It worked with a few leaves but needs a larger database for sure.
Im in Ontario Canada and it recognized very common leaves only.
Remember to bring a large enough piece of white paper with you also.
It wont let you upload your picture for recognition unless the complete background is white.
Works on common leaves in the north east area here in Ontario. ( and its free)
Marinesoup about Leafsnap, v1.05