智能教育非接触式多人心率测量方法研究

Yueqi Lian, JongSong Ryu, Suqiu Wang, Shili Liang, Oh Kyongil
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引用次数: 1

摘要

获取学生在课堂上的学习状态信息是实现智能化教育的前提,而心率(HR)是反映学生学习状态的重要信息。成像光体积脉搏波(iPPG)是一种非接触式的生理指标测量技术,有利于智能教育的推广。本文针对教学场景,设计了一种基于视频的非接触式多人心率测量系统。首先,通过一种新的空间平均方法,有效地利用人脸各部分的HR信息,获得高信噪比的原始信号;然后,结合颜色失真滤波和基于平面正交蒙皮的方法去除原始信号中不受欢迎的各种噪声。实验结果表明,该系统具有较高的人力资源测量性能,平均绝对误差为0.90 bpm,均方根误差为1.7 bpm, Pearson相关系数为0.98。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on Non-contact Multi-person Heart Rate Measurement Method for Intelligent Education
Obtaining the learning status information of stu-dents in class is the premise of realizing intelligent education, and heart rate (HR) is important information reflecting the learning status of students. Imaging Photoplethysmography (iPPG) is a non-contact measuring technology of physiological indicators, which is beneficial to the promotion of intelligent education. In this paper, a non-contact multi-person heart rate measurement system based on video is designed for teaching scenarios. First, the raw signal with a high signal-to-noise ratio (SNR) is obtained through a new spatial averaging method that effectively uses the HR information contained in every part of the face. Next, unde-sirable various noises in the raw signal are removed by combining the color-distortion filtering and plane-orthogonal-to-skin based method. The experimental results show that this system has high HR measurement performance while the mean absolute error, root mean squared error, and Pearson correlation coeffi-cient is 0.90 bpm, 1.7 bpm, and 0.98, respectively.
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