Fourier Based Character Recognition in Matlab
I have a source code that could recognize a character's position in an image. but there is a line of code that i can't figure it out WHY?
[r c]=size(mainImage);
% Why rotate 90 degree? why multyply? why??? :-??
splash = real(ifft2(fft2(mainImage) .* fft2(rot90(object, 2), r, c)));
thresh = max(splash(:))-10;
for i=1:r
for j=1:c
开发者_如何学JAVA if splash(i,j)>=thresh
splash(i,j)=1;
else
splash(i,j)=0;
end
end
end
My FFT knowledge is a bit rusty, but I think this is essentially calculating the cross-correlation.
Multiplication in the frequency domain is equivalent to convolution in the space/time domain. And cross-correlation is equivalent to convolution with the inverted signal -- which is what the 180° rotation is trying to do. Off the top of my slightly-drunk head I can't say whether this specific implementation should be expected to work.
Matlab has functions to calculate cross-correlations directly, but they may reside in toolboxes that weren't available to the author (or expected users) of this code.
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