Literature DB >> 29188085

Novel health monitoring method using an RGB camera.

M A Hassan1,2, A S Malik1, D Fofi2, N Saad1, F Meriaudeau1.   

Abstract

In this paper we present a novel health monitoring method by estimating the heart rate and respiratory rate using an RGB camera. The heart rate and the respiratory rate are estimated from the photoplethysmography (PPG) and the respiratory motion. The method mainly operates by using the green spectrum of the RGB camera to generate a multivariate PPG signal to perform multivariate de-noising on the video signal to extract the resultant PPG signal. A periodicity based voting scheme (PVS) was used to measure the heart rate and respiratory rate from the estimated PPG signal. We evaluated our proposed method with a state of the art heart rate measuring method for two scenarios using the MAHNOB-HCI database and a self collected naturalistic environment database. The methods were furthermore evaluated for various scenarios at naturalistic environments such as a motion variance session and a skin tone variance session. Our proposed method operated robustly during the experiments and outperformed the state of the art heart rate measuring methods by compensating the effects of the naturalistic environment.

Keywords:  (330.0330) Vision, color, and visual optics; (330.7326) Visual optics, modeling

Year:  2017        PMID: 29188085      PMCID: PMC5695935          DOI: 10.1364/BOE.8.004838

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


  12 in total

1.  Advancements in noncontact, multiparameter physiological measurements using a webcam.

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

2.  A Novel Algorithm for Remote Photoplethysmography: Spatial Subspace Rotation.

Authors:  Wenjin Wang; Sander Stuijk; Gerard de Haan
Journal:  IEEE Trans Biomed Eng       Date:  2015-12-17       Impact factor: 4.538

3.  Robust pulse rate from chrominance-based rPPG.

Authors:  Gerard de Haan; Vincent Jeanne
Journal:  IEEE Trans Biomed Eng       Date:  2013-06-04       Impact factor: 4.538

4.  DistancePPG: Robust non-contact vital signs monitoring using a camera.

Authors:  Mayank Kumar; Ashok Veeraraghavan; Ashutosh Sabharwal
Journal:  Biomed Opt Express       Date:  2015-04-06       Impact factor: 3.732

5.  Algorithmic Principles of Remote PPG.

Authors:  Wenjin Wang; Albertus C den Brinker; Sander Stuijk; Gerard de Haan
Journal:  IEEE Trans Biomed Eng       Date:  2016-09-13       Impact factor: 4.538

Review 6.  Optical properties of human skin.

Authors:  Tom Lister; Philip A Wright; Paul H Chappell
Journal:  J Biomed Opt       Date:  2012-09       Impact factor: 3.170

7.  Exploiting spatial redundancy of image sensor for motion robust rPPG.

Authors:  Wenjin Wang; Sander Stuijk; Gerard de Haan
Journal:  IEEE Trans Biomed Eng       Date:  2014-09-08       Impact factor: 4.538

8.  Non-contact, automated cardiac pulse measurements using video imaging and blind source separation.

Authors:  Ming-Zher Poh; Daniel J McDuff; Rosalind W Picard
Journal:  Opt Express       Date:  2010-05-10       Impact factor: 3.894

Review 9.  Best practices for using physical activity monitors in population-based research.

Authors:  Charles E Matthews; Maria Hagströmer; David M Pober; Heather R Bowles
Journal:  Med Sci Sports Exerc       Date:  2012-01       Impact factor: 5.411

10.  Non-contact measurement of oxygen saturation with an RGB camera.

Authors:  Alessandro R Guazzi; Mauricio Villarroel; João Jorge; Jonathan Daly; Matthew C Frise; Peter A Robbins; Lionel Tarassenko
Journal:  Biomed Opt Express       Date:  2015-08-11       Impact factor: 3.732

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  4 in total

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Authors:  Miha Finžgar; Primož Podržaj
Journal:  PeerJ       Date:  2018-11-27       Impact factor: 2.984

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

Review 3.  Contactless Vital Signs Monitoring From Videos Recorded With Digital Cameras: An Overview.

Authors:  Nunzia Molinaro; Emiliano Schena; Sergio Silvestri; Fabrizio Bonotti; Damiano Aguzzi; Erika Viola; Fabio Buccolini; Carlo Massaroni
Journal:  Front Physiol       Date:  2022-02-18       Impact factor: 4.566

4.  Multi-ROI Spectral Approach for the Continuous Remote Cardio-Respiratory Monitoring from Mobile Device Built-In Cameras.

Authors:  Nunzia Molinaro; Emiliano Schena; Sergio Silvestri; Carlo Massaroni
Journal:  Sensors (Basel)       Date:  2022-03-25       Impact factor: 3.576

  4 in total

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