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Hausdorff distance is also a simple probabilistic technique that works quite well:

https://ecommons.cornell.edu/bitstream/handle/1813/6165/92-1...

In a different life I toyed with it a bit: http://pugoob.blogspot.com/2008/01/pugoob-image-search-tool....



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