diff --git a/matlab_runners/Demos/feature_extraction_demo_img_seq.m b/matlab_runners/Demos/feature_extraction_demo_img_seq.m
index aff1b73..cead4ab 100644
--- a/matlab_runners/Demos/feature_extraction_demo_img_seq.m
+++ b/matlab_runners/Demos/feature_extraction_demo_img_seq.m
@@ -124,7 +124,7 @@ title('Pose (rotation and translation)');
 xlabel('Time (s)');
 
 %% Output HOG files
-[hog_data, valid_inds, vid_id] = Read_HOG_files({name}, output);
+[hog_data, valid_inds] = Read_HOG_file([output, '/', name, '.hog']);
 
 %% Output aligned images
 img_files = dir([outputDir_aligned, '/*.png']);
diff --git a/matlab_runners/Feature Point Experiments/results/in-the-wild-res-no-outline.pdf b/matlab_runners/Feature Point Experiments/results/in-the-wild-res-no-outline.pdf
index c937405..90df65c 100644
Binary files a/matlab_runners/Feature Point Experiments/results/in-the-wild-res-no-outline.pdf and b/matlab_runners/Feature Point Experiments/results/in-the-wild-res-no-outline.pdf differ
diff --git a/matlab_runners/Feature Point Experiments/run_clm_feature_point_tests_wild.m b/matlab_runners/Feature Point Experiments/run_clm_feature_point_tests_wild.m
index 0587666..fa83b1e 100644
--- a/matlab_runners/Feature Point Experiments/run_clm_feature_point_tests_wild.m	
+++ b/matlab_runners/Feature Point Experiments/run_clm_feature_point_tests_wild.m	
@@ -149,7 +149,7 @@ hold on;
 % Make it look nice and print to a pdf
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('Size normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 legend('show', 'Location', 'SouthEast');
diff --git a/matlab_runners/Feature Point Experiments/run_yt_dataset.m b/matlab_runners/Feature Point Experiments/run_yt_dataset.m
index aeca5b8..71c7400 100644
--- a/matlab_runners/Feature Point Experiments/run_yt_dataset.m	
+++ b/matlab_runners/Feature Point Experiments/run_yt_dataset.m	
@@ -14,7 +14,7 @@ else
     database_root = 'D:/Dropbox/Dropbox/AAM/test data/';
 end
 
-database_root = [database_root, '/ytceleb_annotations_CVPR2014/'];
+database_root = [database_root, '/ytceleb/'];
 
 in_vids = dir([database_root '/*.avi']);
 
diff --git a/matlab_version/experiments_iccv_300w/Display_clnf_results.m b/matlab_version/experiments_iccv_300w/Display_clnf_results.m
index 66597cd..dacdfca 100644
--- a/matlab_version/experiments_iccv_300w/Display_clnf_results.m
+++ b/matlab_version/experiments_iccv_300w/Display_clnf_results.m
@@ -96,7 +96,7 @@ plot(error_x, error_y, '-.k','DisplayName', 'DRMF (CVPR 13)', 'LineWidth',line_w
 
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
@@ -171,7 +171,7 @@ plot(error_x, error_y, '-.k','DisplayName', 'DRMF', 'LineWidth',line_width);
 
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 %title('Fitting in the wild','FontSize',60,'FontName','Helvetica');
diff --git a/matlab_version/experiments_iccv_300w/Display_clnf_results_per_db.m b/matlab_version/experiments_iccv_300w/Display_clnf_results_per_db.m
index c400c60..f08cbd5 100644
--- a/matlab_version/experiments_iccv_300w/Display_clnf_results_per_db.m
+++ b/matlab_version/experiments_iccv_300w/Display_clnf_results_per_db.m
@@ -72,7 +72,7 @@ plot(error_x, error_y, '-.k','DisplayName', 'DRMF [27]', 'LineWidth',line_width)
 
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
@@ -154,7 +154,7 @@ plot(error_x, error_y, '-.k','DisplayName', 'DRMF [27]', 'LineWidth',line_width)
 
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
@@ -236,7 +236,7 @@ plot(error_x, error_y, '-.k','DisplayName', 'DRMF [27]', 'LineWidth',line_width)
 
 set(gca,'xtick',[0:0.05:0.15])
 xlim([0,0.15]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
diff --git a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline.pdf b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline.pdf
index 1700bcb..27dc17e 100644
Binary files a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline.pdf and b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline.pdf differ
diff --git a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_afw.pdf b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_afw.pdf
index 5a52f55..1be7a07 100644
Binary files a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_afw.pdf and b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_afw.pdf differ
diff --git a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_ibug.pdf b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_ibug.pdf
index 85ab25b..f634b63 100644
Binary files a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_ibug.pdf and b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_ibug.pdf differ
diff --git a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_lfpw_helen.pdf b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_lfpw_helen.pdf
index aaf35a4..835d3e0 100644
Binary files a/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_lfpw_helen.pdf and b/matlab_version/experiments_iccv_300w/results/in-the-wild-clnf-no-outline_lfpw_helen.pdf differ
diff --git a/matlab_version/experiments_iccv_300w/results/in-the-wild-comparison.pdf b/matlab_version/experiments_iccv_300w/results/in-the-wild-comparison.pdf
index e144d7d..32f5ecf 100644
Binary files a/matlab_version/experiments_iccv_300w/results/in-the-wild-comparison.pdf and b/matlab_version/experiments_iccv_300w/results/in-the-wild-comparison.pdf differ
diff --git a/matlab_version/experiments_in_the_wild/Display_clnf_results_general.m b/matlab_version/experiments_in_the_wild/Display_clnf_results_general.m
index fb41ee9..d3197f6 100644
--- a/matlab_version/experiments_in_the_wild/Display_clnf_results_general.m
+++ b/matlab_version/experiments_in_the_wild/Display_clnf_results_general.m
@@ -54,7 +54,7 @@ plot(error_x, error_y, 'r','DisplayName', 'OpenFace', 'LineWidth',line_width);
 
 set(gca,'xtick',[0:0.02:0.06])
 xlim([0,0.08]);
-xlabel('Size normalised shape RMS error','FontName','Helvetica');
+xlabel('IOD normalised shape error','FontName','Helvetica');
 ylabel('Proportion of images','FontName','Helvetica');
 grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
@@ -108,7 +108,7 @@ plot(error_x, error_y, 'r','DisplayName', 'CLNF hierarch', 'LineWidth',line_widt
 
 set(gca,'xtick',[0:0.02:0.08])
 xlim([0,0.08]);
-xlabel('Size normalised shape RMS error','FontName','Times New Roman');
+xlabel('IOD normalised shape error','FontName','Times New Roman');
 ylabel('Proportion of images','FontName','Times New Roman');
 grid on
 title('Fitting in the wild with outline','FontSize',60,'FontName','Times New Roman');