在多个Kinect视点中使用基于动态阈值和重心的预碰撞摔倒检测方法

Nuth Otanasap, P. Boonbrahm
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引用次数: 5

摘要

滑倒和跌倒事故不仅是老年人而且也是年轻人受伤导致死亡的主要原因之一。如果能在人体撞击地面之前足够长的时间检测到坠落事故的预坠落和临界坠落阶段,这将是非常有用的。碰撞前的跌落检测方法和碰撞前的提前时间是用来拯救冒险人员的非常重要的因素。本文提出了基于动态阈值和重心的多Kinect©传感器视觉感知中的多视点。与基于动态阈值的方法相比,头部位置的加速度和重心的范围与支撑区域的基础相比会触发跌倒前检测警报。此外,在不记录视频流的情况下使用盲化技术是我们基于视觉的方法中减少隐私问题的有用特征之一。10名年轻的成年志愿者不仅进行了跌倒动作,还进行了一系列日常生活中的正常活动,如坐、屈和躺。实验结果表明,该方法的提前时间约为500毫秒,比之前提出的方法快,适用于气囊充气触发。
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Pre-impact fall detection approach using dynamic threshold based and center of gravity in multiple Kinect viewpoints
One of the primary reasons of injury related to death not only in elderlies but also in young people is slip trip and fall accidents. It will be very useful if fall accidents can be detected in pre-fall and critical fall phase long enough before the human body impact to the floor. Pre-impact fall detection method and lead time before impact are very important factors that has been used to save a person who takes risks. In this paper, multiple viewpoints in vision based sensing that provided by multiple Kinect© sensors using dynamic threshold based and center of gravity are proposed. Pre-fall detection alert will be triggered by acceleration of head position compared with dynamic threshold based approach and range of center of gravity compared with base of support area. Moreover using blinding technique without video stream recording is one of useful feature in our vision based approach for reducing privacy issue. Not only fall actions but also a series of normal activities in daily living such as sitting, bending and laying were performed by 10 young adult volunteers. Results from the experiments indicate that the proposed method lead time is about 500 milliseconds which is faster than previous proposition and it is appropriate for airbags inflation triggering.
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