Literature DB >> 26137365

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

Mayank Kumar1, Ashok Veeraraghavan1, Ashutosh Sabharwal1.   

Abstract

Vital signs such as pulse rate and breathing rate are currently measured using contact probes. But, non-contact methods for measuring vital signs are desirable both in hospital settings (e.g. in NICU) and for ubiquitous in-situ health tracking (e.g. on mobile phone and computers with webcams). Recently, camera-based non-contact vital sign monitoring have been shown to be feasible. However, camera-based vital sign monitoring is challenging for people with darker skin tone, under low lighting conditions, and/or during movement of an individual in front of the camera. In this paper, we propose distancePPG, a new camera-based vital sign estimation algorithm which addresses these challenges. DistancePPG proposes a new method of combining skin-color change signals from different tracked regions of the face using a weighted average, where the weights depend on the blood perfusion and incident light intensity in the region, to improve the signal-to-noise ratio (SNR) of camera-based estimate. One of our key contributions is a new automatic method for determining the weights based only on the video recording of the subject. The gains in SNR of camera-based PPG estimated using distancePPG translate into reduction of the error in vital sign estimation, and thus expand the scope of camera-based vital sign monitoring to potentially challenging scenarios. Further, a dataset will be released, comprising of synchronized video recordings of face and pulse oximeter based ground truth recordings from the earlobe for people with different skin tones, under different lighting conditions and for various motion scenarios.

Entities:  

Keywords:  (170.0110) Imaging systems; (170.1470) Blood or tissue constituent monitoring; (170.3660) Light propagation in tissues; (280.0280) Remote sensing and sensors

Year:  2015        PMID: 26137365      PMCID: PMC4467696          DOI: 10.1364/BOE.6.001565

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


  14 in total

1.  The difference in pulse transit time to the toe and finger measured by photoplethysmography.

Authors:  M Nitzan; B Khanokh; Y Slovik
Journal:  Physiol Meas       Date:  2002-02       Impact factor: 2.833

2.  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

3.  Contactless multiple wavelength photoplethysmographic imaging: a first step toward "SpO2 camera" technology.

Authors:  F P Wieringa; F Mastik; A F W van der Steen
Journal:  Ann Biomed Eng       Date:  2005-08       Impact factor: 3.934

4.  Evaluation of a new pulse oximeter sensor.

Authors:  Marco Fernandez; Kathy Burns; Beverly Calhoun; Saramma George; Beverly Martin; Chris Weaver
Journal:  Am J Crit Care       Date:  2007-03       Impact factor: 2.228

Review 5.  Photoplethysmography and its application in clinical physiological measurement.

Authors:  John Allen
Journal:  Physiol Meas       Date:  2007-02-20       Impact factor: 2.833

6.  Noncontact simultaneous dual wavelength photoplethysmography: a further step toward noncontact pulse oximetry.

Authors:  Kenneth Humphreys; Tomas Ward; Charles Markham
Journal:  Rev Sci Instrum       Date:  2007-04       Impact factor: 1.523

7.  Smartphone-enabled pulse rate variability: an alternative methodology for the collection of heart rate variability in psychophysiological research.

Authors:  James A J Heathers
Journal:  Int J Psychophysiol       Date:  2013-06-08       Impact factor: 2.997

Review 8.  Opto-physiological modeling applied to photoplethysmographic cardiovascular assessment.

Authors:  Sijung Hu; Vicente Azorin-Peris; Jia Zheng
Journal:  J Healthc Eng       Date:  2013       Impact factor: 2.682

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.  Non-contact heart rate monitoring utilizing camera photoplethysmography in the neonatal intensive care unit - a pilot study.

Authors:  Lonneke A M Aarts; Vincent Jeanne; John P Cleary; C Lieber; J Stuart Nelson; Sidarto Bambang Oetomo; Wim Verkruysse
Journal:  Early Hum Dev       Date:  2013-10-14       Impact factor: 2.079

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  48 in total

1.  Beat-to-beat heart rate estimation fusing multimodal video and sensor data.

Authors:  Christoph Hoog Antink; Hanno Gao; Christoph Brüser; Steffen Leonhardt
Journal:  Biomed Opt Express       Date:  2015-07-15       Impact factor: 3.732

2.  Influence of a skin status on the light interaction with dermis.

Authors:  Alexei A Kamshilin; Oleg V Mamontov; Vasily T Koval; Grigory A Zayats; Roman V Romashko
Journal:  Biomed Opt Express       Date:  2015-10-08       Impact factor: 3.732

3.  Dynamic heart rate estimation using principal component analysis.

Authors:  Yong-Poh Yu; P Raveendran; Chern-Loon Lim; Ban-Hoe Kwan
Journal:  Biomed Opt Express       Date:  2015-10-29       Impact factor: 3.732

4.  Small-Scale Perception in Medical Body Area Networks.

Authors:  Dou Fan; Aifeng Ren; Nan Zhao; Daniyal Haider; Xiaodong Yang; Jie Tian
Journal:  IEEE J Transl Eng Health Med       Date:  2019-11-06       Impact factor: 3.316

5.  Spectral-spatial fusion model for robust blood pulse waveform extraction in photoplethysmographic imaging.

Authors:  Robert Amelard; David A Clausi; Alexander Wong
Journal:  Biomed Opt Express       Date:  2016-11-01       Impact factor: 3.732

6.  Accurate measurement of the pulse wave delay with imaging photoplethysmography.

Authors:  Alexei A Kamshilin; Igor S Sidorov; Laura Babayan; Maxim A Volynsky; Rashid Giniatullin; Oleg V Mamontov
Journal:  Biomed Opt Express       Date:  2016-11-16       Impact factor: 3.732

7.  Motion robust remote photoplethysmography in CIELab color space.

Authors:  Yuting Yang; Chenbin Liu; Hui Yu; Dangdang Shao; Francis Tsow; Nongjian Tao
Journal:  J Biomed Opt       Date:  2016-11-01       Impact factor: 3.170

Review 8.  Photoplethysmography Revisited: From Contact to Noncontact, From Point to Imaging.

Authors:  Yu Sun; Nitish Thakor
Journal:  IEEE Trans Biomed Eng       Date:  2015-09-15       Impact factor: 4.538

9.  Novel health monitoring method using an RGB camera.

Authors:  M A Hassan; A S Malik; D Fofi; N Saad; F Meriaudeau
Journal:  Biomed Opt Express       Date:  2017-10-04       Impact factor: 3.732

10.  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

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