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Johannes Künzel

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Preprint Aug 2026

RIPE++: Reinforced Keypoint Learning from Positive Pairs Only

Sparse keypoint extraction and matching underpin core tasks in geometric computer vision, including structure-from-motion, visual SLAM, augmented reality, and medical image registration. Learning robust local feature representations, however, typically requires accurate camera poses or depth supervision, which are ofte...

Johannes Künzel, Peter Eisert, A. Hilsmann · 0 citations

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