00:11<00:36, 1.03it/s] 177/299 3.12G 0.01334 0.002548 0 0.01589 32 640: 23%|██▎ | 11/47 [00:11<00:25, 1.41it/s] 177/299 3.12G 0.01358 0.002617 0 0.01619 28 640: 23%|██▎ | 11/47 [00:11<00:25, 1.41it/s] 177/299 3.12G 0.01358 0.002617 0 0.01619 28 640: 26%|██▌ | 12/47 [00:11<00:18, 1.89it/s] 177/299 3.12G 0.01355 0.00265 0 0.0162 36 640: 26%|██▌ | 12/47 [00:11<00:18, 1.89it/s] 177/299 3.12G 0.01355 0.00265 0 0.0162 36 640: 28%|██▊ | 13/47 [00:11<00:13, 2.49it/s] 177/299 3.12G 0.01336 0.002626 0 0.01599 30 640: 28%|██▊ | 13/47 [00:14<00:13, 2.49it/s] 177/299 3.12G 0.01336 0.002626 0 0.01599 30 640: 30%|██▉ | 14/47 [00:14<00:44, 1.36s/it] 177/299 3.12G 0.01332 0.002602 0 0.01593 30 640: 30%|██▉ | 14/47 [00:18<00:44, 1.36s/it] 177/299 3.12G 0.01332 0.002602 0 0.01593 30 640: 32%|███▏ | 15/47 [00:18<01:10, 2.19s/it] 177/299 3.12G 0.01319 0.002614 0 0.0158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.974 0.747
0%| | 0/47 [00:00<?, ?it/s] 178/299 3.12G 0.01491 0.003649 0 0.01856 32 640: 0%| | 0/47 [00:00<?, ?it/s] 178/299 3.12G 0.01491 0.003649 0 0.01856 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 178/299 3.12G 0.01419 0.003096 0 0.01729 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 178/299 3.12G 0.01419 0.003096 0 0.01729 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 178/299 3.12G 0.01391 0.002868 0 0.01678 29 640: 4%|▍ | 2/47 [00:02<00:05, 8.74it/s] 178/299 3.12G 0.01391 0.002868 0 0.01678 29 640: 6%|▋ | 3/47 [00:02<00:45, 1.04s/it] 178/299 3.12G 0.01345 0.002817 0 0.01627 25 640: 6%|▋ | 3/47 [00:02<00:45, 1.04s/it] 178/299 3.12G 0.01345 0.002817 0 0.01627 25 640: 9%|▊ | 4/47 [00:02<00:29, 1.47it/s] 178/299 3.12G 0.01335 0.002912 0 0.01626 31 640: 9%|▊ | 4/47 [00:02<00:29, 1.47it/s] 178/299 3.12G 0.01335 0.002912 0 0.01626 31 640: 11%|█ | 5/47 [00:02<00:19, 2.11it/s] 178/299 3.12G 0.01343 0.002876 0 0.0163 34 640: 11%|█ | 5/47 [00:02<00:19, 2.11it/s] 178/299 3.12G 0.01343 0.002876 0 0.0163 34 640: 13%|█▎ | 6/47 [00:02<00:14, 2.85it/s] 178/299 3.12G 0.01323 0.002761 0 0.01599 27 640: 13%|█▎ | 6/47 [00:10<00:14, 2.85it/s] 178/299 3.12G 0.01323 0.002761 0 0.01599 27 640: 15%|█▍ | 7/47 [00:10<01:56, 2.92s/it] 178/299 3.12G 0.01315 0.002748 0 0.01589 31 640: 15%|█▍ | 7/47 [00:11<01:56, 2.92s/it] 178/299 3.12G 0.01315 0.002748 0 0.01589 31 640: 17%|█▋ | 8/47 [00:11<01:19, 2.03s/it] 178/299 3.12G 0.01306 0.0027 0 0.01576 26 640: 17%|█▋ | 8/47 [00:11<01:19, 2.03s/it] 178/299 3.12G 0.01306 0.0027 0 0.01576 26 640: 19%|█▉ | 9/47 [00:11<00:54, 1.43s/it] 178/299 3.12G 0.01295 0.002718 0 0.01566 32 640: 19%|█▉ | 9/47 [00:11<00:54, 1.43s/it] 178/299 3.12G 0.01295 0.002718 0 0.01566 32 640: 21%|██▏ | 10/47 [00:11<00:37, 1.02s/it] 178/299 3.12G 0.0131 0.002754 0 0.01586 32 640: 21%|██▏ | 10/47 [00:11<00:37, 1.02s/it] 178/299 3.12G 0.0131 0.002754 0 0.01586 32 640: 23%|██▎ | 11/47 [00:11<00:27, 1.33it/s] 178/299 3.12G 0.0135 0.0028 0 0.01631 27 640: 23%|██▎ | 11/47 [00:11<00:27, 1.33it/s] 178/299 3.12G 0.0135 0.0028 0 0.01631 27 640: 26%|██▌ | 12/47 [00:11<00:19, 1.79it/s] 178/299 3.12G 0.01328 0.00281 0 0.01609 30 640: 26%|██▌ | 12/47 [00:11<00:19, 1.79it/s] 178/299 3.12G 0.01328 0.00281 0 0.01609 30 640: 28%|██▊ | 13/47 [00:11<00:14, 2.37it/s] 178/299 3.12G 0.01329 0.002855 0 0.01614 44 640: 28%|██▊ | 13/47 [00:11<00:14, 2.37it/s] 178/299 3.12G 0.01329 0.002855 0 0.01614 44 640: 30%|██▉ | 14/47 [00:11<00:10, 3.05it/s] 178/299 3.12G 0.01323 0.002886 0 0.01612 33 640: 30%|██▉ | 14/47 [00:19<00:10, 3.05it/s] 178/299 3.12G 0.01323 0.002886 0 0.01612 33 640: 32%|███▏ | 15/47 [00:19<01:21, 2.54s/it] 178/299 3.12G 0.01314 0.002887 0 0.01602
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.98 0.954 0.983 0.767
0%| | 0/47 [00:00<?, ?it/s] 179/299 3.12G 0.01406 0.002235 0 0.01629 23 640: 0%| | 0/47 [00:00<?, ?it/s] 179/299 3.12G 0.01406 0.002235 0 0.01629 23 640: 2%|▏ | 1/47 [00:00<00:29, 1.56it/s] 179/299 3.12G 0.01423 0.002617 0 0.01685 27 640: 2%|▏ | 1/47 [00:02<00:29, 1.56it/s] 179/299 3.12G 0.01423 0.002617 0 0.01685 27 640: 4%|▍ | 2/47 [00:02<01:04, 1.43s/it] 179/299 3.12G 0.01312 0.002512 0 0.01564 27 640: 4%|▍ | 2/47 [00:02<01:04, 1.43s/it] 179/299 3.12G 0.01312 0.002512 0 0.01564 27 640: 6%|▋ | 3/47 [00:02<00:36, 1.21it/s] 179/299 3.12G 0.01336 0.002718 0 0.01607 32 640: 6%|▋ | 3/47 [00:05<00:36, 1.21it/s] 179/299 3.12G 0.01336 0.002718 0 0.01607 32 640: 9%|▊ | 4/47 [00:05<01:02, 1.46s/it] 179/299 3.12G 0.01319 0.002807 0 0.016 35 640: 9%|▊ | 4/47 [00:05<01:02, 1.46s/it] 179/299 3.12G 0.01319 0.002807 0 0.016 35 640: 11%|█ | 5/47 [00:05<00:41, 1.02it/s] 179/299 3.12G 0.01336 0.002845 0 0.01621 36 640: 11%|█ | 5/47 [00:05<00:41, 1.02it/s] 179/299 3.12G 0.01336 0.002845 0 0.01621 36 640: 13%|█▎ | 6/47 [00:05<00:28, 1.46it/s] 179/299 3.12G 0.01396 0.002755 0 0.01672 27 640: 13%|█▎ | 6/47 [00:07<00:28, 1.46it/s] 179/299 3.12G 0.01396 0.002755 0 0.01672 27 640: 15%|█▍ | 7/47 [00:07<00:44, 1.12s/it] 179/299 3.12G 0.01391 0.002793 0 0.0167 28 640: 15%|█▍ | 7/47 [00:08<00:44, 1.12s/it] 179/299 3.12G 0.01391 0.002793 0 0.0167 28 640: 17%|█▋ | 8/47 [00:08<00:42, 1.08s/it] 179/299 3.12G 0.01378 0.002729 0 0.01651 30 640: 17%|█▋ | 8/47 [00:09<00:42, 1.08s/it] 179/299 3.12G 0.01378 0.002729 0 0.01651 30 640: 19%|█▉ | 9/47 [00:09<00:38, 1.00s/it] 179/299 3.12G 0.0137 0.00269 0 0.01639 29 640: 19%|█▉ | 9/47 [00:12<00:38, 1.00s/it] 179/299 3.12G 0.0137 0.00269 0 0.01639 29 640: 21%|██▏ | 10/47 [00:12<01:07, 1.83s/it] 179/299 3.12G 0.01378 0.002763 0 0.01654 29 640: 21%|██▏ | 10/47 [00:13<01:07, 1.83s/it] 179/299 3.12G 0.01378 0.002763 0 0.01654 29 640: 23%|██▎ | 11/47 [00:13<00:47, 1.31s/it] 179/299 3.12G 0.01398 0.002753 0 0.01674 28 640: 23%|██▎ | 11/47 [00:13<00:47, 1.31s/it] 179/299 3.12G 0.01398 0.002753 0 0.01674 28 640: 26%|██▌ | 12/47 [00:13<00:38, 1.09s/it] 179/299 3.12G 0.01389 0.002801 0 0.01669 34 640: 26%|██▌ | 12/47 [00:14<00:38, 1.09s/it] 179/299 3.12G 0.01389 0.002801 0 0.01669 34 640: 28%|██▊ | 13/47 [00:14<00:37, 1.09s/it] 179/299 3.12G 0.01379 0.00281 0 0.0166 31 640: 28%|██▊ | 13/47 [00:14<00:37, 1.09s/it] 179/299 3.12G 0.01379 0.00281 0 0.0166 31 640: 30%|██▉ | 14/47 [00:14<00:26, 1.26it/s] 179/299 3.12G 0.01382 0.00276 0 0.01658 25 640: 30%|██▉ | 14/47 [00:16<00:26, 1.26it/s] 179/299 3.12G 0.01382 0.00276 0 0.01658 25 640: 32%|███▏ | 15/47 [00:16<00:29, 1.07it/s] 179/299 3.12G 0.01385 0.00277 0 0.01662
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.93s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.33it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.99 0.963 0.993 0.763
0%| | 0/47 [00:00<?, ?it/s] 180/299 3.12G 0.01508 0.002483 0 0.01756 27 640: 0%| | 0/47 [00:00<?, ?it/s] 180/299 3.12G 0.01508 0.002483 0 0.01756 27 640: 2%|▏ | 1/47 [00:00<00:07, 6.07it/s] 180/299 3.12G 0.01472 0.002468 0 0.01718 25 640: 2%|▏ | 1/47 [00:00<00:07, 6.07it/s] 180/299 3.12G 0.01472 0.002468 0 0.01718 25 640: 4%|▍ | 2/47 [00:00<00:06, 7.44it/s] 180/299 3.12G 0.01419 0.002663 0 0.01685 31 640: 4%|▍ | 2/47 [00:03<00:06, 7.44it/s] 180/299 3.12G 0.01419 0.002663 0 0.01685 31 640: 6%|▋ | 3/47 [00:03<01:17, 1.75s/it] 180/299 3.12G 0.01349 0.002706 0 0.0162 35 640: 6%|▋ | 3/47 [00:04<01:17, 1.75s/it] 180/299 3.12G 0.01349 0.002706 0 0.0162 35 640: 9%|▊ | 4/47 [00:04<00:47, 1.11s/it] 180/299 3.12G 0.01339 0.002684 0 0.01607 26 640: 9%|▊ | 4/47 [00:05<00:47, 1.11s/it] 180/299 3.12G 0.01339 0.002684 0 0.01607 26 640: 11%|█ | 5/47 [00:05<00:57, 1.37s/it] 180/299 3.12G 0.01362 0.002658 0 0.01628 21 640: 11%|█ | 5/47 [00:08<00:57, 1.37s/it] 180/299 3.12G 0.01362 0.002658 0 0.01628 21 640: 13%|█▎ | 6/47 [00:08<01:11, 1.73s/it] 180/299 3.12G 0.01379 0.002656 0 0.01644 29 640: 13%|█▎ | 6/47 [00:08<01:11, 1.73s/it] 180/299 3.12G 0.01379 0.002656 0 0.01644 29 640: 15%|█▍ | 7/47 [00:08<00:48, 1.21s/it] 180/299 3.12G 0.01387 0.002634 0 0.0165 29 640: 15%|█▍ | 7/47 [00:08<00:48, 1.21s/it] 180/299 3.12G 0.01387 0.002634 0 0.0165 29 640: 17%|█▋ | 8/47 [00:08<00:33, 1.17it/s] 180/299 3.12G 0.01429 0.002693 0 0.01698 33 640: 17%|█▋ | 8/47 [00:09<00:33, 1.17it/s] 180/299 3.12G 0.01429 0.002693 0 0.01698 33 640: 19%|█▉ | 9/47 [00:09<00:35, 1.06it/s] 180/299 3.12G 0.01409 0.002613 0 0.0167 18 640: 19%|█▉ | 9/47 [00:10<00:35, 1.06it/s] 180/299 3.12G 0.01409 0.002613 0 0.0167 18 640: 21%|██▏ | 10/47 [00:10<00:32, 1.12it/s] 180/299 3.12G 0.01422 0.002711 0 0.01693 34 640: 21%|██▏ | 10/47 [00:12<00:32, 1.12it/s] 180/299 3.12G 0.01422 0.002711 0 0.01693 34 640: 23%|██▎ | 11/47 [00:12<00:42, 1.18s/it] 180/299 3.12G 0.01426 0.002802 0 0.01706 32 640: 23%|██▎ | 11/47 [00:12<00:42, 1.18s/it] 180/299 3.12G 0.01426 0.002802 0 0.01706 32 640: 26%|██▌ | 12/47 [00:12<00:30, 1.16it/s] 180/299 3.12G 0.01411 0.002859 0 0.01697 39 640: 26%|██▌ | 12/47 [00:14<00:30, 1.16it/s] 180/299 3.12G 0.01411 0.002859 0 0.01697 39 640: 28%|██▊ | 13/47 [00:14<00:41, 1.22s/it] 180/299 3.12G 0.01389 0.002823 0 0.01671 26 640: 28%|██▊ | 13/47 [00:16<00:41, 1.22s/it] 180/299 3.12G 0.01389 0.002823 0 0.01671 26 640: 30%|██▉ | 14/47 [00:16<00:51, 1.56s/it] 180/299 3.12G 0.01374 0.002847 0 0.01658 31 640: 30%|██▉ | 14/47 [00:16<00:51, 1.56s/it] 180/299 3.12G 0.01374 0.002847 0 0.01658 31 640: 32%|███▏ | 15/47 [00:16<00:36, 1.13s/it] 180/299 3.12G 0.01364 0.002864 0 0.01651
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.19it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.972 0.993 0.759
0%| | 0/47 [00:00<?, ?it/s] 181/299 3.12G 0.01179 0.002795 0 0.01458 31 640: 0%| | 0/47 [00:00<?, ?it/s] 181/299 3.12G 0.01179 0.002795 0 0.01458 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.91it/s] 181/299 3.12G 0.01461 0.002724 0 0.01734 35 640: 2%|▏ | 1/47 [00:01<00:05, 8.91it/s] 181/299 3.12G 0.01461 0.002724 0 0.01734 35 640: 4%|▍ | 2/47 [00:01<00:34, 1.31it/s] 181/299 3.12G 0.01384 0.002919 0 0.01675 41 640: 4%|▍ | 2/47 [00:02<00:34, 1.31it/s] 181/299 3.12G 0.01384 0.002919 0 0.01675 41 640: 6%|▋ | 3/47 [00:02<00:33, 1.30it/s] 181/299 3.12G 0.01387 0.002834 0 0.01671 27 640: 6%|▋ | 3/47 [00:03<00:33, 1.30it/s] 181/299 3.12G 0.01387 0.002834 0 0.01671 27 640: 9%|▊ | 4/47 [00:03<00:41, 1.04it/s] 181/299 3.12G 0.0137 0.002685 0 0.01638 26 640: 9%|▊ | 4/47 [00:03<00:41, 1.04it/s] 181/299 3.12G 0.0137 0.002685 0 0.01638 26 640: 11%|█ | 5/47 [00:03<00:27, 1.52it/s] 181/299 3.12G 0.01355 0.0027 0 0.01625 33 640: 11%|█ | 5/47 [00:05<00:27, 1.52it/s] 181/299 3.12G 0.01355 0.0027 0 0.01625 33 640: 13%|█▎ | 6/47 [00:05<00:47, 1.17s/it] 181/299 3.12G 0.01339 0.002659 0 0.01605 31 640: 13%|█▎ | 6/47 [00:09<00:47, 1.17s/it] 181/299 3.12G 0.01339 0.002659 0 0.01605 31 640: 15%|█▍ | 7/47 [00:09<01:28, 2.20s/it] 181/299 3.12G 0.01329 0.002836 0 0.01613 44 640: 15%|█▍ | 7/47 [00:10<01:28, 2.20s/it] 181/299 3.12G 0.01329 0.002836 0 0.01613 44 640: 17%|█▋ | 8/47 [00:10<01:00, 1.54s/it] 181/299 3.12G 0.01308 0.002791 0 0.01587 26 640: 17%|█▋ | 8/47 [00:10<01:00, 1.54s/it] 181/299 3.12G 0.01308 0.002791 0 0.01587 26 640: 19%|█▉ | 9/47 [00:10<00:41, 1.09s/it] 181/299 3.12G 0.01296 0.002733 0 0.0157 23 640: 19%|█▉ | 9/47 [00:12<00:41, 1.09s/it] 181/299 3.12G 0.01296 0.002733 0 0.0157 23 640: 21%|██▏ | 10/47 [00:12<00:51, 1.38s/it] 181/299 3.12G 0.01318 0.00281 0 0.01599 40 640: 21%|██▏ | 10/47 [00:12<00:51, 1.38s/it] 181/299 3.12G 0.01318 0.00281 0 0.01599 40 640: 23%|██▎ | 11/47 [00:12<00:35, 1.00it/s] 181/299 3.12G 0.0132 0.002853 0 0.01605 40 640: 23%|██▎ | 11/47 [00:12<00:35, 1.00it/s] 181/299 3.12G 0.0132 0.002853 0 0.01605 40 640: 26%|██▌ | 12/47 [00:12<00:25, 1.37it/s] 181/299 3.12G 0.01315 0.002787 0 0.01594 27 640: 26%|██▌ | 12/47 [00:12<00:25, 1.37it/s] 181/299 3.12G 0.01315 0.002787 0 0.01594 27 640: 28%|██▊ | 13/47 [00:12<00:18, 1.85it/s] 181/299 3.12G 0.01303 0.002853 0 0.01588 41 640: 28%|██▊ | 13/47 [00:14<00:18, 1.85it/s] 181/299 3.12G 0.01303 0.002853 0 0.01588 41 640: 30%|██▉ | 14/47 [00:14<00:26, 1.23it/s] 181/299 3.12G 0.01295 0.002902 0 0.01585 35 640: 30%|██▉ | 14/47 [00:18<00:26, 1.23it/s] 181/299 3.12G 0.01295 0.002902 0 0.01585 35 640: 32%|███▏ | 15/47 [00:18<00:58, 1.84s/it] 181/299 3.12G 0.01291 0.002859 0 0.01577
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.58it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.972 0.992 0.766
0%| | 0/47 [00:00<?, ?it/s] 182/299 3.12G 0.01297 0.002311 0 0.01528 29 640: 0%| | 0/47 [00:00<?, ?it/s] 182/299 3.12G 0.01297 0.002311 0 0.01528 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 182/299 3.12G 0.01235 0.002368 0 0.01472 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 182/299 3.12G 0.01235 0.002368 0 0.01472 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.70it/s] 182/299 3.12G 0.01246 0.002697 0 0.01516 41 640: 4%|▍ | 2/47 [00:08<00:05, 8.70it/s] 182/299 3.12G 0.01246 0.002697 0 0.01516 41 640: 6%|▋ | 3/47 [00:08<02:56, 4.01s/it] 182/299 3.12G 0.01196 0.002505 0 0.01446 20 640: 6%|▋ | 3/47 [00:09<02:56, 4.01s/it] 182/299 3.12G 0.01196 0.002505 0 0.01446 20 640: 9%|▊ | 4/47 [00:09<01:51, 2.60s/it] 182/299 3.12G 0.01223 0.002385 0 0.01462 22 640: 9%|▊ | 4/47 [00:09<01:51, 2.60s/it] 182/299 3.12G 0.01223 0.002385 0 0.01462 22 640: 11%|█ | 5/47 [00:09<01:11, 1.71s/it] 182/299 3.12G 0.01303 0.002303 0 0.01533 23 640: 11%|█ | 5/47 [00:09<01:11, 1.71s/it] 182/299 3.12G 0.01303 0.002303 0 0.01533 23 640: 13%|█▎ | 6/47 [00:09<00:47, 1.17s/it] 182/299 3.12G 0.01278 0.002325 0 0.01511 26 640: 13%|█▎ | 6/47 [00:09<00:47, 1.17s/it] 182/299 3.12G 0.01278 0.002325 0 0.01511 26 640: 15%|█▍ | 7/47 [00:09<00:33, 1.20it/s] 182/299 3.12G 0.01278 0.002274 0 0.01505 24 640: 15%|█▍ | 7/47 [00:09<00:33, 1.20it/s] 182/299 3.12G 0.01278 0.002274 0 0.01505 24 640: 17%|█▋ | 8/47 [00:09<00:23, 1.66it/s] 182/299 3.12G 0.01294 0.00231 0 0.01525 32 640: 17%|█▋ | 8/47 [00:09<00:23, 1.66it/s] 182/299 3.12G 0.01294 0.00231 0 0.01525 32 640: 19%|█▉ | 9/47 [00:09<00:17, 2.22it/s] 182/299 3.12G 0.01311 0.002398 0 0.01551 39 640: 19%|█▉ | 9/47 [00:10<00:17, 2.22it/s] 182/299 3.12G 0.01311 0.002398 0 0.01551 39 640: 21%|██▏ | 10/47 [00:10<00:12, 2.89it/s] 182/299 3.12G 0.01329 0.002415 0 0.01571 19 640: 21%|██▏ | 10/47 [00:17<00:12, 2.89it/s] 182/299 3.12G 0.01329 0.002415 0 0.01571 19 640: 23%|██▎ | 11/47 [00:17<01:27, 2.42s/it] 182/299 3.12G 0.0133 0.002409 0 0.01571 23 640: 23%|██▎ | 11/47 [00:17<01:27, 2.42s/it] 182/299 3.12G 0.0133 0.002409 0 0.01571 23 640: 26%|██▌ | 12/47 [00:17<01:06, 1.89s/it] 182/299 3.12G 0.01323 0.002428 0 0.01565 28 640: 26%|██▌ | 12/47 [00:17<01:06, 1.89s/it] 182/299 3.12G 0.01323 0.002428 0 0.01565 28 640: 28%|██▊ | 13/47 [00:17<00:45, 1.35s/it] 182/299 3.12G 0.01309 0.002456 0 0.01555 34 640: 28%|██▊ | 13/47 [00:18<00:45, 1.35s/it] 182/299 3.12G 0.01309 0.002456 0 0.01555 34 640: 30%|██▉ | 14/47 [00:18<00:32, 1.03it/s] 182/299 3.12G 0.0129 0.002424 0 0.01532 22 640: 30%|██▉ | 14/47 [00:18<00:32, 1.03it/s] 182/299 3.12G 0.0129 0.002424 0 0.01532 22 640: 32%|███▏ | 15/47 [00:18<00:23, 1.38it/s] 182/299 3.12G 0.01298 0.002465 0 0.01545
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.757
0%| | 0/47 [00:00<?, ?it/s] 183/299 3.12G 0.0107 0.003284 0 0.01398 34 640: 0%| | 0/47 [00:00<?, ?it/s] 183/299 3.12G 0.0107 0.003284 0 0.01398 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 183/299 3.12G 0.0116 0.002876 0 0.01448 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 183/299 3.12G 0.0116 0.002876 0 0.01448 30 640: 4%|▍ | 2/47 [00:00<00:14, 3.11it/s] 183/299 3.12G 0.01142 0.002571 0 0.01399 23 640: 4%|▍ | 2/47 [00:00<00:14, 3.11it/s] 183/299 3.12G 0.01142 0.002571 0 0.01399 23 640: 6%|▋ | 3/47 [00:00<00:09, 4.42it/s] 183/299 3.12G 0.01172 0.002563 0 0.01429 29 640: 6%|▋ | 3/47 [00:09<00:09, 4.42it/s] 183/299 3.12G 0.01172 0.002563 0 0.01429 29 640: 9%|▊ | 4/47 [00:09<02:42, 3.79s/it] 183/299 3.12G 0.01176 0.002579 0 0.01434 31 640: 9%|▊ | 4/47 [00:10<02:42, 3.79s/it] 183/299 3.12G 0.01176 0.002579 0 0.01434 31 640: 11%|█ | 5/47 [00:10<01:43, 2.47s/it] 183/299 3.12G 0.01191 0.002461 0 0.01437 17 640: 11%|█ | 5/47 [00:10<01:43, 2.47s/it] 183/299 3.12G 0.01191 0.002461 0 0.01437 17 640: 13%|█▎ | 6/47 [00:10<01:12, 1.76s/it] 183/299 3.12G 0.01171 0.002371 0 0.01408 21 640: 13%|█▎ | 6/47 [00:10<01:12, 1.76s/it] 183/299 3.12G 0.01171 0.002371 0 0.01408 21 640: 15%|█▍ | 7/47 [00:10<00:48, 1.22s/it] 183/299 3.12G 0.01195 0.002405 0 0.01436 29 640: 15%|█▍ | 7/47 [00:10<00:48, 1.22s/it] 183/299 3.12G 0.01195 0.002405 0 0.01436 29 640: 17%|█▋ | 8/47 [00:10<00:34, 1.14it/s] 183/299 3.12G 0.01204 0.002403 0 0.01444 30 640: 17%|█▋ | 8/47 [00:10<00:34, 1.14it/s] 183/299 3.12G 0.01204 0.002403 0 0.01444 30 640: 19%|█▉ | 9/47 [00:10<00:24, 1.57it/s] 183/299 3.12G 0.01209 0.002389 0 0.01448 27 640: 19%|█▉ | 9/47 [00:10<00:24, 1.57it/s] 183/299 3.12G 0.01209 0.002389 0 0.01448 27 640: 21%|██▏ | 10/47 [00:10<00:17, 2.10it/s] 183/299 3.12G 0.01225 0.002385 0 0.01463 22 640: 21%|██▏ | 10/47 [00:11<00:17, 2.10it/s] 183/299 3.12G 0.01225 0.002385 0 0.01463 22 640: 23%|██▎ | 11/47 [00:11<00:13, 2.75it/s] 183/299 3.12G 0.01221 0.002382 0 0.01459 22 640: 23%|██▎ | 11/47 [00:18<00:13, 2.75it/s] 183/299 3.12G 0.01221 0.002382 0 0.01459 22 640: 26%|██▌ | 12/47 [00:18<01:29, 2.57s/it] 183/299 3.12G 0.01208 0.002355 0 0.01443 31 640: 26%|██▌ | 12/47 [00:18<01:29, 2.57s/it] 183/299 3.12G 0.01208 0.002355 0 0.01443 31 640: 28%|██▊ | 13/47 [00:18<01:02, 1.83s/it] 183/299 3.12G 0.0121 0.00239 0 0.01449 33 640: 28%|██▊ | 13/47 [00:18<01:02, 1.83s/it] 183/299 3.12G 0.0121 0.00239 0 0.01449 33 640: 30%|██▉ | 14/47 [00:18<00:43, 1.31s/it] 183/299 3.12G 0.01217 0.002398 0 0.01456 28 640: 30%|██▉ | 14/47 [00:18<00:43, 1.31s/it] 183/299 3.12G 0.01217 0.002398 0 0.01456 28 640: 32%|███▏ | 15/47 [00:18<00:30, 1.05it/s] 183/299 3.12G 0.01226 0.002388 0 0.01465
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.993 0.769
0%| | 0/47 [00:00<?, ?it/s] 184/299 3.12G 0.0127 0.002755 0 0.01546 43 640: 0%| | 0/47 [00:00<?, ?it/s] 184/299 3.12G 0.0127 0.002755 0 0.01546 43 640: 2%|▏ | 1/47 [00:00<00:06, 6.83it/s] 184/299 3.12G 0.01326 0.002675 0 0.01593 33 640: 2%|▏ | 1/47 [00:00<00:06, 6.83it/s] 184/299 3.12G 0.01326 0.002675 0 0.01593 33 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 184/299 3.12G 0.0134 0.00265 0 0.01605 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 184/299 3.12G 0.0134 0.00265 0 0.01605 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.33it/s] 184/299 3.12G 0.01317 0.002736 0 0.01591 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.33it/s] 184/299 3.12G 0.01317 0.002736 0 0.01591 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.50it/s] 184/299 3.12G 0.01314 0.002838 0 0.01598 31 640: 9%|▊ | 4/47 [00:07<00:05, 8.50it/s] 184/299 3.12G 0.01314 0.002838 0 0.01598 31 640: 11%|█ | 5/47 [00:07<01:49, 2.60s/it] 184/299 3.12G 0.01269 0.002683 0 0.01538 23 640: 11%|█ | 5/47 [00:08<01:49, 2.60s/it] 184/299 3.12G 0.01269 0.002683 0 0.01538 23 640: 13%|█▎ | 6/47 [00:08<01:23, 2.04s/it] 184/299 3.12G 0.01238 0.002595 0 0.01498 27 640: 13%|█▎ | 6/47 [00:08<01:23, 2.04s/it] 184/299 3.12G 0.01238 0.002595 0 0.01498 27 640: 15%|█▍ | 7/47 [00:08<00:56, 1.41s/it] 184/299 3.12G 0.01222 0.002541 0 0.01476 25 640: 15%|█▍ | 7/47 [00:08<00:56, 1.41s/it] 184/299 3.12G 0.01222 0.002541 0 0.01476 25 640: 17%|█▋ | 8/47 [00:08<00:38, 1.01it/s] 184/299 3.12G 0.01235 0.002511 0 0.01486 28 640: 17%|█▋ | 8/47 [00:08<00:38, 1.01it/s] 184/299 3.12G 0.01235 0.002511 0 0.01486 28 640: 19%|█▉ | 9/47 [00:08<00:27, 1.38it/s] 184/299 3.12G 0.01247 0.002536 0 0.015 31 640: 19%|█▉ | 9/47 [00:08<00:27, 1.38it/s] 184/299 3.12G 0.01247 0.002536 0 0.015 31 640: 21%|██▏ | 10/47 [00:08<00:19, 1.87it/s] 184/299 3.12G 0.01283 0.002543 0 0.01537 23 640: 21%|██▏ | 10/47 [00:09<00:19, 1.87it/s] 184/299 3.12G 0.01283 0.002543 0 0.01537 23 640: 23%|██▎ | 11/47 [00:09<00:14, 2.48it/s] 184/299 3.12G 0.01278 0.002644 0 0.01543 42 640: 23%|██▎ | 11/47 [00:09<00:14, 2.48it/s] 184/299 3.12G 0.01278 0.002644 0 0.01543 42 640: 26%|██▌ | 12/47 [00:09<00:10, 3.19it/s] 184/299 3.12G 0.01266 0.002641 0 0.0153 31 640: 26%|██▌ | 12/47 [00:15<00:10, 3.19it/s] 184/299 3.12G 0.01266 0.002641 0 0.0153 31 640: 28%|██▊ | 13/47 [00:15<01:18, 2.31s/it] 184/299 3.12G 0.01279 0.002647 0 0.01543 27 640: 28%|██▊ | 13/47 [00:16<01:18, 2.31s/it] 184/299 3.12G 0.01279 0.002647 0 0.01543 27 640: 30%|██▉ | 14/47 [00:16<01:02, 1.89s/it] 184/299 3.12G 0.01283 0.002687 0 0.01551 30 640: 30%|██▉ | 14/47 [00:17<01:02, 1.89s/it] 184/299 3.12G 0.01283 0.002687 0 0.01551 30 640: 32%|███▏ | 15/47 [00:17<00:43, 1.36s/it] 184/299 3.12G 0.0129 0.002706 0 0.01561
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.768
0%| | 0/47 [00:00<?, ?it/s] 185/299 3.12G 0.01019 0.001909 0 0.0121 21 640: 0%| | 0/47 [00:00<?, ?it/s] 185/299 3.12G 0.01019 0.001909 0 0.0121 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 185/299 3.12G 0.01128 0.002308 0 0.01359 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 185/299 3.12G 0.01128 0.002308 0 0.01359 36 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 185/299 3.12G 0.01292 0.002503 0 0.01543 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 185/299 3.12G 0.01292 0.002503 0 0.01543 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.17it/s] 185/299 3.12G 0.01253 0.002572 0 0.0151 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.17it/s] 185/299 3.12G 0.01253 0.002572 0 0.0151 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.45it/s] 185/299 3.12G 0.01223 0.002525 0 0.01475 21 640: 9%|▊ | 4/47 [00:00<00:05, 8.45it/s] 185/299 3.12G 0.01223 0.002525 0 0.01475 21 640: 11%|█ | 5/47 [00:00<00:04, 8.61it/s] 185/299 3.12G 0.01212 0.002563 0 0.01468 29 640: 11%|█ | 5/47 [00:09<00:04, 8.61it/s] 185/299 3.12G 0.01212 0.002563 0 0.01468 29 640: 13%|█▎ | 6/47 [00:09<02:01, 2.96s/it] 185/299 3.12G 0.01232 0.002586 0 0.01491 32 640: 13%|█▎ | 6/47 [00:10<02:01, 2.96s/it] 185/299 3.12G 0.01232 0.002586 0 0.01491 32 640: 15%|█▍ | 7/47 [00:10<01:43, 2.59s/it] 185/299 3.12G 0.01245 0.002546 0 0.015 28 640: 15%|█▍ | 7/47 [00:11<01:43, 2.59s/it] 185/299 3.12G 0.01245 0.002546 0 0.015 28 640: 17%|█▋ | 8/47 [00:11<01:10, 1.80s/it] 185/299 3.12G 0.01239 0.002573 0 0.01496 29 640: 17%|█▋ | 8/47 [00:11<01:10, 1.80s/it] 185/299 3.12G 0.01239 0.002573 0 0.01496 29 640: 19%|█▉ | 9/47 [00:11<00:48, 1.27s/it] 185/299 3.12G 0.01259 0.002571 0 0.01516 24 640: 19%|█▉ | 9/47 [00:11<00:48, 1.27s/it] 185/299 3.12G 0.01259 0.002571 0 0.01516 24 640: 21%|██▏ | 10/47 [00:11<00:33, 1.09it/s] 185/299 3.12G 0.01291 0.002695 0 0.0156 36 640: 21%|██▏ | 10/47 [00:11<00:33, 1.09it/s] 185/299 3.12G 0.01291 0.002695 0 0.0156 36 640: 23%|██▎ | 11/47 [00:11<00:24, 1.49it/s] 185/299 3.12G 0.0129 0.002733 0 0.01563 33 640: 23%|██▎ | 11/47 [00:11<00:24, 1.49it/s] 185/299 3.12G 0.0129 0.002733 0 0.01563 33 640: 26%|██▌ | 12/47 [00:11<00:17, 2.01it/s] 185/299 3.12G 0.01297 0.002658 0 0.01563 19 640: 26%|██▌ | 12/47 [00:11<00:17, 2.01it/s] 185/299 3.12G 0.01297 0.002658 0 0.01563 19 640: 28%|██▊ | 13/47 [00:11<00:12, 2.63it/s] 185/299 3.12G 0.01305 0.002771 0 0.01582 43 640: 28%|██▊ | 13/47 [00:17<00:12, 2.63it/s] 185/299 3.12G 0.01305 0.002771 0 0.01582 43 640: 30%|██▉ | 14/47 [00:17<01:06, 2.01s/it] 185/299 3.12G 0.01303 0.002751 0 0.01578 28 640: 30%|██▉ | 14/47 [00:19<01:06, 2.01s/it] 185/299 3.12G 0.01303 0.002751 0 0.01578 28 640: 32%|███▏ | 15/47 [00:19<01:02, 1.94s/it] 185/299 3.12G 0.01301 0.002732 0 0.01574
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.992 0.768
0%| | 0/47 [00:00<?, ?it/s] 186/299 3.12G 0.01482 0.002084 0 0.0169 24 640: 0%| | 0/47 [00:00<?, ?it/s] 186/299 3.12G 0.01482 0.002084 0 0.0169 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 186/299 3.12G 0.01432 0.002395 0 0.01672 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 186/299 3.12G 0.01432 0.002395 0 0.01672 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 186/299 3.12G 0.0131 0.002364 0 0.01547 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 186/299 3.12G 0.0131 0.002364 0 0.01547 23 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 186/299 3.12G 0.0137 0.002458 0 0.01616 23 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 186/299 3.12G 0.0137 0.002458 0 0.01616 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 186/299 3.12G 0.01358 0.002635 0 0.01622 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.24it/s] 186/299 3.12G 0.01358 0.002635 0 0.01622 33 640: 11%|█ | 5/47 [00:00<00:04, 8.45it/s] 186/299 3.12G 0.01336 0.00268 0 0.01604 37 640: 11%|█ | 5/47 [00:00<00:04, 8.45it/s] 186/299 3.12G 0.01336 0.00268 0 0.01604 37 640: 13%|█▎ | 6/47 [00:00<00:04, 8.60it/s] 186/299 3.12G 0.0133 0.002706 0 0.016 27 640: 13%|█▎ | 6/47 [00:08<00:04, 8.60it/s] 186/299 3.12G 0.0133 0.002706 0 0.016 27 640: 15%|█▍ | 7/47 [00:08<01:39, 2.50s/it] 186/299 3.12G 0.01316 0.002673 0 0.01583 26 640: 15%|█▍ | 7/47 [00:08<01:39, 2.50s/it] 186/299 3.12G 0.01316 0.002673 0 0.01583 26 640: 17%|█▋ | 8/47 [00:08<01:08, 1.75s/it] 186/299 3.12G 0.01292 0.002634 0 0.01555 29 640: 17%|█▋ | 8/47 [00:08<01:08, 1.75s/it] 186/299 3.12G 0.01292 0.002634 0 0.01555 29 640: 19%|█▉ | 9/47 [00:08<00:46, 1.24s/it] 186/299 3.12G 0.01273 0.002616 0 0.01535 33 640: 19%|█▉ | 9/47 [00:08<00:46, 1.24s/it] 186/299 3.12G 0.01273 0.002616 0 0.01535 33 640: 21%|██▏ | 10/47 [00:08<00:32, 1.13it/s] 186/299 3.12G 0.0129 0.002663 0 0.01556 35 640: 21%|██▏ | 10/47 [00:08<00:32, 1.13it/s] 186/299 3.12G 0.0129 0.002663 0 0.01556 35 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 186/299 3.12G 0.01291 0.00272 0 0.01563 25 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 186/299 3.12G 0.01291 0.00272 0 0.01563 25 640: 26%|██▌ | 12/47 [00:08<00:17, 2.03it/s] 186/299 3.12G 0.01289 0.002741 0 0.01563 36 640: 26%|██▌ | 12/47 [00:08<00:17, 2.03it/s] 186/299 3.12G 0.01289 0.002741 0 0.01563 36 640: 28%|██▊ | 13/47 [00:08<00:12, 2.65it/s] 186/299 3.12G 0.01286 0.002741 0 0.0156 29 640: 28%|██▊ | 13/47 [00:08<00:12, 2.65it/s] 186/299 3.12G 0.01286 0.002741 0 0.0156 29 640: 30%|██▉ | 14/47 [00:08<00:09, 3.36it/s] 186/299 3.12G 0.01293 0.002751 0 0.01568 35 640: 30%|██▉ | 14/47 [00:16<00:09, 3.36it/s] 186/299 3.12G 0.01293 0.002751 0 0.01568 35 640: 32%|███▏ | 15/47 [00:16<01:19, 2.48s/it] 186/299 3.12G 0.01299 0.002717 0 0.01571
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.954 0.963 0.991 0.767
0%| | 0/47 [00:00<?, ?it/s] 187/299 3.12G 0.01128 0.002667 0 0.01395 32 640: 0%| | 0/47 [00:04<?, ?it/s] 187/299 3.12G 0.01128 0.002667 0 0.01395 32 640: 2%|▏ | 1/47 [00:04<03:18, 4.31s/it] 187/299 3.12G 0.01181 0.002559 0 0.01437 23 640: 2%|▏ | 1/47 [00:04<03:18, 4.31s/it] 187/299 3.12G 0.01181 0.002559 0 0.01437 23 640: 4%|▍ | 2/47 [00:04<01:23, 1.85s/it] 187/299 3.12G 0.01212 0.00256 0 0.01468 29 640: 4%|▍ | 2/47 [00:04<01:23, 1.85s/it] 187/299 3.12G 0.01212 0.00256 0 0.01468 29 640: 6%|▋ | 3/47 [00:04<00:46, 1.05s/it] 187/299 3.12G 0.01201 0.002696 0 0.0147 34 640: 6%|▋ | 3/47 [00:04<00:46, 1.05s/it] 187/299 3.12G 0.01201 0.002696 0 0.0147 34 640: 9%|▊ | 4/47 [00:04<00:29, 1.44it/s] 187/299 3.12G 0.01195 0.002641 0 0.01459 26 640: 9%|▊ | 4/47 [00:04<00:29, 1.44it/s] 187/299 3.12G 0.01195 0.002641 0 0.01459 26 640: 11%|█ | 5/47 [00:04<00:20, 2.07it/s] 187/299 3.12G 0.01204 0.002757 0 0.0148 32 640: 11%|█ | 5/47 [00:04<00:20, 2.07it/s] 187/299 3.12G 0.01204 0.002757 0 0.0148 32 640: 13%|█▎ | 6/47 [00:04<00:14, 2.79it/s] 187/299 3.12G 0.01179 0.002741 0 0.01454 33 640: 13%|█▎ | 6/47 [00:05<00:14, 2.79it/s] 187/299 3.12G 0.01179 0.002741 0 0.01454 33 640: 15%|█▍ | 7/47 [00:05<00:11, 3.60it/s] 187/299 3.12G 0.01182 0.002604 0 0.01443 21 640: 15%|█▍ | 7/47 [00:09<00:11, 3.60it/s] 187/299 3.12G 0.01182 0.002604 0 0.01443 21 640: 17%|█▋ | 8/47 [00:09<01:03, 1.62s/it] 187/299 3.12G 0.01169 0.002595 0 0.01429 33 640: 17%|█▋ | 8/47 [00:12<01:03, 1.62s/it] 187/299 3.12G 0.01169 0.002595 0 0.01429 33 640: 19%|█▉ | 9/47 [00:12<01:19, 2.09s/it] 187/299 3.12G 0.01182 0.002503 0 0.01433 21 640: 19%|█▉ | 9/47 [00:12<01:19, 2.09s/it] 187/299 3.12G 0.01182 0.002503 0 0.01433 21 640: 21%|██▏ | 10/47 [00:12<00:54, 1.48s/it] 187/299 3.12G 0.01197 0.002533 0 0.01451 30 640: 21%|██▏ | 10/47 [00:12<00:54, 1.48s/it] 187/299 3.12G 0.01197 0.002533 0 0.01451 30 640: 23%|██▎ | 11/47 [00:12<00:38, 1.06s/it] 187/299 3.12G 0.01208 0.00261 0 0.01469 36 640: 23%|██▎ | 11/47 [00:13<00:38, 1.06s/it] 187/299 3.12G 0.01208 0.00261 0 0.01469 36 640: 26%|██▌ | 12/47 [00:13<00:27, 1.28it/s] 187/299 3.12G 0.01202 0.002594 0 0.01461 29 640: 26%|██▌ | 12/47 [00:13<00:27, 1.28it/s] 187/299 3.12G 0.01202 0.002594 0 0.01461 29 640: 28%|██▊ | 13/47 [00:13<00:25, 1.36it/s] 187/299 3.12G 0.012 0.002564 0 0.01457 29 640: 28%|██▊ | 13/47 [00:13<00:25, 1.36it/s] 187/299 3.12G 0.012 0.002564 0 0.01457 29 640: 30%|██▉ | 14/47 [00:13<00:18, 1.83it/s] 187/299 3.12G 0.01202 0.002522 0 0.01454 27 640: 30%|██▉ | 14/47 [00:13<00:18, 1.83it/s] 187/299 3.12G 0.01202 0.002522 0 0.01454 27 640: 32%|███▏ | 15/47 [00:13<00:13, 2.40it/s] 187/299 3.12G 0.01206 0.002554 0 0.01461
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.992 0.755
0%| | 0/47 [00:00<?, ?it/s] 188/299 3.12G 0.01548 0.002258 0 0.01774 25 640: 0%| | 0/47 [00:05<?, ?it/s] 188/299 3.12G 0.01548 0.002258 0 0.01774 25 640: 2%|▏ | 1/47 [00:05<04:14, 5.52s/it] 188/299 3.12G 0.01617 0.002295 0 0.01846 25 640: 2%|▏ | 1/47 [00:07<04:14, 5.52s/it] 188/299 3.12G 0.01617 0.002295 0 0.01846 25 640: 4%|▍ | 2/47 [00:07<02:22, 3.16s/it] 188/299 3.12G 0.01507 0.002414 0 0.01749 36 640: 4%|▍ | 2/47 [00:07<02:22, 3.16s/it] 188/299 3.12G 0.01507 0.002414 0 0.01749 36 640: 6%|▋ | 3/47 [00:07<01:17, 1.77s/it] 188/299 3.12G 0.0146 0.002281 0 0.01688 23 640: 6%|▋ | 3/47 [00:07<01:17, 1.77s/it] 188/299 3.12G 0.0146 0.002281 0 0.01688 23 640: 9%|▊ | 4/47 [00:07<00:47, 1.12s/it] 188/299 3.12G 0.01441 0.002434 0 0.01685 28 640: 9%|▊ | 4/47 [00:07<00:47, 1.12s/it] 188/299 3.12G 0.01441 0.002434 0 0.01685 28 640: 11%|█ | 5/47 [00:07<00:32, 1.31it/s] 188/299 3.12G 0.01413 0.002354 0 0.01648 28 640: 11%|█ | 5/47 [00:07<00:32, 1.31it/s] 188/299 3.12G 0.01413 0.002354 0 0.01648 28 640: 13%|█▎ | 6/47 [00:07<00:24, 1.69it/s] 188/299 3.12G 0.01385 0.002487 0 0.01634 33 640: 13%|█▎ | 6/47 [00:08<00:24, 1.69it/s] 188/299 3.12G 0.01385 0.002487 0 0.01634 33 640: 15%|█▍ | 7/47 [00:08<00:31, 1.28it/s] 188/299 3.12G 0.0135 0.002415 0 0.01591 21 640: 15%|█▍ | 7/47 [00:08<00:31, 1.28it/s] 188/299 3.12G 0.0135 0.002415 0 0.01591 21 640: 17%|█▋ | 8/47 [00:08<00:22, 1.75it/s] 188/299 3.12G 0.0133 0.002472 0 0.01578 37 640: 17%|█▋ | 8/47 [00:15<00:22, 1.75it/s] 188/299 3.12G 0.0133 0.002472 0 0.01578 37 640: 19%|█▉ | 9/47 [00:15<01:27, 2.31s/it] 188/299 3.12G 0.01344 0.002446 0 0.01589 27 640: 19%|█▉ | 9/47 [00:15<01:27, 2.31s/it] 188/299 3.12G 0.01344 0.002446 0 0.01589 27 640: 21%|██▏ | 10/47 [00:15<01:04, 1.75s/it] 188/299 3.12G 0.0136 0.002574 0 0.01618 33 640: 21%|██▏ | 10/47 [00:15<01:04, 1.75s/it] 188/299 3.12G 0.0136 0.002574 0 0.01618 33 640: 23%|██▎ | 11/47 [00:15<00:44, 1.25s/it] 188/299 3.12G 0.0135 0.002625 0 0.01612 34 640: 23%|██▎ | 11/47 [00:15<00:44, 1.25s/it] 188/299 3.12G 0.0135 0.002625 0 0.01612 34 640: 26%|██▌ | 12/47 [00:15<00:31, 1.11it/s] 188/299 3.12G 0.01362 0.002679 0 0.0163 22 640: 26%|██▌ | 12/47 [00:15<00:31, 1.11it/s] 188/299 3.12G 0.01362 0.002679 0 0.0163 22 640: 28%|██▊ | 13/47 [00:15<00:22, 1.49it/s] 188/299 3.12G 0.0136 0.002695 0 0.0163 30 640: 28%|██▊ | 13/47 [00:16<00:22, 1.49it/s] 188/299 3.12G 0.0136 0.002695 0 0.0163 30 640: 30%|██▉ | 14/47 [00:16<00:16, 1.95it/s] 188/299 3.12G 0.01353 0.002745 0 0.01627 47 640: 30%|██▉ | 14/47 [00:17<00:16, 1.95it/s] 188/299 3.12G 0.01353 0.002745 0 0.01627 47 640: 32%|███▏ | 15/47 [00:17<00:24, 1.33it/s] 188/299 3.12G 0.01352 0.002755 0 0.01628
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.992 0.763
0%| | 0/47 [00:00<?, ?it/s] 189/299 3.12G 0.01414 0.002926 0 0.01707 26 640: 0%| | 0/47 [00:00<?, ?it/s] 189/299 3.12G 0.01414 0.002926 0 0.01707 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 189/299 3.12G 0.01368 0.00264 0 0.01632 30 640: 2%|▏ | 1/47 [00:06<00:05, 8.63it/s] 189/299 3.12G 0.01368 0.00264 0 0.01632 30 640: 4%|▍ | 2/47 [00:06<02:56, 3.92s/it] 189/299 3.12G 0.01322 0.002503 0 0.01573 30 640: 4%|▍ | 2/47 [00:10<02:56, 3.92s/it] 189/299 3.12G 0.01322 0.002503 0 0.01573 30 640: 6%|▋ | 3/47 [00:10<02:51, 3.90s/it] 189/299 3.12G 0.01347 0.002405 0 0.01587 26 640: 6%|▋ | 3/47 [00:10<02:51, 3.90s/it] 189/299 3.12G 0.01347 0.002405 0 0.01587 26 640: 9%|▊ | 4/47 [00:10<01:43, 2.40s/it] 189/299 3.12G 0.01292 0.002434 0 0.01536 30 640: 9%|▊ | 4/47 [00:10<01:43, 2.40s/it] 189/299 3.12G 0.01292 0.002434 0 0.01536 30 640: 11%|█ | 5/47 [00:10<01:06, 1.58s/it] 189/299 3.12G 0.01303 0.002457 0 0.01549 25 640: 11%|█ | 5/47 [00:10<01:06, 1.58s/it] 189/299 3.12G 0.01303 0.002457 0 0.01549 25 640: 13%|█▎ | 6/47 [00:10<00:44, 1.09s/it] 189/299 3.12G 0.01275 0.002464 0 0.01521 36 640: 13%|█▎ | 6/47 [00:11<00:44, 1.09s/it] 189/299 3.12G 0.01275 0.002464 0 0.01521 36 640: 15%|█▍ | 7/47 [00:11<00:30, 1.30it/s] 189/299 3.12G 0.01289 0.002517 0 0.0154 27 640: 15%|█▍ | 7/47 [00:11<00:30, 1.30it/s] 189/299 3.12G 0.01289 0.002517 0 0.0154 27 640: 17%|█▋ | 8/47 [00:11<00:21, 1.78it/s] 189/299 3.12G 0.01278 0.002557 0 0.01534 34 640: 17%|█▋ | 8/47 [00:11<00:21, 1.78it/s] 189/299 3.12G 0.01278 0.002557 0 0.01534 34 640: 19%|█▉ | 9/47 [00:11<00:15, 2.38it/s] 189/299 3.12G 0.01292 0.002504 0 0.01542 20 640: 19%|█▉ | 9/47 [00:15<00:15, 2.38it/s] 189/299 3.12G 0.01292 0.002504 0 0.01542 20 640: 21%|██▏ | 10/47 [00:15<00:55, 1.51s/it] 189/299 3.12G 0.01328 0.002464 0 0.01575 30 640: 21%|██▏ | 10/47 [00:19<00:55, 1.51s/it] 189/299 3.12G 0.01328 0.002464 0 0.01575 30 640: 23%|██▎ | 11/47 [00:19<01:20, 2.23s/it] 189/299 3.12G 0.01313 0.002433 0 0.01557 25 640: 23%|██▎ | 11/47 [00:19<01:20, 2.23s/it] 189/299 3.12G 0.01313 0.002433 0 0.01557 25 640: 26%|██▌ | 12/47 [00:19<00:55, 1.59s/it] 189/299 3.12G 0.01313 0.002417 0 0.01554 27 640: 26%|██▌ | 12/47 [00:19<00:55, 1.59s/it] 189/299 3.12G 0.01313 0.002417 0 0.01554 27 640: 28%|██▊ | 13/47 [00:19<00:38, 1.15s/it] 189/299 3.12G 0.01303 0.00247 0 0.0155 35 640: 28%|██▊ | 13/47 [00:19<00:38, 1.15s/it] 189/299 3.12G 0.01303 0.00247 0 0.0155 35 640: 30%|██▉ | 14/47 [00:19<00:27, 1.19it/s] 189/299 3.12G 0.01293 0.002474 0 0.01541 34 640: 30%|██▉ | 14/47 [00:19<00:27, 1.19it/s] 189/299 3.12G 0.01293 0.002474 0 0.01541 34 640: 32%|███▏ | 15/47 [00:19<00:19, 1.61it/s] 189/299 3.12G 0.01306 0.002501 0 0.01556
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.16it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.972 0.992 0.767
0%| | 0/47 [00:00<?, ?it/s] 190/299 3.12G 0.01218 0.002462 0 0.01465 23 640: 0%| | 0/47 [00:00<?, ?it/s] 190/299 3.12G 0.01218 0.002462 0 0.01465 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 190/299 3.12G 0.01299 0.002667 0 0.01566 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 190/299 3.12G 0.01299 0.002667 0 0.01566 30 640: 4%|▍ | 2/47 [00:00<00:04, 9.04it/s] 190/299 3.12G 0.01222 0.002586 0 0.0148 21 640: 4%|▍ | 2/47 [00:03<00:04, 9.04it/s] 190/299 3.12G 0.01222 0.002586 0 0.0148 21 640: 6%|▋ | 3/47 [00:03<01:01, 1.40s/it] 190/299 3.12G 0.01191 0.002576 0 0.01448 36 640: 6%|▋ | 3/47 [00:10<01:01, 1.40s/it] 190/299 3.12G 0.01191 0.002576 0 0.01448 36 640: 9%|▊ | 4/47 [00:10<02:34, 3.60s/it] 190/299 3.12G 0.01222 0.002553 0 0.01477 24 640: 9%|▊ | 4/47 [00:10<02:34, 3.60s/it] 190/299 3.12G 0.01222 0.002553 0 0.01477 24 640: 11%|█ | 5/47 [00:10<01:38, 2.35s/it] 190/299 3.12G 0.01243 0.00264 0 0.01507 32 640: 11%|█ | 5/47 [00:10<01:38, 2.35s/it] 190/299 3.12G 0.01243 0.00264 0 0.01507 32 640: 13%|█▎ | 6/47 [00:10<01:04, 1.59s/it] 190/299 3.12G 0.01247 0.002662 0 0.01514 37 640: 13%|█▎ | 6/47 [00:10<01:04, 1.59s/it] 190/299 3.12G 0.01247 0.002662 0 0.01514 37 640: 15%|█▍ | 7/47 [00:10<00:44, 1.11s/it] 190/299 3.12G 0.01232 0.002584 0 0.0149 24 640: 15%|█▍ | 7/47 [00:10<00:44, 1.11s/it] 190/299 3.12G 0.01232 0.002584 0 0.0149 24 640: 17%|█▋ | 8/47 [00:10<00:30, 1.26it/s] 190/299 3.12G 0.01224 0.002537 0 0.01477 24 640: 17%|█▋ | 8/47 [00:10<00:30, 1.26it/s] 190/299 3.12G 0.01224 0.002537 0 0.01477 24 640: 19%|█▉ | 9/47 [00:10<00:22, 1.72it/s] 190/299 3.12G 0.01231 0.002639 0 0.01495 39 640: 19%|█▉ | 9/47 [00:10<00:22, 1.72it/s] 190/299 3.12G 0.01231 0.002639 0 0.01495 39 640: 21%|██▏ | 10/47 [00:10<00:16, 2.30it/s] 190/299 3.12G 0.01269 0.002694 0 0.01539 40 640: 21%|██▏ | 10/47 [00:11<00:16, 2.30it/s] 190/299 3.12G 0.01269 0.002694 0 0.01539 40 640: 23%|██▎ | 11/47 [00:11<00:18, 1.91it/s] 190/299 3.12G 0.0127 0.002721 0 0.01542 34 640: 23%|██▎ | 11/47 [00:18<00:18, 1.91it/s] 190/299 3.12G 0.0127 0.002721 0 0.01542 34 640: 26%|██▌ | 12/47 [00:18<01:28, 2.54s/it] 190/299 3.12G 0.01272 0.002758 0 0.01548 41 640: 26%|██▌ | 12/47 [00:18<01:28, 2.54s/it] 190/299 3.12G 0.01272 0.002758 0 0.01548 41 640: 28%|██▊ | 13/47 [00:18<01:01, 1.81s/it] 190/299 3.12G 0.01263 0.002754 0 0.01539 34 640: 28%|██▊ | 13/47 [00:18<01:01, 1.81s/it] 190/299 3.12G 0.01263 0.002754 0 0.01539 34 640: 30%|██▉ | 14/47 [00:18<00:42, 1.30s/it] 190/299 3.12G 0.01262 0.002732 0 0.01535 25 640: 30%|██▉ | 14/47 [00:19<00:42, 1.30s/it] 190/299 3.12G 0.01262 0.002732 0 0.01535 25 640: 32%|███▏ | 15/47 [00:19<00:30, 1.05it/s] 190/299 3.12G 0.01266 0.002716 0 0.01537
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.41it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.33it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.35it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.99 0.748
0%| | 0/47 [00:00<?, ?it/s] 191/299 3.12G 0.01126 0.002868 0 0.01413 33 640: 0%| | 0/47 [00:00<?, ?it/s] 191/299 3.12G 0.01126 0.002868 0 0.01413 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.70it/s] 191/299 3.12G 0.01196 0.002543 0 0.0145 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.70it/s] 191/299 3.12G 0.01196 0.002543 0 0.0145 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 191/299 3.12G 0.0129 0.002558 0 0.01545 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.85it/s] 191/299 3.12G 0.0129 0.002558 0 0.01545 33 640: 6%|▋ | 3/47 [00:00<00:04, 8.90it/s] 191/299 3.12G 0.01221 0.002451 0 0.01466 23 640: 6%|▋ | 3/47 [00:00<00:04, 8.90it/s] 191/299 3.12G 0.01221 0.002451 0 0.01466 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.09it/s] 191/299 3.12G 0.01183 0.002354 0 0.01418 24 640: 9%|▊ | 4/47 [00:07<00:05, 8.09it/s] 191/299 3.12G 0.01183 0.002354 0 0.01418 24 640: 11%|█ | 5/47 [00:07<01:51, 2.66s/it] 191/299 3.12G 0.0121 0.002317 0 0.01442 20 640: 11%|█ | 5/47 [00:07<01:51, 2.66s/it] 191/299 3.12G 0.0121 0.002317 0 0.01442 20 640: 13%|█▎ | 6/47 [00:07<01:13, 1.80s/it] 191/299 3.12G 0.01221 0.002447 0 0.01465 32 640: 13%|█▎ | 6/47 [00:07<01:13, 1.80s/it] 191/299 3.12G 0.01221 0.002447 0 0.01465 32 640: 15%|█▍ | 7/47 [00:07<00:49, 1.25s/it] 191/299 3.12G 0.01255 0.002415 0 0.01496 24 640: 15%|█▍ | 7/47 [00:08<00:49, 1.25s/it] 191/299 3.12G 0.01255 0.002415 0 0.01496 24 640: 17%|█▋ | 8/47 [00:08<00:34, 1.12it/s] 191/299 3.12G 0.0124 0.002448 0 0.01485 25 640: 17%|█▋ | 8/47 [00:08<00:34, 1.12it/s] 191/299 3.12G 0.0124 0.002448 0 0.01485 25 640: 19%|█▉ | 9/47 [00:08<00:24, 1.54it/s] 191/299 3.12G 0.01259 0.002425 0 0.01502 32 640: 19%|█▉ | 9/47 [00:08<00:24, 1.54it/s] 191/299 3.12G 0.01259 0.002425 0 0.01502 32 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 191/299 3.12G 0.01272 0.002441 0 0.01516 31 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 191/299 3.12G 0.01272 0.002441 0 0.01516 31 640: 23%|██▎ | 11/47 [00:08<00:13, 2.71it/s] 191/299 3.12G 0.01263 0.002435 0 0.01506 24 640: 23%|██▎ | 11/47 [00:08<00:13, 2.71it/s] 191/299 3.12G 0.01263 0.002435 0 0.01506 24 640: 26%|██▌ | 12/47 [00:08<00:14, 2.45it/s] 191/299 3.12G 0.01253 0.002436 0 0.01496 26 640: 26%|██▌ | 12/47 [00:16<00:14, 2.45it/s] 191/299 3.12G 0.01253 0.002436 0 0.01496 26 640: 28%|██▊ | 13/47 [00:16<01:26, 2.55s/it] 191/299 3.12G 0.01263 0.002437 0 0.01507 28 640: 28%|██▊ | 13/47 [00:16<01:26, 2.55s/it] 191/299 3.12G 0.01263 0.002437 0 0.01507 28 640: 30%|██▉ | 14/47 [00:16<00:59, 1.81s/it] 191/299 3.12G 0.01252 0.002429 0 0.01495 32 640: 30%|██▉ | 14/47 [00:16<00:59, 1.81s/it] 191/299 3.12G 0.01252 0.002429 0 0.01495 32 640: 32%|███▏ | 15/47 [00:16<00:41, 1.30s/it] 191/299 3.12G 0.01266 0.002398 0 0.01506
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.989 0.738
0%| | 0/47 [00:00<?, ?it/s] 192/299 3.12G 0.01348 0.002097 0 0.01558 22 640: 0%| | 0/47 [00:00<?, ?it/s] 192/299 3.12G 0.01348 0.002097 0 0.01558 22 640: 2%|▏ | 1/47 [00:00<00:06, 6.88it/s] 192/299 3.12G 0.01537 0.002197 0 0.01756 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.88it/s] 192/299 3.12G 0.01537 0.002197 0 0.01756 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.92it/s] 192/299 3.12G 0.01446 0.002364 0 0.01682 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.92it/s] 192/299 3.12G 0.01446 0.002364 0 0.01682 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 192/299 3.12G 0.01363 0.002269 0 0.0159 22 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 192/299 3.12G 0.01363 0.002269 0 0.0159 22 640: 9%|▊ | 4/47 [00:00<00:05, 8.55it/s] 192/299 3.12G 0.01352 0.002485 0 0.01601 43 640: 9%|▊ | 4/47 [00:01<00:05, 8.55it/s] 192/299 3.12G 0.01352 0.002485 0 0.01601 43 640: 11%|█ | 5/47 [00:01<00:12, 3.36it/s] 192/299 3.12G 0.01294 0.002437 0 0.01537 31 640: 11%|█ | 5/47 [00:10<00:12, 3.36it/s] 192/299 3.12G 0.01294 0.002437 0 0.01537 31 640: 13%|█▎ | 6/47 [00:10<02:20, 3.43s/it] 192/299 3.12G 0.01305 0.002635 0 0.01569 35 640: 13%|█▎ | 6/47 [00:10<02:20, 3.43s/it] 192/299 3.12G 0.01305 0.002635 0 0.01569 35 640: 15%|█▍ | 7/47 [00:10<01:33, 2.35s/it] 192/299 3.12G 0.01332 0.002749 0 0.01607 25 640: 15%|█▍ | 7/47 [00:10<01:33, 2.35s/it] 192/299 3.12G 0.01332 0.002749 0 0.01607 25 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 192/299 3.12G 0.01313 0.002632 0 0.01576 21 640: 17%|█▋ | 8/47 [00:10<01:03, 1.63s/it] 192/299 3.12G 0.01313 0.002632 0 0.01576 21 640: 19%|█▉ | 9/47 [00:10<00:44, 1.17s/it] 192/299 3.12G 0.01302 0.002712 0 0.01574 34 640: 19%|█▉ | 9/47 [00:11<00:44, 1.17s/it] 192/299 3.12G 0.01302 0.002712 0 0.01574 34 640: 21%|██▏ | 10/47 [00:11<00:31, 1.19it/s] 192/299 3.12G 0.01321 0.002738 0 0.01595 29 640: 21%|██▏ | 10/47 [00:11<00:31, 1.19it/s] 192/299 3.12G 0.01321 0.002738 0 0.01595 29 640: 23%|██▎ | 11/47 [00:11<00:22, 1.62it/s] 192/299 3.12G 0.01322 0.002742 0 0.01596 28 640: 23%|██▎ | 11/47 [00:11<00:22, 1.62it/s] 192/299 3.12G 0.01322 0.002742 0 0.01596 28 640: 26%|██▌ | 12/47 [00:11<00:16, 2.15it/s] 192/299 3.12G 0.01333 0.002753 0 0.01609 33 640: 26%|██▌ | 12/47 [00:12<00:16, 2.15it/s] 192/299 3.12G 0.01333 0.002753 0 0.01609 33 640: 28%|██▊ | 13/47 [00:12<00:19, 1.79it/s] 192/299 3.12G 0.01317 0.002772 0 0.01595 31 640: 28%|██▊ | 13/47 [00:19<00:19, 1.79it/s] 192/299 3.12G 0.01317 0.002772 0 0.01595 31 640: 30%|██▉ | 14/47 [00:19<01:22, 2.49s/it] 192/299 3.12G 0.01311 0.002778 0 0.01589 27 640: 30%|██▉ | 14/47 [00:19<01:22, 2.49s/it] 192/299 3.12G 0.01311 0.002778 0 0.01589 27 640: 32%|███▏ | 15/47 [00:19<00:56, 1.77s/it] 192/299 3.12G 0.01319 0.002778 0 0.01597
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.753
