📄 buildscfpyr.m
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% [PYR, INDICES, STEERMTX, HARMONICS] = buildSCFpyr(IM, HEIGHT, ORDER, TWIDTH)%% Construct a complex steerable pyramid on matrix IM, in the Fourier domain.% NOTE: this function is significantly faster for images whose% dimensions are powers of 2. This is similar to buildSpyr, except% that:%% + Reconstruction is exact (within floating point errors)% + It can produce any number of orientation bands.% - Typically slower, especially for non-power-of-two sizes.% - Boundary-handling is circular.%% HEIGHT (optional) specifies the number of pyramid levels to build. Default% is maxPyrHt(size(IM),size(FILT));%% The squared radial functions tile the Fourier plane, with a raised-cosine% falloff. Angular functions are cos(theta-k\pi/(K+1))^K, where K is% the ORDER (one less than the number of orientation bands, default= 3).%% TWIDTH is the width of the transition region of the radial lowpass% function, in octaves (default = 1, which gives a raised cosine for% the bandpass filters).%% PYR is a vector containing the N pyramid subbands, ordered from fine% to coarse. INDICES is an Nx2 matrix containing the sizes of% each subband. This is compatible with the MatLab Wavelet toolbox.% See the function STEER for a description of STEERMTX and HARMONICS.% Eero Simoncelli, 5/97.% Modified by Javier Portilla to return complex (quadrature pair) channels,% 9/97.function [pyr,pind,steermtx,harmonics] = buildSCFpyr(im, ht, order, twidth)%-----------------------------------------------------------------%% DEFAULTS:max_ht = floor(log2(min(size(im)))+2);if (exist('ht') ~= 1) ht = max_ht;else if (ht > max_ht) error(sprintf('Cannot build pyramid higher than %d levels.',max_ht)); endendif (exist('order') ~= 1) order = 3;elseif ((order > 15) | (order < 0)) fprintf(1,'Warning: ORDER must be an integer in the range [0,15]. Truncating.\n'); order = min(max(order,0),15);else order = round(order);endnbands = order+1;if (exist('twidth') ~= 1) twidth = 1;elseif (twidth <= 0) fprintf(1,'Warning: TWIDTH must be positive. Setting to 1.\n'); twidth = 1;end%-----------------------------------------------------------------%% Steering stuff:if (mod((nbands),2) == 0) harmonics = [0:(nbands/2)-1]'*2 + 1;else harmonics = [0:(nbands-1)/2]'*2;endsteermtx = steer2HarmMtx(harmonics, pi*[0:nbands-1]/nbands, 'even');%-----------------------------------------------------------------dims = size(im);ctr = ceil((dims+0.5)/2);[xramp,yramp] = meshgrid( ([1:dims(2)]-ctr(2))./(dims(2)/2), ... ([1:dims(1)]-ctr(1))./(dims(1)/2) );angle = atan2(yramp,xramp);log_rad = sqrt(xramp.^2 + yramp.^2);log_rad(ctr(1),ctr(2)) = log_rad(ctr(1),ctr(2)-1);log_rad = log2(log_rad);%% Radial transition function (a raised cosine in log-frequency):[Xrcos,Yrcos] = rcosFn(twidth,(-twidth/2),[0 1]);Yrcos = sqrt(Yrcos);YIrcos = sqrt(1.0 - Yrcos.^2);lo0mask = pointOp(log_rad, YIrcos, Xrcos(1), Xrcos(2)-Xrcos(1), 0);imdft = fftshift(fft2(im));lo0dft = imdft .* lo0mask;[pyr,pind] = buildSCFpyrLevs(lo0dft, log_rad, Xrcos, Yrcos, angle, ht, nbands);hi0mask = pointOp(log_rad, Yrcos, Xrcos(1), Xrcos(2)-Xrcos(1), 0);hi0dft = imdft .* hi0mask;hi0 = ifft2(ifftshift(hi0dft));pyr = [real(hi0(:)) ; pyr];pind = [size(hi0); pind];
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