Uncertainty Estimation in Medical Image Classification: Systematic Review

BackgroundDeep neural networks are showing impressive results in different medical image classification tasks. However, for real-world applications, there is a need to estimate the network’s uncertainty together with its prediction. ObjectiveIn this review, we inv...

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Bibliographic Details
Main Authors: Alexander Kurz, Katja Hauser, Hendrik Alexander Mehrtens, Eva Krieghoff-Henning, Achim Hekler, Jakob Nikolas Kather, Stefan Fröhling, Christof von Kalle, Titus Josef Brinker
Format: Article
Language:English
Published: JMIR Publications 2022-08-01
Series:JMIR Medical Informatics
Online Access:https://medinform.jmir.org/2022/8/e36427