HPatches: A benchmark and evaluation of handcrafted and learned local descriptors

In this paper, a novel benchmark is introduced for evaluating local image descriptors. We demonstrate limitations of the commonly used datasets and evaluation protocols, that lead to ambiguities and contradictory results in the literature. Furthermore, these benchmarks are nearly saturated due to th...

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Bibliographic Details
Main Authors: Balntas, V, Lenc, K, Vedaldi, A, Tuytelaars, T, Matas, J, Mikolajczyk, K
Format: Journal article
Language:English
Published: IEEE 2019