0%| | 0/47 [00:00<?, ?it/s] 193/299 3.12G 0.01343 0.002325 0 0.01576 27 640: 0%| | 0/47 [00:00<?, ?it/s] 193/299 3.12G 0.01343 0.002325 0 0.01576 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 193/299 3.12G 0.01204 0.002314 0 0.01436 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 193/299 3.12G 0.01204 0.002314 0 0.01436 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.76it/s] 193/299 3.12G 0.01258 0.002388 0 0.01497 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.76it/s] 193/299 3.12G 0.01258 0.002388 0 0.01497 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.26it/s] 193/299 3.12G 0.01303 0.002456 0 0.01549 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.26it/s] 193/299 3.12G 0.01303 0.002456 0 0.01549 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.50it/s] 193/299 3.12G 0.01307 0.002642 0 0.01572 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.50it/s] 193/299 3.12G 0.01307 0.002642 0 0.01572 26 640: 11%|█ | 5/47 [00:00<00:04, 8.65it/s] 193/299 3.12G 0.01383 0.002676 0 0.01651 34 640: 11%|█ | 5/47 [00:01<00:04, 8.65it/s] 193/299 3.12G 0.01383 0.002676 0 0.01651 34 640: 13%|█▎ | 6/47 [00:01<00:20, 2.03it/s] 193/299 3.12G 0.01348 0.002627 0 0.01611 30 640: 13%|█▎ | 6/47 [00:11<00:20, 2.03it/s] 193/299 3.12G 0.01348 0.002627 0 0.01611 30 640: 15%|█▍ | 7/47 [00:11<02:13, 3.34s/it] 193/299 3.12G 0.01344 0.002756 0 0.0162 36 640: 15%|█▍ | 7/47 [00:11<02:13, 3.34s/it] 193/299 3.12G 0.01344 0.002756 0 0.0162 36 640: 17%|█▋ | 8/47 [00:11<01:30, 2.31s/it] 193/299 3.12G 0.01346 0.002681 0 0.01614 27 640: 17%|█▋ | 8/47 [00:11<01:30, 2.31s/it] 193/299 3.12G 0.01346 0.002681 0 0.01614 27 640: 19%|█▉ | 9/47 [00:11<01:01, 1.62s/it] 193/299 3.12G 0.01363 0.002593 0 0.01622 22 640: 19%|█▉ | 9/47 [00:11<01:01, 1.62s/it] 193/299 3.12G 0.01363 0.002593 0 0.01622 22 640: 21%|██▏ | 10/47 [00:11<00:43, 1.16s/it] 193/299 3.12G 0.01364 0.002588 0 0.01623 29 640: 21%|██▏ | 10/47 [00:11<00:43, 1.16s/it] 193/299 3.12G 0.01364 0.002588 0 0.01623 29 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 193/299 3.12G 0.01349 0.002525 0 0.01602 22 640: 23%|██▎ | 11/47 [00:11<00:30, 1.19it/s] 193/299 3.12G 0.01349 0.002525 0 0.01602 22 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 193/299 3.12G 0.01357 0.002584 0 0.01615 30 640: 26%|██▌ | 12/47 [00:11<00:21, 1.62it/s] 193/299 3.12G 0.01357 0.002584 0 0.01615 30 640: 28%|██▊ | 13/47 [00:11<00:15, 2.15it/s] 193/299 3.12G 0.01354 0.002598 0 0.01613 34 640: 28%|██▊ | 13/47 [00:11<00:15, 2.15it/s] 193/299 3.12G 0.01354 0.002598 0 0.01613 34 640: 30%|██▉ | 14/47 [00:11<00:12, 2.73it/s] 193/299 3.12G 0.01339 0.002645 0 0.01604 44 640: 30%|██▉ | 14/47 [00:19<00:12, 2.73it/s] 193/299 3.12G 0.01339 0.002645 0 0.01604 44 640: 32%|███▏ | 15/47 [00:19<01:21, 2.54s/it] 193/299 3.12G 0.01317 0.002577 0 0.01574
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.99 0.753
0%| | 0/47 [00:00<?, ?it/s] 194/299 3.12G 0.01608 0.003417 0 0.01949 29 640: 0%| | 0/47 [00:00<?, ?it/s] 194/299 3.12G 0.01608 0.003417 0 0.01949 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 194/299 3.12G 0.01433 0.002885 0 0.01722 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 194/299 3.12G 0.01433 0.002885 0 0.01722 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 194/299 3.12G 0.01345 0.002561 0 0.01601 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 194/299 3.12G 0.01345 0.002561 0 0.01601 20 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 194/299 3.12G 0.013 0.002499 0 0.0155 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.86it/s] 194/299 3.12G 0.013 0.002499 0 0.0155 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.25it/s] 194/299 3.12G 0.01265 0.002495 0 0.01515 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.25it/s] 194/299 3.12G 0.01265 0.002495 0 0.01515 24 640: 11%|█ | 5/47 [00:00<00:04, 8.47it/s] 194/299 3.12G 0.01285 0.002539 0 0.01539 35 640: 11%|█ | 5/47 [00:00<00:04, 8.47it/s] 194/299 3.12G 0.01285 0.002539 0 0.01539 35 640: 13%|█▎ | 6/47 [00:00<00:04, 8.61it/s] 194/299 3.12G 0.0127 0.00257 0 0.01527 35 640: 13%|█▎ | 6/47 [00:06<00:04, 8.61it/s] 194/299 3.12G 0.0127 0.00257 0 0.01527 35 640: 15%|█▍ | 7/47 [00:06<01:12, 1.82s/it] 194/299 3.12G 0.01255 0.002624 0 0.01517 34 640: 15%|█▍ | 7/47 [00:10<01:12, 1.82s/it] 194/299 3.12G 0.01255 0.002624 0 0.01517 34 640: 17%|█▋ | 8/47 [00:10<01:45, 2.71s/it] 194/299 3.12G 0.01274 0.002633 0 0.01537 32 640: 17%|█▋ | 8/47 [00:10<01:45, 2.71s/it] 194/299 3.12G 0.01274 0.002633 0 0.01537 32 640: 19%|█▉ | 9/47 [00:10<01:12, 1.90s/it] 194/299 3.12G 0.01256 0.002596 0 0.01516 34 640: 19%|█▉ | 9/47 [00:10<01:12, 1.90s/it] 194/299 3.12G 0.01256 0.002596 0 0.01516 34 640: 21%|██▏ | 10/47 [00:10<00:50, 1.35s/it] 194/299 3.12G 0.0126 0.002701 0 0.01531 41 640: 21%|██▏ | 10/47 [00:11<00:50, 1.35s/it] 194/299 3.12G 0.0126 0.002701 0 0.01531 41 640: 23%|██▎ | 11/47 [00:11<00:35, 1.02it/s] 194/299 3.12G 0.01268 0.002732 0 0.01542 28 640: 23%|██▎ | 11/47 [00:11<00:35, 1.02it/s] 194/299 3.12G 0.01268 0.002732 0 0.01542 28 640: 26%|██▌ | 12/47 [00:11<00:25, 1.39it/s] 194/299 3.12G 0.01268 0.002738 0 0.01542 31 640: 26%|██▌ | 12/47 [00:11<00:25, 1.39it/s] 194/299 3.12G 0.01268 0.002738 0 0.01542 31 640: 28%|██▊ | 13/47 [00:11<00:18, 1.87it/s] 194/299 3.12G 0.01261 0.002771 0 0.01538 28 640: 28%|██▊ | 13/47 [00:11<00:18, 1.87it/s] 194/299 3.12G 0.01261 0.002771 0 0.01538 28 640: 30%|██▉ | 14/47 [00:11<00:13, 2.46it/s] 194/299 3.12G 0.01266 0.002759 0 0.01542 33 640: 30%|██▉ | 14/47 [00:14<00:13, 2.46it/s] 194/299 3.12G 0.01266 0.002759 0 0.01542 33 640: 32%|███▏ | 15/47 [00:14<00:39, 1.24s/it] 194/299 3.12G 0.01271 0.002746 0 0.01545
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.751
0%| | 0/47 [00:00<?, ?it/s] 195/299 3.12G 0.01332 0.002676 0 0.016 34 640: 0%| | 0/47 [00:10<?, ?it/s] 195/299 3.12G 0.01332 0.002676 0 0.016 34 640: 2%|▏ | 1/47 [00:10<07:55, 10.33s/it] 195/299 3.12G 0.01242 0.002627 0 0.01504 31 640: 2%|▏ | 1/47 [00:10<07:55, 10.33s/it] 195/299 3.12G 0.01242 0.002627 0 0.01504 31 640: 4%|▍ | 2/47 [00:10<03:14, 4.32s/it] 195/299 3.12G 0.01226 0.003085 0 0.01535 47 640: 4%|▍ | 2/47 [00:10<03:14, 4.32s/it] 195/299 3.12G 0.01226 0.003085 0 0.01535 47 640: 6%|▋ | 3/47 [00:10<01:45, 2.40s/it] 195/299 3.12G 0.01197 0.002947 0 0.01492 30 640: 6%|▋ | 3/47 [00:10<01:45, 2.40s/it] 195/299 3.12G 0.01197 0.002947 0 0.01492 30 640: 9%|▊ | 4/47 [00:10<01:04, 1.51s/it] 195/299 3.12G 0.012 0.002781 0 0.01478 26 640: 9%|▊ | 4/47 [00:10<01:04, 1.51s/it] 195/299 3.12G 0.012 0.002781 0 0.01478 26 640: 11%|█ | 5/47 [00:10<00:42, 1.00s/it] 195/299 3.12G 0.01229 0.002777 0 0.01507 29 640: 11%|█ | 5/47 [00:10<00:42, 1.00s/it] 195/299 3.12G 0.01229 0.002777 0 0.01507 29 640: 13%|█▎ | 6/47 [00:10<00:28, 1.43it/s] 195/299 3.12G 0.01235 0.002724 0 0.01507 32 640: 13%|█▎ | 6/47 [00:11<00:28, 1.43it/s] 195/299 3.12G 0.01235 0.002724 0 0.01507 32 640: 15%|█▍ | 7/47 [00:11<00:20, 1.97it/s] 195/299 3.12G 0.01265 0.002795 0 0.01545 26 640: 15%|█▍ | 7/47 [00:11<00:20, 1.97it/s] 195/299 3.12G 0.01265 0.002795 0 0.01545 26 640: 17%|█▋ | 8/47 [00:11<00:15, 2.55it/s] 195/299 3.12G 0.01259 0.002892 0 0.01548 38 640: 17%|█▋ | 8/47 [00:18<00:15, 2.55it/s] 195/299 3.12G 0.01259 0.002892 0 0.01548 38 640: 19%|█▉ | 9/47 [00:18<01:38, 2.61s/it] 195/299 3.12G 0.01284 0.002869 0 0.01571 30 640: 19%|█▉ | 9/47 [00:18<01:38, 2.61s/it] 195/299 3.12G 0.01284 0.002869 0 0.01571 30 640: 21%|██▏ | 10/47 [00:18<01:08, 1.84s/it] 195/299 3.12G 0.01269 0.002916 0 0.0156 37 640: 21%|██▏ | 10/47 [00:18<01:08, 1.84s/it] 195/299 3.12G 0.01269 0.002916 0 0.0156 37 640: 23%|██▎ | 11/47 [00:18<00:47, 1.31s/it] 195/299 3.12G 0.01278 0.002943 0 0.01572 32 640: 23%|██▎ | 11/47 [00:19<00:47, 1.31s/it] 195/299 3.12G 0.01278 0.002943 0 0.01572 32 640: 26%|██▌ | 12/47 [00:19<00:33, 1.05it/s] 195/299 3.12G 0.01277 0.002911 0 0.01568 26 640: 26%|██▌ | 12/47 [00:19<00:33, 1.05it/s] 195/299 3.12G 0.01277 0.002911 0 0.01568 26 640: 28%|██▊ | 13/47 [00:19<00:23, 1.43it/s] 195/299 3.12G 0.01281 0.002901 0 0.01571 29 640: 28%|██▊ | 13/47 [00:19<00:23, 1.43it/s] 195/299 3.12G 0.01281 0.002901 0 0.01571 29 640: 30%|██▉ | 14/47 [00:19<00:17, 1.91it/s] 195/299 3.12G 0.0128 0.002878 0 0.01568 31 640: 30%|██▉ | 14/47 [00:19<00:17, 1.91it/s] 195/299 3.12G 0.0128 0.002878 0 0.01568 31 640: 32%|███▏ | 15/47 [00:19<00:12, 2.51it/s] 195/299 3.12G 0.01273 0.002835 0 0.01556
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.982 0.993 0.768
0%| | 0/47 [00:00<?, ?it/s] 196/299 3.12G 0.01112 0.002449 0 0.01356 26 640: 0%| | 0/47 [00:00<?, ?it/s] 196/299 3.12G 0.01112 0.002449 0 0.01356 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.78it/s] 196/299 3.12G 0.01255 0.003161 0 0.01572 37 640: 2%|▏ | 1/47 [00:07<00:06, 6.78it/s] 196/299 3.12G 0.01255 0.003161 0 0.01572 37 640: 4%|▍ | 2/47 [00:07<03:10, 4.24s/it] 196/299 3.12G 0.01179 0.002949 0 0.01474 25 640: 4%|▍ | 2/47 [00:07<03:10, 4.24s/it] 196/299 3.12G 0.01179 0.002949 0 0.01474 25 640: 6%|▋ | 3/47 [00:07<01:43, 2.36s/it] 196/299 3.12G 0.01229 0.002746 0 0.01504 20 640: 6%|▋ | 3/47 [00:07<01:43, 2.36s/it] 196/299 3.12G 0.01229 0.002746 0 0.01504 20 640: 9%|▊ | 4/47 [00:07<01:03, 1.47s/it] 196/299 3.12G 0.01197 0.002683 0 0.01466 25 640: 9%|▊ | 4/47 [00:07<01:03, 1.47s/it] 196/299 3.12G 0.01197 0.002683 0 0.01466 25 640: 11%|█ | 5/47 [00:07<00:41, 1.01it/s] 196/299 3.12G 0.01218 0.002771 0 0.01495 43 640: 11%|█ | 5/47 [00:07<00:41, 1.01it/s] 196/299 3.12G 0.01218 0.002771 0 0.01495 43 640: 13%|█▎ | 6/47 [00:07<00:28, 1.44it/s] 196/299 3.12G 0.01224 0.002723 0 0.01497 30 640: 13%|█▎ | 6/47 [00:07<00:28, 1.44it/s] 196/299 3.12G 0.01224 0.002723 0 0.01497 30 640: 15%|█▍ | 7/47 [00:07<00:20, 1.98it/s] 196/299 3.12G 0.01254 0.00276 0 0.0153 31 640: 15%|█▍ | 7/47 [00:07<00:20, 1.98it/s] 196/299 3.12G 0.01254 0.00276 0 0.0153 31 640: 17%|█▋ | 8/47 [00:07<00:14, 2.64it/s] 196/299 3.12G 0.01264 0.002742 0 0.01538 28 640: 17%|█▋ | 8/47 [00:08<00:14, 2.64it/s] 196/299 3.12G 0.01264 0.002742 0 0.01538 28 640: 19%|█▉ | 9/47 [00:08<00:11, 3.28it/s] 196/299 3.12G 0.01283 0.002755 0 0.01558 42 640: 19%|█▉ | 9/47 [00:15<00:11, 3.28it/s] 196/299 3.12G 0.01283 0.002755 0 0.01558 42 640: 21%|██▏ | 10/47 [00:15<01:33, 2.54s/it] 196/299 3.12G 0.01283 0.002779 0 0.01561 36 640: 21%|██▏ | 10/47 [00:15<01:33, 2.54s/it] 196/299 3.12G 0.01283 0.002779 0 0.01561 36 640: 23%|██▎ | 11/47 [00:15<01:04, 1.80s/it] 196/299 3.12G 0.01265 0.002804 0 0.01545 29 640: 23%|██▎ | 11/47 [00:15<01:04, 1.80s/it] 196/299 3.12G 0.01265 0.002804 0 0.01545 29 640: 26%|██▌ | 12/47 [00:15<00:45, 1.29s/it] 196/299 3.12G 0.01263 0.002779 0 0.01541 28 640: 26%|██▌ | 12/47 [00:16<00:45, 1.29s/it] 196/299 3.12G 0.01263 0.002779 0 0.01541 28 640: 28%|██▊ | 13/47 [00:16<00:31, 1.06it/s] 196/299 3.12G 0.01262 0.002836 0 0.01546 37 640: 28%|██▊ | 13/47 [00:16<00:31, 1.06it/s] 196/299 3.12G 0.01262 0.002836 0 0.01546 37 640: 30%|██▉ | 14/47 [00:16<00:22, 1.45it/s] 196/299 3.12G 0.01259 0.002842 0 0.01543 34 640: 30%|██▉ | 14/47 [00:16<00:22, 1.45it/s] 196/299 3.12G 0.01259 0.002842 0 0.01543 34 640: 32%|███▏ | 15/47 [00:16<00:16, 1.94it/s] 196/299 3.12G 0.01251 0.002841 0 0.01535
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.95it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.982 0.982 0.993 0.758
0%| | 0/47 [00:00<?, ?it/s] 197/299 3.12G 0.0112 0.002181 0 0.01338 24 640: 0%| | 0/47 [00:00<?, ?it/s] 197/299 3.12G 0.0112 0.002181 0 0.01338 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 197/299 3.12G 0.01078 0.001875 0 0.01265 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 197/299 3.12G 0.01078 0.001875 0 0.01265 22 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 197/299 3.12G 0.01101 0.002102 0 0.01311 30 640: 4%|▍ | 2/47 [00:09<00:05, 7.62it/s] 197/299 3.12G 0.01101 0.002102 0 0.01311 30 640: 6%|▋ | 3/47 [00:09<03:01, 4.13s/it] 197/299 3.12G 0.01117 0.002292 0 0.01346 28 640: 6%|▋ | 3/47 [00:09<03:01, 4.13s/it] 197/299 3.12G 0.01117 0.002292 0 0.01346 28 640: 9%|▊ | 4/47 [00:09<01:49, 2.55s/it] 197/299 3.12G 0.01151 0.00233 0 0.01384 37 640: 9%|▊ | 4/47 [00:09<01:49, 2.55s/it] 197/299 3.12G 0.01151 0.00233 0 0.01384 37 640: 11%|█ | 5/47 [00:09<01:10, 1.67s/it] 197/299 3.12G 0.01152 0.002289 0 0.01381 28 640: 11%|█ | 5/47 [00:09<01:10, 1.67s/it] 197/299 3.12G 0.01152 0.002289 0 0.01381 28 640: 13%|█▎ | 6/47 [00:09<00:46, 1.15s/it] 197/299 3.12G 0.01142 0.002296 0 0.01372 34 640: 13%|█▎ | 6/47 [00:09<00:46, 1.15s/it] 197/299 3.12G 0.01142 0.002296 0 0.01372 34 640: 15%|█▍ | 7/47 [00:09<00:32, 1.24it/s] 197/299 3.12G 0.0113 0.002266 0 0.01356 21 640: 15%|█▍ | 7/47 [00:09<00:32, 1.24it/s] 197/299 3.12G 0.0113 0.002266 0 0.01356 21 640: 17%|█▋ | 8/47 [00:09<00:22, 1.71it/s] 197/299 3.12G 0.01154 0.002319 0 0.01386 23 640: 17%|█▋ | 8/47 [00:09<00:22, 1.71it/s] 197/299 3.12G 0.01154 0.002319 0 0.01386 23 640: 19%|█▉ | 9/47 [00:09<00:16, 2.29it/s] 197/299 3.12G 0.01164 0.002264 0 0.0139 17 640: 19%|█▉ | 9/47 [00:09<00:16, 2.29it/s] 197/299 3.12G 0.01164 0.002264 0 0.0139 17 640: 21%|██▏ | 10/47 [00:09<00:12, 2.89it/s] 197/299 3.12G 0.01188 0.002379 0 0.01426 35 640: 21%|██▏ | 10/47 [00:17<00:12, 2.89it/s] 197/299 3.12G 0.01188 0.002379 0 0.01426 35 640: 23%|██▎ | 11/47 [00:17<01:32, 2.56s/it] 197/299 3.12G 0.01181 0.002463 0 0.01427 39 640: 23%|██▎ | 11/47 [00:17<01:32, 2.56s/it] 197/299 3.12G 0.01181 0.002463 0 0.01427 39 640: 26%|██▌ | 12/47 [00:17<01:03, 1.82s/it] 197/299 3.12G 0.0118 0.002559 0 0.01436 39 640: 26%|██▌ | 12/47 [00:17<01:03, 1.82s/it] 197/299 3.12G 0.0118 0.002559 0 0.01436 39 640: 28%|██▊ | 13/47 [00:17<00:44, 1.30s/it] 197/299 3.12G 0.0119 0.002566 0 0.01446 25 640: 28%|██▊ | 13/47 [00:17<00:44, 1.30s/it] 197/299 3.12G 0.0119 0.002566 0 0.01446 25 640: 30%|██▉ | 14/47 [00:17<00:31, 1.05it/s] 197/299 3.12G 0.01187 0.002542 0 0.01441 30 640: 30%|██▉ | 14/47 [00:18<00:31, 1.05it/s] 197/299 3.12G 0.01187 0.002542 0 0.01441 30 640: 32%|███▏ | 15/47 [00:18<00:22, 1.43it/s] 197/299 3.12G 0.01175 0.002525 0 0.01428
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.751
0%| | 0/47 [00:00<?, ?it/s] 198/299 3.12G 0.01184 0.002266 0 0.0141 31 640: 0%| | 0/47 [00:00<?, ?it/s] 198/299 3.12G 0.01184 0.002266 0 0.0141 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 198/299 3.12G 0.01232 0.001969 0 0.01428 19 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 198/299 3.12G 0.01232 0.001969 0 0.01428 19 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 198/299 3.12G 0.01178 0.00207 0 0.01385 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 198/299 3.12G 0.01178 0.00207 0 0.01385 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.85it/s] 198/299 3.12G 0.01187 0.002125 0 0.01399 27 640: 6%|▋ | 3/47 [00:07<00:05, 7.85it/s] 198/299 3.12G 0.01187 0.002125 0 0.01399 27 640: 9%|▊ | 4/47 [00:07<02:03, 2.87s/it] 198/299 3.12G 0.01179 0.002181 0 0.01398 32 640: 9%|▊ | 4/47 [00:07<02:03, 2.87s/it] 198/299 3.12G 0.01179 0.002181 0 0.01398 32 640: 11%|█ | 5/47 [00:07<01:18, 1.88s/it] 198/299 3.12G 0.01179 0.00221 0 0.014 30 640: 11%|█ | 5/47 [00:07<01:18, 1.88s/it] 198/299 3.12G 0.01179 0.00221 0 0.014 30 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 198/299 3.12G 0.01161 0.002151 0 0.01376 24 640: 13%|█▎ | 6/47 [00:09<00:52, 1.28s/it] 198/299 3.12G 0.01161 0.002151 0 0.01376 24 640: 15%|█▍ | 7/47 [00:09<00:57, 1.44s/it] 198/299 3.12G 0.01177 0.002369 0 0.01414 39 640: 15%|█▍ | 7/47 [00:09<00:57, 1.44s/it] 198/299 3.12G 0.01177 0.002369 0 0.01414 39 640: 17%|█▋ | 8/47 [00:09<00:39, 1.02s/it] 198/299 3.12G 0.01178 0.002235 0 0.01402 17 640: 17%|█▋ | 8/47 [00:09<00:39, 1.02s/it] 198/299 3.12G 0.01178 0.002235 0 0.01402 17 640: 19%|█▉ | 9/47 [00:09<00:27, 1.36it/s] 198/299 3.12G 0.0119 0.002214 0 0.01411 29 640: 19%|█▉ | 9/47 [00:09<00:27, 1.36it/s] 198/299 3.12G 0.0119 0.002214 0 0.01411 29 640: 21%|██▏ | 10/47 [00:09<00:20, 1.85it/s] 198/299 3.12G 0.01203 0.0023 0 0.01433 32 640: 21%|██▏ | 10/47 [00:09<00:20, 1.85it/s] 198/299 3.12G 0.01203 0.0023 0 0.01433 32 640: 23%|██▎ | 11/47 [00:09<00:14, 2.40it/s] 198/299 3.12G 0.01211 0.002303 0 0.01441 23 640: 23%|██▎ | 11/47 [00:16<00:14, 2.40it/s] 198/299 3.12G 0.01211 0.002303 0 0.01441 23 640: 26%|██▌ | 12/47 [00:16<01:16, 2.18s/it] 198/299 3.12G 0.01207 0.002277 0 0.01434 24 640: 26%|██▌ | 12/47 [00:16<01:16, 2.18s/it] 198/299 3.12G 0.01207 0.002277 0 0.01434 24 640: 28%|██▊ | 13/47 [00:16<00:52, 1.56s/it] 198/299 3.12G 0.01203 0.002321 0 0.01435 37 640: 28%|██▊ | 13/47 [00:16<00:52, 1.56s/it] 198/299 3.12G 0.01203 0.002321 0 0.01435 37 640: 30%|██▉ | 14/47 [00:16<00:36, 1.12s/it] 198/299 3.12G 0.01206 0.002347 0 0.0144 35 640: 30%|██▉ | 14/47 [00:17<00:36, 1.12s/it] 198/299 3.12G 0.01206 0.002347 0 0.0144 35 640: 32%|███▏ | 15/47 [00:17<00:39, 1.22s/it] 198/299 3.12G 0.01205 0.002355 0 0.0144
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.945 0.99 0.745
0%| | 0/47 [00:00<?, ?it/s] 199/299 3.12G 0.0131 0.002027 0 0.01512 25 640: 0%| | 0/47 [00:00<?, ?it/s] 199/299 3.12G 0.0131 0.002027 0 0.01512 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 199/299 3.12G 0.01186 0.002116 0 0.01397 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 199/299 3.12G 0.01186 0.002116 0 0.01397 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 199/299 3.12G 0.01163 0.002194 0 0.01382 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 199/299 3.12G 0.01163 0.002194 0 0.01382 27 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 199/299 3.12G 0.01206 0.002486 0 0.01455 29 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 199/299 3.12G 0.01206 0.002486 0 0.01455 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.03it/s] 199/299 3.12G 0.01208 0.002417 0 0.01449 27 640: 9%|▊ | 4/47 [00:10<00:05, 8.03it/s] 199/299 3.12G 0.01208 0.002417 0 0.01449 27 640: 11%|█ | 5/47 [00:10<02:35, 3.71s/it] 199/299 3.12G 0.01171 0.002363 0 0.01407 26 640: 11%|█ | 5/47 [00:10<02:35, 3.71s/it] 199/299 3.12G 0.01171 0.002363 0 0.01407 26 640: 13%|█▎ | 6/47 [00:10<01:42, 2.49s/it] 199/299 3.12G 0.01169 0.002331 0 0.01402 24 640: 13%|█▎ | 6/47 [00:10<01:42, 2.49s/it] 199/299 3.12G 0.01169 0.002331 0 0.01402 24 640: 15%|█▍ | 7/47 [00:10<01:08, 1.71s/it] 199/299 3.12G 0.01174 0.002329 0 0.01407 27 640: 15%|█▍ | 7/47 [00:10<01:08, 1.71s/it] 199/299 3.12G 0.01174 0.002329 0 0.01407 27 640: 17%|█▋ | 8/47 [00:10<00:47, 1.21s/it] 199/299 3.12G 0.0117 0.002389 0 0.01409 34 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 199/299 3.12G 0.0117 0.002389 0 0.01409 34 640: 19%|█▉ | 9/47 [00:11<00:32, 1.16it/s] 199/299 3.12G 0.01161 0.002408 0 0.01402 34 640: 19%|█▉ | 9/47 [00:11<00:32, 1.16it/s] 199/299 3.12G 0.01161 0.002408 0 0.01402 34 640: 21%|██▏ | 10/47 [00:11<00:23, 1.58it/s] 199/299 3.12G 0.01171 0.002526 0 0.01424 37 640: 21%|██▏ | 10/47 [00:11<00:23, 1.58it/s] 199/299 3.12G 0.01171 0.002526 0 0.01424 37 640: 23%|██▎ | 11/47 [00:11<00:16, 2.12it/s] 199/299 3.12G 0.01181 0.002638 0 0.01445 44 640: 23%|██▎ | 11/47 [00:11<00:16, 2.12it/s] 199/299 3.12G 0.01181 0.002638 0 0.01445 44 640: 26%|██▌ | 12/47 [00:11<00:12, 2.72it/s] 199/299 3.12G 0.0118 0.002647 0 0.01444 29 640: 26%|██▌ | 12/47 [00:19<00:12, 2.72it/s] 199/299 3.12G 0.0118 0.002647 0 0.01444 29 640: 28%|██▊ | 13/47 [00:19<01:30, 2.65s/it] 199/299 3.12G 0.01192 0.002725 0 0.01464 44 640: 28%|██▊ | 13/47 [00:19<01:30, 2.65s/it] 199/299 3.12G 0.01192 0.002725 0 0.01464 44 640: 30%|██▉ | 14/47 [00:19<01:02, 1.89s/it] 199/299 3.12G 0.0119 0.002715 0 0.01462 31 640: 30%|██▉ | 14/47 [00:19<01:02, 1.89s/it] 199/299 3.12G 0.0119 0.002715 0 0.01462 31 640: 32%|███▏ | 15/47 [00:19<00:43, 1.36s/it] 199/299 3.12G 0.01193 0.002739 0 0.01467
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.991 0.762
0%| | 0/47 [00:00<?, ?it/s] 200/299 3.12G 0.009024 0.002028 0 0.01105 17 640: 0%| | 0/47 [00:00<?, ?it/s] 200/299 3.12G 0.009024 0.002028 0 0.01105 17 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 200/299 3.12G 0.01279 0.002677 0 0.01546 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 200/299 3.12G 0.01279 0.002677 0 0.01546 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 200/299 3.12G 0.0124 0.002453 0 0.01485 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 200/299 3.12G 0.0124 0.002453 0 0.01485 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.36it/s] 200/299 3.12G 0.01218 0.002643 0 0.01482 38 640: 6%|▋ | 3/47 [00:00<00:05, 8.36it/s] 200/299 3.12G 0.01218 0.002643 0 0.01482 38 640: 9%|▊ | 4/47 [00:00<00:05, 8.58it/s] 200/299 3.12G 0.01168 0.002754 0 0.01443 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.58it/s] 200/299 3.12G 0.01168 0.002754 0 0.01443 29 640: 11%|█ | 5/47 [00:00<00:05, 7.93it/s] 200/299 3.12G 0.01141 0.002626 0 0.01403 25 640: 11%|█ | 5/47 [00:07<00:05, 7.93it/s] 200/299 3.12G 0.01141 0.002626 0 0.01403 25 640: 13%|█▎ | 6/47 [00:07<01:43, 2.52s/it] 200/299 3.12G 0.01139 0.002557 0 0.01395 24 640: 13%|█▎ | 6/47 [00:07<01:43, 2.52s/it] 200/299 3.12G 0.01139 0.002557 0 0.01395 24 640: 15%|█▍ | 7/47 [00:07<01:09, 1.74s/it] 200/299 3.12G 0.01157 0.002672 0 0.01424 36 640: 15%|█▍ | 7/47 [00:08<01:09, 1.74s/it] 200/299 3.12G 0.01157 0.002672 0 0.01424 36 640: 17%|█▋ | 8/47 [00:08<00:47, 1.22s/it] 200/299 3.12G 0.0116 0.002636 0 0.01424 24 640: 17%|█▋ | 8/47 [00:08<00:47, 1.22s/it] 200/299 3.12G 0.0116 0.002636 0 0.01424 24 640: 19%|█▉ | 9/47 [00:08<00:33, 1.13it/s] 200/299 3.12G 0.0118 0.002655 0 0.01445 34 640: 19%|█▉ | 9/47 [00:08<00:33, 1.13it/s] 200/299 3.12G 0.0118 0.002655 0 0.01445 34 640: 21%|██▏ | 10/47 [00:08<00:23, 1.55it/s] 200/299 3.12G 0.01235 0.002678 0 0.01503 26 640: 21%|██▏ | 10/47 [00:08<00:23, 1.55it/s] 200/299 3.12G 0.01235 0.002678 0 0.01503 26 640: 23%|██▎ | 11/47 [00:08<00:17, 2.07it/s] 200/299 3.12G 0.01236 0.002774 0 0.01514 36 640: 23%|██▎ | 11/47 [00:08<00:17, 2.07it/s] 200/299 3.12G 0.01236 0.002774 0 0.01514 36 640: 26%|██▌ | 12/47 [00:08<00:12, 2.71it/s] 200/299 3.12G 0.01241 0.002721 0 0.01513 23 640: 26%|██▌ | 12/47 [00:08<00:12, 2.71it/s] 200/299 3.12G 0.01241 0.002721 0 0.01513 23 640: 28%|██▊ | 13/47 [00:08<00:10, 3.33it/s] 200/299 3.12G 0.01237 0.002705 0 0.01508 31 640: 28%|██▊ | 13/47 [00:16<00:10, 3.33it/s] 200/299 3.12G 0.01237 0.002705 0 0.01508 31 640: 30%|██▉ | 14/47 [00:16<01:23, 2.53s/it] 200/299 3.12G 0.01239 0.002681 0 0.01507 30 640: 30%|██▉ | 14/47 [00:16<01:23, 2.53s/it] 200/299 3.12G 0.01239 0.002681 0 0.01507 30 640: 32%|███▏ | 15/47 [00:16<00:57, 1.81s/it] 200/299 3.12G 0.01231 0.002669 0 0.01498
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.983 0.76
0%| | 0/47 [00:00<?, ?it/s] 201/299 3.12G 0.01169 0.001985 0 0.01368 32 640: 0%| | 0/47 [00:00<?, ?it/s] 201/299 3.12G 0.01169 0.001985 0 0.01368 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 201/299 3.12G 0.01188 0.002283 0 0.01416 38 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 201/299 3.12G 0.01188 0.002283 0 0.01416 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.53it/s] 201/299 3.12G 0.01151 0.002368 0 0.01388 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.53it/s] 201/299 3.12G 0.01151 0.002368 0 0.01388 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 201/299 3.12G 0.01118 0.00233 0 0.01351 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 201/299 3.12G 0.01118 0.00233 0 0.01351 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.40it/s] 201/299 3.12G 0.0111 0.002283 0 0.01338 23 640: 9%|▊ | 4/47 [00:00<00:05, 8.40it/s] 201/299 3.12G 0.0111 0.002283 0 0.01338 23 640: 11%|█ | 5/47 [00:00<00:04, 8.56it/s] 201/299 3.12G 0.01121 0.002509 0 0.01372 38 640: 11%|█ | 5/47 [00:00<00:04, 8.56it/s] 201/299 3.12G 0.01121 0.002509 0 0.01372 38 640: 13%|█▎ | 6/47 [00:00<00:05, 7.96it/s] 201/299 3.12G 0.0123 0.002604 0 0.01491 29 640: 13%|█▎ | 6/47 [00:07<00:05, 7.96it/s] 201/299 3.12G 0.0123 0.002604 0 0.01491 29 640: 15%|█▍ | 7/47 [00:07<01:36, 2.42s/it] 201/299 3.12G 0.01214 0.002571 0 0.01471 34 640: 15%|█▍ | 7/47 [00:07<01:36, 2.42s/it] 201/299 3.12G 0.01214 0.002571 0 0.01471 34 640: 17%|█▋ | 8/47 [00:07<01:05, 1.69s/it] 201/299 3.12G 0.01221 0.002539 0 0.01475 25 640: 17%|█▋ | 8/47 [00:08<01:05, 1.69s/it] 201/299 3.12G 0.01221 0.002539 0 0.01475 25 640: 19%|█▉ | 9/47 [00:08<00:45, 1.19s/it] 201/299 3.12G 0.01219 0.002549 0 0.01474 31 640: 19%|█▉ | 9/47 [00:08<00:45, 1.19s/it] 201/299 3.12G 0.01219 0.002549 0 0.01474 31 640: 21%|██▏ | 10/47 [00:08<00:32, 1.15it/s] 201/299 3.12G 0.01231 0.002545 0 0.01486 27 640: 21%|██▏ | 10/47 [00:08<00:32, 1.15it/s] 201/299 3.12G 0.01231 0.002545 0 0.01486 27 640: 23%|██▎ | 11/47 [00:08<00:22, 1.57it/s] 201/299 3.12G 0.01233 0.002574 0 0.0149 28 640: 23%|██▎ | 11/47 [00:08<00:22, 1.57it/s] 201/299 3.12G 0.01233 0.002574 0 0.0149 28 640: 26%|██▌ | 12/47 [00:08<00:16, 2.09it/s] 201/299 3.12G 0.0124 0.002625 0 0.01502 40 640: 26%|██▌ | 12/47 [00:08<00:16, 2.09it/s] 201/299 3.12G 0.0124 0.002625 0 0.01502 40 640: 28%|██▊ | 13/47 [00:08<00:12, 2.72it/s] 201/299 3.12G 0.01248 0.002599 0 0.01508 25 640: 28%|██▊ | 13/47 [00:08<00:12, 2.72it/s] 201/299 3.12G 0.01248 0.002599 0 0.01508 25 640: 30%|██▉ | 14/47 [00:08<00:09, 3.35it/s] 201/299 3.12G 0.0124 0.002592 0 0.015 32 640: 30%|██▉ | 14/47 [00:16<00:09, 3.35it/s] 201/299 3.12G 0.0124 0.002592 0 0.015 32 640: 32%|███▏ | 15/47 [00:16<01:19, 2.48s/it] 201/299 3.12G 0.01234 0.00259 0 0.01493
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.765
0%| | 0/47 [00:00<?, ?it/s] 202/299 3.12G 0.01253 0.00245 0 0.01498 30 640: 0%| | 0/47 [00:01<?, ?it/s] 202/299 3.12G 0.01253 0.00245 0 0.01498 30 640: 2%|▏ | 1/47 [00:01<01:28, 1.92s/it] 202/299 3.12G 0.01345 0.002618 0 0.01607 32 640: 2%|▏ | 1/47 [00:02<01:28, 1.92s/it] 202/299 3.12G 0.01345 0.002618 0 0.01607 32 640: 4%|▍ | 2/47 [00:02<00:59, 1.33s/it] 202/299 3.12G 0.01524 0.002383 0 0.01762 25 640: 4%|▍ | 2/47 [00:02<00:59, 1.33s/it] 202/299 3.12G 0.01524 0.002383 0 0.01762 25 640: 6%|▋ | 3/47 [00:02<00:34, 1.27it/s] 202/299 3.12G 0.01445 0.002281 0 0.01673 23 640: 6%|▋ | 3/47 [00:08<00:34, 1.27it/s] 202/299 3.12G 0.01445 0.002281 0 0.01673 23 640: 9%|▊ | 4/47 [00:08<01:49, 2.55s/it] 202/299 3.12G 0.014 0.002278 0 0.01628 31 640: 9%|▊ | 4/47 [00:08<01:49, 2.55s/it] 202/299 3.12G 0.014 0.002278 0 0.01628 31 640: 11%|█ | 5/47 [00:08<01:10, 1.68s/it] 202/299 3.12G 0.0136 0.0023 0 0.0159 31 640: 11%|█ | 5/47 [00:08<01:10, 1.68s/it] 202/299 3.12G 0.0136 0.0023 0 0.0159 31 640: 13%|█▎ | 6/47 [00:08<00:46, 1.14s/it] 202/299 3.12G 0.01314 0.00241 0 0.01555 33 640: 13%|█▎ | 6/47 [00:08<00:46, 1.14s/it] 202/299 3.12G 0.01314 0.00241 0 0.01555 33 640: 15%|█▍ | 7/47 [00:08<00:32, 1.23it/s] 202/299 3.12G 0.01321 0.002424 0 0.01563 28 640: 15%|█▍ | 7/47 [00:08<00:32, 1.23it/s] 202/299 3.12G 0.01321 0.002424 0 0.01563 28 640: 17%|█▋ | 8/47 [00:08<00:23, 1.69it/s] 202/299 3.12G 0.0131 0.002397 0 0.0155 29 640: 17%|█▋ | 8/47 [00:10<00:23, 1.69it/s] 202/299 3.12G 0.0131 0.002397 0 0.0155 29 640: 19%|█▉ | 9/47 [00:10<00:36, 1.05it/s] 202/299 3.12G 0.01311 0.002368 0 0.01548 23 640: 19%|█▉ | 9/47 [00:11<00:36, 1.05it/s] 202/299 3.12G 0.01311 0.002368 0 0.01548 23 640: 21%|██▏ | 10/47 [00:11<00:37, 1.02s/it] 202/299 3.12G 0.01315 0.002338 0 0.01548 25 640: 21%|██▏ | 10/47 [00:11<00:37, 1.02s/it] 202/299 3.12G 0.01315 0.002338 0 0.01548 25 640: 23%|██▎ | 11/47 [00:11<00:27, 1.33it/s] 202/299 3.12G 0.01298 0.00231 0 0.01529 26 640: 23%|██▎ | 11/47 [00:16<00:27, 1.33it/s] 202/299 3.12G 0.01298 0.00231 0 0.01529 26 640: 26%|██▌ | 12/47 [00:16<01:10, 2.02s/it] 202/299 3.12G 0.01286 0.002306 0 0.01517 30 640: 26%|██▌ | 12/47 [00:16<01:10, 2.02s/it] 202/299 3.12G 0.01286 0.002306 0 0.01517 30 640: 28%|██▊ | 13/47 [00:16<00:49, 1.45s/it] 202/299 3.12G 0.01278 0.00239 0 0.01517 39 640: 28%|██▊ | 13/47 [00:16<00:49, 1.45s/it] 202/299 3.12G 0.01278 0.00239 0 0.01517 39 640: 30%|██▉ | 14/47 [00:16<00:34, 1.05s/it] 202/299 3.12G 0.01264 0.002388 0 0.01503 26 640: 30%|██▉ | 14/47 [00:17<00:34, 1.05s/it] 202/299 3.12G 0.01264 0.002388 0 0.01503 26 640: 32%|███▏ | 15/47 [00:17<00:24, 1.29it/s] 202/299 3.12G 0.01256 0.002397 0 0.01496
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.993 0.751
0%| | 0/47 [00:00<?, ?it/s] 203/299 3.12G 0.01335 0.002497 0 0.01585 30 640: 0%| | 0/47 [00:00<?, ?it/s] 203/299 3.12G 0.01335 0.002497 0 0.01585 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 203/299 3.12G 0.01336 0.002465 0 0.01582 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 203/299 3.12G 0.01336 0.002465 0 0.01582 29 640: 4%|▍ | 2/47 [00:00<00:12, 3.73it/s] 203/299 3.12G 0.01318 0.002554 0 0.01573 23 640: 4%|▍ | 2/47 [00:02<00:12, 3.73it/s] 203/299 3.12G 0.01318 0.002554 0 0.01573 23 640: 6%|▋ | 3/47 [00:02<00:56, 1.29s/it] 203/299 3.12G 0.01275 0.002564 0 0.01531 34 640: 6%|▋ | 3/47 [00:03<00:56, 1.29s/it] 203/299 3.12G 0.01275 0.002564 0 0.01531 34 640: 9%|▊ | 4/47 [00:03<00:35, 1.20it/s] 203/299 3.12G 0.01251 0.002678 0 0.01519 41 640: 9%|▊ | 4/47 [00:07<00:35, 1.20it/s] 203/299 3.12G 0.01251 0.002678 0 0.01519 41 640: 11%|█ | 5/47 [00:07<01:27, 2.09s/it] 203/299 3.12G 0.01216 0.00256 0 0.01472 23 640: 11%|█ | 5/47 [00:07<01:27, 2.09s/it] 203/299 3.12G 0.01216 0.00256 0 0.01472 23 640: 13%|█▎ | 6/47 [00:07<00:58, 1.42s/it] 203/299 3.12G 0.01229 0.002516 0 0.01481 30 640: 13%|█▎ | 6/47 [00:07<00:58, 1.42s/it] 203/299 3.12G 0.01229 0.002516 0 0.01481 30 640: 15%|█▍ | 7/47 [00:07<00:39, 1.01it/s] 203/299 3.12G 0.01214 0.002468 0 0.0146 30 640: 15%|█▍ | 7/47 [00:07<00:39, 1.01it/s] 203/299 3.12G 0.01214 0.002468 0 0.0146 30 640: 17%|█▋ | 8/47 [00:07<00:28, 1.39it/s] 203/299 3.12G 0.01203 0.002449 0 0.01448 27 640: 17%|█▋ | 8/47 [00:09<00:28, 1.39it/s] 203/299 3.12G 0.01203 0.002449 0 0.01448 27 640: 19%|█▉ | 9/47 [00:09<00:43, 1.14s/it] 203/299 3.12G 0.012 0.002462 0 0.01446 35 640: 19%|█▉ | 9/47 [00:09<00:43, 1.14s/it] 203/299 3.12G 0.012 0.002462 0 0.01446 35 640: 21%|██▏ | 10/47 [00:09<00:30, 1.22it/s] 203/299 3.12G 0.01224 0.002444 0 0.01469 27 640: 21%|██▏ | 10/47 [00:12<00:30, 1.22it/s] 203/299 3.12G 0.01224 0.002444 0 0.01469 27 640: 23%|██▎ | 11/47 [00:12<00:53, 1.49s/it] 203/299 3.12G 0.01217 0.00251 0 0.01468 30 640: 23%|██▎ | 11/47 [00:13<00:53, 1.49s/it] 203/299 3.12G 0.01217 0.00251 0 0.01468 30 640: 26%|██▌ | 12/47 [00:13<00:38, 1.09s/it] 203/299 3.12G 0.01225 0.002529 0 0.01478 31 640: 26%|██▌ | 12/47 [00:16<00:38, 1.09s/it] 203/299 3.12G 0.01225 0.002529 0 0.01478 31 640: 28%|██▊ | 13/47 [00:16<00:55, 1.64s/it] 203/299 3.12G 0.0121 0.00251 0 0.01461 30 640: 28%|██▊ | 13/47 [00:16<00:55, 1.64s/it] 203/299 3.12G 0.0121 0.00251 0 0.01461 30 640: 30%|██▉ | 14/47 [00:16<00:38, 1.18s/it] 203/299 3.12G 0.01199 0.002504 0 0.0145 34 640: 30%|██▉ | 14/47 [00:16<00:38, 1.18s/it] 203/299 3.12G 0.01199 0.002504 0 0.0145 34 640: 32%|███▏ | 15/47 [00:16<00:27, 1.16it/s] 203/299 3.12G 0.01189 0.002555 0 0.01445
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.992 0.758
0%| | 0/47 [00:00<?, ?it/s] 204/299 3.12G 0.01279 0.00175 0 0.01454 23 640: 0%| | 0/47 [00:00<?, ?it/s] 204/299 3.12G 0.01279 0.00175 0 0.01454 23 640: 2%|▏ | 1/47 [00:00<00:06, 6.87it/s] 204/299 3.12G 0.01364 0.002175 0 0.01582 27 640: 2%|▏ | 1/47 [00:00<00:06, 6.87it/s] 204/299 3.12G 0.01364 0.002175 0 0.01582 27 640: 4%|▍ | 2/47 [00:00<00:22, 2.02it/s] 204/299 3.12G 0.01314 0.002346 0 0.01549 28 640: 4%|▍ | 2/47 [00:00<00:22, 2.02it/s] 204/299 3.12G 0.01314 0.002346 0 0.01549 28 640: 6%|▋ | 3/47 [00:01<00:14, 3.11it/s] 204/299 3.12G 0.01276 0.002299 0 0.01506 31 640: 6%|▋ | 3/47 [00:04<00:14, 3.11it/s] 204/299 3.12G 0.01276 0.002299 0 0.01506 31 640: 9%|▊ | 4/47 [00:04<01:10, 1.63s/it] 204/299 3.12G 0.01259 0.002405 0 0.01499 34 640: 9%|▊ | 4/47 [00:04<01:10, 1.63s/it] 204/299 3.12G 0.01259 0.002405 0 0.01499 34 640: 11%|█ | 5/47 [00:04<00:45, 1.10s/it] 204/299 3.12G 0.01223 0.002253 0 0.01448 15 640: 11%|█ | 5/47 [00:10<00:45, 1.10s/it] 204/299 3.12G 0.01223 0.002253 0 0.01448 15 640: 13%|█▎ | 6/47 [00:10<01:54, 2.80s/it] 204/299 3.12G 0.0122 0.002245 0 0.01445 30 640: 13%|█▎ | 6/47 [00:11<01:54, 2.80s/it] 204/299 3.12G 0.0122 0.002245 0 0.01445 30 640: 15%|█▍ | 7/47 [00:11<01:16, 1.92s/it] 204/299 3.12G 0.01224 0.002362 0 0.0146 30 640: 15%|█▍ | 7/47 [00:11<01:16, 1.92s/it] 204/299 3.12G 0.01224 0.002362 0 0.0146 30 640: 17%|█▋ | 8/47 [00:11<00:52, 1.35s/it] 204/299 3.12G 0.01235 0.002424 0 0.01477 34 640: 17%|█▋ | 8/47 [00:11<00:52, 1.35s/it] 204/299 3.12G 0.01235 0.002424 0 0.01477 34 640: 19%|█▉ | 9/47 [00:11<00:36, 1.03it/s] 204/299 3.12G 0.01219 0.00247 0 0.01466 31 640: 19%|█▉ | 9/47 [00:11<00:36, 1.03it/s] 204/299 3.12G 0.01219 0.00247 0 0.01466 31 640: 21%|██▏ | 10/47 [00:11<00:26, 1.42it/s] 204/299 3.12G 0.01226 0.002472 0 0.01473 26 640: 21%|██▏ | 10/47 [00:11<00:26, 1.42it/s] 204/299 3.12G 0.01226 0.002472 0 0.01473 26 640: 23%|██▎ | 11/47 [00:11<00:18, 1.91it/s] 204/299 3.12G 0.01211 0.002468 0 0.01458 26 640: 23%|██▎ | 11/47 [00:13<00:18, 1.91it/s] 204/299 3.12G 0.01211 0.002468 0 0.01458 26 640: 26%|██▌ | 12/47 [00:13<00:31, 1.11it/s] 204/299 3.12G 0.01209 0.00241 0 0.0145 24 640: 26%|██▌ | 12/47 [00:13<00:31, 1.11it/s] 204/299 3.12G 0.01209 0.00241 0 0.0145 24 640: 28%|██▊ | 13/47 [00:13<00:22, 1.49it/s] 204/299 3.12G 0.01205 0.002516 0 0.01457 39 640: 28%|██▊ | 13/47 [00:19<00:22, 1.49it/s] 204/299 3.12G 0.01205 0.002516 0 0.01457 39 640: 30%|██▉ | 14/47 [00:19<01:15, 2.29s/it] 204/299 3.12G 0.01196 0.00251 0 0.01447 28 640: 30%|██▉ | 14/47 [00:19<01:15, 2.29s/it] 204/299 3.12G 0.01196 0.00251 0 0.01447 28 640: 32%|███▏ | 15/47 [00:19<00:52, 1.63s/it] 204/299 3.12G 0.01193 0.002565 0 0.0145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.20it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.11it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.954 0.983 0.765
0%| | 0/47 [00:00<?, ?it/s] 205/299 3.12G 0.01552 0.003269 0 0.01879 27 640: 0%| | 0/47 [00:00<?, ?it/s] 205/299 3.12G 0.01552 0.003269 0 0.01879 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 205/299 3.12G 0.01321 0.002673 0 0.01588 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.92it/s] 205/299 3.12G 0.01321 0.002673 0 0.01588 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.06it/s] 205/299 3.12G 0.01234 0.002548 0 0.01489 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.06it/s] 205/299 3.12G 0.01234 0.002548 0 0.01489 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.50it/s] 205/299 3.12G 0.01161 0.002561 0 0.01417 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.50it/s] 205/299 3.12G 0.01161 0.002561 0 0.01417 30 640: 9%|▊ | 4/47 [00:00<00:04, 8.71it/s] 205/299 3.12G 0.01143 0.002398 0 0.01383 18 640: 9%|▊ | 4/47 [00:02<00:04, 8.71it/s] 205/299 3.12G 0.01143 0.002398 0 0.01383 18 640: 11%|█ | 5/47 [00:02<00:37, 1.13it/s] 205/299 3.12G 0.01153 0.002524 0 0.01406 35 640: 11%|█ | 5/47 [00:02<00:37, 1.13it/s] 205/299 3.12G 0.01153 0.002524 0 0.01406 35 640: 13%|█▎ | 6/47 [00:02<00:25, 1.58it/s] 205/299 3.12G 0.0117 0.002466 0 0.01416 25 640: 13%|█▎ | 6/47 [00:08<00:25, 1.58it/s] 205/299 3.12G 0.0117 0.002466 0 0.01416 25 640: 15%|█▍ | 7/47 [00:08<01:27, 2.18s/it] 205/299 3.12G 0.01178 0.00247 0 0.01425 29 640: 15%|█▍ | 7/47 [00:08<01:27, 2.18s/it] 205/299 3.12G 0.01178 0.00247 0 0.01425 29 640: 17%|█▋ | 8/47 [00:08<00:59, 1.53s/it] 205/299 3.12G 0.01169 0.002454 0 0.01414 29 640: 17%|█▋ | 8/47 [00:08<00:59, 1.53s/it] 205/299 3.12G 0.01169 0.002454 0 0.01414 29 640: 19%|█▉ | 9/47 [00:08<00:41, 1.09s/it] 205/299 3.12G 0.01168 0.00243 0 0.01411 31 640: 19%|█▉ | 9/47 [00:08<00:41, 1.09s/it] 205/299 3.12G 0.01168 0.00243 0 0.01411 31 640: 21%|██▏ | 10/47 [00:08<00:29, 1.26it/s] 205/299 3.12G 0.01169 0.002388 0 0.01408 17 640: 21%|██▏ | 10/47 [00:08<00:29, 1.26it/s] 205/299 3.12G 0.01169 0.002388 0 0.01408 17 640: 23%|██▎ | 11/47 [00:08<00:21, 1.71it/s] 205/299 3.12G 0.01177 0.002456 0 0.01423 34 640: 23%|██▎ | 11/47 [00:09<00:21, 1.71it/s] 205/299 3.12G 0.01177 0.002456 0 0.01423 34 640: 26%|██▌ | 12/47 [00:09<00:18, 1.89it/s] 205/299 3.12G 0.01175 0.002482 0 0.01424 32 640: 26%|██▌ | 12/47 [00:12<00:18, 1.89it/s] 205/299 3.12G 0.01175 0.002482 0 0.01424 32 640: 28%|██▊ | 13/47 [00:12<00:44, 1.31s/it] 205/299 3.12G 0.01181 0.002473 0 0.01428 28 640: 28%|██▊ | 13/47 [00:12<00:44, 1.31s/it] 205/299 3.12G 0.01181 0.002473 0 0.01428 28 640: 30%|██▉ | 14/47 [00:12<00:31, 1.04it/s] 205/299 3.12G 0.01184 0.002538 0 0.01438 38 640: 30%|██▉ | 14/47 [00:16<00:31, 1.04it/s] 205/299 3.12G 0.01184 0.002538 0 0.01438 38 640: 32%|███▏ | 15/47 [00:16<01:02, 1.95s/it] 205/299 3.12G 0.0118 0.002523 0 0.01432
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.972 0.963 0.992 0.756
0%| | 0/47 [00:00<?, ?it/s] 206/299 3.12G 0.009249 0.002122 0 0.01137 28 640: 0%| | 0/47 [00:00<?, ?it/s] 206/299 3.12G 0.009249 0.002122 0 0.01137 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 206/299 3.12G 0.01054 0.002063 0 0.0126 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 206/299 3.12G 0.01054 0.002063 0 0.0126 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 206/299 3.12G 0.01209 0.002013 0 0.0141 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 206/299 3.12G 0.01209 0.002013 0 0.0141 24 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 206/299 3.12G 0.01271 0.002097 0 0.01481 28 640: 6%|▋ | 3/47 [00:02<00:05, 7.89it/s] 206/299 3.12G 0.01271 0.002097 0 0.01481 28 640: 9%|▊ | 4/47 [00:02<00:43, 1.01s/it] 206/299 3.12G 0.01252 0.00224 0 0.01476 27 640: 9%|▊ | 4/47 [00:04<00:43, 1.01s/it] 206/299 3.12G 0.01252 0.00224 0 0.01476 27 640: 11%|█ | 5/47 [00:04<00:51, 1.22s/it] 206/299 3.12G 0.01265 0.002217 0 0.01486 28 640: 11%|█ | 5/47 [00:10<00:51, 1.22s/it] 206/299 3.12G 0.01265 0.002217 0 0.01486 28 640: 13%|█▎ | 6/47 [00:10<01:58, 2.90s/it] 206/299 3.12G 0.0126 0.002248 0 0.01485 30 640: 13%|█▎ | 6/47 [00:10<01:58, 2.90s/it] 206/299 3.12G 0.0126 0.002248 0 0.01485 30 640: 15%|█▍ | 7/47 [00:10<01:19, 2.00s/it] 206/299 3.12G 0.01247 0.00224 0 0.01471 27 640: 15%|█▍ | 7/47 [00:10<01:19, 2.00s/it] 206/299 3.12G 0.01247 0.00224 0 0.01471 27 640: 17%|█▋ | 8/47 [00:10<00:54, 1.40s/it] 206/299 3.12G 0.01238 0.002339 0 0.01472 34 640: 17%|█▋ | 8/47 [00:10<00:54, 1.40s/it] 206/299 3.12G 0.01238 0.002339 0 0.01472 34 640: 19%|█▉ | 9/47 [00:10<00:37, 1.00it/s] 206/299 3.12G 0.01223 0.002395 0 0.01463 42 640: 19%|█▉ | 9/47 [00:10<00:37, 1.00it/s] 206/299 3.12G 0.01223 0.002395 0 0.01463 42 640: 21%|██▏ | 10/47 [00:10<00:26, 1.38it/s] 206/299 3.12G 0.01233 0.00237 0 0.0147 23 640: 21%|██▏ | 10/47 [00:11<00:26, 1.38it/s] 206/299 3.12G 0.01233 0.00237 0 0.0147 23 640: 23%|██▎ | 11/47 [00:11<00:19, 1.83it/s] 206/299 3.12G 0.0122 0.002371 0 0.01457 28 640: 23%|██▎ | 11/47 [00:13<00:19, 1.83it/s] 206/299 3.12G 0.0122 0.002371 0 0.01457 28 640: 26%|██▌ | 12/47 [00:13<00:40, 1.15s/it] 206/299 3.12G 0.01205 0.002518 0 0.01457 47 640: 26%|██▌ | 12/47 [00:13<00:40, 1.15s/it] 206/299 3.12G 0.01205 0.002518 0 0.01457 47 640: 28%|██▊ | 13/47 [00:13<00:28, 1.19it/s] 206/299 3.12G 0.01198 0.002515 0 0.0145 34 640: 28%|██▊ | 13/47 [00:19<00:28, 1.19it/s] 206/299 3.12G 0.01198 0.002515 0 0.0145 34 640: 30%|██▉ | 14/47 [00:19<01:12, 2.19s/it] 206/299 3.12G 0.01194 0.002552 0 0.01449 33 640: 30%|██▉ | 14/47 [00:19<01:12, 2.19s/it] 206/299 3.12G 0.01194 0.002552 0 0.01449 33 640: 32%|███▏ | 15/47 [00:19<00:50, 1.58s/it] 206/299 3.12G 0.01199 0.002564 0 0.01455
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.991 0.756
0%| | 0/47 [00:00<?, ?it/s] 207/299 3.12G 0.01294 0.003156 0 0.0161 29 640: 0%| | 0/47 [00:00<?, ?it/s] 207/299 3.12G 0.01294 0.003156 0 0.0161 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.67it/s] 207/299 3.12G 0.01119 0.002675 0 0.01386 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.67it/s] 207/299 3.12G 0.01119 0.002675 0 0.01386 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.83it/s] 207/299 3.12G 0.01086 0.002597 0 0.01346 37 640: 4%|▍ | 2/47 [00:00<00:05, 8.83it/s] 207/299 3.12G 0.01086 0.002597 0 0.01346 37 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 207/299 3.12G 0.01049 0.002365 0 0.01286 26 640: 6%|▋ | 3/47 [00:00<00:04, 8.88it/s] 207/299 3.12G 0.01049 0.002365 0 0.01286 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.08it/s] 207/299 3.12G 0.01048 0.002371 0 0.01286 32 640: 9%|▊ | 4/47 [00:03<00:05, 8.08it/s] 207/299 3.12G 0.01048 0.002371 0 0.01286 32 640: 11%|█ | 5/47 [00:03<00:42, 1.01s/it] 207/299 3.12G 0.01045 0.002373 0 0.01282 29 640: 11%|█ | 5/47 [00:03<00:42, 1.01s/it] 207/299 3.12G 0.01045 0.002373 0 0.01282 29 640: 13%|█▎ | 6/47 [00:03<00:29, 1.40it/s] 207/299 3.12G 0.01099 0.002294 0 0.01328 25 640: 13%|█▎ | 6/47 [00:10<00:29, 1.40it/s] 207/299 3.12G 0.01099 0.002294 0 0.01328 25 640: 15%|█▍ | 7/47 [00:10<01:52, 2.81s/it] 207/299 3.12G 0.01104 0.002324 0 0.01337 26 640: 15%|█▍ | 7/47 [00:10<01:52, 2.81s/it] 207/299 3.12G 0.01104 0.002324 0 0.01337 26 640: 17%|█▋ | 8/47 [00:10<01:16, 1.96s/it] 207/299 3.12G 0.01104 0.002321 0 0.01337 24 640: 17%|█▋ | 8/47 [00:10<01:16, 1.96s/it] 207/299 3.12G 0.01104 0.002321 0 0.01337 24 640: 19%|█▉ | 9/47 [00:10<00:52, 1.38s/it] 207/299 3.12G 0.01121 0.002367 0 0.01358 39 640: 19%|█▉ | 9/47 [00:10<00:52, 1.38s/it] 207/299 3.12G 0.01121 0.002367 0 0.01358 39 640: 21%|██▏ | 10/47 [00:10<00:36, 1.01it/s] 207/299 3.12G 0.01182 0.002424 0 0.01424 24 640: 21%|██▏ | 10/47 [00:10<00:36, 1.01it/s] 207/299 3.12G 0.01182 0.002424 0 0.01424 24 640: 23%|██▎ | 11/47 [00:10<00:25, 1.39it/s] 207/299 3.12G 0.01188 0.002531 0 0.01441 38 640: 23%|██▎ | 11/47 [00:10<00:25, 1.39it/s] 207/299 3.12G 0.01188 0.002531 0 0.01441 38 640: 26%|██▌ | 12/47 [00:10<00:18, 1.85it/s] 207/299 3.12G 0.01178 0.002515 0 0.01429 26 640: 26%|██▌ | 12/47 [00:11<00:18, 1.85it/s] 207/299 3.12G 0.01178 0.002515 0 0.01429 26 640: 28%|██▊ | 13/47 [00:11<00:21, 1.55it/s] 207/299 3.12G 0.01181 0.002473 0 0.01428 26 640: 28%|██▊ | 13/47 [00:12<00:21, 1.55it/s] 207/299 3.12G 0.01181 0.002473 0 0.01428 26 640: 30%|██▉ | 14/47 [00:12<00:19, 1.70it/s] 207/299 3.12G 0.01163 0.002435 0 0.01406 30 640: 30%|██▉ | 14/47 [00:18<00:19, 1.70it/s] 207/299 3.12G 0.01163 0.002435 0 0.01406 30 640: 32%|███▏ | 15/47 [00:18<01:14, 2.34s/it] 207/299 3.12G 0.01155 0.002457 0 0.01401
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.755
0%| | 0/47 [00:00<?, ?it/s] 208/299 3.12G 0.01189 0.002441 0 0.01433 28 640: 0%| | 0/47 [00:00<?, ?it/s] 208/299 3.12G 0.01189 0.002441 0 0.01433 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.90it/s] 208/299 3.12G 0.0126 0.00238 0 0.01498 26 640: 2%|▏ | 1/47 [00:01<00:06, 6.90it/s] 208/299 3.12G 0.0126 0.00238 0 0.01498 26 640: 4%|▍ | 2/47 [00:01<00:29, 1.54it/s] 208/299 3.12G 0.0126 0.002298 0 0.01489 29 640: 4%|▍ | 2/47 [00:01<00:29, 1.54it/s] 208/299 3.12G 0.0126 0.002298 0 0.01489 29 640: 6%|▋ | 3/47 [00:01<00:17, 2.47it/s] 208/299 3.12G 0.01326 0.002559 0 0.01582 30 640: 6%|▋ | 3/47 [00:04<00:17, 2.47it/s] 208/299 3.12G 0.01326 0.002559 0 0.01582 30 640: 9%|▊ | 4/47 [00:04<01:05, 1.53s/it] 208/299 3.12G 0.01363 0.002544 0 0.01617 27 640: 9%|▊ | 4/47 [00:04<01:05, 1.53s/it] 208/299 3.12G 0.01363 0.002544 0 0.01617 27 640: 11%|█ | 5/47 [00:04<00:43, 1.04s/it] 208/299 3.12G 0.01384 0.002598 0 0.01644 32 640: 11%|█ | 5/47 [00:08<00:43, 1.04s/it] 208/299 3.12G 0.01384 0.002598 0 0.01644 32 640: 13%|█▎ | 6/47 [00:08<01:15, 1.84s/it] 208/299 3.12G 0.01393 0.002665 0 0.01659 36 640: 13%|█▎ | 6/47 [00:08<01:15, 1.84s/it] 208/299 3.12G 0.01393 0.002665 0 0.01659 36 640: 15%|█▍ | 7/47 [00:08<00:51, 1.28s/it] 208/299 3.12G 0.0139 0.002671 0 0.01657 27 640: 15%|█▍ | 7/47 [00:08<00:51, 1.28s/it] 208/299 3.12G 0.0139 0.002671 0 0.01657 27 640: 17%|█▋ | 8/47 [00:08<00:35, 1.10it/s] 208/299 3.12G 0.01405 0.002665 0 0.01671 26 640: 17%|█▋ | 8/47 [00:08<00:35, 1.10it/s] 208/299 3.12G 0.01405 0.002665 0 0.01671 26 640: 19%|█▉ | 9/47 [00:08<00:25, 1.49it/s] 208/299 3.12G 0.01381 0.002587 0 0.0164 29 640: 19%|█▉ | 9/47 [00:12<00:25, 1.49it/s] 208/299 3.12G 0.01381 0.002587 0 0.0164 29 640: 21%|██▏ | 10/47 [00:12<01:00, 1.64s/it] 208/299 3.12G 0.01372 0.002576 0 0.0163 24 640: 21%|██▏ | 10/47 [00:12<01:00, 1.64s/it] 208/299 3.12G 0.01372 0.002576 0 0.0163 24 640: 23%|██▎ | 11/47 [00:12<00:42, 1.18s/it] 208/299 3.12G 0.01342 0.002658 0 0.01607 32 640: 23%|██▎ | 11/47 [00:14<00:42, 1.18s/it] 208/299 3.12G 0.01342 0.002658 0 0.01607 32 640: 26%|██▌ | 12/47 [00:14<00:45, 1.31s/it] 208/299 3.12G 0.01319 0.002636 0 0.01582 33 640: 26%|██▌ | 12/47 [00:14<00:45, 1.31s/it] 208/299 3.12G 0.01319 0.002636 0 0.01582 33 640: 28%|██▊ | 13/47 [00:14<00:32, 1.05it/s] 208/299 3.12G 0.01301 0.002712 0 0.01572 38 640: 28%|██▊ | 13/47 [00:16<00:32, 1.05it/s] 208/299 3.12G 0.01301 0.002712 0 0.01572 38 640: 30%|██▉ | 14/47 [00:16<00:46, 1.41s/it] 208/299 3.12G 0.01274 0.002676 0 0.01542 26 640: 30%|██▉ | 14/47 [00:16<00:46, 1.41s/it] 208/299 3.12G 0.01274 0.002676 0 0.01542 26 640: 32%|███▏ | 15/47 [00:16<00:32, 1.02s/it] 208/299 3.12G 0.01253 0.00265 0 0.01518
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.99 0.762
