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81 lines
2.3 KiB
Matlab
81 lines
2.3 KiB
Matlab
function Script_CLNF_cross_data_general()
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addpath(genpath('../'));
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% Replace this with the location of the Menpo dataset
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[images, detections, labels] = Collect_menpo_imgs('G:\Datasets\menpo/');
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%% loading the patch experts
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[ patches, pdm, clmParams ] = Load_CLNF_general();
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views = [0,0,0; 0,-30,0; 0,30,0; 0,-55,0; 0,55,0; 0,0,30; 0,0,-30; 0,-90,0; 0,90,0; 0,-70,40; 0,70,-40];
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views = views * pi/180;
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[ patches_51, pdm_51, clmParams_51, inds_full, inds_inner ] = Load_CLNF_inner();
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shapes_all = zeros(size(labels,2),size(labels,3), size(labels,1));
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labels_all = zeros(size(labels,2),size(labels,3), size(labels,1));
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lhoods = zeros(numel(images),1);
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% for recording purposes
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experiment.params = clmParams;
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num_points = numel(pdm.M)/3;
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shapes_all = cell(numel(images), 1);
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labels_all = cell(numel(images), 1);
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lhoods = zeros(numel(images),1);
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all_lmark_lhoods = zeros(num_points, numel(images));
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all_views_used = zeros(numel(images),1);
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verbose = false; % set to true to visualise the fitting
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tic
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for i=1:numel(images)
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image = imread(images(i).img);
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image_orig = image;
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if(size(image,3) == 3)
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image = rgb2gray(image);
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end
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bbox = detections(i,:);
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[shape,~,~,lhood,lmark_lhood,view_used] = Fitting_from_bb_multi_hyp(image, [], bbox, pdm, patches, clmParams, views);
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% Perform inner landmark fitting now
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[shape, shape_inner] = Fitting_from_bb_hierarch(image, pdm, pdm_51, patches_51, clmParams_51, shape, inds_full, inds_inner);
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all_lmark_lhoods(:,i) = lmark_lhood;
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all_views_used(i) = view_used;
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shapes_all{i} = shape;
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labels_all{i} = labels{i};
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if(mod(i, 200)==0)
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fprintf('%d done\n', i );
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end
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lhoods(i) = lhood;
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if(verbose)
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v_points = logical(patches(1).visibilities(view_used,:))';
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DrawFaceOnFig(image_orig, shape, bbox, v_points);
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end
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end
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toc
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experiment.lhoods = lhoods;
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experiment.shapes = shapes_all;
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experiment.labels = labels_all;
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experiment.all_lmark_lhoods = all_lmark_lhoods;
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experiment.all_views_used = all_views_used;
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%%
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output_results = 'results/results_clnf_cross-data_general.mat';
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save(output_results, 'experiment');
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end
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