diff --git a/matlab_runners/Feature Point Experiments/Run_OF_on_images.m b/matlab_runners/Feature Point Experiments/Run_OF_on_images.m
index 939fe1d..a187839 100644
--- a/matlab_runners/Feature Point Experiments/Run_OF_on_images.m	
+++ b/matlab_runners/Feature Point Experiments/Run_OF_on_images.m	
@@ -49,7 +49,7 @@ command = sprintf("%s -mloc %s -multi_view %s -2Dfp -tracked ", executable, mode
 % TODO just landmarks + BBoxes
 
 tic
-for i=1:numel(dataset_dirs)
+parfor i=1:numel(dataset_dirs)
     
     command_c = sprintf('%s -fdir "%s" -bboxdir "%s" -out_dir "%s" -wild ',...
         command, dataset_dirs{i},  dataset_dirs{i}, output_loc);
@@ -83,6 +83,12 @@ shapes = zeros(68,2,num_imgs);
 
 curr = 0;
 
+% work out which columns in the csv file are relevant
+tab = readtable([landmark_det_dir, landmark_dets(1).name]);
+column_names = tab.Properties.VariableNames;
+landmark_inds_x = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'x_'));
+landmark_inds_y = cellfun(@(x) ~isempty(x) && x==1, strfind(column_names, 'y_'));
+
 for i=1:numel(dirs)
     
     
@@ -94,7 +100,9 @@ for i=1:numel(dirs)
         gt_landmarks = dlmread([dirs{i}, gt_labels(g).name], ' ', 'A4..B71');
        
         % find the corresponding detection       
-        landmark_det = dlmread([landmark_det_dir, gt_labels(g).name], ' ', 'A4..B71');
+        all_params  = dlmread([landmark_det_dir, landmark_dets(g).name], ',', 1, 0);
+
+        landmark_det = [all_params(landmark_inds_x); all_params(landmark_inds_y)]';
         
         labels(:,:,curr) = gt_landmarks;
             
diff --git a/matlab_runners/Feature Point Experiments/run_OpenFace_feature_point_tests_300W.m b/matlab_runners/Feature Point Experiments/run_OpenFace_feature_point_tests_300W.m
index b997f55..5a36baa 100644
--- a/matlab_runners/Feature Point Experiments/run_OpenFace_feature_point_tests_300W.m	
+++ b/matlab_runners/Feature Point Experiments/run_OpenFace_feature_point_tests_300W.m	
@@ -15,34 +15,18 @@ end
 
 %% Run using CLNF in the wild model
 out_clnf = [curr_dir '/out_wild_clnf_wild/'];
-if(~exist(out_clnf, 'file'))
-   mkdir(out_clnf); 
-end
-
 [err_clnf_wild, err_no_out_clnf_wild] = Run_OF_on_images(out_clnf, database_root, 'use_afw', 'use_lfpw', 'use_ibug', 'use_helen', 'verbose', 'model', 'model/main_clnf_wild.txt', 'multi_view', 1);
 
 %% Run using SVR model
 out_svr = [curr_dir '/out_wild_svr_wild/'];
-if(~exist(out_svr, 'file'))
-   mkdir(out_svr); 
-end
-
 [err_svr_wild, err_no_out_svr_wild] = Run_OF_on_images(out_svr, database_root, 'use_afw', 'use_lfpw', 'use_ibug', 'use_helen', 'verbose', 'model', 'model/main_clm_wild.txt', 'multi_view', 1);                
 
 %% Run using general CLNF model
 out_clnf = [curr_dir '/out_wild_clnf/'];
-if(~exist(out_clnf, 'file'))
-   mkdir(out_clnf); 
-end
-
 [err_clnf, err_no_out_clnf] = Run_OF_on_images(out_clnf, database_root, 'use_afw', 'use_lfpw', 'use_ibug', 'use_helen', 'verbose', 'model', 'model/main_clnf_general.txt', 'multi_view', 1);
 
 %% Run using SVR model
 out_svr = [curr_dir '/out_wild_svr/'];
-if(~exist(out_svr, 'file'))
-   mkdir(out_svr); 
-end
-
 [err_svr, err_no_out_svr] = Run_OF_on_images(out_svr, database_root, 'use_afw', 'use_lfpw', 'use_ibug', 'use_helen', 'verbose', 'model', 'model/main_clm_general.txt', 'multi_view', 1);                
 
 %%