首页> 外文会议>IEEE Region 10 Humanitarian Technology Conference >A Video based Heart Rate Monitoring System for Drivers Using Photoplethysmography Signal
【24h】

A Video based Heart Rate Monitoring System for Drivers Using Photoplethysmography Signal

机译:基于光电容积描记信号的基于视频的驾驶员心率监测系统

获取原文

摘要

In this paper, a video based contactless heart rate monitoring system for a person driving a car is proposed. This system uses photoplethysmography (PPG) signal extracted from subject's face to measure his heart rate. The PPG signal acquired is effected by the illumination variation and motion artifacts that are induced when the car is moving in real life scenario. Hence, a series of filtering algorithms are applied to reduce the noise to obtain accurate heart rate. The video of subject's face is recorded for ten seconds using dashcam at a frame rate of 30fps. The resolution of image is 640x480 pixels. In each video frame, the subject's face is detected using Viola-Jones face detector algorithm and region of interest (ROI) is segmented to compute the average RedGreen-Blue (RGB) values. The raw PPG signal is then filtered using a series of algorithms such as signal detrending, signal normalization, illumination variation reduction, bandpass filtering, signal smoothing and Joint Approximate Diagonalization Eigenmatrices (JADE) Independent Component Analysis (ICA). Fast Fourier Transform (FFT) is used to transform the filtered PPG signal into frequency domain for peak detection. The frequency component that corresponds to the peak amplitude is the heart rate of the subject, measured in beats per minute (bpm).
机译:在本文中,提出了一种基于视频的非接触式心率监测系统,用于驾驶汽车的人。该系统使用从受试者面部提取的光电容积描记(PPG)信号来测量他的心率。当汽车在现实生活中行驶时,所产生的PPG信号受照明变化和运动伪影的影响。因此,应用了一系列滤波算法来减少噪声以获得准确的心率。使用行车记录仪以30fps的帧速率录制对象面部的视频十秒钟。图像的分辨率为640x480像素。在每个视频帧中,使用Viola-Jones面部检测器算法检测对象的面部,并对感兴趣区域(ROI)进行分段以计算平均RedGreen-Blue(RGB)值。然后使用一系列算法对原始PPG信号进行滤波,例如信号去趋势,信号归一化,照度变化减少,带通滤波,信号平滑和联合近似对角化本征矩阵(JADE)独立分量分析(ICA)。快速傅里叶变换(FFT)用于将滤波后的PPG信号变换到频域以进行峰值检测。对应于峰值幅度的频率分量是对象的心率,以每分钟心跳数(bpm)度量。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号