修改数据类别信息,修改VOC数据集标注(xml)和图片(jpg)路径,修改保存的YOLO标注(txt)路径:
import xml.etree.ElementTree as ET
from os import listdir, getcwd
import glob
# classes information
classes = ["1", "2", "3"]
def convert(size, box):
dw = 1.0 / size[0]
dh = 1.0 / size[1]
x = (box[0] + box[1]) / 2.0
y = (box[2] + box[3]) / 2.0
w = box[1] - box[0]
h = box[3] - box[2]
x = x * dw
w = w * dw
y = y * dh
h = h * dh
return (x, y, w, h)
def convert_annotation(image_name):
print(f"Processing {image_name}")
f = open('./Annotations/' + image_name[:-3] + 'xml', encoding="utf8") # xml file path
out_file = open('./label/' + image_name[:-3] + 'txt', 'w') # txt file path
xml_text = f.read()
root = ET.fromstring(xml_text)
f.close()
size = root.find('size')
w = int(size.find('width').text)
h = int(size.find('height').text)
for obj in root.iter('object'):
cls = obj.find('name').text
if cls not in classes:
print(cls)
continue
cls_id = classes.index(cls)
xmlbox = obj.find('bndbox')
b = (float(xmlbox.find('xmin').text), float(xmlbox.find('xmax').text), float(xmlbox.find('ymin').text),
float(xmlbox.find('ymax').text))
bb = convert((w, h), b)
out_file.write(str(cls_id) + " " + " ".join([str(a) for a in bb]) + '\n')
wd = getcwd()
if __name__ == '__main__':
for image_path in glob.glob("./JPEGImages/*.jpg"): # image file path
image_name = image_path.split('\\')[-1]
convert_annotation(image_name)