A comparative analysis of eleven neural networks architectures for small datasets of lung images of COVID-19 patients toward improved clinical decisions.

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第一作者： Yuan,Yang

第一单位： Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering, No.37 Xueyuan Road, Haidian District, Beijing, China; Key Laboratory of Big Data-Based Precision Medicine, Ministry of Industry and Information Technology, No.37 Xueyuan Road, Haidian District, Beijing, China; School of Automation Science and Electrical Engineering, Beihang University, No.37 Xueyuan Road, Haidian District, Beijing, China.

作者： Yuan,Yang ^[1] ; Lin,Zhang ^[2] ; Mingyu,Du ^[1] ; Jingyu,Bo ^[3] ; Haolei,Liu ^[1] ; Lei,Ren ^[1] ; Xiaohe,Li ^[4] ; M Jamal,Deen ^[5]

作者单位： Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering, No.37 Xueyuan Road, Haidian District, Beijing, China; Key Laboratory of Big Data-Based Precision Medicine, Ministry of Industry and Information Technology, No.37 Xueyuan Road, Haidian District, Beijing, China; School of Automation Science and Electrical Engineering, Beihang University, No.37 Xueyuan Road, Haidian District, Beijing, China. ^[1] Beijing Advanced Innovation Center for Big Data-Based Precision Medicine, School of Medicine and Engineering, No.37 Xueyuan Road, Haidian District, Beijing, China; Key Laboratory of Big Data-Based Precision Medicine, Ministry of Industry and Information Technology, No.37 Xueyuan Road, Haidian District, Beijing, China; School of Automation Science and Electrical Engineering, Beihang University, No.37 Xueyuan Road, Haidian District, Beijing, China. Electronic address: johnlin9999@163.com. ^[2] School of Economics and Management, Beijing Jiaotong University, No.3, Shangyuan Village, Haidian District, Beijing, China. ^[3] The Third People's Hospital of Shenzhen, Shenzhen, China. ^[4] Department of Electrical Ad Computer Engineering, McMaster University, Hamilton, ON, L8S 4K1, Canada. ^[5]

关键词 COVID-19 Computed tomography Deep learning Image classification

主题词人类(Humans);肺(Lung);RNA, 病毒(RNA, Viral)

DOI 10.1016/j.compbiomed.2021.104887

PMID 34688974

发布时间 2024-09-09

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