0%| | 0/47 [00:00<?, ?it/s] 209/299 3.12G 0.01145 0.002755 0 0.01421 30 640: 0%| | 0/47 [00:00<?, ?it/s] 209/299 3.12G 0.01145 0.002755 0 0.01421 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 209/299 3.12G 0.01345 0.003084 0 0.01653 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 209/299 3.12G 0.01345 0.003084 0 0.01653 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.53it/s] 209/299 3.12G 0.01363 0.003007 0 0.01664 41 640: 4%|▍ | 2/47 [00:05<00:05, 7.53it/s] 209/299 3.12G 0.01363 0.003007 0 0.01664 41 640: 6%|▋ | 3/47 [00:05<01:39, 2.27s/it] 209/299 3.12G 0.0134 0.002842 0 0.01624 22 640: 6%|▋ | 3/47 [00:05<01:39, 2.27s/it] 209/299 3.12G 0.0134 0.002842 0 0.01624 22 640: 9%|▊ | 4/47 [00:05<01:01, 1.43s/it] 209/299 3.12G 0.01282 0.00277 0 0.01559 27 640: 9%|▊ | 4/47 [00:05<01:01, 1.43s/it] 209/299 3.12G 0.01282 0.00277 0 0.01559 27 640: 11%|█ | 5/47 [00:05<00:43, 1.04s/it] 209/299 3.12G 0.01245 0.002711 0 0.01516 26 640: 11%|█ | 5/47 [00:05<00:43, 1.04s/it] 209/299 3.12G 0.01245 0.002711 0 0.01516 26 640: 13%|█▎ | 6/47 [00:05<00:30, 1.36it/s] 209/299 3.12G 0.0128 0.002828 0 0.01563 40 640: 13%|█▎ | 6/47 [00:07<00:30, 1.36it/s] 209/299 3.12G 0.0128 0.002828 0 0.01563 40 640: 15%|█▍ | 7/47 [00:07<00:48, 1.21s/it] 209/299 3.12G 0.01256 0.002639 0 0.0152 17 640: 15%|█▍ | 7/47 [00:08<00:48, 1.21s/it] 209/299 3.12G 0.01256 0.002639 0 0.0152 17 640: 17%|█▋ | 8/47 [00:08<00:33, 1.16it/s] 209/299 3.12G 0.01276 0.002687 0 0.01545 31 640: 17%|█▋ | 8/47 [00:10<00:33, 1.16it/s] 209/299 3.12G 0.01276 0.002687 0 0.01545 31 640: 19%|█▉ | 9/47 [00:10<00:54, 1.44s/it] 209/299 3.12G 0.01273 0.002571 0 0.0153 21 640: 19%|█▉ | 9/47 [00:10<00:54, 1.44s/it] 209/299 3.12G 0.01273 0.002571 0 0.0153 21 640: 21%|██▏ | 10/47 [00:10<00:38, 1.04s/it] 209/299 3.12G 0.01267 0.002537 0 0.01521 32 640: 21%|██▏ | 10/47 [00:14<00:38, 1.04s/it] 209/299 3.12G 0.01267 0.002537 0 0.01521 32 640: 23%|██▎ | 11/47 [00:14<01:03, 1.78s/it] 209/299 3.12G 0.01275 0.002632 0 0.01539 37 640: 23%|██▎ | 11/47 [00:14<01:03, 1.78s/it] 209/299 3.12G 0.01275 0.002632 0 0.01539 37 640: 26%|██▌ | 12/47 [00:14<00:44, 1.28s/it] 209/299 3.12G 0.01285 0.002616 0 0.01546 27 640: 26%|██▌ | 12/47 [00:14<00:44, 1.28s/it] 209/299 3.12G 0.01285 0.002616 0 0.01546 27 640: 28%|██▊ | 13/47 [00:14<00:31, 1.08it/s] 209/299 3.12G 0.01272 0.002623 0 0.01534 36 640: 28%|██▊ | 13/47 [00:14<00:31, 1.08it/s] 209/299 3.12G 0.01272 0.002623 0 0.01534 36 640: 30%|██▉ | 14/47 [00:14<00:22, 1.46it/s] 209/299 3.12G 0.01271 0.002683 0 0.01539 32 640: 30%|██▉ | 14/47 [00:16<00:22, 1.46it/s] 209/299 3.12G 0.01271 0.002683 0 0.01539 32 640: 32%|███▏ | 15/47 [00:16<00:30, 1.04it/s] 209/299 3.12G 0.01267 0.002667 0 0.01534
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.93s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.991 0.767
0%| | 0/47 [00:00<?, ?it/s] 210/299 3.12G 0.01158 0.002552 0 0.01413 27 640: 0%| | 0/47 [00:00<?, ?it/s] 210/299 3.12G 0.01158 0.002552 0 0.01413 27 640: 2%|▏ | 1/47 [00:00<00:06, 7.32it/s] 210/299 3.12G 0.01174 0.002437 0 0.01417 28 640: 2%|▏ | 1/47 [00:01<00:06, 7.32it/s] 210/299 3.12G 0.01174 0.002437 0 0.01417 28 640: 4%|▍ | 2/47 [00:01<00:39, 1.13it/s] 210/299 3.12G 0.01215 0.002416 0 0.01457 28 640: 4%|▍ | 2/47 [00:01<00:39, 1.13it/s] 210/299 3.12G 0.01215 0.002416 0 0.01457 28 640: 6%|▋ | 3/47 [00:01<00:24, 1.83it/s] 210/299 3.12G 0.01213 0.00277 0 0.0149 34 640: 6%|▋ | 3/47 [00:05<00:24, 1.83it/s] 210/299 3.12G 0.01213 0.00277 0 0.0149 34 640: 9%|▊ | 4/47 [00:05<01:16, 1.78s/it] 210/299 3.12G 0.01161 0.002552 0 0.01417 26 640: 9%|▊ | 4/47 [00:05<01:16, 1.78s/it] 210/299 3.12G 0.01161 0.002552 0 0.01417 26 640: 11%|█ | 5/47 [00:05<00:49, 1.18s/it] 210/299 3.12G 0.01132 0.002536 0 0.01386 27 640: 11%|█ | 5/47 [00:06<00:49, 1.18s/it] 210/299 3.12G 0.01132 0.002536 0 0.01386 27 640: 13%|█▎ | 6/47 [00:06<00:47, 1.17s/it] 210/299 3.12G 0.0111 0.002532 0 0.01364 34 640: 13%|█▎ | 6/47 [00:06<00:47, 1.17s/it] 210/299 3.12G 0.0111 0.002532 0 0.01364 34 640: 15%|█▍ | 7/47 [00:06<00:33, 1.20it/s] 210/299 3.12G 0.01117 0.002575 0 0.01375 33 640: 15%|█▍ | 7/47 [00:06<00:33, 1.20it/s] 210/299 3.12G 0.01117 0.002575 0 0.01375 33 640: 17%|█▋ | 8/47 [00:06<00:23, 1.66it/s] 210/299 3.12G 0.01128 0.002547 0 0.01383 29 640: 17%|█▋ | 8/47 [00:06<00:23, 1.66it/s] 210/299 3.12G 0.01128 0.002547 0 0.01383 29 640: 19%|█▉ | 9/47 [00:06<00:17, 2.23it/s] 210/299 3.12G 0.0114 0.002582 0 0.01399 30 640: 19%|█▉ | 9/47 [00:12<00:17, 2.23it/s] 210/299 3.12G 0.0114 0.002582 0 0.01399 30 640: 21%|██▏ | 10/47 [00:12<01:09, 1.88s/it] 210/299 3.12G 0.01146 0.002613 0 0.01408 34 640: 21%|██▏ | 10/47 [00:12<01:09, 1.88s/it] 210/299 3.12G 0.01146 0.002613 0 0.01408 34 640: 23%|██▎ | 11/47 [00:12<00:48, 1.35s/it] 210/299 3.12G 0.01151 0.00267 0 0.01418 33 640: 23%|██▎ | 11/47 [00:13<00:48, 1.35s/it] 210/299 3.12G 0.01151 0.00267 0 0.01418 33 640: 26%|██▌ | 12/47 [00:13<00:51, 1.46s/it] 210/299 3.12G 0.01141 0.002675 0 0.01409 35 640: 26%|██▌ | 12/47 [00:14<00:51, 1.46s/it] 210/299 3.12G 0.01141 0.002675 0 0.01409 35 640: 28%|██▊ | 13/47 [00:14<00:35, 1.05s/it] 210/299 3.12G 0.01147 0.002759 0 0.01423 38 640: 28%|██▊ | 13/47 [00:15<00:35, 1.05s/it] 210/299 3.12G 0.01147 0.002759 0 0.01423 38 640: 30%|██▉ | 14/47 [00:15<00:35, 1.07s/it] 210/299 3.12G 0.01148 0.002723 0 0.01421 30 640: 30%|██▉ | 14/47 [00:15<00:35, 1.07s/it] 210/299 3.12G 0.01148 0.002723 0 0.01421 30 640: 32%|███▏ | 15/47 [00:15<00:25, 1.26it/s] 210/299 3.12G 0.01137 0.002652 0 0.01402
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.991 0.767
0%| | 0/47 [00:00<?, ?it/s] 211/299 3.12G 0.009556 0.001765 0 0.01132 27 640: 0%| | 0/47 [00:00<?, ?it/s] 211/299 3.12G 0.009556 0.001765 0 0.01132 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 211/299 3.12G 0.01123 0.001797 0 0.01303 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 211/299 3.12G 0.01123 0.001797 0 0.01303 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 211/299 3.12G 0.01084 0.00186 0 0.0127 30 640: 4%|▍ | 2/47 [00:08<00:05, 8.75it/s] 211/299 3.12G 0.01084 0.00186 0 0.0127 30 640: 6%|▋ | 3/47 [00:08<02:39, 3.63s/it] 211/299 3.12G 0.0106 0.001875 0 0.01247 20 640: 6%|▋ | 3/47 [00:08<02:39, 3.63s/it] 211/299 3.12G 0.0106 0.001875 0 0.01247 20 640: 9%|▊ | 4/47 [00:08<01:37, 2.26s/it] 211/299 3.12G 0.01178 0.002121 0 0.0139 39 640: 9%|▊ | 4/47 [00:08<01:37, 2.26s/it] 211/299 3.12G 0.01178 0.002121 0 0.0139 39 640: 11%|█ | 5/47 [00:08<01:02, 1.48s/it] 211/299 3.12G 0.01184 0.002179 0 0.01402 26 640: 11%|█ | 5/47 [00:08<01:02, 1.48s/it] 211/299 3.12G 0.01184 0.002179 0 0.01402 26 640: 13%|█▎ | 6/47 [00:08<00:41, 1.02s/it] 211/299 3.12G 0.01179 0.00225 0 0.01404 23 640: 13%|█▎ | 6/47 [00:08<00:41, 1.02s/it] 211/299 3.12G 0.01179 0.00225 0 0.01404 23 640: 15%|█▍ | 7/47 [00:08<00:28, 1.39it/s] 211/299 3.12G 0.01179 0.0023 0 0.01409 27 640: 15%|█▍ | 7/47 [00:08<00:28, 1.39it/s] 211/299 3.12G 0.01179 0.0023 0 0.01409 27 640: 17%|█▋ | 8/47 [00:08<00:20, 1.87it/s] 211/299 3.12G 0.01216 0.002405 0 0.01456 28 640: 17%|█▋ | 8/47 [00:08<00:20, 1.87it/s] 211/299 3.12G 0.01216 0.002405 0 0.01456 28 640: 19%|█▉ | 9/47 [00:08<00:15, 2.48it/s] 211/299 3.12G 0.01248 0.002371 0 0.01485 20 640: 19%|█▉ | 9/47 [00:08<00:15, 2.48it/s] 211/299 3.12G 0.01248 0.002371 0 0.01485 20 640: 21%|██▏ | 10/47 [00:08<00:11, 3.19it/s] 211/299 3.12G 0.01243 0.002428 0 0.01485 29 640: 21%|██▏ | 10/47 [00:16<00:11, 3.19it/s] 211/299 3.12G 0.01243 0.002428 0 0.01485 29 640: 23%|██▎ | 11/47 [00:16<01:32, 2.57s/it] 211/299 3.12G 0.01236 0.002487 0 0.01485 31 640: 23%|██▎ | 11/47 [00:16<01:32, 2.57s/it] 211/299 3.12G 0.01236 0.002487 0 0.01485 31 640: 26%|██▌ | 12/47 [00:16<01:04, 1.84s/it] 211/299 3.12G 0.01224 0.002538 0 0.01478 39 640: 26%|██▌ | 12/47 [00:16<01:04, 1.84s/it] 211/299 3.12G 0.01224 0.002538 0 0.01478 39 640: 28%|██▊ | 13/47 [00:16<00:44, 1.32s/it] 211/299 3.12G 0.01224 0.002536 0 0.01477 32 640: 28%|██▊ | 13/47 [00:16<00:44, 1.32s/it] 211/299 3.12G 0.01224 0.002536 0 0.01477 32 640: 30%|██▉ | 14/47 [00:16<00:31, 1.05it/s] 211/299 3.12G 0.0122 0.002565 0 0.01477 39 640: 30%|██▉ | 14/47 [00:17<00:31, 1.05it/s] 211/299 3.12G 0.0122 0.002565 0 0.01477 39 640: 32%|███▏ | 15/47 [00:17<00:22, 1.43it/s] 211/299 3.12G 0.01198 0.002529 0 0.01451
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.34it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.991 0.768
0%| | 0/47 [00:00<?, ?it/s] 212/299 3.12G 0.01199 0.002008 0 0.014 28 640: 0%| | 0/47 [00:00<?, ?it/s] 212/299 3.12G 0.01199 0.002008 0 0.014 28 640: 2%|▏ | 1/47 [00:00<00:06, 7.47it/s] 212/299 3.12G 0.01288 0.002609 0 0.01549 29 640: 2%|▏ | 1/47 [00:00<00:06, 7.47it/s] 212/299 3.12G 0.01288 0.002609 0 0.01549 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.24it/s] 212/299 3.12G 0.01261 0.002942 0 0.01556 24 640: 4%|▍ | 2/47 [00:00<00:05, 8.24it/s] 212/299 3.12G 0.01261 0.002942 0 0.01556 24 640: 6%|▋ | 3/47 [00:00<00:05, 8.53it/s] 212/299 3.12G 0.01225 0.002707 0 0.01495 22 640: 6%|▋ | 3/47 [00:07<00:05, 8.53it/s] 212/299 3.12G 0.01225 0.002707 0 0.01495 22 640: 9%|▊ | 4/47 [00:07<02:11, 3.06s/it] 212/299 3.12G 0.01221 0.002729 0 0.01494 30 640: 9%|▊ | 4/47 [00:08<02:11, 3.06s/it] 212/299 3.12G 0.01221 0.002729 0 0.01494 30 640: 11%|█ | 5/47 [00:08<01:24, 2.02s/it] 212/299 3.12G 0.01237 0.002641 0 0.01501 28 640: 11%|█ | 5/47 [00:08<01:24, 2.02s/it] 212/299 3.12G 0.01237 0.002641 0 0.01501 28 640: 13%|█▎ | 6/47 [00:08<00:56, 1.37s/it] 212/299 3.12G 0.0124 0.002602 0 0.015 24 640: 13%|█▎ | 6/47 [00:08<00:56, 1.37s/it] 212/299 3.12G 0.0124 0.002602 0 0.015 24 640: 15%|█▍ | 7/47 [00:08<00:38, 1.04it/s] 212/299 3.12G 0.01229 0.00257 0 0.01486 29 640: 15%|█▍ | 7/47 [00:08<00:38, 1.04it/s] 212/299 3.12G 0.01229 0.00257 0 0.01486 29 640: 17%|█▋ | 8/47 [00:08<00:26, 1.45it/s] 212/299 3.12G 0.01189 0.002501 0 0.01439 28 640: 17%|█▋ | 8/47 [00:08<00:26, 1.45it/s] 212/299 3.12G 0.01189 0.002501 0 0.01439 28 640: 19%|█▉ | 9/47 [00:08<00:19, 1.93it/s] 212/299 3.12G 0.01156 0.002407 0 0.01396 27 640: 19%|█▉ | 9/47 [00:08<00:19, 1.93it/s] 212/299 3.12G 0.01156 0.002407 0 0.01396 27 640: 21%|██▏ | 10/47 [00:08<00:14, 2.55it/s] 212/299 3.12G 0.01164 0.002357 0 0.014 19 640: 21%|██▏ | 10/47 [00:09<00:14, 2.55it/s] 212/299 3.12G 0.01164 0.002357 0 0.014 19 640: 23%|██▎ | 11/47 [00:09<00:23, 1.53it/s] 212/299 3.12G 0.01192 0.00241 0 0.01433 24 640: 23%|██▎ | 11/47 [00:16<00:23, 1.53it/s] 212/299 3.12G 0.01192 0.00241 0 0.01433 24 640: 26%|██▌ | 12/47 [00:16<01:23, 2.39s/it] 212/299 3.12G 0.01183 0.00242 0 0.01425 34 640: 26%|██▌ | 12/47 [00:16<01:23, 2.39s/it] 212/299 3.12G 0.01183 0.00242 0 0.01425 34 640: 28%|██▊ | 13/47 [00:16<00:58, 1.72s/it] 212/299 3.12G 0.01186 0.002411 0 0.01427 33 640: 28%|██▊ | 13/47 [00:16<00:58, 1.72s/it] 212/299 3.12G 0.01186 0.002411 0 0.01427 33 640: 30%|██▉ | 14/47 [00:16<00:40, 1.23s/it] 212/299 3.12G 0.01198 0.00239 0 0.01437 27 640: 30%|██▉ | 14/47 [00:16<00:40, 1.23s/it] 212/299 3.12G 0.01198 0.00239 0 0.01437 27 640: 32%|███▏ | 15/47 [00:16<00:28, 1.12it/s] 212/299 3.12G 0.0119 0.002394 0 0.0143
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.99 0.748
0%| | 0/47 [00:00<?, ?it/s] 213/299 3.12G 0.01043 0.001981 0 0.01241 24 640: 0%| | 0/47 [00:00<?, ?it/s] 213/299 3.12G 0.01043 0.001981 0 0.01241 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 213/299 3.12G 0.01135 0.002319 0 0.01367 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 213/299 3.12G 0.01135 0.002319 0 0.01367 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.55it/s] 213/299 3.12G 0.01076 0.002399 0 0.01316 37 640: 4%|▍ | 2/47 [00:00<00:05, 7.55it/s] 213/299 3.12G 0.01076 0.002399 0 0.01316 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 213/299 3.12G 0.01056 0.002435 0 0.01299 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 213/299 3.12G 0.01056 0.002435 0 0.01299 23 640: 9%|▊ | 4/47 [00:00<00:07, 5.57it/s] 213/299 3.12G 0.01115 0.002437 0 0.01358 26 640: 9%|▊ | 4/47 [00:07<00:07, 5.57it/s] 213/299 3.12G 0.01115 0.002437 0 0.01358 26 640: 11%|█ | 5/47 [00:07<01:50, 2.63s/it] 213/299 3.12G 0.01114 0.002447 0 0.01359 32 640: 11%|█ | 5/47 [00:07<01:50, 2.63s/it] 213/299 3.12G 0.01114 0.002447 0 0.01359 32 640: 13%|█▎ | 6/47 [00:07<01:13, 1.78s/it] 213/299 3.12G 0.0112 0.002489 0 0.01369 37 640: 13%|█▎ | 6/47 [00:07<01:13, 1.78s/it] 213/299 3.12G 0.0112 0.002489 0 0.01369 37 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 213/299 3.12G 0.01114 0.002612 0 0.01375 35 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 213/299 3.12G 0.01114 0.002612 0 0.01375 35 640: 17%|█▋ | 8/47 [00:07<00:34, 1.14it/s] 213/299 3.12G 0.01095 0.0025 0 0.01345 25 640: 17%|█▋ | 8/47 [00:08<00:34, 1.14it/s] 213/299 3.12G 0.01095 0.0025 0 0.01345 25 640: 19%|█▉ | 9/47 [00:08<00:24, 1.56it/s] 213/299 3.12G 0.01131 0.002548 0 0.01386 34 640: 19%|█▉ | 9/47 [00:08<00:24, 1.56it/s] 213/299 3.12G 0.01131 0.002548 0 0.01386 34 640: 21%|██▏ | 10/47 [00:08<00:17, 2.06it/s] 213/299 3.12G 0.01167 0.002556 0 0.01422 25 640: 21%|██▏ | 10/47 [00:08<00:17, 2.06it/s] 213/299 3.12G 0.01167 0.002556 0 0.01422 25 640: 23%|██▎ | 11/47 [00:08<00:13, 2.69it/s] 213/299 3.12G 0.01165 0.002602 0 0.01425 28 640: 23%|██▎ | 11/47 [00:09<00:13, 2.69it/s] 213/299 3.12G 0.01165 0.002602 0 0.01425 28 640: 26%|██▌ | 12/47 [00:09<00:21, 1.60it/s] 213/299 3.12G 0.01167 0.00263 0 0.0143 37 640: 26%|██▌ | 12/47 [00:16<00:21, 1.60it/s] 213/299 3.12G 0.01167 0.00263 0 0.0143 37 640: 28%|██▊ | 13/47 [00:16<01:23, 2.47s/it] 213/299 3.12G 0.01183 0.002628 0 0.01446 27 640: 28%|██▊ | 13/47 [00:16<01:23, 2.47s/it] 213/299 3.12G 0.01183 0.002628 0 0.01446 27 640: 30%|██▉ | 14/47 [00:16<00:58, 1.77s/it] 213/299 3.12G 0.01186 0.002566 0 0.01443 22 640: 30%|██▉ | 14/47 [00:16<00:58, 1.77s/it] 213/299 3.12G 0.01186 0.002566 0 0.01443 22 640: 32%|███▏ | 15/47 [00:16<00:40, 1.27s/it] 213/299 3.12G 0.01191 0.002586 0 0.0145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.96it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.991 0.746
0%| | 0/47 [00:00<?, ?it/s] 214/299 3.12G 0.01137 0.002421 0 0.01379 28 640: 0%| | 0/47 [00:00<?, ?it/s] 214/299 3.12G 0.01137 0.002421 0 0.01379 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 214/299 3.12G 0.01259 0.002653 0 0.01524 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 214/299 3.12G 0.01259 0.002653 0 0.01524 37 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 214/299 3.12G 0.01196 0.002311 0 0.01428 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 214/299 3.12G 0.01196 0.002311 0 0.01428 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 214/299 3.12G 0.01142 0.002558 0 0.01398 44 640: 6%|▋ | 3/47 [00:00<00:05, 7.87it/s] 214/299 3.12G 0.01142 0.002558 0 0.01398 44 640: 9%|▊ | 4/47 [00:00<00:05, 8.22it/s] 214/299 3.12G 0.01162 0.002628 0 0.01425 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.22it/s] 214/299 3.12G 0.01162 0.002628 0 0.01425 26 640: 11%|█ | 5/47 [00:00<00:04, 8.44it/s] 214/299 3.12G 0.01181 0.00277 0 0.01458 34 640: 11%|█ | 5/47 [00:08<00:04, 8.44it/s] 214/299 3.12G 0.01181 0.00277 0 0.01458 34 640: 13%|█▎ | 6/47 [00:08<01:48, 2.66s/it] 214/299 3.12G 0.01181 0.002679 0 0.01448 24 640: 13%|█▎ | 6/47 [00:08<01:48, 2.66s/it] 214/299 3.12G 0.01181 0.002679 0 0.01448 24 640: 15%|█▍ | 7/47 [00:08<01:13, 1.84s/it] 214/299 3.12G 0.012 0.002713 0 0.01471 29 640: 15%|█▍ | 7/47 [00:08<01:13, 1.84s/it] 214/299 3.12G 0.012 0.002713 0 0.01471 29 640: 17%|█▋ | 8/47 [00:08<00:50, 1.29s/it] 214/299 3.12G 0.01197 0.00269 0 0.01466 28 640: 17%|█▋ | 8/47 [00:08<00:50, 1.29s/it] 214/299 3.12G 0.01197 0.00269 0 0.01466 28 640: 19%|█▉ | 9/47 [00:08<00:35, 1.08it/s] 214/299 3.12G 0.01191 0.002611 0 0.01452 22 640: 19%|█▉ | 9/47 [00:08<00:35, 1.08it/s] 214/299 3.12G 0.01191 0.002611 0 0.01452 22 640: 21%|██▏ | 10/47 [00:08<00:24, 1.49it/s] 214/299 3.12G 0.01193 0.002652 0 0.01458 37 640: 21%|██▏ | 10/47 [00:08<00:24, 1.49it/s] 214/299 3.12G 0.01193 0.002652 0 0.01458 37 640: 23%|██▎ | 11/47 [00:08<00:18, 1.96it/s] 214/299 3.12G 0.012 0.002721 0 0.01472 40 640: 23%|██▎ | 11/47 [00:08<00:18, 1.96it/s] 214/299 3.12G 0.012 0.002721 0 0.01472 40 640: 26%|██▌ | 12/47 [00:08<00:13, 2.57it/s] 214/299 3.12G 0.01207 0.002619 0 0.01469 23 640: 26%|██▌ | 12/47 [00:11<00:13, 2.57it/s] 214/299 3.12G 0.01207 0.002619 0 0.01469 23 640: 28%|██▊ | 13/47 [00:11<00:32, 1.06it/s] 214/299 3.12G 0.01191 0.002627 0 0.01453 31 640: 28%|██▊ | 13/47 [00:16<00:32, 1.06it/s] 214/299 3.12G 0.01191 0.002627 0 0.01453 31 640: 30%|██▉ | 14/47 [00:16<01:18, 2.39s/it] 214/299 3.12G 0.01186 0.002657 0 0.01452 35 640: 30%|██▉ | 14/47 [00:17<01:18, 2.39s/it] 214/299 3.12G 0.01186 0.002657 0 0.01452 35 640: 32%|███▏ | 15/47 [00:17<00:54, 1.71s/it] 214/299 3.12G 0.01187 0.002672 0 0.01454
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.766
0%| | 0/47 [00:00<?, ?it/s] 215/299 3.12G 0.0119 0.002022 0 0.01393 31 640: 0%| | 0/47 [00:00<?, ?it/s] 215/299 3.12G 0.0119 0.002022 0 0.01393 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 215/299 3.12G 0.011 0.002173 0 0.01318 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.52it/s] 215/299 3.12G 0.011 0.002173 0 0.01318 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.69it/s] 215/299 3.12G 0.01142 0.002024 0 0.01345 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.69it/s] 215/299 3.12G 0.01142 0.002024 0 0.01345 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.75it/s] 215/299 3.12G 0.011 0.001993 0 0.01299 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.75it/s] 215/299 3.12G 0.011 0.001993 0 0.01299 29 640: 9%|▊ | 4/47 [00:00<00:05, 7.94it/s] 215/299 3.12G 0.01105 0.002113 0 0.01317 39 640: 9%|▊ | 4/47 [00:00<00:05, 7.94it/s] 215/299 3.12G 0.01105 0.002113 0 0.01317 39 640: 11%|█ | 5/47 [00:00<00:05, 8.23it/s] 215/299 3.12G 0.01124 0.002413 0 0.01365 42 640: 11%|█ | 5/47 [00:02<00:05, 8.23it/s] 215/299 3.12G 0.01124 0.002413 0 0.01365 42 640: 13%|█▎ | 6/47 [00:02<00:31, 1.32it/s] 215/299 3.12G 0.01189 0.002463 0 0.01435 29 640: 13%|█▎ | 6/47 [00:10<00:31, 1.32it/s] 215/299 3.12G 0.01189 0.002463 0 0.01435 29 640: 15%|█▍ | 7/47 [00:10<02:07, 3.18s/it] 215/299 3.12G 0.01201 0.00244 0 0.01445 34 640: 15%|█▍ | 7/47 [00:10<02:07, 3.18s/it] 215/299 3.12G 0.01201 0.00244 0 0.01445 34 640: 17%|█▋ | 8/47 [00:10<01:26, 2.21s/it] 215/299 3.12G 0.01216 0.002524 0 0.01469 30 640: 17%|█▋ | 8/47 [00:11<01:26, 2.21s/it] 215/299 3.12G 0.01216 0.002524 0 0.01469 30 640: 19%|█▉ | 9/47 [00:11<00:59, 1.56s/it] 215/299 3.12G 0.0121 0.002525 0 0.01463 30 640: 19%|█▉ | 9/47 [00:11<00:59, 1.56s/it] 215/299 3.12G 0.0121 0.002525 0 0.01463 30 640: 21%|██▏ | 10/47 [00:11<00:41, 1.11s/it] 215/299 3.12G 0.0121 0.002507 0 0.0146 25 640: 21%|██▏ | 10/47 [00:11<00:41, 1.11s/it] 215/299 3.12G 0.0121 0.002507 0 0.0146 25 640: 23%|██▎ | 11/47 [00:11<00:28, 1.24it/s] 215/299 3.12G 0.01199 0.002526 0 0.01451 33 640: 23%|██▎ | 11/47 [00:11<00:28, 1.24it/s] 215/299 3.12G 0.01199 0.002526 0 0.01451 33 640: 26%|██▌ | 12/47 [00:11<00:21, 1.66it/s] 215/299 3.12G 0.0119 0.002491 0 0.01439 21 640: 26%|██▌ | 12/47 [00:11<00:21, 1.66it/s] 215/299 3.12G 0.0119 0.002491 0 0.01439 21 640: 28%|██▊ | 13/47 [00:11<00:15, 2.20it/s] 215/299 3.12G 0.01183 0.002519 0 0.01435 35 640: 28%|██▊ | 13/47 [00:12<00:15, 2.20it/s] 215/299 3.12G 0.01183 0.002519 0 0.01435 35 640: 30%|██▉ | 14/47 [00:12<00:25, 1.30it/s] 215/299 3.12G 0.01179 0.002483 0 0.01427 18 640: 30%|██▉ | 14/47 [00:19<00:25, 1.30it/s] 215/299 3.12G 0.01179 0.002483 0 0.01427 18 640: 32%|███▏ | 15/47 [00:19<01:18, 2.45s/it] 215/299 3.12G 0.0117 0.002482 0 0.01418
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.764
0%| | 0/47 [00:00<?, ?it/s] 216/299 3.12G 0.009884 0.002375 0 0.01226 34 640: 0%| | 0/47 [00:00<?, ?it/s] 216/299 3.12G 0.009884 0.002375 0 0.01226 34 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 216/299 3.12G 0.01004 0.002603 0 0.01264 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 216/299 3.12G 0.01004 0.002603 0 0.01264 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.95it/s] 216/299 3.12G 0.01094 0.002821 0 0.01376 33 640: 4%|▍ | 2/47 [00:00<00:05, 7.95it/s] 216/299 3.12G 0.01094 0.002821 0 0.01376 33 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 216/299 3.12G 0.01076 0.002676 0 0.01344 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.34it/s] 216/299 3.12G 0.01076 0.002676 0 0.01344 31 640: 9%|▊ | 4/47 [00:00<00:07, 5.60it/s] 216/299 3.12G 0.01088 0.002601 0 0.01349 37 640: 9%|▊ | 4/47 [00:00<00:07, 5.60it/s] 216/299 3.12G 0.01088 0.002601 0 0.01349 37 640: 11%|█ | 5/47 [00:00<00:06, 6.05it/s] 216/299 3.12G 0.01097 0.002504 0 0.01348 24 640: 11%|█ | 5/47 [00:00<00:06, 6.05it/s] 216/299 3.12G 0.01097 0.002504 0 0.01348 24 640: 13%|█▎ | 6/47 [00:00<00:06, 6.79it/s] 216/299 3.12G 0.01121 0.002478 0 0.01369 31 640: 13%|█▎ | 6/47 [00:07<00:06, 6.79it/s] 216/299 3.12G 0.01121 0.002478 0 0.01369 31 640: 15%|█▍ | 7/47 [00:07<01:28, 2.21s/it] 216/299 3.12G 0.01164 0.00256 0 0.0142 32 640: 15%|█▍ | 7/47 [00:10<01:28, 2.21s/it] 216/299 3.12G 0.01164 0.00256 0 0.0142 32 640: 17%|█▋ | 8/47 [00:10<01:40, 2.58s/it] 216/299 3.12G 0.01177 0.00265 0 0.01442 32 640: 17%|█▋ | 8/47 [00:10<01:40, 2.58s/it] 216/299 3.12G 0.01177 0.00265 0 0.01442 32 640: 19%|█▉ | 9/47 [00:10<01:09, 1.82s/it] 216/299 3.12G 0.01184 0.002602 0 0.01444 30 640: 19%|█▉ | 9/47 [00:11<01:09, 1.82s/it] 216/299 3.12G 0.01184 0.002602 0 0.01444 30 640: 21%|██▏ | 10/47 [00:11<00:47, 1.30s/it] 216/299 3.12G 0.01181 0.002656 0 0.01446 35 640: 21%|██▏ | 10/47 [00:11<00:47, 1.30s/it] 216/299 3.12G 0.01181 0.002656 0 0.01446 35 640: 23%|██▎ | 11/47 [00:11<00:33, 1.07it/s] 216/299 3.12G 0.01162 0.002622 0 0.01424 27 640: 23%|██▎ | 11/47 [00:11<00:33, 1.07it/s] 216/299 3.12G 0.01162 0.002622 0 0.01424 27 640: 26%|██▌ | 12/47 [00:11<00:29, 1.18it/s] 216/299 3.12G 0.01184 0.002798 0 0.01464 39 640: 26%|██▌ | 12/47 [00:11<00:29, 1.18it/s] 216/299 3.12G 0.01184 0.002798 0 0.01464 39 640: 28%|██▊ | 13/47 [00:11<00:21, 1.57it/s] 216/299 3.12G 0.01179 0.002796 0 0.01458 33 640: 28%|██▊ | 13/47 [00:12<00:21, 1.57it/s] 216/299 3.12G 0.01179 0.002796 0 0.01458 33 640: 30%|██▉ | 14/47 [00:12<00:15, 2.09it/s] 216/299 3.12G 0.01173 0.002779 0 0.01451 38 640: 30%|██▉ | 14/47 [00:15<00:15, 2.09it/s] 216/299 3.12G 0.01173 0.002779 0 0.01451 38 640: 32%|███▏ | 15/47 [00:15<00:45, 1.43s/it] 216/299 3.12G 0.01163 0.002744 0 0.01437
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.983 0.769
0%| | 0/47 [00:00<?, ?it/s] 217/299 3.12G 0.01103 0.002618 0 0.01365 24 640: 0%| | 0/47 [00:10<?, ?it/s] 217/299 3.12G 0.01103 0.002618 0 0.01365 24 640: 2%|▏ | 1/47 [00:10<07:46, 10.15s/it] 217/299 3.12G 0.01132 0.002479 0 0.0138 27 640: 2%|▏ | 1/47 [00:10<07:46, 10.15s/it] 217/299 3.12G 0.01132 0.002479 0 0.0138 27 640: 4%|▍ | 2/47 [00:10<03:12, 4.27s/it] 217/299 3.12G 0.01051 0.002383 0 0.01289 29 640: 4%|▍ | 2/47 [00:10<03:12, 4.27s/it] 217/299 3.12G 0.01051 0.002383 0 0.01289 29 640: 6%|▋ | 3/47 [00:10<01:44, 2.37s/it] 217/299 3.12G 0.01024 0.002318 0 0.01256 23 640: 6%|▋ | 3/47 [00:10<01:44, 2.37s/it] 217/299 3.12G 0.01024 0.002318 0 0.01256 23 640: 9%|▊ | 4/47 [00:10<01:03, 1.48s/it] 217/299 3.12G 0.0104 0.00231 0 0.01271 25 640: 9%|▊ | 4/47 [00:10<01:03, 1.48s/it] 217/299 3.12G 0.0104 0.00231 0 0.01271 25 640: 11%|█ | 5/47 [00:10<00:41, 1.01it/s] 217/299 3.12G 0.01036 0.002409 0 0.01277 34 640: 11%|█ | 5/47 [00:10<00:41, 1.01it/s] 217/299 3.12G 0.01036 0.002409 0 0.01277 34 640: 13%|█▎ | 6/47 [00:10<00:28, 1.43it/s] 217/299 3.12G 0.01052 0.002388 0 0.0129 29 640: 13%|█▎ | 6/47 [00:10<00:28, 1.43it/s] 217/299 3.12G 0.01052 0.002388 0 0.0129 29 640: 15%|█▍ | 7/47 [00:10<00:20, 1.97it/s] 217/299 3.12G 0.01073 0.00241 0 0.01314 25 640: 15%|█▍ | 7/47 [00:11<00:20, 1.97it/s] 217/299 3.12G 0.01073 0.00241 0 0.01314 25 640: 17%|█▋ | 8/47 [00:11<00:14, 2.62it/s] 217/299 3.12G 0.01113 0.002492 0 0.01363 37 640: 17%|█▋ | 8/47 [00:18<00:14, 2.62it/s] 217/299 3.12G 0.01113 0.002492 0 0.01363 37 640: 19%|█▉ | 9/47 [00:18<01:37, 2.56s/it] 217/299 3.12G 0.01117 0.002468 0 0.01364 34 640: 19%|█▉ | 9/47 [00:18<01:37, 2.56s/it] 217/299 3.12G 0.01117 0.002468 0 0.01364 34 640: 21%|██▏ | 10/47 [00:18<01:07, 1.82s/it] 217/299 3.12G 0.01107 0.002453 0 0.01353 28 640: 21%|██▏ | 10/47 [00:18<01:07, 1.82s/it] 217/299 3.12G 0.01107 0.002453 0 0.01353 28 640: 23%|██▎ | 11/47 [00:18<00:46, 1.30s/it] 217/299 3.12G 0.01109 0.002517 0 0.0136 37 640: 23%|██▎ | 11/47 [00:18<00:46, 1.30s/it] 217/299 3.12G 0.01109 0.002517 0 0.0136 37 640: 26%|██▌ | 12/47 [00:18<00:32, 1.07it/s] 217/299 3.12G 0.01097 0.00246 0 0.01343 27 640: 26%|██▌ | 12/47 [00:18<00:32, 1.07it/s] 217/299 3.12G 0.01097 0.00246 0 0.01343 27 640: 28%|██▊ | 13/47 [00:18<00:23, 1.45it/s] 217/299 3.12G 0.01093 0.002443 0 0.01338 27 640: 28%|██▊ | 13/47 [00:19<00:23, 1.45it/s] 217/299 3.12G 0.01093 0.002443 0 0.01338 27 640: 30%|██▉ | 14/47 [00:19<00:17, 1.91it/s] 217/299 3.12G 0.01098 0.002495 0 0.01348 41 640: 30%|██▉ | 14/47 [00:19<00:17, 1.91it/s] 217/299 3.12G 0.01098 0.002495 0 0.01348 41 640: 32%|███▏ | 15/47 [00:19<00:12, 2.50it/s] 217/299 3.12G 0.01094 0.002488 0 0.01343
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.983 0.758
0%| | 0/47 [00:00<?, ?it/s] 218/299 3.12G 0.01241 0.002118 0 0.01453 30 640: 0%| | 0/47 [00:00<?, ?it/s] 218/299 3.12G 0.01241 0.002118 0 0.01453 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.33it/s] 218/299 3.12G 0.01172 0.001925 0 0.01364 23 640: 2%|▏ | 1/47 [00:09<00:05, 8.33it/s] 218/299 3.12G 0.01172 0.001925 0 0.01364 23 640: 4%|▍ | 2/47 [00:09<04:17, 5.72s/it] 218/299 3.12G 0.01205 0.001878 0 0.01393 21 640: 4%|▍ | 2/47 [00:09<04:17, 5.72s/it] 218/299 3.12G 0.01205 0.001878 0 0.01393 21 640: 6%|▋ | 3/47 [00:09<02:19, 3.17s/it] 218/299 3.12G 0.01166 0.002136 0 0.0138 35 640: 6%|▋ | 3/47 [00:10<02:19, 3.17s/it] 218/299 3.12G 0.01166 0.002136 0 0.0138 35 640: 9%|▊ | 4/47 [00:10<01:24, 1.96s/it] 218/299 3.12G 0.0115 0.002259 0 0.01375 31 640: 9%|▊ | 4/47 [00:10<01:24, 1.96s/it] 218/299 3.12G 0.0115 0.002259 0 0.01375 31 640: 11%|█ | 5/47 [00:10<00:54, 1.30s/it] 218/299 3.12G 0.01142 0.002244 0 0.01366 24 640: 11%|█ | 5/47 [00:10<00:54, 1.30s/it] 218/299 3.12G 0.01142 0.002244 0 0.01366 24 640: 13%|█▎ | 6/47 [00:10<00:36, 1.12it/s] 218/299 3.12G 0.01151 0.002266 0 0.01377 24 640: 13%|█▎ | 6/47 [00:10<00:36, 1.12it/s] 218/299 3.12G 0.01151 0.002266 0 0.01377 24 640: 15%|█▍ | 7/47 [00:10<00:25, 1.56it/s] 218/299 3.12G 0.01138 0.002256 0 0.01364 27 640: 15%|█▍ | 7/47 [00:10<00:25, 1.56it/s] 218/299 3.12G 0.01138 0.002256 0 0.01364 27 640: 17%|█▋ | 8/47 [00:10<00:18, 2.11it/s] 218/299 3.12G 0.01131 0.002278 0 0.01359 33 640: 17%|█▋ | 8/47 [00:10<00:18, 2.11it/s] 218/299 3.12G 0.01131 0.002278 0 0.01359 33 640: 19%|█▉ | 9/47 [00:10<00:13, 2.78it/s] 218/299 3.12G 0.01134 0.002195 0 0.01354 23 640: 19%|█▉ | 9/47 [00:17<00:13, 2.78it/s] 218/299 3.12G 0.01134 0.002195 0 0.01354 23 640: 21%|██▏ | 10/47 [00:17<01:33, 2.53s/it] 218/299 3.12G 0.01161 0.002182 0 0.0138 23 640: 21%|██▏ | 10/47 [00:18<01:33, 2.53s/it] 218/299 3.12G 0.01161 0.002182 0 0.0138 23 640: 23%|██▎ | 11/47 [00:18<01:04, 1.80s/it] 218/299 3.12G 0.01157 0.002262 0 0.01383 30 640: 23%|██▎ | 11/47 [00:18<01:04, 1.80s/it] 218/299 3.12G 0.01157 0.002262 0 0.01383 30 640: 26%|██▌ | 12/47 [00:18<00:45, 1.29s/it] 218/299 3.12G 0.01168 0.002347 0 0.01403 40 640: 26%|██▌ | 12/47 [00:18<00:45, 1.29s/it] 218/299 3.12G 0.01168 0.002347 0 0.01403 40 640: 28%|██▊ | 13/47 [00:18<00:31, 1.07it/s] 218/299 3.12G 0.01163 0.00235 0 0.01398 30 640: 28%|██▊ | 13/47 [00:18<00:31, 1.07it/s] 218/299 3.12G 0.01163 0.00235 0 0.01398 30 640: 30%|██▉ | 14/47 [00:18<00:22, 1.46it/s] 218/299 3.12G 0.01169 0.002329 0 0.01402 32 640: 30%|██▉ | 14/47 [00:18<00:22, 1.46it/s] 218/299 3.12G 0.01169 0.002329 0 0.01402 32 640: 32%|███▏ | 15/47 [00:18<00:16, 1.92it/s] 218/299 3.12G 0.0117 0.002291 0 0.01399
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.982 0.753
0%| | 0/47 [00:00<?, ?it/s] 219/299 3.12G 0.01239 0.002269 0 0.01466 30 640: 0%| | 0/47 [00:00<?, ?it/s] 219/299 3.12G 0.01239 0.002269 0 0.01466 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 219/299 3.12G 0.01184 0.002231 0 0.01407 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 219/299 3.12G 0.01184 0.002231 0 0.01407 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.72it/s] 219/299 3.12G 0.01253 0.002557 0 0.01509 35 640: 4%|▍ | 2/47 [00:07<00:05, 8.72it/s] 219/299 3.12G 0.01253 0.002557 0 0.01509 35 640: 6%|▋ | 3/47 [00:07<02:28, 3.36s/it] 219/299 3.12G 0.01259 0.002471 0 0.01506 29 640: 6%|▋ | 3/47 [00:07<02:28, 3.36s/it] 219/299 3.12G 0.01259 0.002471 0 0.01506 29 640: 9%|▊ | 4/47 [00:07<01:30, 2.09s/it] 219/299 3.12G 0.01261 0.002532 0 0.01514 32 640: 9%|▊ | 4/47 [00:07<01:30, 2.09s/it] 219/299 3.12G 0.01261 0.002532 0 0.01514 32 640: 11%|█ | 5/47 [00:07<00:57, 1.38s/it] 219/299 3.12G 0.01273 0.002566 0 0.0153 33 640: 11%|█ | 5/47 [00:07<00:57, 1.38s/it] 219/299 3.12G 0.01273 0.002566 0 0.0153 33 640: 13%|█▎ | 6/47 [00:07<00:38, 1.05it/s] 219/299 3.12G 0.01296 0.00262 0 0.01558 31 640: 13%|█▎ | 6/47 [00:07<00:38, 1.05it/s] 219/299 3.12G 0.01296 0.00262 0 0.01558 31 640: 15%|█▍ | 7/47 [00:07<00:27, 1.48it/s] 219/299 3.12G 0.01285 0.002648 0 0.0155 38 640: 15%|█▍ | 7/47 [00:08<00:27, 1.48it/s] 219/299 3.12G 0.01285 0.002648 0 0.0155 38 640: 17%|█▋ | 8/47 [00:08<00:19, 1.98it/s] 219/299 3.12G 0.01261 0.002563 0 0.01517 23 640: 17%|█▋ | 8/47 [00:08<00:19, 1.98it/s] 219/299 3.12G 0.01261 0.002563 0 0.01517 23 640: 19%|█▉ | 9/47 [00:08<00:14, 2.61it/s] 219/299 3.12G 0.0125 0.002563 0 0.01507 28 640: 19%|█▉ | 9/47 [00:08<00:14, 2.61it/s] 219/299 3.12G 0.0125 0.002563 0 0.01507 28 640: 21%|██▏ | 10/47 [00:08<00:11, 3.35it/s] 219/299 3.12G 0.01248 0.00252 0 0.015 28 640: 21%|██▏ | 10/47 [00:15<00:11, 3.35it/s] 219/299 3.12G 0.01248 0.00252 0 0.015 28 640: 23%|██▎ | 11/47 [00:15<01:31, 2.54s/it] 219/299 3.12G 0.01232 0.002494 0 0.01482 21 640: 23%|██▎ | 11/47 [00:16<01:31, 2.54s/it] 219/299 3.12G 0.01232 0.002494 0 0.01482 21 640: 26%|██▌ | 12/47 [00:16<01:03, 1.81s/it] 219/299 3.12G 0.01218 0.002514 0 0.01469 26 640: 26%|██▌ | 12/47 [00:16<01:03, 1.81s/it] 219/299 3.12G 0.01218 0.002514 0 0.01469 26 640: 28%|██▊ | 13/47 [00:16<00:44, 1.30s/it] 219/299 3.12G 0.01224 0.002496 0 0.01474 23 640: 28%|██▊ | 13/47 [00:16<00:44, 1.30s/it] 219/299 3.12G 0.01224 0.002496 0 0.01474 23 640: 30%|██▉ | 14/47 [00:16<00:31, 1.06it/s] 219/299 3.12G 0.0122 0.002501 0 0.0147 29 640: 30%|██▉ | 14/47 [00:16<00:31, 1.06it/s] 219/299 3.12G 0.0122 0.002501 0 0.0147 29 640: 32%|███▏ | 15/47 [00:16<00:22, 1.45it/s] 219/299 3.12G 0.01217 0.002506 0 0.01467
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.759
0%| | 0/47 [00:00<?, ?it/s] 220/299 3.12G 0.01112 0.002182 0 0.01331 28 640: 0%| | 0/47 [00:00<?, ?it/s] 220/299 3.12G 0.01112 0.002182 0 0.01331 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 220/299 3.12G 0.01045 0.001994 0 0.01244 23 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 220/299 3.12G 0.01045 0.001994 0 0.01244 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 220/299 3.12G 0.01038 0.002066 0 0.01245 24 640: 4%|▍ | 2/47 [00:00<00:05, 7.96it/s] 220/299 3.12G 0.01038 0.002066 0 0.01245 24 640: 6%|▋ | 3/47 [00:00<00:05, 8.37it/s] 220/299 3.12G 0.01023 0.002061 0 0.01229 29 640: 6%|▋ | 3/47 [00:09<00:05, 8.37it/s] 220/299 3.12G 0.01023 0.002061 0 0.01229 29 640: 9%|▊ | 4/47 [00:09<02:46, 3.87s/it] 220/299 3.12G 0.01013 0.002018 0 0.01215 24 640: 9%|▊ | 4/47 [00:10<02:46, 3.87s/it] 220/299 3.12G 0.01013 0.002018 0 0.01215 24 640: 11%|█ | 5/47 [00:10<01:46, 2.53s/it] 220/299 3.12G 0.01046 0.00206 0 0.01252 26 640: 11%|█ | 5/47 [00:10<01:46, 2.53s/it] 220/299 3.12G 0.01046 0.00206 0 0.01252 26 640: 13%|█▎ | 6/47 [00:10<01:09, 1.70s/it] 220/299 3.12G 0.01037 0.002046 0 0.01242 25 640: 13%|█▎ | 6/47 [00:10<01:09, 1.70s/it] 220/299 3.12G 0.01037 0.002046 0 0.01242 25 640: 15%|█▍ | 7/47 [00:10<00:47, 1.18s/it] 220/299 3.12G 0.01043 0.00207 0 0.0125 25 640: 15%|█▍ | 7/47 [00:10<00:47, 1.18s/it] 220/299 3.12G 0.01043 0.00207 0 0.0125 25 640: 17%|█▋ | 8/47 [00:10<00:32, 1.19it/s] 220/299 3.12G 0.01067 0.002097 0 0.01277 28 640: 17%|█▋ | 8/47 [00:10<00:32, 1.19it/s] 220/299 3.12G 0.01067 0.002097 0 0.01277 28 640: 19%|█▉ | 9/47 [00:10<00:23, 1.61it/s] 220/299 3.12G 0.01054 0.002154 0 0.0127 35 640: 19%|█▉ | 9/47 [00:10<00:23, 1.61it/s] 220/299 3.12G 0.01054 0.002154 0 0.0127 35 640: 21%|██▏ | 10/47 [00:10<00:17, 2.15it/s] 220/299 3.12G 0.01077 0.002241 0 0.01301 34 640: 21%|██▏ | 10/47 [00:10<00:17, 2.15it/s] 220/299 3.12G 0.01077 0.002241 0 0.01301 34 640: 23%|██▎ | 11/47 [00:10<00:12, 2.81it/s] 220/299 3.12G 0.0111 0.002301 0 0.0134 26 640: 23%|██▎ | 11/47 [00:18<00:12, 2.81it/s] 220/299 3.12G 0.0111 0.002301 0 0.0134 26 640: 26%|██▌ | 12/47 [00:18<01:30, 2.58s/it] 220/299 3.12G 0.01108 0.00232 0 0.0134 32 640: 26%|██▌ | 12/47 [00:18<01:30, 2.58s/it] 220/299 3.12G 0.01108 0.00232 0 0.0134 32 640: 28%|██▊ | 13/47 [00:18<01:02, 1.84s/it] 220/299 3.12G 0.01125 0.002328 0 0.01358 27 640: 28%|██▊ | 13/47 [00:18<01:02, 1.84s/it] 220/299 3.12G 0.01125 0.002328 0 0.01358 27 640: 30%|██▉ | 14/47 [00:18<00:43, 1.32s/it] 220/299 3.12G 0.01123 0.002323 0 0.01355 32 640: 30%|██▉ | 14/47 [00:18<00:43, 1.32s/it] 220/299 3.12G 0.01123 0.002323 0 0.01355 32 640: 32%|███▏ | 15/47 [00:18<00:30, 1.05it/s] 220/299 3.12G 0.01122 0.002329 0 0.01354
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.768
0%| | 0/47 [00:00<?, ?it/s] 221/299 3.12G 0.0107 0.001669 0 0.01237 24 640: 0%| | 0/47 [00:00<?, ?it/s] 221/299 3.12G 0.0107 0.001669 0 0.01237 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 221/299 3.12G 0.01081 0.002149 0 0.01296 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 221/299 3.12G 0.01081 0.002149 0 0.01296 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 221/299 3.12G 0.01152 0.002163 0 0.01368 21 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 221/299 3.12G 0.01152 0.002163 0 0.01368 21 640: 6%|▋ | 3/47 [00:00<00:05, 8.14it/s] 221/299 3.12G 0.0115 0.002234 0 0.01373 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.14it/s] 221/299 3.12G 0.0115 0.002234 0 0.01373 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.37it/s] 221/299 3.12G 0.01201 0.002296 0 0.01431 23 640: 9%|▊ | 4/47 [00:07<00:05, 8.37it/s] 221/299 3.12G 0.01201 0.002296 0 0.01431 23 640: 11%|█ | 5/47 [00:07<01:49, 2.60s/it] 221/299 3.12G 0.01185 0.002383 0 0.01423 35 640: 11%|█ | 5/47 [00:07<01:49, 2.60s/it] 221/299 3.12G 0.01185 0.002383 0 0.01423 35 640: 13%|█▎ | 6/47 [00:07<01:12, 1.76s/it] 221/299 3.12G 0.01175 0.002319 0 0.01407 17 640: 13%|█▎ | 6/47 [00:07<01:12, 1.76s/it] 221/299 3.12G 0.01175 0.002319 0 0.01407 17 640: 15%|█▍ | 7/47 [00:07<00:48, 1.22s/it] 221/299 3.12G 0.0116 0.002238 0 0.01384 15 640: 15%|█▍ | 7/47 [00:07<00:48, 1.22s/it] 221/299 3.12G 0.0116 0.002238 0 0.01384 15 640: 17%|█▋ | 8/47 [00:07<00:33, 1.15it/s] 221/299 3.12G 0.01167 0.002308 0 0.01397 34 640: 17%|█▋ | 8/47 [00:07<00:33, 1.15it/s] 221/299 3.12G 0.01167 0.002308 0 0.01397 34 640: 19%|█▉ | 9/47 [00:07<00:24, 1.58it/s] 221/299 3.12G 0.01153 0.00229 0 0.01382 31 640: 19%|█▉ | 9/47 [00:08<00:24, 1.58it/s] 221/299 3.12G 0.01153 0.00229 0 0.01382 31 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 221/299 3.12G 0.01182 0.002321 0 0.01414 25 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 221/299 3.12G 0.01182 0.002321 0 0.01414 25 640: 23%|██▎ | 11/47 [00:08<00:13, 2.71it/s] 221/299 3.12G 0.01191 0.002314 0 0.01423 28 640: 23%|██▎ | 11/47 [00:08<00:13, 2.71it/s] 221/299 3.12G 0.01191 0.002314 0 0.01423 28 640: 26%|██▌ | 12/47 [00:08<00:10, 3.41it/s] 221/299 3.12G 0.01181 0.002296 0 0.0141 29 640: 26%|██▌ | 12/47 [00:16<00:10, 3.41it/s] 221/299 3.12G 0.01181 0.002296 0 0.0141 29 640: 28%|██▊ | 13/47 [00:16<01:26, 2.55s/it] 221/299 3.12G 0.01177 0.002272 0 0.01404 27 640: 28%|██▊ | 13/47 [00:16<01:26, 2.55s/it] 221/299 3.12G 0.01177 0.002272 0 0.01404 27 640: 30%|██▉ | 14/47 [00:16<01:00, 1.83s/it] 221/299 3.12G 0.0117 0.002324 0 0.01403 32 640: 30%|██▉ | 14/47 [00:16<01:00, 1.83s/it] 221/299 3.12G 0.0117 0.002324 0 0.01403 32 640: 32%|███▏ | 15/47 [00:16<00:41, 1.31s/it] 221/299 3.12G 0.01165 0.002321 0 0.01397
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.991 0.762
0%| | 0/47 [00:00<?, ?it/s] 222/299 3.12G 0.01223 0.002102 0 0.01433 28 640: 0%| | 0/47 [00:00<?, ?it/s] 222/299 3.12G 0.01223 0.002102 0 0.01433 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.89it/s] 222/299 3.12G 0.01186 0.002138 0 0.014 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.89it/s] 222/299 3.12G 0.01186 0.002138 0 0.014 26 640: 4%|▍ | 2/47 [00:00<00:05, 8.89it/s] 222/299 3.12G 0.01209 0.002278 0 0.01437 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.89it/s] 222/299 3.12G 0.01209 0.002278 0 0.01437 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.93it/s] 222/299 3.12G 0.01191 0.002125 0 0.01404 21 640: 6%|▋ | 3/47 [00:00<00:05, 7.93it/s] 222/299 3.12G 0.01191 0.002125 0 0.01404 21 640: 9%|▊ | 4/47 [00:00<00:05, 8.28it/s] 222/299 3.12G 0.0116 0.00243 0 0.01403 36 640: 9%|▊ | 4/47 [00:00<00:05, 8.28it/s] 222/299 3.12G 0.0116 0.00243 0 0.01403 36 640: 11%|█ | 5/47 [00:00<00:04, 8.49it/s] 222/299 3.12G 0.01166 0.002371 0 0.01403 31 640: 11%|█ | 5/47 [00:11<00:04, 8.49it/s] 222/299 3.12G 0.01166 0.002371 0 0.01403 31 640: 13%|█▎ | 6/47 [00:11<02:28, 3.62s/it] 222/299 3.12G 0.0117 0.002407 0 0.01411 29 640: 13%|█▎ | 6/47 [00:11<02:28, 3.62s/it] 222/299 3.12G 0.0117 0.002407 0 0.01411 29 640: 15%|█▍ | 7/47 [00:11<01:39, 2.48s/it] 222/299 3.12G 0.01157 0.002348 0 0.01392 18 640: 15%|█▍ | 7/47 [00:11<01:39, 2.48s/it] 222/299 3.12G 0.01157 0.002348 0 0.01392 18 640: 17%|█▋ | 8/47 [00:11<01:07, 1.73s/it] 222/299 3.12G 0.01153 0.002391 0 0.01392 35 640: 17%|█▋ | 8/47 [00:11<01:07, 1.73s/it] 222/299 3.12G 0.01153 0.002391 0 0.01392 35 640: 19%|█▉ | 9/47 [00:11<00:46, 1.22s/it] 222/299 3.12G 0.01153 0.002366 0 0.0139 22 640: 19%|█▉ | 9/47 [00:11<00:46, 1.22s/it] 222/299 3.12G 0.01153 0.002366 0 0.0139 22 640: 21%|██▏ | 10/47 [00:11<00:32, 1.14it/s] 222/299 3.12G 0.01162 0.002376 0 0.01399 34 640: 21%|██▏ | 10/47 [00:11<00:32, 1.14it/s] 222/299 3.12G 0.01162 0.002376 0 0.01399 34 640: 23%|██▎ | 11/47 [00:11<00:23, 1.54it/s] 222/299 3.12G 0.01169 0.002435 0 0.01412 35 640: 23%|██▎ | 11/47 [00:11<00:23, 1.54it/s] 222/299 3.12G 0.01169 0.002435 0 0.01412 35 640: 26%|██▌ | 12/47 [00:11<00:16, 2.06it/s] 222/299 3.12G 0.01154 0.00244 0 0.01398 33 640: 26%|██▌ | 12/47 [00:11<00:16, 2.06it/s] 222/299 3.12G 0.01154 0.00244 0 0.01398 33 640: 28%|██▊ | 13/47 [00:11<00:12, 2.70it/s] 222/299 3.12G 0.01163 0.002417 0 0.01405 29 640: 28%|██▊ | 13/47 [00:19<00:12, 2.70it/s] 222/299 3.12G 0.01163 0.002417 0 0.01405 29 640: 30%|██▉ | 14/47 [00:19<01:24, 2.56s/it] 222/299 3.12G 0.01151 0.00243 0 0.01394 28 640: 30%|██▉ | 14/47 [00:19<01:24, 2.56s/it] 222/299 3.12G 0.01151 0.00243 0 0.01394 28 640: 32%|███▏ | 15/47 [00:19<00:58, 1.83s/it] 222/299 3.12G 0.01142 0.002416 0 0.01384
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.57it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.09it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.99it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.776
0%| | 0/47 [00:00<?, ?it/s] 223/299 3.12G 0.01108 0.00225 0 0.01333 23 640: 0%| | 0/47 [00:00<?, ?it/s] 223/299 3.12G 0.01108 0.00225 0 0.01333 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 223/299 3.12G 0.01217 0.002322 0 0.01449 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.94it/s] 223/299 3.12G 0.01217 0.002322 0 0.01449 25 640: 4%|▍ | 2/47 [00:00<00:14, 3.12it/s] 223/299 3.12G 0.0119 0.002278 0 0.01418 26 640: 4%|▍ | 2/47 [00:00<00:14, 3.12it/s] 223/299 3.12G 0.0119 0.002278 0 0.01418 26 640: 6%|▋ | 3/47 [00:00<00:09, 4.45it/s] 223/299 3.12G 0.01132 0.002284 0 0.01361 28 640: 6%|▋ | 3/47 [00:00<00:09, 4.45it/s] 223/299 3.12G 0.01132 0.002284 0 0.01361 28 640: 9%|▊ | 4/47 [00:00<00:08, 5.24it/s] 223/299 3.12G 0.01118 0.002262 0 0.01344 27 640: 9%|▊ | 4/47 [00:00<00:08, 5.24it/s] 223/299 3.12G 0.01118 0.002262 0 0.01344 27 640: 11%|█ | 5/47 [00:00<00:06, 6.15it/s] 223/299 3.12G 0.01128 0.002288 0 0.01357 28 640: 11%|█ | 5/47 [00:01<00:06, 6.15it/s] 223/299 3.12G 0.01128 0.002288 0 0.01357 28 640: 13%|█▎ | 6/47 [00:01<00:05, 6.87it/s] 223/299 3.12G 0.01161 0.002433 0 0.01404 33 640: 13%|█▎ | 6/47 [00:07<00:05, 6.87it/s] 223/299 3.12G 0.01161 0.002433 0 0.01404 33 640: 15%|█▍ | 7/47 [00:07<01:32, 2.30s/it] 223/299 3.12G 0.01147 0.002395 0 0.01387 24 640: 15%|█▍ | 7/47 [00:07<01:32, 2.30s/it] 223/299 3.12G 0.01147 0.002395 0 0.01387 24 640: 17%|█▋ | 8/47 [00:07<01:03, 1.62s/it] 223/299 3.12G 0.0114 0.002487 0 0.01389 34 640: 17%|█▋ | 8/47 [00:08<01:03, 1.62s/it] 223/299 3.12G 0.0114 0.002487 0 0.01389 34 640: 19%|█▉ | 9/47 [00:08<00:43, 1.15s/it] 223/299 3.12G 0.01158 0.002468 0 0.01405 26 640: 19%|█▉ | 9/47 [00:08<00:43, 1.15s/it] 223/299 3.12G 0.01158 0.002468 0 0.01405 26 640: 21%|██▏ | 10/47 [00:08<00:30, 1.21it/s] 223/299 3.12G 0.01175 0.002528 0 0.01428 35 640: 21%|██▏ | 10/47 [00:08<00:30, 1.21it/s] 223/299 3.12G 0.01175 0.002528 0 0.01428 35 640: 23%|██▎ | 11/47 [00:08<00:21, 1.64it/s] 223/299 3.12G 0.01169 0.002633 0 0.01432 40 640: 23%|██▎ | 11/47 [00:08<00:21, 1.64it/s] 223/299 3.12G 0.01169 0.002633 0 0.01432 40 640: 26%|██▌ | 12/47 [00:08<00:16, 2.15it/s] 223/299 3.12G 0.01172 0.002658 0 0.01438 31 640: 26%|██▌ | 12/47 [00:08<00:16, 2.15it/s] 223/299 3.12G 0.01172 0.002658 0 0.01438 31 640: 28%|██▊ | 13/47 [00:08<00:12, 2.79it/s] 223/299 3.12G 0.01179 0.002706 0 0.01449 35 640: 28%|██▊ | 13/47 [00:08<00:12, 2.79it/s] 223/299 3.12G 0.01179 0.002706 0 0.01449 35 640: 30%|██▉ | 14/47 [00:08<00:09, 3.52it/s] 223/299 3.12G 0.01159 0.002685 0 0.01428 23 640: 30%|██▉ | 14/47 [00:16<00:09, 3.52it/s] 223/299 3.12G 0.01159 0.002685 0 0.01428 23 640: 32%|███▏ | 15/47 [00:16<01:19, 2.50s/it] 223/299 3.12G 0.01147 0.002707 0 0.01418
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.752
0%| | 0/47 [00:00<?, ?it/s] 224/299 3.12G 0.01406 0.002713 0 0.01677 31 640: 0%| | 0/47 [00:00<?, ?it/s] 224/299 3.12G 0.01406 0.002713 0 0.01677 31 640: 2%|▏ | 1/47 [00:00<00:06, 7.42it/s] 224/299 3.12G 0.01277 0.002876 0 0.01565 41 640: 2%|▏ | 1/47 [00:00<00:06, 7.42it/s] 224/299 3.12G 0.01277 0.002876 0 0.01565 41 640: 4%|▍ | 2/47 [00:00<00:05, 8.31it/s] 224/299 3.12G 0.0125 0.00294 0 0.01544 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.31it/s] 224/299 3.12G 0.0125 0.00294 0 0.01544 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.54it/s] 224/299 3.12G 0.01201 0.002779 0 0.01479 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.54it/s] 224/299 3.12G 0.01201 0.002779 0 0.01479 37 640: 9%|▊ | 4/47 [00:00<00:04, 8.63it/s] 224/299 3.12G 0.01187 0.002744 0 0.01462 30 640: 9%|▊ | 4/47 [00:02<00:04, 8.63it/s] 224/299 3.12G 0.01187 0.002744 0 0.01462 30 640: 11%|█ | 5/47 [00:02<00:41, 1.02it/s] 224/299 3.12G 0.01178 0.00263 0 0.01441 22 640: 11%|█ | 5/47 [00:03<00:41, 1.02it/s] 224/299 3.12G 0.01178 0.00263 0 0.01441 22 640: 13%|█▎ | 6/47 [00:03<00:28, 1.45it/s] 224/299 3.12G 0.01171 0.002647 0 0.01436 27 640: 13%|█▎ | 6/47 [00:03<00:28, 1.45it/s] 224/299 3.12G 0.01171 0.002647 0 0.01436 27 640: 15%|█▍ | 7/47 [00:03<00:20, 1.99it/s] 224/299 3.12G 0.01185 0.002605 0 0.01445 30 640: 15%|█▍ | 7/47 [00:08<00:20, 1.99it/s] 224/299 3.12G 0.01185 0.002605 0 0.01445 30 640: 17%|█▋ | 8/47 [00:08<01:17, 1.98s/it] 224/299 3.12G 0.01168 0.002628 0 0.01431 33 640: 17%|█▋ | 8/47 [00:08<01:17, 1.98s/it] 224/299 3.12G 0.01168 0.002628 0 0.01431 33 640: 19%|█▉ | 9/47 [00:08<00:53, 1.41s/it] 224/299 3.12G 0.01165 0.002548 0 0.0142 28 640: 19%|█▉ | 9/47 [00:09<00:53, 1.41s/it] 224/299 3.12G 0.01165 0.002548 0 0.0142 28 640: 21%|██▏ | 10/47 [00:09<00:48, 1.30s/it] 224/299 3.12G 0.01163 0.002539 0 0.01417 26 640: 21%|██▏ | 10/47 [00:09<00:48, 1.30s/it] 224/299 3.12G 0.01163 0.002539 0 0.01417 26 640: 23%|██▎ | 11/47 [00:09<00:33, 1.07it/s] 224/299 3.12G 0.01158 0.002591 0 0.01417 23 640: 23%|██▎ | 11/47 [00:10<00:33, 1.07it/s] 224/299 3.12G 0.01158 0.002591 0 0.01417 23 640: 26%|██▌ | 12/47 [00:10<00:32, 1.06it/s] 224/299 3.12G 0.01145 0.002621 0 0.01407 34 640: 26%|██▌ | 12/47 [00:12<00:32, 1.06it/s] 224/299 3.12G 0.01145 0.002621 0 0.01407 34 640: 28%|██▊ | 13/47 [00:12<00:42, 1.26s/it] 224/299 3.12G 0.01162 0.002619 0 0.01424 24 640: 28%|██▊ | 13/47 [00:12<00:42, 1.26s/it] 224/299 3.12G 0.01162 0.002619 0 0.01424 24 640: 30%|██▉ | 14/47 [00:12<00:30, 1.09it/s] 224/299 3.12G 0.01166 0.002641 0 0.0143 30 640: 30%|██▉ | 14/47 [00:12<00:30, 1.09it/s] 224/299 3.12G 0.01166 0.002641 0 0.0143 30 640: 32%|███▏ | 15/47 [00:12<00:21, 1.49it/s] 224/299 3.12G 0.01179 0.002633 0 0.01442
