Automatic spinal cord segmentation from axial-view MRI slices using CNN with grayscale regularized active contour propagation.

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第一作者： Xiaoran,Zhang

第一单位： School of Automation, Beijing Institute of Technology, Beijing, 100081, China; Department of Electrical and Computer Engineering, University of California, Los Angeles, Los Angeles, CA, 90095-1594, USA. Electronic address: xiaoran108@ucla.edu.

作者： Xiaoran,Zhang ^[1] ; Yan,Li ^[2] ; Yicun,Liu ^[3] ; Shu-Xia,Tang ^[4] ; Xiaoguang,Liu ^[5] ; Kumaradevan,Punithakumar ^[6] ; Dawei,Shi ^[7]

作者单位： School of Automation, Beijing Institute of Technology, Beijing, 100081, China; Department of Electrical and Computer Engineering, University of California, Los Angeles, Los Angeles, CA, 90095-1594, USA. Electronic address: xiaoran108@ucla.edu. ^[1] Department of Orthopaedics, Peking University Third Hospital and the Engineering Research Center of Bone and Joint Precision Medicine, Ministry of Education, Beijing, China. Electronic address: liyan03@bjmu.edu.cn. ^[2] School of Automation, Beijing Institute of Technology, Beijing, 100081, China. Electronic address: liuyicun@bit.edu.cn. ^[3] Department of Mechanical Engineering, Texas Tech University, Lubbock, TX, 79409, USA. Electronic address: shuxia.tang@ttu.edu. ^[4] Department of Orthopaedics, Peking University Third Hospital and the Engineering Research Center of Bone and Joint Precision Medicine, Ministry of Education, Beijing, China. Electronic address: xglius@vip.sina.com. ^[5] Department of Radiology and Diagnostic Imaging, University of Alberta, Edmonton, Alberta, 8440, Canada. Electronic address: punithak@ualberta.ca. ^[6] School of Automation, Beijing Institute of Technology, Beijing, 100081, China. Electronic address: daweishi@bit.edu.cn. ^[7]

关键词 2D magnet resonance imaging Cervical spondylotic myelopathy Convolutional neural network Level set evolution Spinal cord segmentation

主题词算法(Algorithms);颈椎(Cervical Vertebrae);人类(Humans);图像处理, 计算机辅助(Image Processing, Computer-Assisted);磁共振成像(Magnetic Resonance Imaging);结果可重复性(Reproducibility of Results);脊髓(Spinal Cord)

DOI 10.1016/j.compbiomed.2021.104345

PMID 33780869

发布时间 2021-07-05

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