MATLAB - Merge submatrices

Question

I\'m working on an image processing project in MATLAB. In order to preprocess the image more easily, I\'ve divided it in rows and columns, so from a original image (a 2D uin

Answer 1

With regard to your specific question about how you could convert back and forth between a 2-D matrix and a 3-D matrix according to your diagram, I am first going to assume that originalHeight and originalWidth can be evenly divided by numRows and numCols, respectively. Building on a solution I gave to a similar problem that was previously asked, here is a solution using only reshapes and permutations of the matrices:

%# Convert from 2-D to 3-D:
blocks = reshape(permute(reshape(originalImage,blockHeight,blockWidth,[]),...
                         [1 3 2]),blockHeight,blockWidth,[]);

%# Convert from 3-D to 2-D:
newImage = reshape(permute(reshape(blocks,blockHeight,[],blockWidth),...
                           [1 3 2]),originalHeight,originalWidth);

Note that the blocks in the 3-D matrix are concatenated along the third dimension, so blocks(:,:,i) is the i^th block from the 2-D matrix. Note also that these solutions will extract and fill blocks in the 2-D matrix in a row-wise fashion. In other words, if originalImage = [A1 A2; A3 A4];, then blocks(:,:,1) = A1;, blocks(:,:,2) = A2;, etc.

Answer 2

If I am understanding your question correctly, then this is how I would do it: Assume we have some data matrix with dimensions m by n

[m n] = size(data);

rows_wanted = 10;
cols_wanted = 10;
submatrix_rows = rows_wanted*ones(1,m/rows_wanted);
submatrix_cols = cols_wanted*ones(1,n/cols_wanted);
data_cells = mat2cell(data,submatrix_rows,submatrix_cols);
for k1 = 1:submatrix_rows;
    for k2 = 1:submatrix_cols;
        proc_data_cells{k1,k2} = function_for_matrics(data_cells{k,l});
    end
end
proc_data_mtx = cell2mat(proc_data_cells);

convert your data into a cell, where each element of the cell is a submatrix, then go through each element, preform your function, and output it to a new cell. Use cell2mat to output a fully concatenated processed matrix.

If you have access to the Image Processing Toolbox, I would also check out the 'blkproc' function.