因项目需要根据指定格式的文件生成XML标注文件，可以方便使用LabelImg打开进行编辑和查看。其原始文件默认使用逗号进行分隔，如下所示：
image.png
- 第1个值：原始图片中切图小文件，以AIpng_x，其中x代表原始图片的第几个切图文件
- 第2~5值：分别对应于ymin, xmin, ymax, xmax
- 第6个值：代表对应的标签标注
在生成XML文件时，需要对其进行汇总，即将属于同一个原始文件的切图小文件的标注汇总到一起，其实现代码如下所示：
import os
from Logger import MyLogger
from xml.dom.minidom import Document,parse
from collections import defaultdict
import re
class OpeateXML:
def __init__(self, srcPath: str, targetPath: str, srcFileName: str):
self._srcPath = srcPath
self._targetPath = targetPath
self._srcFileName = srcFileName
def readSrcFileName(self, fileEncoding="utf8") -> defaultdict:
data = defaultdict(list)
s = re.compile("\.AIpng_\d{1,}", re.IGNORECASE)
srcFileFullPath = os.path.join(self._srcPath, self._srcFileName)
try:
if os.path.exists(srcFileFullPath):
with open(srcFileFullPath, mode="r", encoding=fileEncoding, errors="ignore") as fr:
for content in fr.readlines():
data[s.sub(".AIpng",content.strip().split(",")[0])].append(content.strip())
except Exception as ex:
MyLogger().error(f"OperateXML:read file error:\n{ex}")
return {}
else:
# data.sort(key=lambda x: x.strip().split(",")[0])
return data
def getCreateXMLData(self,srcData:dict,mnlData:list)->defaultdict:
"""
获取手动确认的图片
srcData:Location.txt中的原始数据
mnlData:手动确认数据
"""
try:
for key,values in srcData.items():
for item in mnlData:
for v in values:
if item in v.strip().split(",")[0]:
srcData[key][srcData[key].index(v)]=srcData[key][srcData[key].index(v)].replace("auto","mnl")
except Exception as ex:
MyLogger().error(f"OperateXML: get data from location and mnldata interaction error\n{ex}")
return {}
else:
return srcData
def operateXML(self,data:defaultdict)->None:
for k in data.keys():
xmlFileFullPath = os.path.join(self._targetPath, os.path.splitext(k)[0]+".xml")
if os.path.exists(xmlFileFullPath):
self.appendExistXML(data={k:data[k]},xmlFileFullPath=xmlFileFullPath)
else:
self.createNewXML({k:data[k]})
def appendExistXML(self,data:defaultdict,xmlFileFullPath:str,fileEncoding="utf8"):
try:
doc = parse(xmlFileFullPath)
rootNode = doc.documentElement
# print(rootNode.nodeName)
key=rootNode.getElementsByTagName("filename")[0].childNodes[0].data
objs=rootNode.getElementsByTagName("object")
for obj in objs:
name=obj.getElementsByTagName("name")[0].childNodes[0].data
bndboxs = obj.getElementsByTagName("bndbox")
for bndbox in bndboxs:
xmin = bndbox.getElementsByTagName("xmin")[0].childNodes[0].data
ymin = bndbox.getElementsByTagName("ymin")[0].childNodes[0].data
xmax = bndbox.getElementsByTagName("xmax")[0].childNodes[0].data
ymax = bndbox.getElementsByTagName("ymax")[0].childNodes[0].data
existData=f"existData,{ymin},{xmin},{ymax},{xmax},{name}"
data[key].append(existData)
data[key]=list(set(data[key]))
os.remove(xmlFileFullPath)
self.createNewXML(data=data)
except Exception as ex:
MyLogger().error(f"OperateXML:append content to {xmlFileFullPath} error\n{ex}")
return
def createNewXML(self, data: dict, fileEncoding="utf8")->None:
"""
data:传入的数据字典
fileEncoding：XML默认编码格式
"""
if data:
try:
for k,v in data.items():
doc = Document()
# 创建根节点
rootNode = doc.createElement("annotation")
# 添加根节点
doc.appendChild(rootNode)
folder = doc.createElement("folder")
folderText = doc.createTextNode(self._targetPath)
folder.appendChild(folderText)
rootNode.appendChild(folder)
filename = doc.createElement("filename")
filenameText = doc.createTextNode(k)
filename.appendChild(filenameText)
rootNode.appendChild(filename)
path = doc.createElement("path")
pathText = doc.createTextNode(os.path.join(self._targetPath,k))
path.appendChild(pathText)
rootNode.appendChild(path)
for i in v:
tmpData = i.strip().split(",")
if len(tmpData) == 6:
_, ymin, xmin, ymax, xmax, labelName = tmpData
if not labelName.__contains__("/"):
continue
objectObj = doc.createElement("object")
rootNode.appendChild(objectObj)
objectName = doc.createElement("name")
objectNameText = doc.createTextNode(labelName)
objectName.appendChild(objectNameText)
objectObj.appendChild(objectName)
objectBndBox = doc.createElement("bndbox")
objectObj.appendChild(objectBndBox)
objectBndBoxXmin = doc.createElement("xmin")
objectBndBoxYmin = doc.createElement("ymin")
objectBndBoxXmax = doc.createElement("xmax")
objectBndBoxYmax = doc.createElement("ymax")
objectBndBoxXminText = doc.createTextNode(xmin)
objectBndBoxYminText = doc.createTextNode(ymin)
objectBndBoxXmaxText = doc.createTextNode(xmax)
objectBndBoxYmaxText = doc.createTextNode(ymax)
objectBndBox.appendChild(objectBndBoxXmin)
objectBndBox.appendChild(objectBndBoxYmin)
objectBndBox.appendChild(objectBndBoxXmax)
objectBndBox.appendChild(objectBndBoxYmax)
objectBndBoxXmin.appendChild(objectBndBoxXminText)
objectBndBoxYmin.appendChild(objectBndBoxYminText)
objectBndBoxXmax.appendChild(objectBndBoxXmaxText)
objectBndBoxYmax.appendChild(objectBndBoxYmaxText)
objectObj.appendChild(objectBndBox)
else:
continue
# save xml
xmlName=os.path.splitext(k)[0]+".xml"
targetPath = os.path.join(self._targetPath, xmlName)
with open(targetPath, mode="w", encoding=fileEncoding,errors="ignore") as fw:
doc.writexml(fw, indent="\t", newl="\n", addindent="\t", encoding=fileEncoding)
except Exception as ex:
MyLogger().error(f"OperateXML:Save xml error\n{ex}")
return
if __name__ == '__main__':
srcPath = r"C:\Users\Surpass\Documents\PycharmProjects\data\TEST-8\outs"
srcName = "locations.txt"
targetPath = r"C:\Users\Surpass\Documents\PycharmProjects\data\TEST-8\outs\in_number"
operateXML = OpeateXML(srcPath, targetPath, srcName)
a = operateXML.readSrcFileName()
testData=['slide1_cell420_image0_met.AIpng_36.jpg', 'slide1_cell420_image0_met.AIpng_33.jpg', 'slide1_cell420_image0_met.AIpng_10.jpg', 'slide1_cell420_image0_met.AIpng_30.jpg']
res=operateXML.getCreateXMLData(a,testData)
operateXML.operateXML(res)
最终生成的XML效果如下所示：
image.png
在LabelImg中的效果如下所示：
image.png
