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Assessment of gait parameters during unconstrained straight-line walking using a single camera

机译:使用单个相机进行无约束直线行走期间对步态参数进行评估

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Gait parameters can reflect health status and functional abilities of people, so assessment of gait parameters especially in the daily life has recently become a hot issue in the field of health monitoring. Vision-based gait monitoring is contactless and unobtrusive for long-term home monitoring, especially for elders. Although gait monitoring based on a single camera is usually easy to use, most studies require the subjects to walk perpendicularly to the camera's optical axis or along some specified routes. This limits the application of single camera-based gait monitoring systems in elder home monitoring. In our study, on the basis of projective geometry theory, we present a method to assess the subjects' relative gait parameters during unconstrained straight-line walking using a single camera. We derive a calculation formula for step length ratio independent of the subject's walking direction, and hence can directly obtain step length ratio from a monitoring video, without need of measuring the absolute lengths of these steps in advance. Experimental results indicate that our method can achieve very close estimates of step length ratios to the real ones, independently of the subjects' walking directions when they are walking along straight lines.
机译:步态参数可以反映人的健康状况和功能能力,因此尤其是日常生活中的步伐参数的评估最近成为健康监测领域的一个热门问题。基于视觉的步态监测是无与伦比的长期家庭监控的非接触式和不引人注目的。虽然基于单个摄像头的步态监测通常易于使用,但大多数研究都需要受试者垂直于相机的光轴或沿着某些指定的路线行走。这限制了基于摄像头的步态监测系统在长者家庭监控中的应用。在我们的研究中,在突出的几何论的基础上,我们介绍了一种使用单个摄像机在无约束直线行走期间评估受试者相对步态参数的方法。我们推导了与受试者的行走方向无关的步长比的计算公式,因此可以直接从监视视频获得步长比,而无需预先测量这些步骤的绝对长度。实验结果表明,当它们沿着直线行走时,我们的方法可以实现对实际步行方向的步长比的非常接近的阶梯长度估计。

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