A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images.
Wang G, Liu X, Shen J, Wang C, Li Z, Ye L, Wu X, Chen T, Wang K, Zhang X, Zhou Z, Yang J, Sang Y, Deng R, Liang W, Yu T, Gao M, Wang J, Yang Z, Cai H, Lu G, Zhang L, Yang L, Xu W, Wang W, Olvera A, Ziyar I, Zhang C, Li O, Liao W, Liu J, Chen W, Chen W, Shi J, Zheng L, Zhang L, Yan Z, Zou X, Lin G, Cao G, Lau LL, Mo L, Liang Y, Roberts M, Sala E, Schönlieb CB, Fok M, Lau JY, Xu T, He J, Zhang K, Li W, Lin T.
Wang G, et al.
Nat Biomed Eng. 2021 Jun;5(6):509-521. doi: 10.1038/s41551-021-00704-1. Epub 2021 Apr 15.
Nat Biomed Eng. 2021.
PMID: 33859385
Free PMC article.
The system generalized across settings, discriminating between viral pneumonia, other types of pneumonia and the absence of disease with areas under the receiver operating characteristic curve (AUCs) of 0.94-0.98; between severe and non-severe COVID-19 with an AUC of 0.87; …
The system generalized across settings, discriminating between viral pneumonia, other types of pneumonia and the absence of disease with are …