diff --git a/matlab_version/experiments_JANUS/Display_ceclm_results_49.m b/matlab_version/experiments_JANUS/Display_ceclm_results_49.m
index 37b214bb..e82768ea 100644
--- a/matlab_version/experiments_JANUS/Display_ceclm_results_49.m
+++ b/matlab_version/experiments_JANUS/Display_ceclm_results_49.m
@@ -16,10 +16,10 @@ line_width = 6;
 hold on;
 
 [error_x, error_y] = cummErrorCurve(ceclm_error);
-plot(error_x, error_y, 'r','DisplayName', 'CE-CLM', 'LineWidth',line_width);
+plot(error_x, error_y, 'r','DisplayName', 'OpenFace 2.0', 'LineWidth',line_width);
 
 [error_x, error_y] = cummErrorCurve(clnf_error);
-plot(error_x, error_y, 'DisplayName', 'CLNF', 'LineWidth',line_width);
+plot(error_x, error_y, 'DisplayName', 'OpenFace', 'LineWidth',line_width);
 
 [error_x, error_y] = cummErrorCurve(cfss_error);
 plot(error_x, error_y, 'DisplayName', 'CFSS', 'LineWidth',line_width);
@@ -47,7 +47,7 @@ grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
 
 leg = legend('show', 'Location', 'SouthEast');
-set(leg,'FontSize',30)
+set(leg,'FontSize',40)
 
 print -dpdf results/Janus-no-outline.pdf
 print -dpng results/Janus-no-outline.png
\ No newline at end of file
diff --git a/matlab_version/experiments_JANUS/Display_ceclm_results_68.m b/matlab_version/experiments_JANUS/Display_ceclm_results_68.m
index 13e187d9..4c17d6a4 100644
--- a/matlab_version/experiments_JANUS/Display_ceclm_results_68.m
+++ b/matlab_version/experiments_JANUS/Display_ceclm_results_68.m
@@ -16,10 +16,10 @@ line_width = 6;
 hold on;
 
 [error_x, error_y] = cummErrorCurve(ceclm_error);
-plot(error_x, error_y, 'r','DisplayName', 'CE-CLM', 'LineWidth',line_width);
+plot(error_x, error_y, 'r','DisplayName', 'OpenFace 2.0', 'LineWidth',line_width);
 
 [error_x, error_y] = cummErrorCurve(clnf_error);
-plot(error_x, error_y, 'DisplayName', 'CLNF', 'LineWidth',line_width);
+plot(error_x, error_y, 'DisplayName', 'OpenFace', 'LineWidth',line_width);
 
 [error_x, error_y] = cummErrorCurve(cfss_error);
 plot(error_x, error_y, 'DisplayName', 'CFSS', 'LineWidth',line_width);
@@ -41,7 +41,7 @@ grid on
 % title('Fitting in the wild without outline','FontSize',60,'FontName','Helvetica');
 
 leg = legend('show', 'Location', 'SouthEast');
-set(leg,'FontSize',30)
+set(leg,'FontSize',40)
 
 print -dpdf results/Janus-full.pdf
 print -dpng results/Janus-full.png
\ No newline at end of file
diff --git a/matlab_version/experiments_JANUS/Script_CECLM_general.m b/matlab_version/experiments_JANUS/Script_CECLM_general.m
index e2de5843..3aec86c7 100644
--- a/matlab_version/experiments_JANUS/Script_CECLM_general.m
+++ b/matlab_version/experiments_JANUS/Script_CECLM_general.m
@@ -3,7 +3,7 @@ function Script_CECLM_general()
 addpath(genpath('../'));
 
 % Replace this with the location of the IJB-FL data location
-root_test_data = 'C:\Users\Tadas Baltrusaitis\Dropbox\janus_labeled';
+root_test_data = 'F:\Dropbox\janus_labeled';
 [images, detections, labels] = Collect_JANUS_imgs(root_test_data);
 
 %% loading the CE-CLM model and parameters   
diff --git a/matlab_version/experiments_JANUS/Script_CECLM_menpo.m b/matlab_version/experiments_JANUS/Script_CECLM_menpo.m
index 25b95211..60b09cf9 100644
--- a/matlab_version/experiments_JANUS/Script_CECLM_menpo.m
+++ b/matlab_version/experiments_JANUS/Script_CECLM_menpo.m
@@ -3,7 +3,7 @@ function Script_CECLM_menpo()
 addpath(genpath('../'));
 
 % Replace this with the location of the IJB-FL data location
-root_test_data = 'D:/Datasets/janus_labeled';
+root_test_data = 'F:\Dropbox\janus_labeled';
 [images, detections, labels] = Collect_JANUS_imgs(root_test_data);
 
 %% loading the CE-CLM model and parameters   
diff --git a/matlab_version/experiments_JANUS/Script_CLNF_general.m b/matlab_version/experiments_JANUS/Script_CLNF_general.m
index 10b9c2b3..de3c916b 100644
--- a/matlab_version/experiments_JANUS/Script_CLNF_general.m
+++ b/matlab_version/experiments_JANUS/Script_CLNF_general.m
@@ -3,7 +3,7 @@ function Script_CLNF_general()
 addpath(genpath('../'));
 
