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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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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. |
format | Online Article Text |
id | pubmed-8777727 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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