A similarity-guided dynamic adjustment federated learning framework for multicenter keratitis diagnosisOA
A similarity-guided dynamic adjustment federated learning framework for multicenter keratitis diagnosis
Jiang Jiewei;Cui Yiwei;Yao Qihai;Wang Ning;Li Kuan;Li Zhongwen
School of Electronic Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,P.R.ChinaSchool of Electronic Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,P.R.ChinaSchool of Electronic Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,P.R.ChinaSchool of Electronic Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,P.R.ChinaSchool of Electronic Engineering,Xi'an University of Posts and Telecommunications,Xi'an 710121,P.R.ChinaNingbo Eye Hospital,Wenzhou Medical University,Ningbo 315000,P.R.China
federated learningkeratitis diagnosisdeep learningdata heterogeneitydynamic aggregation
federated learningkeratitis diagnosisdeep learningdata heterogeneitydynamic aggregation
《高技术通讯（英文版）》 2026 (1)
1-10,10
Supported by the National Natural Science Foundation of China(No.62276210,82201148,62376215),the Key Research and Development Project of Shaanxi Province(No.2025CY-YBXM-044,2024GX-YBXM-137),the Ningbo Top Medical and Health Research Program(No.2023030716),the Natural Science Foundation of Ningbo(No.2023J390),Interdisciplinary Research Program of the School of Electronic En-gineering,Xi'an University of Posts and Telecommunications(No.XKJC2501),the Open Fund of National Engineering Laboratory for Big Data System Computing Technology(No.SZU-BDSC-OF2024-16),the Key Research and Development Project of Xianyang(No.L2024-ZDYF-ZDYF-SF-0067),and General Special Scientific Research Program of Shaanxi Provincial Department of Education(No.24JK0651).
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