仁吉内镜下膜剖析视频数据集用于食道
Jinnan Chen1, Xiangning Zhang2, Tang Cao3
1Division 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.
Scientific data
|December 10, 2025
概括
研究人员开发了Renji数据库,这是一个带有详细阶段注释的食道内镜下粘膜切割 (ESD) 视频的新系列. 本资源旨在推动人工智能在外科培训和分析中的发展.
科学领域:
- 医疗人工智能 医疗人工智能
- 手术教育技术 技术手术教育
- 内镜成像分析分析
背景情况:
- 人工智能 (AI) 显著提高了外科训练和结果.
- 对于内镜手术的深度学习需要广泛的注释数据集.
- 现有的数据集缺乏对食道手术的全面阶段注释.
研究的目的:
- 介绍Renji数据库,这是第一个公开可用的食道内镜下粘膜切割 (ESD) 视频集合.
- 为25个ESD程序提供详细的,特定阶段的注释.
- 为未来食道ESD研究和AI开发建立一个基准.
主要方法:
- 收集了25个食道病变的内镜下粘膜切割 (ESD) 视频录像.
- 开发了一个专门的注释框架,用于阶段识别.
- 一个由专家内镜师组成的团队精心注释了141,909个视频相.
- 通过Figshare仓库向公众提供数据集.
主要成果:
- 仁吉数据库包括25个食道ESD视频,其中有141,909个阶段注释.
- 这是对食道ESD的第一个公开可用的数据集.
- 该数据集可自由访问,用于研究目的.
结论:
- 伦吉数据库对人工智能驱动的外科研究做出了重大贡献.
- 它将促进人工智能算法对食道ESD的开发和验证.
- 本资源旨在通过先进的分析来提高外科手术能力和患者的结果.
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