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#coding=utf-8
import xml.etree.ElementTree as ET
import pickle
import os
from os import listdir, getcwd
from os.path import join
sets=[('VOC2007', 'test')]
#sets=[('VOC2007', 'trainval'),('VOC2012', 'trainval')]
# sets=[('2007','train')]
classes = ['aeroplane', 'bicycle', 'bird', 'boat',
'bottle', 'bus', 'car', 'cat', 'chair',
'cow', 'diningtable', 'dog', 'horse',
'motorbike', 'person', 'pottedplant',
'sheep', 'sofa', 'train', 'tvmonitor']
print('class number:',len(classes))
VOCPath = 'VOCdevkit'
with open("voc.names","w") as fw:
for item in classes:
fw.writelines(item+"\n")
def convert(size, box):
dw = 1./size[0]
dh = 1./size[1]
x = (box[0] + box[1])/2.0
y = (box[2] + box[3])/2.0
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):
# print(image_id)
in_file = open('%s/%s/Annotations/%s.xml'%(VOCPath, year, image_id))
out_file = open('%s/%s/labels/%s.txt'%(VOCPath, 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)
if w == 0 or h == 0:
print("bad image :",in_file)
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)
if bb[2] ==0 or bb[3] == 0:
continue
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('%s/%s/labels/'%(VOCPath, year)):
os.makedirs('%s/%s/labels/'%(VOCPath, year))
image_ids = open('%s/%s/ImageSets/Main/%s.txt'%(VOCPath, year, image_set)).readlines()
list_file = open('voc_%s.txt'%(image_set), 'w')
for image_id in image_ids:
image_id = image_id.strip()
#try:
list_file.write('%s/%s/%s/JPEGImages/%s.jpg\n'%(wd, VOCPath, year, image_id))
convert_annotation(year, image_id)
# except:
# print(image_id)
list_file.close()
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