目标检测(倾斜检测框),利用预训练模型标注得到TXT文件,将TXT文件转化为XML文件,以供调整标注框。
# -*- coding: utf-8 -*-
"""
Created on Wed Mar 7 16:21:25 2018
@author: XW
"""
from xml.dom.minidom import Document
import os
import os.path
from PIL import Image
import math
ann_path = "/home/xw/data/VOCdevkit/ship/inference_label/"
img_path = "/home/xw/data/VOCdevkit/ship/JPEGImages_detected/"
xml_path = "/home/xw/data/VOCdevkit/ship/Annotations/"
if not os.path.exists(xml_path):
os.mkdir(xml_path)
def writeXml(tmp, imgname, w, h, objbuds, wxml):
doc = Document()
annotation = doc.createElement('annotation')
doc.appendChild(annotation)
folder = doc.createElement('folder')
annotation.appendChild(folder)
folder_txt = doc.createTextNode("ship")
folder.appendChild(folder_txt)
filename = doc.createElement('filename')
annotation.appendChild(filename)
filename_txt = doc.createTextNode(imgname)
filename.appendChild(filename_txt)
source = doc.createElement('source')
annotation.appendChild(source)
database = doc.createElement('database')
source.appendChild(database)
database_txt = doc.createTextNode("The VOC2007 Database")
database.appendChild(database_txt)
annotation_new = doc.createElement('annotation')
source.appendChild(annotation_new)
annotation_new_txt = doc.createTextNode("PASCAL VOC2007")
annotation_new.appendChild(annotation_new_txt)
image = doc.createElement('image')
source.appendChild(image)
image_txt = doc.createTextNode("flickr")
image.appendChild(image_txt)
size = doc.createElement('size')
annotation.appendChild(size)
width = doc.createElement('width')
size.appendChild(width)
width_txt = doc.createTextNode(str(w))
width.appendChild(width_txt)
height = doc.createElement('height')
size.appendChild(height)
height_txt = doc.createTextNode(str(h))
height.appendChild(height_txt)
depth = doc.createElement('depth')
size.appendChild(depth)
depth_txt = doc.createTextNode("3")
depth.appendChild(depth_txt)
segmented = doc.createElement('segmented')
annotation.appendChild(segmented)
segmented_txt = doc.createTextNode("0")
segmented.appendChild(segmented_txt)
for i in range(len(objbuds)):
if len(objbuds[i]) != 0:
objbud = objbuds[i]
if (int(objbud[2]) >= int(objbud[3])):
tmp = objbud[3]
objbud[3] = objbud[2]
objbud[2] = tmp
objbud[4] = str(round(((90 + int(objbud[4])) * math.pi / 180) % math.pi , 6))
else:
objbud[4] = str(round(((360 + int(objbud[4])) * math.pi / 180) % math.pi , 6))
object_new = doc.createElement("object")
annotation.appendChild(object_new)
type_1 = doc.createElement('type')
object_new.appendChild(type_1)
type_1_txt = doc.createTextNode('robndbox')
type_1.appendChild(type_1_txt)
name = doc.createElement('name')
object_new.appendChild(name)
name_txt = doc.createTextNode('ship')
name.appendChild(name_txt)
pose = doc.createElement('pose')
object_new.appendChild(pose)
pose_txt = doc.createTextNode("Unspecified")
pose.appendChild(pose_txt)
truncated = doc.createElement('truncated')
object_new.appendChild(truncated)
truncated_txt = doc.createTextNode("0")
truncated.appendChild(truncated_txt)
difficult = doc.createElement('difficult')
object_new.appendChild(difficult)
difficult_txt = doc.createTextNode("0")
difficult.appendChild(difficult_txt)
bndbox = doc.createElement('robndbox')
object_new.appendChild(bndbox)
xmin = doc.createElement('cx')
bndbox.appendChild(xmin)
xmin_txt = doc.createTextNode(objbud[0])
xmin.appendChild(xmin_txt)
ymin = doc.createElement('cy')
bndbox.appendChild(ymin)
ymin_txt = doc.createTextNode(objbud[1])
ymin.appendChild(ymin_txt)
xmax = doc.createElement('w')
bndbox.appendChild(xmax)
xmax_txt = doc.createTextNode(objbud[2])
xmax.appendChild(xmax_txt)
ymax = doc.createElement('h')
bndbox.appendChild(ymax)
ymax_txt = doc.createTextNode(objbud[3])
ymax.appendChild(ymax_txt)
angle = doc.createElement('angle')
bndbox.appendChild(angle)
angle_txt = doc.createTextNode(objbud[4])
angle.appendChild(angle_txt)
tempfile = tmp + "test.xml"
with open(tempfile, "w") as f:
f.write(doc.toprettyxml(indent = '\t'))
rewrite = open(tempfile, "r")
lines = rewrite.read().split('\n')
newlines = lines[1:len(lines)-1]
fw = open(wxml, "w")
for i in range(0, len(newlines)):
fw.write(newlines[i] + '\n')
fw.close()
rewrite.close()
os.remove(tempfile)
return
for files in os.walk(ann_path):
temp = "/home/xw/data/VOCdevkit/ship/temp"
if not os.path.exists(temp):
os.mkdir(temp)
for file in files[2]:
objs = []
print (file + "-->start!")
img_name = os.path.splitext(file)[0] + '.jpg'
fileimgpath = img_path + img_name
im=Image.open(fileimgpath)
width= int(im.size[0])
height= int(im.size[1])
filelabel = open(ann_path + file, "r")
lines = filelabel.readlines()
for line in lines:
line = line.split()
objs.append(line[:len(line)])
filename = xml_path + os.path.splitext(file)[0] + '.xml'
writeXml(temp, img_name, width, height, objs, filename)
os.rmdir(temp)
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