diff --git a/esvm_apply_calibration.m b/esvm_apply_calibration.m
index 967cff1d4..b646a1a02 100644
--- a/esvm_apply_calibration.m
+++ b/esvm_apply_calibration.m
@@ -139,31 +139,33 @@
   end
 end
 
-% if exist('M','var') && length(M)>0 && isfield(M,'betas')
+if exist('M','var') && length(M)>0 && isfield(M,'betas')
 
-%   fprintf(1,'Propagating scores onto raw detections\n');
-%   %% propagate scores onto raw boxes
-%   for i = 1:length(bboxes)
-%     calib_boxes = calibrate_boxes(raw_boxes{i},M.betas);
-%     beta_scores = calib_boxes(:,end);
+  fprintf(1,'Propagating scores onto raw detections\n');
+  %% propagate scores onto raw boxes
+  for i = 1:length(bboxes)
+    allMscores = bboxes{i}(:,end);
+    calib_boxes = calibrate_boxes(raw_boxes{i},M.betas);
+    beta_scores = calib_boxes(:,end);
     
-%     osmat = getosmatrix_bb(bboxes{i},raw_boxes{i});
-%     for j = 1:size(osmat,1)
-%       curscores = (osmat(j,:)>.8) .* beta_scores';
-%       [aa,bb] = max(curscores);
-%       bboxes{i}(j,:) = raw_boxes{i}(bb,:);
-%       bboxes{i}(j,end) = aa;
-%     end
+    osmat = getosmatrix_bb(bboxes{i},raw_boxes{i});
+    for j = 1:size(osmat,1)
+      curscores = (osmat(j,:)>.8) .* beta_scores';
+      [aa,bb] = max(curscores);
+      bboxes{i}(j,:) = raw_boxes{i}(bb,:);
+      bboxes{i}(j,end) = aa;
+    end
+    bboxes{i}(:,end) = allMscores;
     
-%     % new_scores = beta_scores;
-%     % for j = 1:length(nbrlist{i})
-%     %   new_scores(nbrlist{i}{j}) = max(new_scores(nbrlist{i}{j}),...
-%     %                                   beta_scores(nbrlist{i}{j}).*...
-%     %                                   bboxes{i}(nbrlist{i}{j},end));
-%     % end
-%     % bboxes{i}(:,end) = new_scores;
-%   end
-% end
+    % new_scores = beta_scores;
+    % for j = 1:length(nbrlist{i})
+    %   new_scores(nbrlist{i}{j}) = max(new_scores(nbrlist{i}{j}),...
+    %                                   beta_scores(nbrlist{i}{j}).*...
+    %                                   bboxes{i}(nbrlist{i}{j},end));
+    % end
+    % bboxes{i}(:,end) = new_scores;
+  end
+end
 
 % Clip boxes to image dimensions since VOC testing annotation
 % always fall within the image
diff --git a/esvm_download_models.m b/esvm_download_models.m
index dc0c3becf..0619dead7 100644
--- a/esvm_download_models.m
+++ b/esvm_download_models.m
@@ -11,8 +11,8 @@
 
 load(f);
 
-if isfield(models{1},'I') && isstr(models{1}.I) && length(models{1}.I)>=7 ...
-      && strcmp(models{1}.I(1:7),'http://')
-  fprintf(1,'Warning: Models have images as URLs\n -- Use [models]=esvm_update_voc_models(models,local_dir);\n');
-end
+% if isfield(models{1},'I') && isstr(models{1}.I) && length(models{1}.I)>=7 ...
+%       && strcmp(models{1}.I(1:7),'http://')
+%   fprintf(1,'Warning: Models have images as URLs\n -- Use [models]=esvm_update_voc_models(models,local_dir);\n');
+% end
   
diff --git a/esvm_quick_demo.m b/esvm_quick_demo.m
index 531b388c6..a099aed1c 100644
--- a/esvm_quick_demo.m
+++ b/esvm_quick_demo.m
@@ -1,12 +1,12 @@
 
-esvm_download_models('bus');
-load voc2007-bus.mat
-esvm_demo_apply_exemplars(test_set(1:10), models, M);
+% esvm_download_models('bus');
+% load voc2007-bus.mat
+% esvm_demo_apply_exemplars(test_set(1:10), models, M);
 
-esvm_download_models('bicycle');
-load voc2007-bicycle.mat
-esvm_demo_apply_exemplars(test_set(1:10), models, M);
+% esvm_download_models('bicycle');
+% load voc2007-bicycle.mat
+% esvm_demo_apply_exemplars(test_set(1:10), models, M);
 
 esvm_download_models('train');
-load voc2007-bicycle.mat
+load voc2007-train.mat
 esvm_demo_apply_exemplars(test_set(1:10), models, M);