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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...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Veröffentlicht in:Sci Rep
Hauptverfasser: An, Guangzhou, Akiba, Masahiro, Omodaka, Kazuko, Nakazawa, Toru, Yokota, Hideo
Format: Artigo
Sprache:Inglês
Veröffentlicht: Nature Publishing Group UK 2021
Schlagworte:
Online Zugang: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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