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Federated Learning for Microvasculature Segmentation and Diabetic Retinopathy Classification of OCT Data.

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第一作者： Julian,Lo

第一单位： School of Engineering Science, Simon Fraser University, Burnaby, Canada.

作者： Julian,Lo ^[1] ; Timothy T,Yu ^[1] ; Da,Ma ^[1] ; Pengxiao,Zang ^[2] ; Julia P,Owen ^[3] ; Qinqin,Zhang ^[4] ; Ruikang K,Wang ^[5] ; Mirza Faisal,Beg ^[1] ; Aaron Y,Lee ^[3] ; Yali,Jia ^[2] ; Marinko V,Sarunic ^[1]

作者单位： School of Engineering Science, Simon Fraser University, Burnaby, Canada. ^[1] Casey Eye Institute, Oregon Health and Science University, Portland, Oregon. ^[2] Department of Ophthalmology, University of Washington, Seattle, Washington. ^[3] Department of Bioengineering, University of Washington, Seattle, Washington. ^[4] Department of Ophthalmology, University of Washington, Seattle, Washington.;Department of Bioengineering, University of Washington, Seattle, Washington. ^[5]

关键词 API, application programming interface COVID-19, coronavirus disease 2019 DR, diabetic retinopathy DSC, Dice similarity coefficient Diabetic retinopathy Federated learning IRB, institutional review board Machine learning NRDR, non-referable diabetic retinopathy Neural network OCT OCTA, OCT angiography OHSU, Oregon Health and Science University RDR, referable diabetic retinopathy SFU, Simon Fraser University

DOI 10.1016/j.xops.2021.100069

PMID 36246944

发布时间 2022-10-19

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Federated Learning for Microvasculature Segmentation and Diabetic Retinopathy Classification of OCT Data.

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Federated Learning for Microvasculature Segmentation and Diabetic Retinopathy Classification of OCT Data.

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