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- # parameters
- nc: 80 # number of classes
- depth_multiple: 1.0 # model depth multiple
- width_multiple: 1.0 # layer channel multiple
-
- # anchors
- anchors: 3
-
- # YOLOv5 backbone
- backbone:
- # [from, number, module, args]
- [ [ -1, 1, Focus, [ 64, 3 ] ], # 0-P1/2
- [ -1, 1, Conv, [ 128, 3, 2 ] ], # 1-P2/4
- [ -1, 3, C3, [ 128 ] ],
- [ -1, 1, Conv, [ 256, 3, 2 ] ], # 3-P3/8
- [ -1, 9, C3, [ 256 ] ],
- [ -1, 1, Conv, [ 512, 3, 2 ] ], # 5-P4/16
- [ -1, 9, C3, [ 512 ] ],
- [ -1, 1, Conv, [ 1024, 3, 2 ] ], # 7-P5/32
- [ -1, 1, SPP, [ 1024, [ 5, 9, 13 ] ] ],
- [ -1, 3, C3, [ 1024, False ] ], # 9
- ]
-
- # YOLOv5 head
- head:
- [ [ -1, 1, Conv, [ 512, 1, 1 ] ],
- [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
- [ [ -1, 6 ], 1, Concat, [ 1 ] ], # cat backbone P4
- [ -1, 3, C3, [ 512, False ] ], # 13
-
- [ -1, 1, Conv, [ 256, 1, 1 ] ],
- [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
- [ [ -1, 4 ], 1, Concat, [ 1 ] ], # cat backbone P3
- [ -1, 3, C3, [ 256, False ] ], # 17 (P3/8-small)
-
- [ -1, 1, Conv, [ 128, 1, 1 ] ],
- [ -1, 1, nn.Upsample, [ None, 2, 'nearest' ] ],
- [ [ -1, 2 ], 1, Concat, [ 1 ] ], # cat backbone P2
- [ -1, 1, C3, [ 128, False ] ], # 21 (P2/4-xsmall)
-
- [ -1, 1, Conv, [ 128, 3, 2 ] ],
- [ [ -1, 18 ], 1, Concat, [ 1 ] ], # cat head P3
- [ -1, 3, C3, [ 256, False ] ], # 24 (P3/8-small)
-
- [ -1, 1, Conv, [ 256, 3, 2 ] ],
- [ [ -1, 14 ], 1, Concat, [ 1 ] ], # cat head P4
- [ -1, 3, C3, [ 512, False ] ], # 27 (P4/16-medium)
-
- [ -1, 1, Conv, [ 512, 3, 2 ] ],
- [ [ -1, 10 ], 1, Concat, [ 1 ] ], # cat head P5
- [ -1, 3, C3, [ 1024, False ] ], # 30 (P5/32-large)
-
- [ [ 24, 27, 30 ], 1, Detect, [ nc, anchors ] ], # Detect(P3, P4, P5)
- ]
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