DocumentCode
87911
Title
Robust Pulse Rate From Chrominance-Based rPPG
Author
de Haan, Gerard ; Jeanne, Vincent
Author_Institution
Philips Group Innovation, Eindhoven, Netherlands
Volume
60
Issue
10
fYear
2013
fDate
Oct. 2013
Firstpage
2878
Lastpage
2886
Abstract
Remote photoplethysmography (rPPG) enables contactless monitoring of the blood volume pulse using a regular camera. Recent research focused on improved motion robustness, but the proposed blind source separation techniques (BSS) in RGB color space show limited success. We present an analysis of the motion problem, from which far superior chrominance-based methods emerge. For a population of 117 stationary subjects, we show our methods to perform in 92% good agreement (±1.96σ) with contact PPG, with RMSE and standard deviation both a factor of 2 better than BSS-based methods. In a fitness setting using a simple spectral peak detector, the obtained pulse-rate for modest motion (bike) improves from 79% to 98% correct, and for vigorous motion (stepping) from less than 11% to more than 48% correct. We expect the greatly improved robustness to considerably widen the application scope of the technology.
Keywords
blood; haemodynamics; mean square error methods; medical image processing; photoplethysmography; remote sensing; statistical analysis; BSS-based method; RGB color space; RMSE; blind source separation technique; blood volume pulse monitoring; camera; chrominance-based rPPG; pulse rate; remote photoplethysmography; spectral peak detector; standard deviation; Blood; Cameras; Color; Image color analysis; Robustness; Signal to noise ratio; Skin; Biomedical monitoring; image analysis; photoplethysmography (PPG); remote sensing; Algorithms; Blood Flow Velocity; Colorimetry; Diagnosis, Computer-Assisted; Heart Rate; Humans; Photography; Photoplethysmography; Reproducibility of Results; Sensitivity and Specificity; Skin Physiological Phenomena;
fLanguage
English
Journal_Title
Biomedical Engineering, IEEE Transactions on
Publisher
ieee
ISSN
0018-9294
Type
jour
DOI
10.1109/TBME.2013.2266196
Filename
6523142
Link To Document