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close all; clear all; I1=imread(‘lena.bmp‘); angle=30; T=[cos(angle),sin(angle),0;-sin(angle),cos(angle),0;0,0,1]; t1 = maketform(‘affine‘,T); I2 = imtransform(I1,t1,‘bilinear‘,‘fill‘,0);%旋转 I2=imresize(I2,0.5);%缩放 figure; imshow(I1); figure; imshow(I2); H1=Humoment(I1) H2=Humoment(I2)
function Hu = Humoment(I) I=double(I); m00=sum(sum(I)); m10=0;m01=0; [row,col]=size(I); for i=1:row for j=1:col m10=m10+i*I(i,j); m01=m01+j*I(i,j); end end xb=m10/m00;%重心坐标 yb=m01/m00; %中心距 u02 = 0;u03 = 0;u11 = 0;u12 = 0;u20 = 0;u21 = 0;u30 = 0; for i=1:row for j=1:col u02=u02+(j-yb)^2*I(i,j); u03=u03+(j-yb)^3*I(i,j); u11=u11+(i-xb)*(j-yb)*I(i,j); u12=u12+(i-xb)*(j-yb)^2*I(i,j); u20=u20+(i-xb)^2*I(i,j); u21=u21+(i-xb)^2*(j-yb)*I(i,j); u30=u30+(i-xb)^3*I(i,j); end end %归一化中心距 n02=u02/m00^2; n03=u03/m00^2.5; n11=u11/m00^2; n12=u12/m00^2.5; n20=u20/m00^2; n21=u21/m00^2.5; n30=u30/m00^2.5; %Hu矩 h1 = n20 + n02; h2 = (n20-n02)^2 + 4*(n11)^2; h3 = (n30-3*n12)^2 + (3*n21-n03)^2; h4 = (n30+n12)^2 + (n21+n03)^2; h5 = (n30-3*n12)*(n30+n12)*((n30+n12)^2-3*(n21+n03)^2)+(3*n21-n03)*(n21+n03)*(3*(n30+n12)^2-(n21+n03)^2); h6 = (n20-n02)*((n30+n12)^2-(n21+n03)^2)+4*n11*(n30+n12)*(n21+n03); h7 = (3*n21-n03)*(n30+n12)*((n30+n12)^2-3*(n21+n03)^2)-(3*n12-n30)*(n21+n03)*(3*(n30+n12)^2-(n21+n03)^2); Hu = [h1 h2 h3 h4 h5 h6 h7];
结果:
对于两图像做测试,其中第二幅是第一幅旋转30度并缩小到1/4大小:
上述两幅图计算出的Hu矩都为:
0.0012 0.0000 0.0000 0.0000 -0.0000 -0.0000 0.0000
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原文地址:http://www.cnblogs.com/luo-peng/p/5613634.html