Literature DB >> 28663876

Amplitude-selective filtering for remote-PPG.

Wenjin Wang1, Albertus C den Brinker2, Sander Stuijk1, Gerard de Haan1,2.   

Abstract

Biometric signatures of remote photoplethysmography (rPPG), including the pulse-induced characteristic color absorptions and pulse frequency range, have been used to design robust algorithms for extracting the pulse-signal from a video. In this paper, we look into a new biometric signature, i.e., the relative pulsatile amplitude, and use it to design a very effective yet computationally low-cost filtering method for rPPG, namely "amplitude-selective filtering" (ASF). Based on the observation that the human relative pulsatile amplitude varies in a specific lower range as a function of RGB channels, our basic idea is using the spectral amplitude of, e.g., the R-channel, to select the RGB frequency components inside the assumed pulsatile amplitude-range for pulse extraction. Similar to band-pass filtering (BPF), the proposed ASF can be applied to a broad range of rPPG algorithms to pre-process the RGB-signals before extracting the pulse. The benchmark in challenging fitness use-cases shows that applying ASF (ASF+BPF) as a pre-processing step brings significant and consistent improvements to all multi-channel pulse extraction methods. It improves different (multi-wavelength) rPPG algorithms to the extent where quality differences between the individual approaches almost disappear. The novelty of the proposed method is its simplicity and effectiveness in providing a solution for the extremely challenging application of rPPG to a fitness setting. The proposed method is easy to understand, simple to implement, and low-cost in running. It is the first time that the physiological property of pulsatile amplitude is used as a biometric signature for generic signal filtering.

Entities:  

Keywords:  (170.3880) Medical and biological imaging; (280.0280) Remote sensing and sensors

Year:  2017        PMID: 28663876      PMCID: PMC5480591          DOI: 10.1364/BOE.8.001965

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


  9 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.  Improved motion robustness of remote-PPG by using the blood volume pulse signature.

Authors:  G de Haan; A van Leest
Journal:  Physiol Meas       Date:  2014-08-27       Impact factor: 2.833

Review 4.  The enigma of Mayer waves: Facts and models.

Authors:  Claude Julien
Journal:  Cardiovasc Res       Date:  2005-12-19       Impact factor: 10.787

5.  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

6.  On the benefits of alternative color spaces for noncontact heart rate measurements using standard red-green-blue cameras.

Authors:  Gill R Tsouri; Zheng Li
Journal:  J Biomed Opt       Date:  2015-04       Impact factor: 3.170

7.  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

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

9.  Calibration of Contactless Pulse Oximetry.

Authors:  Wim Verkruysse; Marek Bartula; Erik Bresch; Mukul Rocque; Mohammed Meftah; Ihor Kirenko
Journal:  Anesth Analg       Date:  2017-01       Impact factor: 5.108

  9 in total
  5 in total

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

Authors:  Sakthi Kumar Arul Prakash; Conrad S Tucker
Journal:  Biomed Opt Express       Date:  2018-01-29       Impact factor: 3.732

2.  Rational selection of RGB channels for disease classification based on IPPG technology.

Authors:  Ge Xu; Liquan Dong; Jing Yuan; Yuejin Zhao; Ming Liu; Mei Hui; Yuebin Zhao; Lingqin Kong
Journal:  Biomed Opt Express       Date:  2022-03-03       Impact factor: 3.562

3.  A wavelet-based decomposition method for a robust extraction of pulse rate from video recordings.

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

Review 4.  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

5.  Camera-based photoplethysmography in an intraoperative setting.

Authors:  Alexander Trumpp; Johannes Lohr; Daniel Wedekind; Martin Schmidt; Matthias Burghardt; Axel R Heller; Hagen Malberg; Sebastian Zaunseder
Journal:  Biomed Eng Online       Date:  2018-03-14       Impact factor: 2.819

  5 in total

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