Multiple sclerosis lesion segmentation: revisiting weighting mechanisms for federated learning.

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第一作者： Dongnan,Liu

第一单位： School of Computer Science, The University of Sydney, Sydney, NSW, Australia.;Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia.

作者： Dongnan,Liu ^[1] ; Mariano,Cabezas ^[2] ; Dongang,Wang ^[3] ; Zihao,Tang ^[1] ; Lei,Bai ^[4] ; Geng,Zhan ^[3] ; Yuling,Luo ^[3] ; Kain,Kyle ^[3] ; Linda,Ly ^[3] ; James,Yu ^[3] ; Chun-Chien,Shieh ^[3] ; Aria,Nguyen ^[3] ; Ettikan,Kandasamy Karuppiah ^[5] ; Ryan,Sullivan ^[6] ; Fernando,Calamante ^[7] ; Michael,Barnett ^[3] ; Wanli,Ouyang ^[8] ; Weidong,Cai ^[9] ; Chenyu,Wang ^[3]

作者单位： School of Computer Science, The University of Sydney, Sydney, NSW, Australia.;Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia. ^[1] Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia. ^[2] Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia.;Sydney Neuroimaging Analysis Centre, Camperdown, NSW, Australia. ^[3] Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia.;School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia. ^[4] NVIDIA Corporation, Singapore, Singapore. ^[5] School of Biomedical Engineering, The University of Sydney, Sydney, NSW, Australia. ^[6] Brain and Mind Centre, The University of Sydney, Sydney, NSW, Australia.;School of Biomedical Engineering, The University of Sydney, Sydney, NSW, Australia.;Sydney Imaging, The University of Sydney, Sydney, NSW, Australia. ^[7] School of Electrical and Information Engineering, The University of Sydney, Sydney, NSW, Australia. ^[8] School of Computer Science, The University of Sydney, Sydney, NSW, Australia. ^[9]

关键词 MRI deep learning federated learning multiple sclerosis segmentation

DOI 10.3389/fnins.2023.1167612

PMID 37274196

发布时间 2024-09-29

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Frontiers in neuroscience

2023年17卷

1167612页

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Multiple sclerosis lesion segmentation: revisiting weighting mechanisms for federated learning.

Frontiers in neuroscience

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Multiple sclerosis lesion segmentation: revisiting weighting mechanisms for federated learning.

Frontiers in neuroscience

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Frontiers in neuroscience

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