Literature DB >> 29552419

Bounded Kalman filter method for motion-robust, non-contact heart rate estimation.

Sakthi Kumar Arul Prakash1, Conrad S Tucker2.   

Abstract

The authors of this work present a real-time measurement of heart rate across different lighting conditions and motion categories. This is an advancement over existing remote Photo Plethysmography (rPPG) methods that require a static, controlled environment for heart rate detection, making them impractical for real-world scenarios wherein a patient may be in motion, or remotely connected to a healthcare provider through telehealth technologies. The algorithm aims to minimize motion artifacts such as blurring and noise due to head movements (uniform, random) by employing i) a blur identification and denoising algorithm for each frame and ii) a bounded Kalman filter technique for motion estimation and feature tracking. A case study is presented that demonstrates the feasibility of the algorithm in non-contact estimation of the pulse rate of subjects performing everyday head and body movements. The method in this paper outperforms state of the art rPPG methods in heart rate detection, as revealed by the benchmarked results.

Entities:  

Keywords:  (170.1470) Blood or tissue constituent monitoring; (170.3880) Medical and biological imaging; (280.4788) Optical sensing and sensors

Year:  2018        PMID: 29552419      PMCID: PMC5854085          DOI: 10.1364/BOE.9.000873

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


  26 in total

1.  In vivo studies with an intravascular and intracardiac reflection oximeter.

Authors:  Y ENSON; W A BRISCOE; M L POLANYI; A COURNAND
Journal:  J Appl Physiol       Date:  1962-05       Impact factor: 3.531

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.  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

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.  Amplitude-selective filtering for remote-PPG.

Authors:  Wenjin Wang; Albertus C den Brinker; Sander Stuijk; Gerard de Haan
Journal:  Biomed Opt Express       Date:  2017-02-28       Impact factor: 3.732

6.  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

Review 7.  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

8.  Motion limitations of non-contact photoplethysmography due to the optical and topological properties of skin.

Authors:  M J Butler; J A Crowe; B R Hayes-Gill; P I Rodmell
Journal:  Physiol Meas       Date:  2016-04-21       Impact factor: 2.833

Review 9.  Determination of hemoglobin and its derivatives.

Authors:  E J Van Kampen; W G Zijlstra
Journal:  Adv Clin Chem       Date:  1965       Impact factor: 5.394

10.  Comparison of Heart-Rate-Variability Recording With Smartphone Photoplethysmography, Polar H7 Chest Strap, and Electrocardiography.

Authors:  Daniel J Plews; Ben Scott; Marco Altini; Matt Wood; Andrew E Kilding; Paul B Laursen
Journal:  Int J Sports Physiol Perform       Date:  2017-12-22       Impact factor: 4.010

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  5 in total

Review 1.  A Review of Image Processing Techniques for Deepfakes.

Authors:  Hina Fatima Shahzad; Furqan Rustam; Emmanuel Soriano Flores; Juan Luís Vidal Mazón; Isabel de la Torre Diez; Imran Ashraf
Journal:  Sensors (Basel)       Date:  2022-06-16       Impact factor: 3.847

Review 2.  Continuous Monitoring of Vital Signs Using Cameras: A Systematic Review.

Authors:  Vinothini Selvaraju; Nicolai Spicher; Ju Wang; Nagarajan Ganapathy; Joana M Warnecke; Steffen Leonhardt; Ramakrishnan Swaminathan; Thomas M Deserno
Journal:  Sensors (Basel)       Date:  2022-05-28       Impact factor: 3.847

3.  Evaluation of biases in remote photoplethysmography methods.

Authors:  Ananyananda Dasari; Sakthi Kumar Arul Prakash; László A Jeni; Conrad S Tucker
Journal:  NPJ Digit Med       Date:  2021-06-03

4.  Non-Contact Heart Rate Detection When Face Information Is Missing during Online Learning.

Authors:  Kun Zheng; Kangyi Ci; Jinling Cui; Jiangping Kong; Jing Zhou
Journal:  Sensors (Basel)       Date:  2020-12-08       Impact factor: 3.576

Review 5.  Medicine 2032: The future of cardiovascular disease prevention with machine learning and digital health technology.

Authors:  Aamir Javaid; Fawzi Zghyer; Chang Kim; Erin M Spaulding; Nino Isakadze; Jie Ding; Daniel Kargillis; Yumin Gao; Faisal Rahman; Donald E Brown; Suchi Saria; Seth S Martin; Christopher M Kramer; Roger S Blumenthal; Francoise A Marvel
Journal:  Am J Prev Cardiol       Date:  2022-08-29
  5 in total

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