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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." | |