Literature DB >> 27778207

Estimation of breathing rate in thermal imaging videos: a pilot study on healthy human subjects.

Carina Barbosa Pereira1, Xinchi Yu2, Michael Czaplik3, Vladimir Blazek2,4, Boudewijn Venema2, Steffen Leonhardt2.   

Abstract

Diverse studies have demonstrated the importance of monitoring breathing rate (BR). Commonly, changes in BR are one of the earliest and major markers of serious complications/illness. However, it is frequently neglected due to limitations of clinically established measurement techniques, which require attachment of sensors. The employment of adhesive pads or thoracic belts in preterm infants as well as in traumatized or burned patients is an additional paramount issue. The present paper proposes a new robust approach, based on data fusion, to remotely monitor BR using infrared thermography (IRT). The algorithm considers not only temperature modulation around mouth and nostrils but also the movements of both shoulders. The data of these four sensors/regions of interest need to be further fused to reach improved accuracy. To investigate the performance of our approach, two different experiments (phase A: normal breathing, phase B: simulation of breathing disorders) on twelve healthy volunteers were performed. Thoracic effort (piezoplethysmography) was simultaneously acquired to validate our results. Excellent agreements between BR estimated with IRT and gold standard were achieved. While in phase A a mean correlation of 0.98 and a root-mean-square error (RMSE) of 0.28 bpm was reached, in phase B the mean correlation and the RMSE hovered around 0.95 and 3.45 bpm, respectively. The higher RMSE in phase B results predominantly from delays between IRT and gold standard in BR transitions: eupnea/apnea, apnea/tachypnea etc. Moreover, this study also demonstrates the capability of IRT to capture varied breathing disorders, and consecutively, to assess respiratory function. In summary, IRT might be a promising monitoring alternative to the conventional contact-based techniques regarding its performance and remarkable capabilities.

Entities:  

Keywords:  Breathing disorders; Data fusion; Physiological monitoring; Respiratory rate; Thermal imaging

Mesh:

Year:  2016        PMID: 27778207     DOI: 10.1007/s10877-016-9949-y

Source DB:  PubMed          Journal:  J Clin Monit Comput        ISSN: 1387-1307            Impact factor:   2.502


  35 in total

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Authors:  Alejandro Rodríguez-Molinero; Leire Narvaiza; Jorge Ruiz; César Gálvez-Barrón
Journal:  J Am Geriatr Soc       Date:  2013-12       Impact factor: 5.562

3.  Performance of Masimo rainbow acoustic monitoring for tracking changing respiratory rates under laryngeal mask airway general anesthesia for surgical procedures in the operating room: a prospective observational study.

Authors:  Joshua H Atkins; Jeff E Mandel
Journal:  Anesth Analg       Date:  2014-12       Impact factor: 5.108

Review 4.  How to ensure patient observations lead to prompt identification of tachypnoea.

Authors:  Phil Jevon
Journal:  Nurs Times       Date:  2010 Jan 19-25

Review 5.  Diagnostic approaches to respiratory sleep disorders.

Authors:  Renata L Riha
Journal:  J Thorac Dis       Date:  2015-08       Impact factor: 2.895

6.  Non-contact respiratory rate measurement validation for hospitalized patients.

Authors:  Amy D Droitcour; Todd B Seto; Byung-Kwon Park; Shuhei Yamada; Alex Vergara; Charles El Hourani; Tommy Shing; Andrea Yuen; Victor M Lubecke; Olga Boric-Lubecke
Journal:  Conf Proc IEEE Eng Med Biol Soc       Date:  2009

7.  Documentation of clinical review and vital signs after major surgery.

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Journal:  Med J Aust       Date:  2008-10-06       Impact factor: 7.738

8.  Association between clinically abnormal observations and subsequent in-hospital mortality: a prospective study.

Authors:  Michael Buist; Stephen Bernard; Tuan V Nguyen; Gaye Moore; Jeremy Anderson
Journal:  Resuscitation       Date:  2004-08       Impact factor: 5.262

9.  Neonatal non-contact respiratory monitoring based on real-time infrared thermography.

Authors:  Abbas K Abbas; Konrad Heimann; Katrin Jergus; Thorsten Orlikowsky; Steffen Leonhardt
Journal:  Biomed Eng Online       Date:  2011-10-20       Impact factor: 2.819

10.  Brainstem involvement as a cause of central sleep apnea: pattern of microstructural cerebral damage in patients with cerebral microangiopathy.

Authors:  Thomas Duning; Michael Deppe; Eva Brand; Jörg Stypmann; Charlotte Becht; Anna Heidbreder; Peter Young
Journal:  PLoS One       Date:  2013-04-23       Impact factor: 3.240

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  6 in total

Review 1.  Journal of Clinical Monitoring and Computing 2017 end of year summary: respiration.

Authors:  D S Karbing; G Perchiazzi; S E Rees; M B Jaffe
Journal:  J Clin Monit Comput       Date:  2018-02-26       Impact factor: 2.502

Review 2.  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

3.  Perspective review of optical imaging in welfare assessment in animal-based research.

Authors:  Carina Pereira; Janosch Kunczik; André Bleich; Christine Haeger; Fabian Kiessling; Thomas Thum; René Tolba; Ute Lindauer; Stefan Treue; Michael Czaplik
Journal:  J Biomed Opt       Date:  2019-07       Impact factor: 3.170

4.  Non-Contact Respiration Monitoring and Body Movements Detection for Sleep Using Thermal Imaging.

Authors:  Prasara Jakkaew; Takao Onoye
Journal:  Sensors (Basel)       Date:  2020-11-05       Impact factor: 3.576

5.  Vocalization-associated respiration patterns: thermography-based monitoring and detection of preparation for calling.

Authors:  Vlad Demartsev; Marta B Manser; Glenn J Tattersall
Journal:  J Exp Biol       Date:  2022-03-10       Impact factor: 3.312

6.  Monitoring of Cardiorespiratory Signals Using Thermal Imaging: A Pilot Study on Healthy Human Subjects.

Authors:  Carina Barbosa Pereira; Michael Czaplik; Vladimir Blazek; Steffen Leonhardt; Daniel Teichmann
Journal:  Sensors (Basel)       Date:  2018-05-13       Impact factor: 3.576

  6 in total

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