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Have a look at this guy's solution : implementing a KMajority algorithm for binary descriptors instead of KMeans.

link text

Have a look at this guy's solution : implementing a KMajority algorithm for binary descriptors instead of KMeans.

link texthttps://github.com/berak/opencv_smallfry/tree/master/bow