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

Guangyu Wang; Xiaohong Liu; Jun Shen; Chengdi Wang; Zhihuan Li; Linsen Ye; Xingwang Wu; Ting Chen; Kai Wang; Xuan Zhang; Zhongguo Zhou; Jian Yang; Ye Sang; Ruiyun Deng; Wenhua Liang; Tao Yu; Ming Gao; Jin Wang; Zehong Yang; Huimin Cai; Guangming Lu; Lingyan Zhang; Lei Yang; W. Xu; Winston Wang; Andrea Olvera; Ian Ziyar; Charlotte Zhang; Oulan Li; Weihua Liao; Jun Liu; Wen Chen; Wei Chen; Jichan Shi; Lianghong Zheng; Long Jiang Zhang; Zhihan Yan; Xiaoguang Zou; Guiping Lin; Guiqun Cao; Laurance L. Lau; Long Mo; Yong Liang; Michael Roberts; Evis Sala; Carola‐Bibiane Schönlieb; Manson Fok; Johnson Yiu‐Nam Lau; Tao Xu; Jianxing He; Kang Zhang; Weimin Li; Tianxin Lin

doi:10.1038/s41551-021-00704-1

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

Guangyu Wang(Beijing University of Posts and Telecommunications), Xiaohong Liu(Tsinghua University), Jun Shen(Sun Yat-sen University), Chengdi Wang(Sichuan University), Zhihuan Li(Macau University of Science and Technology), Linsen Ye(Sun Yat-sen University), Xingwang Wu(Anhui Medical University), Ting Chen(Tsinghua University), Kai Wang(Tsinghua University), Xuan Zhang(Tsinghua University), Zhongguo Zhou(Sun Yat-sen University), Jian Yang(China Three Gorges University), Ye Sang(China Three Gorges University), Ruiyun Deng(Guangzhou Regenerative Medicine and Health Guangdong Laboratory), Wenhua Liang(First Affiliated Hospital of Guangzhou Medical University), Tao Yu(Sun Yat-sen University), Ming Gao(Sun Yat-sen University), Jin Wang(Sun Yat-sen University), Zehong Yang(Sun Yat-sen University), Huimin Cai(Guangzhou Regenerative Medicine and Health Guangdong Laboratory), Guangming Lu(Nanjing General Hospital of Nanjing Military Command), Lingyan Zhang(Nanjing General Hospital of Nanjing Military Command), Lei Yang(Sun Yat-sen University), W. Xu(Macau University of Science and Technology), Winston Wang(Macau University of Science and Technology), Andrea Olvera(Macau University of Science and Technology), Ian Ziyar(Macau University of Science and Technology), Charlotte Zhang(Guangzhou Regenerative Medicine and Health Guangdong Laboratory), Oulan Li(Guangzhou Regenerative Medicine and Health Guangdong Laboratory), Weihua Liao(Central South University), Jun Liu(Central South University), Wen Chen(Hubei University of Medicine), Wei Chen(Hubei University of Medicine), Jichan Shi(Wenzhou Central Hospital), Lianghong Zheng(Macau University of Science and Technology), Long Jiang Zhang(Nanjing General Hospital of Nanjing Military Command), Zhihan Yan(Wenzhou Medical University), Xiaoguang Zou, Guiping Lin(Sun Yat-sen University), Guiqun Cao(Sichuan University), Laurance L. Lau(Macau University of Science and Technology), Long Mo(Central South University), Yong Liang(Macau University of Science and Technology), Michael Roberts(AstraZeneca (United Kingdom)), Evis Sala(University of Cambridge), Carola‐Bibiane Schönlieb(University of Cambridge), Manson Fok(Macau University of Science and Technology), Johnson Yiu‐Nam Lau(Hong Kong Polytechnic University), Tao Xu(Guangzhou Regenerative Medicine and Health Guangdong Laboratory), Jianxing He(First Affiliated Hospital of Guangzhou Medical University), Kang Zhang(Macau University of Science and Technology), Weimin Li(Sichuan University), Tianxin Lin(Sun Yat-sen University)

Nature Biomedical Engineering

April 15, 2021

10.1038/s41551-021-00704-1

Cited by 194Open Access

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