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#!/bin/bash |
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start=$(date +%s) |
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mkdir -p ../tmp |
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cd ../tmp/ |
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d='.' |
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url=https://github.com/ultralytics/yolov5/releases/download/v1.0/ |
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f1=VOCtrainval_06-Nov-2007.zip |
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f2=VOCtest_06-Nov-2007.zip |
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f3=VOCtrainval_11-May-2012.zip |
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for f in $f1 $f2 $f3; do |
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echo 'Downloading' $url$f ' ...' && curl -L $url$f -o $f && unzip -q $f -d $d && rm $f |
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done |
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end=$(date +%s) |
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runtime=$((end - start)) |
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echo "Completed in" $runtime "seconds" |
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echo "Splitting dataset..." |
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python3 - "$@" <<END |
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import xml.etree.ElementTree as ET |
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import pickle |
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import os |
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from os import listdir, getcwd |
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from os.path import join |
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sets=[('2012', 'train'), ('2012', 'val'), ('2007', 'train'), ('2007', 'val'), ('2007', 'test')] |
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classes = ["aeroplane", "bicycle", "bird", "boat", "bottle", "bus", "car", "cat", "chair", "cow", "diningtable", "dog", "horse", "motorbike", "person", "pottedplant", "sheep", "sofa", "train", "tvmonitor"] |
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def convert(size, box): |
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dw = 1./(size[0]) |
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dh = 1./(size[1]) |
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x = (box[0] + box[1])/2.0 - 1 |
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y = (box[2] + box[3])/2.0 - 1 |
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w = box[1] - box[0] |
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h = box[3] - box[2] |
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x = x*dw |
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w = w*dw |
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y = y*dh |
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h = h*dh |
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return (x,y,w,h) |
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def convert_annotation(year, image_id): |
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in_file = open('VOCdevkit/VOC%s/Annotations/%s.xml'%(year, image_id)) |
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out_file = open('VOCdevkit/VOC%s/labels/%s.txt'%(year, image_id), 'w') |
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tree=ET.parse(in_file) |
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root = tree.getroot() |
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size = root.find('size') |
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w = int(size.find('width').text) |
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h = int(size.find('height').text) |
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for obj in root.iter('object'): |
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difficult = obj.find('difficult').text |
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cls = obj.find('name').text |
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if cls not in classes or int(difficult)==1: |
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continue |
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cls_id = classes.index(cls) |
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xmlbox = obj.find('bndbox') |
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b = (float(xmlbox.find('xmin').text), float(xmlbox.find('xmax').text), float(xmlbox.find('ymin').text), float(xmlbox.find('ymax').text)) |
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bb = convert((w,h), b) |
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out_file.write(str(cls_id) + " " + " ".join([str(a) for a in bb]) + '\n') |
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wd = getcwd() |
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for year, image_set in sets: |
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if not os.path.exists('VOCdevkit/VOC%s/labels/'%(year)): |
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os.makedirs('VOCdevkit/VOC%s/labels/'%(year)) |
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image_ids = open('VOCdevkit/VOC%s/ImageSets/Main/%s.txt'%(year, image_set)).read().strip().split() |
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list_file = open('%s_%s.txt'%(year, image_set), 'w') |
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for image_id in image_ids: |
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list_file.write('%s/VOCdevkit/VOC%s/JPEGImages/%s.jpg\n'%(wd, year, image_id)) |
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convert_annotation(year, image_id) |
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list_file.close() |
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END |
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cat 2007_train.txt 2007_val.txt 2012_train.txt 2012_val.txt >train.txt |
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cat 2007_train.txt 2007_val.txt 2007_test.txt 2012_train.txt 2012_val.txt >train.all.txt |
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python3 - "$@" <<END |
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import shutil |
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import os |
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os.system('mkdir ../VOC/') |
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os.system('mkdir ../VOC/images') |
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os.system('mkdir ../VOC/images/train') |
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os.system('mkdir ../VOC/images/val') |
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os.system('mkdir ../VOC/labels') |
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os.system('mkdir ../VOC/labels/train') |
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os.system('mkdir ../VOC/labels/val') |
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import os |
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print(os.path.exists('../tmp/train.txt')) |
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f = open('../tmp/train.txt', 'r') |
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lines = f.readlines() |
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for line in lines: |
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line = "/".join(line.split('/')[-5:]).strip() |
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if (os.path.exists("../" + line)): |
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os.system("cp ../"+ line + " ../VOC/images/train") |
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line = line.replace('JPEGImages', 'labels') |
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line = line.replace('jpg', 'txt') |
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if (os.path.exists("../" + line)): |
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os.system("cp ../"+ line + " ../VOC/labels/train") |
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print(os.path.exists('../tmp/2007_test.txt')) |
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f = open('../tmp/2007_test.txt', 'r') |
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lines = f.readlines() |
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for line in lines: |
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line = "/".join(line.split('/')[-5:]).strip() |
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if (os.path.exists("../" + line)): |
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os.system("cp ../"+ line + " ../VOC/images/val") |
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line = line.replace('JPEGImages', 'labels') |
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line = line.replace('jpg', 'txt') |
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if (os.path.exists("../" + line)): |
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os.system("cp ../"+ line + " ../VOC/labels/val") |
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END |
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rm -rf ../tmp |
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echo "VOC download done." |
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