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Looking at SIFT implemented on phone with JavaScript - doesn't look like it's out there.

SIFT on Raspberry Pi would be too slow. ASIFT online processing looks okay, but slow.

Just do desktop matching and keep a copy of the database?

Or even just ask people to tag the image with some descriptive words or whatever the text is!