人体姿势估计:基于力量的方法的系统审查 - - 分析所需专业知识的差异和利用它们的结果好处
Sebastian Helmstetter1, Sven Matthiesen1
1Karlsruhe Institute of Technology (KIT), IPEK-Institute of Product Engineering, 76131 Karlsruhe, Germany.
Sensors (Basel, Switzerland)
|November 14, 2023
概括
基于力量的人体姿势估计 (FPE) 提供了一种无摄像头的替代方案来捕捉运动. 本综述比较了机器学习和数字人类模型在医疗保健和体育领域的FPE应用.
科学领域:
- 生物力学 生物力学
- 人与计算机的交互
- 传感器技术 传感器技术
背景情况:
- 基于相机的人类运动捕捉通常是不切实际的.
- 基于力量的人体姿势估计 (FPE) 是智能产品中传感器集成的替代方案.
- 现有的FPE方法缺乏整合的概述,阻碍了跨学科的研究.
结论:
- 基于ML和基于DHM的FPE方法都有明显的优点和缺点.
- 方法的选择取决于具体的应用需求和现有的专业知识.
- 本综述为在患者监测,人体工程学和体育科学中利用FPE提供了基础.
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