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MPKFNet/creat_xml_fordetection.py
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2022-05-17 20:24:52 +08:00

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'''
author : Hatcher W
Email: hcwang@semi.ac.cn
use: 用于创建存储目标检测结果的xml文件
input:网络运算输出结果
output:xml文件
'''
import numpy as np
from lxml import etree
class GEN_Annotations:
def __init__(self, filename):
self.root = etree.Element("annotation")
child1 = etree.SubElement(self.root, "folder")
child1.text = "Hatcher"
child2 = etree.SubElement(self.root, "filename")
child2.text = filename
child3 = etree.SubElement(self.root, "source")
child4 = etree.SubElement(child3, "annotation")
child4.text = "Bird_detection"
child5 = etree.SubElement(child3, "database")
child5.text = "Unknown"
child6 = etree.SubElement(child3, "image")
child6.text = "flickr"
child7 = etree.SubElement(child3, "flickrid")
child7.text = "35435"
def set_size(self, witdh, height, channel):
size = etree.SubElement(self.root, "size")
widthn = etree.SubElement(size, "width")
widthn.text = str(witdh)
heightn = etree.SubElement(size, "height")
heightn.text = str(height)
channeln = etree.SubElement(size, "depth")
channeln.text = str(channel)
def savefile(self, filename):
tree = etree.ElementTree(self.root)
tree.write(filename, pretty_print=True, xml_declaration=False, encoding='utf-8')
def add_pic_attr(self, label, xmin, ymin, xmax, ymax,score):
object = etree.SubElement(self.root, "object")
namen = etree.SubElement(object, "name")
namen.text = str(label).replace("tensor(","").replace("., device='cuda:0')","")
bndbox = etree.SubElement(object, "bndbox")
xminn = etree.SubElement(bndbox, "xmin")
xminn.text = str(xmin)
yminn = etree.SubElement(bndbox, "ymin")
yminn.text = str(ymin)
xmaxn = etree.SubElement(bndbox, "xmax")
xmaxn.text = str(xmax)
ymaxn = etree.SubElement(bndbox, "ymax")
ymaxn.text = str(ymax)
scoren = etree.SubElement(bndbox, "score")
scoren.text = str(score)
def add_pic_attr_bird(self, label, xmin, ymin, xmax, ymax):
object = etree.SubElement(self.root, "object")
namen = etree.SubElement(object, "name")
namen.text = label
bndbox = etree.SubElement(object, "bndbox")
xminn = etree.SubElement(bndbox, "xmin")
xminn.text = str(xmin)
yminn = etree.SubElement(bndbox, "ymin")
yminn.text = str(ymin)
xmaxn = etree.SubElement(bndbox, "xmax")
xmaxn.text = str(xmax)
ymaxn = etree.SubElement(bndbox, "ymax")
ymaxn.text = str(ymax)
def add_pic_density(self, label, density_h):
object = etree.SubElement(self.root, "object")
count = etree.SubElement(object, "count")
for i in density_h:
density = etree.SubElement(object, "density_h")
num=0
for j in i:
density.attrib["att{}".format(num)] = j
num+=1
def make_xml(filename,size_x,size_y,boxes,labels,scores,savename):
anno = GEN_Annotations(filename)
anno.set_size(size_y, size_x, 3)
for i in range(len(boxes)):
xmin = int(boxes[i][0])
ymin = int(boxes[i][1])
xmax = int(boxes[i][2])
ymax = int(boxes[i][3])
score = int(scores[i]*1000)
anno.add_pic_attr("bird", xmin, ymin, xmax, ymax,score)
anno.savefile(savename)
def make_xml_iccv(filename,size_x,size_y,boxes,savename):
anno = GEN_Annotations(filename)
anno.set_size(size_y, size_x, 3)
for i in range(len(boxes)):
xmin = int(boxes[i][0])
ymin = int(boxes[i][1])
xmax = int(boxes[i][2])
ymax = int(boxes[i][3])
anno.add_pic_attr_bird("bird", xmin, ymin, xmax, ymax)
anno.savefile(savename)
if __name__ == '__main__':
filename = "000001.jpg"
anno = GEN_Annotations(filename)
anno.set_size(1280, 720, 3)
density = np.array([4,4],dtype=np.float64)
density = [[0.123,93.132213,0.2132131,0.32132131],[0.123,93.132213,0.2132131,0.32132131],[0.123,93.132213,0.2132131,0.32132131],[0.123,93.132213,0.2132131,0.32132131]]
anno.add_pic_density("mouse", density)
anno.savefile("00001.xml")