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voc_label_toGeneratetxt.py
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voc_label_toGeneratetxt.py
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import xml.etree.ElementTree as ET
import pickle
import os
from os import listdir, getcwd
from os.path import join
sets=[('2007', 'train'), ('2007', 'val')]
classes = ["person", "car"]
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
x = box[0]
y = box[2]
w = box[1]
h = box[3]
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)
h = 416
w = 416
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)
if cls_id == 0:
clasname = "person"
elif cls_id == 1:
clasname = "car"
else:
clasname = "other"
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(clasname) + " " + " ".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)
#print("file convrted ", image_id)
list_file.close()
os.system("cat 2007_train.txt 2007_val.txt > train.txt")