function G = createGabor(or, n) % % G = createGabor(numberOfOrientationsPerScale, n); % % Precomputes filter transfer functions. All computations are done on the % Fourier domain. % % If you call this function without output arguments it will show the % tiling of the Fourier domain. % % Input % numberOfOrientationsPerScale = vector that contains the number of % orientations at each scale (from HF to BF) % n = imagesize (square images) % % output % G = transfer functions for a jet of gabor filters Nscales = length(or); Nfilters = sum(or) l=0; for i=1:Nscales for j=1:or(i) l=l+1; param(l,:)=[.35 .3/(1.85^(i-1)) 16*or(i)^2/32^2 pi/(or(i))*(j-1)]; end end % Frequencies: [fx, fy] = meshgrid(-n/2:n/2-1); fr = fftshift(sqrt(fx.^2+fy.^2)); t = fftshift(angle(fx+sqrt(-1)*fy)); % Transfer functions: G=zeros([n n Nfilters]); for i=1:Nfilters par=param(i,:); tr=t+param(i,4); tr=tr+2*pi*(tr<-pi)-2*pi*(tr>pi); G(:,:,i)=exp(-10*param(i,1)*(fr/n/param(i,2)-1).^2-2*param(i,3)*pi*tr.^2); end if nargout == 0 figure for i=1:Nfilters max(max(G(:,:,i))) contour(fftshift(G(:,:,i)),[1 .7 .6],'r'); hold on drawnow end axis('on') axis('square') axis('ij') end