Understanding of 3D Human Body Motion based on Mono-Vision

Youngmo Han
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Abstract

This paper proposes a low-cost visual analyzer algorithm of human body motion for real-time applications such as human-computer interfacing, virtual reality applications in medicine and telemonitoring of patients. To reduce cost of its use, we design the algorithm to use a single camera. To make the proposed system to be used more conveniently, we avoid from using optical markers. To make the proposed algorithm be convenient for real-time applications, we design it to have a closed-form with high accuracy. To design a closed-form algorithm, we propose an idea that formulates motion of a human body joint as a 2D universal joint model instead of a common 3D spherical joint model, without any kins of approximation. To make the closed-form algorithm has high accuracy, we formulates the estimation process to be an optimization problem. Thus-desined algorithm is applied to each joint of the human body one after another. Through experiments we show that human body motion capturing can be performed in an efficient and robust manner by using our algorithm.
基于单视觉的三维人体运动理解
本文提出了一种低成本的人体运动可视化分析算法,可用于人机界面、医学虚拟现实应用和患者远程监护等实时应用。为了降低其使用成本,我们将算法设计为使用单个摄像机。为了使系统更方便地使用,我们避免使用光学标记。为了便于实时应用,我们将算法设计成具有较高精度的封闭形式。为了设计一种封闭形式的算法,我们提出了一种思想,将人体关节的运动表述为二维万向关节模型,而不是普通的三维球面关节模型,没有任何近似。为了使封闭式算法具有较高的精度,我们将估计过程表述为一个优化问题。将所设计的算法依次应用于人体的各个关节。实验结果表明,该算法可以高效、鲁棒地实现人体运动捕捉。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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