Renji endoscopic submucosal dissection video data set for colorectal neoplastic lesions.

Journal: Scientific data
Published Date:

Abstract

Artificial intelligence advancements have significantly enhanced computer-aided intervention, learning among surgeons, and analysis of surgical videos post-operation, substantially elevating surgical expertise and patient outcomes. Recognition systems for endoscopic surgical phases using deep learning algorithms heavily rely on comprehensive annotated datasets. Our research presents the Renji dataset featuring videos of endoscopic submucosal dissection (ESD) for colorectal neoplastic lesions (CNLs), which includes 30 procedural recordings with 130,298 phase-specific annotations collaboratively labeled by a team of three specialists in endoscopy. To our knowledge, this represents the first openly accessible collection of ESD videos specifically targeting CNLs treatment, and we anticipate this work will help establish standards for constructing similar ESD databases. Both the video collection and corresponding annotations have been made publicly accessible through the Figshare platform.

Authors

  • Jinnan Chen
    Division of Gastroenterology and Hepatology, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Xiangning Zhang
    School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China.
  • Jinneng Wang
    Department of Gastroenterology, Beibei Hospital of Chongqing Medical University (The Ninth People's Hospital of Chongqing), Chongqing, China.
  • Tang Cao
    Department of Gastroenterology, The First Branch, The First Affiliated Hospital of Chongqing Medical University, Chongqing, China.
  • Chunjiang Gu
    Department of Gastroenterology, Liangping District Peoples Hospital of Chongqing, Chongqing, China.
  • Zhao Li
    Research Center for Data Hub and Security, Zhejiang Lab, Hangzhou, China. lzjoey@gmail.com.
  • Yiming Song
    Division of Gastroenterology and Hepatology, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Liuyi Yang
    Division of Gastroenterology and Hepatology, Shanghai Institute of Digestive Disease, NHC Key Laboratory of Digestive Diseases, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China.
  • Zhengjie Zhang
    School of Biomedical Engineering, Shanghai Jiao Tong University, Shanghai, China.
  • Qingwei Zhang
    Division of Gastroenterology and Hepatology, Key Laboratory of Gastroenterology and Hepatology, Ministry of Health, Renji Hospital, School of Medicine, Shanghai Jiao Tong University, Shanghai Institute of Digestive Disease, Shanghai, China. Electronic address: zhangqingweif@hotmail.com.
  • Dahong Qian
  • Xiaobo Li
    Department of Biomedical Engineering, New Jersey Institute of Technology, Newark, NJ, United States.