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.55it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.761
0%| | 0/47 [00:00<?, ?it/s] 225/299 3.12G 0.01073 0.002275 0 0.01301 26 640: 0%| | 0/47 [00:03<?, ?it/s] 225/299 3.12G 0.01073 0.002275 0 0.01301 26 640: 2%|▏ | 1/47 [00:03<02:20, 3.06s/it] 225/299 3.12G 0.01024 0.002381 0 0.01262 30 640: 2%|▏ | 1/47 [00:04<02:20, 3.06s/it] 225/299 3.12G 0.01024 0.002381 0 0.01262 30 640: 4%|▍ | 2/47 [00:04<01:30, 2.01s/it] 225/299 3.12G 0.009842 0.002285 0 0.01213 31 640: 4%|▍ | 2/47 [00:06<01:30, 2.01s/it] 225/299 3.12G 0.009842 0.002285 0 0.01213 31 640: 6%|▋ | 3/47 [00:06<01:37, 2.21s/it] 225/299 3.12G 0.009714 0.002151 0 0.01187 28 640: 6%|▋ | 3/47 [00:06<01:37, 2.21s/it] 225/299 3.12G 0.009714 0.002151 0 0.01187 28 640: 9%|▊ | 4/47 [00:06<00:59, 1.39s/it] 225/299 3.12G 0.009898 0.002154 0 0.01205 29 640: 9%|▊ | 4/47 [00:07<00:59, 1.39s/it] 225/299 3.12G 0.009898 0.002154 0 0.01205 29 640: 11%|█ | 5/47 [00:07<00:46, 1.11s/it] 225/299 3.12G 0.009921 0.002097 0 0.01202 21 640: 11%|█ | 5/47 [00:07<00:46, 1.11s/it] 225/299 3.12G 0.009921 0.002097 0 0.01202 21 640: 13%|█▎ | 6/47 [00:07<00:32, 1.28it/s] 225/299 3.12G 0.009931 0.002049 0 0.01198 25 640: 13%|█▎ | 6/47 [00:07<00:32, 1.28it/s] 225/299 3.12G 0.009931 0.002049 0 0.01198 25 640: 15%|█▍ | 7/47 [00:07<00:22, 1.78it/s] 225/299 3.12G 0.009964 0.002127 0 0.01209 38 640: 15%|█▍ | 7/47 [00:07<00:22, 1.78it/s] 225/299 3.12G 0.009964 0.002127 0 0.01209 38 640: 17%|█▋ | 8/47 [00:07<00:16, 2.39it/s] 225/299 3.12G 0.00993 0.002206 0 0.01214 33 640: 17%|█▋ | 8/47 [00:11<00:16, 2.39it/s] 225/299 3.12G 0.00993 0.002206 0 0.01214 33 640: 19%|█▉ | 9/47 [00:11<00:54, 1.43s/it] 225/299 3.12G 0.00997 0.002304 0 0.01227 35 640: 19%|█▉ | 9/47 [00:13<00:54, 1.43s/it] 225/299 3.12G 0.00997 0.002304 0 0.01227 35 640: 21%|██▏ | 10/47 [00:13<01:01, 1.67s/it] 225/299 3.12G 0.01012 0.002301 0 0.01242 24 640: 21%|██▏ | 10/47 [00:15<01:01, 1.67s/it] 225/299 3.12G 0.01012 0.002301 0 0.01242 24 640: 23%|██▎ | 11/47 [00:15<01:01, 1.70s/it] 225/299 3.12G 0.01026 0.002367 0 0.01262 40 640: 23%|██▎ | 11/47 [00:15<01:01, 1.70s/it] 225/299 3.12G 0.01026 0.002367 0 0.01262 40 640: 26%|██▌ | 12/47 [00:15<00:42, 1.21s/it] 225/299 3.12G 0.01034 0.002349 0 0.01269 28 640: 26%|██▌ | 12/47 [00:16<00:42, 1.21s/it] 225/299 3.12G 0.01034 0.002349 0 0.01269 28 640: 28%|██▊ | 13/47 [00:16<00:34, 1.01s/it] 225/299 3.12G 0.01033 0.002336 0 0.01267 22 640: 28%|██▊ | 13/47 [00:16<00:34, 1.01s/it] 225/299 3.12G 0.01033 0.002336 0 0.01267 22 640: 30%|██▉ | 14/47 [00:16<00:24, 1.34it/s] 225/299 3.12G 0.01032 0.00233 0 0.01265 37 640: 30%|██▉ | 14/47 [00:16<00:24, 1.34it/s] 225/299 3.12G 0.01032 0.00233 0 0.01265 37 640: 32%|███▏ | 15/47 [00:16<00:17, 1.80it/s] 225/299 3.12G 0.01046 0.002365 0 0.01282
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.972 0.983 0.767
0%| | 0/47 [00:00<?, ?it/s] 226/299 3.12G 0.01118 0.003064 0 0.01424 31 640: 0%| | 0/47 [00:00<?, ?it/s] 226/299 3.12G 0.01118 0.003064 0 0.01424 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 226/299 3.12G 0.01192 0.002333 0 0.01425 20 640: 2%|▏ | 1/47 [00:05<00:05, 8.57it/s] 226/299 3.12G 0.01192 0.002333 0 0.01425 20 640: 4%|▍ | 2/47 [00:05<02:31, 3.37s/it] 226/299 3.12G 0.01214 0.002426 0 0.01457 27 640: 4%|▍ | 2/47 [00:07<02:31, 3.37s/it] 226/299 3.12G 0.01214 0.002426 0 0.01457 27 640: 6%|▋ | 3/47 [00:07<02:02, 2.79s/it] 226/299 3.12G 0.01169 0.002587 0 0.01428 32 640: 6%|▋ | 3/47 [00:07<02:02, 2.79s/it] 226/299 3.12G 0.01169 0.002587 0 0.01428 32 640: 9%|▊ | 4/47 [00:07<01:14, 1.74s/it] 226/299 3.12G 0.01142 0.002583 0 0.014 31 640: 9%|▊ | 4/47 [00:08<01:14, 1.74s/it] 226/299 3.12G 0.01142 0.002583 0 0.014 31 640: 11%|█ | 5/47 [00:08<00:48, 1.15s/it] 226/299 3.12G 0.01109 0.002616 0 0.01371 32 640: 11%|█ | 5/47 [00:08<00:48, 1.15s/it] 226/299 3.12G 0.01109 0.002616 0 0.01371 32 640: 13%|█▎ | 6/47 [00:08<00:36, 1.12it/s] 226/299 3.12G 0.01081 0.002757 0 0.01357 32 640: 13%|█▎ | 6/47 [00:08<00:36, 1.12it/s] 226/299 3.12G 0.01081 0.002757 0 0.01357 32 640: 15%|█▍ | 7/47 [00:08<00:25, 1.56it/s] 226/299 3.12G 0.01097 0.002841 0 0.01381 44 640: 15%|█▍ | 7/47 [00:08<00:25, 1.56it/s] 226/299 3.12G 0.01097 0.002841 0 0.01381 44 640: 17%|█▋ | 8/47 [00:08<00:18, 2.11it/s] 226/299 3.12G 0.01088 0.002778 0 0.01365 30 640: 17%|█▋ | 8/47 [00:08<00:18, 2.11it/s] 226/299 3.12G 0.01088 0.002778 0 0.01365 30 640: 19%|█▉ | 9/47 [00:08<00:13, 2.77it/s] 226/299 3.12G 0.01099 0.002749 0 0.01374 29 640: 19%|█▉ | 9/47 [00:14<00:13, 2.77it/s] 226/299 3.12G 0.01099 0.002749 0 0.01374 29 640: 21%|██▏ | 10/47 [00:14<01:09, 1.89s/it] 226/299 3.12G 0.01095 0.002662 0 0.01361 19 640: 21%|██▏ | 10/47 [00:16<01:09, 1.89s/it] 226/299 3.12G 0.01095 0.002662 0 0.01361 19 640: 23%|██▎ | 11/47 [00:16<01:14, 2.06s/it] 226/299 3.12G 0.01118 0.00269 0 0.01387 30 640: 23%|██▎ | 11/47 [00:16<01:14, 2.06s/it] 226/299 3.12G 0.01118 0.00269 0 0.01387 30 640: 26%|██▌ | 12/47 [00:16<00:51, 1.47s/it] 226/299 3.12G 0.01117 0.002706 0 0.01388 36 640: 26%|██▌ | 12/47 [00:16<00:51, 1.47s/it] 226/299 3.12G 0.01117 0.002706 0 0.01388 36 640: 28%|██▊ | 13/47 [00:16<00:35, 1.06s/it] 226/299 3.12G 0.01113 0.002732 0 0.01386 34 640: 28%|██▊ | 13/47 [00:16<00:35, 1.06s/it] 226/299 3.12G 0.01113 0.002732 0 0.01386 34 640: 30%|██▉ | 14/47 [00:16<00:25, 1.28it/s] 226/299 3.12G 0.0112 0.002709 0 0.01391 31 640: 30%|██▉ | 14/47 [00:17<00:25, 1.28it/s] 226/299 3.12G 0.0112 0.002709 0 0.01391 31 640: 32%|███▏ | 15/47 [00:17<00:18, 1.69it/s] 226/299 3.12G 0.01121 0.00265 0 0.01386
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.762
0%| | 0/47 [00:00<?, ?it/s] 227/299 3.12G 0.0119 0.002358 0 0.01426 32 640: 0%| | 0/47 [00:00<?, ?it/s] 227/299 3.12G 0.0119 0.002358 0 0.01426 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.70it/s] 227/299 3.12G 0.01157 0.002194 0 0.01376 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.70it/s] 227/299 3.12G 0.01157 0.002194 0 0.01376 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.81it/s] 227/299 3.12G 0.01125 0.002599 0 0.01385 33 640: 4%|▍ | 2/47 [00:04<00:05, 8.81it/s] 227/299 3.12G 0.01125 0.002599 0 0.01385 33 640: 6%|▋ | 3/47 [00:04<01:32, 2.09s/it] 227/299 3.12G 0.01103 0.002405 0 0.01343 24 640: 6%|▋ | 3/47 [00:08<01:32, 2.09s/it] 227/299 3.12G 0.01103 0.002405 0 0.01343 24 640: 9%|▊ | 4/47 [00:08<02:02, 2.84s/it] 227/299 3.12G 0.01142 0.002672 0 0.01409 23 640: 9%|▊ | 4/47 [00:09<02:02, 2.84s/it] 227/299 3.12G 0.01142 0.002672 0 0.01409 23 640: 11%|█ | 5/47 [00:09<01:21, 1.95s/it] 227/299 3.12G 0.01134 0.002624 0 0.01396 25 640: 11%|█ | 5/47 [00:09<01:21, 1.95s/it] 227/299 3.12G 0.01134 0.002624 0 0.01396 25 640: 13%|█▎ | 6/47 [00:09<00:54, 1.33s/it] 227/299 3.12G 0.01137 0.002635 0 0.014 30 640: 13%|█▎ | 6/47 [00:09<00:54, 1.33s/it] 227/299 3.12G 0.01137 0.002635 0 0.014 30 640: 15%|█▍ | 7/47 [00:09<00:37, 1.08it/s] 227/299 3.12G 0.01111 0.002593 0 0.0137 27 640: 15%|█▍ | 7/47 [00:09<00:37, 1.08it/s] 227/299 3.12G 0.01111 0.002593 0 0.0137 27 640: 17%|█▋ | 8/47 [00:09<00:26, 1.48it/s] 227/299 3.12G 0.01137 0.00256 0 0.01393 27 640: 17%|█▋ | 8/47 [00:09<00:26, 1.48it/s] 227/299 3.12G 0.01137 0.00256 0 0.01393 27 640: 19%|█▉ | 9/47 [00:09<00:19, 2.00it/s] 227/299 3.12G 0.0114 0.002428 0 0.01383 18 640: 19%|█▉ | 9/47 [00:09<00:19, 2.00it/s] 227/299 3.12G 0.0114 0.002428 0 0.01383 18 640: 21%|██▏ | 10/47 [00:09<00:14, 2.63it/s] 227/299 3.12G 0.01142 0.002472 0 0.0139 34 640: 21%|██▏ | 10/47 [00:14<00:14, 2.63it/s] 227/299 3.12G 0.01142 0.002472 0 0.0139 34 640: 23%|██▎ | 11/47 [00:14<01:05, 1.81s/it] 227/299 3.12G 0.01124 0.002503 0 0.01375 36 640: 23%|██▎ | 11/47 [00:17<01:05, 1.81s/it] 227/299 3.12G 0.01124 0.002503 0 0.01375 36 640: 26%|██▌ | 12/47 [00:17<01:10, 2.01s/it] 227/299 3.12G 0.01135 0.002482 0 0.01383 26 640: 26%|██▌ | 12/47 [00:17<01:10, 2.01s/it] 227/299 3.12G 0.01135 0.002482 0 0.01383 26 640: 28%|██▊ | 13/47 [00:17<00:53, 1.57s/it] 227/299 3.12G 0.0114 0.00244 0 0.01384 22 640: 28%|██▊ | 13/47 [00:17<00:53, 1.57s/it] 227/299 3.12G 0.0114 0.00244 0 0.01384 22 640: 30%|██▉ | 14/47 [00:17<00:37, 1.14s/it] 227/299 3.12G 0.01144 0.002454 0 0.01389 32 640: 30%|██▉ | 14/47 [00:17<00:37, 1.14s/it] 227/299 3.12G 0.01144 0.002454 0 0.01389 32 640: 32%|███▏ | 15/47 [00:17<00:26, 1.21it/s] 227/299 3.12G 0.01138 0.002412 0 0.01379
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.04it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.11it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.981 0.972 0.984 0.767
0%| | 0/47 [00:00<?, ?it/s] 228/299 3.12G 0.01149 0.002496 0 0.01398 30 640: 0%| | 0/47 [00:00<?, ?it/s] 228/299 3.12G 0.01149 0.002496 0 0.01398 30 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 228/299 3.12G 0.01107 0.002742 0 0.01381 41 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 228/299 3.12G 0.01107 0.002742 0 0.01381 41 640: 4%|▍ | 2/47 [00:00<00:05, 7.87it/s] 228/299 3.12G 0.01121 0.002717 0 0.01393 38 640: 4%|▍ | 2/47 [00:00<00:05, 7.87it/s] 228/299 3.12G 0.01121 0.002717 0 0.01393 38 640: 6%|▋ | 3/47 [00:00<00:05, 8.28it/s] 228/299 3.12G 0.0113 0.002725 0 0.01403 24 640: 6%|▋ | 3/47 [00:07<00:05, 8.28it/s] 228/299 3.12G 0.0113 0.002725 0 0.01403 24 640: 9%|▊ | 4/47 [00:07<01:56, 2.70s/it] 228/299 3.12G 0.01125 0.002637 0 0.01388 32 640: 9%|▊ | 4/47 [00:07<01:56, 2.70s/it] 228/299 3.12G 0.01125 0.002637 0 0.01388 32 640: 11%|█ | 5/47 [00:07<01:15, 1.79s/it] 228/299 3.12G 0.01084 0.002543 0 0.01339 24 640: 11%|█ | 5/47 [00:07<01:15, 1.79s/it] 228/299 3.12G 0.01084 0.002543 0 0.01339 24 640: 13%|█▎ | 6/47 [00:07<00:58, 1.44s/it] 228/299 3.12G 0.01074 0.002392 0 0.01313 30 640: 13%|█▎ | 6/47 [00:08<00:58, 1.44s/it] 228/299 3.12G 0.01074 0.002392 0 0.01313 30 640: 15%|█▍ | 7/47 [00:08<00:40, 1.00s/it] 228/299 3.12G 0.01084 0.002422 0 0.01327 30 640: 15%|█▍ | 7/47 [00:08<00:40, 1.00s/it] 228/299 3.12G 0.01084 0.002422 0 0.01327 30 640: 17%|█▋ | 8/47 [00:08<00:28, 1.39it/s] 228/299 3.12G 0.01059 0.002397 0 0.01299 28 640: 17%|█▋ | 8/47 [00:08<00:28, 1.39it/s] 228/299 3.12G 0.01059 0.002397 0 0.01299 28 640: 19%|█▉ | 9/47 [00:08<00:20, 1.85it/s] 228/299 3.12G 0.01051 0.002323 0 0.01283 20 640: 19%|█▉ | 9/47 [00:08<00:20, 1.85it/s] 228/299 3.12G 0.01051 0.002323 0 0.01283 20 640: 21%|██▏ | 10/47 [00:08<00:15, 2.45it/s] 228/299 3.12G 0.01059 0.002329 0 0.01292 30 640: 21%|██▏ | 10/47 [00:08<00:15, 2.45it/s] 228/299 3.12G 0.01059 0.002329 0 0.01292 30 640: 23%|██▎ | 11/47 [00:08<00:11, 3.15it/s] 228/299 3.12G 0.01071 0.002366 0 0.01308 30 640: 23%|██▎ | 11/47 [00:15<00:11, 3.15it/s] 228/299 3.12G 0.01071 0.002366 0 0.01308 30 640: 26%|██▌ | 12/47 [00:15<01:23, 2.38s/it] 228/299 3.12G 0.01065 0.00238 0 0.01303 35 640: 26%|██▌ | 12/47 [00:16<01:23, 2.38s/it] 228/299 3.12G 0.01065 0.00238 0 0.01303 35 640: 28%|██▊ | 13/47 [00:16<01:00, 1.77s/it] 228/299 3.12G 0.01074 0.002471 0 0.01321 42 640: 28%|██▊ | 13/47 [00:16<01:00, 1.77s/it] 228/299 3.12G 0.01074 0.002471 0 0.01321 42 640: 30%|██▉ | 14/47 [00:16<00:44, 1.34s/it] 228/299 3.12G 0.01068 0.002478 0 0.01316 36 640: 30%|██▉ | 14/47 [00:16<00:44, 1.34s/it] 228/299 3.12G 0.01068 0.002478 0 0.01316 36 640: 32%|███▏ | 15/47 [00:16<00:31, 1.03it/s] 228/299 3.12G 0.01066 0.002407 0 0.01306
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.754
0%| | 0/47 [00:00<?, ?it/s] 229/299 3.12G 0.01233 0.003632 0 0.01596 32 640: 0%| | 0/47 [00:00<?, ?it/s] 229/299 3.12G 0.01233 0.003632 0 0.01596 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 229/299 3.12G 0.01102 0.003016 0 0.01404 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 229/299 3.12G 0.01102 0.003016 0 0.01404 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 229/299 3.12G 0.01083 0.002883 0 0.01371 31 640: 4%|▍ | 2/47 [00:00<00:05, 7.60it/s] 229/299 3.12G 0.01083 0.002883 0 0.01371 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 229/299 3.12G 0.0105 0.002978 0 0.01347 42 640: 6%|▋ | 3/47 [00:00<00:05, 8.13it/s] 229/299 3.12G 0.0105 0.002978 0 0.01347 42 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 229/299 3.12G 0.01045 0.002722 0 0.01317 23 640: 9%|▊ | 4/47 [00:07<00:05, 8.42it/s] 229/299 3.12G 0.01045 0.002722 0 0.01317 23 640: 11%|█ | 5/47 [00:07<01:43, 2.45s/it] 229/299 3.12G 0.01042 0.002585 0 0.013 30 640: 11%|█ | 5/47 [00:07<01:43, 2.45s/it] 229/299 3.12G 0.01042 0.002585 0 0.013 30 640: 13%|█▎ | 6/47 [00:07<01:10, 1.73s/it] 229/299 3.12G 0.01061 0.002517 0 0.01313 24 640: 13%|█▎ | 6/47 [00:10<01:10, 1.73s/it] 229/299 3.12G 0.01061 0.002517 0 0.01313 24 640: 15%|█▍ | 7/47 [00:10<01:25, 2.14s/it] 229/299 3.12G 0.01053 0.002467 0 0.013 21 640: 15%|█▍ | 7/47 [00:10<01:25, 2.14s/it] 229/299 3.12G 0.01053 0.002467 0 0.013 21 640: 17%|█▋ | 8/47 [00:10<00:58, 1.50s/it] 229/299 3.12G 0.01052 0.002473 0 0.01299 32 640: 17%|█▋ | 8/47 [00:10<00:58, 1.50s/it] 229/299 3.12G 0.01052 0.002473 0 0.01299 32 640: 19%|█▉ | 9/47 [00:10<00:40, 1.07s/it] 229/299 3.12G 0.01061 0.00245 0 0.01306 32 640: 19%|█▉ | 9/47 [00:10<00:40, 1.07s/it] 229/299 3.12G 0.01061 0.00245 0 0.01306 32 640: 21%|██▏ | 10/47 [00:10<00:28, 1.28it/s] 229/299 3.12G 0.01057 0.002393 0 0.01297 25 640: 21%|██▏ | 10/47 [00:10<00:28, 1.28it/s] 229/299 3.12G 0.01057 0.002393 0 0.01297 25 640: 23%|██▎ | 11/47 [00:10<00:20, 1.73it/s] 229/299 3.12G 0.01052 0.002473 0 0.01299 47 640: 23%|██▎ | 11/47 [00:10<00:20, 1.73it/s] 229/299 3.12G 0.01052 0.002473 0 0.01299 47 640: 26%|██▌ | 12/47 [00:10<00:15, 2.30it/s] 229/299 3.12G 0.01045 0.002446 0 0.01289 25 640: 26%|██▌ | 12/47 [00:15<00:15, 2.30it/s] 229/299 3.12G 0.01045 0.002446 0 0.01289 25 640: 28%|██▊ | 13/47 [00:15<00:58, 1.72s/it] 229/299 3.12G 0.01041 0.002494 0 0.0129 34 640: 28%|██▊ | 13/47 [00:15<00:58, 1.72s/it] 229/299 3.12G 0.01041 0.002494 0 0.0129 34 640: 30%|██▉ | 14/47 [00:15<00:41, 1.24s/it] 229/299 3.12G 0.01054 0.002609 0 0.01315 38 640: 30%|██▉ | 14/47 [00:18<00:41, 1.24s/it] 229/299 3.12G 0.01054 0.002609 0 0.01315 38 640: 32%|███▏ | 15/47 [00:18<00:57, 1.81s/it] 229/299 3.12G 0.01051 0.002633 0 0.01314
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.751
0%| | 0/47 [00:00<?, ?it/s] 230/299 3.12G 0.01126 0.00222 0 0.01348 32 640: 0%| | 0/47 [00:00<?, ?it/s] 230/299 3.12G 0.01126 0.00222 0 0.01348 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 230/299 3.12G 0.01181 0.002433 0 0.01424 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 230/299 3.12G 0.01181 0.002433 0 0.01424 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 230/299 3.12G 0.01147 0.002304 0 0.01378 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 230/299 3.12G 0.01147 0.002304 0 0.01378 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 230/299 3.12G 0.0109 0.002249 0 0.01314 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 230/299 3.12G 0.0109 0.002249 0 0.01314 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 230/299 3.12G 0.01082 0.002265 0 0.01309 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.23it/s] 230/299 3.12G 0.01082 0.002265 0 0.01309 28 640: 11%|█ | 5/47 [00:00<00:04, 8.44it/s] 230/299 3.12G 0.01038 0.00213 0 0.01251 26 640: 11%|█ | 5/47 [00:10<00:04, 8.44it/s] 230/299 3.12G 0.01038 0.00213 0 0.01251 26 640: 13%|█▎ | 6/47 [00:10<02:24, 3.53s/it] 230/299 3.12G 0.01045 0.00214 0 0.01259 30 640: 13%|█▎ | 6/47 [00:10<02:24, 3.53s/it] 230/299 3.12G 0.01045 0.00214 0 0.01259 30 640: 15%|█▍ | 7/47 [00:10<01:36, 2.42s/it] 230/299 3.12G 0.01031 0.002163 0 0.01247 35 640: 15%|█▍ | 7/47 [00:10<01:36, 2.42s/it] 230/299 3.12G 0.01031 0.002163 0 0.01247 35 640: 17%|█▋ | 8/47 [00:10<01:05, 1.68s/it] 230/299 3.12G 0.01041 0.002173 0 0.01259 25 640: 17%|█▋ | 8/47 [00:11<01:05, 1.68s/it] 230/299 3.12G 0.01041 0.002173 0 0.01259 25 640: 19%|█▉ | 9/47 [00:11<00:45, 1.19s/it] 230/299 3.12G 0.01033 0.002141 0 0.01247 31 640: 19%|█▉ | 9/47 [00:11<00:45, 1.19s/it] 230/299 3.12G 0.01033 0.002141 0 0.01247 31 640: 21%|██▏ | 10/47 [00:11<00:31, 1.17it/s] 230/299 3.12G 0.01029 0.0022 0 0.01249 35 640: 21%|██▏ | 10/47 [00:11<00:31, 1.17it/s] 230/299 3.12G 0.01029 0.0022 0 0.01249 35 640: 23%|██▎ | 11/47 [00:11<00:22, 1.57it/s] 230/299 3.12G 0.01038 0.00226 0 0.01263 34 640: 23%|██▎ | 11/47 [00:11<00:22, 1.57it/s] 230/299 3.12G 0.01038 0.00226 0 0.01263 34 640: 26%|██▌ | 12/47 [00:11<00:16, 2.09it/s] 230/299 3.12G 0.01036 0.002295 0 0.01266 33 640: 26%|██▌ | 12/47 [00:11<00:16, 2.09it/s] 230/299 3.12G 0.01036 0.002295 0 0.01266 33 640: 28%|██▊ | 13/47 [00:11<00:12, 2.73it/s] 230/299 3.12G 0.01032 0.002345 0 0.01266 33 640: 28%|██▊ | 13/47 [00:19<00:12, 2.73it/s] 230/299 3.12G 0.01032 0.002345 0 0.01266 33 640: 30%|██▉ | 14/47 [00:19<01:24, 2.57s/it] 230/299 3.12G 0.01023 0.002309 0 0.01254 23 640: 30%|██▉ | 14/47 [00:19<01:24, 2.57s/it] 230/299 3.12G 0.01023 0.002309 0 0.01254 23 640: 32%|███▏ | 15/47 [00:19<00:59, 1.85s/it] 230/299 3.12G 0.01026 0.002296 0 0.01256
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.763
0%| | 0/47 [00:00<?, ?it/s] 231/299 3.12G 0.009034 0.002408 0 0.01144 33 640: 0%| | 0/47 [00:00<?, ?it/s] 231/299 3.12G 0.009034 0.002408 0 0.01144 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 231/299 3.12G 0.008602 0.001922 0 0.01052 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 231/299 3.12G 0.008602 0.001922 0 0.01052 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.98it/s] 231/299 3.12G 0.009071 0.002261 0 0.01133 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.98it/s] 231/299 3.12G 0.009071 0.002261 0 0.01133 33 640: 6%|▋ | 3/47 [00:00<00:04, 8.95it/s] 231/299 3.12G 0.009542 0.002253 0 0.01179 33 640: 6%|▋ | 3/47 [00:00<00:04, 8.95it/s] 231/299 3.12G 0.009542 0.002253 0 0.01179 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.11it/s] 231/299 3.12G 0.009867 0.002336 0 0.0122 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.11it/s] 231/299 3.12G 0.009867 0.002336 0 0.0122 33 640: 11%|█ | 5/47 [00:00<00:05, 8.38it/s] 231/299 3.12G 0.009804 0.002447 0 0.01225 41 640: 11%|█ | 5/47 [00:00<00:05, 8.38it/s] 231/299 3.12G 0.009804 0.002447 0 0.01225 41 640: 13%|█▎ | 6/47 [00:00<00:04, 8.54it/s] 231/299 3.12G 0.009994 0.00238 0 0.01237 22 640: 13%|█▎ | 6/47 [00:09<00:04, 8.54it/s] 231/299 3.12G 0.009994 0.00238 0 0.01237 22 640: 15%|█▍ | 7/47 [00:09<02:03, 3.09s/it] 231/299 3.12G 0.009918 0.002307 0 0.01222 26 640: 15%|█▍ | 7/47 [00:10<02:03, 3.09s/it] 231/299 3.12G 0.009918 0.002307 0 0.01222 26 640: 17%|█▋ | 8/47 [00:10<01:24, 2.16s/it] 231/299 3.12G 0.01009 0.002323 0 0.01242 28 640: 17%|█▋ | 8/47 [00:10<01:24, 2.16s/it] 231/299 3.12G 0.01009 0.002323 0 0.01242 28 640: 19%|█▉ | 9/47 [00:10<00:57, 1.52s/it] 231/299 3.12G 0.01007 0.002305 0 0.01237 28 640: 19%|█▉ | 9/47 [00:10<00:57, 1.52s/it] 231/299 3.12G 0.01007 0.002305 0 0.01237 28 640: 21%|██▏ | 10/47 [00:10<00:40, 1.08s/it] 231/299 3.12G 0.01029 0.002284 0 0.01257 28 640: 21%|██▏ | 10/47 [00:10<00:40, 1.08s/it] 231/299 3.12G 0.01029 0.002284 0 0.01257 28 640: 23%|██▎ | 11/47 [00:10<00:28, 1.27it/s] 231/299 3.12G 0.01017 0.002253 0 0.01243 23 640: 23%|██▎ | 11/47 [00:10<00:28, 1.27it/s] 231/299 3.12G 0.01017 0.002253 0 0.01243 23 640: 26%|██▌ | 12/47 [00:10<00:20, 1.70it/s] 231/299 3.12G 0.0103 0.002259 0 0.01256 36 640: 26%|██▌ | 12/47 [00:10<00:20, 1.70it/s] 231/299 3.12G 0.0103 0.002259 0 0.01256 36 640: 28%|██▊ | 13/47 [00:10<00:15, 2.25it/s] 231/299 3.12G 0.01028 0.002272 0 0.01255 32 640: 28%|██▊ | 13/47 [00:10<00:15, 2.25it/s] 231/299 3.12G 0.01028 0.002272 0 0.01255 32 640: 30%|██▉ | 14/47 [00:10<00:11, 2.90it/s] 231/299 3.12G 0.01031 0.002293 0 0.0126 28 640: 30%|██▉ | 14/47 [00:18<00:11, 2.90it/s] 231/299 3.12G 0.01031 0.002293 0 0.0126 28 640: 32%|███▏ | 15/47 [00:18<01:21, 2.56s/it] 231/299 3.12G 0.01036 0.002277 0 0.01264
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.15it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.46it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.38it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.764
0%| | 0/47 [00:00<?, ?it/s] 232/299 3.12G 0.01119 0.002174 0 0.01336 19 640: 0%| | 0/47 [00:00<?, ?it/s] 232/299 3.12G 0.01119 0.002174 0 0.01336 19 640: 2%|▏ | 1/47 [00:00<00:06, 6.76it/s] 232/299 3.12G 0.01109 0.002882 0 0.01397 37 640: 2%|▏ | 1/47 [00:00<00:06, 6.76it/s] 232/299 3.12G 0.01109 0.002882 0 0.01397 37 640: 4%|▍ | 2/47 [00:00<00:05, 7.80it/s] 232/299 3.12G 0.01107 0.002883 0 0.01396 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.80it/s] 232/299 3.12G 0.01107 0.002883 0 0.01396 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.24it/s] 232/299 3.12G 0.01087 0.00265 0 0.01352 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.24it/s] 232/299 3.12G 0.01087 0.00265 0 0.01352 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 232/299 3.12G 0.01047 0.002456 0 0.01292 19 640: 9%|▊ | 4/47 [00:00<00:05, 8.48it/s] 232/299 3.12G 0.01047 0.002456 0 0.01292 19 640: 11%|█ | 5/47 [00:00<00:05, 7.90it/s] 232/299 3.12G 0.0102 0.002316 0 0.01252 26 640: 11%|█ | 5/47 [00:04<00:05, 7.90it/s] 232/299 3.12G 0.0102 0.002316 0 0.01252 26 640: 13%|█▎ | 6/47 [00:04<01:03, 1.56s/it] 232/299 3.12G 0.01014 0.002194 0 0.01233 21 640: 13%|█▎ | 6/47 [00:05<01:03, 1.56s/it] 232/299 3.12G 0.01014 0.002194 0 0.01233 21 640: 15%|█▍ | 7/47 [00:05<00:43, 1.09s/it] 232/299 3.12G 0.01004 0.002189 0 0.01223 29 640: 15%|█▍ | 7/47 [00:07<00:43, 1.09s/it] 232/299 3.12G 0.01004 0.002189 0 0.01223 29 640: 17%|█▋ | 8/47 [00:07<01:01, 1.57s/it] 232/299 3.12G 0.01031 0.002302 0 0.01261 40 640: 17%|█▋ | 8/47 [00:07<01:01, 1.57s/it] 232/299 3.12G 0.01031 0.002302 0 0.01261 40 640: 19%|█▉ | 9/47 [00:07<00:42, 1.12s/it] 232/299 3.12G 0.01039 0.002295 0 0.01268 30 640: 19%|█▉ | 9/47 [00:07<00:42, 1.12s/it] 232/299 3.12G 0.01039 0.002295 0 0.01268 30 640: 21%|██▏ | 10/47 [00:07<00:30, 1.23it/s] 232/299 3.12G 0.01037 0.002378 0 0.01275 39 640: 21%|██▏ | 10/47 [00:08<00:30, 1.23it/s] 232/299 3.12G 0.01037 0.002378 0 0.01275 39 640: 23%|██▎ | 11/47 [00:08<00:21, 1.67it/s] 232/299 3.12G 0.01054 0.00248 0 0.01302 31 640: 23%|██▎ | 11/47 [00:08<00:21, 1.67it/s] 232/299 3.12G 0.01054 0.00248 0 0.01302 31 640: 26%|██▌ | 12/47 [00:08<00:15, 2.22it/s] 232/299 3.12G 0.01047 0.002492 0 0.01297 29 640: 26%|██▌ | 12/47 [00:11<00:15, 2.22it/s] 232/299 3.12G 0.01047 0.002492 0 0.01297 29 640: 28%|██▊ | 13/47 [00:11<00:42, 1.26s/it] 232/299 3.12G 0.0104 0.002501 0 0.0129 26 640: 28%|██▊ | 13/47 [00:14<00:42, 1.26s/it] 232/299 3.12G 0.0104 0.002501 0 0.0129 26 640: 30%|██▉ | 14/47 [00:14<01:02, 1.89s/it] 232/299 3.12G 0.01043 0.002565 0 0.013 37 640: 30%|██▉ | 14/47 [00:14<01:02, 1.89s/it] 232/299 3.12G 0.01043 0.002565 0 0.013 37 640: 32%|███▏ | 15/47 [00:14<00:43, 1.36s/it] 232/299 3.12G 0.01058 0.002607 0 0.01319
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.757
0%| | 0/47 [00:00<?, ?it/s] 233/299 3.12G 0.009992 0.001916 0 0.01191 28 640: 0%| | 0/47 [00:01<?, ?it/s] 233/299 3.12G 0.009992 0.001916 0 0.01191 28 640: 2%|▏ | 1/47 [00:01<01:09, 1.51s/it] 233/299 3.12G 0.01029 0.002145 0 0.01244 30 640: 2%|▏ | 1/47 [00:01<01:09, 1.51s/it] 233/299 3.12G 0.01029 0.002145 0 0.01244 30 640: 4%|▍ | 2/47 [00:01<00:32, 1.40it/s] 233/299 3.12G 0.01047 0.002151 0 0.01262 30 640: 4%|▍ | 2/47 [00:01<00:32, 1.40it/s] 233/299 3.12G 0.01047 0.002151 0 0.01262 30 640: 6%|▋ | 3/47 [00:01<00:19, 2.27it/s] 233/299 3.12G 0.01081 0.00204 0 0.01285 24 640: 6%|▋ | 3/47 [00:01<00:19, 2.27it/s] 233/299 3.12G 0.01081 0.00204 0 0.01285 24 640: 9%|▊ | 4/47 [00:01<00:13, 3.22it/s] 233/299 3.12G 0.0107 0.002192 0 0.01289 35 640: 9%|▊ | 4/47 [00:02<00:13, 3.22it/s] 233/299 3.12G 0.0107 0.002192 0 0.01289 35 640: 11%|█ | 5/47 [00:02<00:10, 4.18it/s] 233/299 3.12G 0.01084 0.002423 0 0.01327 44 640: 11%|█ | 5/47 [00:06<00:10, 4.18it/s] 233/299 3.12G 0.01084 0.002423 0 0.01327 44 640: 13%|█▎ | 6/47 [00:06<01:10, 1.72s/it] 233/299 3.12G 0.01075 0.00243 0 0.01318 41 640: 13%|█▎ | 6/47 [00:07<01:10, 1.72s/it] 233/299 3.12G 0.01075 0.00243 0 0.01318 41 640: 15%|█▍ | 7/47 [00:07<01:03, 1.59s/it] 233/299 3.12G 0.01085 0.002441 0 0.01329 29 640: 15%|█▍ | 7/47 [00:08<01:03, 1.59s/it] 233/299 3.12G 0.01085 0.002441 0 0.01329 29 640: 17%|█▋ | 8/47 [00:08<00:43, 1.12s/it] 233/299 3.12G 0.01088 0.002379 0 0.01326 30 640: 17%|█▋ | 8/47 [00:12<00:43, 1.12s/it] 233/299 3.12G 0.01088 0.002379 0 0.01326 30 640: 19%|█▉ | 9/47 [00:12<01:23, 2.19s/it] 233/299 3.12G 0.01084 0.002424 0 0.01327 32 640: 19%|█▉ | 9/47 [00:12<01:23, 2.19s/it] 233/299 3.12G 0.01084 0.002424 0 0.01327 32 640: 21%|██▏ | 10/47 [00:12<00:57, 1.56s/it] 233/299 3.12G 0.01077 0.002445 0 0.01321 31 640: 21%|██▏ | 10/47 [00:12<00:57, 1.56s/it] 233/299 3.12G 0.01077 0.002445 0 0.01321 31 640: 23%|██▎ | 11/47 [00:12<00:40, 1.12s/it] 233/299 3.12G 0.01097 0.002488 0 0.01346 32 640: 23%|██▎ | 11/47 [00:12<00:40, 1.12s/it] 233/299 3.12G 0.01097 0.002488 0 0.01346 32 640: 26%|██▌ | 12/47 [00:12<00:28, 1.23it/s] 233/299 3.12G 0.01099 0.002516 0 0.0135 35 640: 26%|██▌ | 12/47 [00:13<00:28, 1.23it/s] 233/299 3.12G 0.01099 0.002516 0 0.0135 35 640: 28%|██▊ | 13/47 [00:13<00:20, 1.67it/s] 233/299 3.12G 0.0111 0.002542 0 0.01365 34 640: 28%|██▊ | 13/47 [00:15<00:20, 1.67it/s] 233/299 3.12G 0.0111 0.002542 0 0.01365 34 640: 30%|██▉ | 14/47 [00:15<00:36, 1.10s/it] 233/299 3.12G 0.01117 0.002576 0 0.01375 39 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 233/299 3.12G 0.01117 0.002576 0 0.01375 39 640: 32%|███▏ | 15/47 [00:16<00:34, 1.09s/it] 233/299 3.12G 0.01099 0.002564 0 0.01356
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.983 0.755
0%| | 0/47 [00:00<?, ?it/s] 234/299 3.12G 0.01263 0.002831 0 0.01546 43 640: 0%| | 0/47 [00:00<?, ?it/s] 234/299 3.12G 0.01263 0.002831 0 0.01546 43 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 234/299 3.12G 0.01332 0.002709 0 0.01603 35 640: 2%|▏ | 1/47 [00:06<00:05, 8.62it/s] 234/299 3.12G 0.01332 0.002709 0 0.01603 35 640: 4%|▍ | 2/47 [00:06<03:04, 4.09s/it] 234/299 3.12G 0.01212 0.002437 0 0.01455 25 640: 4%|▍ | 2/47 [00:07<03:04, 4.09s/it] 234/299 3.12G 0.01212 0.002437 0 0.01455 25 640: 6%|▋ | 3/47 [00:07<01:41, 2.30s/it] 234/299 3.12G 0.01212 0.002332 0 0.01445 18 640: 6%|▋ | 3/47 [00:07<01:41, 2.30s/it] 234/299 3.12G 0.01212 0.002332 0 0.01445 18 640: 9%|▊ | 4/47 [00:07<01:13, 1.71s/it] 234/299 3.12G 0.01166 0.002339 0 0.014 27 640: 9%|▊ | 4/47 [00:08<01:13, 1.71s/it] 234/299 3.12G 0.01166 0.002339 0 0.014 27 640: 11%|█ | 5/47 [00:08<00:47, 1.13s/it] 234/299 3.12G 0.01107 0.002234 0 0.01331 25 640: 11%|█ | 5/47 [00:08<00:47, 1.13s/it] 234/299 3.12G 0.01107 0.002234 0 0.01331 25 640: 13%|█▎ | 6/47 [00:08<00:32, 1.28it/s] 234/299 3.12G 0.01101 0.00222 0 0.01323 25 640: 13%|█▎ | 6/47 [00:08<00:32, 1.28it/s] 234/299 3.12G 0.01101 0.00222 0 0.01323 25 640: 15%|█▍ | 7/47 [00:08<00:22, 1.74it/s] 234/299 3.12G 0.01084 0.002291 0 0.01313 35 640: 15%|█▍ | 7/47 [00:08<00:22, 1.74it/s] 234/299 3.12G 0.01084 0.002291 0 0.01313 35 640: 17%|█▋ | 8/47 [00:08<00:16, 2.34it/s] 234/299 3.12G 0.01086 0.002281 0 0.01314 24 640: 17%|█▋ | 8/47 [00:08<00:16, 2.34it/s] 234/299 3.12G 0.01086 0.002281 0 0.01314 24 640: 19%|█▉ | 9/47 [00:08<00:12, 3.05it/s] 234/299 3.12G 0.01085 0.002266 0 0.01311 21 640: 19%|█▉ | 9/47 [00:15<00:12, 3.05it/s] 234/299 3.12G 0.01085 0.002266 0 0.01311 21 640: 21%|██▏ | 10/47 [00:15<01:25, 2.32s/it] 234/299 3.12G 0.01149 0.002331 0 0.01383 26 640: 21%|██▏ | 10/47 [00:15<01:25, 2.32s/it] 234/299 3.12G 0.01149 0.002331 0 0.01383 26 640: 23%|██▎ | 11/47 [00:15<00:59, 1.66s/it] 234/299 3.12G 0.01134 0.002378 0 0.01372 33 640: 23%|██▎ | 11/47 [00:16<00:59, 1.66s/it] 234/299 3.12G 0.01134 0.002378 0 0.01372 33 640: 26%|██▌ | 12/47 [00:16<00:48, 1.39s/it] 234/299 3.12G 0.01158 0.002554 0 0.01414 47 640: 26%|██▌ | 12/47 [00:16<00:48, 1.39s/it] 234/299 3.12G 0.01158 0.002554 0 0.01414 47 640: 28%|██▊ | 13/47 [00:16<00:34, 1.01s/it] 234/299 3.12G 0.01138 0.002509 0 0.01389 26 640: 28%|██▊ | 13/47 [00:16<00:34, 1.01s/it] 234/299 3.12G 0.01138 0.002509 0 0.01389 26 640: 30%|██▉ | 14/47 [00:16<00:24, 1.36it/s] 234/299 3.12G 0.01131 0.002518 0 0.01383 33 640: 30%|██▉ | 14/47 [00:16<00:24, 1.36it/s] 234/299 3.12G 0.01131 0.002518 0 0.01383 33 640: 32%|███▏ | 15/47 [00:16<00:17, 1.80it/s] 234/299 3.12G 0.01135 0.002473 0 0.01383
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.761
0%| | 0/47 [00:00<?, ?it/s] 235/299 3.12G 0.007904 0.001358 0 0.009263 20 640: 0%| | 0/47 [00:00<?, ?it/s] 235/299 3.12G 0.007904 0.001358 0 0.009263 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 235/299 3.12G 0.01036 0.001335 0 0.0117 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 235/299 3.12G 0.01036 0.001335 0 0.0117 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 235/299 3.12G 0.009903 0.001585 0 0.01149 29 640: 4%|▍ | 2/47 [00:08<00:05, 8.80it/s] 235/299 3.12G 0.009903 0.001585 0 0.01149 29 640: 6%|▋ | 3/47 [00:08<02:48, 3.82s/it] 235/299 3.12G 0.01004 0.001699 0 0.01174 27 640: 6%|▋ | 3/47 [00:08<02:48, 3.82s/it] 235/299 3.12G 0.01004 0.001699 0 0.01174 27 640: 9%|▊ | 4/47 [00:08<01:41, 2.36s/it] 235/299 3.12G 0.009908 0.001853 0 0.01176 38 640: 9%|▊ | 4/47 [00:09<01:41, 2.36s/it] 235/299 3.12G 0.009908 0.001853 0 0.01176 38 640: 11%|█ | 5/47 [00:09<01:10, 1.68s/it] 235/299 3.12G 0.009912 0.001859 0 0.01177 26 640: 11%|█ | 5/47 [00:09<01:10, 1.68s/it] 235/299 3.12G 0.009912 0.001859 0 0.01177 26 640: 13%|█▎ | 6/47 [00:09<00:47, 1.15s/it] 235/299 3.12G 0.009997 0.002021 0 0.01202 32 640: 13%|█▎ | 6/47 [00:09<00:47, 1.15s/it] 235/299 3.12G 0.009997 0.002021 0 0.01202 32 640: 15%|█▍ | 7/47 [00:09<00:32, 1.23it/s] 235/299 3.12G 0.0101 0.002134 0 0.01223 36 640: 15%|█▍ | 7/47 [00:09<00:32, 1.23it/s] 235/299 3.12G 0.0101 0.002134 0 0.01223 36 640: 17%|█▋ | 8/47 [00:09<00:23, 1.67it/s] 235/299 3.12G 0.00996 0.002052 0 0.01201 20 640: 17%|█▋ | 8/47 [00:09<00:23, 1.67it/s] 235/299 3.12G 0.00996 0.002052 0 0.01201 20 640: 19%|█▉ | 9/47 [00:09<00:16, 2.24it/s] 235/299 3.12G 0.009997 0.002092 0 0.01209 35 640: 19%|█▉ | 9/47 [00:09<00:16, 2.24it/s] 235/299 3.12G 0.009997 0.002092 0 0.01209 35 640: 21%|██▏ | 10/47 [00:09<00:12, 2.92it/s] 235/299 3.12G 0.01021 0.002138 0 0.01235 32 640: 21%|██▏ | 10/47 [00:17<00:12, 2.92it/s] 235/299 3.12G 0.01021 0.002138 0 0.01235 32 640: 23%|██▎ | 11/47 [00:17<01:30, 2.53s/it] 235/299 3.12G 0.01006 0.002236 0 0.0123 35 640: 23%|██▎ | 11/47 [00:17<01:30, 2.53s/it] 235/299 3.12G 0.01006 0.002236 0 0.0123 35 640: 26%|██▌ | 12/47 [00:17<01:03, 1.81s/it] 235/299 3.12G 0.01005 0.002236 0 0.01228 30 640: 26%|██▌ | 12/47 [00:17<01:03, 1.81s/it] 235/299 3.12G 0.01005 0.002236 0 0.01228 30 640: 28%|██▊ | 13/47 [00:17<00:47, 1.39s/it] 235/299 3.12G 0.01004 0.002274 0 0.01231 39 640: 28%|██▊ | 13/47 [00:17<00:47, 1.39s/it] 235/299 3.12G 0.01004 0.002274 0 0.01231 39 640: 30%|██▉ | 14/47 [00:17<00:33, 1.00s/it] 235/299 3.12G 0.01009 0.00233 0 0.01242 33 640: 30%|██▉ | 14/47 [00:17<00:33, 1.00s/it] 235/299 3.12G 0.01009 0.00233 0 0.01242 33 640: 32%|███▏ | 15/47 [00:17<00:23, 1.36it/s] 235/299 3.12G 0.01017 0.002319 0 0.01249
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.993 0.758
0%| | 0/47 [00:00<?, ?it/s] 236/299 3.12G 0.01019 0.002907 0 0.0131 36 640: 0%| | 0/47 [00:00<?, ?it/s] 236/299 3.12G 0.01019 0.002907 0 0.0131 36 640: 2%|▏ | 1/47 [00:00<00:09, 4.86it/s] 236/299 3.12G 0.01059 0.002712 0 0.0133 34 640: 2%|▏ | 1/47 [00:00<00:09, 4.86it/s] 236/299 3.12G 0.01059 0.002712 0 0.0133 34 640: 4%|▍ | 2/47 [00:00<00:06, 6.64it/s] 236/299 3.12G 0.01083 0.002657 0 0.01349 34 640: 4%|▍ | 2/47 [00:00<00:06, 6.64it/s] 236/299 3.12G 0.01083 0.002657 0 0.01349 34 640: 6%|▋ | 3/47 [00:00<00:05, 7.51it/s] 236/299 3.12G 0.01048 0.002482 0 0.01296 27 640: 6%|▋ | 3/47 [00:10<00:05, 7.51it/s] 236/299 3.12G 0.01048 0.002482 0 0.01296 27 640: 9%|▊ | 4/47 [00:10<02:54, 4.05s/it] 236/299 3.12G 0.01019 0.002323 0 0.01251 17 640: 9%|▊ | 4/47 [00:10<02:54, 4.05s/it] 236/299 3.12G 0.01019 0.002323 0 0.01251 17 640: 11%|█ | 5/47 [00:10<01:51, 2.64s/it] 236/299 3.12G 0.01054 0.002474 0 0.01301 40 640: 11%|█ | 5/47 [00:10<01:51, 2.64s/it] 236/299 3.12G 0.01054 0.002474 0 0.01301 40 640: 13%|█▎ | 6/47 [00:10<01:13, 1.78s/it] 236/299 3.12G 0.01043 0.002369 0 0.0128 24 640: 13%|█▎ | 6/47 [00:10<01:13, 1.78s/it] 236/299 3.12G 0.01043 0.002369 0 0.0128 24 640: 15%|█▍ | 7/47 [00:10<00:49, 1.24s/it] 236/299 3.12G 0.01047 0.002397 0 0.01286 25 640: 15%|█▍ | 7/47 [00:10<00:49, 1.24s/it] 236/299 3.12G 0.01047 0.002397 0 0.01286 25 640: 17%|█▋ | 8/47 [00:10<00:34, 1.14it/s] 236/299 3.12G 0.01043 0.002337 0 0.01277 30 640: 17%|█▋ | 8/47 [00:11<00:34, 1.14it/s] 236/299 3.12G 0.01043 0.002337 0 0.01277 30 640: 19%|█▉ | 9/47 [00:11<00:24, 1.54it/s] 236/299 3.12G 0.01018 0.002324 0 0.0125 27 640: 19%|█▉ | 9/47 [00:11<00:24, 1.54it/s] 236/299 3.12G 0.01018 0.002324 0 0.0125 27 640: 21%|██▏ | 10/47 [00:11<00:17, 2.07it/s] 236/299 3.12G 0.01037 0.0024 0 0.01277 39 640: 21%|██▏ | 10/47 [00:11<00:17, 2.07it/s] 236/299 3.12G 0.01037 0.0024 0 0.01277 39 640: 23%|██▎ | 11/47 [00:11<00:13, 2.71it/s] 236/299 3.12G 0.01039 0.002439 0 0.01283 29 640: 23%|██▎ | 11/47 [00:19<00:13, 2.71it/s] 236/299 3.12G 0.01039 0.002439 0 0.01283 29 640: 26%|██▌ | 12/47 [00:19<01:31, 2.62s/it] 236/299 3.12G 0.01039 0.002437 0 0.01283 27 640: 26%|██▌ | 12/47 [00:19<01:31, 2.62s/it] 236/299 3.12G 0.01039 0.002437 0 0.01283 27 640: 28%|██▊ | 13/47 [00:19<01:03, 1.87s/it] 236/299 3.12G 0.01054 0.00243 0 0.01297 32 640: 28%|██▊ | 13/47 [00:19<01:03, 1.87s/it] 236/299 3.12G 0.01054 0.00243 0 0.01297 32 640: 30%|██▉ | 14/47 [00:19<00:44, 1.34s/it] 236/299 3.12G 0.01046 0.002467 0 0.01293 39 640: 30%|██▉ | 14/47 [00:19<00:44, 1.34s/it] 236/299 3.12G 0.01046 0.002467 0 0.01293 39 640: 32%|███▏ | 15/47 [00:19<00:31, 1.03it/s] 236/299 3.12G 0.01044 0.002475 0 0.01292
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.98it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.753
0%| | 0/47 [00:00<?, ?it/s] 237/299 3.12G 0.01057 0.002159 0 0.01272 24 640: 0%| | 0/47 [00:00<?, ?it/s] 237/299 3.12G 0.01057 0.002159 0 0.01272 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 237/299 3.12G 0.0104 0.002174 0 0.01257 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 237/299 3.12G 0.0104 0.002174 0 0.01257 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 237/299 3.12G 0.01034 0.002491 0 0.01283 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.63it/s] 237/299 3.12G 0.01034 0.002491 0 0.01283 35 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 237/299 3.12G 0.01033 0.002376 0 0.01271 33 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 237/299 3.12G 0.01033 0.002376 0 0.01271 33 640: 9%|▊ | 4/47 [00:00<00:05, 8.41it/s] 237/299 3.12G 0.01026 0.002159 0 0.01242 18 640: 9%|▊ | 4/47 [00:10<00:05, 8.41it/s] 237/299 3.12G 0.01026 0.002159 0 0.01242 18 640: 11%|█ | 5/47 [00:10<02:32, 3.63s/it] 237/299 3.12G 0.01033 0.002319 0 0.01264 41 640: 11%|█ | 5/47 [00:10<02:32, 3.63s/it] 237/299 3.12G 0.01033 0.002319 0 0.01264 41 640: 13%|█▎ | 6/47 [00:10<01:40, 2.45s/it] 237/299 3.12G 0.01037 0.00235 0 0.01272 28 640: 13%|█▎ | 6/47 [00:10<01:40, 2.45s/it] 237/299 3.12G 0.01037 0.00235 0 0.01272 28 640: 15%|█▍ | 7/47 [00:10<01:07, 1.68s/it] 237/299 3.12G 0.01045 0.002427 0 0.01288 35 640: 15%|█▍ | 7/47 [00:10<01:07, 1.68s/it] 237/299 3.12G 0.01045 0.002427 0 0.01288 35 640: 17%|█▋ | 8/47 [00:10<00:46, 1.18s/it] 237/299 3.12G 0.01049 0.002443 0 0.01293 37 640: 17%|█▋ | 8/47 [00:10<00:46, 1.18s/it] 237/299 3.12G 0.01049 0.002443 0 0.01293 37 640: 19%|█▉ | 9/47 [00:10<00:32, 1.18it/s] 237/299 3.12G 0.01039 0.002415 0 0.0128 33 640: 19%|█▉ | 9/47 [00:10<00:32, 1.18it/s] 237/299 3.12G 0.01039 0.002415 0 0.0128 33 640: 21%|██▏ | 10/47 [00:10<00:23, 1.60it/s] 237/299 3.12G 0.01071 0.002423 0 0.01313 27 640: 21%|██▏ | 10/47 [00:11<00:23, 1.60it/s] 237/299 3.12G 0.01071 0.002423 0 0.01313 27 640: 23%|██▎ | 11/47 [00:11<00:16, 2.13it/s] 237/299 3.12G 0.01061 0.00249 0 0.0131 46 640: 23%|██▎ | 11/47 [00:11<00:16, 2.13it/s] 237/299 3.12G 0.01061 0.00249 0 0.0131 46 640: 26%|██▌ | 12/47 [00:11<00:12, 2.78it/s] 237/299 3.12G 0.01073 0.002482 0 0.01321 28 640: 26%|██▌ | 12/47 [00:19<00:12, 2.78it/s] 237/299 3.12G 0.01073 0.002482 0 0.01321 28 640: 28%|██▊ | 13/47 [00:19<01:29, 2.64s/it] 237/299 3.12G 0.01065 0.002456 0 0.0131 26 640: 28%|██▊ | 13/47 [00:19<01:29, 2.64s/it] 237/299 3.12G 0.01065 0.002456 0 0.0131 26 640: 30%|██▉ | 14/47 [00:19<01:02, 1.89s/it] 237/299 3.12G 0.01068 0.002463 0 0.01314 35 640: 30%|██▉ | 14/47 [00:19<01:02, 1.89s/it] 237/299 3.12G 0.01068 0.002463 0 0.01314 35 640: 32%|███▏ | 15/47 [00:19<00:43, 1.35s/it] 237/299 3.12G 0.01061 0.002424 0 0.01304
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.05it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.17it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.14it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 238/299 3.12G 0.01057 0.00271 0 0.01328 33 640: 0%| | 0/47 [00:00<?, ?it/s] 238/299 3.12G 0.01057 0.00271 0 0.01328 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.95it/s] 238/299 3.12G 0.01145 0.002488 0 0.01394 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.95it/s] 238/299 3.12G 0.01145 0.002488 0 0.01394 27 640: 4%|▍ | 2/47 [00:00<00:04, 9.06it/s] 238/299 3.12G 0.01248 0.002494 0 0.01498 28 640: 4%|▍ | 2/47 [00:00<00:04, 9.06it/s] 238/299 3.12G 0.01248 0.002494 0 0.01498 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.43it/s] 238/299 3.12G 0.01158 0.002405 0 0.01398 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.43it/s] 238/299 3.12G 0.01158 0.002405 0 0.01398 23 640: 9%|▊ | 4/47 [00:00<00:04, 8.69it/s] 238/299 3.12G 0.011 0.002201 0 0.0132 18 640: 9%|▊ | 4/47 [00:00<00:04, 8.69it/s] 238/299 3.12G 0.011 0.002201 0 0.0132 18 640: 11%|█ | 5/47 [00:00<00:04, 8.83it/s] 238/299 3.12G 0.01095 0.002238 0 0.01319 23 640: 11%|█ | 5/47 [00:07<00:04, 8.83it/s] 238/299 3.12G 0.01095 0.002238 0 0.01319 23 640: 13%|█▎ | 6/47 [00:07<01:45, 2.58s/it] 238/299 3.12G 0.01108 0.00232 0 0.0134 34 640: 13%|█▎ | 6/47 [00:08<01:45, 2.58s/it] 238/299 3.12G 0.01108 0.00232 0 0.0134 34 640: 15%|█▍ | 7/47 [00:08<01:11, 1.79s/it] 238/299 3.12G 0.01104 0.002328 0 0.01337 29 640: 15%|█▍ | 7/47 [00:08<01:11, 1.79s/it] 238/299 3.12G 0.01104 0.002328 0 0.01337 29 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 238/299 3.12G 0.01121 0.00235 0 0.01356 34 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 238/299 3.12G 0.01121 0.00235 0 0.01356 34 640: 19%|█▉ | 9/47 [00:08<00:34, 1.12it/s] 238/299 3.12G 0.01116 0.002344 0 0.01351 31 640: 19%|█▉ | 9/47 [00:08<00:34, 1.12it/s] 238/299 3.12G 0.01116 0.002344 0 0.01351 31 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 238/299 3.12G 0.0112 0.002332 0 0.01353 25 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 238/299 3.12G 0.0112 0.002332 0 0.01353 25 640: 23%|██▎ | 11/47 [00:08<00:17, 2.01it/s] 238/299 3.12G 0.01118 0.002371 0 0.01355 32 640: 23%|██▎ | 11/47 [00:08<00:17, 2.01it/s] 238/299 3.12G 0.01118 0.002371 0 0.01355 32 640: 26%|██▌ | 12/47 [00:08<00:13, 2.63it/s] 238/299 3.12G 0.01112 0.002326 0 0.01344 23 640: 26%|██▌ | 12/47 [00:08<00:13, 2.63it/s] 238/299 3.12G 0.01112 0.002326 0 0.01344 23 640: 28%|██▊ | 13/47 [00:08<00:10, 3.35it/s] 238/299 3.12G 0.01111 0.002337 0 0.01345 34 640: 28%|██▊ | 13/47 [00:16<00:10, 3.35it/s] 238/299 3.12G 0.01111 0.002337 0 0.01345 34 640: 30%|██▉ | 14/47 [00:16<01:24, 2.55s/it] 238/299 3.12G 0.01098 0.00233 0 0.01331 23 640: 30%|██▉ | 14/47 [00:16<01:24, 2.55s/it] 238/299 3.12G 0.01098 0.00233 0 0.01331 23 640: 32%|███▏ | 15/47 [00:16<00:58, 1.83s/it] 238/299 3.12G 0.01092 0.002321 0 0.01324
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.50it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.754
0%| | 0/47 [00:00<?, ?it/s] 239/299 3.12G 0.01008 0.002463 0 0.01254 32 640: 0%| | 0/47 [00:00<?, ?it/s] 239/299 3.12G 0.01008 0.002463 0 0.01254 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 239/299 3.12G 0.01019 0.002498 0 0.01269 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 239/299 3.12G 0.01019 0.002498 0 0.01269 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 239/299 3.12G 0.01078 0.002441 0 0.01322 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 239/299 3.12G 0.01078 0.002441 0 0.01322 28 640: 6%|▋ | 3/47 [00:00<00:04, 8.81it/s] 239/299 3.12G 0.01025 0.002373 0 0.01262 26 640: 6%|▋ | 3/47 [00:00<00:04, 8.81it/s] 239/299 3.12G 0.01025 0.002373 0 0.01262 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.01it/s] 239/299 3.12G 0.01013 0.002369 0 0.0125 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.01it/s] 239/299 3.12G 0.01013 0.002369 0 0.0125 25 640: 11%|█ | 5/47 [00:00<00:05, 8.32it/s] 239/299 3.12G 0.01013 0.002291 0 0.01242 27 640: 11%|█ | 5/47 [00:00<00:05, 8.32it/s] 239/299 3.12G 0.01013 0.002291 0 0.01242 27 640: 13%|█▎ | 6/47 [00:00<00:04, 8.50it/s] 239/299 3.12G 0.01029 0.002292 0 0.01258 25 640: 13%|█▎ | 6/47 [00:08<00:04, 8.50it/s] 239/299 3.12G 0.01029 0.002292 0 0.01258 25 640: 15%|█▍ | 7/47 [00:08<01:41, 2.54s/it] 239/299 3.12G 0.01059 0.002324 0 0.01291 24 640: 15%|█▍ | 7/47 [00:08<01:41, 2.54s/it] 239/299 3.12G 0.01059 0.002324 0 0.01291 24 640: 17%|█▋ | 8/47 [00:08<01:09, 1.78s/it] 239/299 3.12G 0.01048 0.002302 0 0.01278 28 640: 17%|█▋ | 8/47 [00:08<01:09, 1.78s/it] 239/299 3.12G 0.01048 0.002302 0 0.01278 28 640: 19%|█▉ | 9/47 [00:08<00:47, 1.26s/it] 239/299 3.12G 0.01053 0.002298 0 0.01283 26 640: 19%|█▉ | 9/47 [00:08<00:47, 1.26s/it] 239/299 3.12G 0.01053 0.002298 0 0.01283 26 640: 21%|██▏ | 10/47 [00:08<00:33, 1.10it/s] 239/299 3.12G 0.0104 0.002272 0 0.01267 28 640: 21%|██▏ | 10/47 [00:08<00:33, 1.10it/s] 239/299 3.12G 0.0104 0.002272 0 0.01267 28 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 239/299 3.12G 0.01046 0.002337 0 0.0128 34 640: 23%|██▎ | 11/47 [00:08<00:23, 1.51it/s] 239/299 3.12G 0.01046 0.002337 0 0.0128 34 640: 26%|██▌ | 12/47 [00:08<00:17, 1.98it/s] 239/299 3.12G 0.01054 0.002297 0 0.01284 29 640: 26%|██▌ | 12/47 [00:08<00:17, 1.98it/s] 239/299 3.12G 0.01054 0.002297 0 0.01284 29 640: 28%|██▊ | 13/47 [00:08<00:13, 2.60it/s] 239/299 3.12G 0.0105 0.002324 0 0.01282 37 640: 28%|██▊ | 13/47 [00:09<00:13, 2.60it/s] 239/299 3.12G 0.0105 0.002324 0 0.01282 37 640: 30%|██▉ | 14/47 [00:09<00:09, 3.30it/s] 239/299 3.12G 0.01042 0.002346 0 0.01277 31 640: 30%|██▉ | 14/47 [00:16<00:09, 3.30it/s] 239/299 3.12G 0.01042 0.002346 0 0.01277 31 640: 32%|███▏ | 15/47 [00:16<01:18, 2.46s/it] 239/299 3.12G 0.01042 0.002313 0 0.01273
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.93s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.749
