因項目需要根據指定格式的文件生成XML標註文件,可以方便使用LabelImg打開進行編輯和查看。其原始文件預設使用逗號進行分隔,如下所示: 第1個值:原始圖片中切圖小文件,以AIpng_x,其中x代表原始圖片的第幾個切圖文件 第2~5值:分別對應於ymin, xmin, ymax, xmax 第6個 ...
因項目需要根據指定格式的文件生成XML標註文件,可以方便使用LabelImg打開進行編輯和查看。其原始文件預設使用逗號進行分隔,如下所示:
- 第1個值:原始圖片中切圖小文件,以AIpng_x,其中x代表原始圖片的第幾個切圖文件
- 第2~5值:分別對應於ymin, xmin, ymax, xmax
- 第6個值:代表對應的標簽標註
在生成XML文件時,需要對其進行彙總,即將屬於同一個原始文件的切圖小文件的標註彙總到一起,其實現代碼如下所示:
import os
from Logger import MyLogger
from xml.dom.minidom import Document
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") -> dict:
data = defaultdict(list)
s = re.compile("\.AIpng_\d{1,}", re.IGNORECASE)
srcFileFullPath = os.path.join(self._srcPath, self._srcFileName)
try:
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 createXML(self, data: dict, fileEncoding="utf8"):
if data:
try:
for k,v in data.items():
doc = Document()
# 創建根節點
rootNode = doc.createElement("annotation")
# 添加根節點
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
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) 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()
operateXML.createXML(a)
最終生成的XML效果如下所示:
在LabelImg中的效果如下所示:
本文地址:https://www.cnblogs.com/surpassme/p/13204899.html
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