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DEMAC-Net: A Dual-Encoder Multiattention Collaborative Network for Cervical Nerve Pathway and Adjacent Anatomical Structure Segmentation.

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第一作者： H,Cui

第一单位： School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China.

作者： H,Cui ^[1] ; J,Duan ^[1] ; L,Lin ^[2] ; Q,Wu ^[2] ; W,Guo ^[3] ; Q,Zang ^[4] ; M,Zhou ^[5] ; W,Fang ^[6] ; Y,Hu ^[7] ; Z,Zou ^[3]

作者单位： School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China. ^[1] Department of Anesthesiology, The First Hospital of Putian City, Putian, China. ^[2] School of Anesthesiology, Naval Medical University, Shanghai, China. ^[3] Information Center, The Second Affiliated Hospital of Naval Medical University, No. 415, Fengyang Road, Huangpu District, Shanghai 200003, PR China. ^[4] Jiangsu Cancer Hospital, Jiangsu, China. ^[5] Department of Anesthesiology, Shanghai Ninth People's Hospital Affiliated to Shanghai Jiao Tong University School of Medicine, Shanghai, China. Electronic address: fw1561166734@163.com. ^[6] Department of Anesthesiology, Second Affiliated Hospital, Naval Medical University, Shanghai, China. ^[7]

关键词 Attention mechanism Brachial plexus Cervical plexus DEMAC-Net Deep learning Multiscale Convolution Medical Imaging Segmentation Ultrasound Image

医学主题词人类(Humans);超声检查, 介入性(Ultrasonography, Interventional);颈丛(Cervical Plexus)

DOI 10.1016/j.ultrasmedbio.2025.04.006

PMID 40368703

发布时间 2025-07-29

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