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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...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Netherlands
2017
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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. |
format | Online Article Text |
id | pubmed-6132623 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer Netherlands |
record_format | MEDLINE/PubMed |
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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