Resolving challenges in deep learning-based analyses of histopathological images using explanation m...
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods
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London: Nature Publishing Group UK
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English
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London: Nature Publishing Group UK
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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 work shows how heatmaps generated by these explanatio...
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Resolving challenges in deep learning-based analyses of histopathological images using explanation methods
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TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7156509
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https://devfeature-collection.sl.nsw.gov.au/record/TN_cdi_pubmedcentral_primary_oai_pubmedcentral_nih_gov_7156509
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ISSN
2045-2322
E-ISSN
2045-2322
DOI
10.1038/s41598-020-62724-2