Ballistocardiographic Artifacts in PPG Imaging

被引:53
作者
Moco, Andreia Vieira [1 ]
Stuijk, Sander [1 ]
de Haan, Gerard [2 ]
机构
[1] Eindhoven Univ Technol, Elect Syst Grp, NL-5600 MB Eindhoven, Netherlands
[2] Philips Res, Philips Innovat Grp, Amsterdam, Netherlands
关键词
Artifacts; ballistocardiography; PPG imaging;
D O I
10.1109/TBME.2015.2502398
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Objective: Photoplethysmography (PPG) is a noninvasive technique to measure the blood-volume pulse and derive various vital signs. Camera-based PPG imaging was recently proposed for clinical microvascular assessment, butmotion robustness is still an issue for this technique. Our study aims to quantify cardiac-related, i.e., ballistocardiographic (BCG), motion as a source of artifacts in PPG imaging. Methods: In this paper, using the human head as a relevant region of interest, the amplitude of BCG-artifacts was modeled for a Lambertian surface illuminated by a light source. To derive peak-to-peak head displacements for the model, we recorded, on 54 subjects, PPG and inertial sensor data at the pulse and cranial vertex. We simulated the effect of light source location at a mesh representation of a human face and conducted additional experiments on a real subject. Results: Under nonorthogonal illumination, the relative strength of the BCG artifacts is strong enough, compared to the amplitude of PPG signals, to compromise PPG imaging in realistic scenarios. Particularly affected are the signals obtained in the nongreen part of the spectrum and/or when the incident angle at the skin surface exceeds 45 degrees. Conclusion: From the model and an additional experiment conducted on real skin, we were able to prove that homogenous and orthogonal illumination is a means to minimize the problem. Significance: Our illumination recommendation provides a simple and effective means to improve the validity of remote PPG-imagers. We hope that it helps to prevent mistakes currently seen in many publications on remote PPG.
引用
收藏
页码:1804 / 1811
页数:8
相关论文
共 31 条
[1]   Photoplethysmography and its application in clinical physiological measurement [J].
Allen, John .
PHYSIOLOGICAL MEASUREMENT, 2007, 28 (03) :R1-R39
[2]   Microvascular imaging: techniques and opportunities for clinical physiological measurements [J].
Allen, John ;
Howell, Kevin .
PHYSIOLOGICAL MEASUREMENT, 2014, 35 (07) :R91-R141
[3]  
[Anonymous], 2006, INT STANDARDS ANTHRO
[4]   Detecting Pulse from Head Motions in Video [J].
Balakrishnan, Guha ;
Durand, Fredo ;
Guttag, John .
2013 IEEE CONFERENCE ON COMPUTER VISION AND PATTERN RECOGNITION (CVPR), 2013, :3430-3437
[5]  
Blanik N., 2014, P SOC PHOTO-OPT INS, V9034
[6]   Hybrid optical imaging technology for long-term remote monitoring of skin perfusion and temperature behavior [J].
Blanik, Nikolai ;
Abbas, Abbas K. ;
Venema, Boudewijn ;
Blazek, Vladimir ;
Leonhardt, Steffen .
JOURNAL OF BIOMEDICAL OPTICS, 2014, 19 (01)
[7]  
Blazek V., 2014, P SOC PHOTO-OPT INS, V3923, P2
[8]  
Corral L. F., 2011, P 22 C INT COMM OPT, V8011
[9]  
Da He D, 2011, IEEE ENG MED BIO, P4729, DOI 10.1109/IEMBS.2011.6091171
[10]   Robust Pulse Rate From Chrominance-Based rPPG [J].
de Haan, Gerard ;
Jeanne, Vincent .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2013, 60 (10) :2878-2886