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Non-contact, automated cardiac pulse measurements using video imaging and blind source separation

Optics Express · 2010 · Vol. 18(10) · pp. 10762–10762
Ming‐Zher PohDaniel McDuffRosalind W. Picard

Abstract

Remote measurements of the cardiac pulse can provide comfortable physiological assessment without electrodes. However, attempts so far are non-automated, susceptible to motion artifacts and typically expensive. In this paper, we introduce a new methodology that overcomes these problems. This novel approach can be applied to color video recordings of the human face and is based on automatic face tracking along with blind source separation of the color channels into independent components. Using Bland-Altman and correlation analysis, we compared the cardiac pulse rate extracted from videos recorded by a basic webcam to an FDA-approved finger blood volume pulse (BVP) sensor and achieved high accuracy and correlation even in the presence of movement artifacts. Furthermore, we applied this technique to perform heart rate measurements from three participants simultaneously. This is the first demonstration of a low-cost accurate video-based method for contact-free heart rate measurements that is automated, motion-tolerant and capable of performing concomitant measurements on more than one person at a time.

Non-Invasive Vital Sign MonitoringHeart Rate Variability and Autonomic ControlECG Monitoring and AnalysisComputer scienceArtificial intelligenceComputer visionPulse (music)Blind signal separationTracking (education)Face (sociological concept)Independent component analysisOpticsChannel (broadcasting)

MeSH terms

ColorimetryElectrocardiographyFaceHeart RateHumansImage Interpretation, Computer-AssistedPattern Recognition, AutomatedPhotographyPulseSensitivity and SpecificityVideo RecordingReproducibility of Results

Funding

  • Nancy Lurie Marks Family Foundation
Citations
1,577
FWCI
19.27
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References
33
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100%
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