一种具有成本效益的步态分析IMU系统的开发和评估:与Vicon和VideoPose3D算法的比较

Nikolas Wilhelm, Sami Haddadin, Carina M. Micheler, Jan J. Lang, Florian Hinterwimmer, Victor Schaack, Ricardo Smits, Rainer Burgkart
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引用次数: 0

摘要

摘要:本研究旨在开发和评估一种具有成本效益的用于步态分析的惯性测量单元(IMU)系统,并将其与Vicon系统和VideoPose3D算法的性能进行比较。该系统包括五个校准传感器和一个移动应用程序,用于测量步态和爬楼梯时的下半身方向。八名健康的参与者参与了这项实验,每人重复十次来分析髋关节和膝关节的屈曲角度。与基于深度学习的方法相比,IMU系统的均方误差显著降低,结果与Vicon系统相当,表明其具有临床和研究应用的潜力。
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Development and Evaluation of a Cost-effective IMU System for Gait Analysis: Comparison with Vicon and VideoPose3D Algorithms
Abstract This study aimed to develop and evaluate a costeffective Inertial Measurement Unit (IMU) system for gait analysis, comparing its performance with the Vicon system and the VideoPose3D algorithm. The system comprises five calibrated sensors and a mobile app to measure lower body orientation during gait and stair climbing. Eight healthy participants were involved in the experiment, each performing ten repetitions to analyze hip and knee flexion angles. The IMU system demonstrated significantly lower mean square error than deep learning-based approaches and comparable results to the Vicon system, indicating its potential for clinical and research applications.
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来源期刊
Current Directions in Biomedical Engineering
Current Directions in Biomedical Engineering Engineering-Biomedical Engineering
CiteScore
0.90
自引率
0.00%
发文量
239
审稿时长
14 weeks
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