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Editorial Team
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Editorial Team
Asked: May 26, 20262026-05-26T15:47:29+00:00 2026-05-26T15:47:29+00:00

I need to show 1st 10 eigenfaces using PCA for a image feature vector

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I need to show 1st 10 eigenfaces using PCA for a image feature vector matrix.

I am using following matlab code to create 1st eigenface but I am getting very dark and not so correct eigenfaces.
eFea is a matrix of 240×4096 where each row represents an image of 64×64

 newData = eFea';
data  = newData;
[M,N] = size(data); 

mn = mean(data,2); 
data = double(data) - repmat(mn,1,N); 
% construct the matrix Y 
Y = data' / sqrt(N-1); 
% SVD 
[u,S,PC] = svd(Y,0); 


imshow(reshape(PC(1,:),64,64))

any hints regarding the error in code will be helpful.

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  1. Editorial Team
    Editorial Team
    2026-05-26T15:47:29+00:00Added an answer on May 26, 2026 at 3:47 pm

    IMSHOW does not automatically scale the image. Thus, if you only have values from, say, 0 to 0.3 in the eigenface, everything will be really dark. Try imshow(reshape(PC(1,:),64,64),[]) instead.

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