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Binary descriptors of image patches provide processing speed advantages andrequire less storage than methods that encode the patch appearance with avector of real numbers. We provide evidence that, despite its simplicity, astochastic hill climbing bit selection procedure for descriptor constructiondefeats recently proposed alternatives on a standard discriminative powerbenchmark. The method is easy to implement and understand, has no freeparameters that need fine tuning, and runs fast.

Constructing Binary Descriptors with a Stochastic Hill Climbing Search