Output improvements for detector results:

When printing detector results, output was done in random order, obfuscating results for interpreting. Now:
1. Text output includes coordinates of rects in (left,right,top,bottom in pixels) along with label and score
2. Text output is sorted by rect lefts to simplify finding appropriate rects on image
3. If several class probs are > thresh for some detection, the most probable is written first and coordinates for others are not repeated
4. Rects are imprinted in image in order by their best class prob, so most probable rects are always on top and not overlayed by less probable ones
5. Most probable label for rect is always written first
Also:
6. Message about low GPU memory include required amount

src/convolutional_layer.c

@@ -491,7 +491,7 @@ void resize_convolutional_layer(convolutional_layer *l, int w, int h)
 	size_t total_byte;
 	check_error(cudaMemGetInfo(&free_byte, &total_byte));
 	if (l->workspace_size > free_byte || l->workspace_size >= total_byte / 2) {
-		printf(" used slow CUDNN algo without Workspace! \n");
+		printf(" used slow CUDNN algo without Workspace! Need memory: %d, available: %d\n", l->workspace_size, (free_byte < total_byte/2) ? free_byte : total_byte/2);
 		cudnn_convolutional_setup(l, cudnn_smallest);
 		l->workspace_size = get_workspace_size(*l);
 	}