How to downsample the 3D matrix in matlab??

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Due to computational limitations, I need to downsample the 3D (1500x1500x1700) matrix by a factor of 2. The binning process should merg the 2x2x2 voxels and assign the mean intensity value of the group to the corresponding voxel in the reduced image.

Accepted Answer

Jan
Jan on 24 Jul 2022
X = rand(1500, 1500, 1700); % 28.5 GB - does not run in the forum!
Y = reshape(X, 2, 750, 2, 750, 2, 850);
Z = squeeze(sum(Y, [1,3,5])) / 8;
size(Z)
  3 Comments
Jan
Jan on 25 Jul 2022
Edited: Jan on 25 Jul 2022
@Rizwan Khan: What do you wnt to do, if the dimension is odd? Omit the last vector or include it in the output without averaging? I cannot guess, what you need.
X = rand(1501, 1501, 1701);
s = size(X);
s = s - rem(s, 2);
XX = X(1:s(1), 1:s(2), 1:s(3)); % Crop, Needs a lot of memory...
Y = reshape(X, 2, s(1) / 2, 2, s(2) / 2, 2, s(3) / 2);
Z = squeeze(sum(Y, [1,3,5])) / 8;
Rizwan Khan
Rizwan Khan on 25 Jul 2022
Yes, I omitted the last vector before downsampling.
thanks Jan

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