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Maybe a "bag of words" model my help you?

http://docs.opencv.org/modules/features2d/doc/object_categorization.html?highlight=bowkmeanstrainer#BOWKMeansTrainer : public BOWTrainer

http://www.codeproject.com/Articles/619039/Bag-of-Features-Descriptor-on-SIFT-Features-with-O