头部加速事件的定量视频分析:一个审查
Thomas Aston1, Filipe Teixeira-Dias1
1Institute for Infrastructure and Environment (IIE), School of Engineering, The University of Edinburgh, Edinburgh, United Kingdom.
Frontiers in bioengineering and biotechnology
|September 5, 2025
概括
视频分析为体育运动中测量头部加速事件提供了一个有希望的,未被充分利用的方法,克服了当前可穿戴传感器的局限性. 这种方法提高了脑震荡研究和神经退行性疾病风险的理解.
科学领域:
- 运动生物力学
- 神经科学
- 计算机视觉
背景情况:
- 运动中的头部加速事件对于理解脑震荡和神经退行性疾病风险至关重要.
- 使用仪器口罩等可穿戴传感器,但面临着头骨合不良和高错阳率等挑战.
- 视频分析是运动中经常收集的数据来源,对HAE测量有越来越大的潜力.
研究的目的:
- 审查体育运动中基于视频测量技术的现状.
- 研究传统的视频计量方法和新兴的计算机视觉/深度学习方法.
- 确定基于视频的HAE分析的局限性和机会.
主要方法:
- 对HAE视频分析现有文献的审查.
- 专注于视频计量技术:手动点跟踪和基于模型的图像匹配.
- 探索计算机视觉和深度学习用于自动化HAE测量.
主要成果:
- 视频分析,特别是视频测量,是用于HAE测量的可穿戴传感器的可行的替代方案.
- 新兴的计算机视觉和深度学习方法显示了自动化和提高准确性的潜力.
- 目前的视频方法在可扩展性和生物力学洞察力方面存在局限性.
结论:
- 视频分析提供了一个实用且有价值的工具来定量测量和建模HAE.
- 需要进一步开发以提高视频数据的可扩展性,准确性和生物力学洞察力.
- 基于视频的HAE测量可以对脑震荡研究和预防策略做出重大贡献.
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