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Algorithmic Principles of Remote PPG

IEEE Transactions on Biomedical Engineering · 2016 · Vol. 64(7) · pp. 1479–1491
Wenjin WangAlbertus C. den BrinkerSander StuijkGerard de Haan

Abstract

This paper introduces a mathematical model that incorporates the pertinent optical and physiological properties of skin reflections with the objective to increase our understanding of the algorithmic principles behind remote photoplethysmography (rPPG). The model is used to explain the different choices that were made in existing rPPG methods for pulse extraction. The understanding that comes from the model can be used to design robust or application-specific rPPG solutions. We illustrate this by designing an alternative rPPG method, where a projection plane orthogonal to the skin tone is used for pulse extraction. A large benchmark on the various discussed rPPG methods shows that their relative merits can indeed be understood from the proposed model.

Non-Invasive Vital Sign MonitoringOptical Imaging and Spectroscopy TechniquesECG Monitoring and AnalysisPhotoplethysmogramBenchmark (surveying)Computer scienceArtificial intelligenceProjection (relational algebra)Pulse (music)Machine learningComputer visionAlgorithm

MeSH terms

AlgorithmsBlood Flow VelocityBlood VolumeBlood Volume DeterminationColorimetryComputer SimulationHumansImage Interpretation, Computer-AssistedLightModels, BiologicalPhotographyScattering, RadiationSensitivity and SpecificitySkin Physiological PhenomenaReproducibility of Results

Funding

  • Technische Universiteit Eindhoven
Citations
1,139
FWCI
23.26
field-weighted impact
References
21
Percentile
100%
vs. same field & year
Citations per year
References
Remote plethysmographic imaging using ambient light
Optics Express · 2008 · 1,631 citations
Advancements in Noncontact, Multiparameter Physiological Measurements Using a Webcam
IEEE Transactions on Biomedical Engineering · 2010 · 1,463 citations
Robust Pulse Rate From Chrominance-Based rPPG
IEEE Transactions on Biomedical Engineering · 2013 · 1,283 citations
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