IOU:在圖像檢測中經常用來篩選候選框。具體為兩個候選框的交集除以兩個候選框的補集。
# -*- coding: utf-8 -*-
def IOU(Reframe,GTframe):
"""
自定義函數,計算兩矩形 IOU,傳入為均為矩形對角線,(x,y) 坐标。·
"""
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) #相交方框的寬
endy = max(y1+height1,y2+height2)
starty = min(y1,y2)
height = height1+height2-(endy-starty)#相交方框的高
if width <=0 or height <= 0:
ratio = 0 # 重疊率為 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