Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Pocevičiūtė, Milda, Eilertsen, Gabriel, Jarkman, Sofia, Lundström, Claes
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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