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Evaluating activities of daily living using an infrared depth sensor: KINECT?

机译:使用红外线深度传感器评估日常生活活动:Kinect?

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Purpose: With a growing proportion of elderly people in the population, the maintenance of activities of daily living (ADLs) in elderly people is crucial to keep medical costs down. We investigated the ADL measurement accuracy of KINECT? and Kinect Studio. To eliminate the subjectivity of conventional methods, we numerically assessed motions with computer analysis. Methods: Eighteen actions that repeated "move" and "stationary" phases, including movement of arms, legs, head and torso were measured using KINECT?. Errors and standard deviations of joint coordinates at the stationary points outputted from KINECT Studio were evaluated. Simultaneous measurements were performed with KINECT? using conventional high-performance motion capture, and the output was treated as a true value for comparison. Results: In most motions, errors of the joint coordinates were within 100 mm;however, there were two cases where errors due to the skeleton-model estimation by KINECT Studio increased. Firstly, when a part of the body unexpectedly moved out of the infrared measurable area, and secondly, when parts of the body overlapped each other on the KINECT? image. Conclusions: KINECT? and Kinect Studio are effective for ADL assessment when positions that cause large errors are excluded. Since KINECT? has sufficient precision, it should also be possible to develop a more appropriate ADL evaluation system with a new algorithm of skeleton-model estimation that does not depend on KINECT Studio
机译:目的:随着人口中不断增长的老年人比例,老年人的日常生活(ADLS)的维持是至关重要的,以保持医疗费用。我们调查了Kinect的ADL测量精度?和kinect工作室。为了消除常规方法的主观性,我们对计算机分析进行了数值评估的运动。方法:使用Kinect测量重复“移动”和“静止”阶段的十八次,包括武器,腿,头和躯干的运动,包括武器,腿部,头部和躯干。评估了从Kinect Studio输出的静止点处的关节坐标的误差和标准偏差。用Kinect进行同时测量?使用传统的高性能运动捕获,输出被视为真正值以进行比较。结果:在大多数动作中,关节坐标的错误在100毫米之间;但是,有两个案例由于Kinect Studio的骨架模型估算而导致的错误增加。首先,当身体的一部分意外地移出红外测量区域时,其次,当主体的部分彼此在Kinect上重叠时?图片。结论:Kinect?当引起大错误的位置时,Kinect Studio对ADL评估有效。 kinect以来?具有足够的精度,还应该有可能开发一种更合适的ADL评估系统,具有新的骨架模型估计算法,不依赖于Kinect Studio

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