0%| | 0/47 [00:00<?, ?it/s] 240/299 3.12G 0.01099 0.001717 0 0.0127 20 640: 0%| | 0/47 [00:00<?, ?it/s] 240/299 3.12G 0.01099 0.001717 0 0.0127 20 640: 2%|▏ | 1/47 [00:00<00:07, 6.16it/s] 240/299 3.12G 0.01221 0.002234 0 0.01444 29 640: 2%|▏ | 1/47 [00:00<00:07, 6.16it/s] 240/299 3.12G 0.01221 0.002234 0 0.01444 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.51it/s] 240/299 3.12G 0.01174 0.002184 0 0.01392 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.51it/s] 240/299 3.12G 0.01174 0.002184 0 0.01392 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.08it/s] 240/299 3.12G 0.01173 0.002295 0 0.01403 28 640: 6%|▋ | 3/47 [00:02<00:05, 8.08it/s] 240/299 3.12G 0.01173 0.002295 0 0.01403 28 640: 9%|▊ | 4/47 [00:02<00:41, 1.04it/s] 240/299 3.12G 0.01152 0.002182 0 0.0137 23 640: 9%|▊ | 4/47 [00:02<00:41, 1.04it/s] 240/299 3.12G 0.01152 0.002182 0 0.0137 23 640: 11%|█ | 5/47 [00:02<00:28, 1.45it/s] 240/299 3.12G 0.01181 0.002332 0 0.01414 25 640: 11%|█ | 5/47 [00:02<00:28, 1.45it/s] 240/299 3.12G 0.01181 0.002332 0 0.01414 25 640: 13%|█▎ | 6/47 [00:02<00:20, 2.03it/s] 240/299 3.12G 0.01174 0.002293 0 0.01403 29 640: 13%|█▎ | 6/47 [00:03<00:20, 2.03it/s] 240/299 3.12G 0.01174 0.002293 0 0.01403 29 640: 15%|█▍ | 7/47 [00:03<00:14, 2.71it/s] 240/299 3.12G 0.01144 0.002284 0 0.01372 26 640: 15%|█▍ | 7/47 [00:06<00:14, 2.71it/s] 240/299 3.12G 0.01144 0.002284 0 0.01372 26 640: 17%|█▋ | 8/47 [00:06<00:58, 1.50s/it] 240/299 3.12G 0.01144 0.002258 0 0.0137 26 640: 17%|█▋ | 8/47 [00:07<00:58, 1.50s/it] 240/299 3.12G 0.01144 0.002258 0 0.0137 26 640: 19%|█▉ | 9/47 [00:07<00:41, 1.08s/it] 240/299 3.12G 0.01125 0.002161 0 0.01341 18 640: 19%|█▉ | 9/47 [00:07<00:41, 1.08s/it] 240/299 3.12G 0.01125 0.002161 0 0.01341 18 640: 21%|██▏ | 10/47 [00:07<00:28, 1.28it/s] 240/299 3.12G 0.01127 0.002182 0 0.01345 34 640: 21%|██▏ | 10/47 [00:07<00:28, 1.28it/s] 240/299 3.12G 0.01127 0.002182 0 0.01345 34 640: 23%|██▎ | 11/47 [00:07<00:20, 1.73it/s] 240/299 3.12G 0.01126 0.002237 0 0.01349 32 640: 23%|██▎ | 11/47 [00:12<00:20, 1.73it/s] 240/299 3.12G 0.01126 0.002237 0 0.01349 32 640: 26%|██▌ | 12/47 [00:12<01:08, 1.96s/it] 240/299 3.12G 0.01133 0.00225 0 0.01358 27 640: 26%|██▌ | 12/47 [00:13<01:08, 1.96s/it] 240/299 3.12G 0.01133 0.00225 0 0.01358 27 640: 28%|██▊ | 13/47 [00:13<00:52, 1.55s/it] 240/299 3.12G 0.01141 0.002346 0 0.01375 31 640: 28%|██▊ | 13/47 [00:13<00:52, 1.55s/it] 240/299 3.12G 0.01141 0.002346 0 0.01375 31 640: 30%|██▉ | 14/47 [00:13<00:36, 1.12s/it] 240/299 3.12G 0.01132 0.002346 0 0.01367 38 640: 30%|██▉ | 14/47 [00:13<00:36, 1.12s/it] 240/299 3.12G 0.01132 0.002346 0 0.01367 38 640: 32%|███▏ | 15/47 [00:13<00:26, 1.23it/s] 240/299 3.12G 0.01105 0.002301 0 0.01335
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.993 0.752
0%| | 0/47 [00:00<?, ?it/s] 241/299 3.12G 0.01379 0.003226 0 0.01701 28 640: 0%| | 0/47 [00:01<?, ?it/s] 241/299 3.12G 0.01379 0.003226 0 0.01701 28 640: 2%|▏ | 1/47 [00:01<01:07, 1.47s/it] 241/299 3.12G 0.01195 0.003177 0 0.01512 38 640: 2%|▏ | 1/47 [00:01<01:07, 1.47s/it] 241/299 3.12G 0.01195 0.003177 0 0.01512 38 640: 4%|▍ | 2/47 [00:01<00:31, 1.44it/s] 241/299 3.12G 0.01189 0.002672 0 0.01456 19 640: 4%|▍ | 2/47 [00:01<00:31, 1.44it/s] 241/299 3.12G 0.01189 0.002672 0 0.01456 19 640: 6%|▋ | 3/47 [00:01<00:18, 2.33it/s] 241/299 3.12G 0.01116 0.002556 0 0.01372 36 640: 6%|▋ | 3/47 [00:01<00:18, 2.33it/s] 241/299 3.12G 0.01116 0.002556 0 0.01372 36 640: 9%|▊ | 4/47 [00:01<00:13, 3.29it/s] 241/299 3.12G 0.01099 0.002395 0 0.01338 17 640: 9%|▊ | 4/47 [00:07<00:13, 3.29it/s] 241/299 3.12G 0.01099 0.002395 0 0.01338 17 640: 11%|█ | 5/47 [00:07<01:32, 2.21s/it] 241/299 3.12G 0.01101 0.002459 0 0.01347 33 640: 11%|█ | 5/47 [00:08<01:32, 2.21s/it] 241/299 3.12G 0.01101 0.002459 0 0.01347 33 640: 13%|█▎ | 6/47 [00:08<01:13, 1.79s/it] 241/299 3.12G 0.01082 0.002441 0 0.01326 26 640: 13%|█▎ | 6/47 [00:08<01:13, 1.79s/it] 241/299 3.12G 0.01082 0.002441 0 0.01326 26 640: 15%|█▍ | 7/47 [00:08<00:49, 1.25s/it] 241/299 3.12G 0.01081 0.002413 0 0.01323 22 640: 15%|█▍ | 7/47 [00:08<00:49, 1.25s/it] 241/299 3.12G 0.01081 0.002413 0 0.01323 22 640: 17%|█▋ | 8/47 [00:08<00:34, 1.13it/s] 241/299 3.12G 0.01085 0.00242 0 0.01327 31 640: 17%|█▋ | 8/47 [00:10<00:34, 1.13it/s] 241/299 3.12G 0.01085 0.00242 0 0.01327 31 640: 19%|█▉ | 9/47 [00:10<00:39, 1.03s/it] 241/299 3.12G 0.01095 0.002452 0 0.01341 30 640: 19%|█▉ | 9/47 [00:11<00:39, 1.03s/it] 241/299 3.12G 0.01095 0.002452 0 0.01341 30 640: 21%|██▏ | 10/47 [00:11<00:48, 1.31s/it] 241/299 3.12G 0.01085 0.002378 0 0.01323 18 640: 21%|██▏ | 10/47 [00:12<00:48, 1.31s/it] 241/299 3.12G 0.01085 0.002378 0 0.01323 18 640: 23%|██▎ | 11/47 [00:12<00:34, 1.06it/s] 241/299 3.12G 0.01081 0.002348 0 0.01316 25 640: 23%|██▎ | 11/47 [00:12<00:34, 1.06it/s] 241/299 3.12G 0.01081 0.002348 0 0.01316 25 640: 26%|██▌ | 12/47 [00:12<00:24, 1.44it/s] 241/299 3.12G 0.01073 0.002296 0 0.01302 27 640: 26%|██▌ | 12/47 [00:16<00:24, 1.44it/s] 241/299 3.12G 0.01073 0.002296 0 0.01302 27 640: 28%|██▊ | 13/47 [00:16<00:57, 1.69s/it] 241/299 3.12G 0.0108 0.002312 0 0.01311 34 640: 28%|██▊ | 13/47 [00:17<00:57, 1.69s/it] 241/299 3.12G 0.0108 0.002312 0 0.01311 34 640: 30%|██▉ | 14/47 [00:17<00:47, 1.44s/it] 241/299 3.12G 0.01089 0.002345 0 0.01324 33 640: 30%|██▉ | 14/47 [00:17<00:47, 1.44s/it] 241/299 3.12G 0.01089 0.002345 0 0.01324 33 640: 32%|███▏ | 15/47 [00:17<00:33, 1.04s/it] 241/299 3.12G 0.01075 0.002333 0 0.01309
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.03it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.763
0%| | 0/47 [00:00<?, ?it/s] 242/299 3.12G 0.01046 0.002851 0 0.01331 30 640: 0%| | 0/47 [00:00<?, ?it/s] 242/299 3.12G 0.01046 0.002851 0 0.01331 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 242/299 3.12G 0.01086 0.002571 0 0.01343 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 242/299 3.12G 0.01086 0.002571 0 0.01343 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 242/299 3.12G 0.01018 0.002394 0 0.01258 30 640: 4%|▍ | 2/47 [00:01<00:05, 8.77it/s] 242/299 3.12G 0.01018 0.002394 0 0.01258 30 640: 6%|▋ | 3/47 [00:01<00:36, 1.20it/s] 242/299 3.12G 0.009938 0.002326 0 0.01226 30 640: 6%|▋ | 3/47 [00:03<00:36, 1.20it/s] 242/299 3.12G 0.009938 0.002326 0 0.01226 30 640: 9%|▊ | 4/47 [00:03<00:53, 1.25s/it] 242/299 3.12G 0.009541 0.002298 0 0.01184 30 640: 9%|▊ | 4/47 [00:03<00:53, 1.25s/it] 242/299 3.12G 0.009541 0.002298 0 0.01184 30 640: 11%|█ | 5/47 [00:03<00:35, 1.18it/s] 242/299 3.12G 0.009851 0.002409 0 0.01226 29 640: 11%|█ | 5/47 [00:09<00:35, 1.18it/s] 242/299 3.12G 0.009851 0.002409 0 0.01226 29 640: 13%|█▎ | 6/47 [00:09<01:37, 2.38s/it] 242/299 3.12G 0.009715 0.002331 0 0.01205 23 640: 13%|█▎ | 6/47 [00:09<01:37, 2.38s/it] 242/299 3.12G 0.009715 0.002331 0 0.01205 23 640: 15%|█▍ | 7/47 [00:09<01:05, 1.65s/it] 242/299 3.12G 0.009667 0.00235 0 0.01202 32 640: 15%|█▍ | 7/47 [00:09<01:05, 1.65s/it] 242/299 3.12G 0.009667 0.00235 0 0.01202 32 640: 17%|█▋ | 8/47 [00:09<00:45, 1.16s/it] 242/299 3.12G 0.009902 0.002457 0 0.01236 39 640: 17%|█▋ | 8/47 [00:09<00:45, 1.16s/it] 242/299 3.12G 0.009902 0.002457 0 0.01236 39 640: 19%|█▉ | 9/47 [00:09<00:31, 1.20it/s] 242/299 3.12G 0.009868 0.00239 0 0.01226 27 640: 19%|█▉ | 9/47 [00:11<00:31, 1.20it/s] 242/299 3.12G 0.009868 0.00239 0 0.01226 27 640: 21%|██▏ | 10/47 [00:11<00:45, 1.23s/it] 242/299 3.12G 0.00992 0.002391 0 0.01231 32 640: 21%|██▏ | 10/47 [00:11<00:45, 1.23s/it] 242/299 3.12G 0.00992 0.002391 0 0.01231 32 640: 23%|██▎ | 11/47 [00:11<00:32, 1.11it/s] 242/299 3.12G 0.01004 0.002474 0 0.01251 37 640: 23%|██▎ | 11/47 [00:13<00:32, 1.11it/s] 242/299 3.12G 0.01004 0.002474 0 0.01251 37 640: 26%|██▌ | 12/47 [00:13<00:40, 1.15s/it] 242/299 3.12G 0.0102 0.00249 0 0.01269 29 640: 26%|██▌ | 12/47 [00:13<00:40, 1.15s/it] 242/299 3.12G 0.0102 0.00249 0 0.01269 29 640: 28%|██▊ | 13/47 [00:13<00:28, 1.19it/s] 242/299 3.12G 0.01017 0.002486 0 0.01266 35 640: 28%|██▊ | 13/47 [00:18<00:28, 1.19it/s] 242/299 3.12G 0.01017 0.002486 0 0.01266 35 640: 30%|██▉ | 14/47 [00:18<01:02, 1.90s/it] 242/299 3.12G 0.0101 0.002492 0 0.01259 35 640: 30%|██▉ | 14/47 [00:18<01:02, 1.90s/it] 242/299 3.12G 0.0101 0.002492 0 0.01259 35 640: 32%|███▏ | 15/47 [00:18<00:43, 1.37s/it] 242/299 3.12G 0.01003 0.002515 0 0.01254
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.56it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.71it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.762
0%| | 0/47 [00:00<?, ?it/s] 243/299 3.12G 0.009979 0.002715 0 0.01269 37 640: 0%| | 0/47 [00:00<?, ?it/s] 243/299 3.12G 0.009979 0.002715 0 0.01269 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.90it/s] 243/299 3.12G 0.0102 0.002714 0 0.01291 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.90it/s] 243/299 3.12G 0.0102 0.002714 0 0.01291 35 640: 4%|▍ | 2/47 [00:00<00:04, 9.02it/s] 243/299 3.12G 0.01 0.002551 0 0.01255 26 640: 4%|▍ | 2/47 [00:02<00:04, 9.02it/s] 243/299 3.12G 0.01 0.002551 0 0.01255 26 640: 6%|▋ | 3/47 [00:02<00:50, 1.14s/it] 243/299 3.12G 0.01054 0.002435 0 0.01297 27 640: 6%|▋ | 3/47 [00:02<00:50, 1.14s/it] 243/299 3.12G 0.01054 0.002435 0 0.01297 27 640: 9%|▊ | 4/47 [00:02<00:32, 1.33it/s] 243/299 3.12G 0.01047 0.002525 0 0.01299 35 640: 9%|▊ | 4/47 [00:03<00:32, 1.33it/s] 243/299 3.12G 0.01047 0.002525 0 0.01299 35 640: 11%|█ | 5/47 [00:03<00:31, 1.32it/s] 243/299 3.12G 0.0102 0.002479 0 0.01268 34 640: 11%|█ | 5/47 [00:03<00:31, 1.32it/s] 243/299 3.12G 0.0102 0.002479 0 0.01268 34 640: 13%|█▎ | 6/47 [00:03<00:22, 1.86it/s] 243/299 3.12G 0.01007 0.002409 0 0.01248 30 640: 13%|█▎ | 6/47 [00:08<00:22, 1.86it/s] 243/299 3.12G 0.01007 0.002409 0 0.01248 30 640: 15%|█▍ | 7/47 [00:08<01:12, 1.81s/it] 243/299 3.12G 0.0102 0.002465 0 0.01266 33 640: 15%|█▍ | 7/47 [00:08<01:12, 1.81s/it] 243/299 3.12G 0.0102 0.002465 0 0.01266 33 640: 17%|█▋ | 8/47 [00:08<00:49, 1.28s/it] 243/299 3.12G 0.01005 0.002461 0 0.01251 27 640: 17%|█▋ | 8/47 [00:08<00:49, 1.28s/it] 243/299 3.12G 0.01005 0.002461 0 0.01251 27 640: 19%|█▉ | 9/47 [00:08<00:34, 1.09it/s] 243/299 3.12G 0.01003 0.002367 0 0.01239 24 640: 19%|█▉ | 9/47 [00:08<00:34, 1.09it/s] 243/299 3.12G 0.01003 0.002367 0 0.01239 24 640: 21%|██▏ | 10/47 [00:08<00:24, 1.50it/s] 243/299 3.12G 0.01032 0.002422 0 0.01274 31 640: 21%|██▏ | 10/47 [00:12<00:24, 1.50it/s] 243/299 3.12G 0.01032 0.002422 0 0.01274 31 640: 23%|██▎ | 11/47 [00:12<01:00, 1.68s/it] 243/299 3.12G 0.01026 0.002436 0 0.01269 28 640: 23%|██▎ | 11/47 [00:12<01:00, 1.68s/it] 243/299 3.12G 0.01026 0.002436 0 0.01269 28 640: 26%|██▌ | 12/47 [00:12<00:42, 1.22s/it] 243/299 3.12G 0.0102 0.002441 0 0.01264 32 640: 26%|██▌ | 12/47 [00:12<00:42, 1.22s/it] 243/299 3.12G 0.0102 0.002441 0 0.01264 32 640: 28%|██▊ | 13/47 [00:12<00:29, 1.14it/s] 243/299 3.12G 0.01008 0.002441 0 0.01252 27 640: 28%|██▊ | 13/47 [00:12<00:29, 1.14it/s] 243/299 3.12G 0.01008 0.002441 0 0.01252 27 640: 30%|██▉ | 14/47 [00:12<00:21, 1.54it/s] 243/299 3.12G 0.01003 0.00247 0 0.0125 31 640: 30%|██▉ | 14/47 [00:16<00:21, 1.54it/s] 243/299 3.12G 0.01003 0.00247 0 0.0125 31 640: 32%|███▏ | 15/47 [00:16<00:48, 1.53s/it] 243/299 3.12G 0.01003 0.002486 0 0.01251
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.99 0.756
0%| | 0/47 [00:00<?, ?it/s] 244/299 3.12G 0.009736 0.002337 0 0.01207 24 640: 0%| | 0/47 [00:00<?, ?it/s] 244/299 3.12G 0.009736 0.002337 0 0.01207 24 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 244/299 3.12G 0.01058 0.001973 0 0.01256 24 640: 2%|▏ | 1/47 [00:00<00:06, 6.86it/s] 244/299 3.12G 0.01058 0.001973 0 0.01256 24 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 244/299 3.12G 0.01028 0.002025 0 0.01231 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 244/299 3.12G 0.01028 0.002025 0 0.01231 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.27it/s] 244/299 3.12G 0.01205 0.002051 0 0.0141 26 640: 6%|▋ | 3/47 [00:07<00:05, 8.27it/s] 244/299 3.12G 0.01205 0.002051 0 0.0141 26 640: 9%|▊ | 4/47 [00:07<02:04, 2.89s/it] 244/299 3.12G 0.01186 0.002087 0 0.01395 27 640: 9%|▊ | 4/47 [00:07<02:04, 2.89s/it] 244/299 3.12G 0.01186 0.002087 0 0.01395 27 640: 11%|█ | 5/47 [00:07<01:19, 1.90s/it] 244/299 3.12G 0.01159 0.002233 0 0.01382 35 640: 11%|█ | 5/47 [00:07<01:19, 1.90s/it] 244/299 3.12G 0.01159 0.002233 0 0.01382 35 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 244/299 3.12G 0.01137 0.002233 0 0.0136 30 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 244/299 3.12G 0.01137 0.002233 0 0.0136 30 640: 15%|█▍ | 7/47 [00:07<00:36, 1.10it/s] 244/299 3.12G 0.011 0.002196 0 0.01319 30 640: 15%|█▍ | 7/47 [00:08<00:36, 1.10it/s] 244/299 3.12G 0.011 0.002196 0 0.01319 30 640: 17%|█▋ | 8/47 [00:08<00:25, 1.53it/s] 244/299 3.12G 0.01094 0.002238 0 0.01318 34 640: 17%|█▋ | 8/47 [00:09<00:25, 1.53it/s] 244/299 3.12G 0.01094 0.002238 0 0.01318 34 640: 19%|█▉ | 9/47 [00:09<00:35, 1.08it/s] 244/299 3.12G 0.01093 0.002312 0 0.01324 33 640: 19%|█▉ | 9/47 [00:09<00:35, 1.08it/s] 244/299 3.12G 0.01093 0.002312 0 0.01324 33 640: 21%|██▏ | 10/47 [00:09<00:25, 1.48it/s] 244/299 3.12G 0.01096 0.002344 0 0.0133 34 640: 21%|██▏ | 10/47 [00:09<00:25, 1.48it/s] 244/299 3.12G 0.01096 0.002344 0 0.0133 34 640: 23%|██▎ | 11/47 [00:09<00:18, 1.99it/s] 244/299 3.12G 0.01102 0.002434 0 0.01345 32 640: 23%|██▎ | 11/47 [00:16<00:18, 1.99it/s] 244/299 3.12G 0.01102 0.002434 0 0.01345 32 640: 26%|██▌ | 12/47 [00:16<01:20, 2.29s/it] 244/299 3.12G 0.01128 0.00245 0 0.01373 29 640: 26%|██▌ | 12/47 [00:16<01:20, 2.29s/it] 244/299 3.12G 0.01128 0.00245 0 0.01373 29 640: 28%|██▊ | 13/47 [00:16<00:55, 1.64s/it] 244/299 3.12G 0.01097 0.002385 0 0.01336 18 640: 28%|██▊ | 13/47 [00:16<00:55, 1.64s/it] 244/299 3.12G 0.01097 0.002385 0 0.01336 18 640: 30%|██▉ | 14/47 [00:16<00:38, 1.18s/it] 244/299 3.12G 0.01099 0.002402 0 0.01339 33 640: 30%|██▉ | 14/47 [00:16<00:38, 1.18s/it] 244/299 3.12G 0.01099 0.002402 0 0.01339 33 640: 32%|███▏ | 15/47 [00:16<00:27, 1.17it/s] 244/299 3.12G 0.0109 0.002387 0 0.01328
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.05it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.762
0%| | 0/47 [00:00<?, ?it/s] 245/299 3.12G 0.009253 0.002189 0 0.01144 35 640: 0%| | 0/47 [00:00<?, ?it/s] 245/299 3.12G 0.009253 0.002189 0 0.01144 35 640: 2%|▏ | 1/47 [00:00<00:05, 9.09it/s] 245/299 3.12G 0.009754 0.002058 0 0.01181 29 640: 2%|▏ | 1/47 [00:00<00:05, 9.09it/s] 245/299 3.12G 0.009754 0.002058 0 0.01181 29 640: 4%|▍ | 2/47 [00:00<00:17, 2.57it/s] 245/299 3.12G 0.01015 0.001898 0 0.01205 19 640: 4%|▍ | 2/47 [00:00<00:17, 2.57it/s] 245/299 3.12G 0.01015 0.001898 0 0.01205 19 640: 6%|▋ | 3/47 [00:00<00:11, 3.80it/s] 245/299 3.12G 0.01032 0.001861 0 0.01218 29 640: 6%|▋ | 3/47 [00:00<00:11, 3.80it/s] 245/299 3.12G 0.01032 0.001861 0 0.01218 29 640: 9%|▊ | 4/47 [00:00<00:08, 4.91it/s] 245/299 3.12G 0.0101 0.001915 0 0.01201 30 640: 9%|▊ | 4/47 [00:07<00:08, 4.91it/s] 245/299 3.12G 0.0101 0.001915 0 0.01201 30 640: 11%|█ | 5/47 [00:07<01:51, 2.66s/it] 245/299 3.12G 0.0109 0.001974 0 0.01287 27 640: 11%|█ | 5/47 [00:08<01:51, 2.66s/it] 245/299 3.12G 0.0109 0.001974 0 0.01287 27 640: 13%|█▎ | 6/47 [00:08<01:13, 1.80s/it] 245/299 3.12G 0.01086 0.001959 0 0.01282 27 640: 13%|█▎ | 6/47 [00:08<01:13, 1.80s/it] 245/299 3.12G 0.01086 0.001959 0 0.01282 27 640: 15%|█▍ | 7/47 [00:08<00:59, 1.48s/it] 245/299 3.12G 0.0107 0.002034 0 0.01274 26 640: 15%|█▍ | 7/47 [00:08<00:59, 1.48s/it] 245/299 3.12G 0.0107 0.002034 0 0.01274 26 640: 17%|█▋ | 8/47 [00:08<00:40, 1.04s/it] 245/299 3.12G 0.01044 0.001998 0 0.01244 19 640: 17%|█▋ | 8/47 [00:09<00:40, 1.04s/it] 245/299 3.12G 0.01044 0.001998 0 0.01244 19 640: 19%|█▉ | 9/47 [00:09<00:28, 1.33it/s] 245/299 3.12G 0.01066 0.002015 0 0.01268 28 640: 19%|█▉ | 9/47 [00:11<00:28, 1.33it/s] 245/299 3.12G 0.01066 0.002015 0 0.01268 28 640: 21%|██▏ | 10/47 [00:11<00:52, 1.41s/it] 245/299 3.12G 0.01061 0.002054 0 0.01266 27 640: 21%|██▏ | 10/47 [00:12<00:52, 1.41s/it] 245/299 3.12G 0.01061 0.002054 0 0.01266 27 640: 23%|██▎ | 11/47 [00:12<00:36, 1.01s/it] 245/299 3.12G 0.01051 0.002073 0 0.01258 30 640: 23%|██▎ | 11/47 [00:12<00:36, 1.01s/it] 245/299 3.12G 0.01051 0.002073 0 0.01258 30 640: 26%|██▌ | 12/47 [00:12<00:25, 1.35it/s] 245/299 3.12G 0.01045 0.002075 0 0.01252 30 640: 26%|██▌ | 12/47 [00:16<00:25, 1.35it/s] 245/299 3.12G 0.01045 0.002075 0 0.01252 30 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 245/299 3.12G 0.01043 0.002067 0 0.0125 26 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 245/299 3.12G 0.01043 0.002067 0 0.0125 26 640: 30%|██▉ | 14/47 [00:16<00:43, 1.31s/it] 245/299 3.12G 0.0105 0.002078 0 0.01257 34 640: 30%|██▉ | 14/47 [00:17<00:43, 1.31s/it] 245/299 3.12G 0.0105 0.002078 0 0.01257 34 640: 32%|███▏ | 15/47 [00:17<00:36, 1.14s/it] 245/299 3.12G 0.01056 0.002074 0 0.01264
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.763
0%| | 0/47 [00:00<?, ?it/s] 246/299 3.12G 0.009813 0.001983 0 0.0118 21 640: 0%| | 0/47 [00:00<?, ?it/s] 246/299 3.12G 0.009813 0.001983 0 0.0118 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 246/299 3.12G 0.009395 0.001831 0 0.01123 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 246/299 3.12G 0.009395 0.001831 0 0.01123 25 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 246/299 3.12G 0.009725 0.00184 0 0.01157 31 640: 4%|▍ | 2/47 [00:02<00:05, 8.76it/s] 246/299 3.12G 0.009725 0.00184 0 0.01157 31 640: 6%|▋ | 3/47 [00:02<00:55, 1.26s/it] 246/299 3.12G 0.009804 0.001968 0 0.01177 26 640: 6%|▋ | 3/47 [00:02<00:55, 1.26s/it] 246/299 3.12G 0.009804 0.001968 0 0.01177 26 640: 9%|▊ | 4/47 [00:02<00:34, 1.24it/s] 246/299 3.12G 0.009914 0.002021 0 0.01193 31 640: 9%|▊ | 4/47 [00:03<00:34, 1.24it/s] 246/299 3.12G 0.009914 0.002021 0 0.01193 31 640: 11%|█ | 5/47 [00:03<00:23, 1.80it/s] 246/299 3.12G 0.009937 0.002086 0 0.01202 37 640: 11%|█ | 5/47 [00:10<00:23, 1.80it/s] 246/299 3.12G 0.009937 0.002086 0 0.01202 37 640: 13%|█▎ | 6/47 [00:10<01:58, 2.88s/it] 246/299 3.12G 0.009934 0.00215 0 0.01208 30 640: 13%|█▎ | 6/47 [00:10<01:58, 2.88s/it] 246/299 3.12G 0.009934 0.00215 0 0.01208 30 640: 15%|█▍ | 7/47 [00:10<01:19, 1.99s/it] 246/299 3.12G 0.01006 0.002224 0 0.01229 27 640: 15%|█▍ | 7/47 [00:10<01:19, 1.99s/it] 246/299 3.12G 0.01006 0.002224 0 0.01229 27 640: 17%|█▋ | 8/47 [00:10<00:54, 1.39s/it] 246/299 3.12G 0.0102 0.002271 0 0.01247 30 640: 17%|█▋ | 8/47 [00:10<00:54, 1.39s/it] 246/299 3.12G 0.0102 0.002271 0 0.01247 30 640: 19%|█▉ | 9/47 [00:10<00:37, 1.01it/s] 246/299 3.12G 0.01025 0.002269 0 0.01252 31 640: 19%|█▉ | 9/47 [00:10<00:37, 1.01it/s] 246/299 3.12G 0.01025 0.002269 0 0.01252 31 640: 21%|██▏ | 10/47 [00:10<00:26, 1.39it/s] 246/299 3.12G 0.01046 0.002371 0 0.01283 30 640: 21%|██▏ | 10/47 [00:11<00:26, 1.39it/s] 246/299 3.12G 0.01046 0.002371 0 0.01283 30 640: 23%|██▎ | 11/47 [00:11<00:21, 1.66it/s] 246/299 3.12G 0.01034 0.002365 0 0.01271 26 640: 23%|██▎ | 11/47 [00:11<00:21, 1.66it/s] 246/299 3.12G 0.01034 0.002365 0 0.01271 26 640: 26%|██▌ | 12/47 [00:11<00:15, 2.20it/s] 246/299 3.12G 0.01039 0.002364 0 0.01275 20 640: 26%|██▌ | 12/47 [00:11<00:15, 2.20it/s] 246/299 3.12G 0.01039 0.002364 0 0.01275 20 640: 28%|██▊ | 13/47 [00:11<00:15, 2.23it/s] 246/299 3.12G 0.01081 0.00235 0 0.01316 26 640: 28%|██▊ | 13/47 [00:18<00:15, 2.23it/s] 246/299 3.12G 0.01081 0.00235 0 0.01316 26 640: 30%|██▉ | 14/47 [00:18<01:20, 2.45s/it] 246/299 3.12G 0.0107 0.002342 0 0.01304 27 640: 30%|██▉ | 14/47 [00:19<01:20, 2.45s/it] 246/299 3.12G 0.0107 0.002342 0 0.01304 27 640: 32%|███▏ | 15/47 [00:19<00:56, 1.75s/it] 246/299 3.12G 0.0106 0.002385 0 0.01298
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.762
0%| | 0/47 [00:00<?, ?it/s] 247/299 3.12G 0.009441 0.001994 0 0.01144 31 640: 0%| | 0/47 [00:00<?, ?it/s] 247/299 3.12G 0.009441 0.001994 0 0.01144 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 247/299 3.12G 0.01066 0.002311 0 0.01297 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.53it/s] 247/299 3.12G 0.01066 0.002311 0 0.01297 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.66it/s] 247/299 3.12G 0.01054 0.002097 0 0.01264 20 640: 4%|▍ | 2/47 [00:00<00:05, 8.66it/s] 247/299 3.12G 0.01054 0.002097 0 0.01264 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.76it/s] 247/299 3.12G 0.01032 0.002189 0 0.01251 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.76it/s] 247/299 3.12G 0.01032 0.002189 0 0.01251 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 247/299 3.12G 0.009987 0.002155 0 0.01214 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.02it/s] 247/299 3.12G 0.009987 0.002155 0 0.01214 25 640: 11%|█ | 5/47 [00:00<00:05, 8.34it/s] 247/299 3.12G 0.01005 0.002225 0 0.01227 35 640: 11%|█ | 5/47 [00:01<00:05, 8.34it/s] 247/299 3.12G 0.01005 0.002225 0 0.01227 35 640: 13%|█▎ | 6/47 [00:01<00:09, 4.16it/s] 247/299 3.12G 0.01018 0.002301 0 0.01248 35 640: 13%|█▎ | 6/47 [00:07<00:09, 4.16it/s] 247/299 3.12G 0.01018 0.002301 0 0.01248 35 640: 15%|█▍ | 7/47 [00:07<01:34, 2.35s/it] 247/299 3.12G 0.01069 0.002465 0 0.01316 34 640: 15%|█▍ | 7/47 [00:07<01:34, 2.35s/it] 247/299 3.12G 0.01069 0.002465 0 0.01316 34 640: 17%|█▋ | 8/47 [00:07<01:04, 1.66s/it] 247/299 3.12G 0.01041 0.00244 0 0.01285 32 640: 17%|█▋ | 8/47 [00:08<01:04, 1.66s/it] 247/299 3.12G 0.01041 0.00244 0 0.01285 32 640: 19%|█▉ | 9/47 [00:08<00:44, 1.17s/it] 247/299 3.12G 0.01056 0.002457 0 0.01302 36 640: 19%|█▉ | 9/47 [00:08<00:44, 1.17s/it] 247/299 3.12G 0.01056 0.002457 0 0.01302 36 640: 21%|██▏ | 10/47 [00:08<00:31, 1.18it/s] 247/299 3.12G 0.01079 0.002385 0 0.01318 23 640: 21%|██▏ | 10/47 [00:08<00:31, 1.18it/s] 247/299 3.12G 0.01079 0.002385 0 0.01318 23 640: 23%|██▎ | 11/47 [00:08<00:22, 1.61it/s] 247/299 3.12G 0.01096 0.002395 0 0.01335 27 640: 23%|██▎ | 11/47 [00:09<00:22, 1.61it/s] 247/299 3.12G 0.01096 0.002395 0 0.01335 27 640: 26%|██▌ | 12/47 [00:09<00:23, 1.50it/s] 247/299 3.12G 0.01078 0.002373 0 0.01315 29 640: 26%|██▌ | 12/47 [00:09<00:23, 1.50it/s] 247/299 3.12G 0.01078 0.002373 0 0.01315 29 640: 28%|██▊ | 13/47 [00:09<00:16, 2.00it/s] 247/299 3.12G 0.01073 0.002402 0 0.01313 35 640: 28%|██▊ | 13/47 [00:09<00:16, 2.00it/s] 247/299 3.12G 0.01073 0.002402 0 0.01313 35 640: 30%|██▉ | 14/47 [00:09<00:17, 1.90it/s] 247/299 3.12G 0.01065 0.002409 0 0.01306 25 640: 30%|██▉ | 14/47 [00:16<00:17, 1.90it/s] 247/299 3.12G 0.01065 0.002409 0 0.01306 25 640: 32%|███▏ | 15/47 [00:16<01:12, 2.28s/it] 247/299 3.12G 0.01049 0.002387 0 0.01287
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.753
0%| | 0/47 [00:00<?, ?it/s] 248/299 3.12G 0.009854 0.002242 0 0.0121 32 640: 0%| | 0/47 [00:00<?, ?it/s] 248/299 3.12G 0.009854 0.002242 0 0.0121 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 248/299 3.12G 0.009965 0.002678 0 0.01264 39 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 248/299 3.12G 0.009965 0.002678 0 0.01264 39 640: 4%|▍ | 2/47 [00:00<00:05, 7.98it/s] 248/299 3.12G 0.00954 0.002434 0 0.01197 25 640: 4%|▍ | 2/47 [00:01<00:05, 7.98it/s] 248/299 3.12G 0.00954 0.002434 0 0.01197 25 640: 6%|▋ | 3/47 [00:01<00:31, 1.41it/s] 248/299 3.12G 0.00942 0.002333 0 0.01175 28 640: 6%|▋ | 3/47 [00:01<00:31, 1.41it/s] 248/299 3.12G 0.00942 0.002333 0 0.01175 28 640: 9%|▊ | 4/47 [00:01<00:20, 2.12it/s] 248/299 3.12G 0.009266 0.002275 0 0.01154 27 640: 9%|▊ | 4/47 [00:07<00:20, 2.12it/s] 248/299 3.12G 0.009266 0.002275 0 0.01154 27 640: 11%|█ | 5/47 [00:07<01:33, 2.23s/it] 248/299 3.12G 0.009579 0.002254 0 0.01183 32 640: 11%|█ | 5/47 [00:07<01:33, 2.23s/it] 248/299 3.12G 0.009579 0.002254 0 0.01183 32 640: 13%|█▎ | 6/47 [00:07<01:02, 1.52s/it] 248/299 3.12G 0.009834 0.002281 0 0.01212 30 640: 13%|█▎ | 6/47 [00:07<01:02, 1.52s/it] 248/299 3.12G 0.009834 0.002281 0 0.01212 30 640: 15%|█▍ | 7/47 [00:07<00:45, 1.14s/it] 248/299 3.12G 0.009994 0.00232 0 0.01231 29 640: 15%|█▍ | 7/47 [00:10<00:45, 1.14s/it] 248/299 3.12G 0.009994 0.00232 0 0.01231 29 640: 17%|█▋ | 8/47 [00:10<01:08, 1.75s/it] 248/299 3.12G 0.009933 0.002255 0 0.01219 23 640: 17%|█▋ | 8/47 [00:11<01:08, 1.75s/it] 248/299 3.12G 0.009933 0.002255 0 0.01219 23 640: 19%|█▉ | 9/47 [00:11<00:52, 1.38s/it] 248/299 3.12G 0.009951 0.00223 0 0.01218 21 640: 19%|█▉ | 9/47 [00:11<00:52, 1.38s/it] 248/299 3.12G 0.009951 0.00223 0 0.01218 21 640: 21%|██▏ | 10/47 [00:11<00:36, 1.01it/s] 248/299 3.12G 0.01009 0.002232 0 0.01232 25 640: 21%|██▏ | 10/47 [00:12<00:36, 1.01it/s] 248/299 3.12G 0.01009 0.002232 0 0.01232 25 640: 23%|██▎ | 11/47 [00:12<00:35, 1.00it/s] 248/299 3.12G 0.01008 0.002253 0 0.01233 30 640: 23%|██▎ | 11/47 [00:12<00:35, 1.00it/s] 248/299 3.12G 0.01008 0.002253 0 0.01233 30 640: 26%|██▌ | 12/47 [00:12<00:25, 1.37it/s] 248/299 3.12G 0.01008 0.002244 0 0.01232 27 640: 26%|██▌ | 12/47 [00:15<00:25, 1.37it/s] 248/299 3.12G 0.01008 0.002244 0 0.01232 27 640: 28%|██▊ | 13/47 [00:15<00:51, 1.53s/it] 248/299 3.12G 0.01012 0.002233 0 0.01235 28 640: 28%|██▊ | 13/47 [00:15<00:51, 1.53s/it] 248/299 3.12G 0.01012 0.002233 0 0.01235 28 640: 30%|██▉ | 14/47 [00:15<00:36, 1.10s/it] 248/299 3.12G 0.01016 0.002297 0 0.01246 41 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 248/299 3.12G 0.01016 0.002297 0 0.01246 41 640: 32%|███▏ | 15/47 [00:16<00:25, 1.25it/s] 248/299 3.12G 0.01011 0.002267 0 0.01238
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.01it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.96it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.766
0%| | 0/47 [00:00<?, ?it/s] 249/299 3.12G 0.009855 0.002273 0 0.01213 37 640: 0%| | 0/47 [00:03<?, ?it/s] 249/299 3.12G 0.009855 0.002273 0 0.01213 37 640: 2%|▏ | 1/47 [00:03<02:25, 3.16s/it] 249/299 3.12G 0.009334 0.002266 0 0.0116 32 640: 2%|▏ | 1/47 [00:04<02:25, 3.16s/it] 249/299 3.12G 0.009334 0.002266 0 0.0116 32 640: 4%|▍ | 2/47 [00:04<01:37, 2.18s/it] 249/299 3.12G 0.008823 0.002127 0 0.01095 24 640: 4%|▍ | 2/47 [00:04<01:37, 2.18s/it] 249/299 3.12G 0.008823 0.002127 0 0.01095 24 640: 6%|▋ | 3/47 [00:04<00:54, 1.24s/it] 249/299 3.12G 0.009016 0.00213 0 0.01115 36 640: 6%|▋ | 3/47 [00:04<00:54, 1.24s/it] 249/299 3.12G 0.009016 0.00213 0 0.01115 36 640: 9%|▊ | 4/47 [00:04<00:34, 1.26it/s] 249/299 3.12G 0.009364 0.002083 0 0.01145 25 640: 9%|▊ | 4/47 [00:04<00:34, 1.26it/s] 249/299 3.12G 0.009364 0.002083 0 0.01145 25 640: 11%|█ | 5/47 [00:04<00:23, 1.82it/s] 249/299 3.12G 0.009698 0.002189 0 0.01189 32 640: 11%|█ | 5/47 [00:10<00:23, 1.82it/s] 249/299 3.12G 0.009698 0.002189 0 0.01189 32 640: 13%|█▎ | 6/47 [00:10<01:31, 2.24s/it] 249/299 3.12G 0.009691 0.002215 0 0.01191 29 640: 13%|█▎ | 6/47 [00:10<01:31, 2.24s/it] 249/299 3.12G 0.009691 0.002215 0 0.01191 29 640: 15%|█▍ | 7/47 [00:10<01:01, 1.55s/it] 249/299 3.12G 0.01011 0.002113 0 0.01222 22 640: 15%|█▍ | 7/47 [00:10<01:01, 1.55s/it] 249/299 3.12G 0.01011 0.002113 0 0.01222 22 640: 17%|█▋ | 8/47 [00:10<00:42, 1.09s/it] 249/299 3.12G 0.01006 0.002186 0 0.01225 34 640: 17%|█▋ | 8/47 [00:13<00:42, 1.09s/it] 249/299 3.12G 0.01006 0.002186 0 0.01225 34 640: 19%|█▉ | 9/47 [00:13<00:58, 1.53s/it] 249/299 3.12G 0.01033 0.002143 0 0.01247 19 640: 19%|█▉ | 9/47 [00:14<00:58, 1.53s/it] 249/299 3.12G 0.01033 0.002143 0 0.01247 19 640: 21%|██▏ | 10/47 [00:14<00:48, 1.31s/it] 249/299 3.12G 0.01025 0.002119 0 0.01237 23 640: 21%|██▏ | 10/47 [00:14<00:48, 1.31s/it] 249/299 3.12G 0.01025 0.002119 0 0.01237 23 640: 23%|██▎ | 11/47 [00:14<00:34, 1.05it/s] 249/299 3.12G 0.01016 0.002161 0 0.01232 31 640: 23%|██▎ | 11/47 [00:14<00:34, 1.05it/s] 249/299 3.12G 0.01016 0.002161 0 0.01232 31 640: 26%|██▌ | 12/47 [00:14<00:24, 1.44it/s] 249/299 3.12G 0.01011 0.00217 0 0.01228 33 640: 26%|██▌ | 12/47 [00:14<00:24, 1.44it/s] 249/299 3.12G 0.01011 0.00217 0 0.01228 33 640: 28%|██▊ | 13/47 [00:14<00:17, 1.93it/s] 249/299 3.12G 0.01014 0.002164 0 0.01231 21 640: 28%|██▊ | 13/47 [00:19<00:17, 1.93it/s] 249/299 3.12G 0.01014 0.002164 0 0.01231 21 640: 30%|██▉ | 14/47 [00:19<00:57, 1.75s/it] 249/299 3.12G 0.01004 0.002143 0 0.01218 26 640: 30%|██▉ | 14/47 [00:19<00:57, 1.75s/it] 249/299 3.12G 0.01004 0.002143 0 0.01218 26 640: 32%|███▏ | 15/47 [00:19<00:40, 1.26s/it] 249/299 3.12G 0.009975 0.002132 0 0.01211
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.766
0%| | 0/47 [00:00<?, ?it/s] 250/299 3.12G 0.01089 0.00192 0 0.01281 23 640: 0%| | 0/47 [00:00<?, ?it/s] 250/299 3.12G 0.01089 0.00192 0 0.01281 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 250/299 3.12G 0.00994 0.002022 0 0.01196 33 640: 2%|▏ | 1/47 [00:03<00:05, 8.64it/s] 250/299 3.12G 0.00994 0.002022 0 0.01196 33 640: 4%|▍ | 2/47 [00:03<01:22, 1.84s/it] 250/299 3.12G 0.00944 0.002147 0 0.01159 34 640: 4%|▍ | 2/47 [00:03<01:22, 1.84s/it] 250/299 3.12G 0.00944 0.002147 0 0.01159 34 640: 6%|▋ | 3/47 [00:03<00:47, 1.07s/it] 250/299 3.12G 0.009485 0.001991 0 0.01148 19 640: 6%|▋ | 3/47 [00:03<00:47, 1.07s/it] 250/299 3.12G 0.009485 0.001991 0 0.01148 19 640: 9%|▊ | 4/47 [00:03<00:29, 1.44it/s] 250/299 3.12G 0.009093 0.001957 0 0.01105 26 640: 9%|▊ | 4/47 [00:03<00:29, 1.44it/s] 250/299 3.12G 0.009093 0.001957 0 0.01105 26 640: 11%|█ | 5/47 [00:03<00:20, 2.07it/s] 250/299 3.12G 0.009283 0.002005 0 0.01129 28 640: 11%|█ | 5/47 [00:03<00:20, 2.07it/s] 250/299 3.12G 0.009283 0.002005 0 0.01129 28 640: 13%|█▎ | 6/47 [00:03<00:14, 2.80it/s] 250/299 3.12G 0.009585 0.002189 0 0.01177 29 640: 13%|█▎ | 6/47 [00:07<00:14, 2.80it/s] 250/299 3.12G 0.009585 0.002189 0 0.01177 29 640: 15%|█▍ | 7/47 [00:07<01:02, 1.57s/it] 250/299 3.12G 0.009662 0.002233 0 0.0119 37 640: 15%|█▍ | 7/47 [00:07<01:02, 1.57s/it] 250/299 3.12G 0.009662 0.002233 0 0.0119 37 640: 17%|█▋ | 8/47 [00:07<00:43, 1.11s/it] 250/299 3.12G 0.009635 0.002297 0 0.01193 34 640: 17%|█▋ | 8/47 [00:07<00:43, 1.11s/it] 250/299 3.12G 0.009635 0.002297 0 0.01193 34 640: 19%|█▉ | 9/47 [00:07<00:30, 1.26it/s] 250/299 3.12G 0.009667 0.002306 0 0.01197 29 640: 19%|█▉ | 9/47 [00:13<00:30, 1.26it/s] 250/299 3.12G 0.009667 0.002306 0 0.01197 29 640: 21%|██▏ | 10/47 [00:13<01:25, 2.31s/it] 250/299 3.12G 0.009594 0.002344 0 0.01194 28 640: 21%|██▏ | 10/47 [00:13<01:25, 2.31s/it] 250/299 3.12G 0.009594 0.002344 0 0.01194 28 640: 23%|██▎ | 11/47 [00:13<00:59, 1.65s/it] 250/299 3.12G 0.009548 0.002309 0 0.01186 30 640: 23%|██▎ | 11/47 [00:13<00:59, 1.65s/it] 250/299 3.12G 0.009548 0.002309 0 0.01186 30 640: 26%|██▌ | 12/47 [00:13<00:41, 1.18s/it] 250/299 3.12G 0.009403 0.002279 0 0.01168 24 640: 26%|██▌ | 12/47 [00:14<00:41, 1.18s/it] 250/299 3.12G 0.009403 0.002279 0 0.01168 24 640: 28%|██▊ | 13/47 [00:14<00:29, 1.16it/s] 250/299 3.12G 0.009512 0.002329 0 0.01184 35 640: 28%|██▊ | 13/47 [00:14<00:29, 1.16it/s] 250/299 3.12G 0.009512 0.002329 0 0.01184 35 640: 30%|██▉ | 14/47 [00:14<00:20, 1.58it/s] 250/299 3.12G 0.009506 0.002375 0 0.01188 39 640: 30%|██▉ | 14/47 [00:16<00:20, 1.58it/s] 250/299 3.12G 0.009506 0.002375 0 0.01188 39 640: 32%|███▏ | 15/47 [00:16<00:34, 1.07s/it] 250/299 3.12G 0.009575 0.002437 0 0.01201
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.768
0%| | 0/47 [00:00<?, ?it/s] 251/299 3.12G 0.00917 0.002377 0 0.01155 25 640: 0%| | 0/47 [00:00<?, ?it/s] 251/299 3.12G 0.00917 0.002377 0 0.01155 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.49it/s] 251/299 3.12G 0.01031 0.002356 0 0.01266 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.49it/s] 251/299 3.12G 0.01031 0.002356 0 0.01266 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.66it/s] 251/299 3.12G 0.009846 0.00222 0 0.01207 33 640: 4%|▍ | 2/47 [00:10<00:05, 8.66it/s] 251/299 3.12G 0.009846 0.00222 0 0.01207 33 640: 6%|▋ | 3/47 [00:10<03:29, 4.76s/it] 251/299 3.12G 0.009429 0.001966 0 0.01139 22 640: 6%|▋ | 3/47 [00:10<03:29, 4.76s/it] 251/299 3.12G 0.009429 0.001966 0 0.01139 22 640: 9%|▊ | 4/47 [00:10<02:06, 2.94s/it] 251/299 3.12G 0.009335 0.001955 0 0.01129 24 640: 9%|▊ | 4/47 [00:10<02:06, 2.94s/it] 251/299 3.12G 0.009335 0.001955 0 0.01129 24 640: 11%|█ | 5/47 [00:10<01:20, 1.92s/it] 251/299 3.12G 0.00948 0.002079 0 0.01156 30 640: 11%|█ | 5/47 [00:10<01:20, 1.92s/it] 251/299 3.12G 0.00948 0.002079 0 0.01156 30 640: 13%|█▎ | 6/47 [00:10<00:53, 1.31s/it] 251/299 3.12G 0.00954 0.002056 0 0.0116 25 640: 13%|█▎ | 6/47 [00:11<00:53, 1.31s/it] 251/299 3.12G 0.00954 0.002056 0 0.0116 25 640: 15%|█▍ | 7/47 [00:11<00:36, 1.09it/s] 251/299 3.12G 0.009844 0.002148 0 0.01199 37 640: 15%|█▍ | 7/47 [00:11<00:36, 1.09it/s] 251/299 3.12G 0.009844 0.002148 0 0.01199 37 640: 17%|█▋ | 8/47 [00:11<00:26, 1.49it/s] 251/299 3.12G 0.009796 0.002116 0 0.01191 35 640: 17%|█▋ | 8/47 [00:11<00:26, 1.49it/s] 251/299 3.12G 0.009796 0.002116 0 0.01191 35 640: 19%|█▉ | 9/47 [00:11<00:18, 2.02it/s] 251/299 3.12G 0.009742 0.002158 0 0.0119 36 640: 19%|█▉ | 9/47 [00:11<00:18, 2.02it/s] 251/299 3.12G 0.009742 0.002158 0 0.0119 36 640: 21%|██▏ | 10/47 [00:11<00:13, 2.65it/s] 251/299 3.12G 0.009776 0.002158 0 0.01193 28 640: 21%|██▏ | 10/47 [00:19<00:13, 2.65it/s] 251/299 3.12G 0.009776 0.002158 0 0.01193 28 640: 23%|██▎ | 11/47 [00:19<01:34, 2.61s/it] 251/299 3.12G 0.009751 0.002178 0 0.01193 29 640: 23%|██▎ | 11/47 [00:19<01:34, 2.61s/it] 251/299 3.12G 0.009751 0.002178 0 0.01193 29 640: 26%|██▌ | 12/47 [00:19<01:05, 1.87s/it] 251/299 3.12G 0.009824 0.002214 0 0.01204 23 640: 26%|██▌ | 12/47 [00:19<01:05, 1.87s/it] 251/299 3.12G 0.009824 0.002214 0 0.01204 23 640: 28%|██▊ | 13/47 [00:19<00:45, 1.33s/it] 251/299 3.12G 0.009781 0.002274 0 0.01206 37 640: 28%|██▊ | 13/47 [00:19<00:45, 1.33s/it] 251/299 3.12G 0.009781 0.002274 0 0.01206 37 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 251/299 3.12G 0.01003 0.002294 0 0.01232 36 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 251/299 3.12G 0.01003 0.002294 0 0.01232 36 640: 32%|███▏ | 15/47 [00:19<00:22, 1.41it/s] 251/299 3.12G 0.01004 0.002268 0 0.01231
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.763
0%| | 0/47 [00:00<?, ?it/s] 252/299 3.12G 0.009341 0.002694 0 0.01204 31 640: 0%| | 0/47 [00:00<?, ?it/s] 252/299 3.12G 0.009341 0.002694 0 0.01204 31 640: 2%|▏ | 1/47 [00:00<00:09, 4.73it/s] 252/299 3.12G 0.01074 0.00247 0 0.01321 23 640: 2%|▏ | 1/47 [00:00<00:09, 4.73it/s] 252/299 3.12G 0.01074 0.00247 0 0.01321 23 640: 4%|▍ | 2/47 [00:00<00:06, 6.53it/s] 252/299 3.12G 0.01008 0.002245 0 0.01232 24 640: 4%|▍ | 2/47 [00:00<00:06, 6.53it/s] 252/299 3.12G 0.01008 0.002245 0 0.01232 24 640: 6%|▋ | 3/47 [00:00<00:05, 7.43it/s] 252/299 3.12G 0.01012 0.002278 0 0.0124 29 640: 6%|▋ | 3/47 [00:07<00:05, 7.43it/s] 252/299 3.12G 0.01012 0.002278 0 0.0124 29 640: 9%|▊ | 4/47 [00:07<02:02, 2.85s/it] 252/299 3.12G 0.01024 0.002227 0 0.01247 20 640: 9%|▊ | 4/47 [00:07<02:02, 2.85s/it] 252/299 3.12G 0.01024 0.002227 0 0.01247 20 640: 11%|█ | 5/47 [00:07<01:18, 1.88s/it] 252/299 3.12G 0.01009 0.002249 0 0.01234 31 640: 11%|█ | 5/47 [00:07<01:18, 1.88s/it] 252/299 3.12G 0.01009 0.002249 0 0.01234 31 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 252/299 3.12G 0.009904 0.002158 0 0.01206 24 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 252/299 3.12G 0.009904 0.002158 0 0.01206 24 640: 15%|█▍ | 7/47 [00:07<00:35, 1.11it/s] 252/299 3.12G 0.009842 0.002155 0 0.012 33 640: 15%|█▍ | 7/47 [00:07<00:35, 1.11it/s] 252/299 3.12G 0.009842 0.002155 0 0.012 33 640: 17%|█▋ | 8/47 [00:07<00:25, 1.54it/s] 252/299 3.12G 0.009848 0.002235 0 0.01208 35 640: 17%|█▋ | 8/47 [00:08<00:25, 1.54it/s] 252/299 3.12G 0.009848 0.002235 0 0.01208 35 640: 19%|█▉ | 9/47 [00:08<00:18, 2.04it/s] 252/299 3.12G 0.009796 0.00221 0 0.01201 27 640: 19%|█▉ | 9/47 [00:08<00:18, 2.04it/s] 252/299 3.12G 0.009796 0.00221 0 0.01201 27 640: 21%|██▏ | 10/47 [00:08<00:13, 2.68it/s] 252/299 3.12G 0.009868 0.00226 0 0.01213 38 640: 21%|██▏ | 10/47 [00:08<00:13, 2.68it/s] 252/299 3.12G 0.009868 0.00226 0 0.01213 38 640: 23%|██▎ | 11/47 [00:08<00:10, 3.41it/s] 252/299 3.12G 0.009977 0.002337 0 0.01231 35 640: 23%|██▎ | 11/47 [00:15<00:10, 3.41it/s] 252/299 3.12G 0.009977 0.002337 0 0.01231 35 640: 26%|██▌ | 12/47 [00:15<01:28, 2.54s/it] 252/299 3.12G 0.01005 0.002314 0 0.01237 30 640: 26%|██▌ | 12/47 [00:16<01:28, 2.54s/it] 252/299 3.12G 0.01005 0.002314 0 0.01237 30 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 252/299 3.12G 0.009927 0.002328 0 0.01226 32 640: 28%|██▊ | 13/47 [00:16<01:01, 1.81s/it] 252/299 3.12G 0.009927 0.002328 0 0.01226 32 640: 30%|██▉ | 14/47 [00:16<00:42, 1.30s/it] 252/299 3.12G 0.009899 0.002343 0 0.01224 29 640: 30%|██▉ | 14/47 [00:16<00:42, 1.30s/it] 252/299 3.12G 0.009899 0.002343 0 0.01224 29 640: 32%|███▏ | 15/47 [00:16<00:30, 1.06it/s] 252/299 3.12G 0.00978 0.002329 0 0.01211
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.768
0%| | 0/47 [00:00<?, ?it/s] 253/299 3.12G 0.009055 0.001926 0 0.01098 26 640: 0%| | 0/47 [00:00<?, ?it/s] 253/299 3.12G 0.009055 0.001926 0 0.01098 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 253/299 3.12G 0.008919 0.002141 0 0.01106 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 253/299 3.12G 0.008919 0.002141 0 0.01106 35 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 253/299 3.12G 0.008635 0.002107 0 0.01074 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.59it/s] 253/299 3.12G 0.008635 0.002107 0 0.01074 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.11it/s] 253/299 3.12G 0.009087 0.002136 0 0.01122 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.11it/s] 253/299 3.12G 0.009087 0.002136 0 0.01122 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.41it/s] 253/299 3.12G 0.009294 0.002131 0 0.01142 31 640: 9%|▊ | 4/47 [00:10<00:05, 8.41it/s] 253/299 3.12G 0.009294 0.002131 0 0.01142 31 640: 11%|█ | 5/47 [00:10<02:31, 3.61s/it] 253/299 3.12G 0.009411 0.002118 0 0.01153 28 640: 11%|█ | 5/47 [00:10<02:31, 3.61s/it] 253/299 3.12G 0.009411 0.002118 0 0.01153 28 640: 13%|█▎ | 6/47 [00:10<01:39, 2.43s/it] 253/299 3.12G 0.009656 0.002153 0 0.01181 36 640: 13%|█▎ | 6/47 [00:10<01:39, 2.43s/it] 253/299 3.12G 0.009656 0.002153 0 0.01181 36 640: 15%|█▍ | 7/47 [00:10<01:06, 1.67s/it] 253/299 3.12G 0.009576 0.002198 0 0.01177 38 640: 15%|█▍ | 7/47 [00:10<01:06, 1.67s/it] 253/299 3.12G 0.009576 0.002198 0 0.01177 38 640: 17%|█▋ | 8/47 [00:10<00:45, 1.17s/it] 253/299 3.12G 0.009555 0.002131 0 0.01169 24 640: 17%|█▋ | 8/47 [00:10<00:45, 1.17s/it] 253/299 3.12G 0.009555 0.002131 0 0.01169 24 640: 19%|█▉ | 9/47 [00:10<00:31, 1.19it/s] 253/299 3.12G 0.009671 0.002156 0 0.01183 31 640: 19%|█▉ | 9/47 [00:10<00:31, 1.19it/s] 253/299 3.12G 0.009671 0.002156 0 0.01183 31 640: 21%|██▏ | 10/47 [00:10<00:23, 1.60it/s] 253/299 3.12G 0.009817 0.002171 0 0.01199 26 640: 21%|██▏ | 10/47 [00:10<00:23, 1.60it/s] 253/299 3.12G 0.009817 0.002171 0 0.01199 26 640: 23%|██▎ | 11/47 [00:10<00:16, 2.14it/s] 253/299 3.12G 0.009791 0.002185 0 0.01198 29 640: 23%|██▎ | 11/47 [00:11<00:16, 2.14it/s] 253/299 3.12G 0.009791 0.002185 0 0.01198 29 640: 26%|██▌ | 12/47 [00:11<00:12, 2.79it/s] 253/299 3.12G 0.009845 0.002271 0 0.01212 35 640: 26%|██▌ | 12/47 [00:18<00:12, 2.79it/s] 253/299 3.12G 0.009845 0.002271 0 0.01212 35 640: 28%|██▊ | 13/47 [00:18<01:27, 2.59s/it] 253/299 3.12G 0.009761 0.002253 0 0.01201 28 640: 28%|██▊ | 13/47 [00:18<01:27, 2.59s/it] 253/299 3.12G 0.009761 0.002253 0 0.01201 28 640: 30%|██▉ | 14/47 [00:18<01:01, 1.85s/it] 253/299 3.12G 0.009775 0.002269 0 0.01204 26 640: 30%|██▉ | 14/47 [00:19<01:01, 1.85s/it] 253/299 3.12G 0.009775 0.002269 0 0.01204 26 640: 32%|███▏ | 15/47 [00:19<00:42, 1.33s/it] 253/299 3.12G 0.009763 0.002279 0 0.01204
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.992 0.77
0%| | 0/47 [00:00<?, ?it/s] 254/299 3.12G 0.01065 0.002519 0 0.01317 29 640: 0%| | 0/47 [00:00<?, ?it/s] 254/299 3.12G 0.01065 0.002519 0 0.01317 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 254/299 3.12G 0.01052 0.002042 0 0.01256 18 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 254/299 3.12G 0.01052 0.002042 0 0.01256 18 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 254/299 3.12G 0.0115 0.002061 0 0.01356 28 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 254/299 3.12G 0.0115 0.002061 0 0.01356 28 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 254/299 3.12G 0.01091 0.00203 0 0.01294 27 640: 6%|▋ | 3/47 [00:00<00:05, 7.88it/s] 254/299 3.12G 0.01091 0.00203 0 0.01294 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.25it/s] 254/299 3.12G 0.01078 0.002169 0 0.01295 30 640: 9%|▊ | 4/47 [00:00<00:05, 8.25it/s] 254/299 3.12G 0.01078 0.002169 0 0.01295 30 640: 11%|█ | 5/47 [00:00<00:04, 8.48it/s] 254/299 3.12G 0.01051 0.002171 0 0.01268 22 640: 11%|█ | 5/47 [00:07<00:04, 8.48it/s] 254/299 3.12G 0.01051 0.002171 0 0.01268 22 640: 13%|█▎ | 6/47 [00:07<01:45, 2.56s/it] 254/299 3.12G 0.01045 0.002255 0 0.01271 33 640: 13%|█▎ | 6/47 [00:08<01:45, 2.56s/it] 254/299 3.12G 0.01045 0.002255 0 0.01271 33 640: 15%|█▍ | 7/47 [00:08<01:11, 1.78s/it] 254/299 3.12G 0.01029 0.002226 0 0.01251 29 640: 15%|█▍ | 7/47 [00:08<01:11, 1.78s/it] 254/299 3.12G 0.01029 0.002226 0 0.01251 29 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 254/299 3.12G 0.01014 0.002217 0 0.01236 25 640: 17%|█▋ | 8/47 [00:08<00:48, 1.25s/it] 254/299 3.12G 0.01014 0.002217 0 0.01236 25 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 254/299 3.12G 0.01004 0.002204 0 0.01224 26 640: 19%|█▉ | 9/47 [00:08<00:33, 1.12it/s] 254/299 3.12G 0.01004 0.002204 0 0.01224 26 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 254/299 3.12G 0.01009 0.002222 0 0.01232 33 640: 21%|██▏ | 10/47 [00:08<00:24, 1.53it/s] 254/299 3.12G 0.01009 0.002222 0 0.01232 33 640: 23%|██▎ | 11/47 [00:08<00:17, 2.02it/s] 254/299 3.12G 0.01006 0.002213 0 0.01228 25 640: 23%|██▎ | 11/47 [00:08<00:17, 2.02it/s] 254/299 3.12G 0.01006 0.002213 0 0.01228 25 640: 26%|██▌ | 12/47 [00:08<00:13, 2.64it/s] 254/299 3.12G 0.01009 0.002228 0 0.01232 38 640: 26%|██▌ | 12/47 [00:08<00:13, 2.64it/s] 254/299 3.12G 0.01009 0.002228 0 0.01232 38 640: 28%|██▊ | 13/47 [00:08<00:10, 3.36it/s] 254/299 3.12G 0.01005 0.002323 0 0.01237 44 640: 28%|██▊ | 13/47 [00:16<00:10, 3.36it/s] 254/299 3.12G 0.01005 0.002323 0 0.01237 44 640: 30%|██▉ | 14/47 [00:16<01:23, 2.53s/it] 254/299 3.12G 0.01016 0.002342 0 0.0125 31 640: 30%|██▉ | 14/47 [00:16<01:23, 2.53s/it] 254/299 3.12G 0.01016 0.002342 0 0.0125 31 640: 32%|███▏ | 15/47 [00:16<00:57, 1.81s/it] 254/299 3.12G 0.01036 0.00235 0 0.01271
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.991 0.992 0.761
0%| | 0/47 [00:00<?, ?it/s] 255/299 3.12G 0.01001 0.002083 0 0.0121 34 640: 0%| | 0/47 [00:00<?, ?it/s] 255/299 3.12G 0.01001 0.002083 0 0.0121 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 255/299 3.12G 0.009053 0.001926 0 0.01098 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 255/299 3.12G 0.009053 0.001926 0 0.01098 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 255/299 3.12G 0.009546 0.001933 0 0.01148 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.74it/s] 255/299 3.12G 0.009546 0.001933 0 0.01148 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.80it/s] 255/299 3.12G 0.009646 0.00192 0 0.01157 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.80it/s] 255/299 3.12G 0.009646 0.00192 0 0.01157 27 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 255/299 3.12G 0.009895 0.002035 0 0.01193 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 255/299 3.12G 0.009895 0.002035 0 0.01193 26 640: 11%|█ | 5/47 [00:00<00:05, 8.34it/s] 255/299 3.12G 0.01015 0.002182 0 0.01233 38 640: 11%|█ | 5/47 [00:00<00:05, 8.34it/s] 255/299 3.12G 0.01015 0.002182 0 0.01233 38 640: 13%|█▎ | 6/47 [00:00<00:04, 8.52it/s] 255/299 3.12G 0.009869 0.00218 0 0.01205 31 640: 13%|█▎ | 6/47 [00:08<00:04, 8.52it/s] 255/299 3.12G 0.009869 0.00218 0 0.01205 31 640: 15%|█▍ | 7/47 [00:08<01:42, 2.56s/it] 255/299 3.12G 0.009913 0.002161 0 0.01207 29 640: 15%|█▍ | 7/47 [00:08<01:42, 2.56s/it] 255/299 3.12G 0.009913 0.002161 0 0.01207 29 640: 17%|█▋ | 8/47 [00:08<01:10, 1.80s/it] 255/299 3.12G 0.009825 0.00214 0 0.01197 28 640: 17%|█▋ | 8/47 [00:08<01:10, 1.80s/it] 255/299 3.12G 0.009825 0.00214 0 0.01197 28 640: 19%|█▉ | 9/47 [00:08<00:48, 1.27s/it] 255/299 3.12G 0.009833 0.002129 0 0.01196 28 640: 19%|█▉ | 9/47 [00:08<00:48, 1.27s/it] 255/299 3.12G 0.009833 0.002129 0 0.01196 28 640: 21%|██▏ | 10/47 [00:08<00:33, 1.10it/s] 255/299 3.12G 0.01045 0.002177 0 0.01263 30 640: 21%|██▏ | 10/47 [00:08<00:33, 1.10it/s] 255/299 3.12G 0.01045 0.002177 0 0.01263 30 640: 23%|██▎ | 11/47 [00:08<00:24, 1.50it/s] 255/299 3.12G 0.01041 0.002189 0 0.0126 27 640: 23%|██▎ | 11/47 [00:08<00:24, 1.50it/s] 255/299 3.12G 0.01041 0.002189 0 0.0126 27 640: 26%|██▌ | 12/47 [00:08<00:17, 1.97it/s] 255/299 3.12G 0.01036 0.00218 0 0.01254 27 640: 26%|██▌ | 12/47 [00:09<00:17, 1.97it/s] 255/299 3.12G 0.01036 0.00218 0 0.01254 27 640: 28%|██▊ | 13/47 [00:09<00:13, 2.58it/s] 255/299 3.12G 0.01066 0.002224 0 0.01288 33 640: 28%|██▊ | 13/47 [00:09<00:13, 2.58it/s] 255/299 3.12G 0.01066 0.002224 0 0.01288 33 640: 30%|██▉ | 14/47 [00:09<00:10, 3.29it/s] 255/299 3.12G 0.01058 0.002226 0 0.0128 31 640: 30%|██▉ | 14/47 [00:16<00:10, 3.29it/s] 255/299 3.12G 0.01058 0.002226 0 0.0128 31 640: 32%|███▏ | 15/47 [00:16<01:21, 2.53s/it] 255/299 3.12G 0.01049 0.002225 0 0.01272
