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Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge

The robust monitoring of heart rate from the video-photoplethysmogram (video-PPG) during challenging conditions requires new analysis techniques. The work reported here extends current research in this area by applying a motion tolerant algorithm to extract high quality video-PPGs from a cohort of s...

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Autores principales: Addison, Paul S., Jacquel, Dominique, Foo, David M. H., Borg, Ulf R.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6132623/
https://www.ncbi.nlm.nih.gov/pubmed/29124562
http://dx.doi.org/10.1007/s10877-017-0076-1
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author Addison, Paul S.
Jacquel, Dominique
Foo, David M. H.
Borg, Ulf R.
author_facet Addison, Paul S.
Jacquel, Dominique
Foo, David M. H.
Borg, Ulf R.
author_sort Addison, Paul S.
collection PubMed
description The robust monitoring of heart rate from the video-photoplethysmogram (video-PPG) during challenging conditions requires new analysis techniques. The work reported here extends current research in this area by applying a motion tolerant algorithm to extract high quality video-PPGs from a cohort of subjects undergoing marked heart rate changes during a hypoxic challenge, and exhibiting a full range of skin pigmentation types. High uptimes in reported video-based heart rate (HR(vid)) were targeted, while retaining high accuracy in the results. Ten healthy volunteers were studied during a double desaturation hypoxic challenge. Video-PPGs were generated from the acquired video image stream and processed to generate heart rate. HR(vid) was compared to the pulse rate posted by a reference pulse oximeter device (HR(p)). Agreement between video-based heart rate and that provided by the pulse oximeter was as follows: Bias = − 0.21 bpm, RMSD = 2.15 bpm, least squares fit gradient = 1.00 (Pearson R = 0.99, p < 0.0001), with a 98.78% reporting uptime. The difference between the HR(vid) and HR(p) exceeded 5 and 10 bpm, for 3.59 and 0.35% of the reporting time respectively, and at no point did these differences exceed 25 bpm. Excellent agreement was found between the HR(vid) and HR(p) in a study covering the whole range of skin pigmentation types (Fitzpatrick scales I–VI), using standard room lighting and with moderate subject motion. Although promising, further work should include a larger cohort with multiple subjects per Fitzpatrick class combined with a more rigorous motion and lighting protocol.
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spelling pubmed-61326232018-09-13 Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge Addison, Paul S. Jacquel, Dominique Foo, David M. H. Borg, Ulf R. J Clin Monit Comput Original Research The robust monitoring of heart rate from the video-photoplethysmogram (video-PPG) during challenging conditions requires new analysis techniques. The work reported here extends current research in this area by applying a motion tolerant algorithm to extract high quality video-PPGs from a cohort of subjects undergoing marked heart rate changes during a hypoxic challenge, and exhibiting a full range of skin pigmentation types. High uptimes in reported video-based heart rate (HR(vid)) were targeted, while retaining high accuracy in the results. Ten healthy volunteers were studied during a double desaturation hypoxic challenge. Video-PPGs were generated from the acquired video image stream and processed to generate heart rate. HR(vid) was compared to the pulse rate posted by a reference pulse oximeter device (HR(p)). Agreement between video-based heart rate and that provided by the pulse oximeter was as follows: Bias = − 0.21 bpm, RMSD = 2.15 bpm, least squares fit gradient = 1.00 (Pearson R = 0.99, p < 0.0001), with a 98.78% reporting uptime. The difference between the HR(vid) and HR(p) exceeded 5 and 10 bpm, for 3.59 and 0.35% of the reporting time respectively, and at no point did these differences exceed 25 bpm. Excellent agreement was found between the HR(vid) and HR(p) in a study covering the whole range of skin pigmentation types (Fitzpatrick scales I–VI), using standard room lighting and with moderate subject motion. Although promising, further work should include a larger cohort with multiple subjects per Fitzpatrick class combined with a more rigorous motion and lighting protocol. Springer Netherlands 2017-11-09 2018 /pmc/articles/PMC6132623/ /pubmed/29124562 http://dx.doi.org/10.1007/s10877-017-0076-1 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Research
Addison, Paul S.
Jacquel, Dominique
Foo, David M. H.
Borg, Ulf R.
Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title_full Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title_fullStr Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title_full_unstemmed Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title_short Video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
title_sort video-based heart rate monitoring across a range of skin pigmentations during an acute hypoxic challenge
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6132623/
https://www.ncbi.nlm.nih.gov/pubmed/29124562
http://dx.doi.org/10.1007/s10877-017-0076-1
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