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How intra-source imbalanced datasets impact the performance of deep learning for COVID-19 diagnosis using chest X-ray images

Over the past decade, the use of deep learning has been widely increasing in the medical image diagnosis field. Deep learning-based methods’ (DLMs) performance strongly relies on training data. Therefore, researchers often focus on collecting as much data as possible from different medical facilitie...

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Detalles Bibliográficos
Autores principales: Zhang, Zhang, Zhang, Xiaoyong, Ichiji, Kei, Bukovský, Ivo, Homma, Noriyasu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10624834/
https://www.ncbi.nlm.nih.gov/pubmed/37923762
http://dx.doi.org/10.1038/s41598-023-45368-w