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 256/299 3.12G 0.01025 0.001727 0 0.01198 21 640: 0%| | 0/47 [00:00<?, ?it/s] 256/299 3.12G 0.01025 0.001727 0 0.01198 21 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 256/299 3.12G 0.01074 0.002027 0 0.01276 29 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 256/299 3.12G 0.01074 0.002027 0 0.01276 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.97it/s] 256/299 3.12G 0.01021 0.00205 0 0.01226 24 640: 4%|▍ | 2/47 [00:03<00:05, 7.97it/s] 256/299 3.12G 0.01021 0.00205 0 0.01226 24 640: 6%|▋ | 3/47 [00:03<00:59, 1.36s/it] 256/299 3.12G 0.01031 0.001897 0 0.0122 22 640: 6%|▋ | 3/47 [00:03<00:59, 1.36s/it] 256/299 3.12G 0.01031 0.001897 0 0.0122 22 640: 9%|▊ | 4/47 [00:03<00:37, 1.15it/s] 256/299 3.12G 0.0102 0.001871 0 0.01207 27 640: 9%|▊ | 4/47 [00:03<00:37, 1.15it/s] 256/299 3.12G 0.0102 0.001871 0 0.01207 27 640: 11%|█ | 5/47 [00:03<00:25, 1.64it/s] 256/299 3.12G 0.01075 0.002029 0 0.01277 34 640: 11%|█ | 5/47 [00:03<00:25, 1.64it/s] 256/299 3.12G 0.01075 0.002029 0 0.01277 34 640: 13%|█▎ | 6/47 [00:03<00:18, 2.27it/s] 256/299 3.12G 0.01058 0.001997 0 0.01257 25 640: 13%|█▎ | 6/47 [00:03<00:18, 2.27it/s] 256/299 3.12G 0.01058 0.001997 0 0.01257 25 640: 15%|█▍ | 7/47 [00:03<00:13, 3.00it/s] 256/299 3.12G 0.01081 0.002173 0 0.01298 28 640: 15%|█▍ | 7/47 [00:11<00:13, 3.00it/s] 256/299 3.12G 0.01081 0.002173 0 0.01298 28 640: 17%|█▋ | 8/47 [00:11<01:41, 2.60s/it] 256/299 3.12G 0.0107 0.002151 0 0.01285 33 640: 17%|█▋ | 8/47 [00:11<01:41, 2.60s/it] 256/299 3.12G 0.0107 0.002151 0 0.01285 33 640: 19%|█▉ | 9/47 [00:11<01:09, 1.84s/it] 256/299 3.12G 0.01041 0.002087 0 0.01249 17 640: 19%|█▉ | 9/47 [00:11<01:09, 1.84s/it] 256/299 3.12G 0.01041 0.002087 0 0.01249 17 640: 21%|██▏ | 10/47 [00:11<00:48, 1.30s/it] 256/299 3.12G 0.01026 0.002092 0 0.01235 22 640: 21%|██▏ | 10/47 [00:11<00:48, 1.30s/it] 256/299 3.12G 0.01026 0.002092 0 0.01235 22 640: 23%|██▎ | 11/47 [00:11<00:37, 1.05s/it] 256/299 3.12G 0.01037 0.002113 0 0.01248 33 640: 23%|██▎ | 11/47 [00:11<00:37, 1.05s/it] 256/299 3.12G 0.01037 0.002113 0 0.01248 33 640: 26%|██▌ | 12/47 [00:11<00:26, 1.31it/s] 256/299 3.12G 0.01039 0.002216 0 0.01261 43 640: 26%|██▌ | 12/47 [00:12<00:26, 1.31it/s] 256/299 3.12G 0.01039 0.002216 0 0.01261 43 640: 28%|██▊ | 13/47 [00:12<00:19, 1.74it/s] 256/299 3.12G 0.01036 0.002233 0 0.01259 36 640: 28%|██▊ | 13/47 [00:12<00:19, 1.74it/s] 256/299 3.12G 0.01036 0.002233 0 0.01259 36 640: 30%|██▉ | 14/47 [00:12<00:20, 1.64it/s] 256/299 3.12G 0.01027 0.002241 0 0.01251 32 640: 30%|██▉ | 14/47 [00:12<00:20, 1.64it/s] 256/299 3.12G 0.01027 0.002241 0 0.01251 32 640: 32%|███▏ | 15/47 [00:12<00:14, 2.18it/s] 256/299 3.12G 0.01027 0.002253 0 0.01252
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.768
0%| | 0/47 [00:00<?, ?it/s] 257/299 3.12G 0.00936 0.001718 0 0.01108 24 640: 0%| | 0/47 [00:06<?, ?it/s] 257/299 3.12G 0.00936 0.001718 0 0.01108 24 640: 2%|▏ | 1/47 [00:06<04:57, 6.46s/it] 257/299 3.12G 0.009485 0.00201 0 0.0115 32 640: 2%|▏ | 1/47 [00:06<04:57, 6.46s/it] 257/299 3.12G 0.009485 0.00201 0 0.0115 32 640: 4%|▍ | 2/47 [00:06<02:03, 2.75s/it] 257/299 3.12G 0.009419 0.001975 0 0.01139 27 640: 4%|▍ | 2/47 [00:06<02:03, 2.75s/it] 257/299 3.12G 0.009419 0.001975 0 0.01139 27 640: 6%|▋ | 3/47 [00:06<01:07, 1.55s/it] 257/299 3.12G 0.009645 0.002113 0 0.01176 29 640: 6%|▋ | 3/47 [00:06<01:07, 1.55s/it] 257/299 3.12G 0.009645 0.002113 0 0.01176 29 640: 9%|▊ | 4/47 [00:06<00:42, 1.02it/s] 257/299 3.12G 0.00928 0.002075 0 0.01135 34 640: 9%|▊ | 4/47 [00:06<00:42, 1.02it/s] 257/299 3.12G 0.00928 0.002075 0 0.01135 34 640: 11%|█ | 5/47 [00:06<00:28, 1.50it/s] 257/299 3.12G 0.009441 0.002285 0 0.01173 34 640: 11%|█ | 5/47 [00:07<00:28, 1.50it/s] 257/299 3.12G 0.009441 0.002285 0 0.01173 34 640: 13%|█▎ | 6/47 [00:07<00:20, 2.05it/s] 257/299 3.12G 0.009895 0.00228 0 0.01217 30 640: 13%|█▎ | 6/47 [00:10<00:20, 2.05it/s] 257/299 3.12G 0.009895 0.00228 0 0.01217 30 640: 15%|█▍ | 7/47 [00:10<00:58, 1.45s/it] 257/299 3.12G 0.00994 0.00232 0 0.01226 35 640: 15%|█▍ | 7/47 [00:10<00:58, 1.45s/it] 257/299 3.12G 0.00994 0.00232 0 0.01226 35 640: 17%|█▋ | 8/47 [00:10<00:40, 1.03s/it] 257/299 3.12G 0.01001 0.002249 0 0.01226 25 640: 17%|█▋ | 8/47 [00:14<00:40, 1.03s/it] 257/299 3.12G 0.01001 0.002249 0 0.01226 25 640: 19%|█▉ | 9/47 [00:14<01:16, 2.01s/it] 257/299 3.12G 0.009936 0.002234 0 0.01217 28 640: 19%|█▉ | 9/47 [00:14<01:16, 2.01s/it] 257/299 3.12G 0.009936 0.002234 0 0.01217 28 640: 21%|██▏ | 10/47 [00:14<00:53, 1.44s/it] 257/299 3.12G 0.01004 0.002231 0 0.01228 29 640: 21%|██▏ | 10/47 [00:15<00:53, 1.44s/it] 257/299 3.12G 0.01004 0.002231 0 0.01228 29 640: 23%|██▎ | 11/47 [00:15<00:37, 1.03s/it] 257/299 3.12G 0.009955 0.002224 0 0.01218 34 640: 23%|██▎ | 11/47 [00:15<00:37, 1.03s/it] 257/299 3.12G 0.009955 0.002224 0 0.01218 34 640: 26%|██▌ | 12/47 [00:15<00:32, 1.09it/s] 257/299 3.12G 0.009902 0.002243 0 0.01215 33 640: 26%|██▌ | 12/47 [00:15<00:32, 1.09it/s] 257/299 3.12G 0.009902 0.002243 0 0.01215 33 640: 28%|██▊ | 13/47 [00:15<00:22, 1.48it/s] 257/299 3.12G 0.009941 0.002297 0 0.01224 34 640: 28%|██▊ | 13/47 [00:16<00:22, 1.48it/s] 257/299 3.12G 0.009941 0.002297 0 0.01224 34 640: 30%|██▉ | 14/47 [00:16<00:16, 1.95it/s] 257/299 3.12G 0.009902 0.002309 0 0.01221 31 640: 30%|██▉ | 14/47 [00:18<00:16, 1.95it/s] 257/299 3.12G 0.009902 0.002309 0 0.01221 31 640: 32%|███▏ | 15/47 [00:18<00:40, 1.25s/it] 257/299 3.12G 0.009834 0.00235 0 0.01218
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.752
0%| | 0/47 [00:00<?, ?it/s] 258/299 3.12G 0.008291 0.001393 0 0.009683 20 640: 0%| | 0/47 [00:00<?, ?it/s] 258/299 3.12G 0.008291 0.001393 0 0.009683 20 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 258/299 3.12G 0.009242 0.001618 0 0.01086 25 640: 2%|▏ | 1/47 [00:09<00:05, 8.57it/s] 258/299 3.12G 0.009242 0.001618 0 0.01086 25 640: 4%|▍ | 2/47 [00:09<04:08, 5.51s/it] 258/299 3.12G 0.009173 0.001919 0 0.01109 25 640: 4%|▍ | 2/47 [00:09<04:08, 5.51s/it] 258/299 3.12G 0.009173 0.001919 0 0.01109 25 640: 6%|▋ | 3/47 [00:09<02:14, 3.06s/it] 258/299 3.12G 0.008889 0.001921 0 0.01081 34 640: 6%|▋ | 3/47 [00:09<02:14, 3.06s/it] 258/299 3.12G 0.008889 0.001921 0 0.01081 34 640: 9%|▊ | 4/47 [00:09<01:21, 1.90s/it] 258/299 3.12G 0.009614 0.002144 0 0.01176 27 640: 9%|▊ | 4/47 [00:09<01:21, 1.90s/it] 258/299 3.12G 0.009614 0.002144 0 0.01176 27 640: 11%|█ | 5/47 [00:09<00:52, 1.25s/it] 258/299 3.12G 0.009402 0.002229 0 0.01163 34 640: 11%|█ | 5/47 [00:09<00:52, 1.25s/it] 258/299 3.12G 0.009402 0.002229 0 0.01163 34 640: 13%|█▎ | 6/47 [00:09<00:35, 1.15it/s] 258/299 3.12G 0.00923 0.00217 0 0.0114 24 640: 13%|█▎ | 6/47 [00:10<00:35, 1.15it/s] 258/299 3.12G 0.00923 0.00217 0 0.0114 24 640: 15%|█▍ | 7/47 [00:10<00:25, 1.59it/s] 258/299 3.12G 0.009343 0.002179 0 0.01152 34 640: 15%|█▍ | 7/47 [00:10<00:25, 1.59it/s] 258/299 3.12G 0.009343 0.002179 0 0.01152 34 640: 17%|█▋ | 8/47 [00:10<00:18, 2.15it/s] 258/299 3.12G 0.009316 0.002216 0 0.01153 37 640: 17%|█▋ | 8/47 [00:10<00:18, 2.15it/s] 258/299 3.12G 0.009316 0.002216 0 0.01153 37 640: 19%|█▉ | 9/47 [00:10<00:13, 2.82it/s] 258/299 3.12G 0.009389 0.002208 0 0.0116 23 640: 19%|█▉ | 9/47 [00:18<00:13, 2.82it/s] 258/299 3.12G 0.009389 0.002208 0 0.0116 23 640: 21%|██▏ | 10/47 [00:18<01:37, 2.64s/it] 258/299 3.12G 0.009547 0.002203 0 0.01175 30 640: 21%|██▏ | 10/47 [00:18<01:37, 2.64s/it] 258/299 3.12G 0.009547 0.002203 0 0.01175 30 640: 23%|██▎ | 11/47 [00:18<01:07, 1.88s/it] 258/299 3.12G 0.009569 0.002238 0 0.01181 28 640: 23%|██▎ | 11/47 [00:18<01:07, 1.88s/it] 258/299 3.12G 0.009569 0.002238 0 0.01181 28 640: 26%|██▌ | 12/47 [00:18<00:47, 1.34s/it] 258/299 3.12G 0.009584 0.002232 0 0.01182 31 640: 26%|██▌ | 12/47 [00:18<00:47, 1.34s/it] 258/299 3.12G 0.009584 0.002232 0 0.01182 31 640: 28%|██▊ | 13/47 [00:18<00:32, 1.03it/s] 258/299 3.12G 0.009599 0.002264 0 0.01186 31 640: 28%|██▊ | 13/47 [00:18<00:32, 1.03it/s] 258/299 3.12G 0.009599 0.002264 0 0.01186 31 640: 30%|██▉ | 14/47 [00:18<00:23, 1.41it/s] 258/299 3.12G 0.00963 0.002251 0 0.01188 29 640: 30%|██▉ | 14/47 [00:18<00:23, 1.41it/s] 258/299 3.12G 0.00963 0.002251 0 0.01188 29 640: 32%|███▏ | 15/47 [00:18<00:17, 1.85it/s] 258/299 3.12G 0.009563 0.002236 0 0.0118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.764
0%| | 0/47 [00:00<?, ?it/s] 259/299 3.12G 0.008573 0.001977 0 0.01055 27 640: 0%| | 0/47 [00:00<?, ?it/s] 259/299 3.12G 0.008573 0.001977 0 0.01055 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 259/299 3.12G 0.009984 0.002395 0 0.01238 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 259/299 3.12G 0.009984 0.002395 0 0.01238 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 259/299 3.12G 0.01035 0.002366 0 0.01271 22 640: 4%|▍ | 2/47 [00:10<00:05, 8.80it/s] 259/299 3.12G 0.01035 0.002366 0 0.01271 22 640: 6%|▋ | 3/47 [00:10<03:21, 4.58s/it] 259/299 3.12G 0.009896 0.002315 0 0.01221 35 640: 6%|▋ | 3/47 [00:10<03:21, 4.58s/it] 259/299 3.12G 0.009896 0.002315 0 0.01221 35 640: 9%|▊ | 4/47 [00:10<02:01, 2.82s/it] 259/299 3.12G 0.0103 0.00248 0 0.01278 38 640: 9%|▊ | 4/47 [00:10<02:01, 2.82s/it] 259/299 3.12G 0.0103 0.00248 0 0.01278 38 640: 11%|█ | 5/47 [00:10<01:17, 1.85s/it] 259/299 3.12G 0.01015 0.002578 0 0.01273 44 640: 11%|█ | 5/47 [00:10<01:17, 1.85s/it] 259/299 3.12G 0.01015 0.002578 0 0.01273 44 640: 13%|█▎ | 6/47 [00:10<00:51, 1.26s/it] 259/299 3.12G 0.009909 0.002446 0 0.01236 25 640: 13%|█▎ | 6/47 [00:10<00:51, 1.26s/it] 259/299 3.12G 0.009909 0.002446 0 0.01236 25 640: 15%|█▍ | 7/47 [00:10<00:35, 1.14it/s] 259/299 3.12G 0.01001 0.002445 0 0.01246 33 640: 15%|█▍ | 7/47 [00:10<00:35, 1.14it/s] 259/299 3.12G 0.01001 0.002445 0 0.01246 33 640: 17%|█▋ | 8/47 [00:10<00:25, 1.56it/s] 259/299 3.12G 0.009976 0.002429 0 0.0124 33 640: 17%|█▋ | 8/47 [00:10<00:25, 1.56it/s] 259/299 3.12G 0.009976 0.002429 0 0.0124 33 640: 19%|█▉ | 9/47 [00:10<00:18, 2.10it/s] 259/299 3.12G 0.01008 0.002372 0 0.01246 22 640: 19%|█▉ | 9/47 [00:10<00:18, 2.10it/s] 259/299 3.12G 0.01008 0.002372 0 0.01246 22 640: 21%|██▏ | 10/47 [00:10<00:13, 2.75it/s] 259/299 3.12G 0.01011 0.002342 0 0.01245 31 640: 21%|██▏ | 10/47 [00:18<00:13, 2.75it/s] 259/299 3.12G 0.01011 0.002342 0 0.01245 31 640: 23%|██▎ | 11/47 [00:18<01:32, 2.57s/it] 259/299 3.12G 0.01042 0.002446 0 0.01287 37 640: 23%|██▎ | 11/47 [00:18<01:32, 2.57s/it] 259/299 3.12G 0.01042 0.002446 0 0.01287 37 640: 26%|██▌ | 12/47 [00:18<01:04, 1.84s/it] 259/299 3.12G 0.01029 0.002395 0 0.01269 22 640: 26%|██▌ | 12/47 [00:18<01:04, 1.84s/it] 259/299 3.12G 0.01029 0.002395 0 0.01269 22 640: 28%|██▊ | 13/47 [00:18<00:44, 1.31s/it] 259/299 3.12G 0.01019 0.00236 0 0.01255 29 640: 28%|██▊ | 13/47 [00:18<00:44, 1.31s/it] 259/299 3.12G 0.01019 0.00236 0 0.01255 29 640: 30%|██▉ | 14/47 [00:18<00:31, 1.05it/s] 259/299 3.12G 0.01015 0.00236 0 0.01251 33 640: 30%|██▉ | 14/47 [00:19<00:31, 1.05it/s] 259/299 3.12G 0.01015 0.00236 0 0.01251 33 640: 32%|███▏ | 15/47 [00:19<00:22, 1.43it/s] 259/299 3.12G 0.01024 0.002375 0 0.01261
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.12it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.10it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.24it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.19it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.993 0.76
0%| | 0/47 [00:00<?, ?it/s] 260/299 3.12G 0.01012 0.001774 0 0.01189 21 640: 0%| | 0/47 [00:00<?, ?it/s] 260/299 3.12G 0.01012 0.001774 0 0.01189 21 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 260/299 3.12G 0.01015 0.001843 0 0.01199 24 640: 2%|▏ | 1/47 [00:00<00:06, 6.92it/s] 260/299 3.12G 0.01015 0.001843 0 0.01199 24 640: 4%|▍ | 2/47 [00:00<00:05, 7.97it/s] 260/299 3.12G 0.01059 0.001792 0 0.01239 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.97it/s] 260/299 3.12G 0.01059 0.001792 0 0.01239 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.38it/s] 260/299 3.12G 0.01038 0.001808 0 0.01218 30 640: 6%|▋ | 3/47 [00:07<00:05, 8.38it/s] 260/299 3.12G 0.01038 0.001808 0 0.01218 30 640: 9%|▊ | 4/47 [00:07<02:04, 2.90s/it] 260/299 3.12G 0.009975 0.001866 0 0.01184 32 640: 9%|▊ | 4/47 [00:07<02:04, 2.90s/it] 260/299 3.12G 0.009975 0.001866 0 0.01184 32 640: 11%|█ | 5/47 [00:07<01:20, 1.91s/it] 260/299 3.12G 0.009732 0.001945 0 0.01168 28 640: 11%|█ | 5/47 [00:07<01:20, 1.91s/it] 260/299 3.12G 0.009732 0.001945 0 0.01168 28 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 260/299 3.12G 0.01001 0.002017 0 0.01203 32 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 260/299 3.12G 0.01001 0.002017 0 0.01203 32 640: 15%|█▍ | 7/47 [00:07<00:36, 1.10it/s] 260/299 3.12G 0.009862 0.002086 0 0.01195 28 640: 15%|█▍ | 7/47 [00:08<00:36, 1.10it/s] 260/299 3.12G 0.009862 0.002086 0 0.01195 28 640: 17%|█▋ | 8/47 [00:08<00:25, 1.52it/s] 260/299 3.12G 0.009697 0.002125 0 0.01182 32 640: 17%|█▋ | 8/47 [00:08<00:25, 1.52it/s] 260/299 3.12G 0.009697 0.002125 0 0.01182 32 640: 19%|█▉ | 9/47 [00:08<00:18, 2.02it/s] 260/299 3.12G 0.009791 0.002153 0 0.01194 37 640: 19%|█▉ | 9/47 [00:08<00:18, 2.02it/s] 260/299 3.12G 0.009791 0.002153 0 0.01194 37 640: 21%|██▏ | 10/47 [00:08<00:13, 2.65it/s] 260/299 3.12G 0.01006 0.002167 0 0.01223 30 640: 21%|██▏ | 10/47 [00:08<00:13, 2.65it/s] 260/299 3.12G 0.01006 0.002167 0 0.01223 30 640: 23%|██▎ | 11/47 [00:08<00:10, 3.38it/s] 260/299 3.12G 0.01018 0.00224 0 0.01242 40 640: 23%|██▎ | 11/47 [00:16<00:10, 3.38it/s] 260/299 3.12G 0.01018 0.00224 0 0.01242 40 640: 26%|██▌ | 12/47 [00:16<01:29, 2.57s/it] 260/299 3.12G 0.01038 0.002326 0 0.01271 41 640: 26%|██▌ | 12/47 [00:16<01:29, 2.57s/it] 260/299 3.12G 0.01038 0.002326 0 0.01271 41 640: 28%|██▊ | 13/47 [00:16<01:02, 1.83s/it] 260/299 3.12G 0.01038 0.002321 0 0.0127 32 640: 28%|██▊ | 13/47 [00:16<01:02, 1.83s/it] 260/299 3.12G 0.01038 0.002321 0 0.0127 32 640: 30%|██▉ | 14/47 [00:16<00:43, 1.31s/it] 260/299 3.12G 0.01033 0.002311 0 0.01264 37 640: 30%|██▉ | 14/47 [00:16<00:43, 1.31s/it] 260/299 3.12G 0.01033 0.002311 0 0.01264 37 640: 32%|███▏ | 15/47 [00:16<00:30, 1.05it/s] 260/299 3.12G 0.01026 0.002291 0 0.01255
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.991 0.993 0.756
0%| | 0/47 [00:00<?, ?it/s] 261/299 3.12G 0.009115 0.003225 0 0.01234 40 640: 0%| | 0/47 [00:00<?, ?it/s] 261/299 3.12G 0.009115 0.003225 0 0.01234 40 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 261/299 3.12G 0.01049 0.003046 0 0.01354 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 261/299 3.12G 0.01049 0.003046 0 0.01354 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 261/299 3.12G 0.00993 0.002518 0 0.01245 20 640: 4%|▍ | 2/47 [00:00<00:05, 7.62it/s] 261/299 3.12G 0.00993 0.002518 0 0.01245 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 261/299 3.12G 0.01028 0.002511 0 0.01279 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.16it/s] 261/299 3.12G 0.01028 0.002511 0 0.01279 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.42it/s] 261/299 3.12G 0.01019 0.00255 0 0.01274 33 640: 9%|▊ | 4/47 [00:09<00:05, 8.42it/s] 261/299 3.12G 0.01019 0.00255 0 0.01274 33 640: 11%|█ | 5/47 [00:09<02:24, 3.43s/it] 261/299 3.12G 0.009913 0.002599 0 0.01251 31 640: 11%|█ | 5/47 [00:09<02:24, 3.43s/it] 261/299 3.12G 0.009913 0.002599 0 0.01251 31 640: 13%|█▎ | 6/47 [00:09<01:34, 2.31s/it] 261/299 3.12G 0.009858 0.002494 0 0.01235 22 640: 13%|█▎ | 6/47 [00:10<01:34, 2.31s/it] 261/299 3.12G 0.009858 0.002494 0 0.01235 22 640: 15%|█▍ | 7/47 [00:10<01:03, 1.59s/it] 261/299 3.12G 0.0099 0.002502 0 0.0124 34 640: 15%|█▍ | 7/47 [00:10<01:03, 1.59s/it] 261/299 3.12G 0.0099 0.002502 0 0.0124 34 640: 17%|█▋ | 8/47 [00:10<00:43, 1.12s/it] 261/299 3.12G 0.009931 0.002514 0 0.01245 32 640: 17%|█▋ | 8/47 [00:10<00:43, 1.12s/it] 261/299 3.12G 0.009931 0.002514 0 0.01245 32 640: 19%|█▉ | 9/47 [00:10<00:30, 1.24it/s] 261/299 3.12G 0.009998 0.002492 0 0.01249 29 640: 19%|█▉ | 9/47 [00:10<00:30, 1.24it/s] 261/299 3.12G 0.009998 0.002492 0 0.01249 29 640: 21%|██▏ | 10/47 [00:10<00:22, 1.66it/s] 261/299 3.12G 0.01012 0.002486 0 0.01261 30 640: 21%|██▏ | 10/47 [00:10<00:22, 1.66it/s] 261/299 3.12G 0.01012 0.002486 0 0.01261 30 640: 23%|██▎ | 11/47 [00:10<00:16, 2.21it/s] 261/299 3.12G 0.009983 0.002488 0 0.01247 32 640: 23%|██▎ | 11/47 [00:10<00:16, 2.21it/s] 261/299 3.12G 0.009983 0.002488 0 0.01247 32 640: 26%|██▌ | 12/47 [00:10<00:12, 2.87it/s] 261/299 3.12G 0.01006 0.002534 0 0.0126 35 640: 26%|██▌ | 12/47 [00:18<00:12, 2.87it/s] 261/299 3.12G 0.01006 0.002534 0 0.0126 35 640: 28%|██▊ | 13/47 [00:18<01:27, 2.57s/it] 261/299 3.12G 0.009985 0.002515 0 0.0125 31 640: 28%|██▊ | 13/47 [00:18<01:27, 2.57s/it] 261/299 3.12G 0.009985 0.002515 0 0.0125 31 640: 30%|██▉ | 14/47 [00:18<01:00, 1.84s/it] 261/299 3.12G 0.00986 0.00249 0 0.01235 36 640: 30%|██▉ | 14/47 [00:18<01:00, 1.84s/it] 261/299 3.12G 0.00986 0.00249 0 0.01235 36 640: 32%|███▏ | 15/47 [00:18<00:42, 1.32s/it] 261/299 3.12G 0.00982 0.002478 0 0.0123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 7.93it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.18it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.02it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.12it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.99 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 262/299 3.12G 0.01318 0.002372 0 0.01555 27 640: 0%| | 0/47 [00:00<?, ?it/s] 262/299 3.12G 0.01318 0.002372 0 0.01555 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.44it/s] 262/299 3.12G 0.01146 0.002347 0 0.01381 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.44it/s] 262/299 3.12G 0.01146 0.002347 0 0.01381 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.68it/s] 262/299 3.12G 0.01081 0.002195 0 0.013 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.68it/s] 262/299 3.12G 0.01081 0.002195 0 0.013 34 640: 6%|▋ | 3/47 [00:00<00:05, 7.78it/s] 262/299 3.12G 0.01061 0.002309 0 0.01292 34 640: 6%|▋ | 3/47 [00:00<00:05, 7.78it/s] 262/299 3.12G 0.01061 0.002309 0 0.01292 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.18it/s] 262/299 3.12G 0.01027 0.002331 0 0.0126 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.18it/s] 262/299 3.12G 0.01027 0.002331 0 0.0126 31 640: 11%|█ | 5/47 [00:00<00:04, 8.41it/s] 262/299 3.12G 0.0107 0.002283 0 0.01298 32 640: 11%|█ | 5/47 [00:10<00:04, 8.41it/s] 262/299 3.12G 0.0107 0.002283 0 0.01298 32 640: 13%|█▎ | 6/47 [00:10<02:20, 3.42s/it] 262/299 3.12G 0.01062 0.0023 0 0.01292 30 640: 13%|█▎ | 6/47 [00:10<02:20, 3.42s/it] 262/299 3.12G 0.01062 0.0023 0 0.01292 30 640: 15%|█▍ | 7/47 [00:10<01:33, 2.35s/it] 262/299 3.12G 0.01088 0.00241 0 0.01329 36 640: 15%|█▍ | 7/47 [00:10<01:33, 2.35s/it] 262/299 3.12G 0.01088 0.00241 0 0.01329 36 640: 17%|█▋ | 8/47 [00:10<01:03, 1.64s/it] 262/299 3.12G 0.01079 0.002339 0 0.01313 24 640: 17%|█▋ | 8/47 [00:10<01:03, 1.64s/it] 262/299 3.12G 0.01079 0.002339 0 0.01313 24 640: 19%|█▉ | 9/47 [00:10<00:43, 1.16s/it] 262/299 3.12G 0.01065 0.002234 0 0.01288 18 640: 19%|█▉ | 9/47 [00:10<00:43, 1.16s/it] 262/299 3.12G 0.01065 0.002234 0 0.01288 18 640: 21%|██▏ | 10/47 [00:10<00:30, 1.20it/s] 262/299 3.12G 0.01067 0.002231 0 0.0129 32 640: 21%|██▏ | 10/47 [00:11<00:30, 1.20it/s] 262/299 3.12G 0.01067 0.002231 0 0.0129 32 640: 23%|██▎ | 11/47 [00:11<00:22, 1.61it/s] 262/299 3.12G 0.01058 0.002235 0 0.01281 32 640: 23%|██▎ | 11/47 [00:11<00:22, 1.61it/s] 262/299 3.12G 0.01058 0.002235 0 0.01281 32 640: 26%|██▌ | 12/47 [00:11<00:16, 2.15it/s] 262/299 3.12G 0.01044 0.00225 0 0.01269 27 640: 26%|██▌ | 12/47 [00:11<00:16, 2.15it/s] 262/299 3.12G 0.01044 0.00225 0 0.01269 27 640: 28%|██▊ | 13/47 [00:11<00:12, 2.80it/s] 262/299 3.12G 0.0104 0.002261 0 0.01266 31 640: 28%|██▊ | 13/47 [00:18<00:12, 2.80it/s] 262/299 3.12G 0.0104 0.002261 0 0.01266 31 640: 30%|██▉ | 14/47 [00:18<01:23, 2.52s/it] 262/299 3.12G 0.01025 0.002321 0 0.01258 40 640: 30%|██▉ | 14/47 [00:18<01:23, 2.52s/it] 262/299 3.12G 0.01025 0.002321 0 0.01258 40 640: 32%|███▏ | 15/47 [00:18<00:57, 1.81s/it] 262/299 3.12G 0.01011 0.002304 0 0.01242
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.973 0.982 0.992 0.757
0%| | 0/47 [00:00<?, ?it/s] 263/299 3.12G 0.01078 0.002404 0 0.01318 33 640: 0%| | 0/47 [00:00<?, ?it/s] 263/299 3.12G 0.01078 0.002404 0 0.01318 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.97it/s] 263/299 3.12G 0.01024 0.002554 0 0.0128 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.97it/s] 263/299 3.12G 0.01024 0.002554 0 0.0128 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.93it/s] 263/299 3.12G 0.01029 0.002616 0 0.01291 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.93it/s] 263/299 3.12G 0.01029 0.002616 0 0.01291 31 640: 6%|▋ | 3/47 [00:00<00:04, 8.90it/s] 263/299 3.12G 0.01 0.002662 0 0.01267 41 640: 6%|▋ | 3/47 [00:00<00:04, 8.90it/s] 263/299 3.12G 0.01 0.002662 0 0.01267 41 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 263/299 3.12G 0.01004 0.00267 0 0.01271 34 640: 9%|▊ | 4/47 [00:00<00:05, 8.04it/s] 263/299 3.12G 0.01004 0.00267 0 0.01271 34 640: 11%|█ | 5/47 [00:00<00:05, 8.33it/s] 263/299 3.12G 0.009711 0.002542 0 0.01225 28 640: 11%|█ | 5/47 [00:00<00:05, 8.33it/s] 263/299 3.12G 0.009711 0.002542 0 0.01225 28 640: 13%|█▎ | 6/47 [00:00<00:04, 8.49it/s] 263/299 3.12G 0.009619 0.00258 0 0.0122 27 640: 13%|█▎ | 6/47 [00:07<00:04, 8.49it/s] 263/299 3.12G 0.009619 0.00258 0 0.0122 27 640: 15%|█▍ | 7/47 [00:07<01:38, 2.46s/it] 263/299 3.12G 0.009588 0.002581 0 0.01217 39 640: 15%|█▍ | 7/47 [00:08<01:38, 2.46s/it] 263/299 3.12G 0.009588 0.002581 0 0.01217 39 640: 17%|█▋ | 8/47 [00:08<01:07, 1.72s/it] 263/299 3.12G 0.009568 0.00262 0 0.01219 40 640: 17%|█▋ | 8/47 [00:08<01:07, 1.72s/it] 263/299 3.12G 0.009568 0.00262 0 0.01219 40 640: 19%|█▉ | 9/47 [00:08<00:46, 1.22s/it] 263/299 3.12G 0.009547 0.002597 0 0.01214 39 640: 19%|█▉ | 9/47 [00:08<00:46, 1.22s/it] 263/299 3.12G 0.009547 0.002597 0 0.01214 39 640: 21%|██▏ | 10/47 [00:08<00:32, 1.14it/s] 263/299 3.12G 0.009622 0.002622 0 0.01224 41 640: 21%|██▏ | 10/47 [00:08<00:32, 1.14it/s] 263/299 3.12G 0.009622 0.002622 0 0.01224 41 640: 23%|██▎ | 11/47 [00:08<00:23, 1.56it/s] 263/299 3.12G 0.009736 0.002709 0 0.01244 34 640: 23%|██▎ | 11/47 [00:08<00:23, 1.56it/s] 263/299 3.12G 0.009736 0.002709 0 0.01244 34 640: 26%|██▌ | 12/47 [00:08<00:17, 2.04it/s] 263/299 3.12G 0.00963 0.002646 0 0.01228 29 640: 26%|██▌ | 12/47 [00:08<00:17, 2.04it/s] 263/299 3.12G 0.00963 0.002646 0 0.01228 29 640: 28%|██▊ | 13/47 [00:08<00:12, 2.66it/s] 263/299 3.12G 0.009629 0.002623 0 0.01225 34 640: 28%|██▊ | 13/47 [00:08<00:12, 2.66it/s] 263/299 3.12G 0.009629 0.002623 0 0.01225 34 640: 30%|██▉ | 14/47 [00:08<00:09, 3.37it/s] 263/299 3.12G 0.009539 0.002594 0 0.01213 33 640: 30%|██▉ | 14/47 [00:16<00:09, 3.37it/s] 263/299 3.12G 0.009539 0.002594 0 0.01213 33 640: 32%|███▏ | 15/47 [00:16<01:19, 2.50s/it] 263/299 3.12G 0.009561 0.00261 0 0.01217
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.22it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.39it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.53it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.754
0%| | 0/47 [00:00<?, ?it/s] 264/299 3.12G 0.009422 0.001935 0 0.01136 23 640: 0%| | 0/47 [00:00<?, ?it/s] 264/299 3.12G 0.009422 0.001935 0 0.01136 23 640: 2%|▏ | 1/47 [00:00<00:06, 6.68it/s] 264/299 3.12G 0.009393 0.001763 0 0.01116 22 640: 2%|▏ | 1/47 [00:00<00:06, 6.68it/s] 264/299 3.12G 0.009393 0.001763 0 0.01116 22 640: 4%|▍ | 2/47 [00:00<00:05, 7.81it/s] 264/299 3.12G 0.009233 0.002005 0 0.01124 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.81it/s] 264/299 3.12G 0.009233 0.002005 0 0.01124 34 640: 6%|▋ | 3/47 [00:00<00:05, 8.26it/s] 264/299 3.12G 0.01002 0.002118 0 0.01213 28 640: 6%|▋ | 3/47 [00:01<00:05, 8.26it/s] 264/299 3.12G 0.01002 0.002118 0 0.01213 28 640: 9%|▊ | 4/47 [00:01<00:19, 2.16it/s] 264/299 3.12G 0.01038 0.002294 0 0.01268 40 640: 9%|▊ | 4/47 [00:03<00:19, 2.16it/s] 264/299 3.12G 0.01038 0.002294 0 0.01268 40 640: 11%|█ | 5/47 [00:03<00:43, 1.03s/it] 264/299 3.12G 0.01035 0.002286 0 0.01264 28 640: 11%|█ | 5/47 [00:03<00:43, 1.03s/it] 264/299 3.12G 0.01035 0.002286 0 0.01264 28 640: 13%|█▎ | 6/47 [00:03<00:29, 1.39it/s] 264/299 3.12G 0.01012 0.002185 0 0.0123 29 640: 13%|█▎ | 6/47 [00:03<00:29, 1.39it/s] 264/299 3.12G 0.01012 0.002185 0 0.0123 29 640: 15%|█▍ | 7/47 [00:03<00:20, 1.92it/s] 264/299 3.12G 0.01019 0.002201 0 0.01239 32 640: 15%|█▍ | 7/47 [00:08<00:20, 1.92it/s] 264/299 3.12G 0.01019 0.002201 0 0.01239 32 640: 17%|█▋ | 8/47 [00:08<01:12, 1.85s/it] 264/299 3.12G 0.009895 0.002126 0 0.01202 22 640: 17%|█▋ | 8/47 [00:08<01:12, 1.85s/it] 264/299 3.12G 0.009895 0.002126 0 0.01202 22 640: 19%|█▉ | 9/47 [00:08<00:50, 1.32s/it] 264/299 3.12G 0.009746 0.002139 0 0.01188 30 640: 19%|█▉ | 9/47 [00:08<00:50, 1.32s/it] 264/299 3.12G 0.009746 0.002139 0 0.01188 30 640: 21%|██▏ | 10/47 [00:08<00:36, 1.03it/s] 264/299 3.12G 0.009803 0.002192 0 0.012 33 640: 21%|██▏ | 10/47 [00:09<00:36, 1.03it/s] 264/299 3.12G 0.009803 0.002192 0 0.012 33 640: 23%|██▎ | 11/47 [00:09<00:34, 1.04it/s] 264/299 3.12G 0.009971 0.002221 0 0.01219 30 640: 23%|██▎ | 11/47 [00:10<00:34, 1.04it/s] 264/299 3.12G 0.009971 0.002221 0 0.01219 30 640: 26%|██▌ | 12/47 [00:10<00:29, 1.19it/s] 264/299 3.12G 0.009817 0.002248 0 0.01207 29 640: 26%|██▌ | 12/47 [00:13<00:29, 1.19it/s] 264/299 3.12G 0.009817 0.002248 0 0.01207 29 640: 28%|██▊ | 13/47 [00:13<00:55, 1.63s/it] 264/299 3.12G 0.009684 0.002208 0 0.01189 25 640: 28%|██▊ | 13/47 [00:13<00:55, 1.63s/it] 264/299 3.12G 0.009684 0.002208 0 0.01189 25 640: 30%|██▉ | 14/47 [00:13<00:38, 1.17s/it] 264/299 3.12G 0.00957 0.002199 0 0.01177 26 640: 30%|██▉ | 14/47 [00:13<00:38, 1.17s/it] 264/299 3.12G 0.00957 0.002199 0 0.01177 26 640: 32%|███▏ | 15/47 [00:13<00:27, 1.17it/s] 264/299 3.12G 0.009548 0.002191 0 0.01174
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.759
0%| | 0/47 [00:00<?, ?it/s] 265/299 3.12G 0.01242 0.001893 0 0.01431 26 640: 0%| | 0/47 [00:05<?, ?it/s] 265/299 3.12G 0.01242 0.001893 0 0.01431 26 640: 2%|▏ | 1/47 [00:05<03:54, 5.10s/it] 265/299 3.12G 0.01077 0.001655 0 0.01242 22 640: 2%|▏ | 1/47 [00:05<03:54, 5.10s/it] 265/299 3.12G 0.01077 0.001655 0 0.01242 22 640: 4%|▍ | 2/47 [00:05<01:38, 2.19s/it] 265/299 3.12G 0.009654 0.001865 0 0.01152 31 640: 4%|▍ | 2/47 [00:05<01:38, 2.19s/it] 265/299 3.12G 0.009654 0.001865 0 0.01152 31 640: 6%|▋ | 3/47 [00:05<00:54, 1.24s/it] 265/299 3.12G 0.009202 0.001858 0 0.01106 23 640: 6%|▋ | 3/47 [00:05<00:54, 1.24s/it] 265/299 3.12G 0.009202 0.001858 0 0.01106 23 640: 9%|▊ | 4/47 [00:05<00:34, 1.25it/s] 265/299 3.12G 0.009489 0.002067 0 0.01156 32 640: 9%|▊ | 4/47 [00:05<00:34, 1.25it/s] 265/299 3.12G 0.009489 0.002067 0 0.01156 32 640: 11%|█ | 5/47 [00:05<00:23, 1.81it/s] 265/299 3.12G 0.009594 0.002048 0 0.01164 33 640: 11%|█ | 5/47 [00:07<00:23, 1.81it/s] 265/299 3.12G 0.009594 0.002048 0 0.01164 33 640: 13%|█▎ | 6/47 [00:07<00:46, 1.14s/it] 265/299 3.12G 0.009495 0.002033 0 0.01153 28 640: 13%|█▎ | 6/47 [00:08<00:46, 1.14s/it] 265/299 3.12G 0.009495 0.002033 0 0.01153 28 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 265/299 3.12G 0.0094 0.002041 0 0.01144 32 640: 15%|█▍ | 7/47 [00:08<00:32, 1.24it/s] 265/299 3.12G 0.0094 0.002041 0 0.01144 32 640: 17%|█▋ | 8/47 [00:08<00:22, 1.70it/s] 265/299 3.12G 0.00917 0.001988 0 0.01116 19 640: 17%|█▋ | 8/47 [00:14<00:22, 1.70it/s] 265/299 3.12G 0.00917 0.001988 0 0.01116 19 640: 19%|█▉ | 9/47 [00:14<01:31, 2.40s/it] 265/299 3.12G 0.009187 0.002023 0 0.01121 29 640: 19%|█▉ | 9/47 [00:14<01:31, 2.40s/it] 265/299 3.12G 0.009187 0.002023 0 0.01121 29 640: 21%|██▏ | 10/47 [00:14<01:03, 1.71s/it] 265/299 3.12G 0.009639 0.002071 0 0.01171 24 640: 21%|██▏ | 10/47 [00:14<01:03, 1.71s/it] 265/299 3.12G 0.009639 0.002071 0 0.01171 24 640: 23%|██▎ | 11/47 [00:14<00:43, 1.22s/it] 265/299 3.12G 0.009698 0.00215 0 0.01185 27 640: 23%|██▎ | 11/47 [00:15<00:43, 1.22s/it] 265/299 3.12G 0.009698 0.00215 0 0.01185 27 640: 26%|██▌ | 12/47 [00:15<00:32, 1.09it/s] 265/299 3.12G 0.009782 0.002129 0 0.01191 28 640: 26%|██▌ | 12/47 [00:15<00:32, 1.09it/s] 265/299 3.12G 0.009782 0.002129 0 0.01191 28 640: 28%|██▊ | 13/47 [00:15<00:22, 1.48it/s] 265/299 3.12G 0.009796 0.002145 0 0.01194 32 640: 28%|██▊ | 13/47 [00:16<00:22, 1.48it/s] 265/299 3.12G 0.009796 0.002145 0 0.01194 32 640: 30%|██▉ | 14/47 [00:16<00:29, 1.11it/s] 265/299 3.12G 0.00969 0.002214 0 0.0119 46 640: 30%|██▉ | 14/47 [00:16<00:29, 1.11it/s] 265/299 3.12G 0.00969 0.002214 0 0.0119 46 640: 32%|███▏ | 15/47 [00:16<00:21, 1.51it/s] 265/299 3.12G 0.009787 0.002217 0 0.012
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.992 0.748
0%| | 0/47 [00:00<?, ?it/s] 266/299 3.12G 0.00775 0.002219 0 0.009969 29 640: 0%| | 0/47 [00:00<?, ?it/s] 266/299 3.12G 0.00775 0.002219 0 0.009969 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 266/299 3.12G 0.008252 0.002032 0 0.01028 27 640: 2%|▏ | 1/47 [00:04<00:05, 8.63it/s] 266/299 3.12G 0.008252 0.002032 0 0.01028 27 640: 4%|▍ | 2/47 [00:04<02:03, 2.73s/it] 266/299 3.12G 0.008602 0.001994 0 0.0106 33 640: 4%|▍ | 2/47 [00:04<02:03, 2.73s/it] 266/299 3.12G 0.008602 0.001994 0 0.0106 33 640: 6%|▋ | 3/47 [00:04<01:08, 1.56s/it] 266/299 3.12G 0.008784 0.002078 0 0.01086 27 640: 6%|▋ | 3/47 [00:04<01:08, 1.56s/it] 266/299 3.12G 0.008784 0.002078 0 0.01086 27 640: 9%|▊ | 4/47 [00:04<00:42, 1.01it/s] 266/299 3.12G 0.008697 0.002207 0 0.0109 29 640: 9%|▊ | 4/47 [00:06<00:42, 1.01it/s] 266/299 3.12G 0.008697 0.002207 0 0.0109 29 640: 11%|█ | 5/47 [00:06<00:47, 1.13s/it] 266/299 3.12G 0.008837 0.002454 0 0.01129 50 640: 11%|█ | 5/47 [00:06<00:47, 1.13s/it] 266/299 3.12G 0.008837 0.002454 0 0.01129 50 640: 13%|█▎ | 6/47 [00:06<00:32, 1.27it/s] 266/299 3.12G 0.009232 0.002403 0 0.01163 30 640: 13%|█▎ | 6/47 [00:07<00:32, 1.27it/s] 266/299 3.12G 0.009232 0.002403 0 0.01163 30 640: 15%|█▍ | 7/47 [00:07<00:37, 1.08it/s] 266/299 3.12G 0.00931 0.002387 0 0.0117 25 640: 15%|█▍ | 7/47 [00:07<00:37, 1.08it/s] 266/299 3.12G 0.00931 0.002387 0 0.0117 25 640: 17%|█▋ | 8/47 [00:07<00:26, 1.50it/s] 266/299 3.12G 0.009168 0.002347 0 0.01151 26 640: 17%|█▋ | 8/47 [00:07<00:26, 1.50it/s] 266/299 3.12G 0.009168 0.002347 0 0.01151 26 640: 19%|█▉ | 9/47 [00:07<00:18, 2.03it/s] 266/299 3.12G 0.009038 0.00231 0 0.01135 27 640: 19%|█▉ | 9/47 [00:13<00:18, 2.03it/s] 266/299 3.12G 0.009038 0.00231 0 0.01135 27 640: 21%|██▏ | 10/47 [00:13<01:12, 1.96s/it] 266/299 3.12G 0.009226 0.002321 0 0.01155 26 640: 21%|██▏ | 10/47 [00:13<01:12, 1.96s/it] 266/299 3.12G 0.009226 0.002321 0 0.01155 26 640: 23%|██▎ | 11/47 [00:13<00:50, 1.41s/it] 266/299 3.12G 0.009237 0.002313 0 0.01155 30 640: 23%|██▎ | 11/47 [00:13<00:50, 1.41s/it] 266/299 3.12G 0.009237 0.002313 0 0.01155 30 640: 26%|██▌ | 12/47 [00:13<00:35, 1.02s/it] 266/299 3.12G 0.00924 0.002344 0 0.01158 33 640: 26%|██▌ | 12/47 [00:15<00:35, 1.02s/it] 266/299 3.12G 0.00924 0.002344 0 0.01158 33 640: 28%|██▊ | 13/47 [00:15<00:44, 1.31s/it] 266/299 3.12G 0.009267 0.002305 0 0.01157 24 640: 28%|██▊ | 13/47 [00:15<00:44, 1.31s/it] 266/299 3.12G 0.009267 0.002305 0 0.01157 24 640: 30%|██▉ | 14/47 [00:15<00:31, 1.05it/s] 266/299 3.12G 0.009338 0.002319 0 0.01166 33 640: 30%|██▉ | 14/47 [00:16<00:31, 1.05it/s] 266/299 3.12G 0.009338 0.002319 0 0.01166 33 640: 32%|███▏ | 15/47 [00:16<00:27, 1.18it/s] 266/299 3.12G 0.009316 0.002274 0 0.01159
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.991 0.993 0.751
0%| | 0/47 [00:00<?, ?it/s] 267/299 3.12G 0.009241 0.001624 0 0.01087 25 640: 0%| | 0/47 [00:00<?, ?it/s] 267/299 3.12G 0.009241 0.001624 0 0.01087 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 267/299 3.12G 0.009144 0.001726 0 0.01087 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 267/299 3.12G 0.009144 0.001726 0 0.01087 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 267/299 3.12G 0.008966 0.0019 0 0.01087 32 640: 4%|▍ | 2/47 [00:05<00:05, 8.73it/s] 267/299 3.12G 0.008966 0.0019 0 0.01087 32 640: 6%|▋ | 3/47 [00:05<01:46, 2.42s/it] 267/299 3.12G 0.008846 0.001808 0 0.01065 21 640: 6%|▋ | 3/47 [00:05<01:46, 2.42s/it] 267/299 3.12G 0.008846 0.001808 0 0.01065 21 640: 9%|▊ | 4/47 [00:05<01:05, 1.52s/it] 267/299 3.12G 0.008644 0.001946 0 0.01059 32 640: 9%|▊ | 4/47 [00:05<01:05, 1.52s/it] 267/299 3.12G 0.008644 0.001946 0 0.01059 32 640: 11%|█ | 5/47 [00:05<00:42, 1.01s/it] 267/299 3.12G 0.00865 0.001946 0 0.0106 31 640: 11%|█ | 5/47 [00:09<00:42, 1.01s/it] 267/299 3.12G 0.00865 0.001946 0 0.0106 31 640: 13%|█▎ | 6/47 [00:09<01:25, 2.08s/it] 267/299 3.12G 0.008893 0.002009 0 0.0109 33 640: 13%|█▎ | 6/47 [00:09<01:25, 2.08s/it] 267/299 3.12G 0.008893 0.002009 0 0.0109 33 640: 15%|█▍ | 7/47 [00:09<00:57, 1.44s/it] 267/299 3.12G 0.008863 0.001995 0 0.01086 25 640: 15%|█▍ | 7/47 [00:10<00:57, 1.44s/it] 267/299 3.12G 0.008863 0.001995 0 0.01086 25 640: 17%|█▋ | 8/47 [00:10<00:39, 1.02s/it] 267/299 3.12G 0.009054 0.002055 0 0.01111 30 640: 17%|█▋ | 8/47 [00:10<00:39, 1.02s/it] 267/299 3.12G 0.009054 0.002055 0 0.01111 30 640: 19%|█▉ | 9/47 [00:10<00:28, 1.35it/s] 267/299 3.12G 0.008953 0.002086 0 0.01104 26 640: 19%|█▉ | 9/47 [00:10<00:28, 1.35it/s] 267/299 3.12G 0.008953 0.002086 0 0.01104 26 640: 21%|██▏ | 10/47 [00:10<00:20, 1.83it/s] 267/299 3.12G 0.009349 0.002139 0 0.01149 24 640: 21%|██▏ | 10/47 [00:13<00:20, 1.83it/s] 267/299 3.12G 0.009349 0.002139 0 0.01149 24 640: 23%|██▎ | 11/47 [00:13<00:53, 1.50s/it] 267/299 3.12G 0.009393 0.002254 0 0.01165 34 640: 23%|██▎ | 11/47 [00:14<00:53, 1.50s/it] 267/299 3.12G 0.009393 0.002254 0 0.01165 34 640: 26%|██▌ | 12/47 [00:14<00:38, 1.09s/it] 267/299 3.12G 0.009527 0.002299 0 0.01183 35 640: 26%|██▌ | 12/47 [00:14<00:38, 1.09s/it] 267/299 3.12G 0.009527 0.002299 0 0.01183 35 640: 28%|██▊ | 13/47 [00:14<00:31, 1.06it/s] 267/299 3.12G 0.009394 0.002235 0 0.01163 25 640: 28%|██▊ | 13/47 [00:18<00:31, 1.06it/s] 267/299 3.12G 0.009394 0.002235 0 0.01163 25 640: 30%|██▉ | 14/47 [00:18<00:57, 1.75s/it] 267/299 3.12G 0.009391 0.002208 0 0.0116 26 640: 30%|██▉ | 14/47 [00:18<00:57, 1.75s/it] 267/299 3.12G 0.009391 0.002208 0 0.0116 26 640: 32%|███▏ | 15/47 [00:18<00:40, 1.26s/it] 267/299 3.12G 0.009316 0.002224 0 0.01154
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.14it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 8.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.29it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 8.22it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.993 0.755
0%| | 0/47 [00:00<?, ?it/s] 268/299 3.12G 0.009317 0.002576 0 0.01189 30 640: 0%| | 0/47 [00:00<?, ?it/s] 268/299 3.12G 0.009317 0.002576 0 0.01189 30 640: 2%|▏ | 1/47 [00:00<00:06, 7.50it/s] 268/299 3.12G 0.009472 0.002548 0 0.01202 34 640: 2%|▏ | 1/47 [00:00<00:06, 7.50it/s] 268/299 3.12G 0.009472 0.002548 0 0.01202 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.38it/s] 268/299 3.12G 0.009661 0.002355 0 0.01202 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.38it/s] 268/299 3.12G 0.009661 0.002355 0 0.01202 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.71it/s] 268/299 3.12G 0.009559 0.002229 0 0.01179 22 640: 6%|▋ | 3/47 [00:04<00:05, 8.71it/s] 268/299 3.12G 0.009559 0.002229 0 0.01179 22 640: 9%|▊ | 4/47 [00:04<01:12, 1.69s/it] 268/299 3.12G 0.009983 0.002244 0 0.01223 27 640: 9%|▊ | 4/47 [00:04<01:12, 1.69s/it] 268/299 3.12G 0.009983 0.002244 0 0.01223 27 640: 11%|█ | 5/47 [00:04<00:47, 1.14s/it] 268/299 3.12G 0.009679 0.002164 0 0.01184 31 640: 11%|█ | 5/47 [00:05<00:47, 1.14s/it] 268/299 3.12G 0.009679 0.002164 0 0.01184 31 640: 13%|█▎ | 6/47 [00:05<00:47, 1.17s/it] 268/299 3.12G 0.009853 0.002128 0 0.01198 27 640: 13%|█▎ | 6/47 [00:10<00:47, 1.17s/it] 268/299 3.12G 0.009853 0.002128 0 0.01198 27 640: 15%|█▍ | 7/47 [00:10<01:37, 2.43s/it] 268/299 3.12G 0.009989 0.002253 0 0.01224 44 640: 15%|█▍ | 7/47 [00:11<01:37, 2.43s/it] 268/299 3.12G 0.009989 0.002253 0 0.01224 44 640: 17%|█▋ | 8/47 [00:11<01:06, 1.70s/it] 268/299 3.12G 0.009895 0.002191 0 0.01209 26 640: 17%|█▋ | 8/47 [00:11<01:06, 1.70s/it] 268/299 3.12G 0.009895 0.002191 0 0.01209 26 640: 19%|█▉ | 9/47 [00:11<00:46, 1.21s/it] 268/299 3.12G 0.009892 0.002162 0 0.01205 23 640: 19%|█▉ | 9/47 [00:11<00:46, 1.21s/it] 268/299 3.12G 0.009892 0.002162 0 0.01205 23 640: 21%|██▏ | 10/47 [00:11<00:32, 1.15it/s] 268/299 3.12G 0.009982 0.002192 0 0.01217 37 640: 21%|██▏ | 10/47 [00:11<00:32, 1.15it/s] 268/299 3.12G 0.009982 0.002192 0 0.01217 37 640: 23%|██▎ | 11/47 [00:11<00:23, 1.56it/s] 268/299 3.12G 0.009847 0.002267 0 0.01211 37 640: 23%|██▎ | 11/47 [00:13<00:23, 1.56it/s] 268/299 3.12G 0.009847 0.002267 0 0.01211 37 640: 26%|██▌ | 12/47 [00:13<00:34, 1.02it/s] 268/299 3.12G 0.009808 0.00228 0 0.01209 29 640: 26%|██▌ | 12/47 [00:13<00:34, 1.02it/s] 268/299 3.12G 0.009808 0.00228 0 0.01209 29 640: 28%|██▊ | 13/47 [00:13<00:24, 1.38it/s] 268/299 3.12G 0.009913 0.002291 0 0.0122 31 640: 28%|██▊ | 13/47 [00:14<00:24, 1.38it/s] 268/299 3.12G 0.009913 0.002291 0 0.0122 31 640: 30%|██▉ | 14/47 [00:14<00:27, 1.19it/s] 268/299 3.12G 0.009892 0.00227 0 0.01216 28 640: 30%|██▉ | 14/47 [00:19<00:27, 1.19it/s] 268/299 3.12G 0.009892 0.00227 0 0.01216 28 640: 32%|███▏ | 15/47 [00:19<01:06, 2.07s/it] 268/299 3.12G 0.01 0.002282 0 0.01229
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 269/299 3.12G 0.008265 0.001392 0 0.009657 24 640: 0%| | 0/47 [00:00<?, ?it/s] 269/299 3.12G 0.008265 0.001392 0 0.009657 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 269/299 3.12G 0.008203 0.00143 0 0.009633 19 640: 2%|▏ | 1/47 [00:00<00:05, 8.59it/s] 269/299 3.12G 0.008203 0.00143 0 0.009633 19 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 269/299 3.12G 0.009386 0.00179 0 0.01118 29 640: 4%|▍ | 2/47 [00:00<00:05, 7.58it/s] 269/299 3.12G 0.009386 0.00179 0 0.01118 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.11it/s] 269/299 3.12G 0.009323 0.001766 0 0.01109 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.11it/s] 269/299 3.12G 0.009323 0.001766 0 0.01109 25 640: 9%|▊ | 4/47 [00:00<00:05, 8.39it/s] 269/299 3.12G 0.009585 0.001944 0 0.01153 40 640: 9%|▊ | 4/47 [00:06<00:05, 8.39it/s] 269/299 3.12G 0.009585 0.001944 0 0.01153 40 640: 11%|█ | 5/47 [00:06<01:35, 2.28s/it] 269/299 3.12G 0.01042 0.002048 0 0.01247 27 640: 11%|█ | 5/47 [00:06<01:35, 2.28s/it] 269/299 3.12G 0.01042 0.002048 0 0.01247 27 640: 13%|█▎ | 6/47 [00:06<01:03, 1.55s/it] 269/299 3.12G 0.01028 0.002004 0 0.01229 30 640: 13%|█▎ | 6/47 [00:08<01:03, 1.55s/it] 269/299 3.12G 0.01028 0.002004 0 0.01229 30 640: 15%|█▍ | 7/47 [00:08<00:58, 1.46s/it] 269/299 3.12G 0.01023 0.002027 0 0.01226 32 640: 15%|█▍ | 7/47 [00:09<00:58, 1.46s/it] 269/299 3.12G 0.01023 0.002027 0 0.01226 32 640: 17%|█▋ | 8/47 [00:09<00:55, 1.43s/it] 269/299 3.12G 0.01027 0.002075 0 0.01234 37 640: 17%|█▋ | 8/47 [00:09<00:55, 1.43s/it] 269/299 3.12G 0.01027 0.002075 0 0.01234 37 640: 19%|█▉ | 9/47 [00:09<00:38, 1.02s/it] 269/299 3.12G 0.01006 0.002016 0 0.01208 23 640: 19%|█▉ | 9/47 [00:09<00:38, 1.02s/it] 269/299 3.12G 0.01006 0.002016 0 0.01208 23 640: 21%|██▏ | 10/47 [00:09<00:27, 1.34it/s] 269/299 3.12G 0.01011 0.00204 0 0.01215 23 640: 21%|██▏ | 10/47 [00:09<00:27, 1.34it/s] 269/299 3.12G 0.01011 0.00204 0 0.01215 23 640: 23%|██▎ | 11/47 [00:09<00:19, 1.81it/s] 269/299 3.12G 0.01004 0.002057 0 0.0121 30 640: 23%|██▎ | 11/47 [00:09<00:19, 1.81it/s] 269/299 3.12G 0.01004 0.002057 0 0.0121 30 640: 26%|██▌ | 12/47 [00:09<00:14, 2.38it/s] 269/299 3.12G 0.01009 0.002103 0 0.01219 41 640: 26%|██▌ | 12/47 [00:15<00:14, 2.38it/s] 269/299 3.12G 0.01009 0.002103 0 0.01219 41 640: 28%|██▊ | 13/47 [00:15<01:07, 1.97s/it] 269/299 3.12G 0.01007 0.00211 0 0.01218 32 640: 28%|██▊ | 13/47 [00:15<01:07, 1.97s/it] 269/299 3.12G 0.01007 0.00211 0 0.01218 32 640: 30%|██▉ | 14/47 [00:15<00:46, 1.42s/it] 269/299 3.12G 0.01004 0.002095 0 0.01214 32 640: 30%|██▉ | 14/47 [00:16<00:46, 1.42s/it] 269/299 3.12G 0.01004 0.002095 0 0.01214 32 640: 32%|███▏ | 15/47 [00:16<00:40, 1.25s/it] 269/299 3.12G 0.009944 0.002101 0 0.01204
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.92s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.13it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.34it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.764
0%| | 0/47 [00:00<?, ?it/s] 270/299 3.12G 0.01029 0.001456 0 0.01175 24 640: 0%| | 0/47 [00:00<?, ?it/s] 270/299 3.12G 0.01029 0.001456 0 0.01175 24 640: 2%|▏ | 1/47 [00:00<00:06, 7.28it/s] 270/299 3.12G 0.01024 0.001603 0 0.01184 18 640: 2%|▏ | 1/47 [00:00<00:06, 7.28it/s] 270/299 3.12G 0.01024 0.001603 0 0.01184 18 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 270/299 3.12G 0.009667 0.001751 0 0.01142 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 270/299 3.12G 0.009667 0.001751 0 0.01142 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.36it/s] 270/299 3.12G 0.009657 0.001812 0 0.01147 25 640: 6%|▋ | 3/47 [00:00<00:05, 7.36it/s] 270/299 3.12G 0.009657 0.001812 0 0.01147 25 640: 9%|▊ | 4/47 [00:00<00:05, 7.89it/s] 270/299 3.12G 0.01021 0.002105 0 0.01232 38 640: 9%|▊ | 4/47 [00:00<00:05, 7.89it/s] 270/299 3.12G 0.01021 0.002105 0 0.01232 38 640: 11%|█ | 5/47 [00:00<00:05, 8.22it/s] 270/299 3.12G 0.01013 0.002197 0 0.01233 32 640: 11%|█ | 5/47 [00:08<00:05, 8.22it/s] 270/299 3.12G 0.01013 0.002197 0 0.01233 32 640: 13%|█▎ | 6/47 [00:08<01:57, 2.86s/it] 270/299 3.12G 0.009944 0.002169 0 0.01211 28 640: 13%|█▎ | 6/47 [00:08<01:57, 2.86s/it] 270/299 3.12G 0.009944 0.002169 0 0.01211 28 640: 15%|█▍ | 7/47 [00:08<01:18, 1.97s/it] 270/299 3.12G 0.009652 0.002155 0 0.01181 22 640: 15%|█▍ | 7/47 [00:09<01:18, 1.97s/it] 270/299 3.12G 0.009652 0.002155 0 0.01181 22 640: 17%|█▋ | 8/47 [00:09<00:53, 1.38s/it] 270/299 3.12G 0.009722 0.002192 0 0.01191 37 640: 17%|█▋ | 8/47 [00:09<00:53, 1.38s/it] 270/299 3.12G 0.009722 0.002192 0 0.01191 37 640: 19%|█▉ | 9/47 [00:09<00:37, 1.02it/s] 270/299 3.12G 0.00966 0.002184 0 0.01184 24 640: 19%|█▉ | 9/47 [00:09<00:37, 1.02it/s] 270/299 3.12G 0.00966 0.002184 0 0.01184 24 640: 21%|██▏ | 10/47 [00:09<00:26, 1.40it/s] 270/299 3.12G 0.009542 0.002228 0 0.01177 27 640: 21%|██▏ | 10/47 [00:09<00:26, 1.40it/s] 270/299 3.12G 0.009542 0.002228 0 0.01177 27 640: 23%|██▎ | 11/47 [00:09<00:19, 1.86it/s] 270/299 3.12G 0.009526 0.002204 0 0.01173 28 640: 23%|██▎ | 11/47 [00:09<00:19, 1.86it/s] 270/299 3.12G 0.009526 0.002204 0 0.01173 28 640: 26%|██▌ | 12/47 [00:09<00:14, 2.44it/s] 270/299 3.12G 0.009435 0.002184 0 0.01162 29 640: 26%|██▌ | 12/47 [00:09<00:14, 2.44it/s] 270/299 3.12G 0.009435 0.002184 0 0.01162 29 640: 28%|██▊ | 13/47 [00:09<00:10, 3.13it/s] 270/299 3.12G 0.009462 0.002211 0 0.01167 27 640: 28%|██▊ | 13/47 [00:17<00:10, 3.13it/s] 270/299 3.12G 0.009462 0.002211 0 0.01167 27 640: 30%|██▉ | 14/47 [00:17<01:23, 2.53s/it] 270/299 3.12G 0.009406 0.002251 0 0.01166 53 640: 30%|██▉ | 14/47 [00:17<01:23, 2.53s/it] 270/299 3.12G 0.009406 0.002251 0 0.01166 53 640: 32%|███▏ | 15/47 [00:17<00:57, 1.81s/it] 270/299 3.12G 0.009361 0.002198 0 0.01156
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.28it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.52it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.65it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.963 0.963 0.983 0.753
