Non-Contact Method of Heart Rate Using a Webcam

被引:5
作者
Zhao, Jin [1 ,2 ]
Huang, Jifeng [1 ]
Jia, Guoqing [3 ]
Ji, Xiaohong [3 ]
Shan, Lianhai [4 ]
机构
[1] Shanghai Normal Univ, Coll Informat Mech & Elect Engn, Shanghai, Peoples R China
[2] Shanghai Res Ctr Wireless Commun, Shanghai 201210, Peoples R China
[3] Qinghai Univ Nationalities, Coll Phys & Elect Informat Engn, Xining, Qinghai, Peoples R China
[4] Shanghai Internet Things Co Ltd, Shanghai 201899, Peoples R China
来源
IEEE 2018 INTERNATIONAL CONGRESS ON CYBERMATICS / 2018 IEEE CONFERENCES ON INTERNET OF THINGS, GREEN COMPUTING AND COMMUNICATIONS, CYBER, PHYSICAL AND SOCIAL COMPUTING, SMART DATA, BLOCKCHAIN, COMPUTER AND INFORMATION TECHNOLOGY | 2018年
基金
中国国家自然科学基金;
关键词
the blood volume pulse; tree component analysis; complete total empirical mode decomposition; heart rate; RISK;
D O I
10.1109/Cybermatics_2018.2018.00315
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Aiming at the defects of traditional heart rate measurement, a blood volume pulse (BVP) signal and estimate heart rate estimate is proposed based on tree component analysis (TCA) and complete total empirical mode decomposition (CEEMD). The region of interest is selected from facial video, which is taken by non-contact camera, and then is separated by TCA to obtain noisy BVP. BVP signal is decomposed into different scale signal which is computed by spectrum analysis to get heart rate. The experiment indicates that the method is consistent with the pulse oximeter, and the 95 % confidence interval of this measurement system is[-1.5,1.5]. Benefiting from property of simplicity and non-contact, this method can be applied to live detection. Moreover, the method can avoid the selection of relevant parameters and reduce the workload of the operators.
引用
收藏
页码:1902 / 1906
页数:5
相关论文
共 15 条
[1]   Relation of Resting Heart Rate to Risk for All-Cause Mortality by Gender After considering Exercise Capacity (the Henry Ford Exercise Testing Project) [J].
Aladin, Amer I. ;
Whelton, Seamus P. ;
Al-Mallah, Mouaz H. ;
Blaha, Michael J. ;
Keteyian, Steven J. ;
Juraschek, Stephen P. ;
Rubin, Jonathan ;
Brawner, Clinton A. ;
Michos, Erin D. .
AMERICAN JOURNAL OF CARDIOLOGY, 2014, 114 (11) :1701-1706
[2]   Robust Discriminative Response Map Fitting with Constrained Local Models [J].
Asthana, Akshay ;
Zafeiriou, Stefanos ;
Cheng, Shiyang ;
Pantic, Maja .
2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, :3444-3451
[3]  
Bach F.R., 2003, J MACHINE LEARNING R, V4, P1205
[4]   High heart rate: a cardiovascular risk factor? [J].
Cook, Stephane ;
Togni, Mario ;
Schaub, Marcus C. ;
Wenaweser, Peter ;
Hess, Otto M. .
EUROPEAN HEART JOURNAL, 2006, 27 (20) :2387-2393
[5]   Characterization of common carotid artery blood-flow waveforms in normal human subjects [J].
Holdsworth, DW ;
Norley, CJD ;
Frayne, R ;
Steinman, DA ;
Rutt, BK .
PHYSIOLOGICAL MEASUREMENT, 1999, 20 (03) :219-240
[6]   The empirical mode decomposition and the Hilbert spectrum for nonlinear and non-stationary time series analysis [J].
Huang, NE ;
Shen, Z ;
Long, SR ;
Wu, MLC ;
Shih, HH ;
Zheng, QN ;
Yen, NC ;
Tung, CC ;
Liu, HH .
PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 1998, 454 (1971) :903-995
[7]   基于人脸视频的非接触式心率测量方法 [J].
刘祎 ;
欧阳健飞 .
Nanotechnology and Precision Engineering, 2016, (01) :76-79
[8]   Advancements in Noncontact, Multiparameter Physiological Measurements Using a Webcam [J].
Poh, Ming-Zher ;
McDuff, Daniel J. ;
Picard, Rosalind W. .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2011, 58 (01) :7-11
[9]  
[戚刚 Qi Gang], 2017, [中国图象图形学报, Journal of Image and Graphics], V22, P126
[10]   Video-based human heart rate measurement using joint blind source separation [J].
Qi, Huan ;
Guo, Zhenyu ;
Chen, Xun ;
Shen, Zhiqi ;
Wang, Z. Jane .
BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2017, 31 :309-320