R2D2: Reliable and Repeatable Detector and Descriptor

This work argues that repeatable regions are not necessarily discriminative and can therefore lead to select suboptimal keypoints, and proposes to jointly learn keypoint detection and description together with a predictor of the local descriptor discriminativeness.