xml格式的图像标注标注文件转换成YOLO所需的txt格式

import os
import xml.etree.ElementTree as ET

dirpath = 'G:aug_label_xml/'     #原来存放xml文件的目录
newdir = 'G:aug_label_yolo/'  #修改label后形成的txt目录

if not os.path.exists(newdir):
    os.makedirs(newdir)

for fp in os.listdir(dirpath):

    root = ET.parse(os.path.join(dirpath,fp)).getroot()

    xmin, ymin, xmax, ymax = 0,0,0,0
    sz = root.find('size')
    
    width = float(sz[0].text)
    height = float(sz[1].text)
    filename = root.find('filename').text
    for child in root.findall('object'):         #找到图片中的所有框
        #print(child.find('name').text)
    
        sub = child.find('bndbox')               #找到框的标注值并进行读取
        label = child.find('name').text
        xmin = float(sub[0].text)
        ymin = float(sub[1].text)
        xmax = float(sub[2].text)
        ymax = float(sub[3].text)
        try:                                     #转换成yolov3的标签格式,需要归一化到(0-1)的范围内
            x_center = (xmin + xmax) / (2 * width)
            y_center = (ymin + ymax) / (2 * height)
            w = (xmax - xmin) / width
            h = (ymax - ymin) / height
        except ZeroDivisionError:
            print(filename,'的 width有问题')

        with open(os.path.join(newdir, fp.split('.')[0]+'.txt'), 'a+') as f:
            f.write(' '.join([str(label), str(x_center), str(y_center), str(w), str(h) + '\n']))

print('ok')

 

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