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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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發表在:Sci Rep
Main Authors: An, Guangzhou, Akiba, Masahiro, Omodaka, Kazuko, Nakazawa, Toru, Yokota, Hideo
格式: Artigo
語言:Inglês
出版: Nature Publishing Group UK 2021
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在線閱讀: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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