 % Replace this with the location of the IJB-FL data location
-root_test_data = 'D:/Datasets/janus_labeled';
+root_test_data = 'F:\Dropbox\janus_labeled';
 [images, detections, labels] = Collect_JANUS_imgs(root_test_data);
 
 %% loading the patch experts
@@ -12,6 +12,8 @@ root_test_data = 'D:/Datasets/janus_labeled';
 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];
 views = views * pi/180;                                                                                     
 
+[ patches_51, pdm_51, clmParams_51, inds_full, inds_inner ] = Load_CLNF_inner();
+
 shapes_all = zeros(size(labels,2),size(labels,3), size(labels,1));
 labels_all = zeros(size(labels,2),size(labels,3), size(labels,1));
 lhoods = zeros(numel(images),1);
@@ -33,6 +35,9 @@ for i=1:numel(images)
     bbox = detections(i,:);                  
 
     [shape,~,~,lhood,lmark_lhood,view_used] = Fitting_from_bb_multi_hyp(image, [], bbox, pdm, patches, clmParams, views);
+             
+    % Perform inner landmark fitting now
+    [shape, shape_inner] = Fitting_from_bb_hierarch(image, pdm, pdm_51, patches_51, clmParams_51, shape, inds_full, inds_inner);
 
     shapes_all(:,:,i) = shape;                    
 
diff --git a/matlab_version/experiments_JANUS/Script_CLNF_wild.m b/matlab_version/experiments_JANUS/Script_CLNF_wild.m
index ab1d4d7e..f07be186 100644
--- a/matlab_version/experiments_JANUS/Script_CLNF_wild.m
+++ b/matlab_version/experiments_JANUS/Script_CLNF_wild.m
@@ -3,7 +3,7 @@ function Script_CLNF_wild()
 addpath(genpath('../'));
 
 % Replace this with the location of the IJB-FL data location
-root_test_data = 'D:/Datasets/janus_labeled';
+root_test_data = 'F:\Dropbox\janus_labeled';
 [images, detections, labels] = Collect_JANUS_imgs(root_test_data);
 
 %% loading the patch experts
diff --git a/matlab_version/experiments_JANUS/results/Janus-full.pdf b/matlab_version/experiments_JANUS/results/Janus-full.pdf
index 33b2478f..7aeceb31 100644
Binary files a/matlab_version/experiments_JANUS/results/Janus-full.pdf and b/matlab_version/experiments_JANUS/results/Janus-full.pdf differ
diff --git a/matlab_version/experiments_JANUS/results/Janus-full.png b/matlab_version/experiments_JANUS/results/Janus-full.png
index 14199177..3e190fa1 100644
Binary files a/matlab_version/experiments_JANUS/results/Janus-full.png and b/matlab_version/experiments_JANUS/results/Janus-full.png differ
diff --git a/matlab_version/experiments_JANUS/results/Janus-no-outline.pdf b/matlab_version/experiments_JANUS/results/Janus-no-outline.pdf
index 0c6df39f..c2e5a052 100644
Binary files a/matlab_version/experiments_JANUS/results/Janus-no-outline.pdf and b/matlab_version/experiments_JANUS/results/Janus-no-outline.pdf differ
diff --git a/matlab_version/experiments_JANUS/results/Janus-no-outline.png b/matlab_version/experiments_JANUS/results/Janus-no-outline.png
index 97c8fd53..605a55cf 100644
Binary files a/matlab_version/experiments_JANUS/results/Janus-no-outline.png and b/matlab_version/experiments_JANUS/results/Janus-no-outline.png differ
diff --git a/matlab_version/experiments_JANUS/results/results_ceclm_general.mat b/matlab_version/experiments_JANUS/results/results_ceclm_general.mat
index 037a0152..6b5f643e 100644
Binary files a/matlab_version/experiments_JANUS/results/results_ceclm_general.mat and b/matlab_version/experiments_JANUS/results/results_ceclm_general.mat differ
diff --git a/matlab_version/experiments_JANUS/results/results_ceclm_menpo.mat b/matlab_version/experiments_JANUS/results/results_ceclm_menpo.mat
index 6c8b9d61..3cfa85e6 100644
Binary files a/matlab_version/experiments_JANUS/results/results_ceclm_menpo.mat and b/matlab_version/experiments_JANUS/results/results_ceclm_menpo.mat differ
diff --git a/matlab_version/experiments_JANUS/results/results_clnf_general.mat b/matlab_version/experiments_JANUS/results/results_clnf_general.mat
index a22175c9..cf5f92b4 100644
Binary files a/matlab_version/experiments_JANUS/results/results_clnf_general.mat and b/matlab_version/experiments_JANUS/results/results_clnf_general.mat differ
diff --git a/matlab_version/experiments_JANUS/results/results_clnf_wild.mat b/matlab_version/experiments_JANUS/results/results_clnf_wild.mat
index ea76c468..00b9e7cb 100644
Binary files a/matlab_version/experiments_JANUS/results/results_clnf_wild.mat and b/matlab_version/experiments_JANUS/results/results_clnf_wild.mat differ