function [textons] = unitex(fb,k) % function [textons] = unitex(fb,k) % % Compute universal textons from the training images. iids = imgList('train'); n = 100000; nper = round(n/numel(iids)); n = nper * numel(iids); d = numel(fb); data = zeros(d,n); c = 0; for i = 1:numel(iids), iid = iids(i); fprintf(2,'Processing image %d/%d (iid=%d)...\n',i,numel(iids),iid); im = imgRead(iid,'gray'); fim = fbRun(fb,im); npix = numel(im); p = randperm(npix); p = p(1:min(npix,nper)); m = numel(p); for j = 1:d, data(j,c+1:c+m) = fim{j}(p); end c = c + m; end data = data(:,1:c); fprintf(2,'Computing %d universal textons from %d samples...\n',k,c); [unused,textons] = kmeansML(k,data,'maxiter',30,'verbose',1);