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OpenCap:来自智能手机视频的人类运动动态
Scott D Uhlrich1, Antoine Falisse1, Łukasz Kidziński1
1Departments of Bioengineering, Stanford University, Stanford, California, United States of America.
PLoS computational biology
|October 19, 2023
概括
OpenCap是一个开源平台,使用智能手机视频来分析人类运动动态. 它准确地预测伤害风险和疾病进展标志物,使生物力学分析易于获得和负担得起.
科学领域:
- 生物力学 生物力学
- 人类运动分析 人类运动分析
- 可穿戴技术可穿戴技术
背景情况:
- 量化人类运动动态对于预测受伤风险和疾病进展至关重要.
- 目前的方法在大规模研究和临床实践中受到限制,原因是高成本,时间和专业知识要求.
研究的目的:
- 介绍和验证OpenCap,这是一个开源平台,用于计算人类运动动力学和动态.
- 为了证明OpenCap能够使访问先进的生物机械分析变得民主化.
主要方法:
- 使用智能手机视频与姿势估计算法来识别身体的地标.
- 使用深度学习和生物力学模型进行3D动力学估计.
- 应用基于物理的模拟来确定肌肉激活和肌肉骨动力学.
- 具有基于云的Web应用程序,用于自动数据处理和可视化.
主要成果:
- OpenCap准确地预测关键的动态指标,包括肌肉激活,关节负荷和关节时刻.
- 在100名受试者的研究中,与传统的实验室方法相比,证明了25倍的速度增加和<1%的成本降低.
- 验证了平台查疾病风险和评估干预有效性的能力.
结论:
- OpenCap显著降低了人类运动动态分析的进入障碍.
- 该平台有助于将生物力学指标集成到大规模研究,临床试验和实践中.
- OpenCap使肌肉骨健康和运动模式的评估更快,更具成本效益.
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