| function X = packF(F,featureName,weighted,bow,normalize) | |
| for i=1:length(F) | |
| switch featureName | |
| case {'geo_texton','geo_color'} | |
| if bow | |
| if normalize | |
| X(:,i) = F{i}.hists.all / (sum(F{i}.hists.all)+eps); | |
| else | |
| X(:,i) = F{i}.hists.all; | |
| end | |
| else | |
| if normalize | |
| F{i}.hists.gnd = F{i}.hists.gnd / (sum(F{i}.hists.gnd)+eps); | |
| F{i}.hists.por = F{i}.hists.por / (sum(F{i}.hists.por)+eps); | |
| F{i}.hists.sky = F{i}.hists.sky / (sum(F{i}.hists.sky)+eps); | |
| F{i}.hists.vrt = F{i}.hists.vrt / (sum(F{i}.hists.vrt)+eps); | |
| F{i}.hists.all = F{i}.hists.all / (sum(F{i}.hists.all)+eps); | |
| end | |
| if weighted | |
| X(:,i) = [F{i}.hists.gnd; F{i}.hists.por; F{i}.hists.sky; F{i}.hists.vrt; 2 * F{i}.hists.all]; | |
| else | |
| X(:,i) = [F{i}.hists.gnd; F{i}.hists.por; F{i}.hists.sky; F{i}.hists.vrt; F{i}.hists.all]; | |
| end | |
| end | |
| case {'denseSIFT','hog2x2','texton','ssim','lbp','lbphf'} | |
| if bow | |
| if normalize | |
| X(:,i) = F{i}.hists.L0/(sum(F{i}.hists.L0)+eps); | |
| else | |
| X(:,i) = F{i}.hists.L0; | |
| end | |
| else | |
| if normalize | |
| if weighted | |
| X(:,i) = [F{i}.hists.L0/ (sum(F{i}.hists.L0)+eps); 4* F{i}.hists.L1/ (sum(F{i}.hists.L1)+eps); 16* 2*F{i}.hists.L2/ (sum(F{i}.hists.L2)+eps)]; | |
| else | |
| X(:,i) = [F{i}.hists.L0/ (sum(F{i}.hists.L0)+eps); 4* F{i}.hists.L1/ (sum(F{i}.hists.L1)+eps); 16* F{i}.hists.L2/ (sum(F{i}.hists.L2)+eps)]; | |
| end | |
| else | |
| if weighted | |
| X(:,i) = [F{i}.hists.L0; F{i}.hists.L1; 2*F{i}.hists.L2]; | |
| else | |
| X(:,i) = [F{i}.hists.L0; F{i}.hists.L1; F{i}.hists.L2]; | |
| end | |
| end | |
| end | |
| case 'geo_map8x8' | |
| X(:,i) = F{i}.geo_map8x8; | |
| case 'tiny_image' | |
| X(:,i) = F{i}.tiny_image; | |
| case {'gist','gistPadding'} | |
| X(:,i) = F{i}.descrs; | |
| case 'sparse_sift' | |
| if normalize | |
| X(:,i) = [ F{i}.hists.hesaff/(sum(F{i}.hists.hesaff)+eps); F{i}.hists.mser/(sum(F{i}.hists.mser)+eps)]; | |
| else | |
| X(:,i) = [ F{i}.hists.hesaff; F{i}.hists.mser]; | |
| end | |
| case 'line_hists' | |
| if normalize | |
| X(:,i) = [ F{i}.hists.angle/(sum(F{i}.hists.angle)+eps); F{i}.hists.length/(sum(F{i}.hists.length)+eps)]; | |
| else | |
| X(:,i) = [ F{i}.hists.angle; F{i}.hists.length]; | |
| end | |
| end | |
| end |