Literature DB >> 24761294

Robust efficient estimation of heart rate pulse from video.

Shuchang Xu1, Lingyun Sun2, Gustavo Kunde Rohde3.   

Abstract

We describe a simple but robust algorithm for estimating the heart rate pulse from video sequences containing human skin in real time. Based on a model of light interaction with human skin, we define the change of blood concentration due to arterial pulsation as a pixel quotient in log space, and successfully use the derived signal for computing the pulse heart rate. Various experiments with different cameras, different illumination condition, and different skin locations were conducted to demonstrate the effectiveness and robustness of the proposed algorithm. Examples computed with normal illumination show the algorithm is comparable with pulse oximeter devices both in accuracy and sensitivity.

Entities:  

Keywords:  (110.2960) Image analysis; (170.3880) Medical and biological imaging

Year:  2014        PMID: 24761294      PMCID: PMC3985994          DOI: 10.1364/BOE.5.001124

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.  Model-based parameter recovery from uncalibrated optical images.

Authors:  S J Preece; I B Styles; S D Cotton; E Claridge; A Calcagni
Journal:  Med Image Comput Comput Assist Interv       Date:  2005

3.  Heart rate measurement based on a time-lapse image.

Authors:  Chihiro Takano; Yuji Ohta
Journal:  Med Eng Phys       Date:  2006-10-30       Impact factor: 2.242

4.  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

5.  Statistical methods for assessing agreement between two methods of clinical measurement.

Authors:  J M Bland; D G Altman
Journal:  Lancet       Date:  1986-02-08       Impact factor: 79.321

6.  Physiological parameter monitoring from optical recordings with a mobile phone.

Authors:  Christopher G Scully; Jinseok Lee; Joseph Meyer; Alexander M Gorbach; Domhnull Granquist-Fraser; Yitzhak Mendelson; Ki H Chon
Journal:  IEEE Trans Biomed Eng       Date:  2011-07-29       Impact factor: 4.538

7.  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

8.  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

Review 9.  A review of the principles of pulse oximetry and accuracy of pulse oximeter estimates during exercise.

Authors:  L J Mengelkoch; D Martin; J Lawler
Journal:  Phys Ther       Date:  1994-01

10.  Photoplethysmographic imaging of high spatial resolution.

Authors:  Alexei A Kamshilin; Serguei Miridonov; Victor Teplov; Riku Saarenheimo; Ervin Nippolainen
Journal:  Biomed Opt Express       Date:  2011-03-29       Impact factor: 3.732

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  16 in total

1.  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

2.  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

3.  Dynamic heart rate measurements from video sequences.

Authors:  Yong-Poh Yu; P Raveendran; Chern-Loon Lim
Journal:  Biomed Opt Express       Date:  2015-06-12       Impact factor: 3.732

4.  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

5.  The value of polarization in camera-based photoplethysmography.

Authors:  Alexander Trumpp; Philipp L Bauer; Stefan Rasche; Hagen Malberg; Sebastian Zaunseder
Journal:  Biomed Opt Express       Date:  2017-05-01       Impact factor: 3.732

6.  Robust real-time heart rate prediction for multiple subjects from facial video using compressive tracking and support vector machine.

Authors:  Lingling Liu; Yuejin Zhao; Lingqin Kong; Ming Liu; Liquan Dong; Feilong Ma; Zongguang Pang
Journal:  J Med Imaging (Bellingham)       Date:  2018-06-29

7.  Influence of polarization filtration on the information readout from pulsating blood vessels.

Authors:  Igor S Sidorov; Maxim A Volynsky; Alexei A Kamshilin
Journal:  Biomed Opt Express       Date:  2016-06-02       Impact factor: 3.732

8.  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

Review 9.  A Review of Deep Learning-Based Contactless Heart Rate Measurement Methods.

Authors:  Aoxin Ni; Arian Azarang; Nasser Kehtarnavaz
Journal:  Sensors (Basel)       Date:  2021-05-27       Impact factor: 3.576

Review 10.  Effectiveness of consumer-grade contactless vital signs monitors: a systematic review and meta-analysis.

Authors:  Chi Pham; Khashayar Poorzargar; Mahesh Nagappa; Aparna Saripella; Matteo Parotto; Marina Englesakis; Kang Lee; Frances Chung
Journal:  J Clin Monit Comput       Date:  2021-07-09       Impact factor: 1.977

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