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M4: Multi-proxy multi-gate mixture of experts network for multiple instance learning in histopathology image analysis.

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第一作者： Junyu,Li

第一单位： Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China. Electronic address: lijunyu1019@gmail.com.

作者： Junyu,Li ^[1] ; Ye,Zhang ^[2] ; Wen,Shu ^[3] ; Xiaobing,Feng ^[3] ; Yingchun,Wang ^[4] ; Pengju,Yan ^[5] ; Xiaolin,Li ^[5] ; Chulin,Sha ^[6] ; Min,He ^[7]

作者单位： Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China. Electronic address: lijunyu1019@gmail.com. ^[1] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China; Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, China. Electronic address: zhangye22@mails.ucas.ac.cn. ^[2] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China; College of Electrical and Information Engineering, Hunan University, Changsha, 410082, China. ^[3] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China; Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, China. ^[4] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China. ^[5] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China. Electronic address: shachulin@him.cas.cn. ^[6] Hangzhou Institute of Medicine (HIM), Chinese Academy of Sciences, Hangzhou, 310022, China; Hangzhou Institute for Advanced Study, University of Chinese Academy of Sciences, Hangzhou, 310024, China; College of Electrical and Information Engineering, Hunan University, Changsha, 410082, China. Electronic address: hemin607@163.com. ^[7]

关键词 Genetic mutation Multi-task learning Multiple instance learning Whole slide image

医学主题词人类(Humans);图像处理, 计算机辅助(Image Processing, Computer-Assisted);肿瘤(Neoplasms);图像解释, 计算机辅助(Image Interpretation, Computer-Assisted);突变(Mutation);算法(Algorithms)

DOI 10.1016/j.media.2025.103561

PMID 40198973

发布时间 2025-05-30

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准确一般字义偏差语意偏离译文作用小提交