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| # PASCAL VOC dataset http://host.robots.ox.ac.uk/pascal/VOC/ | |
| # Download command: bash data/scripts/get_voc.sh | |
| # Train command: python train.py --data voc.yaml | |
| # Default dataset location is next to /yolov5: | |
| # /parent_folder | |
| # /VOC | |
| # /yolov5 | |
| start=$(date +%s) | |
| mkdir -p ../tmp | |
| cd ../tmp/ | |
| # Download/unzip images and labels | |
| d='.' # unzip directory | |
| url=https://github.com/ultralytics/yolov5/releases/download/v1.0/ | |
| f1=VOCtrainval_06-Nov-2007.zip # 446MB, 5012 images | |
| f2=VOCtest_06-Nov-2007.zip # 438MB, 4953 images | |
| f3=VOCtrainval_11-May-2012.zip # 1.95GB, 17126 images | |
| for f in $f3 $f2 $f1; do | |
| echo 'Downloading' $url$f '...' | |
| curl -L $url$f -o $f && unzip -q $f -d $d && rm $f & # download, unzip, remove in background | |
| done | |
| wait # finish background tasks | |
| end=$(date +%s) | |
| runtime=$((end - start)) | |
| echo "Completed in" $runtime "seconds" | |
| echo "Splitting dataset..." | |
| python3 - "$@" <<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: | |
| line = "/".join(line.split('/')[-5:]).strip() | |
| if (os.path.exists("../" + line)): | |
| os.system("cp ../"+ line + " ../VOC/images/train") | |
| line = line.replace('JPEGImages', 'labels') | |
| line = line.replace('jpg', 'txt') | |
| if (os.path.exists("../" + line)): | |
| os.system("cp ../"+ line + " ../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: | |
| line = "/".join(line.split('/')[-5:]).strip() | |
| if (os.path.exists("../" + line)): | |
| os.system("cp ../"+ line + " ../VOC/images/val") | |
| line = line.replace('JPEGImages', 'labels') | |
| line = line.replace('jpg', 'txt') | |
| if (os.path.exists("../" + line)): | |
| os.system("cp ../"+ line + " ../VOC/labels/val") | |
| END | |
| rm -rf ../tmp # remove temporary directory | |
| echo "VOC download done." | |