Automatic Identification of Brain Injury Mechanism Based on Deep Learning.

Journal: Fa yi xue za zhi
PMID: 35899511

Abstract

OBJECTIVES: To apply the convolutional neural network (CNN) Inception_v3 model in automatic identification of acceleration and deceleration injury based on CT images of brain, and to explore the application prospect of deep learning technology in forensic brain injury mechanism inference.

Authors

  • Qi-Fan Yang
    Department of Forensic Medicine, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou 450000, China.
  • Xue-Yang Sun
    Department of Forensic Medicine, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou 450000, China.
  • Yan-Bin Wang
    Xinjiang Technical Institutes of Physics and Chemistry, Chinese Academy of Science, Urumqi 830011, China. zhuhongyou@ms.xjb.ac.cn xiaoli@ms.xjb.ac.cn.
  • Zhi-Ling Tian
    Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai 200063, China.
  • He-Wen Dong
    Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai 200063, China.
  • Lei Wan
    Institute of Forensic Science, Ministry of Justice, China, Shanghai Key Laboratory of Forensic Medicine, NO1347, West Guangfu Road, Putuo District, Shanghai, China.
  • Dong-Hua Zou
    Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai 200063, China.
  • Xiao-Tian Yu
    Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai 200063, China.
  • Guang-Zheng Zhang
    Department of Forensic Medicine, School of Basic Medical Sciences, Zhengzhou University, Zhengzhou 450000, China.
  • Ning-Guo Liu
    Shanghai Key Laboratory of Forensic Medicine, Key Laboratory of Forensic Science, Ministry of Justice, Shanghai Forensic Service Platform, Academy of Forensic Science, Shanghai 200063, China.

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