Python计算机视觉里的IOU计算实例
其中x1,y1;x2,y2分别表示两个矩形框的中心点
def calcIOU(x1, y1, w1, h1, x2, y2, w2, h2): if((abs(x1 - x2) < ((w1 + w2)/ 2.0)) and (abs(y1-y2) < ((h1 + h2)/2.0))): left = max((x1 - (w1 / 2.0)), (x2 - (w2 / 2.0))) upper = max((y1 - (h1 / 2.0)), (y2 - (h2 / 2.0))) right = min((x1 + (w1 / 2.0)), (x2 + (w2 / 2.0))) bottom = min((y1 + (h1 / 2.0)), (y2 + (h2 / 2.0))) inter_w = abs(left - right) inter_h = abs(upper - bottom) inter_square = inter_w * inter_h union_square = (w1 * h1)+(w2 * h2)-inter_square calcIOU = inter_square/union_square * 1.0 print("calcIOU:", calcIOU) else: print("No intersection!") return calcIOU def main(): calcIOU(1, 2, 2, 2, 2, 1, 2, 2) if __name__ == '__main__': main()
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