|
- # PASCAL VOC dataset http://host.robots.ox.ac.uk/pascal/VOC/
- # Download command: bash ./data/get_voc.sh
- # Train command: python train.py --data voc.yaml
- # Dataset should be placed next to yolov5 folder:
- # /parent_folder
- # /VOC
- # /yolov5
-
- start=`date +%s`
-
- # handle optional download dir
- if [ -z "$1" ]
- then
- # navigate to ~/tmp
- echo "navigating to ../tmp/ ..."
- mkdir -p ../tmp
- cd ../tmp/
- else
- # check if is valid directory
- if [ ! -d $1 ]; then
- echo $1 "is not a valid directory"
- exit 0
- fi
- echo "navigating to" $1 "..."
- cd $1
- fi
-
- echo "Downloading VOC2007 trainval ..."
- # Download the data.
- curl -LO http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtrainval_06-Nov-2007.tar
- echo "Downloading VOC2007 test data ..."
- curl -LO http://host.robots.ox.ac.uk/pascal/VOC/voc2007/VOCtest_06-Nov-2007.tar
- echo "Done downloading."
-
- # Extract data
- echo "Extracting trainval ..."
- tar -xf VOCtrainval_06-Nov-2007.tar
- echo "Extracting test ..."
- tar -xf VOCtest_06-Nov-2007.tar
- echo "removing tars ..."
- rm VOCtrainval_06-Nov-2007.tar
- rm VOCtest_06-Nov-2007.tar
-
- end=`date +%s`
- runtime=$((end-start))
-
- echo "Completed in" $runtime "seconds"
-
- start=`date +%s`
-
- # handle optional download dir
- if [ -z "$1" ]
- then
- # navigate to ~/tmp
- echo "navigating to ../tmp/ ..."
- mkdir -p ../tmp
- cd ../tmp/
- else
- # check if is valid directory
- if [ ! -d $1 ]; then
- echo $1 "is not a valid directory"
- exit 0
- fi
- echo "navigating to" $1 "..."
- cd $1
- fi
-
- echo "Downloading VOC2012 trainval ..."
- # Download the data.
- curl -LO http://host.robots.ox.ac.uk/pascal/VOC/voc2012/VOCtrainval_11-May-2012.tar
- echo "Done downloading."
-
-
- # Extract data
- echo "Extracting trainval ..."
- tar -xf VOCtrainval_11-May-2012.tar
- echo "removing tar ..."
- rm VOCtrainval_11-May-2012.tar
-
- end=`date +%s`
- runtime=$((end-start))
-
- echo "Completed in" $runtime "seconds"
-
- cd ../tmp
- echo "Spliting dataset..."
- python3 - "$@" <<END
- import xml.etree.ElementTree as ET
- import pickle
- import os
- from os import listdir, getcwd
- from os.path import join
-
- sets=[('2012', 'train'), ('2012', 'val'), ('2007', 'train'), ('2007', 'val'), ('2007', 'test')]
-
- classes = ["aeroplane", "bicycle", "bird", "boat", "bottle", "bus", "car", "cat", "chair", "cow", "diningtable", "dog", "horse", "motorbike", "person", "pottedplant", "sheep", "sofa", "train", "tvmonitor"]
-
-
- def convert(size, box):
- dw = 1./(size[0])
- dh = 1./(size[1])
- x = (box[0] + box[1])/2.0 - 1
- y = (box[2] + box[3])/2.0 - 1
- w = box[1] - box[0]
- h = box[3] - box[2]
- x = x*dw
- w = w*dw
- y = y*dh
- h = h*dh
- return (x,y,w,h)
-
- def convert_annotation(year, image_id):
- in_file = open('VOCdevkit/VOC%s/Annotations/%s.xml'%(year, image_id))
- out_file = open('VOCdevkit/VOC%s/labels/%s.txt'%(year, image_id), 'w')
- tree=ET.parse(in_file)
- root = tree.getroot()
- size = root.find('size')
- w = int(size.find('width').text)
