Development and validation of a three-dimensional deep learning-based system for assessing bowel preparation on colonoscopy video.

Journal: Frontiers in medicine
Published Date: Dec 18, 2023

Abstract

BACKGROUND: The performance of existing image-based training models in evaluating bowel preparation on colonoscopy videos was relatively low, and only a few models used external data to prove their generalization. Therefore, this study attempted to develop a more precise and stable AI system for assessing bowel preparation of colonoscopy video.

Authors

  • Lina Feng
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Jiaxin Xu
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Xuantao Ji
    Wuhan United Imaging Healthcare Surgical Technology Co., Ltd., Wuhan, China.
  • Liping Chen
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Shuai Xing
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Bo Liu
    Wuhan United Imaging Healthcare Surgical Technology Co., Ltd., Wuhan, China.
  • Jian Han
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Kai Zhao
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Junqi Li
    Changzhou United Imaging Healthcare Surgical Technology Co., Ltd., Changzhou, China.
  • Suhong Xia
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Jialun Guan
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Chenyu Yan
    Suzhou Institute of Biomedical Engineering and Technology, Chinese Academy of Sciences, Suzhou, China.
  • Qiaoyun Tong
    Department of Gastroenterology, Yichang Central People's Hospital, China Three Gorges University, Yichang, China.
  • Hui Long
    Department of Gastroenterology, Tianyou Hospital, Wuhan University of Science and Technology, Wuhan, China.
  • Juanli Zhang
    Department of Gastroenterology, Hubei Provincial Hospital of Traditional Chinese Medicine, Wuhan, China.
  • Ruihong Chen
    Department of Gastroenterology, Xiantao First People's Hospital Affiliated to Yangtze University, Wuhan, China.
  • Dean Tian
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Xiaoping Luo
    Department of Pediatrics, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Fang Xiao
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.
  • Jiazhi Liao
    Department of Gastroenterology, Tongji Hospital of Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China.

Keywords

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