Heart Rate and Heart Rate Variability From Single-Channel Video and ICA Integration of Multiple Signals

Unobtrusive monitoring of vital signs is relevant for both medical (patient monitoring) and non-medical applications (e.g., stress and fatigue monitoring). In this paper, we focus on the use of imaging photoplethysmography (iPPG). High frame rate videos were acquired by using a monochrome camera and...

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Veröffentlicht in:IEEE journal of biomedical and health informatics 2019-11, Vol.23 (6), p.2398-2408
Hauptverfasser: Favilla, Riccardo, Zuccala, Veronica Chiara, Coppini, Giuseppe
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Sprache:eng
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Zusammenfassung:Unobtrusive monitoring of vital signs is relevant for both medical (patient monitoring) and non-medical applications (e.g., stress and fatigue monitoring). In this paper, we focus on the use of imaging photoplethysmography (iPPG). High frame rate videos were acquired by using a monochrome camera and an optical band-pass filter (\text{560}\pm \text{20} nm). To enhance iPPG signal, we investigated the use of independent component analysis (ICA) pre-processing applied to iPPG signal from different regions of the face. Methodology was tested on \text{30} healthy volunteers. Heart rate (HR) and standard time and frequency domain descriptors of heart rate variability (HRV), simultaneously extracted from videos and ECG data, were compared. A mean absolute error (MAE) about 3.812 ms was observed for normal-to-normal intervals with or without ICA pre-processing. Smaller MAE values of frequency domain descriptors were observed when ICA pre-processing was used. The impact of both video frame rate and video signal interval were also analyzed. All the results support the conclusion that proposed ICA pre-processing can effectively improve the HR and HRV assessment from iPPG.
ISSN:2168-2194
2168-2208
DOI:10.1109/JBHI.2018.2880097