概述
自己在用labelImg打好标签后,想只用其中几类训练,不想训练全部类别,又不想重新打标生成.xml文件,因此想到这个办法:直接在.xml文件中删除原有的不需要的标签类及其属性。
打标时标签名出现了大小写(工程量大时可能会手滑),程序中有改写标签值为小写的过程,因为我做py-faster-rcnn 训练时,标签必须全部为小写。
以如下的.xml文件为例,我故意把标签增加了大写
test.jpg C:\Users\yasin\Desktop\test 400 300 3 0
具体实现
假如我们只想保留图片上的people和cat类,其他都删除,代码如下:
from xml.etree.ElementTree import ElementTree from os import walk, path def read_xml(in_path): tree = ElementTree() tree.parse(in_path) return tree def write_xml(tree, out_path): tree.write(out_path, encoding="utf-8", xml_declaration=True) def find_nodes(tree, path): return tree.findall(path) def del_node_by_target_classes(nodelist, target_classes_lower, tree_root): for parent_node in nodelist: children = parent_node.getchildren() if (parent_node.tag == "object" and children[0].text.lower() not in target_classes_lower): tree_root.remove(parent_node) elif (parent_node.tag == "object" and children[0].text.lower() in target_classes_lower): children[0].text = children[0].text.lower() def get_fileNames(rootdir): data_path = [] prefixs = [] for root, dirs, files in walk(rootdir, topdown=True): for name in files: pre, ending = path.splitext(name) if ending != ".xml": continue else: data_path.append(path.join(root, name)) prefixs.append(pre) return data_path, prefixs if __name__ == "__main__": # get all the xml paths, prefixes if not used here paths_xml, prefixs = get_fileNames("/home/yasin/old_labels/") target_classes = ["PEOPLE", "CAT"] # target flags you want to keep target_classes_lower = [] for i in range(len(target_classes)): target_classes_lower.append(target_classes[i].lower()) # make sure your target is lowe-case # print(target_classes_lower) for i in range(len(paths_xml)): # rename and save the corresponding xml tree = read_xml(paths_xml[i]) # get tree node tree_root = tree.getroot() # get parent nodes del_parent_nodes = find_nodes(tree, "./") # get target classes and delete target_del_node = del_node_by_target_classes(del_parent_nodes, target_classes_lower, tree_root) # save output xml, 000001.xml write_xml(tree, "/home/yasin/new_labels/{}.xml".format("%06d" % i))
按照上述代码,示例.xml变为如下.xml,可以看出我们删除了除people和cat类的类别(即dog类),并把保留类别的打标改成了小写:
test.jpg C:\Users\yasin\Desktop\test 400 300 3 0
以上就是本文的全部内容,希望对大家的学习有所帮助,也希望大家多多支持脚本之家。