Finding similar images is not at all a trivial task. Entire PhD
dissertations have been committed to it. The solutions are still very
unreliable as of yet. If you want to find more, you can read the
research out of the ongoing Image CLEF track. I worked with them
briefly a couple of years ago in context of medical images.

http://ir.shef.ac.uk/imageclef/

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