Evaluation of Remote Photoplethysmography Measurement Conditions toward Telemedicine Applications

被引:16
作者
Tohma, Akito [1 ]
Nishikawa, Maho [2 ]
Hashimoto, Takuya [1 ]
Yamazaki, Yoichi [3 ]
Sun, Guanghao [2 ]
机构
[1] Tokyo Univ Sci, Dept Mech Engn, Tokyo 1628601, Japan
[2] Univ Electrocommun, Grad Sch Informat & Engn, Tokyo 1820033, Japan
[3] Kanagawa Inst Technol, Dept Home Elect, Atsugi, Kanagawa 2430292, Japan
关键词
telemedicine; remote photoplethysmography (rPPG); blood volume pulse; heart rate variability (HRV); non-contact; remote sensing; HEART-RATE-VARIABILITY; PULSE-RATE; NONCONTACT; PPG;
D O I
10.3390/s21248357
中图分类号
O65 [分析化学];
学科分类号
070302 ; 081704 ;
摘要
Camera-based remote photoplethysmography (rPPG) is a low-cost and casual non-contact heart rate measurement method suitable for telemedicine. Several factors affect the accuracy of measuring the heart rate and heart rate variability (HRV) using rPPG despite HRV being an important indicator for healthcare monitoring. This study aimed to investigate the appropriate setup for precise HRV measurements using rPPG while considering the effects of possible factors including illumination, direction of the light, frame rate of the camera, and body motion. In the lighting conditions experiment, the smallest mean absolute R-R interval (RRI) error was obtained when light greater than 500 lux was cast from the front (among the following conditions-illuminance: 100, 300, 500, and 700 lux; directions: front, top, and front and top). In addition, the RRI and HRV were measured with sufficient accuracy at frame rates above 30 fps. The accuracy of the HRV measurement was greatly reduced when the body motion was not constrained; thus, it is necessary to limit the body motion, especially the head motion, in an actual telemedicine situation. The results of this study can act as guidelines for setting up the shooting environment and camera settings for rPPG use in telemedicine.
引用
收藏
页数:12
相关论文
共 31 条
[11]  
Kichloo Asim, 2020, Fam Med Community Health, V8, DOI 10.1136/fmch-2020-000530
[12]   DistancePPG: Robust non-contact vital signs monitoring using a camera [J].
Kumar, Mayank ;
Veeraraghavan, Ashok ;
Sabharwal, Ashutosh .
BIOMEDICAL OPTICS EXPRESS, 2015, 6 (05) :1565-1588
[13]  
Lin YC, 2017, IEEE ENG MED BIO, P4301, DOI 10.1109/EMBC.2017.8037807
[14]  
Liu H, 2012, IEEE ENG MED BIO, P2088
[15]   Ballistocardiographic Artifacts in PPG Imaging [J].
Moco, Andreia Vieira ;
Stuijk, Sander ;
de Haan, Gerard .
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2016, 63 (09) :1804-1811
[16]  
Moriguchi A, 1992, Clin Auton Res, V2, P267, DOI 10.1007/BF01819547
[17]   CameraHRV: Robust measurement of Heart Rate Variability using a Camera [J].
Pai, Amruta ;
Veeraraghavan, Ashok ;
Sabharwal, Ashutosh .
OPTICAL DIAGNOSTICS AND SENSING XVIII: TOWARD POINT-OF-CARE DIAGNOSTICS, 2018, 10501
[18]  
Papageorgiou A., 2014, THESIS EINDHOVEN U T
[19]   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
[20]   Noncontact imaging photoplethysmography to effectively access pulse rate variability [J].
Sun, Yu ;
Hu, Sijung ;
Azorin-Peris, Vicente ;
Kalawsky, Roy ;
Greenwaldc, Stephen .
JOURNAL OF BIOMEDICAL OPTICS, 2013, 18 (06)