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Robust Pulse Rate From Chrominance-Based rPPG

IEEE Transactions on Biomedical Engineering · 2013 · Vol. 60(10) · pp. 2878–2886
Gerard de HaanVincent Jeanne

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.

Non-Invasive Vital Sign MonitoringEEG and Brain-Computer InterfacesHeart Rate Variability and Autonomic ControlChrominancePhotoplethysmogramRobustness (evolution)Computer visionRGB color modelComputer scienceArtificial intelligenceStandard deviationDetectorMathematics

MeSH terms

AlgorithmsBlood Flow VelocityColorimetryDiagnosis, Computer-AssistedHeart RateHumansPhotographySensitivity and SpecificitySkin Physiological PhenomenaReproducibility of ResultsPhotoplethysmography
Citations
1,283
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Cited by
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References
Remote plethysmographic imaging using ambient light
Optics Express · 2008 · 1,631 citations
High-Order Contrasts for Independent Component Analysis
Neural Computation · 1999 · 1,216 citations
Robust Real-Time Face Detection
International Journal of Computer Vision · 2004 · 14,142 citations
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