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MoRe-T2 (mobility research trajectory tracker): validation andapplication

机译:MoRe-T2(交通研究轨迹跟踪器):验证和应用

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摘要

It is important to assess the suitability of mobility aids before prescribing them to patients. This assessment is often subjectively completed by a therapist and it often includes a variety of basic practical tests. An objective assessment of a patient's capability, which captures not only speed of task completion and success, but also accuracy and risk of manoeuvres, would be both a fairer and safer approach. Yet until now such an assessment would have been cost-prohibitive, especially in low resource settings. We pave the way towards this end goal, by describing, validating and demonstrating a low-cost computer vision based system called MoRe-T2 (mobility research trajectory tracker). The open-source MoRe-T2 system uses low-cost off-the-shelf webcams to track the pose of fiducial markers, which are simply printed onto regular office paper. In this article, we build upon previous work and benchmark the accuracy of MoRe-T2 against an industry standard motion capture system. In particular, we show that MoRe-T2 achieves accuracy comparable to CODA motion tracking system. We go on to demonstrate a use case of MoRe-T2 in assessing wheelchair manoeuvrability over a relatively large area. The results show that MoRe-T2 is scalable at a much lower cost than typical industry-standard motion trackers. Therefore, MoRe-T2 can beused to develop more objective and reliable assessments of mobility aids,especially in low-resource settings.
机译:在给患者开处方之前,评估移动辅助工具的适用性很重要。该评估通常由治疗师主观完成,并且通常包括各种基本的实践测试。对患者能力的客观评估不仅可以捕获任务完成和成功的速度,还可以捕获操作的准确性和风险,这将是一种更公平,更安全的方法。但是直到现在,这样的评估都是成本过高的,特别是在资源匮乏的情况下。我们通过描述,验证和演示一种低成本的基于计算机视觉的系统MoRe-T2(机动性研究轨迹跟踪器),为实现这一最终目标铺平了道路。开源MoRe-T2系统使用低成本的现成网络摄像头来跟踪基准标记的姿势,这些标记可以简单地打印在常规办公用纸上。在本文中,我们以先前的工作为基础,并针对行业标准的运动捕捉系统对MoRe-T2的准确性进行了基准测试。特别是,我们证明MoRe-T2的精度可与CODA运动跟踪系统媲美。我们继续演示MoRe-T2在评估较大面积轮椅可操纵性方面的用例。结果表明,MoRe-T2具有可扩展性,且成本远低于典型的行业标准运动跟踪器。因此,MoRe-T2可以用于开发更加客观和可靠的行动辅助工具评估,尤其是在资源匮乏的环境中。

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