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Mobile robotic active view planning for physiotherapy and physical exercise guidance

机译:移动机器人主动视图规划,用于理疗和体育锻炼指导

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Consulting a physiotherapist or physical trainer for long term regular exercises is not financially affordable for all. As a solution, our long term research goal is to develop a robotic physiotherapist/physical trainer which could instructively and physically guide a performer. Towards that direction, in this paper we present an autonomously repositioning mobile robot to observe a person throughout a sequence of physical exercises by selecting less self-occluded viewpoints. A viewpoint specific joint mutual occlusion (JMO) measurement is formulated at candidate viewpoints. Then a utility function, which accounts for joint occlusion, skeleton coverage, sensing range and moving cost, is averaged over the sub-activity periodic duration to find the optimal viewpoint. Proposed methods have been evaluated with multi-view dataset and an online mobile robot while a person performed eight different physical activities with two trials each. Results indicate proposed active view planner can autonomously drive the mobile robot to a less self-occluded viewpoint over manually setup fixed viewpoint observation, leading to more accurate human movement analysis.
机译:向财务治疗师或体育教练咨询长期的定期锻炼并不是所有人都能承受的。作为解决方案,我们的长期研究目标是开发一种可以物理指导表演者的机器人物理治疗师/物理教练。朝着这个方向发展,本文提出了一种自动重新定位的移动机器人,通过选择较少的自闭视点来观察整个体育锻炼过程中的人。在候选视点处制定了视点特定的联合互遮挡(JMO)测量。然后,在子活动周期持续时间内对考虑关节闭塞,骨骼覆盖,感测范围和移动成本的效用函数求平均值,以找到最佳视点。建议的方法已通过多视图数据集和在线移动机器人进行了评估,而一个人执行了八种不同的体育活动,每项都进行了两次试验。结果表明,提出的主动视图计划者可以通过手动设置固定的视点观察,自动将移动机器人驱动到较少自我遮挡的视点,从而实现更准确的人体运动分析。

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