Diabetic retinopathy identification based on multi-source-free domain adaptation

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【作者】Guang-Hua Zhang，Guang-Ping Zhuo，Zhao-Xia Zhang，Bin Sun，Wei-Hua Yang，Shao-Chong Zhang
【刊名】International Journal of Ophthalmology
【作者单位】¹Wei-Hua Yang and Shao-Chong Zhang. Shenzhen Eye Institute, Shenzhen Eye Hospital, Jinan University, Shenzhen 518040, Guangdong Province, China. benben0606@139.com;zhangshaochong@gzzoc.com. Bin Sun. Shanxi Eye Hospital, Taiyuan 030002, Shanxi Province, China. sunbineye@163.com;²Shanxi Key Laboratory of Intelligent Optimization Computing and Blockchain Technology, Taiyuan Normal University, Taiyuan 030619, Shanxi Province, China;College of Computer Science and Technology, Taiyuan Normal University, Taiyuan 030619, Shanxi Province, China;³Shanxi Eye Hospital, Taiyuan 030002, Shanxi Province, China;⁴Shenzhen Eye Institute, Shenzhen Eye Hospital, Jinan University, Shenzhen 518040, Guangdong Province, China
【年份】2024
【卷号】Vol.17 No.7
【页码】1193-1204
【ISSN】2222-3959
【关键词】diabetic retinopathy multisource-free domain adaptation pseudo-label generation softmax-consistence minimization
【摘要】 AIM: To address the challenges of data labeling difficulties, data privacy, and necessary large amount of labeled data for deep learning methods in diabetic retinopathy identification, the aim of this study is to develop a source-free domain adaptat...
【文献类型】期刊