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Resolving challenges in deep learning-based analyses of histopathological images using explanation methods

Deep learning has recently gained popularity in digital pathology due to its high prediction quality. However, the medical domain requires explanation and insight for a better understanding beyond standard quantitative performance evaluation. Recently, many explanation methods have emerged. This wor...

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Bibliografiske detaljer
Udgivet i:Sci Rep
Main Authors: Hägele, Miriam, Seegerer, Philipp, Lapuschkin, Sebastian, Bockmayr, Michael, Samek, Wojciech, Klauschen, Frederick, Müller, Klaus-Robert, Binder, Alexander
Format: Artigo
Sprog:Inglês
Udgivet: Nature Publishing Group UK 2020
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7156509/
https://ncbi.nlm.nih.gov/pubmed/32286358
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-62724-2
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