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Lower-Gait Tracking Mobile Application: A Case Study of Lower body Motion Capture Comparison Between Vicon T40 System and Apple Augmented Reality

机译:低步跟踪移动应用:VICON T40系统与苹果增强现实的较低机身运动捕获比较的案例研究

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Tracking the motions and positions in three-dimensional space is an exciting human gait analysis approach for healthcare and clinical examination. The high-end motion capture systems, such as Vicon cameras, could automate the gait analysis process, but the system is too costly for a clinical setting. We developed a cost-effective motion capture and gait analysis system using an existing commercial camera found on a mobile device. We take advantage of the Artificial Intelligence and Machine Learning technique in mobile devices for human pose estimation and detection to keep track of body motion in the environment. This paper presents our mobile application case study to measure three-dimensional kinematics of lower-body gait of the hip, knee, and ankle during walking tasks using the Apple Augmented reality toolkit. We evaluated our application by comparing it with the measurements observed by a Vicon T40s motion-tracking system. The results showed that the gait movement can be measured in real-time. The lower-gait angles of hip and knee agreed with those from the Vicon system, whereas the motions of small joint sections were not captured as accurately. The proposed application is a cost-effective, easy-to-use, and mobile gait analysis system that can be used to construct three-dimensional gait scores to improve the examination of gait and decision making in various clinical populations.
机译:跟踪三维空间中的动作和职位是医疗保健和临床检查的令人兴奋的人体步态分析方法。高端运动捕获系统,如vicon相机,可以自动化步态分析过程,但系统对于临床环境来说太昂贵。我们使用在移动设备上发现的现有商用相机开发了一种经济高效的运动捕获和步态分析系统。我们利用人工智能和机器学习技术在移动设备中进行人体姿势估计和检测,以跟踪环境中的身体运动。本文介绍了我们的移动应用案例研究,测量使用Apple增强现实工具包在步行任务期间测量臀部,膝盖和脚踝的低体步态的三维运动学。我们通过将其与VICON T40S运动跟踪系统观察到的测量来进行评估我们的应用。结果表明,步态运动可以实时测量。臀部和膝盖的低步角与来自VICON系统的髋关节和膝关节相同,而小关节部分的动作则没有准确地捕获。该拟议申请是一种成本效益,易于使用的和移动步态分析系统,可用于构建三维步态分数,以改善各种临床群体的步态和决策的检查。

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