I have got an N×M matrix m
like:
1 2 3 4
5 6 7 8
9 10 11 12
13 14 15 16
I want to get all submatrices of size P×Q (P,Q are odd) w/o employing a for-loop.
The result s
should be a P×Q×((N-P+1)·(M-Q+1)) matrix.
E.g. if P=Q=3:
s(:,:,1) = [1 2 3; 5 6 7; 9 10 11]
s(:,:,2) = [2 3 4; 6 7 8; 10 11 12]
s(:,:,3) = [5 6 7; 9 10 11; 13 14 15]
s(:,:,4) = [6 7 8; 10 11 12; 14 15 16]
im2col
can help you out here:
m =
1 2 3 4
5 6 7 8
9 10 11 12
13 14 15 16
>> P = 3; Q = 3;
>> columnized = im2col(m,[P Q],'sliding');
>> nMatrices = size(columnized,2);
>> s = reshape(columnized, [P Q nMatrices])
s(:,:,1) =
1 2 3
5 6 7
9 10 11
s(:,:,2) =
5 6 7
9 10 11
13 14 15
s(:,:,3) =
2 3 4
6 7 8
10 11 12
s(:,:,4) =
6 7 8
10 11 12
14 15 16
im2col
with the 'sliding'
option finds all the overlapping submatrices and returns each as a (P·Q)-element column vector in columnized
. To turn these back into matrices, we reshape
this (P·Q)×((N-P+1)·(M-Q+1)) matrix into a P×Q×((N-P+1)·(M-Q+1)) one.