0%| | 0/47 [00:00<?, ?it/s] 271/299 3.12G 0.01025 0.002512 0 0.01276 33 640: 0%| | 0/47 [00:00<?, ?it/s] 271/299 3.12G 0.01025 0.002512 0 0.01276 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 271/299 3.12G 0.009366 0.002441 0 0.01181 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 271/299 3.12G 0.009366 0.002441 0 0.01181 33 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 271/299 3.12G 0.009163 0.002123 0 0.01129 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 271/299 3.12G 0.009163 0.002123 0 0.01129 22 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 271/299 3.12G 0.009197 0.002064 0 0.01126 29 640: 6%|▋ | 3/47 [00:00<00:04, 8.82it/s] 271/299 3.12G 0.009197 0.002064 0 0.01126 29 640: 9%|▊ | 4/47 [00:00<00:05, 7.97it/s] 271/299 3.12G 0.009282 0.002233 0 0.01151 38 640: 9%|▊ | 4/47 [00:00<00:05, 7.97it/s] 271/299 3.12G 0.009282 0.002233 0 0.01151 38 640: 11%|█ | 5/47 [00:00<00:05, 8.28it/s] 271/299 3.12G 0.009069 0.002248 0 0.01132 33 640: 11%|█ | 5/47 [00:00<00:05, 8.28it/s] 271/299 3.12G 0.009069 0.002248 0 0.01132 33 640: 13%|█▎ | 6/47 [00:00<00:04, 8.48it/s] 271/299 3.12G 0.009109 0.002282 0 0.01139 31 640: 13%|█▎ | 6/47 [00:08<00:04, 8.48it/s] 271/299 3.12G 0.009109 0.002282 0 0.01139 31 640: 15%|█▍ | 7/47 [00:08<01:38, 2.47s/it] 271/299 3.12G 0.009666 0.002248 0 0.01191 24 640: 15%|█▍ | 7/47 [00:08<01:38, 2.47s/it] 271/299 3.12G 0.009666 0.002248 0 0.01191 24 640: 17%|█▋ | 8/47 [00:08<01:07, 1.74s/it] 271/299 3.12G 0.009725 0.002328 0 0.01205 33 640: 17%|█▋ | 8/47 [00:08<01:07, 1.74s/it] 271/299 3.12G 0.009725 0.002328 0 0.01205 33 640: 19%|█▉ | 9/47 [00:08<00:46, 1.23s/it] 271/299 3.12G 0.009522 0.002331 0 0.01185 33 640: 19%|█▉ | 9/47 [00:09<00:46, 1.23s/it] 271/299 3.12G 0.009522 0.002331 0 0.01185 33 640: 21%|██▏ | 10/47 [00:09<00:44, 1.20s/it] 271/299 3.12G 0.009703 0.002332 0 0.01204 23 640: 21%|██▏ | 10/47 [00:09<00:44, 1.20s/it] 271/299 3.12G 0.009703 0.002332 0 0.01204 23 640: 23%|██▎ | 11/47 [00:09<00:31, 1.15it/s] 271/299 3.12G 0.009624 0.002352 0 0.01198 32 640: 23%|██▎ | 11/47 [00:09<00:31, 1.15it/s] 271/299 3.12G 0.009624 0.002352 0 0.01198 32 640: 26%|██▌ | 12/47 [00:09<00:22, 1.54it/s] 271/299 3.12G 0.009502 0.002363 0 0.01187 29 640: 26%|██▌ | 12/47 [00:09<00:22, 1.54it/s] 271/299 3.12G 0.009502 0.002363 0 0.01187 29 640: 28%|██▊ | 13/47 [00:09<00:16, 2.06it/s] 271/299 3.12G 0.009476 0.00235 0 0.01183 33 640: 28%|██▊ | 13/47 [00:09<00:16, 2.06it/s] 271/299 3.12G 0.009476 0.00235 0 0.01183 33 640: 30%|██▉ | 14/47 [00:09<00:12, 2.68it/s] 271/299 3.12G 0.009403 0.002339 0 0.01174 33 640: 30%|██▉ | 14/47 [00:16<00:12, 2.68it/s] 271/299 3.12G 0.009403 0.002339 0 0.01174 33 640: 32%|███▏ | 15/47 [00:16<01:10, 2.22s/it] 271/299 3.12G 0.009496 0.002295 0 0.01179
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 8.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 7.23it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.21it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.27it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.746
0%| | 0/47 [00:00<?, ?it/s] 272/299 3.12G 0.01169 0.002227 0 0.01392 30 640: 0%| | 0/47 [00:00<?, ?it/s] 272/299 3.12G 0.01169 0.002227 0 0.01392 30 640: 2%|▏ | 1/47 [00:00<00:17, 2.70it/s] 272/299 3.12G 0.01015 0.00215 0 0.0123 29 640: 2%|▏ | 1/47 [00:00<00:17, 2.70it/s] 272/299 3.12G 0.01015 0.00215 0 0.0123 29 640: 4%|▍ | 2/47 [00:00<00:09, 4.57it/s] 272/299 3.12G 0.009766 0.001992 0 0.01176 24 640: 4%|▍ | 2/47 [00:10<00:09, 4.57it/s] 272/299 3.12G 0.009766 0.001992 0 0.01176 24 640: 6%|▋ | 3/47 [00:10<03:32, 4.82s/it] 272/299 3.12G 0.009433 0.002146 0 0.01158 25 640: 6%|▋ | 3/47 [00:10<03:32, 4.82s/it] 272/299 3.12G 0.009433 0.002146 0 0.01158 25 640: 9%|▊ | 4/47 [00:10<02:07, 2.96s/it] 272/299 3.12G 0.009968 0.002189 0 0.01216 32 640: 9%|▊ | 4/47 [00:11<02:07, 2.96s/it] 272/299 3.12G 0.009968 0.002189 0 0.01216 32 640: 11%|█ | 5/47 [00:11<01:21, 1.95s/it] 272/299 3.12G 0.009836 0.002301 0 0.01214 31 640: 11%|█ | 5/47 [00:11<01:21, 1.95s/it] 272/299 3.12G 0.009836 0.002301 0 0.01214 31 640: 13%|█▎ | 6/47 [00:11<00:54, 1.32s/it] 272/299 3.12G 0.009668 0.002332 0 0.012 31 640: 13%|█▎ | 6/47 [00:11<00:54, 1.32s/it] 272/299 3.12G 0.009668 0.002332 0 0.012 31 640: 15%|█▍ | 7/47 [00:11<00:37, 1.08it/s] 272/299 3.12G 0.009891 0.002346 0 0.01224 26 640: 15%|█▍ | 7/47 [00:11<00:37, 1.08it/s] 272/299 3.12G 0.009891 0.002346 0 0.01224 26 640: 17%|█▋ | 8/47 [00:11<00:26, 1.50it/s] 272/299 3.12G 0.009805 0.002326 0 0.01213 27 640: 17%|█▋ | 8/47 [00:11<00:26, 1.50it/s] 272/299 3.12G 0.009805 0.002326 0 0.01213 27 640: 19%|█▉ | 9/47 [00:11<00:19, 1.99it/s] 272/299 3.12G 0.009857 0.002339 0 0.0122 37 640: 19%|█▉ | 9/47 [00:11<00:19, 1.99it/s] 272/299 3.12G 0.009857 0.002339 0 0.0122 37 640: 21%|██▏ | 10/47 [00:11<00:14, 2.62it/s] 272/299 3.12G 0.009936 0.002325 0 0.01226 26 640: 21%|██▏ | 10/47 [00:19<00:14, 2.62it/s] 272/299 3.12G 0.009936 0.002325 0 0.01226 26 640: 23%|██▎ | 11/47 [00:19<01:31, 2.55s/it] 272/299 3.12G 0.009808 0.002332 0 0.01214 29 640: 23%|██▎ | 11/47 [00:19<01:31, 2.55s/it] 272/299 3.12G 0.009808 0.002332 0 0.01214 29 640: 26%|██▌ | 12/47 [00:19<01:03, 1.82s/it] 272/299 3.12G 0.009674 0.002314 0 0.01199 28 640: 26%|██▌ | 12/47 [00:19<01:03, 1.82s/it] 272/299 3.12G 0.009674 0.002314 0 0.01199 28 640: 28%|██▊ | 13/47 [00:19<00:44, 1.31s/it] 272/299 3.12G 0.009535 0.002266 0 0.0118 29 640: 28%|██▊ | 13/47 [00:19<00:44, 1.31s/it] 272/299 3.12G 0.009535 0.002266 0 0.0118 29 640: 30%|██▉ | 14/47 [00:19<00:31, 1.05it/s] 272/299 3.12G 0.009425 0.002258 0 0.01168 31 640: 30%|██▉ | 14/47 [00:19<00:31, 1.05it/s] 272/299 3.12G 0.009425 0.002258 0 0.01168 31 640: 32%|███▏ | 15/47 [00:19<00:22, 1.44it/s] 272/299 3.12G 0.009386 0.002255 0 0.01164
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.73it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.91it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.747
0%| | 0/47 [00:00<?, ?it/s] 273/299 3.12G 0.01049 0.00235 0 0.01284 36 640: 0%| | 0/47 [00:00<?, ?it/s] 273/299 3.12G 0.01049 0.00235 0 0.01284 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 273/299 3.12G 0.01082 0.002505 0 0.01333 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 273/299 3.12G 0.01082 0.002505 0 0.01333 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 273/299 3.12G 0.01075 0.002834 0 0.01358 41 640: 4%|▍ | 2/47 [00:00<00:05, 7.61it/s] 273/299 3.12G 0.01075 0.002834 0 0.01358 41 640: 6%|▋ | 3/47 [00:00<00:05, 8.14it/s] 273/299 3.12G 0.01039 0.00252 0 0.01291 24 640: 6%|▋ | 3/47 [00:07<00:05, 8.14it/s] 273/299 3.12G 0.01039 0.00252 0 0.01291 24 640: 9%|▊ | 4/47 [00:07<02:03, 2.86s/it] 273/299 3.12G 0.01032 0.002537 0 0.01286 29 640: 9%|▊ | 4/47 [00:07<02:03, 2.86s/it] 273/299 3.12G 0.01032 0.002537 0 0.01286 29 640: 11%|█ | 5/47 [00:07<01:18, 1.87s/it] 273/299 3.12G 0.01003 0.002409 0 0.01244 25 640: 11%|█ | 5/47 [00:07<01:18, 1.87s/it] 273/299 3.12G 0.01003 0.002409 0 0.01244 25 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 273/299 3.12G 0.01007 0.002276 0 0.01234 22 640: 13%|█▎ | 6/47 [00:07<00:52, 1.28s/it] 273/299 3.12G 0.01007 0.002276 0 0.01234 22 640: 15%|█▍ | 7/47 [00:07<00:35, 1.11it/s] 273/299 3.12G 0.01007 0.002409 0 0.01248 36 640: 15%|█▍ | 7/47 [00:07<00:35, 1.11it/s] 273/299 3.12G 0.01007 0.002409 0 0.01248 36 640: 17%|█▋ | 8/47 [00:07<00:25, 1.54it/s] 273/299 3.12G 0.009749 0.002379 0 0.01213 39 640: 17%|█▋ | 8/47 [00:08<00:25, 1.54it/s] 273/299 3.12G 0.009749 0.002379 0 0.01213 39 640: 19%|█▉ | 9/47 [00:08<00:18, 2.09it/s] 273/299 3.12G 0.009649 0.002332 0 0.01198 32 640: 19%|█▉ | 9/47 [00:08<00:18, 2.09it/s] 273/299 3.12G 0.009649 0.002332 0 0.01198 32 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 273/299 3.12G 0.009935 0.002363 0 0.0123 25 640: 21%|██▏ | 10/47 [00:08<00:17, 2.07it/s] 273/299 3.12G 0.009935 0.002363 0 0.0123 25 640: 23%|██▎ | 11/47 [00:08<00:13, 2.70it/s] 273/299 3.12G 0.009991 0.002453 0 0.01244 31 640: 23%|██▎ | 11/47 [00:16<00:13, 2.70it/s] 273/299 3.12G 0.009991 0.002453 0 0.01244 31 640: 26%|██▌ | 12/47 [00:16<01:31, 2.61s/it] 273/299 3.12G 0.01003 0.002405 0 0.01243 24 640: 26%|██▌ | 12/47 [00:16<01:31, 2.61s/it] 273/299 3.12G 0.01003 0.002405 0 0.01243 24 640: 28%|██▊ | 13/47 [00:16<01:03, 1.86s/it] 273/299 3.12G 0.01008 0.002443 0 0.01253 37 640: 28%|██▊ | 13/47 [00:16<01:03, 1.86s/it] 273/299 3.12G 0.01008 0.002443 0 0.01253 37 640: 30%|██▉ | 14/47 [00:16<00:44, 1.34s/it] 273/299 3.12G 0.009903 0.002428 0 0.01233 42 640: 30%|██▉ | 14/47 [00:16<00:44, 1.34s/it] 273/299 3.12G 0.009903 0.002428 0 0.01233 42 640: 32%|███▏ | 15/47 [00:16<00:31, 1.03it/s] 273/299 3.12G 0.009867 0.002464 0 0.01233
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.755
0%| | 0/47 [00:00<?, ?it/s] 274/299 3.12G 0.01357 0.002313 0 0.01588 25 640: 0%| | 0/47 [00:00<?, ?it/s] 274/299 3.12G 0.01357 0.002313 0 0.01588 25 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 274/299 3.12G 0.01162 0.00215 0 0.01377 27 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 274/299 3.12G 0.01162 0.00215 0 0.01377 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 274/299 3.12G 0.01105 0.002004 0 0.01305 22 640: 4%|▍ | 2/47 [00:00<00:05, 8.79it/s] 274/299 3.12G 0.01105 0.002004 0 0.01305 22 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 274/299 3.12G 0.01125 0.001993 0 0.01325 29 640: 6%|▋ | 3/47 [00:00<00:05, 7.89it/s] 274/299 3.12G 0.01125 0.001993 0 0.01325 29 640: 9%|▊ | 4/47 [00:00<00:05, 8.26it/s] 274/299 3.12G 0.01064 0.002069 0 0.0127 37 640: 9%|▊ | 4/47 [00:10<00:05, 8.26it/s] 274/299 3.12G 0.01064 0.002069 0 0.0127 37 640: 11%|█ | 5/47 [00:10<02:36, 3.73s/it] 274/299 3.12G 0.01068 0.002069 0 0.01274 26 640: 11%|█ | 5/47 [00:10<02:36, 3.73s/it] 274/299 3.12G 0.01068 0.002069 0 0.01274 26 640: 13%|█▎ | 6/47 [00:10<01:42, 2.50s/it] 274/299 3.12G 0.01042 0.002017 0 0.01244 23 640: 13%|█▎ | 6/47 [00:10<01:42, 2.50s/it] 274/299 3.12G 0.01042 0.002017 0 0.01244 23 640: 15%|█▍ | 7/47 [00:10<01:09, 1.73s/it] 274/299 3.12G 0.01037 0.002043 0 0.01241 29 640: 15%|█▍ | 7/47 [00:10<01:09, 1.73s/it] 274/299 3.12G 0.01037 0.002043 0 0.01241 29 640: 17%|█▋ | 8/47 [00:10<00:47, 1.21s/it] 274/299 3.12G 0.01047 0.002104 0 0.01258 27 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 274/299 3.12G 0.01047 0.002104 0 0.01258 27 640: 19%|█▉ | 9/47 [00:11<00:32, 1.15it/s] 274/299 3.12G 0.01068 0.002087 0 0.01276 24 640: 19%|█▉ | 9/47 [00:11<00:32, 1.15it/s] 274/299 3.12G 0.01068 0.002087 0 0.01276 24 640: 21%|██▏ | 10/47 [00:11<00:23, 1.58it/s] 274/299 3.12G 0.01087 0.002121 0 0.01299 37 640: 21%|██▏ | 10/47 [00:11<00:23, 1.58it/s] 274/299 3.12G 0.01087 0.002121 0 0.01299 37 640: 23%|██▎ | 11/47 [00:11<00:17, 2.09it/s] 274/299 3.12G 0.01063 0.002149 0 0.01278 32 640: 23%|██▎ | 11/47 [00:11<00:17, 2.09it/s] 274/299 3.12G 0.01063 0.002149 0 0.01278 32 640: 26%|██▌ | 12/47 [00:11<00:12, 2.73it/s] 274/299 3.12G 0.01057 0.00214 0 0.01271 28 640: 26%|██▌ | 12/47 [00:19<00:12, 2.73it/s] 274/299 3.12G 0.01057 0.00214 0 0.01271 28 640: 28%|██▊ | 13/47 [00:19<01:28, 2.60s/it] 274/299 3.12G 0.0104 0.002157 0 0.01256 31 640: 28%|██▊ | 13/47 [00:19<01:28, 2.60s/it] 274/299 3.12G 0.0104 0.002157 0 0.01256 31 640: 30%|██▉ | 14/47 [00:19<01:00, 1.85s/it] 274/299 3.12G 0.0104 0.002148 0 0.01255 23 640: 30%|██▉ | 14/47 [00:19<01:00, 1.85s/it] 274/299 3.12G 0.0104 0.002148 0 0.01255 23 640: 32%|███▏ | 15/47 [00:19<00:42, 1.33s/it] 274/299 3.12G 0.01029 0.002111 0 0.0124
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.66it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.82it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.76
0%| | 0/47 [00:00<?, ?it/s] 275/299 3.12G 0.01268 0.003031 0 0.01571 33 640: 0%| | 0/47 [00:00<?, ?it/s] 275/299 3.12G 0.01268 0.003031 0 0.01571 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 275/299 3.12G 0.01112 0.003075 0 0.0142 35 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 275/299 3.12G 0.01112 0.003075 0 0.0142 35 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 275/299 3.12G 0.01104 0.00292 0 0.01396 42 640: 4%|▍ | 2/47 [00:00<00:05, 8.77it/s] 275/299 3.12G 0.01104 0.00292 0 0.01396 42 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 275/299 3.12G 0.01062 0.002699 0 0.01332 30 640: 6%|▋ | 3/47 [00:00<00:04, 8.83it/s] 275/299 3.12G 0.01062 0.002699 0 0.01332 30 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 275/299 3.12G 0.01029 0.002734 0 0.01302 42 640: 9%|▊ | 4/47 [00:00<00:05, 7.99it/s] 275/299 3.12G 0.01029 0.002734 0 0.01302 42 640: 11%|█ | 5/47 [00:00<00:05, 8.29it/s] 275/299 3.12G 0.01015 0.002607 0 0.01276 36 640: 11%|█ | 5/47 [00:07<00:05, 8.29it/s] 275/299 3.12G 0.01015 0.002607 0 0.01276 36 640: 13%|█▎ | 6/47 [00:07<01:41, 2.47s/it] 275/299 3.12G 0.01009 0.002596 0 0.01268 29 640: 13%|█▎ | 6/47 [00:07<01:41, 2.47s/it] 275/299 3.12G 0.01009 0.002596 0 0.01268 29 640: 15%|█▍ | 7/47 [00:07<01:08, 1.71s/it] 275/299 3.12G 0.00984 0.002447 0 0.01229 22 640: 15%|█▍ | 7/47 [00:07<01:08, 1.71s/it] 275/299 3.12G 0.00984 0.002447 0 0.01229 22 640: 17%|█▋ | 8/47 [00:07<00:47, 1.21s/it] 275/299 3.12G 0.009664 0.002394 0 0.01206 21 640: 17%|█▋ | 8/47 [00:08<00:47, 1.21s/it] 275/299 3.12G 0.009664 0.002394 0 0.01206 21 640: 19%|█▉ | 9/47 [00:08<00:32, 1.15it/s] 275/299 3.12G 0.009631 0.002399 0 0.01203 28 640: 19%|█▉ | 9/47 [00:08<00:32, 1.15it/s] 275/299 3.12G 0.009631 0.002399 0 0.01203 28 640: 21%|██▏ | 10/47 [00:08<00:23, 1.58it/s] 275/299 3.12G 0.009701 0.002428 0 0.01213 29 640: 21%|██▏ | 10/47 [00:08<00:23, 1.58it/s] 275/299 3.12G 0.009701 0.002428 0 0.01213 29 640: 23%|██▎ | 11/47 [00:08<00:17, 2.11it/s] 275/299 3.12G 0.009642 0.002414 0 0.01206 29 640: 23%|██▎ | 11/47 [00:08<00:17, 2.11it/s] 275/299 3.12G 0.009642 0.002414 0 0.01206 29 640: 26%|██▌ | 12/47 [00:08<00:13, 2.68it/s] 275/299 3.12G 0.009504 0.00239 0 0.01189 34 640: 26%|██▌ | 12/47 [00:08<00:13, 2.68it/s] 275/299 3.12G 0.009504 0.00239 0 0.01189 34 640: 28%|██▊ | 13/47 [00:08<00:09, 3.40it/s] 275/299 3.12G 0.009384 0.002365 0 0.01175 33 640: 28%|██▊ | 13/47 [00:16<00:09, 3.40it/s] 275/299 3.12G 0.009384 0.002365 0 0.01175 33 640: 30%|██▉ | 14/47 [00:16<01:23, 2.52s/it] 275/299 3.12G 0.009264 0.002329 0 0.01159 28 640: 30%|██▉ | 14/47 [00:16<01:23, 2.52s/it] 275/299 3.12G 0.009264 0.002329 0 0.01159 28 640: 32%|███▏ | 15/47 [00:16<00:57, 1.79s/it] 275/299 3.12G 0.009123 0.002293 0 0.01142
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.61it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.991 0.751
0%| | 0/47 [00:00<?, ?it/s] 276/299 3.12G 0.008479 0.00232 0 0.0108 36 640: 0%| | 0/47 [00:00<?, ?it/s] 276/299 3.12G 0.008479 0.00232 0 0.0108 36 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 276/299 3.12G 0.008358 0.002027 0 0.01039 26 640: 2%|▏ | 1/47 [00:00<00:06, 6.79it/s] 276/299 3.12G 0.008358 0.002027 0 0.01039 26 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 276/299 3.12G 0.008523 0.001824 0 0.01035 19 640: 4%|▍ | 2/47 [00:00<00:05, 7.89it/s] 276/299 3.12G 0.008523 0.001824 0 0.01035 19 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 276/299 3.12G 0.008387 0.001788 0 0.01017 28 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 276/299 3.12G 0.008387 0.001788 0 0.01017 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.52it/s] 276/299 3.12G 0.008354 0.001826 0 0.01018 28 640: 9%|▊ | 4/47 [00:00<00:05, 8.52it/s] 276/299 3.12G 0.008354 0.001826 0 0.01018 28 640: 11%|█ | 5/47 [00:00<00:05, 7.89it/s] 276/299 3.12G 0.008593 0.002108 0 0.0107 42 640: 11%|█ | 5/47 [00:00<00:05, 7.89it/s] 276/299 3.12G 0.008593 0.002108 0 0.0107 42 640: 13%|█▎ | 6/47 [00:00<00:04, 8.21it/s] 276/299 3.12G 0.00889 0.002142 0 0.01103 27 640: 13%|█▎ | 6/47 [00:10<00:04, 8.21it/s] 276/299 3.12G 0.00889 0.002142 0 0.01103 27 640: 15%|█▍ | 7/47 [00:10<02:13, 3.34s/it] 276/299 3.12G 0.008805 0.002077 0 0.01088 26 640: 15%|█▍ | 7/47 [00:10<02:13, 3.34s/it] 276/299 3.12G 0.008805 0.002077 0 0.01088 26 640: 17%|█▋ | 8/47 [00:10<01:30, 2.32s/it] 276/299 3.12G 0.008887 0.002139 0 0.01103 35 640: 17%|█▋ | 8/47 [00:10<01:30, 2.32s/it] 276/299 3.12G 0.008887 0.002139 0 0.01103 35 640: 19%|█▉ | 9/47 [00:10<01:02, 1.64s/it] 276/299 3.12G 0.009101 0.002045 0 0.01115 19 640: 19%|█▉ | 9/47 [00:11<01:02, 1.64s/it] 276/299 3.12G 0.009101 0.002045 0 0.01115 19 640: 21%|██▏ | 10/47 [00:11<00:43, 1.17s/it] 276/299 3.12G 0.009504 0.002092 0 0.0116 31 640: 21%|██▏ | 10/47 [00:11<00:43, 1.17s/it] 276/299 3.12G 0.009504 0.002092 0 0.0116 31 640: 23%|██▎ | 11/47 [00:11<00:30, 1.18it/s] 276/299 3.12G 0.009451 0.002115 0 0.01157 26 640: 23%|██▎ | 11/47 [00:11<00:30, 1.18it/s] 276/299 3.12G 0.009451 0.002115 0 0.01157 26 640: 26%|██▌ | 12/47 [00:11<00:21, 1.61it/s] 276/299 3.12G 0.009523 0.002197 0 0.01172 33 640: 26%|██▌ | 12/47 [00:11<00:21, 1.61it/s] 276/299 3.12G 0.009523 0.002197 0 0.01172 33 640: 28%|██▊ | 13/47 [00:11<00:16, 2.10it/s] 276/299 3.12G 0.009377 0.002177 0 0.01155 27 640: 28%|██▊ | 13/47 [00:11<00:16, 2.10it/s] 276/299 3.12G 0.009377 0.002177 0 0.01155 27 640: 30%|██▉ | 14/47 [00:11<00:12, 2.73it/s] 276/299 3.12G 0.009483 0.002205 0 0.01169 36 640: 30%|██▉ | 14/47 [00:19<00:12, 2.73it/s] 276/299 3.12G 0.009483 0.002205 0 0.01169 36 640: 32%|███▏ | 15/47 [00:19<01:22, 2.57s/it] 276/299 3.12G 0.00943 0.002203 0 0.01163
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.63it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.68it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.747
0%| | 0/47 [00:00<?, ?it/s] 277/299 3.12G 0.01057 0.001658 0 0.01223 21 640: 0%| | 0/47 [00:00<?, ?it/s] 277/299 3.12G 0.01057 0.001658 0 0.01223 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 277/299 3.12G 0.01116 0.002517 0 0.01368 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.51it/s] 277/299 3.12G 0.01116 0.002517 0 0.01368 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.53it/s] 277/299 3.12G 0.01058 0.002315 0 0.01289 20 640: 4%|▍ | 2/47 [00:00<00:05, 7.53it/s] 277/299 3.12G 0.01058 0.002315 0 0.01289 20 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 277/299 3.12G 0.01027 0.002387 0 0.01266 32 640: 6%|▋ | 3/47 [00:00<00:05, 8.09it/s] 277/299 3.12G 0.01027 0.002387 0 0.01266 32 640: 9%|▊ | 4/47 [00:00<00:05, 8.37it/s] 277/299 3.12G 0.009867 0.002352 0 0.01222 31 640: 9%|▊ | 4/47 [00:01<00:05, 8.37it/s] 277/299 3.12G 0.009867 0.002352 0 0.01222 31 640: 11%|█ | 5/47 [00:01<00:13, 3.08it/s] 277/299 3.12G 0.01001 0.002403 0 0.01241 38 640: 11%|█ | 5/47 [00:01<00:13, 3.08it/s] 277/299 3.12G 0.01001 0.002403 0 0.01241 38 640: 13%|█▎ | 6/47 [00:01<00:19, 2.08it/s] 277/299 3.12G 0.009875 0.002291 0 0.01217 26 640: 13%|█▎ | 6/47 [00:02<00:19, 2.08it/s] 277/299 3.12G 0.009875 0.002291 0 0.01217 26 640: 15%|█▍ | 7/47 [00:02<00:14, 2.77it/s] 277/299 3.12G 0.009659 0.002279 0 0.01194 31 640: 15%|█▍ | 7/47 [00:08<00:14, 2.77it/s] 277/299 3.12G 0.009659 0.002279 0 0.01194 31 640: 17%|█▋ | 8/47 [00:08<01:24, 2.18s/it] 277/299 3.12G 0.009721 0.002231 0 0.01195 29 640: 17%|█▋ | 8/47 [00:08<01:24, 2.18s/it] 277/299 3.12G 0.009721 0.002231 0 0.01195 29 640: 19%|█▉ | 9/47 [00:08<00:58, 1.53s/it] 277/299 3.12G 0.009863 0.002306 0 0.01217 36 640: 19%|█▉ | 9/47 [00:08<00:58, 1.53s/it] 277/299 3.12G 0.009863 0.002306 0 0.01217 36 640: 21%|██▏ | 10/47 [00:08<00:47, 1.27s/it] 277/299 3.12G 0.009787 0.002263 0 0.01205 29 640: 21%|██▏ | 10/47 [00:09<00:47, 1.27s/it] 277/299 3.12G 0.009787 0.002263 0 0.01205 29 640: 23%|██▎ | 11/47 [00:09<00:33, 1.09it/s] 277/299 3.12G 0.00971 0.002323 0 0.01203 30 640: 23%|██▎ | 11/47 [00:09<00:33, 1.09it/s] 277/299 3.12G 0.00971 0.002323 0 0.01203 30 640: 26%|██▌ | 12/47 [00:09<00:29, 1.19it/s] 277/299 3.12G 0.009728 0.002302 0 0.01203 28 640: 26%|██▌ | 12/47 [00:10<00:29, 1.19it/s] 277/299 3.12G 0.009728 0.002302 0 0.01203 28 640: 28%|██▊ | 13/47 [00:10<00:25, 1.34it/s] 277/299 3.12G 0.009901 0.002333 0 0.01223 34 640: 28%|██▊ | 13/47 [00:10<00:25, 1.34it/s] 277/299 3.12G 0.009901 0.002333 0 0.01223 34 640: 30%|██▉ | 14/47 [00:10<00:20, 1.58it/s] 277/299 3.12G 0.00981 0.002267 0 0.01208 21 640: 30%|██▉ | 14/47 [00:12<00:20, 1.58it/s] 277/299 3.12G 0.00981 0.002267 0 0.01208 21 640: 32%|███▏ | 15/47 [00:12<00:32, 1.00s/it] 277/299 3.12G 0.009693 0.00227 0 0.01196
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.763
0%| | 0/47 [00:00<?, ?it/s] 278/299 3.12G 0.01038 0.002345 0 0.01273 23 640: 0%| | 0/47 [00:05<?, ?it/s] 278/299 3.12G 0.01038 0.002345 0 0.01273 23 640: 2%|▏ | 1/47 [00:05<04:32, 5.93s/it] 278/299 3.12G 0.009949 0.002311 0 0.01226 30 640: 2%|▏ | 1/47 [00:06<04:32, 5.93s/it] 278/299 3.12G 0.009949 0.002311 0 0.01226 30 640: 4%|▍ | 2/47 [00:06<01:53, 2.52s/it] 278/299 3.12G 0.009938 0.002317 0 0.01225 37 640: 4%|▍ | 2/47 [00:06<01:53, 2.52s/it] 278/299 3.12G 0.009938 0.002317 0 0.01225 37 640: 6%|▋ | 3/47 [00:06<01:06, 1.51s/it] 278/299 3.12G 0.009802 0.002212 0 0.01201 28 640: 6%|▋ | 3/47 [00:07<01:06, 1.51s/it] 278/299 3.12G 0.009802 0.002212 0 0.01201 28 640: 9%|▊ | 4/47 [00:07<00:50, 1.17s/it] 278/299 3.12G 0.009677 0.00212 0 0.0118 30 640: 9%|▊ | 4/47 [00:07<00:50, 1.17s/it] 278/299 3.12G 0.009677 0.00212 0 0.0118 30 640: 11%|█ | 5/47 [00:07<00:33, 1.27it/s] 278/299 3.12G 0.00999 0.002311 0 0.0123 38 640: 11%|█ | 5/47 [00:10<00:33, 1.27it/s] 278/299 3.12G 0.00999 0.002311 0 0.0123 38 640: 13%|█▎ | 6/47 [00:10<01:07, 1.65s/it] 278/299 3.12G 0.009997 0.002407 0 0.0124 32 640: 13%|█▎ | 6/47 [00:11<01:07, 1.65s/it] 278/299 3.12G 0.009997 0.002407 0 0.0124 32 640: 15%|█▍ | 7/47 [00:11<00:52, 1.30s/it] 278/299 3.12G 0.009949 0.002438 0 0.01239 30 640: 15%|█▍ | 7/47 [00:11<00:52, 1.30s/it] 278/299 3.12G 0.009949 0.002438 0 0.01239 30 640: 17%|█▋ | 8/47 [00:11<00:35, 1.09it/s] 278/299 3.12G 0.009759 0.002422 0 0.01218 33 640: 17%|█▋ | 8/47 [00:14<00:35, 1.09it/s] 278/299 3.12G 0.009759 0.002422 0 0.01218 33 640: 19%|█▉ | 9/47 [00:14<01:06, 1.74s/it] 278/299 3.12G 0.009684 0.00231 0 0.01199 24 640: 19%|█▉ | 9/47 [00:14<01:06, 1.74s/it] 278/299 3.12G 0.009684 0.00231 0 0.01199 24 640: 21%|██▏ | 10/47 [00:14<00:45, 1.24s/it] 278/299 3.12G 0.01005 0.002257 0 0.01231 25 640: 21%|██▏ | 10/47 [00:14<00:45, 1.24s/it] 278/299 3.12G 0.01005 0.002257 0 0.01231 25 640: 23%|██▎ | 11/47 [00:14<00:33, 1.09it/s] 278/299 3.12G 0.009983 0.002207 0 0.01219 21 640: 23%|██▎ | 11/47 [00:15<00:33, 1.09it/s] 278/299 3.12G 0.009983 0.002207 0 0.01219 21 640: 26%|██▌ | 12/47 [00:15<00:27, 1.26it/s] 278/299 3.12G 0.009896 0.002294 0 0.01219 40 640: 26%|██▌ | 12/47 [00:15<00:27, 1.26it/s] 278/299 3.12G 0.009896 0.002294 0 0.01219 40 640: 28%|██▊ | 13/47 [00:15<00:22, 1.50it/s] 278/299 3.12G 0.009861 0.002284 0 0.01215 32 640: 28%|██▊ | 13/47 [00:18<00:22, 1.50it/s] 278/299 3.12G 0.009861 0.002284 0 0.01215 32 640: 30%|██▉ | 14/47 [00:18<00:45, 1.38s/it] 278/299 3.12G 0.009873 0.002248 0 0.01212 29 640: 30%|██▉ | 14/47 [00:19<00:45, 1.38s/it] 278/299 3.12G 0.009873 0.002248 0 0.01212 29 640: 32%|███▏ | 15/47 [00:19<00:36, 1.15s/it] 278/299 3.12G 0.009891 0.002232 0 0.01212
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.51it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.64it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.756
0%| | 0/47 [00:00<?, ?it/s] 279/299 3.12G 0.009501 0.00226 0 0.01176 28 640: 0%| | 0/47 [00:00<?, ?it/s] 279/299 3.12G 0.009501 0.00226 0 0.01176 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 279/299 3.12G 0.009641 0.002259 0 0.0119 26 640: 2%|▏ | 1/47 [00:04<00:05, 8.66it/s] 279/299 3.12G 0.009641 0.002259 0 0.0119 26 640: 4%|▍ | 2/47 [00:04<02:06, 2.80s/it] 279/299 3.12G 0.009796 0.002096 0 0.01189 22 640: 4%|▍ | 2/47 [00:04<02:06, 2.80s/it] 279/299 3.12G 0.009796 0.002096 0 0.01189 22 640: 6%|▋ | 3/47 [00:04<01:09, 1.58s/it] 279/299 3.12G 0.0101 0.002017 0 0.01211 24 640: 6%|▋ | 3/47 [00:05<01:09, 1.58s/it] 279/299 3.12G 0.0101 0.002017 0 0.01211 24 640: 9%|▊ | 4/47 [00:05<00:44, 1.04s/it] 279/299 3.12G 0.01001 0.002098 0 0.01211 27 640: 9%|▊ | 4/47 [00:05<00:44, 1.04s/it] 279/299 3.12G 0.01001 0.002098 0 0.01211 27 640: 11%|█ | 5/47 [00:05<00:29, 1.42it/s] 279/299 3.12G 0.009962 0.002039 0 0.012 23 640: 11%|█ | 5/47 [00:05<00:29, 1.42it/s] 279/299 3.12G 0.009962 0.002039 0 0.012 23 640: 13%|█▎ | 6/47 [00:05<00:20, 1.99it/s] 279/299 3.12G 0.009772 0.002056 0 0.01183 33 640: 13%|█▎ | 6/47 [00:08<00:20, 1.99it/s] 279/299 3.12G 0.009772 0.002056 0 0.01183 33 640: 15%|█▍ | 7/47 [00:08<00:51, 1.29s/it] 279/299 3.12G 0.009753 0.002052 0 0.01181 26 640: 15%|█▍ | 7/47 [00:08<00:51, 1.29s/it] 279/299 3.12G 0.009753 0.002052 0 0.01181 26 640: 17%|█▋ | 8/47 [00:08<00:36, 1.08it/s] 279/299 3.12G 0.009539 0.002026 0 0.01157 24 640: 17%|█▋ | 8/47 [00:08<00:36, 1.08it/s] 279/299 3.12G 0.009539 0.002026 0 0.01157 24 640: 19%|█▉ | 9/47 [00:08<00:25, 1.49it/s] 279/299 3.12G 0.009545 0.002082 0 0.01163 31 640: 19%|█▉ | 9/47 [00:14<00:25, 1.49it/s] 279/299 3.12G 0.009545 0.002082 0 0.01163 31 640: 21%|██▏ | 10/47 [00:14<01:25, 2.31s/it] 279/299 3.12G 0.009526 0.002094 0 0.01162 25 640: 21%|██▏ | 10/47 [00:14<01:25, 2.31s/it] 279/299 3.12G 0.009526 0.002094 0 0.01162 25 640: 23%|██▎ | 11/47 [00:14<00:58, 1.64s/it] 279/299 3.12G 0.009627 0.002096 0 0.01172 22 640: 23%|██▎ | 11/47 [00:14<00:58, 1.64s/it] 279/299 3.12G 0.009627 0.002096 0 0.01172 22 640: 26%|██▌ | 12/47 [00:14<00:41, 1.18s/it] 279/299 3.12G 0.009582 0.002155 0 0.01174 29 640: 26%|██▌ | 12/47 [00:14<00:41, 1.18s/it] 279/299 3.12G 0.009582 0.002155 0 0.01174 29 640: 28%|██▊ | 13/47 [00:14<00:29, 1.17it/s] 279/299 3.12G 0.009476 0.002178 0 0.01165 38 640: 28%|██▊ | 13/47 [00:14<00:29, 1.17it/s] 279/299 3.12G 0.009476 0.002178 0 0.01165 38 640: 30%|██▉ | 14/47 [00:14<00:20, 1.58it/s] 279/299 3.12G 0.009399 0.002161 0 0.01156 31 640: 30%|██▉ | 14/47 [00:16<00:20, 1.58it/s] 279/299 3.12G 0.009399 0.002161 0 0.01156 31 640: 32%|███▏ | 15/47 [00:16<00:30, 1.03it/s] 279/299 3.12G 0.009361 0.002164 0 0.01153
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.68it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.746
0%| | 0/47 [00:00<?, ?it/s] 280/299 3.12G 0.008985 0.001563 0 0.01055 24 640: 0%| | 0/47 [00:00<?, ?it/s] 280/299 3.12G 0.008985 0.001563 0 0.01055 24 640: 2%|▏ | 1/47 [00:00<00:06, 6.80it/s] 280/299 3.12G 0.01018 0.002343 0 0.01252 41 640: 2%|▏ | 1/47 [00:00<00:06, 6.80it/s] 280/299 3.12G 0.01018 0.002343 0 0.01252 41 640: 4%|▍ | 2/47 [00:00<00:05, 7.87it/s] 280/299 3.12G 0.009572 0.002104 0 0.01168 30 640: 4%|▍ | 2/47 [00:10<00:05, 7.87it/s] 280/299 3.12G 0.009572 0.002104 0 0.01168 30 640: 6%|▋ | 3/47 [00:10<03:26, 4.70s/it] 280/299 3.12G 0.009687 0.002121 0 0.01181 28 640: 6%|▋ | 3/47 [00:10<03:26, 4.70s/it] 280/299 3.12G 0.009687 0.002121 0 0.01181 28 640: 9%|▊ | 4/47 [00:10<02:04, 2.89s/it] 280/299 3.12G 0.009418 0.002056 0 0.01147 22 640: 9%|▊ | 4/47 [00:10<02:04, 2.89s/it] 280/299 3.12G 0.009418 0.002056 0 0.01147 22 640: 11%|█ | 5/47 [00:10<01:19, 1.90s/it] 280/299 3.12G 0.009658 0.00211 0 0.01177 30 640: 11%|█ | 5/47 [00:10<01:19, 1.90s/it] 280/299 3.12G 0.009658 0.00211 0 0.01177 30 640: 13%|█▎ | 6/47 [00:10<00:52, 1.29s/it] 280/299 3.12G 0.009412 0.002102 0 0.01151 28 640: 13%|█▎ | 6/47 [00:10<00:52, 1.29s/it] 280/299 3.12G 0.009412 0.002102 0 0.01151 28 640: 15%|█▍ | 7/47 [00:10<00:36, 1.10it/s] 280/299 3.12G 0.009308 0.002104 0 0.01141 29 640: 15%|█▍ | 7/47 [00:10<00:36, 1.10it/s] 280/299 3.12G 0.009308 0.002104 0 0.01141 29 640: 17%|█▋ | 8/47 [00:10<00:25, 1.53it/s] 280/299 3.12G 0.009326 0.002043 0 0.01137 25 640: 17%|█▋ | 8/47 [00:11<00:25, 1.53it/s] 280/299 3.12G 0.009326 0.002043 0 0.01137 25 640: 19%|█▉ | 9/47 [00:11<00:18, 2.03it/s] 280/299 3.12G 0.00933 0.002063 0 0.01139 33 640: 19%|█▉ | 9/47 [00:11<00:18, 2.03it/s] 280/299 3.12G 0.00933 0.002063 0 0.01139 33 640: 21%|██▏ | 10/47 [00:11<00:13, 2.67it/s] 280/299 3.12G 0.009462 0.002146 0 0.01161 37 640: 21%|██▏ | 10/47 [00:18<00:13, 2.67it/s] 280/299 3.12G 0.009462 0.002146 0 0.01161 37 640: 23%|██▎ | 11/47 [00:18<01:33, 2.61s/it] 280/299 3.12G 0.00948 0.002136 0 0.01162 23 640: 23%|██▎ | 11/47 [00:19<01:33, 2.61s/it] 280/299 3.12G 0.00948 0.002136 0 0.01162 23 640: 26%|██▌ | 12/47 [00:19<01:04, 1.85s/it] 280/299 3.12G 0.009397 0.002149 0 0.01155 40 640: 26%|██▌ | 12/47 [00:19<01:04, 1.85s/it] 280/299 3.12G 0.009397 0.002149 0 0.01155 40 640: 28%|██▊ | 13/47 [00:19<00:45, 1.34s/it] 280/299 3.12G 0.009259 0.002128 0 0.01139 24 640: 28%|██▊ | 13/47 [00:19<00:45, 1.34s/it] 280/299 3.12G 0.009259 0.002128 0 0.01139 24 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 280/299 3.12G 0.009117 0.002111 0 0.01123 26 640: 30%|██▉ | 14/47 [00:19<00:31, 1.04it/s] 280/299 3.12G 0.009117 0.002111 0 0.01123 26 640: 32%|███▏ | 15/47 [00:19<00:22, 1.41it/s] 280/299 3.12G 0.00913 0.002097 0 0.01123
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.99it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.752
0%| | 0/47 [00:00<?, ?it/s] 281/299 3.12G 0.008886 0.002664 0 0.01155 39 640: 0%| | 0/47 [00:00<?, ?it/s] 281/299 3.12G 0.008886 0.002664 0 0.01155 39 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 281/299 3.12G 0.008579 0.002137 0 0.01072 18 640: 2%|▏ | 1/47 [00:00<00:05, 8.65it/s] 281/299 3.12G 0.008579 0.002137 0 0.01072 18 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 281/299 3.12G 0.009258 0.002257 0 0.01152 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 281/299 3.12G 0.009258 0.002257 0 0.01152 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.17it/s] 281/299 3.12G 0.009054 0.00227 0 0.01132 31 640: 6%|▋ | 3/47 [00:07<00:05, 8.17it/s] 281/299 3.12G 0.009054 0.00227 0 0.01132 31 640: 9%|▊ | 4/47 [00:07<02:04, 2.90s/it] 281/299 3.12G 0.008802 0.002214 0 0.01102 26 640: 9%|▊ | 4/47 [00:07<02:04, 2.90s/it] 281/299 3.12G 0.008802 0.002214 0 0.01102 26 640: 11%|█ | 5/47 [00:07<01:19, 1.90s/it] 281/299 3.12G 0.009202 0.002198 0 0.0114 28 640: 11%|█ | 5/47 [00:07<01:19, 1.90s/it] 281/299 3.12G 0.009202 0.002198 0 0.0114 28 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 281/299 3.12G 0.009094 0.002178 0 0.01127 32 640: 13%|█▎ | 6/47 [00:07<00:53, 1.30s/it] 281/299 3.12G 0.009094 0.002178 0 0.01127 32 640: 15%|█▍ | 7/47 [00:07<00:36, 1.09it/s] 281/299 3.12G 0.009214 0.002163 0 0.01138 25 640: 15%|█▍ | 7/47 [00:08<00:36, 1.09it/s] 281/299 3.12G 0.009214 0.002163 0 0.01138 25 640: 17%|█▋ | 8/47 [00:08<00:25, 1.52it/s] 281/299 3.12G 0.009175 0.002153 0 0.01133 28 640: 17%|█▋ | 8/47 [00:08<00:25, 1.52it/s] 281/299 3.12G 0.009175 0.002153 0 0.01133 28 640: 19%|█▉ | 9/47 [00:08<00:18, 2.05it/s] 281/299 3.12G 0.009361 0.002271 0 0.01163 30 640: 19%|█▉ | 9/47 [00:08<00:18, 2.05it/s] 281/299 3.12G 0.009361 0.002271 0 0.01163 30 640: 21%|██▏ | 10/47 [00:08<00:19, 1.92it/s] 281/299 3.12G 0.009733 0.002243 0 0.01198 30 640: 21%|██▏ | 10/47 [00:08<00:19, 1.92it/s] 281/299 3.12G 0.009733 0.002243 0 0.01198 30 640: 23%|██▎ | 11/47 [00:08<00:14, 2.53it/s] 281/299 3.12G 0.00972 0.002297 0 0.01202 28 640: 23%|██▎ | 11/47 [00:16<00:14, 2.53it/s] 281/299 3.12G 0.00972 0.002297 0 0.01202 28 640: 26%|██▌ | 12/47 [00:16<01:28, 2.52s/it] 281/299 3.12G 0.009719 0.002278 0 0.012 25 640: 26%|██▌ | 12/47 [00:16<01:28, 2.52s/it] 281/299 3.12G 0.009719 0.002278 0 0.012 25 640: 28%|██▊ | 13/47 [00:16<01:00, 1.79s/it] 281/299 3.12G 0.009541 0.002218 0 0.01176 26 640: 28%|██▊ | 13/47 [00:16<01:00, 1.79s/it] 281/299 3.12G 0.009541 0.002218 0 0.01176 26 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 281/299 3.12G 0.009479 0.002201 0 0.01168 19 640: 30%|██▉ | 14/47 [00:16<00:42, 1.29s/it] 281/299 3.12G 0.009479 0.002201 0 0.01168 19 640: 32%|███▏ | 15/47 [00:16<00:30, 1.07it/s] 281/299 3.12G 0.009441 0.002194 0 0.01163
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.77it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.85it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.991 0.748
0%| | 0/47 [00:00<?, ?it/s] 282/299 3.12G 0.01027 0.002111 0 0.01238 22 640: 0%| | 0/47 [00:00<?, ?it/s] 282/299 3.12G 0.01027 0.002111 0 0.01238 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 282/299 3.12G 0.009611 0.002161 0 0.01177 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 282/299 3.12G 0.009611 0.002161 0 0.01177 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 282/299 3.12G 0.00937 0.002385 0 0.01176 41 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 282/299 3.12G 0.00937 0.002385 0 0.01176 41 640: 6%|▋ | 3/47 [00:00<00:05, 7.84it/s] 282/299 3.12G 0.009478 0.002339 0 0.01182 31 640: 6%|▋ | 3/47 [00:00<00:05, 7.84it/s] 282/299 3.12G 0.009478 0.002339 0 0.01182 31 640: 9%|▊ | 4/47 [00:00<00:05, 8.21it/s] 282/299 3.12G 0.0103 0.002221 0 0.01252 22 640: 9%|▊ | 4/47 [00:10<00:05, 8.21it/s] 282/299 3.12G 0.0103 0.002221 0 0.01252 22 640: 11%|█ | 5/47 [00:10<02:37, 3.75s/it] 282/299 3.12G 0.01032 0.002322 0 0.01264 38 640: 11%|█ | 5/47 [00:10<02:37, 3.75s/it] 282/299 3.12G 0.01032 0.002322 0 0.01264 38 640: 13%|█▎ | 6/47 [00:10<01:42, 2.51s/it] 282/299 3.12G 0.01022 0.002296 0 0.01252 26 640: 13%|█▎ | 6/47 [00:10<01:42, 2.51s/it] 282/299 3.12G 0.01022 0.002296 0 0.01252 26 640: 15%|█▍ | 7/47 [00:10<01:09, 1.73s/it] 282/299 3.12G 0.0101 0.002253 0 0.01235 21 640: 15%|█▍ | 7/47 [00:11<01:09, 1.73s/it] 282/299 3.12G 0.0101 0.002253 0 0.01235 21 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 282/299 3.12G 0.009887 0.002266 0 0.01215 34 640: 17%|█▋ | 8/47 [00:11<00:47, 1.21s/it] 282/299 3.12G 0.009887 0.002266 0 0.01215 34 640: 19%|█▉ | 9/47 [00:11<00:33, 1.15it/s] 282/299 3.12G 0.009903 0.002244 0 0.01215 27 640: 19%|█▉ | 9/47 [00:11<00:33, 1.15it/s] 282/299 3.12G 0.009903 0.002244 0 0.01215 27 640: 21%|██▏ | 10/47 [00:11<00:23, 1.57it/s] 282/299 3.12G 0.009689 0.002192 0 0.01188 25 640: 21%|██▏ | 10/47 [00:11<00:23, 1.57it/s] 282/299 3.12G 0.009689 0.002192 0 0.01188 25 640: 23%|██▎ | 11/47 [00:11<00:17, 2.06it/s] 282/299 3.12G 0.009674 0.002215 0 0.01189 25 640: 23%|██▎ | 11/47 [00:11<00:17, 2.06it/s] 282/299 3.12G 0.009674 0.002215 0 0.01189 25 640: 26%|██▌ | 12/47 [00:11<00:12, 2.70it/s] 282/299 3.12G 0.009594 0.00216 0 0.01175 23 640: 26%|██▌ | 12/47 [00:19<00:12, 2.70it/s] 282/299 3.12G 0.009594 0.00216 0 0.01175 23 640: 28%|██▊ | 13/47 [00:19<01:29, 2.63s/it] 282/299 3.12G 0.009813 0.002239 0 0.01205 40 640: 28%|██▊ | 13/47 [00:19<01:29, 2.63s/it] 282/299 3.12G 0.009813 0.002239 0 0.01205 40 640: 30%|██▉ | 14/47 [00:19<01:01, 1.87s/it] 282/299 3.12G 0.00981 0.002255 0 0.01206 37 640: 30%|██▉ | 14/47 [00:19<01:01, 1.87s/it] 282/299 3.12G 0.00981 0.002255 0 0.01206 37 640: 32%|███▏ | 15/47 [00:19<00:43, 1.35s/it] 282/299 3.12G 0.009706 0.002242 0 0.01195
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.54it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.60it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.76
0%| | 0/47 [00:00<?, ?it/s] 283/299 3.12G 0.01097 0.002317 0 0.01329 30 640: 0%| | 0/47 [00:00<?, ?it/s] 283/299 3.12G 0.01097 0.002317 0 0.01329 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 283/299 3.12G 0.009984 0.001973 0 0.01196 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 283/299 3.12G 0.009984 0.001973 0 0.01196 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 283/299 3.12G 0.009766 0.002064 0 0.01183 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 283/299 3.12G 0.009766 0.002064 0 0.01183 30 640: 6%|▋ | 3/47 [00:00<00:04, 8.80it/s] 283/299 3.12G 0.01002 0.002402 0 0.01242 43 640: 6%|▋ | 3/47 [00:00<00:04, 8.80it/s] 283/299 3.12G 0.01002 0.002402 0 0.01242 43 640: 9%|▊ | 4/47 [00:00<00:05, 7.98it/s] 283/299 3.12G 0.009841 0.0024 0 0.01224 35 640: 9%|▊ | 4/47 [00:00<00:05, 7.98it/s] 283/299 3.12G 0.009841 0.0024 0 0.01224 35 640: 11%|█ | 5/47 [00:00<00:05, 8.27it/s] 283/299 3.12G 0.009923 0.002328 0 0.01225 28 640: 11%|█ | 5/47 [00:07<00:05, 8.27it/s] 283/299 3.12G 0.009923 0.002328 0 0.01225 28 640: 13%|█▎ | 6/47 [00:07<01:41, 2.48s/it] 283/299 3.12G 0.01008 0.002287 0 0.01237 22 640: 13%|█▎ | 6/47 [00:07<01:41, 2.48s/it] 283/299 3.12G 0.01008 0.002287 0 0.01237 22 640: 15%|█▍ | 7/47 [00:07<01:08, 1.71s/it] 283/299 3.12G 0.0099 0.002215 0 0.01212 24 640: 15%|█▍ | 7/47 [00:07<01:08, 1.71s/it] 283/299 3.12G 0.0099 0.002215 0 0.01212 24 640: 17%|█▋ | 8/47 [00:07<00:47, 1.21s/it] 283/299 3.12G 0.01003 0.002165 0 0.01219 30 640: 17%|█▋ | 8/47 [00:08<00:47, 1.21s/it] 283/299 3.12G 0.01003 0.002165 0 0.01219 30 640: 19%|█▉ | 9/47 [00:08<00:32, 1.15it/s] 283/299 3.12G 0.009955 0.002102 0 0.01206 18 640: 19%|█▉ | 9/47 [00:08<00:32, 1.15it/s] 283/299 3.12G 0.009955 0.002102 0 0.01206 18 640: 21%|██▏ | 10/47 [00:08<00:23, 1.58it/s] 283/299 3.12G 0.009878 0.002144 0 0.01202 29 640: 21%|██▏ | 10/47 [00:08<00:23, 1.58it/s] 283/299 3.12G 0.009878 0.002144 0 0.01202 29 640: 23%|██▎ | 11/47 [00:08<00:17, 2.11it/s] 283/299 3.12G 0.00992 0.002152 0 0.01207 25 640: 23%|██▎ | 11/47 [00:09<00:17, 2.11it/s] 283/299 3.12G 0.00992 0.002152 0 0.01207 25 640: 26%|██▌ | 12/47 [00:09<00:29, 1.17it/s] 283/299 3.12G 0.009905 0.002218 0 0.01212 33 640: 26%|██▌ | 12/47 [00:10<00:29, 1.17it/s] 283/299 3.12G 0.009905 0.002218 0 0.01212 33 640: 28%|██▊ | 13/47 [00:10<00:21, 1.58it/s] 283/299 3.12G 0.009825 0.002196 0 0.01202 30 640: 28%|██▊ | 13/47 [00:16<00:21, 1.58it/s] 283/299 3.12G 0.009825 0.002196 0 0.01202 30 640: 30%|██▉ | 14/47 [00:16<01:13, 2.23s/it] 283/299 3.12G 0.009758 0.00217 0 0.01193 29 640: 30%|██▉ | 14/47 [00:16<01:13, 2.23s/it] 283/299 3.12G 0.009758 0.00217 0 0.01193 29 640: 32%|███▏ | 15/47 [00:16<00:51, 1.60s/it] 283/299 3.12G 0.009648 0.002149 0 0.0118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.97it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.90it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.991 0.758
0%| | 0/47 [00:00<?, ?it/s] 284/299 3.12G 0.01097 0.001798 0 0.01277 25 640: 0%| | 0/47 [00:00<?, ?it/s] 284/299 3.12G 0.01097 0.001798 0 0.01277 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 284/299 3.12G 0.009925 0.002025 0 0.01195 27 640: 2%|▏ | 1/47 [00:00<00:06, 6.85it/s] 284/299 3.12G 0.009925 0.002025 0 0.01195 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 284/299 3.12G 0.009253 0.001834 0 0.01109 23 640: 4%|▍ | 2/47 [00:00<00:05, 7.91it/s] 284/299 3.12G 0.009253 0.001834 0 0.01109 23 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 284/299 3.12G 0.00912 0.002029 0 0.01115 36 640: 6%|▋ | 3/47 [00:00<00:05, 8.30it/s] 284/299 3.12G 0.00912 0.002029 0 0.01115 36 640: 9%|▊ | 4/47 [00:00<00:05, 8.51it/s] 284/299 3.12G 0.008961 0.001969 0 0.01093 20 640: 9%|▊ | 4/47 [00:03<00:05, 8.51it/s] 284/299 3.12G 0.008961 0.001969 0 0.01093 20 640: 11%|█ | 5/47 [00:03<00:47, 1.13s/it] 284/299 3.12G 0.009236 0.001966 0 0.0112 27 640: 11%|█ | 5/47 [00:03<00:47, 1.13s/it] 284/299 3.12G 0.009236 0.001966 0 0.0112 27 640: 13%|█▎ | 6/47 [00:03<00:32, 1.26it/s] 284/299 3.12G 0.009304 0.002124 0 0.01143 36 640: 13%|█▎ | 6/47 [00:08<00:32, 1.26it/s] 284/299 3.12G 0.009304 0.002124 0 0.01143 36 640: 15%|█▍ | 7/47 [00:08<01:23, 2.08s/it] 284/299 3.12G 0.00926 0.002177 0 0.01144 34 640: 15%|█▍ | 7/47 [00:08<01:23, 2.08s/it] 284/299 3.12G 0.00926 0.002177 0 0.01144 34 640: 17%|█▋ | 8/47 [00:08<00:56, 1.46s/it] 284/299 3.12G 0.009315 0.002253 0 0.01157 39 640: 17%|█▋ | 8/47 [00:08<00:56, 1.46s/it] 284/299 3.12G 0.009315 0.002253 0 0.01157 39 640: 19%|█▉ | 9/47 [00:08<00:39, 1.04s/it] 284/299 3.12G 0.009187 0.002181 0 0.01137 21 640: 19%|█▉ | 9/47 [00:08<00:39, 1.04s/it] 284/299 3.12G 0.009187 0.002181 0 0.01137 21 640: 21%|██▏ | 10/47 [00:08<00:28, 1.32it/s] 284/299 3.12G 0.009194 0.002247 0 0.01144 36 640: 21%|██▏ | 10/47 [00:08<00:28, 1.32it/s] 284/299 3.12G 0.009194 0.002247 0 0.01144 36 640: 23%|██▎ | 11/47 [00:08<00:20, 1.79it/s] 284/299 3.12G 0.009286 0.002227 0 0.01151 25 640: 23%|██▎ | 11/47 [00:08<00:20, 1.79it/s] 284/299 3.12G 0.009286 0.002227 0 0.01151 25 640: 26%|██▌ | 12/47 [00:08<00:14, 2.36it/s] 284/299 3.12G 0.009394 0.002231 0 0.01162 30 640: 26%|██▌ | 12/47 [00:13<00:14, 2.36it/s] 284/299 3.12G 0.009394 0.002231 0 0.01162 30 640: 28%|██▊ | 13/47 [00:13<00:58, 1.73s/it] 284/299 3.12G 0.009374 0.002256 0 0.01163 20 640: 28%|██▊ | 13/47 [00:13<00:58, 1.73s/it] 284/299 3.12G 0.009374 0.002256 0 0.01163 20 640: 30%|██▉ | 14/47 [00:13<00:41, 1.25s/it] 284/299 3.12G 0.009216 0.002202 0 0.01142 24 640: 30%|██▉ | 14/47 [00:16<00:41, 1.25s/it] 284/299 3.12G 0.009216 0.002202 0 0.01142 24 640: 32%|███▏ | 15/47 [00:16<00:58, 1.84s/it] 284/299 3.12G 0.009285 0.002205 0 0.01149
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.95it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.991 0.746
0%| | 0/47 [00:00<?, ?it/s] 285/299 3.12G 0.01048 0.001693 0 0.01217 28 640: 0%| | 0/47 [00:00<?, ?it/s] 285/299 3.12G 0.01048 0.001693 0 0.01217 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 285/299 3.12G 0.009403 0.001887 0 0.01129 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 285/299 3.12G 0.009403 0.001887 0 0.01129 29 640: 4%|▍ | 2/47 [00:00<00:07, 5.89it/s] 285/299 3.12G 0.009168 0.002093 0 0.01126 44 640: 4%|▍ | 2/47 [00:00<00:07, 5.89it/s] 285/299 3.12G 0.009168 0.002093 0 0.01126 44 640: 6%|▋ | 3/47 [00:00<00:06, 6.97it/s] 285/299 3.12G 0.009644 0.002219 0 0.01186 30 640: 6%|▋ | 3/47 [00:00<00:06, 6.97it/s] 285/299 3.12G 0.009644 0.002219 0 0.01186 30 640: 9%|▊ | 4/47 [00:00<00:05, 7.63it/s] 285/299 3.12G 0.009412 0.002242 0 0.01165 35 640: 9%|▊ | 4/47 [00:00<00:05, 7.63it/s] 285/299 3.12G 0.009412 0.002242 0 0.01165 35 640: 11%|█ | 5/47 [00:00<00:05, 8.03it/s] 285/299 3.12G 0.009345 0.002265 0 0.01161 30 640: 11%|█ | 5/47 [00:10<00:05, 8.03it/s] 285/299 3.12G 0.009345 0.002265 0 0.01161 30 640: 13%|█▎ | 6/47 [00:10<02:14, 3.28s/it] 285/299 3.12G 0.009482 0.002199 0 0.01168 32 640: 13%|█▎ | 6/47 [00:10<02:14, 3.28s/it] 285/299 3.12G 0.009482 0.002199 0 0.01168 32 640: 15%|█▍ | 7/47 [00:10<01:29, 2.24s/it] 285/299 3.12G 0.009624 0.002227 0 0.01185 26 640: 15%|█▍ | 7/47 [00:10<01:29, 2.24s/it] 285/299 3.12G 0.009624 0.002227 0 0.01185 26 640: 17%|█▋ | 8/47 [00:10<01:01, 1.57s/it] 285/299 3.12G 0.009597 0.002216 0 0.01181 28 640: 17%|█▋ | 8/47 [00:10<01:01, 1.57s/it] 285/299 3.12G 0.009597 0.002216 0 0.01181 28 640: 19%|█▉ | 9/47 [00:10<00:42, 1.11s/it] 285/299 3.12G 0.00946 0.002127 0 0.01159 20 640: 19%|█▉ | 9/47 [00:10<00:42, 1.11s/it] 285/299 3.12G 0.00946 0.002127 0 0.01159 20 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 285/299 3.12G 0.009672 0.002243 0 0.01192 38 640: 21%|██▏ | 10/47 [00:10<00:30, 1.23it/s] 285/299 3.12G 0.009672 0.002243 0 0.01192 38 640: 23%|██▎ | 11/47 [00:10<00:21, 1.67it/s] 285/299 3.12G 0.009653 0.002266 0 0.01192 29 640: 23%|██▎ | 11/47 [00:10<00:21, 1.67it/s] 285/299 3.12G 0.009653 0.002266 0 0.01192 29 640: 26%|██▌ | 12/47 [00:10<00:15, 2.22it/s] 285/299 3.12G 0.009575 0.002249 0 0.01182 27 640: 26%|██▌ | 12/47 [00:10<00:15, 2.22it/s] 285/299 3.12G 0.009575 0.002249 0 0.01182 27 640: 28%|██▊ | 13/47 [00:10<00:11, 2.88it/s] 285/299 3.12G 0.009509 0.002229 0 0.01174 27 640: 28%|██▊ | 13/47 [00:18<00:11, 2.88it/s] 285/299 3.12G 0.009509 0.002229 0 0.01174 27 640: 30%|██▉ | 14/47 [00:18<01:24, 2.57s/it] 285/299 3.12G 0.009432 0.00223 0 0.01166 37 640: 30%|██▉ | 14/47 [00:18<01:24, 2.57s/it] 285/299 3.12G 0.009432 0.00223 0 0.01166 37 640: 32%|███▏ | 15/47 [00:18<00:58, 1.84s/it] 285/299 3.12G 0.009494 0.002209 0 0.0117
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.88it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.08it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.02it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.992 0.747
