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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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Detaylı Bibliyografya
Yayımlandı:Sci Rep
Asıl Yazarlar: Hägele, Miriam, Seegerer, Philipp, Lapuschkin, Sebastian, Bockmayr, Michael, Samek, Wojciech, Klauschen, Frederick, Müller, Klaus-Robert, Binder, Alexander
Materyal Türü: Artigo
Dil:Inglês
Baskı/Yayın Bilgisi: Nature Publishing Group UK 2020
Konular:
Online Erişim: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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