就是把旋转框 cx,cy,w,h,angle,转换成四点坐标x1,y1,x2,y2,x3,y3,x4,y4
写这篇文章主要是为了记录下来,免得以后丢了又要重新写,也给后面的童鞋一点参考。
整个来龙去脉就不多说了,做斜框检测的应该都知道,直接上代码。
# *_* coding : UTF-8 *_*
# 开发人员 :csu·pan-_-||
# 开发时间 :2020/10/13 20:18
# 文件名称 :roxml_to_dota.py
# 开发工具 :PyCharm
# 功能描述 :把rolabelimg标注的xml文件转换成dota能识别的xml文件
# 就是把旋转框 cx,cy,w,h,angle,转换成四点坐标x1,y1,x2,y2,x3,y3,x4,y4
import os
import xml.etree.ElementTree as ET
import math
def edit_xml(xml_file):
"""
修改xml文件
:param xml_file:xml文件的路径
:return:
"""
tree = ET.parse(xml_file)
objs = tree.findall('object')
for ix, obj in enumerate(objs):
x0 = ET.Element("x0") # 创建节点
y0 = ET.Element("y0")
x1 = ET.Element("x1")
y1 = ET.Element("y1")
x2 = ET.Element("x2")
y2 = ET.Element("y2")
x3 = ET.Element("x3")
y3 = ET.Element("y3")
obj_type = obj.find('type')
type = obj_type.text
print(xml_file)
if type == 'bndbox':
obj_bnd = obj.find('bndbox')
obj_xmin = obj_bnd.find('xmin')
obj_ymin = obj_bnd.find('ymin')
obj_xmax = obj_bnd.find('xmax')
obj_ymax = obj_bnd.find('ymax')
xmin = float(obj_xmin.text)
ymin = float(obj_ymin.text)
xmax = float(obj_xmax.text)
ymax = float(obj_ymax.text)
obj_bnd.remove(obj_xmin) # 删除节点
obj_bnd.remove(obj_ymin)
obj_bnd.remove(obj_xmax)
obj_bnd.remove(obj_ymax)
x0.text = str(xmin)
y0.text = str(ymin)
x1.text = str(xmax)
y1.text = str(ymin)
x2.text = str(xmin)
y2.text = str(ymax)
x3.text = str(xmax)
y3.text = str(ymax)
elif type == 'robndbox':
obj_bnd = obj.find('robndbox')
obj_bnd.tag = 'bndbox' # 修改节点名
obj_cx = obj_bnd.find('cx')
obj_cy = obj_bnd.find('cy')
obj_w = obj_bnd.find('w')
obj_h = obj_bnd.find('h')
obj_angle = obj_bnd.find('angle')
cx = float(obj_cx.text)
cy = float(obj_cy.text)
w = float(obj_w.text)
h = float(obj_h.text)
angle = float(obj_angle.text)
obj_bnd.remove(obj_cx) # 删除节点
obj_bnd.remove(obj_cy)
obj_bnd.remove(obj_w)
obj_bnd.remove(obj_h)
obj_bnd.remove(obj_angle)
x0.text, y0.text = rotatePoint(cx, cy, cx - w / 2, cy - h / 2, -angle)
x1.text, y1.text = rotatePoint(cx, cy, cx + w / 2, cy - h / 2, -angle)
x2.text, y2.text = rotatePoint(cx, cy, cx + w / 2, cy + h / 2, -angle)
x3.text, y3.text = rotatePoint(cx, cy, cx - w / 2, cy + h / 2, -angle)
obj.remove(obj_type) # 删除节点
obj_bnd.append(x0) # 新增节点
obj_bnd.append(y0)
obj_bnd.append(x1)
obj_bnd.append(y1)
obj_bnd.append(x2)
obj_bnd.append(y2)
obj_bnd.append(x3)
obj_bnd.append(y3)
tree.write(xml_file, method='xml', encoding='utf-8') # 更新xml文件
# 转换成四点坐标
def rotatePoint(xc, yc, xp, yp, theta):
xoff = xp - xc;
yoff = yp - yc;
cosTheta = math.cos(theta)
sinTheta = math.sin(theta)
pResx = cosTheta * xoff + sinTheta * yoff
pResy = - sinTheta * xoff + cosTheta * yoff
return str(int(xc + pResx)), str(int(yc + pResy))
if __name__ == '__main__':
dir=""E:/Projects/xmls_origin""
filelist = os.listdir(dir)
for file in filelist:
edit_xml(os.path.join(dir,file))
放一张roLabelImg标注示例,图片是DOTA数据集上的,标注了船(ship)用来测试网络。
该软件专门被用来标注斜框目标,同事给打包成exe文件了,下面是下载地址,在Windows系统下直接点开就能用,具体怎么用,请上百度查找,很简单的。
链接:https://pan.baidu.com/s/1hSHdzbb9bKdbaLwwmn3vgQ
提取码:j0i4
需要注意的是:这个脚本会把原来的xml文件覆盖掉,建议操作前先备份一下咯,备份是一种美德。