mirror of
https://gitcode.com/gh_mirrors/ope/OpenFace.git
synced 2025-12-30 13:02:30 +00:00
205 lines
7.3 KiB
Matlab
205 lines
7.3 KiB
Matlab
clear
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pocr_dir = 'D:\Dropbox\Dropbox\AAM\3rd party models\PO-CR\300VW_mtcnn/';
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cfss_dir = 'D:\Dropbox\Dropbox\AAM\3rd party models\CVPR15-CFSS-master\CVPR15-CFSS-master\300VW_mtcnn/';
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iccr_dir = 'D:\demo_iccr\iCCR\iCCR\out_300VW/';
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chehra_dir = 'D:\Datasets\300VW_Dataset_2015_12_14\chehra_out_mtcnn/';
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sdm_dir = 'D:\Datasets\300VW_Dataset_2015_12_14\sdm_out_mtcnn/';
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cfan_dir = 'D:\Datasets\300VW_Dataset_2015_12_14\CFAN_mtcnn/';
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%% Gather predictions and ground truth
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cat_1 = [ 114, 124, 125, 126, 150, 158, 401, 402, 505, 506, 507, 508, 509, 510, 511, 514, 515, 518, 519, 520, 521, 522, 524, 525, 537, 538, 540, 541, 546, 547, 548];
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cat_2 = [203, 208, 211, 212, 213, 214, 218, 224, 403, 404, 405, 406, 407, 408, 409, 412, 550, 551, 553];
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cat_3 = [410, 411, 516, 517, 526, 528, 529, 530, 531, 533, 557, 558, 559, 562];
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%%
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cfss_preds = zeros(68,2,0);
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iccr_preds = zeros(66,2,0);
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clnf_preds = zeros(68,2,0);
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cfan_preds = zeros(68,2,0);
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sdm_preds = zeros(49,2,0);
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drmf_preds = zeros(49,2,0);
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pocr_preds = zeros(49,2,0);
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labels = zeros(68,2,0);
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% Load results
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for i=cat_1
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load(['CLNF_res_general/', num2str(i)]);
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clnf_preds = cat(3, clnf_preds, preds);
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labels = cat(3, labels, gt_landmarks);
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load([cfss_dir, num2str(i)]);
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cfss_preds = cat(3, cfss_preds, preds);
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load([cfan_dir, num2str(i)]);
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cfan_preds = cat(3, cfan_preds, preds);
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load([iccr_dir, num2str(i)]);
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iccr_preds = cat(3, iccr_preds, pred_landmarks);
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load([chehra_dir, num2str(i)]);
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drmf_preds = cat(3, drmf_preds, preds);
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load([pocr_dir, num2str(i)]);
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pocr_preds = cat(3, pocr_preds, preds);
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end
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% As ICCR uses only 66 landmarks adapt all the others to the same format
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labels = labels([1:60,62:64,66:end],:,:);
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clnf_preds = clnf_preds([1:60,62:64,66:end],:,:);
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cfss_preds = cfss_preds([1:60,62:64,66:end],:,:);
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cfan_preds = cfan_preds([1:60,62:64,66:end],:,:);
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clnf_error_66_cat_1 = compute_error(labels, clnf_preds);
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cfss_error_66_cat_1 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_66_cat_1 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_66_cat_1 = compute_error(labels, iccr_preds);
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% Do the 49 point version
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labels = labels(18:end,:,:);
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clnf_preds = clnf_preds(18:end,:,:);
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cfan_preds = cfan_preds(18:end,:,:);
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cfss_preds = cfss_preds(18:end,:,:);
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iccr_preds = iccr_preds(18:end,:,:);
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clnf_error_49_cat_1 = compute_error(labels, clnf_preds);
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cfss_error_49_cat_1 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_49_cat_1 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_49_cat_1 = compute_error(labels, iccr_preds);
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drmf_error_49_cat_1 = compute_error(labels, drmf_preds-0.5);
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pocr_error_49_cat_1 = compute_error(labels, pocr_preds);
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%%
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cfss_preds = zeros(68,2,0);
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iccr_preds = zeros(66,2,0);
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clnf_preds = zeros(68,2,0);
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cfan_preds = zeros(68,2,0);
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sdm_preds = zeros(49,2,0);
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drmf_preds = zeros(49,2,0);
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pocr_preds = zeros(49,2,0);
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labels = zeros(68,2,0);
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% Load results
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for i=cat_2
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load(['CLNF_res_general/', num2str(i)]);
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clnf_preds = cat(3, clnf_preds, preds);
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labels = cat(3, labels, gt_landmarks);
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load([cfss_dir, num2str(i)]);
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cfss_preds = cat(3, cfss_preds, preds);
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load([cfan_dir, num2str(i)]);
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cfan_preds = cat(3, cfan_preds, preds);
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load([iccr_dir, num2str(i)]);
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iccr_preds = cat(3, iccr_preds, pred_landmarks);
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load([chehra_dir, num2str(i)]);
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drmf_preds = cat(3, drmf_preds, preds);
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load([pocr_dir, num2str(i)]);
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pocr_preds = cat(3, pocr_preds, preds);
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end
