A clever idea, but I tried it on several common leaves and it couldnt figure them out. Couldnt get it to successfully identify on all my attempts. Even with a white sheet of paper behind the leaf, it says it needs white paper sometimes. Has potential, but is just in experimental phase for now.
MikePid about Leafsnap, v1.07