181 lines
5.4 KiB
Matlab
181 lines
5.4 KiB
Matlab
clear
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%%
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scrsz = get(0,'ScreenSize');
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figure1 = figure('Position',[20 50 3*scrsz(3)/4 0.9*scrsz(4)]);
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set(figure1,'Units','Inches');
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pos = get(figure1,'Position');
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set(figure1,'PaperPositionMode','Auto','PaperUnits','Inches','PaperSize',[pos(3), pos(4)])
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% Create axes
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axes1 = axes('Parent',figure1,'FontSize',40,'FontName','Helvetica');
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line_width = 6;
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hold on;
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load('results/intraface_wild_resize.mat');
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labels_all = labels_all(18:end,:,:);
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shapes_all = shapes_all(18:end,:,:);
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intraface_wild_error = compute_error(labels_all, shapes_all);
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% removing faces that were not detected by intraface for fairness
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detected = intraface_wild_error < 1;
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load('results/results_wild_clnf.mat');
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labels = experiments.labels([1:60,62:64,66:end],:,detected);
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shapes = experiments.shapes([1:60,62:64,66:end],:,detected);
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labels = labels(18:end,:,:);
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% center the pixel
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shapes = shapes(18:end,:,:) + 0.5;
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clnf_error = compute_error( labels, shapes);
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[error_x, error_y] = cummErrorCurve(clnf_error);
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plot(error_x, error_y, 'r','DisplayName', 'OpenFace', 'LineWidth',line_width);
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hold on;
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load('results/intraface_wild_resize.mat');
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labels_all = labels_all(18:end,:,detected);
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% center the pixel
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shapes_all = shapes_all(18:end,:,detected) + 0.5;
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intraface_wild_error = compute_error(labels_all, shapes_all);
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[error_x, error_y] = cummErrorCurve(intraface_wild_error);
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plot(error_x, error_y, '.-g','DisplayName', 'SDM (CVPR 13)', 'LineWidth',line_width);
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hold on;
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load('results/GNDPM_300W.mat');
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% center the pixel
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shapes_all = shapes_all(:,:,detected) + 1;
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labels_all = labels_all(:,:,detected);
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gndpm_wild_error = compute_error(labels_all, shapes_all);
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[error_x, error_y] = cummErrorCurve(gndpm_wild_error);
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plot(error_x, error_y, '-.','DisplayName', 'GNDPM (CVPR 14)', 'LineWidth',line_width);
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hold on;
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load('results/zhu_wild.mat');
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labels_all = labels_all(18:end,:,detected);
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shapes_all = shapes_all(18:end,:,detected);
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zhu_wild_error = compute_error(labels_all, shapes_all);
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[error_x, error_y] = cummErrorCurve(zhu_wild_error);
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plot(error_x, error_y, '.-c','DisplayName', 'Tree based (CVPR 12)', 'LineWidth',line_width);
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load('results/results_wild_clm.mat');
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labels = experiments.labels([1:60,62:64,66:end],:,detected);
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shapes = experiments.shapes([1:60,62:64,66:end],:,detected);
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labels = labels(18:end,:,:);
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% center the pixel
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shapes = shapes(18:end,:,:) + 0.5;
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clm_error = compute_error( labels, shapes);
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[error_x, error_y] = cummErrorCurve(clm_error);
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plot(error_x, error_y, '--b','DisplayName', 'CLM+', 'LineWidth',line_width);
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load('results/drmf_wild.mat');
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labels_all = labels_all(18:end,:,detected);
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shapes_all = shapes_all(18:end,:,detected);
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drmf_error = compute_error(labels_all, shapes_all);
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[error_x, error_y] = cummErrorCurve(drmf_error);
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plot(error_x, error_y, '-.k','DisplayName', 'DRMF (CVPR 13)', 'LineWidth',line_width);
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set(gca,'xtick',[0:0.05:0.15])
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xlim([0,0.15]);
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xlabel('Size normalised shape RMS error','FontName','Helvetica');
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ylabel('Proportion of images','FontName','Helvetica');
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grid on
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% title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
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leg = legend('show', 'Location', 'SouthEast');
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set(leg,'FontSize',30)
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print -dpdf results/in-the-wild-clnf-no-outline.pdf
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%%
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scrsz = get(0,'ScreenSize');
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figure1 = figure('Position',[20 50 3*scrsz(3)/4 0.9*scrsz(4)]);
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set(figure1,'Units','Inches');
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pos = get(figure1,'Position');
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set(figure1,'PaperPositionMode','Auto','PaperUnits','Inches','PaperSize',[pos(3), pos(4)])
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% Create axes
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axes1 = axes('Parent',figure1,'FontSize',40,'FontName','Helvetica');
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line_width = 6;
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hold on;
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load('results/results_wild_clnf.mat');
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labels = experiments.labels([1:60,62:64,66:end],:,:);
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% center the pixel
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shapes = experiments.shapes([1:60,62:64,66:end],:,:) + 0.5;
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clnf_error = compute_error( labels, shapes);
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[error_x, error_y] = cummErrorCurve(clnf_error);
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hold on;
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plot(error_x, error_y, 'r','DisplayName', 'OpenFace', 'LineWidth',line_width);
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load('results/zhu_wild.mat');
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zhu_wild_error = compute_error(labels_all(:,:,:), shapes_all(:,:,:));
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[error_x, error_y] = cummErrorCurve(zhu_wild_error);
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plot(error_x, error_y, '.-c','DisplayName', 'Zhu et al.', 'LineWidth',line_width);
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load('results/yu_wild.mat');
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yu_wild_error = compute_error(lmark_dets_all(:,:,:)-1, shapes_all(:,:,:));
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yu_wild_error(isnan(yu_wild_error)) = 1;
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yu_wild_error(isinf(yu_wild_error)) = 1;
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[error_x, error_y] = cummErrorCurve(yu_wild_error);
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plot(error_x, error_y, 'xg','DisplayName', 'Yu et al.', 'LineWidth',line_width);
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load('results/results_wild_clm.mat');
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experiments(1).labels = experiments(1).labels([1:60,62:64,66:end],:,:);
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% center the pixel
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experiments(1).shapes = experiments(1).shapes([1:60,62:64,66:end],:,:) + 0.5;
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clm_error = compute_error( experiments(1).labels, experiments(1).shapes);
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[error_x, error_y] = cummErrorCurve(clm_error);
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plot(error_x, error_y, '--b','DisplayName', 'CLM+', 'LineWidth',line_width);
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load('results/drmf_wild.mat');
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drmf_error = compute_error(labels_all, shapes_all);
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[error_x, error_y] = cummErrorCurve(drmf_error);
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plot(error_x, error_y, '-.k','DisplayName', 'DRMF', 'LineWidth',line_width);
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set(gca,'xtick',[0:0.05:0.15])
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xlim([0,0.15]);
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xlabel('Size normalised shape RMS error','FontName','Helvetica');
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ylabel('Proportion of images','FontName','Helvetica');
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grid on
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%title('Fitting in the wild','FontSize',60,'FontName','Helvetica');
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legend('show', 'Location', 'SouthEast');
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print -dpdf results/in-the-wild-comparison.pdf
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