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Generalisation effects of predictive uncertainty estimation in deep learning for digital pathology
Deep learning (DL) has shown great potential in digital pathology applications. The robustness of a diagnostic DL-based solution is essential for safe clinical deployment. In this work we evaluate if adding uncertainty estimates for DL predictions in digital pathology could result in increased value...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9117245/ https://www.ncbi.nlm.nih.gov/pubmed/35585087 http://dx.doi.org/10.1038/s41598-022-11826-0 |