A deep-learning pipeline for the diagnosis and discrimination of viral, non-viral and COVID-19 pneumonia from chest X-ray images

Common lung diseases are first diagnosed via chest X-rays. Here, we show that a fully automated deep-learning pipeline for chest-X-ray-image standardization, lesion visualization and disease diagnosis can identify viral pneumonia caused by Coronavirus disease 2019 (COVID-19), assess its severity, an...

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Udgivet i:Nat Biomed Eng
Main Authors: Wang, Guangyu, Liu, Xiaohong, Shen, Jun, Wang, Chengdi, Li, Zhihuan, Ye, Linsen, Wu, Xingwang, Chen, Ting, Wang, Kai, Zhang, Xuan, Zhou, Zhongguo, Yang, Jian, Sang, Ye, Deng, Ruiyun, Liang, Wenhua, Yu, Tao, Gao, Ming, Wang, Jin, Yang, Zehong, Cai, Huimin, Lu, Guangming, Zhang, Lingyan, Yang, Lei, Xu, Wenqin, Wang, Winston, Olevera, Andrea, Ziyar, Ian, Zhang, Charlotte, Li, Oulan, Liao, Weihua, Liu, Jun, Chen, Wen, Chen, Wei, Shi, Jichan, Zheng, Lianghong, Zhang, Longjiang, Yan, Zhihan, Zhou, Xiaoguang, Lin, Guiping, Cao, Guiqun, Lau, Laurance L., Mo, Long, Liang, Yong, Roberts, Michael, Sala, Evis, Schönlieb, Carola-Bibiane, Fok, Manson, Lau, Johnson Yiu-Nam, Xu, Tao, He, Jianxing, Zhang, Kang, Li, Weimin, Lin, Tianxin
Format: Artigo
Sprog:Inglês
Udgivet: 2021
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Article
Online adgang:https://ncbi.nlm.nih.gov/pmc/articles/PMC7611049/
https://ncbi.nlm.nih.gov/pubmed/33859385
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41551-021-00704-1
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