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Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera

Oxygen saturation (SPO(2)) is an important indicator of health, and is usually measured by placing a pulse oximeter in contact with a finger or earlobe. However, this method has a problem in that the skin and the sensor must be in contact, and an additional light source is required. To solve these p...

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Autores principales: Kim, Na Hye, Yu, Su-Gyeong, Kim, So-Eui, Lee, Eui Chul
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8470331/
https://www.ncbi.nlm.nih.gov/pubmed/34577326
http://dx.doi.org/10.3390/s21186120
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author Kim, Na Hye
Yu, Su-Gyeong
Kim, So-Eui
Lee, Eui Chul
author_facet Kim, Na Hye
Yu, Su-Gyeong
Kim, So-Eui
Lee, Eui Chul
author_sort Kim, Na Hye
collection PubMed
description Oxygen saturation (SPO(2)) is an important indicator of health, and is usually measured by placing a pulse oximeter in contact with a finger or earlobe. However, this method has a problem in that the skin and the sensor must be in contact, and an additional light source is required. To solve these problems, we propose a non-contact oxygen saturation measurement technique that uses a single RGB camera in an ambient light environment. Utilizing the fact that oxygenated and deoxygenated hemoglobin have opposite absorption coefficients at green and red wavelengths, the color space of photoplethysmographic (PPG) signals recorded from the faces of study participants were converted to the YCgCr color space. Substituting the peaks and valleys extracted from the converted Cg and Cr PPG signals into the Beer–Lambert law yields the SPO(2) via a linear equation. When the non-contact SPO(2) measurement value was evaluated based on the reference SPO(2) measured with a pulse oximeter, the mean absolute error was 0.537, the root mean square error was 0.692, the Pearson correlation coefficient was 0.86, the cosine similarity was 0.99, and the intraclass correlation coefficient was 0.922. These results confirm the feasibility of non-contact SPO(2) measurements.
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spelling pubmed-84703312021-09-27 Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera Kim, Na Hye Yu, Su-Gyeong Kim, So-Eui Lee, Eui Chul Sensors (Basel) Communication Oxygen saturation (SPO(2)) is an important indicator of health, and is usually measured by placing a pulse oximeter in contact with a finger or earlobe. However, this method has a problem in that the skin and the sensor must be in contact, and an additional light source is required. To solve these problems, we propose a non-contact oxygen saturation measurement technique that uses a single RGB camera in an ambient light environment. Utilizing the fact that oxygenated and deoxygenated hemoglobin have opposite absorption coefficients at green and red wavelengths, the color space of photoplethysmographic (PPG) signals recorded from the faces of study participants were converted to the YCgCr color space. Substituting the peaks and valleys extracted from the converted Cg and Cr PPG signals into the Beer–Lambert law yields the SPO(2) via a linear equation. When the non-contact SPO(2) measurement value was evaluated based on the reference SPO(2) measured with a pulse oximeter, the mean absolute error was 0.537, the root mean square error was 0.692, the Pearson correlation coefficient was 0.86, the cosine similarity was 0.99, and the intraclass correlation coefficient was 0.922. These results confirm the feasibility of non-contact SPO(2) measurements. MDPI 2021-09-12 /pmc/articles/PMC8470331/ /pubmed/34577326 http://dx.doi.org/10.3390/s21186120 Text en © 2021 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 Communication
Kim, Na Hye
Yu, Su-Gyeong
Kim, So-Eui
Lee, Eui Chul
Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title_full Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title_fullStr Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title_full_unstemmed Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title_short Non-Contact Oxygen Saturation Measurement Using YCgCr Color Space with an RGB Camera
title_sort non-contact oxygen saturation measurement using ycgcr color space with an rgb camera
topic Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8470331/
https://www.ncbi.nlm.nih.gov/pubmed/34577326
http://dx.doi.org/10.3390/s21186120
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