Endoscopic Pituitary Surgery Pilot Action Dataset

The first public dataset containing action annotations of the endoscopic TransSphenoidal Approach (eTSA), consisting of 4 action annotations. The action annotations are given in the form: actions_{video_number}_{direction}.csv. The corresponding video can be found in the PitVis-2023 public dataset (https://doi.org/10.5522/04/26531686.v2), where the video is given in the form: video_{video_number}.mp4. The data is released under the governance of the UCL Institutional Review Board (IRB) (17819/011). The companion paper with comparative models is titled: "Action Classification for Endoscopic Pituitary Adenoma Resection: A Consensus-Based Study" (Starup-Hansen, Joachim et al.). Please cite this paper if you have used this dataset: [pre-print].本数据集为首个包含内镜经蝶入路（endoscopic TransSphenoidal Approach, eTSA）动作标注的公开数据集，共包含4组动作标注。动作标注文件的命名格式为：actions_{视频编号}_{方向}.csv。对应的视频可从PitVis-2023公开数据集（https://doi.org/10.5522/04/26531686.v2）中获取，视频文件命名格式为video_{视频编号}.mp4。本数据集由伦敦大学学院机构审查委员会（UCL Institutional Review Board, IRB）（17819/011）审核发布。配套包含对比模型的研究论文题为《内镜垂体腺瘤切除术动作分类：一项基于共识的研究》（"Action Classification for Endoscopic Pituitary Adenoma Resection: A Consensus-Based Study"），作者为Starup-Hansen, Joachim等人。若使用本数据集，请引用该预印本论文。

搜集汇总

背景与挑战

背景概述

该数据集是首个公开的内窥镜垂体手术动作注释数据集，包含4个动作注释，以CSV文件形式提供，对应视频来自PitVis-2023数据集。数据集发布于2025年，专注于手术和计算机视觉领域，用于动作识别和分类研究，采用CC BY-ND 4.0许可证。