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% As ICCR uses only 66 landmarks adapt all the others to the same format
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labels = labels([1:60,62:64,66:end],:,:);
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clnf_preds = clnf_preds([1:60,62:64,66:end],:,:);
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cfss_preds = cfss_preds([1:60,62:64,66:end],:,:);
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cfan_preds = cfan_preds([1:60,62:64,66:end],:,:);
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clnf_error_66_cat_2 = compute_error(labels, clnf_preds);
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cfss_error_66_cat_2 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_66_cat_2 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_66_cat_2 = compute_error(labels, iccr_preds);
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% Do the 49 point version
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labels = labels(18:end,:,:);
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clnf_preds = clnf_preds(18:end,:,:);
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cfan_preds = cfan_preds(18:end,:,:);
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cfss_preds = cfss_preds(18:end,:,:);
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iccr_preds = iccr_preds(18:end,:,:);
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clnf_error_49_cat_2 = compute_error(labels, clnf_preds);
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cfss_error_49_cat_2 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_49_cat_2 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_49_cat_2 = compute_error(labels, iccr_preds);
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drmf_error_49_cat_2 = compute_error(labels, drmf_preds-0.5);
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pocr_error_49_cat_2 = compute_error(labels, pocr_preds);
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%%
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cfss_preds = zeros(68,2,0);
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iccr_preds = zeros(66,2,0);
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clnf_preds = zeros(68,2,0);
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cfan_preds = zeros(68,2,0);
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sdm_preds = zeros(49,2,0);
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drmf_preds = zeros(49,2,0);
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pocr_preds = zeros(49,2,0);
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labels = zeros(68,2,0);
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% Load results
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for i=cat_3
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load(['CLNF_res_general/', num2str(i)]);
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clnf_preds = cat(3, clnf_preds, preds);
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labels = cat(3, labels, gt_landmarks);
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load([cfss_dir, num2str(i)]);
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cfss_preds = cat(3, cfss_preds, preds);
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load([cfan_dir, num2str(i)]);
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cfan_preds = cat(3, cfan_preds, preds);
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load([iccr_dir, num2str(i)]);
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iccr_preds = cat(3, iccr_preds, pred_landmarks);
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load([chehra_dir, num2str(i)]);
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drmf_preds = cat(3, drmf_preds, preds);
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load([pocr_dir, num2str(i)]);
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pocr_preds = cat(3, pocr_preds, preds);
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end
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% As ICCR uses only 66 landmarks adapt all the others to the same format
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labels = labels([1:60,62:64,66:end],:,:);
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clnf_preds = clnf_preds([1:60,62:64,66:end],:,:);
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cfss_preds = cfss_preds([1:60,62:64,66:end],:,:);
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cfan_preds = cfan_preds([1:60,62:64,66:end],:,:);
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clnf_error_66_cat_3 = compute_error(labels, clnf_preds);
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cfss_error_66_cat_3 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_66_cat_3 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_66_cat_3 = compute_error(labels, iccr_preds);
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% Do the 49 point version
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labels = labels(18:end,:,:);
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clnf_preds = clnf_preds(18:end,:,:);
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cfan_preds = cfan_preds(18:end,:,:);
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cfss_preds = cfss_preds(18:end,:,:);
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iccr_preds = iccr_preds(18:end,:,:);
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clnf_error_49_cat_3 = compute_error(labels, clnf_preds);
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cfss_error_49_cat_3 = compute_error(labels, cfss_preds - 0.5);
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cfan_error_49_cat_3 = compute_error(labels, cfan_preds - 1.0);
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iccr_error_49_cat_3 = compute_error(labels, iccr_preds);
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drmf_error_49_cat_3 = compute_error(labels, drmf_preds-0.5);
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pocr_error_49_cat_3 = compute_error(labels, pocr_preds);
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%% Save the results
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save('results/clnf_errors', 'clnf_error_66_cat_1', 'clnf_error_66_cat_2', 'clnf_error_66_cat_3',...
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'clnf_error_49_cat_1', 'clnf_error_49_cat_2', 'clnf_error_49_cat_3');
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save('results/cfss_errors', 'cfss_error_66_cat_1', 'cfss_error_66_cat_2', 'cfss_error_66_cat_3',...
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'cfss_error_49_cat_1', 'cfss_error_49_cat_2', 'cfss_error_49_cat_3');
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save('results/iccr_errors', 'iccr_error_66_cat_1', 'iccr_error_66_cat_2', 'iccr_error_66_cat_3',...
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'iccr_error_49_cat_1', 'iccr_error_49_cat_2', 'iccr_error_49_cat_3');
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save('results/cfan_errors', 'cfan_error_66_cat_1', 'cfan_error_66_cat_2', 'cfan_error_66_cat_3',...
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'cfan_error_49_cat_1', 'cfan_error_49_cat_2', 'cfan_error_49_cat_3');
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save('results/drmf_errors', 'drmf_error_49_cat_1', 'drmf_error_49_cat_2', 'drmf_error_49_cat_3');
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save('results/pocr_errors', 'pocr_error_49_cat_1', 'pocr_error_49_cat_2', 'pocr_error_49_cat_3'); |