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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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Bibliografiska uppgifter
I publikationen:Sci Rep
Huvudupphovsmän: An, Guangzhou, Akiba, Masahiro, Omodaka, Kazuko, Nakazawa, Toru, Yokota, Hideo
Materialtyp: Artigo
Språk:Inglês
Publicerad: Nature Publishing Group UK 2021
Ämnen:
Länkar: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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