Confidence-Based Out-of-Distribution Detection: A Comparative Study and Analysis

Christoph Berger, Magdalini Paschali, Ben Glocker, Konstantinos Kamnitsas. Confidence-Based Out-of-Distribution Detection: A Comparative Study and Analysis. In Carole H. Sudre, Roxane Licandro, Christian F. Baumgartner, Andrew Melbourne, Adrian V. Dalca, Jana Hutter, Ryutaro Tanno, Esra Abaci Turk, Koen Van Leemput, Jordina Torrents-Barrena, William M. Wells III, Christopher K. Macgowan, editors, Uncertainty for Safe Utilization of Machine Learning in Medical Imaging, and Perinatal Imaging, Placental and Preterm Image Analysis - 3rd International Workshop, UNSURE 2021, and 6th International Workshop, PIPPI 2021 Held in Conjunction with MICCAI 2021, Strasbourg, France, October 1, 2021, Proceedings. Volume 12959 of Lecture Notes in Computer Science, pages 122-132, Springer, 2021. [doi]

Abstract

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