Literature DB >> 28018717

Robust respiration detection from remote photoplethysmography.

Mark van Gastel1, Sander Stuijk1, Gerard de Haan2.   

Abstract

Continuous monitoring of respiration is essential for early detection of critical illness. Current methods require sensors attached to the body and/or are not robust to subject motion. Alternative camera-based solutions have been presented using motion vectors and remote photoplethysmography. In this work, we present a non-contact camera-based method to detect respiration, which can operate in both visible and dark lighting conditions by detecting the respiratory-induced colour differences of the skin. We make use of the close similarity between skin colour variations caused by the beating of the heart and those caused by respiration, leading to a much improved signal quality compared to single-channel approaches. Essentially, we propose to find the linear combination of colour channels which suppresses the distortions best in a frequency band including pulse rate, and subsequently we use this same linear combination to extract the respiratory signal in a lower frequency band. Evaluation results obtained from recordings on healthy subjects which perform challenging scenarios, including motion, show that respiration can be accurately detected over the entire range of respiratory frequencies, with a correlation coefficient of 0.96 in visible light and 0.98 in infrared, compared to 0.86 with the best-performing non-contact benchmark algorithm. Furthermore, evaluation on a set of videos recorded in a Neonatal Intensive Care Unit (NICU) shows that this technique looks promising as a future alternative to current contact-sensors showing a correlation coefficient of 0.87.

Keywords:  (170.0170) Medical optics and biotechnology; (170.1470) Blood or tissue constituent monitoring; (170.3660) Light propagation in tissues; (280.0280) Remote sensing and sensors

Year:  2016        PMID: 28018717      PMCID: PMC5175543          DOI: 10.1364/BOE.7.004941

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  23 in total

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Authors:  Ming-Zher Poh; Daniel J McDuff; Rosalind W Picard
Journal:  IEEE Trans Biomed Eng       Date:  2010-10-14       Impact factor: 4.538

2.  An algorithm for the detection of individual breaths from the pulse oximeter waveform.

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Authors:  Mark van Gastel; Sander Stuijk; Gerard de Haan
Journal:  IEEE Trans Biomed Eng       Date:  2015-01-09       Impact factor: 4.538

Review 4.  Respiration rate monitoring methods: a review.

Authors:  F Q Al-Khalidi; R Saatchi; D Burke; H Elphick; S Tan
Journal:  Pediatr Pulmonol       Date:  2011-01-31

Review 5.  Computer-Vision-Guided Human Pulse Rate Estimation: A Review.

Authors:  Arindam Sikdar; Santosh Kumar Behera; Debi Prosad Dogra
Journal:  IEEE Rev Biomed Eng       Date:  2016-04-07

6.  Developing an algorithm for pulse oximetry derived respiratory rate (RR(oxi)): a healthy volunteer study.

Authors:  Paul S Addison; James N Watson; Michael L Mestek; Roger S Mecca
Journal:  J Clin Monit Comput       Date:  2012-01-10       Impact factor: 2.502

7.  Prediction of critical illness during out-of-hospital emergency care.

Authors:  Christopher W Seymour; Jeremy M Kahn; Colin R Cooke; Timothy R Watkins; Susan R Heckbert; Thomas D Rea
Journal:  JAMA       Date:  2010-08-18       Impact factor: 56.272

Review 8.  Respiration signals from photoplethysmography.

Authors:  Lena M Nilsson
Journal:  Anesth Analg       Date:  2013-02-28       Impact factor: 5.108

9.  Remote plethysmographic imaging using ambient light.

Authors:  Wim Verkruysse; Lars O Svaasand; J Stuart Nelson
Journal:  Opt Express       Date:  2008-12-22       Impact factor: 3.894

10.  An assessment of algorithms to estimate respiratory rate from the electrocardiogram and photoplethysmogram.

Authors:  Peter H Charlton; Timothy Bonnici; Lionel Tarassenko; David A Clifton; Richard Beale; Peter J Watkinson
Journal:  Physiol Meas       Date:  2016-03-30       Impact factor: 2.833

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  15 in total

1.  Robust tracking of respiratory rate in high-dynamic range scenes using mobile thermal imaging.

Authors:  Youngjun Cho; Simon J Julier; Nicolai Marquardt; Nadia Bianchi-Berthouze
Journal:  Biomed Opt Express       Date:  2017-09-13       Impact factor: 3.732

2.  Assessing blood vessel perfusion and vital signs through retinal imaging photoplethysmography.

Authors:  Harnani Hassan; Sheila Jaidka; Vincent M Dwyer; Sijung Hu
Journal:  Biomed Opt Express       Date:  2018-04-26       Impact factor: 3.732

Review 3.  Advancements in Methods and Camera-Based Sensors for the Quantification of Respiration.

Authors:  Haythem Rehouma; Rita Noumeir; Sandrine Essouri; Philippe Jouvet
Journal:  Sensors (Basel)       Date:  2020-12-17       Impact factor: 3.576

4.  Non-invasive continuous respiratory monitoring using temperature-based sensors.

Authors:  Daniel E Hurtado; Angel Abusleme; Javier A P Chávez
Journal:  J Clin Monit Comput       Date:  2019-06-03       Impact factor: 2.502

5.  Contact and Remote Breathing Rate Monitoring Techniques: A Review.

Authors:  Mohamed Ali; Ali Elsayed; Arnaldo Mendez; Yvon Savaria; Mohamad Sawan
Journal:  IEEE Sens J       Date:  2021-04-12       Impact factor: 4.325

6.  Unobtrusive Vital Sign Monitoring in Automotive Environments-A Review.

Authors:  Steffen Leonhardt; Lennart Leicht; Daniel Teichmann
Journal:  Sensors (Basel)       Date:  2018-09-13       Impact factor: 3.576

Review 7.  A Broader Look: Camera-Based Vital Sign Estimation across the Spectrum.

Authors:  Christoph Hoog Antink; Simon Lyra; Michael Paul; Xinchi Yu; Steffen Leonhardt
Journal:  Yearb Med Inform       Date:  2019-08-16

8.  An open-source remote heart rate imaging method with practical apparatus and algorithms.

Authors:  Koen M van der Kooij; Marnix Naber
Journal:  Behav Res Methods       Date:  2019-10

9.  Non-contact physiological monitoring of preterm infants in the Neonatal Intensive Care Unit.

Authors:  Mauricio Villarroel; Sitthichok Chaichulee; João Jorge; Sara Davis; Gabrielle Green; Carlos Arteta; Andrew Zisserman; Kenny McCormick; Peter Watkinson; Lionel Tarassenko
Journal:  NPJ Digit Med       Date:  2019-12-12

10.  Non-Contact Respiration Measurement Method Based on RGB Camera Using 1D Convolutional Neural Networks.

Authors:  Hyeon-Sang Hwang; Eui-Chul Lee
Journal:  Sensors (Basel)       Date:  2021-05-15       Impact factor: 3.576

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