Promoting smartphone-based keratitis screening using meta-learning: A multicenter study.

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第一作者： Zhongwen,Li

第一单位： Ningbo Key Laboratory of Medical Research on Blinding Eye Diseases, Ningbo Eye Institute, Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315040, China; National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China. Electronic address: li.zhw@wmu.edu.cn.

作者： Zhongwen,Li ^[1] ; Yangyang,Wang ^[2] ; Kuan,Chen ^[3] ; Wei,Qiang ^[4] ; Xihang,Zong ^[4] ; Ke,Ding ^[5] ; Shihong,Wang ^[4] ; Shiqi,Yin ^[4] ; Jiewei,Jiang ^[6] ; Wei,Chen ^[7]

作者单位： Ningbo Key Laboratory of Medical Research on Blinding Eye Diseases, Ningbo Eye Institute, Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315040, China; National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China. Electronic address: li.zhw@wmu.edu.cn. ^[1] Ningbo Key Laboratory of Medical Research on Blinding Eye Diseases, Ningbo Eye Institute, Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315040, China; National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China. ^[2] Department of Ophthalmology, Cangnan Hospital, Wenzhou Medical University, Wenzhou 325000, China. ^[3] Ningbo Key Laboratory of Medical Research on Blinding Eye Diseases, Ningbo Eye Institute, Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315040, China. ^[4] School of Electronic Engineering, Xi'an University of Posts and Telecommunications, Xi'an 710121, China. ^[5] School of Electronic Engineering, Xi'an University of Posts and Telecommunications, Xi'an 710121, China. Electronic address: jiangjw924@126.com. ^[6] Ningbo Key Laboratory of Medical Research on Blinding Eye Diseases, Ningbo Eye Institute, Ningbo Eye Hospital, Wenzhou Medical University, Ningbo 315040, China; National Clinical Research Center for Ocular Diseases, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China. Electronic address: chenweimd@wmu.edu.cn. ^[7]

关键词 Deep learning Keratitis Meta learning Metric learning Slit-lamp Smartphone

主题词人类(Humans);角膜炎(Keratitis);算法(Algorithms);摄影术(Photography);普查(Mass Screening)

DOI 10.1016/j.jbi.2024.104722

PMID 39244181

发布时间 2025-02-03

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