I want create a convolution filter for RGB images
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Hello,
I want create a 2-D convolution filter. I know there are some functions like imfilter etc. but i don't want use them. How can i change the code on the below for images ?
%INPUT MATRIX
A = zeros(5);
A(:) = 1:25;
%KERNEL
avg3 = ones(3)/9;
%PAD THE MATRIX WITH ZEROS
B = padarray(A,[1 1]);
% PRE-ALLOCATE THE MATRIX
Output = zeros([size(A,1) size(A,2)]);
%PERFORM COONVOLUTION
for i = 1:size(B,1)-2
for j = 1:size(B,2)-2
Temp = B(i:i+2,j:j+2).*avg3;
Output(i,j) = sum(Temp(:));
end
end
display(Output);
3 Comments
Rik
on 19 Mar 2019
It already looks like it should work for 2D arrays. Do you want it to work on RGB images?
Mustafa Uysal
on 19 Mar 2019
Edited: Mustafa Uysal
on 19 Mar 2019
Guillaume
on 19 Mar 2019
"but i don't want use them"
Why not? What is the point of reinventing the wheel? The built-in functions will perform a lot faster and more reliably than what you have written.
What you have written by the way is not a convolution. It works like a convolution because your convolution matrix is symmetrical but it is a correlation.
With regards to your question, what's stopping you from performing the same calculation on all 3 planes, in successsion?
Finally, note that
Output = zeros([size(A,1) size(A,2)]);
is simply
Output = zeros(size(A));
The latter has the advantage of also working straight out of the box for colour images.
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