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txt2yolo_label.py 2.02 KB
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machuanlong0927 提交于 2022-06-11 21:20 . [machuanlong0927]first commit
# -*- coding: utf-8 -*-
import xml.etree.ElementTree as ET
from tqdm import tqdm
import os
from os import getcwd
sets = ['train', 'val', 'test']
classes = ['stand', 'sit', 'fall'] # 改成自己的类别
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(image_id):
# try:
in_file = open('VOCData/Annotations/%s.xml' % (image_id), encoding='utf-8')
out_file = open('VOCData/labels/%s.txt' % (image_id), 'w', encoding='utf-8')
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))
b1, b2, b3, b4 = b
# 标注越界修正
if b2 > w:
b2 = w
if b4 > h:
b4 = h
b = (b1, b2, b3, b4)
bb = convert((w, h), b)
out_file.write(str(cls_id) + " " +
" ".join([str(a) for a in bb]) + '\n')
# except Exception as e:
# print(e, image_id)
wd = getcwd()
for image_set in sets:
if not os.path.exists('VOCData/labels/'):
os.makedirs('VOCData/labels/')
image_ids = open('VOCData/labels/%s.txt' %
(image_set)).read().strip().split()
list_file = open('VOCData/%s.txt' % (image_set), 'w')
for image_id in tqdm(image_ids):
list_file.write('VOCData/images/%s.png\n' % (image_id))
convert_annotation(image_id)
list_file.close()
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