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Inertial Motion Capture Costume Design Study

机译:惯性运动捕捉服装设计研究

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摘要

The paper describes a scalable, wearable multi-sensor system for motion capture based on inertial measurement units (IMUs). Such a unit is composed of accelerometer, gyroscope and magnetometer. The final quality of an obtained motion arises from all the individual parts of the described system. The proposed system is a sequence of the following stages: sensor data acquisition, sensor orientation estimation, system calibration, pose estimation and data visualisation. The construction of the system’s architecture with the dataflow programming paradigm makes it easy to add, remove and replace the data processing steps. The modular architecture of the system allows an effortless introduction of a new sensor orientation estimation algorithms. The original contribution of the paper is the design study of the individual components used in the motion capture system. The two key steps of the system design are explored in this paper: the evaluation of sensors and algorithms for the orientation estimation. The three chosen algorithms have been implemented and investigated as part of the experiment. Due to the fact that the selection of the sensor has a significant impact on the final result, the sensor evaluation process is also explained and tested. The experimental results confirmed that the choice of sensor and orientation estimation algorithm affect the quality of the final results.
机译:本文介绍了一种基于惯性测量单元(IMU)的可扩展,可穿戴的多传感器系统,用于运动捕捉。这种单元由加速度计,陀螺仪和磁力计组成。所获得运动的最终质量来自所描述系统的所有各个部分。拟议的系统包括以下几个阶段:传感器数据采集,传感器方向估计,系统校准,姿态估计和数据可视化。利用数据流编程范例构建系统架构,可以轻松添加,删除和替换数据处理步骤。系统的模块化体系结构允许轻松引入新的传感器方向估计算法。本文的最初贡献是对运动捕捉系统中使用的各个组件进行了设计研究。本文探讨了系统设计的两个关键步骤:传感器评估和方向估计算法。作为实验的一部分,已经实现并研究了三种选择的算法。由于传感器的选择会对最终结果产生重大影响,因此还对传感器评估过程进行了说明和测试。实验结果证实,传感器的选择和方向估计算法会影响最终结果的质量。

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