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To pretrain or not? A systematic analysis of the benefits of pretraining in diabetic retinopathy

There is an increasing number of medical use cases where classification algorithms based on deep neural networks reach performance levels that are competitive with human medical experts. To alleviate the challenges of small dataset sizes, these systems often rely on pretraining. In this work, we aim...

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Detalles Bibliográficos
Autores principales: Srinivasan, Vignesh, Strodthoff, Nils, Ma, Jackie, Binder, Alexander, Müller, Klaus-Robert, Samek, Wojciech
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9578637/
https://www.ncbi.nlm.nih.gov/pubmed/36256665
http://dx.doi.org/10.1371/journal.pone.0274291