CAS-Colon:一个全面的结肠镜解剖细分数据集用于人工智能开发
Yiming Song1, Zhengjie Zhang2, Ruilan Wang3
1Division 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.
Scientific data
|August 7, 2025
概括
这项研究介绍了CAS-Colon,这是一个大型的注释结肠镜视频数据集,用于改善胃肠内镜的人工智能 (AI). 本资源旨在促进人工智能开发,以提高程序效率.
科学领域:
- 医疗成像医学成像
- 人工智能的人工智能
- 胃肠病学 胃肠病学
背景情况:
- 人工智能 (AI) 有潜力通过减少手工工作量和提高效率来显著改善胃肠内镜.
- 人工智能在这个领域的进步目前受到高质量的医疗数据集的稀缺以及数据注释所需的密集努力的限制.
研究的目的:
- 介绍CAS-Colon,这是一个新型数据集,旨在促进对结肠镜进行先进AI算法的开发.
- 为胃肠内镜中人工智能研究提供全面的资源.
主要方法:
- 该研究介绍了CAS-Colon,这是一个包含78个高分辨率结肠镜视频的数据集.
- 在结肠镜检查的退出阶段拍摄了视频.
- 每个视频都精心注释了十个不同的解剖区域,并包括全面的元数据.
主要成果:
- CAS-Colon是目前可用的最大和最详细的结肠镜解剖细分数据集.
- 该数据集为训练和验证AI算法提供了有价值的资源.
结论:
- 预计CAS-Colon数据集将加速人工智能驱动的结肠镜工具的开发.
- 这种资源有可能释放人工智能在胃肠内镜中的全部功能,从而改善患者护理.
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