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Robust Heart Rate Variability Measurement from Facial Videos

Remote Photoplethysmography (rPPG) is a contactless method that enables the detection of various physiological signals from facial videos. rPPG utilizes a digital camera to detect subtle changes in skin color to measure vital signs such as heart rate variability (HRV), an important biomarker related...

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Detalles Bibliográficos
Autores principales: Odinaev, Ismoil, Wong, Kwan Long, Chin, Jing Wei, Goyal, Raghav, Chan, Tsz Tai, So, Richard H. Y.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10376629/
https://www.ncbi.nlm.nih.gov/pubmed/37508878
http://dx.doi.org/10.3390/bioengineering10070851
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author Odinaev, Ismoil
Wong, Kwan Long
Chin, Jing Wei
Goyal, Raghav
Chan, Tsz Tai
So, Richard H. Y.
author_facet Odinaev, Ismoil
Wong, Kwan Long
Chin, Jing Wei
Goyal, Raghav
Chan, Tsz Tai
So, Richard H. Y.
author_sort Odinaev, Ismoil
collection PubMed
description Remote Photoplethysmography (rPPG) is a contactless method that enables the detection of various physiological signals from facial videos. rPPG utilizes a digital camera to detect subtle changes in skin color to measure vital signs such as heart rate variability (HRV), an important biomarker related to the autonomous nervous system. This paper presents a novel contactless HRV extraction algorithm, WaveHRV, based on the Wavelet Scattering Transform technique, followed by adaptive bandpass filtering and inter-beat-interval (IBI) analysis. Furthermore, a novel method is introduced to preprocess noisy contact-based PPG signals. WaveHRV is bench-marked against existing algorithms and public datasets. Our results show that WaveHRV is promising and achieves the lowest mean absolute error (MAE) of 10.5 ms and 6.15 ms for RMSSD and SDNN on the UBFCrPPG dataset.
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spelling pubmed-103766292023-07-29 Robust Heart Rate Variability Measurement from Facial Videos Odinaev, Ismoil Wong, Kwan Long Chin, Jing Wei Goyal, Raghav Chan, Tsz Tai So, Richard H. Y. Bioengineering (Basel) Article Remote Photoplethysmography (rPPG) is a contactless method that enables the detection of various physiological signals from facial videos. rPPG utilizes a digital camera to detect subtle changes in skin color to measure vital signs such as heart rate variability (HRV), an important biomarker related to the autonomous nervous system. This paper presents a novel contactless HRV extraction algorithm, WaveHRV, based on the Wavelet Scattering Transform technique, followed by adaptive bandpass filtering and inter-beat-interval (IBI) analysis. Furthermore, a novel method is introduced to preprocess noisy contact-based PPG signals. WaveHRV is bench-marked against existing algorithms and public datasets. Our results show that WaveHRV is promising and achieves the lowest mean absolute error (MAE) of 10.5 ms and 6.15 ms for RMSSD and SDNN on the UBFCrPPG dataset. MDPI 2023-07-18 /pmc/articles/PMC10376629/ /pubmed/37508878 http://dx.doi.org/10.3390/bioengineering10070851 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Odinaev, Ismoil
Wong, Kwan Long
Chin, Jing Wei
Goyal, Raghav
Chan, Tsz Tai
So, Richard H. Y.
Robust Heart Rate Variability Measurement from Facial Videos
title Robust Heart Rate Variability Measurement from Facial Videos
title_full Robust Heart Rate Variability Measurement from Facial Videos
title_fullStr Robust Heart Rate Variability Measurement from Facial Videos
title_full_unstemmed Robust Heart Rate Variability Measurement from Facial Videos
title_short Robust Heart Rate Variability Measurement from Facial Videos
title_sort robust heart rate variability measurement from facial videos
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10376629/
https://www.ncbi.nlm.nih.gov/pubmed/37508878
http://dx.doi.org/10.3390/bioengineering10070851
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