- h = int(size.find('height').text)
-
- for obj in root.iter('object'):
- difficult = obj.find('difficult').text
- cls = obj.find('name').text
- if cls not in classes or int(difficult)==1:
- continue
- cls_id = classes.index(cls)
- xmlbox = obj.find('bndbox')
- b = (float(xmlbox.find('xmin').text), float(xmlbox.find('xmax').text), float(xmlbox.find('ymin').text), float(xmlbox.find('ymax').text))
- bb = convert((w,h), b)
- out_file.write(str(cls_id) + " " + " ".join([str(a) for a in bb]) + '\n')
-
- wd = getcwd()
-
- for year, image_set in sets:
- if not os.path.exists('VOCdevkit/VOC%s/labels/'%(year)):
- os.makedirs('VOCdevkit/VOC%s/labels/'%(year))
- image_ids = open('VOCdevkit/VOC%s/ImageSets/Main/%s.txt'%(year, image_set)).read().strip().split()
- list_file = open('%s_%s.txt'%(year, image_set), 'w')
- for image_id in image_ids:
- list_file.write('%s/VOCdevkit/VOC%s/JPEGImages/%s.jpg\n'%(wd, year, image_id))
- convert_annotation(year, image_id)
- list_file.close()
-
- END
-
- cat 2007_train.txt 2007_val.txt 2012_train.txt 2012_val.txt > train.txt
- cat 2007_train.txt 2007_val.txt 2007_test.txt 2012_train.txt 2012_val.txt > train.all.txt
-
- python3 - "$@" <<END
-
- import shutil
- import os
- os.system('mkdir ../VOC/')
- os.system('mkdir ../VOC/images')
- os.system('mkdir ../VOC/images/train')
- os.system('mkdir ../VOC/images/val')
-
- os.system('mkdir ../VOC/labels')
- os.system('mkdir ../VOC/labels/train')
- os.system('mkdir ../VOC/labels/val')
-
- import os
- print(os.path.exists('../tmp/train.txt'))
- f = open('../tmp/train.txt', 'r')
- lines = f.readlines()
-
- for line in lines:
- #print(line.split('/')[-1][:-1])
- line = "/".join(line.split('/')[2:])
- #print(line)
- if (os.path.exists("../" + line[:-1])):
- os.system("cp ../"+ line[:-1] + " ../VOC/images/train")
-
- print(os.path.exists('../tmp/train.txt'))
- f = open('../tmp/train.txt', 'r')
- lines = f.readlines()
-
- for line in lines:
- #print(line.split('/')[-1][:-1])
- line = "/".join(line.split('/')[2:])
- line = line.replace('JPEGImages', 'labels')
- line = line.replace('jpg', 'txt')
- #print(line)
- if (os.path.exists("../" + line[:-1])):
- os.system("cp ../"+ line[:-1] + " ../VOC/labels/train")
-
- print(os.path.exists('../tmp/2007_test.txt'))
- f = open('../tmp/2007_test.txt', 'r')
- lines = f.readlines()
-
- for line in lines:
- #print(line.split('/')[-1][:-1])
- line = "/".join(line.split('/')[2:])
-
- if (os.path.exists("../" + line[:-1])):
- os.system("cp ../"+ line[:-1] + " ../VOC/images/val")
-
- print(os.path.exists('../tmp/2007_test.txt'))
- f = open('../tmp/2007_test.txt', 'r')
- lines = f.readlines()
-
- for line in lines:
- #print(line.split('/')[-1][:-1])
- line = "/".join(line.split('/')[2:])
- line = line.replace('JPEGImages', 'labels')
- line = line.replace('jpg', 'txt')
- #print(line)
- if (os.path.exists("../" + line[:-1])):
- os.system("cp ../"+ line[:-1] + " ../VOC/labels/val")
-
- END
-
- rm -rf ../tmp # remove temporary directory
- echo "VOC download done."
|