how to write code for finding KL transform in Matlab

回答(1 个)

Well here is the code
clc;
close all;
clear all;
I=imread('cameraman.tif');
I=im2double(I);
m=1;
for i=1:8:256
for j=1:8:256
for x=0:7
for y=0:7
img(x+1,y+1)=I(i+x,j+y);
end
end
k=0;
for l=1:8
img_expect{k+1}=img(:,l)*img(:,l)';
k=k+1;
end
imgexp=zeros(8:8);
for l=1:8
imgexp=imgexp+(1/8)*img_expect{l};%expectation of E[xx']
end
img_mean=zeros(8,1);
for l=1:8
img_mean=img_mean+(1/8)*img(:,l);
end
img_mean_trans=img_mean*img_mean';
img_covariance=imgexp - img_mean_trans;
[v{m},d{m}]=eig(img_covariance);
temp=v{m};
m=m+1;
for l=1:8
v{m-1}(:,l)=temp(:,8-(l-1));
end
for l=1:8
trans_img1(:,l)=v{m-1}*img(:,l);
end
for x=0:7
for y=0:7
transformed_img(i+x,j+y)=trans_img1(x+1,y+1);
end
end
mask=[1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1
1 1 1 1 1 1 1 1 ];
trans_img=trans_img1.*mask;
for l=1:8
inv_trans_img(:,l)=v{m-1}'*trans_img(:,l);
end
for x=0:7
for y=0:7
inv_transformed_img(i+x,j+y)=inv_trans_img(x+1,y+1);
end
end
end
end
imshow(transformed_img);
figure
imshow(inv_transformed_img);

2 个评论

hi. i have a set of multi-spectral satellite images and i want to reduce dimensional of this images by using (KLT) in matlab. please can you give me matlab code of (KLT) if you have it, and send it on this email please ( donquixotedoflamingo695@yahoo.com ). thank you so much.
Note that B.k Sumedha and Ramessh Naiidu will not be notified of your posting.
Did you look at the File Exchange link I posted above?

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