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3D Articulated Human Motion Analysis System Using a Single Low-Cost RGB-D Sensor

机译:使用单个低成本RGB-D传感器的3D铰接式人体运动分析系统

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In this paper, an cost-effective, highly accurate 3D articulated human motion analysis system is proposed. In the proposed system, a single low-cost RGB-D sensor captures a color image and depth one of human motion. Then, a deep learning-based 2D motion analysis process accurately estimates intermediate 2D articulated human motion from the color image. Finally, a color-to-depth warping-based 3D motion transform process effectively compute final 3D articulated human motion from the depth image. The proposed system is cost-effective but highly accurate. Experimental results show that the proposed system outperforms the commercial system using the same RGB-D sensor when compared in terms of accuracy.
机译:本文提出了一种成本效益,高精度的3D铰接式人体运动分析系统。在所提出的系统中,单个低成本RGB-D传感器捕获彩色图像和深度人类运动之一。然后,基于深度学习的2D运动分析过程精确地估计来自彩色图像的中间2D铰接式人体运动。最后,从深度图像有效地计算最终3D的基于颜色到基于翘曲的3D运动变换过程。所提出的系统具有成本效益但高度准确。实验结果表明,在准确性方面相比,所提出的系统在使用相同的RGB-D传感器时占商业系统。

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