0%| | 0/47 [00:00<?, ?it/s] 286/299 3.12G 0.01162 0.002322 0 0.01395 28 640: 0%| | 0/47 [00:00<?, ?it/s] 286/299 3.12G 0.01162 0.002322 0 0.01395 28 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 286/299 3.12G 0.009846 0.002243 0 0.01209 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.66it/s] 286/299 3.12G 0.009846 0.002243 0 0.01209 34 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 286/299 3.12G 0.01034 0.002343 0 0.01269 32 640: 4%|▍ | 2/47 [00:00<00:05, 8.80it/s] 286/299 3.12G 0.01034 0.002343 0 0.01269 32 640: 6%|▋ | 3/47 [00:00<00:05, 7.92it/s] 286/299 3.12G 0.01003 0.00235 0 0.01238 40 640: 6%|▋ | 3/47 [00:00<00:05, 7.92it/s] 286/299 3.12G 0.01003 0.00235 0 0.01238 40 640: 9%|▊ | 4/47 [00:00<00:05, 8.29it/s] 286/299 3.12G 0.009755 0.002206 0 0.01196 24 640: 9%|▊ | 4/47 [00:00<00:05, 8.29it/s] 286/299 3.12G 0.009755 0.002206 0 0.01196 24 640: 11%|█ | 5/47 [00:00<00:04, 8.51it/s] 286/299 3.12G 0.009911 0.002267 0 0.01218 30 640: 11%|█ | 5/47 [00:00<00:04, 8.51it/s] 286/299 3.12G 0.009911 0.002267 0 0.01218 30 640: 13%|█▎ | 6/47 [00:00<00:04, 8.64it/s] 286/299 3.12G 0.009954 0.00226 0 0.01221 31 640: 13%|█▎ | 6/47 [00:07<00:04, 8.64it/s] 286/299 3.12G 0.009954 0.00226 0 0.01221 31 640: 15%|█▍ | 7/47 [00:07<01:35, 2.40s/it] 286/299 3.12G 0.009927 0.002376 0 0.0123 43 640: 15%|█▍ | 7/47 [00:07<01:35, 2.40s/it] 286/299 3.12G 0.009927 0.002376 0 0.0123 43 640: 17%|█▋ | 8/47 [00:07<01:05, 1.67s/it] 286/299 3.12G 0.009879 0.002308 0 0.01219 23 640: 17%|█▋ | 8/47 [00:08<01:05, 1.67s/it] 286/299 3.12G 0.009879 0.002308 0 0.01219 23 640: 19%|█▉ | 9/47 [00:08<00:44, 1.18s/it] 286/299 3.12G 0.009819 0.002255 0 0.01207 29 640: 19%|█▉ | 9/47 [00:08<00:44, 1.18s/it] 286/299 3.12G 0.009819 0.002255 0 0.01207 29 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 286/299 3.12G 0.009863 0.0022 0 0.01206 24 640: 21%|██▏ | 10/47 [00:08<00:31, 1.17it/s] 286/299 3.12G 0.009863 0.0022 0 0.01206 24 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 286/299 3.12G 0.009783 0.002198 0 0.01198 29 640: 23%|██▎ | 11/47 [00:08<00:22, 1.58it/s] 286/299 3.12G 0.009783 0.002198 0 0.01198 29 640: 26%|██▌ | 12/47 [00:08<00:16, 2.11it/s] 286/299 3.12G 0.009704 0.002184 0 0.01189 27 640: 26%|██▌ | 12/47 [00:08<00:16, 2.11it/s] 286/299 3.12G 0.009704 0.002184 0 0.01189 27 640: 28%|██▊ | 13/47 [00:08<00:12, 2.74it/s] 286/299 3.12G 0.009757 0.00221 0 0.01197 27 640: 28%|██▊ | 13/47 [00:08<00:12, 2.74it/s] 286/299 3.12G 0.009757 0.00221 0 0.01197 27 640: 30%|██▉ | 14/47 [00:08<00:09, 3.47it/s] 286/299 3.12G 0.009694 0.002223 0 0.01192 38 640: 30%|██▉ | 14/47 [00:16<00:09, 3.47it/s] 286/299 3.12G 0.009694 0.002223 0 0.01192 38 640: 32%|███▏ | 15/47 [00:16<01:18, 2.45s/it] 286/299 3.12G 0.00964 0.002245 0 0.01189
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.85it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.98it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.93it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.992 0.757
0%| | 0/47 [00:00<?, ?it/s] 287/299 3.12G 0.008857 0.002184 0 0.01104 31 640: 0%| | 0/47 [00:00<?, ?it/s] 287/299 3.12G 0.008857 0.002184 0 0.01104 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 287/299 3.12G 0.009222 0.002 0 0.01122 32 640: 2%|▏ | 1/47 [00:04<00:05, 8.63it/s] 287/299 3.12G 0.009222 0.002 0 0.01122 32 640: 4%|▍ | 2/47 [00:04<01:54, 2.53s/it] 287/299 3.12G 0.00884 0.002006 0 0.01085 29 640: 4%|▍ | 2/47 [00:08<01:54, 2.53s/it] 287/299 3.12G 0.00884 0.002006 0 0.01085 29 640: 6%|▋ | 3/47 [00:08<02:16, 3.10s/it] 287/299 3.12G 0.00926 0.002016 0 0.01128 33 640: 6%|▋ | 3/47 [00:08<02:16, 3.10s/it] 287/299 3.12G 0.00926 0.002016 0 0.01128 33 640: 9%|▊ | 4/47 [00:08<01:23, 1.93s/it] 287/299 3.12G 0.009055 0.002188 0 0.01124 37 640: 9%|▊ | 4/47 [00:08<01:23, 1.93s/it] 287/299 3.12G 0.009055 0.002188 0 0.01124 37 640: 11%|█ | 5/47 [00:08<01:02, 1.49s/it] 287/299 3.12G 0.008893 0.002147 0 0.01104 32 640: 11%|█ | 5/47 [00:09<01:02, 1.49s/it] 287/299 3.12G 0.008893 0.002147 0 0.01104 32 640: 13%|█▎ | 6/47 [00:09<00:41, 1.02s/it] 287/299 3.12G 0.00898 0.002165 0 0.01115 32 640: 13%|█▎ | 6/47 [00:09<00:41, 1.02s/it] 287/299 3.12G 0.00898 0.002165 0 0.01115 32 640: 15%|█▍ | 7/47 [00:09<00:29, 1.38it/s] 287/299 3.12G 0.009195 0.002272 0 0.01147 38 640: 15%|█▍ | 7/47 [00:09<00:29, 1.38it/s] 287/299 3.12G 0.009195 0.002272 0 0.01147 38 640: 17%|█▋ | 8/47 [00:09<00:21, 1.85it/s] 287/299 3.12G 0.009213 0.002274 0 0.01149 35 640: 17%|█▋ | 8/47 [00:09<00:21, 1.85it/s] 287/299 3.12G 0.009213 0.002274 0 0.01149 35 640: 19%|█▉ | 9/47 [00:09<00:15, 2.46it/s] 287/299 3.12G 0.009259 0.002221 0 0.01148 24 640: 19%|█▉ | 9/47 [00:12<00:15, 2.46it/s] 287/299 3.12G 0.009259 0.002221 0 0.01148 24 640: 21%|██▏ | 10/47 [00:12<00:49, 1.34s/it] 287/299 3.12G 0.009402 0.002289 0 0.01169 28 640: 21%|██▏ | 10/47 [00:16<00:49, 1.34s/it] 287/299 3.12G 0.009402 0.002289 0 0.01169 28 640: 23%|██▎ | 11/47 [00:16<01:16, 2.12s/it] 287/299 3.12G 0.009373 0.002258 0 0.01163 28 640: 23%|██▎ | 11/47 [00:16<01:16, 2.12s/it] 287/299 3.12G 0.009373 0.002258 0 0.01163 28 640: 26%|██▌ | 12/47 [00:16<00:53, 1.52s/it] 287/299 3.12G 0.009214 0.002227 0 0.01144 25 640: 26%|██▌ | 12/47 [00:17<00:53, 1.52s/it] 287/299 3.12G 0.009214 0.002227 0 0.01144 25 640: 28%|██▊ | 13/47 [00:17<00:43, 1.28s/it] 287/299 3.12G 0.009421 0.002195 0 0.01162 25 640: 28%|██▊ | 13/47 [00:17<00:43, 1.28s/it] 287/299 3.12G 0.009421 0.002195 0 0.01162 25 640: 30%|██▉ | 14/47 [00:17<00:30, 1.08it/s] 287/299 3.12G 0.009295 0.002193 0 0.01149 42 640: 30%|██▉ | 14/47 [00:17<00:30, 1.08it/s] 287/299 3.12G 0.009295 0.002193 0 0.01149 42 640: 32%|███▏ | 15/47 [00:17<00:21, 1.46it/s] 287/299 3.12G 0.009291 0.002162 0 0.01145
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.82it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.78it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.88it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.955 0.982 0.992 0.759
0%| | 0/47 [00:00<?, ?it/s] 288/299 3.12G 0.01019 0.002127 0 0.01232 25 640: 0%| | 0/47 [00:00<?, ?it/s] 288/299 3.12G 0.01019 0.002127 0 0.01232 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 288/299 3.12G 0.01171 0.002106 0 0.01381 32 640: 2%|▏ | 1/47 [00:00<00:06, 6.91it/s] 288/299 3.12G 0.01171 0.002106 0 0.01381 32 640: 4%|▍ | 2/47 [00:00<00:05, 7.92it/s] 288/299 3.12G 0.01079 0.001981 0 0.01277 24 640: 4%|▍ | 2/47 [00:02<00:05, 7.92it/s] 288/299 3.12G 0.01079 0.001981 0 0.01277 24 640: 6%|▋ | 3/47 [00:02<00:54, 1.23s/it] 288/299 3.12G 0.01028 0.002125 0 0.0124 35 640: 6%|▋ | 3/47 [00:07<00:54, 1.23s/it] 288/299 3.12G 0.01028 0.002125 0 0.0124 35 640: 9%|▊ | 4/47 [00:07<01:50, 2.57s/it] 288/299 3.12G 0.01011 0.001994 0 0.0121 17 640: 9%|▊ | 4/47 [00:07<01:50, 2.57s/it] 288/299 3.12G 0.01011 0.001994 0 0.0121 17 640: 11%|█ | 5/47 [00:07<01:11, 1.70s/it] 288/299 3.12G 0.01002 0.001974 0 0.01199 25 640: 11%|█ | 5/47 [00:07<01:11, 1.70s/it] 288/299 3.12G 0.01002 0.001974 0 0.01199 25 640: 13%|█▎ | 6/47 [00:07<00:50, 1.22s/it] 288/299 3.12G 0.01001 0.001953 0 0.01197 29 640: 13%|█▎ | 6/47 [00:09<00:50, 1.22s/it] 288/299 3.12G 0.01001 0.001953 0 0.01197 29 640: 15%|█▍ | 7/47 [00:09<00:49, 1.23s/it] 288/299 3.12G 0.01042 0.002048 0 0.01247 30 640: 15%|█▍ | 7/47 [00:09<00:49, 1.23s/it] 288/299 3.12G 0.01042 0.002048 0 0.01247 30 640: 17%|█▋ | 8/47 [00:09<00:33, 1.15it/s] 288/299 3.12G 0.01033 0.002039 0 0.01237 31 640: 17%|█▋ | 8/47 [00:09<00:33, 1.15it/s] 288/299 3.12G 0.01033 0.002039 0 0.01237 31 640: 19%|█▉ | 9/47 [00:09<00:24, 1.56it/s] 288/299 3.12G 0.01013 0.001993 0 0.01212 26 640: 19%|█▉ | 9/47 [00:09<00:24, 1.56it/s] 288/299 3.12G 0.01013 0.001993 0 0.01212 26 640: 21%|██▏ | 10/47 [00:09<00:17, 2.09it/s] 288/299 3.12G 0.01017 0.00203 0 0.0122 28 640: 21%|██▏ | 10/47 [00:11<00:17, 2.09it/s] 288/299 3.12G 0.01017 0.00203 0 0.0122 28 640: 23%|██▎ | 11/47 [00:11<00:33, 1.06it/s] 288/299 3.12G 0.01022 0.002074 0 0.01229 33 640: 23%|██▎ | 11/47 [00:15<00:33, 1.06it/s] 288/299 3.12G 0.01022 0.002074 0 0.01229 33 640: 26%|██▌ | 12/47 [00:15<01:10, 2.02s/it] 288/299 3.12G 0.01003 0.002137 0 0.01217 41 640: 26%|██▌ | 12/47 [00:16<01:10, 2.02s/it] 288/299 3.12G 0.01003 0.002137 0 0.01217 41 640: 28%|██▊ | 13/47 [00:16<00:49, 1.45s/it] 288/299 3.12G 0.009843 0.002161 0 0.012 31 640: 28%|██▊ | 13/47 [00:16<00:49, 1.45s/it] 288/299 3.12G 0.009843 0.002161 0 0.012 31 640: 30%|██▉ | 14/47 [00:16<00:36, 1.10s/it] 288/299 3.12G 0.009724 0.002116 0 0.01184 23 640: 30%|██▉ | 14/47 [00:17<00:36, 1.10s/it] 288/299 3.12G 0.009724 0.002116 0 0.01184 23 640: 32%|███▏ | 15/47 [00:17<00:36, 1.13s/it] 288/299 3.12G 0.009706 0.002096 0 0.0118
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.84it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.87it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.84it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.964 0.982 0.992 0.752
0%| | 0/47 [00:00<?, ?it/s] 289/299 3.12G 0.008315 0.00165 0 0.009964 22 640: 0%| | 0/47 [00:00<?, ?it/s] 289/299 3.12G 0.008315 0.00165 0 0.009964 22 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 289/299 3.12G 0.008361 0.00208 0 0.01044 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.64it/s] 289/299 3.12G 0.008361 0.00208 0 0.01044 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 289/299 3.12G 0.008496 0.002253 0 0.01075 30 640: 4%|▍ | 2/47 [00:00<00:05, 7.64it/s] 289/299 3.12G 0.008496 0.002253 0 0.01075 30 640: 6%|▋ | 3/47 [00:00<00:05, 8.15it/s] 289/299 3.12G 0.008826 0.002344 0 0.01117 30 640: 6%|▋ | 3/47 [00:04<00:05, 8.15it/s] 289/299 3.12G 0.008826 0.002344 0 0.01117 30 640: 9%|▊ | 4/47 [00:04<01:12, 1.68s/it] 289/299 3.12G 0.008523 0.002207 0 0.01073 31 640: 9%|▊ | 4/47 [00:07<01:12, 1.68s/it] 289/299 3.12G 0.008523 0.002207 0 0.01073 31 640: 11%|█ | 5/47 [00:07<01:30, 2.16s/it] 289/299 3.12G 0.008756 0.002255 0 0.01101 29 640: 11%|█ | 5/47 [00:08<01:30, 2.16s/it] 289/299 3.12G 0.008756 0.002255 0 0.01101 29 640: 13%|█▎ | 6/47 [00:08<01:15, 1.84s/it] 289/299 3.12G 0.008777 0.002329 0 0.01111 42 640: 13%|█▎ | 6/47 [00:08<01:15, 1.84s/it] 289/299 3.12G 0.008777 0.002329 0 0.01111 42 640: 15%|█▍ | 7/47 [00:08<00:53, 1.35s/it] 289/299 3.12G 0.008758 0.002255 0 0.01101 23 640: 15%|█▍ | 7/47 [00:09<00:53, 1.35s/it] 289/299 3.12G 0.008758 0.002255 0 0.01101 23 640: 17%|█▋ | 8/47 [00:09<00:37, 1.05it/s] 289/299 3.12G 0.008841 0.002237 0 0.01108 34 640: 17%|█▋ | 8/47 [00:09<00:37, 1.05it/s] 289/299 3.12G 0.008841 0.002237 0 0.01108 34 640: 19%|█▉ | 9/47 [00:09<00:26, 1.45it/s] 289/299 3.12G 0.00876 0.002175 0 0.01093 27 640: 19%|█▉ | 9/47 [00:09<00:26, 1.45it/s] 289/299 3.12G 0.00876 0.002175 0 0.01093 27 640: 21%|██▏ | 10/47 [00:09<00:19, 1.92it/s] 289/299 3.12G 0.008924 0.00219 0 0.01111 28 640: 21%|██▏ | 10/47 [00:09<00:19, 1.92it/s] 289/299 3.12G 0.008924 0.00219 0 0.01111 28 640: 23%|██▎ | 11/47 [00:09<00:14, 2.52it/s] 289/299 3.12G 0.008887 0.002207 0 0.01109 36 640: 23%|██▎ | 11/47 [00:13<00:14, 2.52it/s] 289/299 3.12G 0.008887 0.002207 0 0.01109 36 640: 26%|██▌ | 12/47 [00:13<00:55, 1.58s/it] 289/299 3.12G 0.008884 0.002184 0 0.01107 24 640: 26%|██▌ | 12/47 [00:16<00:55, 1.58s/it] 289/299 3.12G 0.008884 0.002184 0 0.01107 24 640: 28%|██▊ | 13/47 [00:16<01:04, 1.90s/it] 289/299 3.12G 0.008902 0.002251 0 0.01115 40 640: 28%|██▊ | 13/47 [00:17<01:04, 1.90s/it] 289/299 3.12G 0.008902 0.002251 0 0.01115 40 640: 30%|██▉ | 14/47 [00:17<00:50, 1.54s/it] 289/299 3.12G 0.008826 0.002224 0 0.01105 27 640: 30%|██▉ | 14/47 [00:17<00:50, 1.54s/it] 289/299 3.12G 0.008826 0.002224 0 0.01105 27 640: 32%|███▏ | 15/47 [00:17<00:38, 1.21s/it] 289/299 3.12G 0.008869 0.002204 0 0.01107
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.992 0.766
0%| | 0/47 [00:00<?, ?it/s] 290/299 3.12G 0.009291 0.002276 0 0.01157 36 640: 0%| | 0/47 [00:00<?, ?it/s] 290/299 3.12G 0.009291 0.002276 0 0.01157 36 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 290/299 3.12G 0.008223 0.002137 0 0.01036 23 640: 2%|▏ | 1/47 [00:00<00:05, 8.60it/s] 290/299 3.12G 0.008223 0.002137 0 0.01036 23 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 290/299 3.12G 0.008725 0.002365 0 0.01109 37 640: 4%|▍ | 2/47 [00:00<00:05, 8.76it/s] 290/299 3.12G 0.008725 0.002365 0 0.01109 37 640: 6%|▋ | 3/47 [00:00<00:05, 7.85it/s] 290/299 3.12G 0.008812 0.002451 0 0.01126 35 640: 6%|▋ | 3/47 [00:00<00:05, 7.85it/s] 290/299 3.12G 0.008812 0.002451 0 0.01126 35 640: 9%|▊ | 4/47 [00:00<00:05, 8.25it/s] 290/299 3.12G 0.008691 0.002347 0 0.01104 19 640: 9%|▊ | 4/47 [00:07<00:05, 8.25it/s] 290/299 3.12G 0.008691 0.002347 0 0.01104 19 640: 11%|█ | 5/47 [00:07<01:42, 2.44s/it] 290/299 3.12G 0.008656 0.002238 0 0.01089 30 640: 11%|█ | 5/47 [00:07<01:42, 2.44s/it] 290/299 3.12G 0.008656 0.002238 0 0.01089 30 640: 13%|█▎ | 6/47 [00:07<01:07, 1.65s/it] 290/299 3.12G 0.008601 0.002147 0 0.01075 27 640: 13%|█▎ | 6/47 [00:08<01:07, 1.65s/it] 290/299 3.12G 0.008601 0.002147 0 0.01075 27 640: 15%|█▍ | 7/47 [00:08<00:57, 1.43s/it] 290/299 3.12G 0.008726 0.002225 0 0.01095 30 640: 15%|█▍ | 7/47 [00:08<00:57, 1.43s/it] 290/299 3.12G 0.008726 0.002225 0 0.01095 30 640: 17%|█▋ | 8/47 [00:08<00:39, 1.01s/it] 290/299 3.12G 0.008868 0.002301 0 0.01117 21 640: 17%|█▋ | 8/47 [00:08<00:39, 1.01s/it] 290/299 3.12G 0.008868 0.002301 0 0.01117 21 640: 19%|█▉ | 9/47 [00:08<00:27, 1.37it/s] 290/299 3.12G 0.008788 0.002252 0 0.01104 26 640: 19%|█▉ | 9/47 [00:08<00:27, 1.37it/s] 290/299 3.12G 0.008788 0.002252 0 0.01104 26 640: 21%|██▏ | 10/47 [00:08<00:19, 1.86it/s] 290/299 3.12G 0.009035 0.002178 0 0.01121 25 640: 21%|██▏ | 10/47 [00:09<00:19, 1.86it/s] 290/299 3.12G 0.009035 0.002178 0 0.01121 25 640: 23%|██▎ | 11/47 [00:09<00:22, 1.60it/s] 290/299 3.12G 0.008973 0.002185 0 0.01116 34 640: 23%|██▎ | 11/47 [00:10<00:22, 1.60it/s] 290/299 3.12G 0.008973 0.002185 0 0.01116 34 640: 26%|██▌ | 12/47 [00:10<00:27, 1.26it/s] 290/299 3.12G 0.00923 0.002191 0 0.01142 25 640: 26%|██▌ | 12/47 [00:16<00:27, 1.26it/s] 290/299 3.12G 0.00923 0.002191 0 0.01142 25 640: 28%|██▊ | 13/47 [00:16<01:18, 2.31s/it] 290/299 3.12G 0.009387 0.002225 0 0.01161 32 640: 28%|██▊ | 13/47 [00:16<01:18, 2.31s/it] 290/299 3.12G 0.009387 0.002225 0 0.01161 32 640: 30%|██▉ | 14/47 [00:16<00:54, 1.65s/it] 290/299 3.12G 0.009409 0.002232 0 0.01164 30 640: 30%|██▉ | 14/47 [00:16<00:54, 1.65s/it] 290/299 3.12G 0.009409 0.002232 0 0.01164 30 640: 32%|███▏ | 15/47 [00:16<00:41, 1.31s/it] 290/299 3.12G 0.009369 0.00225 0 0.01162
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.70it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.71it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.81it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.992 0.758
0%| | 0/47 [00:00<?, ?it/s] 291/299 3.12G 0.01104 0.002713 0 0.01375 32 640: 0%| | 0/47 [00:00<?, ?it/s] 291/299 3.12G 0.01104 0.002713 0 0.01375 32 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 291/299 3.12G 0.009716 0.002137 0 0.01185 17 640: 2%|▏ | 1/47 [00:00<00:05, 8.62it/s] 291/299 3.12G 0.009716 0.002137 0 0.01185 17 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 291/299 3.12G 0.009424 0.002266 0 0.01169 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.71it/s] 291/299 3.12G 0.009424 0.002266 0 0.01169 29 640: 6%|▋ | 3/47 [00:00<00:05, 8.79it/s] 291/299 3.12G 0.009606 0.002053 0 0.01166 22 640: 6%|▋ | 3/47 [00:01<00:05, 8.79it/s] 291/299 3.12G 0.009606 0.002053 0 0.01166 22 640: 9%|▊ | 4/47 [00:01<00:16, 2.59it/s] 291/299 3.12G 0.009631 0.001951 0 0.01158 20 640: 9%|▊ | 4/47 [00:02<00:16, 2.59it/s] 291/299 3.12G 0.009631 0.001951 0 0.01158 20 640: 11%|█ | 5/47 [00:02<00:37, 1.12it/s] 291/299 3.12G 0.009635 0.002098 0 0.01173 34 640: 11%|█ | 5/47 [00:07<00:37, 1.12it/s] 291/299 3.12G 0.009635 0.002098 0 0.01173 34 640: 13%|█▎ | 6/47 [00:07<01:31, 2.24s/it] 291/299 3.12G 0.009851 0.002117 0 0.01197 21 640: 13%|█▎ | 6/47 [00:07<01:31, 2.24s/it] 291/299 3.12G 0.009851 0.002117 0 0.01197 21 640: 15%|█▍ | 7/47 [00:07<01:02, 1.57s/it] 291/299 3.12G 0.009915 0.002098 0 0.01201 26 640: 15%|█▍ | 7/47 [00:08<01:02, 1.57s/it] 291/299 3.12G 0.009915 0.002098 0 0.01201 26 640: 17%|█▋ | 8/47 [00:08<00:43, 1.12s/it] 291/299 3.12G 0.009833 0.002114 0 0.01195 27 640: 17%|█▋ | 8/47 [00:08<00:43, 1.12s/it] 291/299 3.12G 0.009833 0.002114 0 0.01195 27 640: 19%|█▉ | 9/47 [00:08<00:30, 1.25it/s] 291/299 3.12G 0.009789 0.00212 0 0.01191 34 640: 19%|█▉ | 9/47 [00:08<00:30, 1.25it/s] 291/299 3.12G 0.009789 0.00212 0 0.01191 34 640: 21%|██▏ | 10/47 [00:08<00:21, 1.70it/s] 291/299 3.12G 0.009889 0.002161 0 0.01205 37 640: 21%|██▏ | 10/47 [00:08<00:21, 1.70it/s] 291/299 3.12G 0.009889 0.002161 0 0.01205 37 640: 23%|██▎ | 11/47 [00:08<00:15, 2.25it/s] 291/299 3.12G 0.009708 0.002163 0 0.01187 33 640: 23%|██▎ | 11/47 [00:10<00:15, 2.25it/s] 291/299 3.12G 0.009708 0.002163 0 0.01187 33 640: 26%|██▌ | 12/47 [00:10<00:29, 1.20it/s] 291/299 3.12G 0.01005 0.00216 0 0.01221 29 640: 26%|██▌ | 12/47 [00:13<00:29, 1.20it/s] 291/299 3.12G 0.01005 0.00216 0 0.01221 29 640: 28%|██▊ | 13/47 [00:13<00:50, 1.48s/it] 291/299 3.12G 0.01007 0.002199 0 0.01227 37 640: 28%|██▊ | 13/47 [00:16<00:50, 1.48s/it] 291/299 3.12G 0.01007 0.002199 0 0.01227 37 640: 30%|██▉ | 14/47 [00:16<01:06, 2.01s/it] 291/299 3.12G 0.01002 0.002154 0 0.01217 22 640: 30%|██▉ | 14/47 [00:16<01:06, 2.01s/it] 291/299 3.12G 0.01002 0.002154 0 0.01217 22 640: 32%|███▏ | 15/47 [00:16<00:46, 1.44s/it] 291/299 3.12G 0.009896 0.002141 0 0.01204
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.30it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.47it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.67it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.59it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.939 0.991 0.991 0.757
0%| | 0/47 [00:00<?, ?it/s] 292/299 3.12G 0.009657 0.001819 0 0.01148 25 640: 0%| | 0/47 [00:00<?, ?it/s] 292/299 3.12G 0.009657 0.001819 0 0.01148 25 640: 2%|▏ | 1/47 [00:00<00:06, 6.67it/s] 292/299 3.12G 0.008976 0.00193 0 0.01091 34 640: 2%|▏ | 1/47 [00:00<00:06, 6.67it/s] 292/299 3.12G 0.008976 0.00193 0 0.01091 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.76it/s] 292/299 3.12G 0.008837 0.001913 0 0.01075 27 640: 4%|▍ | 2/47 [00:00<00:05, 7.76it/s] 292/299 3.12G 0.008837 0.001913 0 0.01075 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.22it/s] 292/299 3.12G 0.009331 0.002115 0 0.01145 37 640: 6%|▋ | 3/47 [00:00<00:05, 8.22it/s] 292/299 3.12G 0.009331 0.002115 0 0.01145 37 640: 9%|▊ | 4/47 [00:00<00:05, 8.47it/s] 292/299 3.12G 0.009399 0.002084 0 0.01148 24 640: 9%|▊ | 4/47 [00:02<00:05, 8.47it/s] 292/299 3.12G 0.009399 0.002084 0 0.01148 24 640: 11%|█ | 5/47 [00:02<00:36, 1.17it/s] 292/299 3.12G 0.009281 0.002019 0 0.0113 25 640: 11%|█ | 5/47 [00:04<00:36, 1.17it/s] 292/299 3.12G 0.009281 0.002019 0 0.0113 25 640: 13%|█▎ | 6/47 [00:04<00:54, 1.33s/it] 292/299 3.12G 0.009171 0.002063 0 0.01123 36 640: 13%|█▎ | 6/47 [00:07<00:54, 1.33s/it] 292/299 3.12G 0.009171 0.002063 0 0.01123 36 640: 15%|█▍ | 7/47 [00:07<01:15, 1.88s/it] 292/299 3.12G 0.009259 0.002095 0 0.01135 29 640: 15%|█▍ | 7/47 [00:08<01:15, 1.88s/it] 292/299 3.12G 0.009259 0.002095 0 0.01135 29 640: 17%|█▋ | 8/47 [00:08<00:51, 1.32s/it] 292/299 3.12G 0.009229 0.00209 0 0.01132 25 640: 17%|█▋ | 8/47 [00:08<00:51, 1.32s/it] 292/299 3.12G 0.009229 0.00209 0 0.01132 25 640: 19%|█▉ | 9/47 [00:08<00:36, 1.05it/s] 292/299 3.12G 0.009113 0.002063 0 0.01118 31 640: 19%|█▉ | 9/47 [00:08<00:36, 1.05it/s] 292/299 3.12G 0.009113 0.002063 0 0.01118 31 640: 21%|██▏ | 10/47 [00:08<00:25, 1.44it/s] 292/299 3.12G 0.009303 0.002082 0 0.01139 26 640: 21%|██▏ | 10/47 [00:08<00:25, 1.44it/s] 292/299 3.12G 0.009303 0.002082 0 0.01139 26 640: 23%|██▎ | 11/47 [00:08<00:18, 1.94it/s] 292/299 3.12G 0.009328 0.002104 0 0.01143 26 640: 23%|██▎ | 11/47 [00:08<00:18, 1.94it/s] 292/299 3.12G 0.009328 0.002104 0 0.01143 26 640: 26%|██▌ | 12/47 [00:08<00:13, 2.55it/s] 292/299 3.12G 0.009406 0.002148 0 0.01155 33 640: 26%|██▌ | 12/47 [00:13<00:13, 2.55it/s] 292/299 3.12G 0.009406 0.002148 0 0.01155 33 640: 28%|██▊ | 13/47 [00:13<00:58, 1.71s/it] 292/299 3.12G 0.009551 0.002159 0 0.01171 30 640: 28%|██▊ | 13/47 [00:13<00:58, 1.71s/it] 292/299 3.12G 0.009551 0.002159 0 0.01171 30 640: 30%|██▉ | 14/47 [00:13<00:44, 1.34s/it] 292/299 3.12G 0.009498 0.002138 0 0.01164 28 640: 30%|██▉ | 14/47 [00:16<00:44, 1.34s/it] 292/299 3.12G 0.009498 0.002138 0 0.01164 28 640: 32%|███▏ | 15/47 [00:16<00:56, 1.75s/it] 292/299 3.12G 0.009504 0.002128 0 0.01163
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.76it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.74it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.92it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.991 0.759
0%| | 0/47 [00:00<?, ?it/s] 293/299 3.12G 0.009217 0.002434 0 0.01165 30 640: 0%| | 0/47 [00:00<?, ?it/s] 293/299 3.12G 0.009217 0.002434 0 0.01165 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.50it/s] 293/299 3.12G 0.008599 0.002376 0 0.01097 38 640: 2%|▏ | 1/47 [00:02<00:05, 8.50it/s] 293/299 3.12G 0.008599 0.002376 0 0.01097 38 640: 4%|▍ | 2/47 [00:02<00:56, 1.26s/it] 293/299 3.12G 0.008666 0.002148 0 0.01081 27 640: 4%|▍ | 2/47 [00:02<00:56, 1.26s/it] 293/299 3.12G 0.008666 0.002148 0 0.01081 27 640: 6%|▋ | 3/47 [00:02<00:32, 1.36it/s] 293/299 3.12G 0.008801 0.002273 0 0.01107 31 640: 6%|▋ | 3/47 [00:02<00:32, 1.36it/s] 293/299 3.12G 0.008801 0.002273 0 0.01107 31 640: 9%|▊ | 4/47 [00:02<00:21, 2.04it/s] 293/299 3.12G 0.00874 0.002293 0 0.01103 30 640: 9%|▊ | 4/47 [00:02<00:21, 2.04it/s] 293/299 3.12G 0.00874 0.002293 0 0.01103 30 640: 11%|█ | 5/47 [00:02<00:14, 2.82it/s] 293/299 3.12G 0.008639 0.002247 0 0.01089 30 640: 11%|█ | 5/47 [00:07<00:14, 2.82it/s] 293/299 3.12G 0.008639 0.002247 0 0.01089 30 640: 13%|█▎ | 6/47 [00:07<01:25, 2.08s/it] 293/299 3.12G 0.008903 0.002252 0 0.01115 28 640: 13%|█▎ | 6/47 [00:10<01:25, 2.08s/it] 293/299 3.12G 0.008903 0.002252 0 0.01115 28 640: 15%|█▍ | 7/47 [00:10<01:31, 2.28s/it] 293/299 3.12G 0.008941 0.002251 0 0.01119 38 640: 15%|█▍ | 7/47 [00:10<01:31, 2.28s/it] 293/299 3.12G 0.008941 0.002251 0 0.01119 38 640: 17%|█▋ | 8/47 [00:10<01:02, 1.60s/it] 293/299 3.12G 0.008701 0.002241 0 0.01094 31 640: 17%|█▋ | 8/47 [00:10<01:02, 1.60s/it] 293/299 3.12G 0.008701 0.002241 0 0.01094 31 640: 19%|█▉ | 9/47 [00:10<00:43, 1.13s/it] 293/299 3.12G 0.008768 0.002259 0 0.01103 32 640: 19%|█▉ | 9/47 [00:13<00:43, 1.13s/it] 293/299 3.12G 0.008768 0.002259 0 0.01103 32 640: 21%|██▏ | 10/47 [00:13<00:53, 1.44s/it] 293/299 3.12G 0.009016 0.00233 0 0.01135 43 640: 21%|██▏ | 10/47 [00:13<00:53, 1.44s/it] 293/299 3.12G 0.009016 0.00233 0 0.01135 43 640: 23%|██▎ | 11/47 [00:13<00:37, 1.03s/it] 293/299 3.12G 0.009232 0.002257 0 0.01149 17 640: 23%|██▎ | 11/47 [00:13<00:37, 1.03s/it] 293/299 3.12G 0.009232 0.002257 0 0.01149 17 640: 26%|██▌ | 12/47 [00:13<00:26, 1.33it/s] 293/299 3.12G 0.009171 0.002267 0 0.01144 27 640: 26%|██▌ | 12/47 [00:13<00:26, 1.33it/s] 293/299 3.12G 0.009171 0.002267 0 0.01144 27 640: 28%|██▊ | 13/47 [00:13<00:19, 1.79it/s] 293/299 3.12G 0.009012 0.002241 0 0.01125 37 640: 28%|██▊ | 13/47 [00:16<00:19, 1.79it/s] 293/299 3.12G 0.009012 0.002241 0 0.01125 37 640: 30%|██▉ | 14/47 [00:16<00:46, 1.40s/it] 293/299 3.12G 0.008954 0.002208 0 0.01116 30 640: 30%|██▉ | 14/47 [00:19<00:46, 1.40s/it] 293/299 3.12G 0.008954 0.002208 0 0.01116 30 640: 32%|███▏ | 15/47 [00:19<00:54, 1.71s/it] 293/299 3.12G 0.008838 0.002192 0 0.01103
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.65it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.64it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.75it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.99 0.764
0%| | 0/47 [00:00<?, ?it/s] 294/299 3.12G 0.009096 0.002017 0 0.01111 33 640: 0%| | 0/47 [00:00<?, ?it/s] 294/299 3.12G 0.009096 0.002017 0 0.01111 33 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 294/299 3.12G 0.008944 0.002009 0 0.01095 30 640: 2%|▏ | 1/47 [00:00<00:05, 8.55it/s] 294/299 3.12G 0.008944 0.002009 0 0.01095 30 640: 4%|▍ | 2/47 [00:00<00:05, 8.73it/s] 294/299 3.12G 0.008736 0.002015 0 0.01075 30 640: 4%|▍ | 2/47 [00:04<00:05, 8.73it/s] 294/299 3.12G 0.008736 0.002015 0 0.01075 30 640: 6%|▋ | 3/47 [00:04<01:24, 1.91s/it] 294/299 3.12G 0.009416 0.002103 0 0.01152 29 640: 6%|▋ | 3/47 [00:04<01:24, 1.91s/it] 294/299 3.12G 0.009416 0.002103 0 0.01152 29 640: 9%|▊ | 4/47 [00:04<00:51, 1.20s/it] 294/299 3.12G 0.009208 0.002161 0 0.01137 30 640: 9%|▊ | 4/47 [00:04<00:51, 1.20s/it] 294/299 3.12G 0.009208 0.002161 0 0.01137 30 640: 11%|█ | 5/47 [00:04<00:34, 1.24it/s] 294/299 3.12G 0.009166 0.00227 0 0.01144 38 640: 11%|█ | 5/47 [00:04<00:34, 1.24it/s] 294/299 3.12G 0.009166 0.00227 0 0.01144 38 640: 13%|█▎ | 6/47 [00:04<00:23, 1.75it/s] 294/299 3.12G 0.009873 0.002475 0 0.01235 32 640: 13%|█▎ | 6/47 [00:08<00:23, 1.75it/s] 294/299 3.12G 0.009873 0.002475 0 0.01235 32 640: 15%|█▍ | 7/47 [00:08<01:00, 1.51s/it] 294/299 3.12G 0.009654 0.002517 0 0.01217 33 640: 15%|█▍ | 7/47 [00:08<01:00, 1.51s/it] 294/299 3.12G 0.009654 0.002517 0 0.01217 33 640: 17%|█▋ | 8/47 [00:08<00:41, 1.07s/it] 294/299 3.12G 0.009529 0.002474 0 0.012 22 640: 17%|█▋ | 8/47 [00:08<00:41, 1.07s/it] 294/299 3.12G 0.009529 0.002474 0 0.012 22 640: 19%|█▉ | 9/47 [00:08<00:29, 1.30it/s] 294/299 3.12G 0.009593 0.002442 0 0.01203 30 640: 19%|█▉ | 9/47 [00:08<00:29, 1.30it/s] 294/299 3.12G 0.009593 0.002442 0 0.01203 30 640: 21%|██▏ | 10/47 [00:08<00:20, 1.77it/s] 294/299 3.12G 0.009523 0.002357 0 0.01188 19 640: 21%|██▏ | 10/47 [00:12<00:20, 1.77it/s] 294/299 3.12G 0.009523 0.002357 0 0.01188 19 640: 23%|██▎ | 11/47 [00:12<01:00, 1.69s/it] 294/299 3.12G 0.009423 0.002433 0 0.01186 41 640: 23%|██▎ | 11/47 [00:12<01:00, 1.69s/it] 294/299 3.12G 0.009423 0.002433 0 0.01186 41 640: 26%|██▌ | 12/47 [00:12<00:42, 1.21s/it] 294/299 3.12G 0.009427 0.002439 0 0.01187 42 640: 26%|██▌ | 12/47 [00:12<00:42, 1.21s/it] 294/299 3.12G 0.009427 0.002439 0 0.01187 42 640: 28%|██▊ | 13/47 [00:12<00:29, 1.14it/s] 294/299 3.12G 0.009335 0.002433 0 0.01177 26 640: 28%|██▊ | 13/47 [00:12<00:29, 1.14it/s] 294/299 3.12G 0.009335 0.002433 0 0.01177 26 640: 30%|██▉ | 14/47 [00:12<00:21, 1.55it/s] 294/299 3.12G 0.009352 0.002452 0 0.0118 31 640: 30%|██▉ | 14/47 [00:16<00:21, 1.55it/s] 294/299 3.12G 0.009352 0.002452 0 0.0118 31 640: 32%|███▏ | 15/47 [00:16<00:49, 1.53s/it] 294/299 3.12G 0.009433 0.002457 0 0.01189
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.62it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.59it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.66it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.982 0.99 0.753
0%| | 0/47 [00:00<?, ?it/s] 295/299 3.12G 0.009278 0.002167 0 0.01145 26 640: 0%| | 0/47 [00:00<?, ?it/s] 295/299 3.12G 0.009278 0.002167 0 0.01145 26 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 295/299 3.12G 0.008846 0.002285 0 0.01113 31 640: 2%|▏ | 1/47 [00:00<00:05, 8.58it/s] 295/299 3.12G 0.008846 0.002285 0 0.01113 31 640: 4%|▍ | 2/47 [00:00<00:06, 7.21it/s] 295/299 3.12G 0.009248 0.002202 0 0.01145 31 640: 4%|▍ | 2/47 [00:00<00:06, 7.21it/s] 295/299 3.12G 0.009248 0.002202 0 0.01145 31 640: 6%|▋ | 3/47 [00:00<00:15, 2.89it/s] 295/299 3.12G 0.009088 0.002279 0 0.01137 37 640: 6%|▋ | 3/47 [00:10<00:15, 2.89it/s] 295/299 3.12G 0.009088 0.002279 0 0.01137 37 640: 9%|▊ | 4/47 [00:10<02:51, 4.00s/it] 295/299 3.12G 0.009138 0.002185 0 0.01132 28 640: 9%|▊ | 4/47 [00:10<02:51, 4.00s/it] 295/299 3.12G 0.009138 0.002185 0 0.01132 28 640: 11%|█ | 5/47 [00:10<01:49, 2.60s/it] 295/299 3.12G 0.009189 0.002118 0 0.01131 28 640: 11%|█ | 5/47 [00:10<01:49, 2.60s/it] 295/299 3.12G 0.009189 0.002118 0 0.01131 28 640: 13%|█▎ | 6/47 [00:10<01:11, 1.75s/it] 295/299 3.12G 0.009635 0.002037 0 0.01167 25 640: 13%|█▎ | 6/47 [00:10<01:11, 1.75s/it] 295/299 3.12G 0.009635 0.002037 0 0.01167 25 640: 15%|█▍ | 7/47 [00:10<00:48, 1.22s/it] 295/299 3.12G 0.009453 0.001973 0 0.01143 20 640: 15%|█▍ | 7/47 [00:10<00:48, 1.22s/it] 295/299 3.12G 0.009453 0.001973 0 0.01143 20 640: 17%|█▋ | 8/47 [00:10<00:34, 1.14it/s] 295/299 3.12G 0.009349 0.001954 0 0.0113 31 640: 17%|█▋ | 8/47 [00:11<00:34, 1.14it/s] 295/299 3.12G 0.009349 0.001954 0 0.0113 31 640: 19%|█▉ | 9/47 [00:11<00:24, 1.57it/s] 295/299 3.12G 0.009518 0.001965 0 0.01148 32 640: 19%|█▉ | 9/47 [00:11<00:24, 1.57it/s] 295/299 3.12G 0.009518 0.001965 0 0.01148 32 640: 21%|██▏ | 10/47 [00:11<00:17, 2.11it/s] 295/299 3.12G 0.009624 0.001969 0 0.01159 30 640: 21%|██▏ | 10/47 [00:11<00:17, 2.11it/s] 295/299 3.12G 0.009624 0.001969 0 0.01159 30 640: 23%|██▎ | 11/47 [00:11<00:13, 2.75it/s] 295/299 3.12G 0.009685 0.002018 0 0.0117 29 640: 23%|██▎ | 11/47 [00:19<00:13, 2.75it/s] 295/299 3.12G 0.009685 0.002018 0 0.0117 29 640: 26%|██▌ | 12/47 [00:19<01:31, 2.61s/it] 295/299 3.12G 0.009807 0.002076 0 0.01188 28 640: 26%|██▌ | 12/47 [00:19<01:31, 2.61s/it] 295/299 3.12G 0.009807 0.002076 0 0.01188 28 640: 28%|██▊ | 13/47 [00:19<01:03, 1.85s/it] 295/299 3.12G 0.009734 0.002063 0 0.0118 27 640: 28%|██▊ | 13/47 [00:19<01:03, 1.85s/it] 295/299 3.12G 0.009734 0.002063 0 0.0118 27 640: 30%|██▉ | 14/47 [00:19<00:43, 1.33s/it] 295/299 3.12G 0.009748 0.002135 0 0.01188 43 640: 30%|██▉ | 14/47 [00:19<00:43, 1.33s/it] 295/299 3.12G 0.009748 0.002135 0 0.01188 43 640: 32%|███▏ | 15/47 [00:19<00:30, 1.04it/s] 295/299 3.12G 0.00965 0.002126 0 0.01178
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.79it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.69it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.89it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.99 0.748
0%| | 0/47 [00:00<?, ?it/s] 296/299 3.12G 0.007799 0.001558 0 0.009358 21 640: 0%| | 0/47 [00:00<?, ?it/s] 296/299 3.12G 0.007799 0.001558 0 0.009358 21 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 296/299 3.12G 0.008196 0.00166 0 0.009856 28 640: 2%|▏ | 1/47 [00:00<00:06, 6.89it/s] 296/299 3.12G 0.008196 0.00166 0 0.009856 28 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 296/299 3.12G 0.009239 0.001862 0 0.0111 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.94it/s] 296/299 3.12G 0.009239 0.001862 0 0.0111 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 296/299 3.12G 0.009703 0.002021 0 0.01172 39 640: 6%|▋ | 3/47 [00:00<00:05, 8.35it/s] 296/299 3.12G 0.009703 0.002021 0 0.01172 39 640: 9%|▊ | 4/47 [00:00<00:05, 8.55it/s] 296/299 3.12G 0.01011 0.002173 0 0.01229 31 640: 9%|▊ | 4/47 [00:07<00:05, 8.55it/s] 296/299 3.12G 0.01011 0.002173 0 0.01229 31 640: 11%|█ | 5/47 [00:07<01:51, 2.66s/it] 296/299 3.12G 0.01024 0.002176 0 0.01242 34 640: 11%|█ | 5/47 [00:07<01:51, 2.66s/it] 296/299 3.12G 0.01024 0.002176 0 0.01242 34 640: 13%|█▎ | 6/47 [00:07<01:13, 1.79s/it] 296/299 3.12G 0.01012 0.002211 0 0.01233 34 640: 13%|█▎ | 6/47 [00:07<01:13, 1.79s/it] 296/299 3.12G 0.01012 0.002211 0 0.01233 34 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 296/299 3.12G 0.009948 0.002194 0 0.01214 24 640: 15%|█▍ | 7/47 [00:07<00:49, 1.24s/it] 296/299 3.12G 0.009948 0.002194 0 0.01214 24 640: 17%|█▋ | 8/47 [00:07<00:34, 1.13it/s] 296/299 3.12G 0.009925 0.002287 0 0.01221 29 640: 17%|█▋ | 8/47 [00:08<00:34, 1.13it/s] 296/299 3.12G 0.009925 0.002287 0 0.01221 29 640: 19%|█▉ | 9/47 [00:08<00:24, 1.53it/s] 296/299 3.12G 0.009734 0.002191 0 0.01193 19 640: 19%|█▉ | 9/47 [00:08<00:24, 1.53it/s] 296/299 3.12G 0.009734 0.002191 0 0.01193 19 640: 21%|██▏ | 10/47 [00:08<00:17, 2.06it/s] 296/299 3.12G 0.009714 0.002238 0 0.01195 33 640: 21%|██▏ | 10/47 [00:09<00:17, 2.06it/s] 296/299 3.12G 0.009714 0.002238 0 0.01195 33 640: 23%|██▎ | 11/47 [00:09<00:21, 1.66it/s] 296/299 3.12G 0.009677 0.002295 0 0.01197 36 640: 23%|██▎ | 11/47 [00:09<00:21, 1.66it/s] 296/299 3.12G 0.009677 0.002295 0 0.01197 36 640: 26%|██▌ | 12/47 [00:09<00:15, 2.21it/s] 296/299 3.12G 0.00967 0.002284 0 0.01195 31 640: 26%|██▌ | 12/47 [00:16<00:15, 2.21it/s] 296/299 3.12G 0.00967 0.002284 0 0.01195 31 640: 28%|██▊ | 13/47 [00:16<01:24, 2.47s/it] 296/299 3.12G 0.00959 0.002283 0 0.01187 25 640: 28%|██▊ | 13/47 [00:16<01:24, 2.47s/it] 296/299 3.12G 0.00959 0.002283 0 0.01187 25 640: 30%|██▉ | 14/47 [00:16<00:58, 1.76s/it] 296/299 3.12G 0.009569 0.002295 0 0.01186 36 640: 30%|██▉ | 14/47 [00:16<00:58, 1.76s/it] 296/299 3.12G 0.009569 0.002295 0 0.01186 36 640: 32%|███▏ | 15/47 [00:16<00:40, 1.26s/it] 296/299 3.12G 0.009487 0.002279 0 0.01177
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.80it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.81it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 7.00it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.94it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.754
0%| | 0/47 [00:00<?, ?it/s] 297/299 3.12G 0.008393 0.002932 0 0.01132 37 640: 0%| | 0/47 [00:00<?, ?it/s] 297/299 3.12G 0.008393 0.002932 0 0.01132 37 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 297/299 3.12G 0.009536 0.002851 0 0.01239 34 640: 2%|▏ | 1/47 [00:00<00:05, 8.61it/s] 297/299 3.12G 0.009536 0.002851 0 0.01239 34 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 297/299 3.12G 0.00988 0.002656 0 0.01254 25 640: 4%|▍ | 2/47 [00:00<00:05, 7.65it/s] 297/299 3.12G 0.00988 0.002656 0 0.01254 25 640: 6%|▋ | 3/47 [00:00<00:05, 8.19it/s] 297/299 3.12G 0.009907 0.002572 0 0.01248 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.19it/s] 297/299 3.12G 0.009907 0.002572 0 0.01248 27 640: 9%|▊ | 4/47 [00:00<00:10, 4.16it/s] 297/299 3.12G 0.009572 0.002606 0 0.01218 37 640: 9%|▊ | 4/47 [00:00<00:10, 4.16it/s] 297/299 3.12G 0.009572 0.002606 0 0.01218 37 640: 11%|█ | 5/47 [00:00<00:08, 5.15it/s] 297/299 3.12G 0.01011 0.002505 0 0.01261 27 640: 11%|█ | 5/47 [00:07<00:08, 5.15it/s] 297/299 3.12G 0.01011 0.002505 0 0.01261 27 640: 13%|█▎ | 6/47 [00:07<01:42, 2.50s/it] 297/299 3.12G 0.009699 0.002461 0 0.01216 30 640: 13%|█▎ | 6/47 [00:07<01:42, 2.50s/it] 297/299 3.12G 0.009699 0.002461 0 0.01216 30 640: 15%|█▍ | 7/47 [00:07<01:08, 1.72s/it] 297/299 3.12G 0.009506 0.002337 0 0.01184 20 640: 15%|█▍ | 7/47 [00:08<01:08, 1.72s/it] 297/299 3.12G 0.009506 0.002337 0 0.01184 20 640: 17%|█▋ | 8/47 [00:08<00:47, 1.21s/it] 297/299 3.12G 0.009396 0.002325 0 0.01172 30 640: 17%|█▋ | 8/47 [00:08<00:47, 1.21s/it] 297/299 3.12G 0.009396 0.002325 0 0.01172 30 640: 19%|█▉ | 9/47 [00:08<00:32, 1.16it/s] 297/299 3.12G 0.00913 0.002296 0 0.01143 27 640: 19%|█▉ | 9/47 [00:08<00:32, 1.16it/s] 297/299 3.12G 0.00913 0.002296 0 0.01143 27 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 297/299 3.12G 0.009596 0.00233 0 0.01193 26 640: 21%|██▏ | 10/47 [00:08<00:25, 1.46it/s] 297/299 3.12G 0.009596 0.00233 0 0.01193 26 640: 23%|██▎ | 11/47 [00:08<00:18, 1.96it/s] 297/299 3.12G 0.00957 0.002335 0 0.01191 31 640: 23%|██▎ | 11/47 [00:09<00:18, 1.96it/s] 297/299 3.12G 0.00957 0.002335 0 0.01191 31 640: 26%|██▌ | 12/47 [00:09<00:24, 1.43it/s] 297/299 3.12G 0.009491 0.002315 0 0.01181 37 640: 26%|██▌ | 12/47 [00:10<00:24, 1.43it/s] 297/299 3.12G 0.009491 0.002315 0 0.01181 37 640: 28%|██▊ | 13/47 [00:10<00:20, 1.66it/s] 297/299 3.12G 0.009514 0.002341 0 0.01186 36 640: 28%|██▊ | 13/47 [00:16<00:20, 1.66it/s] 297/299 3.12G 0.009514 0.002341 0 0.01186 36 640: 30%|██▉ | 14/47 [00:16<01:17, 2.34s/it] 297/299 3.12G 0.009629 0.002343 0 0.01197 32 640: 30%|██▉ | 14/47 [00:16<01:17, 2.34s/it] 297/299 3.12G 0.009629 0.002343 0 0.01197 32 640: 32%|███▏ | 15/47 [00:16<00:53, 1.67s/it] 297/299 3.12G 0.009677 0.002364 0 0.01204
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.53it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.86it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.77it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.956 0.991 0.991 0.759
0%| | 0/47 [00:00<?, ?it/s] 298/299 3.12G 0.009196 0.002926 0 0.01212 44 640: 0%| | 0/47 [00:00<?, ?it/s] 298/299 3.12G 0.009196 0.002926 0 0.01212 44 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 298/299 3.12G 0.01037 0.002499 0 0.01287 29 640: 2%|▏ | 1/47 [00:00<00:05, 8.63it/s] 298/299 3.12G 0.01037 0.002499 0 0.01287 29 640: 4%|▍ | 2/47 [00:00<00:05, 8.91it/s] 298/299 3.12G 0.009861 0.002201 0 0.01206 27 640: 4%|▍ | 2/47 [00:00<00:05, 8.91it/s] 298/299 3.12G 0.009861 0.002201 0 0.01206 27 640: 6%|▋ | 3/47 [00:00<00:05, 8.04it/s] 298/299 3.12G 0.009959 0.002054 0 0.01201 26 640: 6%|▋ | 3/47 [00:00<00:05, 8.04it/s] 298/299 3.12G 0.009959 0.002054 0 0.01201 26 640: 9%|▊ | 4/47 [00:00<00:05, 8.37it/s] 298/299 3.12G 0.009577 0.002087 0 0.01166 28 640: 9%|▊ | 4/47 [00:01<00:05, 8.37it/s] 298/299 3.12G 0.009577 0.002087 0 0.01166 28 640: 11%|█ | 5/47 [00:01<00:19, 2.12it/s] 298/299 3.12G 0.009634 0.002083 0 0.01172 25 640: 11%|█ | 5/47 [00:01<00:19, 2.12it/s] 298/299 3.12G 0.009634 0.002083 0 0.01172 25 640: 13%|█▎ | 6/47 [00:01<00:14, 2.86it/s] 298/299 3.12G 0.009501 0.002114 0 0.01162 34 640: 13%|█▎ | 6/47 [00:08<00:14, 2.86it/s] 298/299 3.12G 0.009501 0.002114 0 0.01162 34 640: 15%|█▍ | 7/47 [00:08<01:34, 2.35s/it] 298/299 3.12G 0.009395 0.002073 0 0.01147 25 640: 15%|█▍ | 7/47 [00:08<01:34, 2.35s/it] 298/299 3.12G 0.009395 0.002073 0 0.01147 25 640: 17%|█▋ | 8/47 [00:08<01:04, 1.64s/it] 298/299 3.12G 0.009384 0.002076 0 0.01146 39 640: 17%|█▋ | 8/47 [00:08<01:04, 1.64s/it] 298/299 3.12G 0.009384 0.002076 0 0.01146 39 640: 19%|█▉ | 9/47 [00:08<00:44, 1.16s/it] 298/299 3.12G 0.009274 0.002034 0 0.01131 25 640: 19%|█▉ | 9/47 [00:08<00:44, 1.16s/it] 298/299 3.12G 0.009274 0.002034 0 0.01131 25 640: 21%|██▏ | 10/47 [00:08<00:31, 1.19it/s] 298/299 3.12G 0.009488 0.002059 0 0.01155 28 640: 21%|██▏ | 10/47 [00:11<00:31, 1.19it/s] 298/299 3.12G 0.009488 0.002059 0 0.01155 28 640: 23%|██▎ | 11/47 [00:11<00:51, 1.44s/it] 298/299 3.12G 0.00952 0.002089 0 0.01161 35 640: 23%|██▎ | 11/47 [00:11<00:51, 1.44s/it] 298/299 3.12G 0.00952 0.002089 0 0.01161 35 640: 26%|██▌ | 12/47 [00:11<00:36, 1.04s/it] 298/299 3.12G 0.009507 0.002126 0 0.01163 37 640: 26%|██▌ | 12/47 [00:12<00:36, 1.04s/it] 298/299 3.12G 0.009507 0.002126 0 0.01163 37 640: 28%|██▊ | 13/47 [00:12<00:35, 1.04s/it] 298/299 3.12G 0.009458 0.002126 0 0.01158 29 640: 28%|██▊ | 13/47 [00:12<00:35, 1.04s/it] 298/299 3.12G 0.009458 0.002126 0 0.01158 29 640: 30%|██▉ | 14/47 [00:12<00:25, 1.32it/s] 298/299 3.12G 0.009517 0.00211 0 0.01163 21 640: 30%|██▉ | 14/47 [00:16<00:25, 1.32it/s] 298/299 3.12G 0.009517 0.00211 0 0.01163 21 640: 32%|███▏ | 15/47 [00:16<00:53, 1.68s/it] 298/299 3.12G 0.009427 0.002081 0 0.01151
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:00<00:00, 6.75it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:00<00:00, 6.72it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.83it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:00<00:00, 6.79it/s]
Epoch gpu_mem box obj cls total labels img_size
all 94 109 0.947 0.991 0.99 0.765
0%| | 0/47 [00:00<?, ?it/s] 299/299 3.12G 0.009877 0.001601 0 0.01148 24 640: 0%| | 0/47 [00:00<?, ?it/s] 299/299 3.12G 0.009877 0.001601 0 0.01148 24 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 299/299 3.12G 0.008911 0.00156 0 0.01047 21 640: 2%|▏ | 1/47 [00:00<00:05, 8.57it/s] 299/299 3.12G 0.008911 0.00156 0 0.01047 21 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 299/299 3.12G 0.008811 0.001857 0 0.01067 31 640: 4%|▍ | 2/47 [00:00<00:05, 8.75it/s] 299/299 3.12G 0.008811 0.001857 0 0.01067 31 640: 6%|▋ | 3/47 [00:00<00:05, 8.80it/s] 299/299 3.12G 0.009063 0.001877 0 0.01094 27 640: 6%|▋ | 3/47 [00:06<00:05, 8.80it/s] 299/299 3.12G 0.009063 0.001877 0 0.01094 27 640: 9%|▊ | 4/47 [00:06<01:45, 2.46s/it] 299/299 3.12G 0.009069 0.002003 0 0.01107 35 640: 9%|▊ | 4/47 [00:06<01:45, 2.46s/it] 299/299 3.12G 0.009069 0.002003 0 0.01107 35 640: 11%|█ | 5/47 [00:06<01:15, 1.79s/it] 299/299 3.12G 0.009132 0.002006 0 0.01114 27 640: 11%|█ | 5/47 [00:08<01:15, 1.79s/it] 299/299 3.12G 0.009132 0.002006 0 0.01114 27 640: 13%|█▎ | 6/47 [00:08<01:02, 1.54s/it] 299/299 3.12G 0.00922 0.002185 0 0.0114 37 640: 13%|█▎ | 6/47 [00:08<01:02, 1.54s/it] 299/299 3.12G 0.00922 0.002185 0 0.0114 37 640: 15%|█▍ | 7/47 [00:08<00:42, 1.07s/it] 299/299 3.12G 0.009181 0.002218 0 0.0114 33 640: 15%|█▍ | 7/47 [00:08<00:42, 1.07s/it] 299/299 3.12G 0.009181 0.002218 0 0.0114 33 640: 17%|█▋ | 8/47 [00:08<00:30, 1.29it/s] 299/299 3.12G 0.009242 0.002257 0 0.0115 29 640: 17%|█▋ | 8/47 [00:08<00:30, 1.29it/s] 299/299 3.12G 0.009242 0.002257 0 0.0115 29 640: 19%|█▉ | 9/47 [00:08<00:21, 1.75it/s] 299/299 3.12G 0.009372 0.002197 0 0.01157 25 640: 19%|█▉ | 9/47 [00:08<00:21, 1.75it/s] 299/299 3.12G 0.009372 0.002197 0 0.01157 25 640: 21%|██▏ | 10/47 [00:08<00:15, 2.33it/s] 299/299 3.12G 0.009479 0.00219 0 0.01167 29 640: 21%|██▏ | 10/47 [00:09<00:15, 2.33it/s] 299/299 3.12G 0.009479 0.00219 0 0.01167 29 640: 23%|██▎ | 11/47 [00:09<00:18, 1.93it/s] 299/299 3.12G 0.009691 0.00219 0 0.01188 23 640: 23%|██▎ | 11/47 [00:15<00:18, 1.93it/s] 299/299 3.12G 0.009691 0.00219 0 0.01188 23 640: 26%|██▌ | 12/47 [00:15<01:13, 2.11s/it] 299/299 3.12G 0.009593 0.002153 0 0.01175 31 640: 26%|██▌ | 12/47 [00:15<01:13, 2.11s/it] 299/299 3.12G 0.009593 0.002153 0 0.01175 31 640: 28%|██▊ | 13/47 [00:15<00:57, 1.70s/it] 299/299 3.12G 0.009493 0.00218 0 0.01167 35 640: 28%|██▊ | 13/47 [00:16<00:57, 1.70s/it] 299/299 3.12G 0.009493 0.00218 0 0.01167 35 640: 30%|██▉ | 14/47 [00:16<00:50, 1.52s/it] 299/299 3.12G 0.009562 0.002158 0 0.01172 27 640: 30%|██▉ | 14/47 [00:16<00:50, 1.52s/it] 299/299 3.12G 0.009562 0.002158 0 0.01172 27 640: 32%|███▏ | 15/47 [00:16<00:34, 1.09s/it] 299/299 3.12G 0.009423 0.002159 0 0.01158
Class Images Labels P R mAP@.5 mAP@.5:.95: 0%| | 0/3 [00:00<?, ?it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 33%|███▎ | 1/3 [00:01<00:03, 1.98s/it] Class Images Labels P R mAP@.5 mAP@.5:.95: 67%|██████▋ | 2/3 [00:02<00:00, 1.03it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.55it/s] Class Images Labels P R mAP@.5 mAP@.5:.95: 100%|██████████| 3/3 [00:02<00:00, 1.20it/s]
300 epochs completed in 4.259 hours.
Images sizes do not match. This will causes images to be display incorrectly in the UI.
wandb: Waiting for W&B process to finish... (success).
wandb: - 110.904 MB of 111.164 MB uploaded (0.000 MB deduped) wandb: \ 110.638 MB of 111.164 MB uploaded (0.000 MB deduped) wandb: | 111.164 MB of 111.164 MB uploaded (0.000 MB deduped) wandb: / 111.164 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: - 111.164 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: \ 111.164 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: | 111.164 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: / 111.164 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: - 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: \ 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: | 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: / 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: - 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: \ 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: | 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: / 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: - 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: \ 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: | 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb: / 111.767 MB of 111.767 MB uploaded (0.000 MB deduped) wandb:
wandb:
wandb: Run history:
wandb: metrics/mAP_0.5 ▂▁▇▇████████████████████████████████████
wandb: metrics/mAP_0.5:0.95 ▁▁▆▅▇▇▇█▇█▇█▇█▇▇████████████████████████
wandb: metrics/precision ▂▁▆▇▇██▇███████▇█████████████████████▇▇█
wandb: metrics/recall ▁▄▇▇▇▇██▇▇▇█▇██▇█▇█▇████████████████████
wandb: train/box_loss █▅▅▄▃▃▃▃▂▂▂▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/cls_loss ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: train/obj_loss █▆▄▃▃▂▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/box_loss █▆▃▃▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/cls_loss ▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: val/obj_loss █▆▄▃▂▂▂▂▂▂▂▁▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb: x/lr0 ▁▃▆█████▇▇▇▇▇▆▆▆▆▅▅▅▅▄▄▄▃▃▃▃▂▂▂▂▂▂▁▁▁▁▁▁
wandb: x/lr1 ▁▃▆█████▇▇▇▇▇▆▆▆▆▅▅▅▅▄▄▄▃▃▃▃▂▂▂▂▂▂▁▁▁▁▁▁
wandb: x/lr2 █▇▄▂▂▂▂▂▂▂▂▂▂▂▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁▁
wandb:
wandb: Run summary:
wandb: metrics/mAP_0.5 0.99024
wandb: metrics/mAP_0.5:0.95 0.75434
wandb: metrics/precision 0.95515
wandb: metrics/recall 0.98165
wandb: train/box_loss 0.00919
wandb: train/cls_loss 0.0
wandb: train/obj_loss 0.00216
wandb: val/box_loss 0.01926
wandb: val/cls_loss 0.0
wandb: val/obj_loss 0.00257
wandb: x/lr0 0.002
wandb: x/lr1 0.002
wandb: x/lr2 0.002
wandb:
wandb: Synced exp75: https://wandb.ai/zjc1633/YOLOv5/runs/ipv2qg7o
wandb: Synced 6 W&B file(s), 337 media file(s), 1 artifact file(s) and 0 other file(s)
wandb: Find logs at: ./wandb/run-20221030_093523-ipv2qg7o/logs
all 94 109 0.955 0.982 0.99 0.754
Optimizer stripped from runs/train/exp75/weights/last.pt, 14.4MB
Optimizer stripped from runs/train/exp75/weights/best.pt, 14.4MB