diff --git a/src/tests.c b/src/tests.c
index a6c3cd32..eb85a5f6 100644
--- a/src/tests.c
+++ b/src/tests.c
@@ -548,7 +548,9 @@ void visualize_imagenet_topk(char *filename)
         score[i] = calloc(topk, sizeof(float));
     }
 
+    int count = 0;
     while(n){
+        ++count;
         char *image_path = (char *)n->val;
         image im = load_image(image_path, 0, 0);
         n = n->next;
@@ -560,37 +562,46 @@ void visualize_imagenet_topk(char *filename)
         forward_network(net, im.data);
         image out = get_network_image(net);
 
-        int dh = (im.h - h)/h;
-        int dw = (im.w - w)/w;
-        for(i = 0; i < out.h; ++i){
-            for(j = 0; j < out.w; ++j){
-                image sub = get_sub_image(im, dh*i, dw*j, h, w);
-                for(k = 0; k < out.c; ++k){
+        int dh = (im.h - h)/(out.h-1);
+        int dw = (im.w - w)/(out.w-1);
+        //printf("%d %d\n", dh, dw);
+        for(k = 0; k < out.c; ++k){
+            float topv = 0;
+            int topi = -1;
+            int topj = -1;
+            for(i = 0; i < out.h; ++i){
+                for(j = 0; j < out.w; ++j){
                     float val = get_pixel(out, i, j, k);
-                    //printf("%f, ", val);
-                    image sub_c = copy_image(sub);
-                    for(l = 0; l < topk; ++l){
-                        if(val > score[k][l]){
-                            float swap = score[k][l];
-                            score[k][l] = val;
-                            val = swap;
-
-                            image swapi = vizs[k][l];
-                            vizs[k][l] = sub_c;
-                            sub_c = swapi;
-                        }
+                    if(val > topv){
+                        topv = val;
+                        topi = i;
+                        topj = j;
+                    }
+                }
+            }
+            if(topv){
+                image sub = get_sub_image(im, dh*topi, dw*topj, h, w);
+                for(l = 0; l < topk; ++l){
+                    if(topv > score[k][l]){
+                        float swap = score[k][l];
+                        score[k][l] = topv;
+                        topv = swap;
+
+                        image swapi = vizs[k][l];
+                        vizs[k][l] = sub;
+                        sub = swapi;
                     }
-                    free_image(sub_c);
                 }
                 free_image(sub);
             }
         }
         free_image(im);
-        //printf("\n");
-        image grid = grid_images(vizs, num, topk);
-        show_image(grid, "IMAGENET Visualization");
-        save_image(grid, "IMAGENET Grid");
-        free_image(grid);
+        if(count%50 == 0){
+            image grid = grid_images(vizs, num, topk);
+            //show_image(grid, "IMAGENET Visualization");
+            save_image(grid, "IMAGENET Grid Single Nonorm");
+            free_image(grid);
+        }
     }
     //cvWaitKey(0);
 }
@@ -644,7 +655,7 @@ void visualize_cat()
     printf("Processing %dx%d image\n", im.h, im.w);
     resize_network(net, im.h, im.w, im.c);
     forward_network(net, im.data);
-    
+
     image out = get_network_image(net);
     visualize_network(net);
     cvWaitKey(1000);
@@ -778,7 +789,7 @@ int main(int argc, char *argv[])
     //features_VOC_image(argv[1], argv[2], argv[3]);
     //features_VOC_image_size(argv[1], atoi(argv[2]), atoi(argv[3]));
     //visualize_imagenet_features("data/assira/train.list");
-    visualize_imagenet_topk("data/VOC2011.list");
+    visualize_imagenet_topk("data/VOC2012.list");
     //visualize_cat();
     //flip_network();
     //test_visualize();