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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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Bibliografiske detaljer
Udgivet i:Sci Rep
Main Authors: An, Guangzhou, Akiba, Masahiro, Omodaka, Kazuko, Nakazawa, Toru, Yokota, Hideo
Format: Artigo
Sprog:Inglês
Udgivet: Nature Publishing Group UK 2021
Fag:
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7921640/
https://ncbi.nlm.nih.gov/pubmed/33649375
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-021-83503-7
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