Diagnosis of intracranial aneurysms by computed tomography angiography using deep learning-based detection and segmentation.

Journal: Journal of neurointerventional surgery
Published Date:

Abstract

BACKGROUND: Detecting and segmenting intracranial aneurysms (IAs) from angiographic images is a laborious task.

Authors

  • Wei You
  • Junqiang Feng
    Department of Neurosurgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.
  • Jing Lu
    Department of Nephrology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan, China.
  • Ting Chen
    CAS Key Laboratory of Tropical Marine Bio-resources and Ecology (LMB), Guangdong Provincial Key Laboratory of Applied Marine Biology (LAMB), South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou 510301, China. chan1010@scsio.ac.cn.
  • Xinke Liu
    Department of Interventional Neuroradiology, Beijing Neurosurgical Institute and Beijing Tiantan Hospital, Capital Medical University, Beijing, 100050, China.
  • Zhenzhou Wu
    BioMind Technology AI Center, China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Beijng, China.
  • Guoyang Gong
    China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Beijing, China.
  • Yutong Sui
    Heilongjiang Bayi Agricultural University, College of Information and Electrical Engineering, Daqing, Heilongjiang 163319, China.
  • Yanwen Wang
    National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100021, China.
  • Yifan Zhang
    Department of Food Science and Nutrition, Zhejiang Key Laboratory for Agro-Food Processing, Zhejiang University, Hangzhou, Zhejiang 310058, China.
  • Wanxing Ye
    China National Clinical Research Center for Neurological Diseases, Beijing Tiantan Hospital, Capital Medical University, Beijing, China (N.L., W.Y., J.J., Y.J., X.Z.).
  • Xiheng Chen
    Department of Neurosurgery, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.
  • Jian Lv
    Department of Ophthalmology, People's Hospital of Guangxi Zhuang Autonomous Region, Nanning, China.
  • Dachao Wei
    Department of Neurosurgery, Beijing Tiantan Hospital and Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Yudi Tang
    Department of Neurosurgery, Beijing Tiantan Hospital and Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Dingwei Deng
    Department of Intervention, Beijing Chaoyang Hospital, Capital Medical University, Beijing, China.
  • Siming Gui
    Department of Neurosurgery, Beijing Tiantan Hospital and Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Jun Lin
  • Peike Chen
    Department of Neurosurgery, Beijing Tiantan Hospital and Beijing Neurosurgical Institute, Capital Medical University, Beijing, China.
  • Ziyao Wang
    Department of Ophthalmology, Peking University Third Hospital, Beijing, China.
  • Wentao Gong
    Department of Interventional Neuroradiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
  • Yang Wang
    Department of General Surgery The First People's Hospital of Yunnan Province, The Affiliated Hospital of Kunming University of Science and Technology Kunming China.
  • Chengcheng Zhu
    Department of Radiology, University of Washington, Seattle, Washington, USA.
  • Yue Zhang
    Department of Ophthalmology, Beijing Hospital, National Center of Gerontology, Institute of Geriatric Medicine, Chinese Academy of Medical Sciences, Beijing, China.
  • David A Saloner
    San Francisco Veterans Affairs Medical Center, San Francisco, California, USA.
  • Dimitrios Mitsouras
    From the Applied Imaging Science Laboratory, Department of Radiology, Brigham and Women's Hospital, 75 Francis St, Boston, MA 02115 (T.C., A.A.G., K.K.K., F.J.R., D.M.); Harvard T.H. Chan School of Public Health, Boston, Mass (S.Y.); and Department of Radiology, Brigham and Women's Hospital, Boston, Mass (T.K., B.R.).
  • Sheng Guan
    Department of Interventional Neuroradiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, Henan, China.
  • Youxiang Li
    Department of Interventional Neuroradiology, Beijing Engineering Technology Research Center for Interventional Neuroradiology, and Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, 10050, China.
  • Yuhua Jiang
    Department of Interventional Neuroradiology, Beijing Engineering Technology Research Center for Interventional Neuroradiology, and Beijing Neurosurgical Institute, Beijing Tiantan Hospital, Capital Medical University, Beijing, 10050, China.
  • Yan Wang
    College of Animal Science and Technology, Beijing University of Agriculture, Beijing, China.