A similarity-guided dynamic adjustment federated learning framework for multicenter keratitis diagnosis
A similarity-guided dynamic adjustment federated learning framework for multicenter keratitis diagnosis
摘要
关键词
federated learning/keratitis diagnosis/deep learning/data heterogeneity/dynamic aggregationKey words
federated learning/keratitis diagnosis/deep learning/data heterogeneity/dynamic aggregation引用本文复制引用
Jiang Jiewei,Cui Yiwei,Yao Qihai,Wang Ning,Li Kuan,Li Zhongwen..A similarity-guided dynamic adjustment federated learning framework for multicenter keratitis diagnosis[J].高技术通讯（英文版）,2026,32(1):1-10,10.基金项目
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). （No.62276210,82201148,62376215）
