Posted in Python onMarch 10, 2020
为了训练深度学习模型,经常要整理大量的标注数据,需统一不同格式的标注数据,一般情况下习惯读取TXT格式的数据。但实际中经常遇到XML格式的标注数据,在此举例:1.读取XML标注数据;2.写入TXT文件。
XML标注数据如下
<annotation verified="no"> <folder>suE</folder> <filename>Drivingrecord_001</filename> <path>C:\Desktop\Drivingrecord_001.jpg</path> <source> <database>Unknown</database> </source> <size> <width>1920</width> <height>1080</height> <depth>3</depth> </size> <segmented>0</segmented> <object> <name>苏E*****-蓝-1-白,灰-大众-上海大众-桑塔纳-尚纳</name> <flag>polygon</flag> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <leftTopx>170</leftTopx> <leftTopy>704</leftTopy> <rightTopx>167</rightTopx> <rightTopy>729</rightTopy> <rightBottomx>242</rightBottomx> <rightBottomy>735</rightBottomy> <leftBottomx>243</leftBottomx> <leftBottomy>710</leftBottomy> </bndbox> </object> <object> <name>苏E*****-蓝-1-黄-雷克萨斯-雷克萨斯(进口)-雷克萨斯RX</name> <flag>polygon</flag> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <leftTopx>733</leftTopx> <leftTopy>721</leftTopy> <rightTopx>733</rightTopx> <rightTopy>759</rightTopy> <rightBottomx>881</rightBottomx> <rightBottomy>760</rightBottomy> <leftBottomx>882</leftBottomx> <leftBottomy>722</leftBottomy> </bndbox> </object> <object> <name>苏*****-蓝-1-黑-宝马-宝马(进口)-宝马7系</name> <flag>polygon</flag> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <leftTopx>1274</leftTopx>
<leftTopy>657</leftTopy> <rightTopx>1274</rightTopx> <rightTopy>671</rightTopy> <rightBottomx>1325</rightBottomx> <rightBottomy>670</rightBottomy> <leftBottomx>1326</leftBottomx> <leftBottomy>656</leftBottomy> </bndbox> </object> <object> <name>苏*****-蓝-1-灰-标致-东风标致-标致307</name> <flag>polygon</flag> <pose>Unspecified</pose> <truncated>0</truncated> <difficult>0</difficult> <bndbox> <leftTopx>1609</leftTopx> <leftTopy>658</leftTopy> <rightTopx>1611</rightTopx> <rightTopy>671</rightTopy> <rightBottomx>1659</rightBottomx> <rightBottomy>669</rightBottomy> <leftBottomx>1657</leftBottomx> <leftBottomy>656</leftBottomy> </bndbox> </object> </annotation>
在此,我们只需要图片名filename,和每个object的坐标(四个点的坐标)
Drivingrecord_001.jpg 170 704 167 729 242 735 243 710 733 721 733 759 881 760 882 722 1274 657 1274 671 1325 670 1326 656 1609 658 1611 671 1659 669 1657 656
利用xml.dom.*模块,文件对象模块DOM在读取XML文件时,一次读取整个文件,将其所有数据保存在一个树结构中,此时,可利用DOM的各种函数来读取目标数据。在此,利用xml.dom.minidom解析XML文件。
并将目标数据写入TXT文档。
# -*- coding: utf-8 -*- """ Created on Fri Mar 2 15:36:44 2018 @author: gg """ import xml.dom.minidom import os save_dir = 'D:\plate_train' if not os.path.exists(save_dir): os.mkdir(save_dir) f = open(os.path.join(save_dir, 'landmark.txt'), 'w') DOMTree = xml.dom.minidom.parse('D:\plate_train\label\Drivingrecord_001.xml') annotation = DOMTree.documentElement filename = annotation.getElementsByTagName("filename")[0] imgname = filename.childNodes[0].data+'.jpg' print(imgname) objects = annotation.getElementsByTagName("object") loc = [imgname] #文档保存格式:文件名 坐标 for object in objects: bbox = object.getElementsByTagName("bndbox")[0] leftTopx = bbox.getElementsByTagName("leftTopx")[0] lefttopx = leftTopx.childNodes[0].data print(lefttopx) leftTopy = bbox.getElementsByTagName("leftTopy")[0] lefttopy = leftTopy.childNodes[0].data print(lefttopy) rightTopx = bbox.getElementsByTagName("rightTopx")[0] righttopx = rightTopx.childNodes[0].data print(righttopx) rightTopy = bbox.getElementsByTagName("rightTopy")[0] righttopy = rightTopy.childNodes[0].data print(righttopy) rightBottomx = bbox.getElementsByTagName("rightBottomx")[0] rightbottomx = rightBottomx.childNodes[0].data print(rightbottomx) rightBottomy = bbox.getElementsByTagName("rightBottomy")[0] rightbottomy = rightBottomy.childNodes[0].data print(rightbottomy) leftBottomx = bbox.getElementsByTagName("leftBottomx")[0] leftbottomx = leftBottomx.childNodes[0].data print(leftbottomx) leftBottomy = bbox.getElementsByTagName("leftBottomy")[0] leftbottomy = leftBottomy.childNodes[0].data print(leftbottomy) loc = loc + [lefttopx, lefttopy, righttopx, righttopy, rightbottomx, rightbottomy, leftbottomx, leftbottomy] for i in range(len(loc)): f.write(str(loc[i])+' ') f.write('\t\n') f.close()
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python代码xml转txt实例
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