首页> Medical image analysis> UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for multiple sclerosis lesion segmentation.

UNISELF: A unified network with instance normalization and self-ensembled lesion fusion for multiple sclerosis lesion segmentation.

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第一作者： Jinwei,Zhang

第一单位： Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: jwzhang@jhu.edu.

作者： Jinwei,Zhang ^[1] ; Lianrui,Zuo ^[2] ; Blake E,Dewey ^[3] ; Samuel W,Remedios ^[4] ; Yihao,Liu ^[5] ; Savannah P,Hays ^[6] ; Dzung L,Pham ^[7] ; Ellen M,Mowry ^[8] ; Scott D,Newsome ^[9] ; Peter A,Calabresi ^[10] ; Shiv,Saidha ^[11] ; Aaron,Carass ^[12] ; Jerry L,Prince ^[13]

作者单位： Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: jwzhang@jhu.edu. ^[1] Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, 37215, USA. Electronic address: lianrui.zuo@Vanderbilt.Edu. ^[2] Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA. Electronic address: blake.dewey@jhu.edu. ^[3] Department of Computer Science, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: sremedi1@jhu.edu. ^[4] Department of Electrical and Computer Engineering, Vanderbilt University, Nashville, TN, 37215, USA. Electronic address: yihao.liu@vanderbilt.edu. ^[5] Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: shays6@jhu.edu. ^[6] Department of Radiology, Uniformed Services University of the Health Sciences, Bethesda, MD, 20814, USA. Electronic address: dzung.pham@usuhs.edu. ^[7] Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA. Electronic address: emowry1@jhmi.edu. ^[8] Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA. Electronic address: snewsom2@jhmi.edu. ^[9] Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA. Electronic address: pcalabr1@jhmi.edu. ^[10] Department of Neurology, Johns Hopkins School of Medicine, Baltimore, MD, 21287, USA. Electronic address: ssaidha2@jhmi.edu. ^[11] Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: aaron_carass@jhu.edu. ^[12] Department of Electrical and Computer Engineering, Johns Hopkins University, Baltimore, MD, 21218, USA. Electronic address: prince@jhu.edu. ^[13]

关键词 Domain generalization Instance normalization Lesion segmentation Multiple sclerosis Self-ensemble

医学主题词人类(Humans);多发性硬化(Multiple Sclerosis);磁共振成像(Magnetic Resonance Imaging);图像解释, 计算机辅助(Image Interpretation, Computer-Assisted);结果可重复性(Reproducibility of Results);算法(Algorithms)

DOI 10.1016/j.media.2026.103954

PMID 41570473

发布时间 2026-06-04

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