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Hierarchical deep learning models using transfer learning for disease detection and classification based on small number of medical images

Deep learning is being employed in disease detection and classification based on medical images for clinical decision making. It typically requires large amounts of labelled data; however, the sample size of such medical image datasets is generally small. This study proposes a novel training framewo...

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Detalles Bibliográficos
Autores principales: An, Guangzhou, Akiba, Masahiro, Omodaka, Kazuko, Nakazawa, Toru, Yokota, Hideo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7921640/
https://www.ncbi.nlm.nih.gov/pubmed/33649375
http://dx.doi.org/10.1038/s41598-021-83503-7