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Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring

In this study, a contactless vital signs monitoring system was proposed, which can measure body temperature (BT), heart rate (HR) and respiration rate (RR) for people with and without face masks using a thermal and an RGB camera. The convolution neural network (CNN) based face detector was applied a...

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Detalles Bibliográficos
Autores principales: Yang, Fan, He, Shan, Sadanand, Siddharth, Yusuf, Aroon, Bolic, Miodrag
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8777727/
https://www.ncbi.nlm.nih.gov/pubmed/35062589
http://dx.doi.org/10.3390/s22020627
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author Yang, Fan
He, Shan
Sadanand, Siddharth
Yusuf, Aroon
Bolic, Miodrag
author_facet Yang, Fan
He, Shan
Sadanand, Siddharth
Yusuf, Aroon
Bolic, Miodrag
author_sort Yang, Fan
collection PubMed
description In this study, a contactless vital signs monitoring system was proposed, which can measure body temperature (BT), heart rate (HR) and respiration rate (RR) for people with and without face masks using a thermal and an RGB camera. The convolution neural network (CNN) based face detector was applied and three regions of interest (ROIs) were located based on facial landmarks for vital sign estimation. Ten healthy subjects from a variety of ethnic backgrounds with skin colors from pale white to darker brown participated in several different experiments. The absolute error (AE) between the estimated HR using the proposed method and the reference HR from all experiments is [Formula: see text] beats/min (mean ± std), and the AE between the estimated RR and the reference RR from all experiments is [Formula: see text] breaths/min (mean ± std) at a distance of 0.6–1.2 m.
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spelling pubmed-87777272022-01-22 Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring Yang, Fan He, Shan Sadanand, Siddharth Yusuf, Aroon Bolic, Miodrag Sensors (Basel) Article In this study, a contactless vital signs monitoring system was proposed, which can measure body temperature (BT), heart rate (HR) and respiration rate (RR) for people with and without face masks using a thermal and an RGB camera. The convolution neural network (CNN) based face detector was applied and three regions of interest (ROIs) were located based on facial landmarks for vital sign estimation. Ten healthy subjects from a variety of ethnic backgrounds with skin colors from pale white to darker brown participated in several different experiments. The absolute error (AE) between the estimated HR using the proposed method and the reference HR from all experiments is [Formula: see text] beats/min (mean ± std), and the AE between the estimated RR and the reference RR from all experiments is [Formula: see text] breaths/min (mean ± std) at a distance of 0.6–1.2 m. MDPI 2022-01-14 /pmc/articles/PMC8777727/ /pubmed/35062589 http://dx.doi.org/10.3390/s22020627 Text en © 2022 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
Yang, Fan
He, Shan
Sadanand, Siddharth
Yusuf, Aroon
Bolic, Miodrag
Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title_full Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title_fullStr Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title_full_unstemmed Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title_short Contactless Measurement of Vital Signs Using Thermal and RGB Cameras: A Study of COVID 19-Related Health Monitoring
title_sort contactless measurement of vital signs using thermal and rgb cameras: a study of covid 19-related health monitoring
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8777727/
https://www.ncbi.nlm.nih.gov/pubmed/35062589
http://dx.doi.org/10.3390/s22020627
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