檢測評價函數 intersection-over-union （ IOU ）

 

 目標檢測評價函數IoU

個人分類： 深度學習

轉載來自:https://blog.csdn.net/Eddy_zheng/article/details/52126641

 

原圖: 

 

# -*- coding: utf-8 -*-
"""
Created on Sun Aug 07 14:26:51 2016

@author: Eddy_zheng
"""

def IOU(Reframe,GTframe):
    """
    自定義函數，計算兩矩形 IOU，傳入爲均爲矩形對角線，（x,y）  座標。
    """
    x1 = Reframe[0]
    y1 = Reframe[1]
    width1 = Reframe[2]-Reframe[0]
    height1 = Reframe[3]-Reframe[1]

    x2 = GTframe[0]
    y2 = GTframe[1]
    width2 = GTframe[2]-GTframe[0]
    height2 = GTframe[3]-GTframe[1]

    endx = max(x1+width1,x2+width2)
    startx = min(x1,x2)
    width = width1+width2-(endx-startx)

    endy = max(y1+height1,y2+height2)
    starty = min(y1,y2)
    height = height1+height2-(endy-starty)

    if width <=0 or height <= 0:
        ratio = 0 # 重疊率爲 0 
    else:
        Area = width*height # 兩矩形相交面積
        Area1 = width1*height1
        Area2 = width2*height2
        ratio = Area*1./(Area1+Area2-Area)
    # return IOU
    return ratio,Reframe,GTframe