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Marker-Based Movement Analysis of Human Body Parts in Therapeutic Procedure

机译:治疗过程中基于标记的人体部位运动分析

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摘要

Movement analysis of human body parts is momentous in several applications including clinical diagnosis and rehabilitation programs. The objective of this research is to present a low-cost 3D visual tracking system to analyze the movement of various body parts during therapeutic procedures. Specifically, a marker based motion tracking system is proposed in this paper to capture the movement information in home-based rehabilitation. Different color markers are attached to the desired joints’ locations and they are detected and tracked in the video to encode their motion information. The availability of this motion information of different body parts during the therapy can be exploited to achieve more accurate results with better clinical insight, which in turn can help improve the therapeutic decision making. The proposed framework is an automated and inexpensive motion tracking system with execution speed close to real time. The performance of the proposed method is evaluated on a dataset of 10 patients using two challenging matrices that measure the average accuracy by estimating the joints’ locations and rotations. The experimental evaluation and its comparison with the existing state-of-the-art techniques reveals the efficiency of the proposed method.
机译:在包括临床诊断和康复计划在内的多种应用中,人体部位的运动分析非常重要。这项研究的目的是提出一种低成本的3D视觉跟踪系统,以分析治疗过程中人体各个部位的运动。具体来说,本文提出了一种基于标记的运动跟踪系统,以捕获家庭康复中的运动信息。不同的颜色标记被附加到所需的关节位置,并在视频中对其进行检测和跟踪以对它们的运动信息进行编码。可以利用治疗过程中不同身体部位的运动信息的可用性来获得更准确的结果,并具有更好的临床洞察力,进而有助于改善治疗决策。所提出的框架是一种自动化且廉价的运动跟踪系统,其执行速度接近实时。使用两个具有挑战性的矩阵对10位患者的数据集进行了评估,该方法的性能通过估计关节的位置和旋转来衡量平均准确性。实验评估以及与现有技术的比较表明了该方法的有效性。

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