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Uncertainty Estimation in Medical Image Classification: Systematic Review

BACKGROUND: Deep 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. OBJECTIVE: In this review, we investigate in what form uncertaint...

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Detalles Bibliográficos
Autores principales: Kurz, Alexander, Hauser, Katja, Mehrtens, Hendrik Alexander, Krieghoff-Henning, Eva, Hekler, Achim, Kather, Jakob Nikolas, Fröhling, Stefan, von Kalle, Christof, Brinker, Titus Josef
Formato: Online Artículo Texto
Lenguaje:English
Publicado: JMIR Publications 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9382553/
https://www.ncbi.nlm.nih.gov/pubmed/35916701
http://dx.doi.org/10.2196/36427