converting vector to 3d array
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I am working on CIFAR-10 dataset. I found that working with gray scale image would be easier for me at this time. The image are represented in a matrix. Each row of the matrix is one 32x32 RGB image. The first 1024 elements are red channel values. The next 1024 are green and finally the last 1024 are blue values. What I have in mind is converting the rows into 3D arrays then changing them from RGB to grayscale and finally saving them to a 4D array. Is there any efficient way for doing that? I mean without using for loops.
Thanks alot
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Walter Roberson
2019-2-17
rgb2gray(reshape(TheVector, 32, 32, 3))
for any one vector of length 3072 (1024 x 1024 x 3). The result would be 2D, 32 x 32 . You could put a bunch of those together either along the third or fourth dimension, 32 x 32 x N or 32 x 32 x 1 x N.
Now, if you had a vector that was a multiple of 3072 long, representing different images, then it would start to get slightly interesting to do all of them at the same time without a loop.
temp = reshape(TheVector, 32, 32, 3, 1, []);
result = temp(:,:,1,1,:) * 0.299 + temp(:,:,2,1,:) * 0.587 + temp(:,:,3,1,:) * 0.114;
This would be 32 x 32 x 1 x N grayscale.
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