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Automatic classification between COVID-19 pneumonia, non-COVID-19 pneumonia, and the healthy on chest X-ray image: combination of data augmentation methods

This study aimed to develop and validate computer-aided diagnosis (CXDx) system for classification between COVID-19 pneumonia, non-COVID-19 pneumonia, and the healthy on chest X-ray (CXR) images. From two public datasets, 1248 CXR images were obtained, which included 215, 533, and 500 CXR images of...

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Detalles Bibliográficos
Autores principales: Nishio, Mizuho, Noguchi, Shunjiro, Matsuo, Hidetoshi, Murakami, Takamichi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7567783/
https://www.ncbi.nlm.nih.gov/pubmed/33067538
http://dx.doi.org/10.1038/s41598-020-74539-2