Automated detection of small bowel lesions based on capsule endoscopy using deep learning algorithm.

Journal: Clinics and research in hepatology and gastroenterology
Published Date:

Abstract

BACKGROUND: In order to overcome the challenges of lesion detection in capsule endoscopy (CE), we improved the YOLOv5-based deep learning algorithm and established the CE-YOLOv5 algorithm to identify small bowel lesions captured by CE.

Authors

  • Lan Li
    Department of Otolaryngology, Shenzhen Children's Hospital, Shenzhen, China.
  • Liping Yang
    Department of Emergency, The First People's Hospital of Lianyungang, Lianyungang City, 222002, China.
  • Bingling Zhang
    Department of Gastroenterology, The First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou, Zhejiang 310003, China.
  • Guofei Yan
    Zhejiang Center for Medical Device Evaluation, Hangzhou, China.
  • Yaqing Bao
    GBA Center for Medical Device Evaluation and Inspection, National Medical Products Administration, Shenzhen, China.
  • Renke Zhu
    Department of Gastroenterology, The First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou, Zhejiang 310003, China.
  • Shengjie Li
    Department of Neurosurgery, The First Affiliated Hospital of Shandong First Medical University & Shandong Provincial Qianfoshan Hospital, Jinan 250014, China.
  • Huogen Wang
    School of Electronic Information Engineering, Tianjin University, Tianjin 300072, China.
  • Ming Chen
    Department of Critical Care Medicine, Nanjing Drum Tower Hospital, The Affiliated Hospital of Nanjing University Medical School, Nanjing, Jiangsu, China.
  • Chaohui Jin
    Zhejiang Herymed Technology Co., Ltd, Hangzhou, China; Hithink RoyalFlush Information Network Co., Ltd, Hangzhou, China.
  • Yishu Chen
    Department of Gastroenterology, The First Affiliated Hospital, Zhejiang University School of Medicine, 79 Qingchun Road, Hangzhou, Zhejiang 310003, China.
  • Chaohui Yu
    Department of Gastroenterology, The First Affiliated Hospital, College of Medicine, Zhejiang University, Hangzhou, China.