Preliminary study on AI-assisted diagnosis of bone remodeling in chronic maxillary sinusitis.

Journal: BMC medical imaging
PMID: 38858631

Abstract

OBJECTIVE: To construct the deep learning convolution neural network (CNN) model and machine learning support vector machine (SVM) model of bone remodeling of chronic maxillary sinusitis (CMS) based on CT image data to improve the accuracy of image diagnosis.

Authors

  • Caiyun Zou
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Hongbo Ji
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Jie Cui
    Department of Oncology, The First Affiliated Hospital of Xi'an Medical College, Xi'an City 710000, China.
  • Bo Qian
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Yu-Chen Chen
    Department of Radiology, Nanjing First Hospital, Nanjing Medical University, Nanjing, China.
  • Qingxiang Zhang
    Department of Otolaryngology Head and Neck Surgery, Nanjing Tongren Hospital, School of Medicine, Southeast University, Nanjing, PR China.
  • Shuangba He
    Department of Otolaryngology Head and Neck Surgery, Nanjing Tongren Hospital, School of Medicine, Southeast University, Nanjing, PR China.
  • Yang Sui
    CAS Key Laboratory of Genome Science and Information, Beijing Key Laboratory of Genome and Precision Medicine Technologies, Beijing Institute of Genomics, Chinese Academy of Sciences/China National Center for Bioinformation, Beijing, 100101, China.
  • Yang Bai
    Key Laboratory of Digital Medical Engineering of Hebei Province, College of Electronic and Information Engineering, Hebei University, Baoding 071000, Hebei, China.
  • Yeming Zhong
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Xu Zhang
    China CDC Key Laboratory of Environment and Population Health, National Institute of Environmental Health, Chinese Center for Disease Control and Prevention, Beijing 100021, China.
  • Ting Ni
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China.
  • Zigang Che
    Department of Radiology, Nanjing Tongren Hospital, School of Medicine, Southeast University, No. 2007, Ji Yin Avenue, Jiang Ning District, Nanjing, 211102, PR China. chezigang@163.com.

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