头部:在部分封闭下的人类情绪意识 多模式数据集
IEEE transactions on visualization and computer graphics
|October 3, 2023
概括
这项研究引入了用于扩展现实 (XR) 开发的新型多式联络数据库,其中包括各种体积的人际交互数据. 该数据集有助于推进XR技术,如面部表情识别和体积视频.
科学领域:
- 计算机视觉 计算机视觉
- 人与计算机的交互
- 沉浸式技术 沉浸式技术
背景情况:
- 卷度数据对于推进扩展现实 (XR) 应用至关重要.
- 现有的数据集可能缺乏多样性或对全面XR开发的伦理合规性.
研究的目的:
- 为沉浸式技术引入一种新的,符合道德标准的多式联运数据库.
- 支持开发和评估先进的XR算法.
主要方法:
- 使用了一个体积捕捉 (VoCap) 工作室,其中有31个同步的RGB和深度摄像头模块.
- 收集的数据包括纹理网格,点云,多视图RGB-D和光场 (LF) 数据.
- 数据库中有27名参与者表达面部表情/身体动作,11人戴着头戴显示器 (HMD).
主要成果:
- 该数据集被评估为面部表情分类,HMD删除和点云重建.
- 在测试面部识别,重现和体积视频的XR算法中证明了实用性.
结论:
- HEADSET数据集为XR研究提供了有价值,多样化的体积数据.
- 数据集的公开可用性将促进沉浸式媒体和电信方面的进步.
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